{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Implement your own Riemannian Geometry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lead author: Nina Miolane.\n", "\n", "Geomstats provides several Riemannian manifolds in its `geometry` folder. Yet, the manifold that you are interested in might not be available there.\n", "\n", "This notebook shows how to use Riemannian geometry on any manifold defined by an immersion into a Euclidean space, such as high-dimensional surfaces immersed in a Euclidean space. \n", "\n", "Specifically, we focus on the case of an embedded manifold $M$ that can be defined by a map \n", "$f: M \\rightarrow \\mathbb{R}^n$ \n", "called the immersion, whose differential $df_x$ is injective for all $x \\in M$.\n", "\n", "This immersion allows to define the pull-back metric $g$ on $M$, as:\n", "\n", "$$g : T_xM \\times T_x M \\rightarrow \\mathbb{R}\\\\\n", "u, v \\rightarrow $$\n", "\n", "where $<,>$ represents the Euclidean inner-product of the embedding space. \n", "\n", "The pull-back metric gives a structure of Riemannian manifold to $M$. In particular, we can compute the Riemannian exp and log maps, the Riemannian distance, the Riemannian parallel transport, etc.\n", "\n", "This notebook illustrates the computation of the pull-back metric, using the class `PullbackMetric` from geomstats, on two embedded manifolds:\n", "\n", "- the 2-sphere $S^2$ embedded in $\\mathbb{R}^3$,\n", "\n", "- a surface defined by: $x, y \\rightarrow z = x^2 + y^2$ embedded in $\\mathbb{R}^3$.\n", "\n", "We also illustrate the use of the class`PullbackDiffeoMetric` to compute the pull-back metric induced via a diffeomorphism, on a function that warps the plane $\\mathbb{R}^2$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import time\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import geomstats.backend as gs\n", "import geomstats.visualization as viz\n", "from geomstats.geometry.base import ImmersedSet\n", "from geomstats.geometry.diffeo import Diffeo\n", "from geomstats.geometry.euclidean import Euclidean\n", "from geomstats.geometry.hypersphere import Hypersphere\n", "from geomstats.geometry.pullback_metric import (\n", " PullbackDiffeoMetric,\n", " PullbackMetric,\n", ")\n", "from geomstats.geometry.special_orthogonal import SpecialOrthogonal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Immersed manifolds: the example of the 2-sphere" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first consider the simple example of the 2-sphere. We define the immersion of the 2-sphere $S^2$ into the Euclidean space $\\mathbb{R}^3$ as follows:\n", "$$\n", "\\begin{align}\n", "f : S^2 &\\rightarrow \\mathbb{R}^3\\\\\n", "(\\theta, \\phi) &\\mapsto (\\cos\\phi.\\sin\\theta, \\sin\\phi.\\sin\\theta, \\cos\\theta)\n", "\\end{align}\n", "$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class SphereIntrinsic(ImmersedSet):\n", " \"\"\"Sphere using intrinsic coordinates.\"\"\"\n", "\n", " def __init__(self, equip=True):\n", " super().__init__(dim=2, equip=equip)\n", "\n", " def immersion(self, point):\n", " \"\"\"Immersion.\"\"\"\n", " theta = point[..., 0]\n", " phi = point[..., 1]\n", " return gs.stack(\n", " [\n", " gs.cos(phi) * gs.sin(theta),\n", " gs.sin(phi) * gs.sin(theta),\n", " gs.cos(theta),\n", " ],\n", " axis=-1,\n", " )\n", "\n", " def _define_embedding_space(self):\n", " return Euclidean(dim=self.dim + 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the purpose of visualizing the results in the embedding space $\\mathbb{R}^{3}$, we will need the jacobian of the immersion. Notice that `ImmersedSet` already takes care of it if we want to rely on automatic differentiation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the `PullbackMetric` structure to define the Riemannian metric on $S^2$ from the immersion. \n", "\n", "Note that the Riemannian metric on the sphere is already implemented in Geomstats using closed forms with the class `Hypersphere`. However, this notebook showcases how we can recover the computations of Riemanian geometry by only relying on the immersion." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<__main__.SphereIntrinsic at 0x73f201fb0fe0>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sphere = SphereIntrinsic(equip=False)\n", "\n", "sphere.equip_with_metric(PullbackMetric)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can access the methods from any Riemannian metric, i.e. the Riemannian exp and log maps, the parallel transport, etc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first show the computation of the Riemannian exp map of a tangent vector at a point." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([ 1.5708, -0.5236])\n" ] } ], "source": [ "point_a = gs.array([gs.pi / 2.0, -gs.pi / 2.0])\n", "tangent_vec = gs.array([0.0, gs.pi / 3.0])\n", "\n", "end_point = sphere.metric.exp(tangent_vec=tangent_vec, base_point=point_a)\n", "print(end_point)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And visualize the result of the Riemannian exp map in the embedding space $\\mathbb{R}^3$:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/luisfpereira/miniconda3/envs/py12/lib/python3.12/site-packages/torch/functional.py:534: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3595.)\n", " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# We immerse the points and the tangent vector in R^3\n", "\n", "immersed_point_a = sphere.immersion(point_a)\n", "immersed_tangent_vec = sphere.tangent_immersion(tangent_vec, point_a)\n", "immersed_end_point = sphere.immersion(end_point)\n", "\n", "# We plot our results\n", "\n", "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", "viz.plot(immersed_point_a, ax=ax, space=\"S2\", label=\"Initial point\", s=80)\n", "\n", "arrow = viz.Arrow3D(immersed_point_a, vector=immersed_tangent_vec)\n", "arrow.draw(ax, color=\"black\", label=\"Tangent vector\")\n", "\n", "viz.plot(immersed_end_point, ax=ax, space=\"S2\", label=\"End point\", s=80)\n", "\n", "ax.set_title(\"Riemannian Exp map on the sphere\")\n", "ax.legend()\n", "ax.grid(False)\n", "plt.axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we show the computation of the parallel transport on the sphere. Note that `step`, `n_steps`, `tol` and `alpha` are integration parameters that control the efficiency-accuracy tradeoff of the computation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing time for parallel transport: 0.05 secs\n" ] }, { "data": { "text/plain": [ "{'transported_tangent_vec': tensor([0.7854, 1.0472]),\n", " 'end_point': tensor([ 1.5708, -0.5236]),\n", " 'trajectory': [[]]}" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "point_a = gs.array([gs.pi / 2.0, -gs.pi / 2.0])\n", "tangent_vec = gs.array([0.0, gs.pi / 3.0])\n", "tangent_vec_to_transport = gs.array([gs.pi / 4.0, gs.pi / 3.0])\n", "\n", "time_start = time.perf_counter()\n", "\n", "\n", "sphere.metric.exp_solver.integrator.step = \"euler\"\n", "sphere.metric.exp_solver.integrator.n_steps = 1\n", "sphere.metric.log_solver.optimizer.tol = 1e-6\n", "\n", "parallel_transport = sphere.metric.ladder_parallel_transport(\n", " tangent_vec=tangent_vec_to_transport,\n", " direction=tangent_vec,\n", " base_point=point_a,\n", " alpha=1,\n", ")\n", "\n", "time_elapsed = time.perf_counter() - time_start\n", "print(f\"Computing time for parallel transport: {time_elapsed:5.2f} secs\")\n", "\n", "display(parallel_transport)\n", "\n", "transported_tangent_vec = parallel_transport[\"transported_tangent_vec\"]\n", "end_point = parallel_transport[\"end_point\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We visualize the result of the parallel transport in the embedding space $\\mathbb{R}^3$:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is_tangent = tensor(True)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# We first immerse the points and tangent vectors into the embedding space R^3\n", "\n", "immersed_point_a = sphere.immersion(point_a)\n", "immersed_end_point = sphere.immersion(end_point)\n", "\n", "immersed_tangent_vec = sphere.tangent_immersion(tangent_vec, point_a)\n", "immersed_tangent_vec_to_transport = sphere.tangent_immersion(\n", " tangent_vec_to_transport, point_a\n", ")\n", "immersed_transported_tangent_vec = sphere.tangent_immersion(\n", " transported_tangent_vec, end_point\n", ")\n", "\n", "# We verify manually that the immersed tangent vector is actually tangent to the sphere\n", "# as the plot can be sometimes misleading. We use the method of the Hypersphere class.\n", "\n", "sphere = Hypersphere(dim=2)\n", "is_tangent = sphere.is_tangent(\n", " immersed_transported_tangent_vec, base_point=immersed_end_point\n", ")\n", "print(\"is_tangent = \", is_tangent)\n", "\n", "# We plot the results\n", "\n", "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", "viz.plot(immersed_point_a, ax=ax, space=\"S2\", label=\"Initial point\", s=80)\n", "\n", "arrow = viz.Arrow3D(immersed_point_a, vector=immersed_tangent_vec)\n", "arrow.draw(ax, color=\"black\", label=\"Tangent vector\")\n", "\n", "arrow = viz.Arrow3D(immersed_point_a, vector=immersed_tangent_vec_to_transport)\n", "arrow.draw(ax, color=\"red\", label=\"Tangent vector to transport\")\n", "\n", "viz.plot(immersed_end_point, ax=ax, space=\"S2\", label=\"End point\", s=80)\n", "\n", "arrow = viz.Arrow3D(immersed_end_point, vector=immersed_transported_tangent_vec)\n", "arrow.draw(ax, color=\"orange\", label=\"Transported tangent vector\")\n", "\n", "ax.set_title(\"Riemannian parallel transport on the sphere\")\n", "ax.legend()\n", "ax.grid(False)\n", "plt.axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Immersed manifolds: the example of a surface defined by its graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the example of a 2D surface immersed in $\\mathbb{R}^3$. The surface is defined by its graph:\n", "\n", "$$ x, y \\rightarrow z = x^2 + y^2$$\n", "\n", "which leads to the following immersion into $\\mathbb{R}^3$:\n", "$$\n", "\\begin{align}\n", "f : S^2 &\\rightarrow \\mathbb{R}^3\\\\\n", "(x, y) &\\mapsto (x, y, x^2 + y^2)\n", "\\end{align}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first implement the graph and the immersion:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "class Surface(ImmersedSet):\n", " \"\"\"Surface as immersed set.\"\"\"\n", "\n", " def __init__(self, equip=True):\n", " super().__init__(dim=2, equip=equip)\n", "\n", " def _define_embedding_space(self):\n", " return Euclidean(dim=self.dim + 1)\n", "\n", " def graph(self, x, y):\n", " \"\"\"Graph defining surface.\"\"\"\n", " return x**2 + y**2\n", "\n", " def immersion(self, point):\n", " \"\"\"Immersion.\"\"\"\n", " x = point[..., 0]\n", " y = point[..., 1]\n", " return gs.transpose(gs.stack([x, y, self.graph(x, y)]))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "surface = Surface(equip=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the purpose of visualizing the results in the embedding space ℝ3 , we will need the jacobian of the immersion, which we compute here. Notice that `ImmersedSet` already takes care of it if we want to rely on automatic differentiation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also add a utility function to visualization the surface in 3D:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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+mFxsNGc4GqemMiN8e7HZzOWlBmbXdyWzFwD+z19+jL9/OCnzLAUFKf/42Ye8/T1/BcCbXn/nKV/Nl48SFBS+LD46NE/kCruIk+A5KpWKHpeDs7B0pOZ5LIHHmU8zydlaAIwt71CbXfBPiqihAaZXd3nDYDsbMjuJQvaOTzmPxjEYdLkBPYX82rv+hvmN3StfQ0FhfHaBH/kvv8Tc0hoAX/M6JSgoPMMIgsDbPzqEx1m8BXXr6JRbHY2or5i1M7SwRVtDDXXVFazsemXPicYT1NoqsFlKZXcchcSTaWpt5UUfr7WVs5E12lvdOeL6JTvuqooyple2+YGfeyunwavHgCo8u2zt7vMdP/KTNDrtxBMJ3vT6Owx2dzzty/qyUYKCwpfMyNIOs5uHst5ChRycBFkrsthfoFJpaKyuuPKczPQ1+Y6lQs5CYarKi09za66tEv38eGaVGwXpKXdWcb22e8S//OW3K8I2BQknp2d8+w//BIdeHyaDgWu9HdRWVaG+otX6K4Wv/Heg8NR418czBeap9QO6m4rPYnZUWugsMlntgsXtI9khO5cJRaKYTYaij1tKjcxv7DO7vsfdAqFaIZFYTHJsdm2XJkcmWBQGgU+PzPHzb//Ai16XwrPDeSTKP/uxn2J+ZR3IeH4trGzwtc/ffcpX9tKgBAWFLwlf4JwPP8oXmBNX2FefBMKMLe9SIzMh7QJXbSXzW4dXLvgVZhPD85v0uOXHewK0N9hzA3XGF7doqhWntgx6LfPr0lpBJBZHEKCsxMjSlrhV9a0f+Djv+rvPFf2dCs8OiUSSH/gP/5XHY9MANNXVsrN/SCye4Kvu33rKV/fSoAQFhS+Jd39qjFgi38+/tHPMYKt0sXbZrSzteoklkjTJdBZd4Kgswx88p9cjbRO9oL2hhnQ6zZO5dbpc8juPwlGbsUQSg04namftcjmJFYjWCtk69DHQ1kRARt/wn/73e/js2HzRa1N47SMIAj/+336Vf/jMAwBMRgNtbhf7R8fcu95HhaX4Tc9XEkpQUPiiSabSvPMfRyTHjwPnkpxqbWX+izK8uE1rvbxD6mZW6Ty0sCk7gAcyd/MXhKMJdJd0EHqthvlLVtrLO0fcLhC1GbRa2de+IJVKc6+vTXI8mUrxll/4Q5Y2pSpphdc+giDw62/9U979wY8CoFKp6Gx1c+TLOPl+7fP3nublvaQoQUHhi+YfRxbZ9QUkx7e9Z6JZzFqNmsVLcxM0Mu2fHQ017Pky9hLptIDRKE0hlZUYmF3LL/hbhyfc7BQb4XW5HJxH45efyuPZNXrcmR3Iys7VnUtH/lMezaww0NYkeSwcifGWn/8DDnynV76GwmuP//G7f8SnHw7nfr57vY/55bVcK+qb3/jc07q0lxwlKCh80fz5J8eLPra858vNWe5zOzgJih0jF7aOuNEh7iAqN4u7l+Y3D7jV6RId62yszRnuXTA0v0FLgTeSQSe/CxAEAe9pmL6Weo5P5XUQkGlFXd4+RBAEVnePaLgkkut0OVnc3OO7f+Z3CZ7LW2govPb4zbe9i9/4w3dy4M3sZu/fHODhyCRdbR4SySSueicdHtfTvciXECUoKHxRzGwcEI5eLVYbyKqYi3kIbXtPMWYXcK1GzcKW9O59Ze8YS2k+WETj0h1AKp1GADRqNWq16srUzpE/QI31avuBQvO94HkUlUpNWUn+GizZ/59a3uIHf/6tJJLytQmF1w5/8K738Qu//YdUVVpZ2djizrVeHgxPAGDQZW5+3vzG+19Q59xXCkpQUPii+KOPDjGyvEtjTUXRcybX9mmtr2ZqTX6RPvSHGGxvAKCn2SFrXOcPntPZlCkml5tNzKzJj91c2zvmdrebjsZa/KGrfew39o6529ta9PHLi/zWoQ+XswZ19gtfmDb69MgsP/5rfyIqbCu8tnjrn72P//wrvwNAq6uBa70dDE/O5R5f3doB4M1f9dpJHYESFBS+CA5OgnzowWzGGvsKcdh5LEFjTQXCFW2qY8u71FZaXkTpvElHUy0d2a6jYgzPb4istOWorbSwsnPI6MIGLfVSO26tRs2CjK3F9Oo2N3taqC43s7Z7KHrsA598zH/+3+++8n0qfGXy1j97H//pl38n97O5tIS5pTVS2d2vp6mBQ68Pc2kJz90cfFqX+bKgBAWFL5g//dgIiaywa3x1r+isZbVKxezGIc1XtKDGEkka7FamV6/2F4olUoTPpZ5JhSRTaYKRKNorxny6ssK0eDJFNJGixKgXPd7pchKOSEVtAE9mVhjskJ8C9ycf/jS//Md/feX1KXxl8bb/935RQGhxNTI6PUe0oPvNUZPpkPua525j0Oslr/GVjBIUFL4gQpEY7/z4mOiYQS9f2O13OzjwBykrvdq+Wq1S0d549UCS4HkUi7nkynPaG+yML21xq1t+LCdAOJIPLDtHfrqaxZqKq0RzACdnQW50eWQfe/tff5zf/vMPX/l8ha8MfuMP38lvvu2duZ+bG5xYy8s4ORV32/lOA9TYKvmWr33DK3uBrwBKUFD4gvjzT01IXE5nN4/oc0tFZKl0Zos9vX5A/xVitNPQOcFoXCQuu0xrfTWjS9vUFxnvCVBpyQSNR7PrdMqI2swmA7Nr4h3JyMKGqL5wYZAnh0atYmFjj6mVLbpl1NTtLie/9I4P8Lvv+duir6Hw6kYQBH7ut97K//vA3+a6jBocdkLhiGQnUFlRzubOHpUV5bzxNaJiLkQJCgovSjyZ4u1/90T2sVA0QWHjhdNmERWYT8NRWZOwphori9tHbB76Je2nhfgDYWKJJOXm0qLnbBxkbLIFQSAQiWHS60SPd7gcknZWgOH5dTpdTppqbewdF5+/0OlyEopEiSeSbB2d4HKKaxIXIrpf/KO/5Pff9/dFX0fh1Uk6neanfum3+V9v/3847JmUqKOmimQqhffEz/6R2Ia9rbmRrlY3lRUWqiuL36x8paIEBYUX5aNDi+ydyPf3rx/4uVkwa7mxWmxZfWGdfRlnVb49dHJtj2qZmc5OWzkLW5ni7uzGPrdl0kMtddXsFYzm3PWe0ndp9nO6iMtpMpXm+CycM8IrhqUgDRYMRziPxnBUVQCZQLSxlxfo/fe3/gX/+z1/d+XrKbx6iMXj/NBP/gJv+/OM6WEwHMZpr0KlUrF/dIy9qpLVzW3Rc0pMJkam5vj6r37d07jklx0lKChcSSqd5jc+8HmutxU3odv0nmLQajDqtcxuSNtQF7a9Is2BRq1iaTvfyXMeS9BYK7W2aLKL78JmNw6ouhQ85ILJk7l1rrVnFMkGnZa5tZ2i1+49DaJCdWUKa897Ivr5yB9ArdFgKzfjclZLFM6/8Efv49ff+UGlK+lVTiAU5tt/+Cf5wN99HMh4GZ0FgggC7B1m0omepgbRc+5d7+fx+BQA3/BVSlBQeAb58OMF1g78HPhDRRfOo9Mw19ob6Hc7CEakIrOzcJSupnyuv8/txBcQawpGl3bodYvrDztH4pROKBKjvkYcPC5SR5dZ3TumxlpGp8tx5WQ4a1kpnx1f4Fa3fBHZYauQrTfsHp1QXlYqG8wAfu1PP8gv/tFfKoHhVcqh95h/8v3/hs88ynt4dbU2E08kROmiWMHfzmBPB9FYjPNIlBZXA21uqRXKawElKCgUJZ0W+N0PPQRg1xfkRnvx3cLMxiGnMiK0C4YXt3MtqoIgn845CUXQZ72RWuur2TqS5vknVna41ZVpD21rsItSR4WchSPUVJbnXq8YbQ12EAQez6xyp0cqbHMVMeeDzBAetUpdtHPpMyMz/Mff+GOSSXllt8LTYWZxhX/3c7/O5NxS7lhTnYMSk0kUEPQ6HXPLGW+jNncTCysbGA2Zf+tvetPzr+xFv4K85oKCcmf20vGRoQUWd/JfkuW9E4xF2lBddisVZcVbR9OCQKnJSJWlhMlVeXXy7vEZ1zsyd182S/HC8sLWEZUWc67rqBjzmwey85cLiSfyd4Jjixt0uJyix4tpFwBKDHoeTC5QX1tDqYyJX6lRz5/97Wd4y3//3yKHV4Wnxz9+9hFf890/ircg5edpqicYDrOysSU6t6vNTSQapa62Bp//jEg0ykq2vvBNX6MEha8YYsk0SWV84pdNKp3mt/7qBdGxk2CEwRb5FlO1SsXw4g5NV7SOzm4eMtBSd2XgHlncodlhY/GKOcyB8yhNtTZWLymML9Pd7ODR7CpdzU7Zxw16HfPr+XpDIpnC6w/misilRr3o8ct0uJwkkikWNnZpdNZIBHEXtYiPvjDKt//Er3FyVtyMT+HlRRAE/uBd7+Of/uhPEQyfs7i2AUCHx8XxiZ/yMrOky6jUZMRWWQGAz39Km7uJo+MTaqoqudnf/Qq/g1eO11xQMOo07J8pDpZfLh98OMfyrk9yfGrjiAqzWJTWWF3O5NoeaUGg/IrdgkoFeyfBnBmeHIlUCkdVhcRd9TLRRDKnUi6GyaAnnRbwBc4plxHAdbkcRONiv6OTQBijXk+pyUBHU2bRL0bhLmR+fZcmpz2XSrLbykVdSY+nFnnTj/08K1vKPIZXmkg0yo/89C/xn3/ld0mn03S2NHMWCDHQ3cbm7j5nwRB1tVJ1/oH3BKuljN2DzL9jjS2T/vzGr379a2IWczFek+9Mp1FzGFACw5dKIpnirx/OyT4WjsZpbxD36RcO0plaP6BXRtAG0NfsYG7zkGtt0hbVQmLxJHe65W0lLigvNTC/cYi9iPOpSqViOeuaeuQP4Jax5ChWb9jYP6alvhatprgxkyAIrF2azTC/vouzpgqLuYRmp9RfaW3nkDf92M/zudGZoq+r8NKyvXfA13zPj/GeD+X1IzZrBXcGe5leWCESzQgyz4Jh0fPcTXUYjXpWNvLtqAfezE7iG7/m9a/AlT89XpNBobbcxMJ+QKkvfIm85zNTLO/5URdxqxtd2aM+qzOwlpkYXxGnWIKRhKyV8MWh4aVt6qsrZF+7vNTI1MoOc5sH2Mrl6woatZrFjQNCkRg11nLZc7pcDk4KvugTy9vc68sXktVZlXIxpla20et0RR/31Ns58ksHDS1t7VNVYSFdxFb7NBjm1//kr3nHX/2j8vf5MvOPn33ED/7EzzExuyg6bjToeDw+lTO3KystyRWUATQaNc0N9cwuruaOOWurWdnYZrCng+dvX39l3sBT4jUZFAA6HBY+s3B1zllBynk0zm9/8BE7xwFuFdEmJFNpqrN36O31VcST4hrOxqFfIlizV5iZyBaYE6k0Vou8q2lno51EKkXwPIarVj491NPsyNlkz6zvca+nRXJOmUxH0JO5/AS2LpeTsyustjtdTj4/sci9/nbZx2tt8sEIYOvgmJPAOc5qeUPAWDzOf/pff8q/+ZU/VArQLwOJRJL//ptv5Xt+/KdFHUYajZrn71znkw+GROd3trpzAUKlUjHY3cHegXhiYHNDPU11Dvo62mQnA76WeM0GBbvFxPZJmNNz5Uv3xfD2fxzl6Cxzh716cIpRJ59iGV/dp6/ZweyGfEF4YfsYS0n+y+N22kR3xtPr+1xra5A8z3cWyv3/2PI212VSTYZLaZ+x5W2aCvQCKpWK5W3pdaXTAvsnAaoqyl7UAO+ibvJwaplbMq2qvismuHW66ljZ3ieeSOJpqBU9plGrWcgWr//io5/jn/zYz7P+IiNCFb5wNnf2efMP/Di//Y7/R0dLM5FopnvMYi6lu81DLBaX7NAK6wO3BnpY39ljfmVddE48HieVFvja5+++/G/iKfOaDQoA3369kbd9eunFT1QA4Og0xO9/JO9xdBw4L9ptBJnUUeBcvmXz7DyaM6fTazXMy3QTbXsDlBjyKRq3w8byjvgObfPIn5t4BmDU65i+pFCOxZNoNVp0mkyw6HY5RMGlkJNAmBqrhc0rDPAAdo7yRfbR+XUG2ly5nystpSxuFk89lWWD4fFpkMPjM3pb8iKnDlcdoQIr8MnFdV7/gz/DX3384ZXXo3A1giDw53/9d9z+pu/n0VhGcWwuzTQXNDjtWMstTM0vk5bRyCyubgBw91ofT8anaWsW34hYyy2cR2L4/Ke86XV3Xt438irgNR0UzEYdTbZSPruo3Il9Ifz6+1+QjNqc2fSK7vgv0Gs1zGwecr21uKBteHGH5tpK+twO/DLCNu9ZiL6W/PNrZCwrfIEwHa783XZPs4NITKpQXts75kZnpjhdarra3z4lpGlyys+CAGiwV7J1kA8KqXSa+c19urIOqS0N9ivrATsFKutQJMrc2g53ejNpKItZaicePI/wL3/+9/iFt76bkDL7+YvmyHfCP/8P/40f/S+/TDCcTwnuHhwx2NPB6VmQzd19VCpVLgBc0NXqxn8W4O61vlwwiV1SwN/o72Z2aZU3ve4OpSVX28G/FnhNBwWA77zl4oOj2/jDxUVICjC3dcRffG5acjwUjdPVJJ15MOhx4Aucs3sSLNrFkxYETEYD/kudHYUMLWzjcVZh0GmYXZcfuDO8sMVAaybVlEgUn4v8eHadgdZGloqktC6ospTyeHaV2zK1CEDWpjsWT7B14KOloTaXf5ajrtrK1iXrjVQ6zePpJe71d3B4hRvrZ0emuf8DP8Wjifkrr18hgyAIvPfD/8i3//BP8tf/8CnRY7XVVdTX2hmfWcgFiu5WN2dB8Q6ysqKcOwUBwWjQM7u4knv8uZuD+E5OAfjm1+DsBDle80FBo1bxbdcbeeunlDRSMQRB4Gf/36dpKjJ3eWxlH0dB26lWo2bjMCPMOvSHuC5TG7gglU5TccWQnLQgoNZo6Gt2EiySigLYPT6l0W5l6gpzOwC1Sl20a+qC9WzqaGxpU6JgBjgpknoKRWIEwlEC4eJ384324rYYy5t7WMwlssOHtBo1C2vbbOwe8uZ//XP81997F+dR5UamGJs7+3z7j/wU//I//SIlJqPosfIyM32drbwwPC46XiEzQlZA4HE2IAD0tLfmdgr3bvQzMbvA9MIKep2Or3+NzWIuxms+KAA8327HF4rx4fGrF5Rnlb96OM+TxV1ZgRdkuoXqqvLdNtc9Dg79+YVzev2AyiKiNbNRz5b3DJOheHvn8u7xi6Z8js/CtNbXIKSvbuPUadSZrh+ZlliAlrqanF9SIpnCexqipjL/3qrKy65sVXVUlXMSCNNYpDOqcMLbZTz1tYwvrFNeVkpznXj31emuzwUBQRD4/fd8hDvf+//xiccTRV/vWSQai/Frf/CnXPv67+Fjn3sEQKggZdTV2ozJaODYfyp57v5Rvo6k0ah5w90bPBieEJ1zMdL1em8nj8em6W5vIZFM8tXP3aK87Oo54K8VnomgAPAjb2jl/cPr7JxcrZR91gicx/il934egMn1Qzoa5HPtoyv7tNbZ0GnUbFwyqgvHErLzmu1WM2Mru3jPwgy0FK89NFRXMLSwRY1VeidXyPq+70rhm16bSUFNr+3KtqkCVFvFX2xfIIS5xEiJIROUPPVS0VkhJr0O32mQaDxBfY245bTEoGd+bbvIMyGR1S7sHPo4ODnlVm9b7rGyEqPk/M29I77jP/4yP/u7f8rOobwb7LOCIAj8w2cecvMbv59f+r135OYlm4wG5pcznULP3RxgcW0Ln/+M+QLdAWSG5qxuZm4KDXo9fR1tuX+PC9RqNfOr6/S0tzCzuEI6nSadvQn5tn/yVS/3W3zV8MwEhQ5HOT11Vv7zX46SepG7zWeJX/3LF3ItqAACxVMvOq2OwUu7hAuGl3docYpTJ812a64gO7y4jcsu74tUV2XhPJbIeQ7J4XFWsbZ3zNrBSVGzvB53HaGsgd3juXW6mqWdU9sHUuuOtT0vbS4nqFScX3GnT4GK2esPkEilRYGhs7muqC2GVqNmfj0fMCLROEMzy9zpb8eo17F/aWZD4e/84Mdf4MY//XF+7R3veyZTSkMTM3zt9/0bfueP383alrju1NnaTFVlOd3tHl4YniCVStHd7sm1ol7gbsz8LZhLTLQ2NzI+u0Dwkk6lu91DdaWVzZ09YvEEBr2emcUVdDot3/AaHagjxzMTFAD+1fOtaDVq3vbpxRc/+RlgaGmXd31qUnRscdfHgEfepmJ1v8jCBQhCJmhcUGrUM72eT8Ok0gJmmc4Ng07DfHYwz+TqHjc75D3qL4bpnIYiNBb1PMoH+3RawHsaorIsH0Ba6mvYPpJ/DxPLW9zvb2XuCgO8tsZakYr56OSMWCKJy5HZJWmvqGV0NtfLOq4+nlqi1VVX1EunyVnDnveESCzO/3zHe7n2Hf+G//tX/yByd32tMjG3xHf/+M/wxu/6UR6OTuE/OxOfIECVtYJA6FykPi41Sf/OzqNRqiqt1NZUMbO4gsVcyuzSquicmkor/rNgrjDd19FKJBrja567TYXl6l3sa4lnKijYzAbe3OvkvUMbPFh+ttXOsUSS3/2w/Nzlk1BM1qbiWouDvSuG7SzseLmRLTr3NddK2ltnNw+52S5O//Q1OzkL5+/OV/Z8lF9q29Rq1LnAATC+nJ+pcIHZZGB6RZy68Z6GcFZX5t5LdcXVX+xEIsWtbvm0E0CVzPOPT4MEziO0NNSyvFW8FmGWSQ9dUGoysLF3xP3BLsnnXn+pcL3vPeEnfv2PuPHP/h0f+MfPvSaDw9j0At/5r3+a+9/2Q3zkE58DwFJmZn5lI3eOo6aK/q42ZhZWRDUFgM1dsemgyWggGDpHp9XkvIw6WppFXWQ1NisrG9v4CmoRKrWa2uoqvvObvvYlfoevbp6poADwHTcaGWyo5O2fXeHwGXZT/a0PPmbvRL5VdMt7xs02cerFbNQzu3nIznGAm1cM29nynmEpMbC8eyT7+Or+iWg0Z+DSF9ofitBaLy7C9rnrJAN8ZtYPqCvwT+pudhCXSd3MrO9xN1tfKHQtlSORSPJ4ZpXrndJZ0EDRFI8/EMao12KvrJB9HGDnoLhYLhaLk0yleDAxT3tzvagIXSh0K2Rz75Cf+LW30f+tP8rv//mHRP35X4mkUin+5mOf5U3f92/4qV/+Hf7uU2Lb9g53E+l0GpVKxb3r/ZyehQgEQ7mxmRc01tWysy++4evvasN7ciKxxr7AZq3A09QgCiYGvZ61rV2s5WV83fP3XqJ3+ZXBMxcU9FoN33GjkZ2TMP/l/eMS355ngdGVff7w78dY2jthsEiqaOXgFFPBQJ2eppqcenl2y0t5qfydr/cszM32Bo7P5BcpfyhCZ2NGjNZaV8XitnShHlnaZrA13+aalNEFnMfilJpMuV1L8ArR18OZNd5wraPolDaAEqOe2dUdBEFgZmVHUo+or7ayfkVQsZSWsL7nZbBDGlAa7DaJduECnVbD/Hp+uMvC+g7bhz7uD3ZTVmpiYW1L9nntzfWcBkPsHh7zs7/7J3R8/Q/xk7/+NuZX5c9/tbJ7cMSv/+E76f3a7+Z7//1/5eHoFItrm5Lz1Bo1Xa1uPI31PByZJBKN4pSxu25wim1Fbg/2oFapOAvk62BarSZngGe1lGExl6LWiLU2ve0tNDjseJoanpmuowueuaAA8HxHLc+11hCIxvnFD02++BNeQ4Sjcf7DOz5GOlsA9gWjsqmik2CEfk+mh99eUcpogRNqMBKno1EqaINMJ+ja/gn11cUN44YWt+lstGMtElggu+MoNVJTUcbUqryobWnniFvdbuzWMmbXiqduAFIp4UoNQbfLSTzbjRJPJtk58uOuy3ciNdbKm9tdsHd0QjSeYHJ5k9sFXUUgTQEV0tlcTyQq9ufK7Brm6GlppMsjX2OputRzHwxHeMf7P8rt7/xxvvM//ALv+Mu/xec/k33u0yYQCvMXH/5HfuRnfoWOr/qn/I///ce5u/TOFhenAbGvVHVlBWpgbmlNZGUdDEl3uvljAs/dGuDJ+LRExdzT3koofI7FbMZWaWV9a5etSymnMnMp47MLfMc3fPWX/X6/0ngmgwLAW+67SSTTfHbpkPc8Xn/xJ7xG+O/v/ixrh6e5n7ePA9xslZ9MNrl+iK2shPoqi2RHNbK8S6OM2O1ai5ONQ7+owCuHSq1mek1+sYeMvUV7owPPJSO9yzye26BbpsvoMoub+0DxecqpS9P6gudRAuForruomKANoL66MpeaSqcFnsyscH+gM/9aV6R2rtRnCCrG51cZ6PDQdGk+w/Gp/ILf6LDzD58f4id/7a20ft33820//t95x1/+7ZXpq1eCvUMv73z/R/iuf/szuO5/Mz/yM7/Khz/2WdJp8eduq8jfTJSVlnD/Zj/VlRU8HJ0SnWcuMYnsri/On11aw2Q0cLO/mxeGxulqdeO79FmVmAyUl5mxV1Wysr5Fc2M923t5FfxzN6/xZGIGk9HA17/x2RCsFfLMBgV3jYWv63VSU2bgf35khkcrT/dL80rw96OrvPfz0uE5G0cBifMoQCSepKuphpFl6eKdSguUyyhzfdn21umNq32RKkqNDLZePWxnZGk71ydeDEEQ8J4Gr5wP3d3s5MgfYPvohJYGh2RnVGLQMyujlPadhUilob2xloWN4gGsoVa6E3gwucjNnlZs5WbmimgXBEFga7/I350gsLmXyY1PLKyxc+jjTn8ndlsF5eYSFot0SdU78teSTKb45KNRfvLX3krvN/0Qz3/vv+Mn/+cf8KGPf579I9/LOs9h9+CID/z9J/mpX/nffO0P/Fta3/Dt/PjP/QZ/+8kXiMXjdLa4ZIOlz39KicnI/Rv9aDRqHgxPUCkzM6OzpZnkpRpSZ0szTnsVtTU2hidngYyNxWUOvD6qK60sZ9N2hVPXbg30EovHOY9E+Yavel3OVO9ZovhcxGeAH3yuhdndUyLxNG/95CLVZUZa7K/N1rPlfT//8U8+ictewUbBTgHAGzjndpuTxwvixUulgsPTMO5aK2sHUs+e6c0jBjzO3JyEQY+D8ZX84rnrC2LUayUjL3UaNYvbXkLnURprrGwdyfsB9TU7WN49prKspOh4zvaGGqbXdunz1HEalM+nF+4OJpe3udvTysPpvO1Jd7OT4dlVuady4DultaEV78kpJwH53cLlqV0XDM+u8vprncyubHAsM5DH5ahhY09+PGeT087mTv6xVCrN48kF9Dotb7zVx/jcEocFw+cvCBex4OhobmBsbpmxuWXe/r6PAJmOm/4ODz2tLlz1DjwNTuodNdTYrJhLTLJpxQsEQSAYPufw+ITNnX02dvfZ3NlnYm6JmaVVvL7Mv2ltlY19r7SeYpVp8ayqrMBmrWD/6JgHIxO54ycyn51G5iamotzC/MqaKNjsHIiLzh0eF4lEkpXN/N/6hdK5t6OF8ZkFBroz5oXPWtfRBc90UCg1aPnG/jr+4skmT1aP+an3jvBHP3QHu+W15YR4HkvwI2/9e4KROG67fK5/ZstLhdnIaSjf7XKz1cnQ4i7djcUdRY/OztFpNCRSKUmH0OFpiDsdDTya2xAdH/A4GV7ILOAZ7YJ8UFCr4CR4zmBLPSdBafERwJptX51a3eVebwsPp1dEj2s1asld/qOZVW51exjKBoLLqaPL+ANhLGWlCIIgMfezlpUwd4UfUyQaBZWKjub63ByFC+rslUWDQl1NpSgoXBBPJPGfBfGdBrnT38m+9yS3ozDodSzIFGkBKmSKpUc+P1u7B3z889LWZFuFBb1Wg06nxWgwoNGoSSSTqFUqgsEQRyd+0Z16fW0NO/tSI8LmRqdsUDg8zosI62traKrPFIglfkUWs2S2AcBywftUq9Xcu9HPk4kpUUBocNjZ2M7XmmqqKnHUVPHphyO5Y011DlY3d/A01bOxvY9Op2V6YZkKSxlf87rbkt/7LPDMpo8ueHNfPfXWEvobrajVKn7wHQ85i7x2BvOk0wL//o8/zuJupp1ycsNLZ4NU/BWOJugosKqwmPQs7mS+zLNbXgY88nWHvZMgN9rqueZxsn4gbdkcWd7FVStWMvsC+YV1fuuIO5c0B5Cx0Z7IFpjHV6S6BMjbWlwwNL9JZ5O4m6rXXceZjG33xNI23c112a6j4tYUFWYTc2s7bOx5sZaXSfyhWhsdRdMwGrWa+bUdjv0BVncOuNsnnuJ2JlMovSB4hbPs0sY2yVSKx5PzbO4d0tfWzI3uNro8jRLb5wsOjuXbaasr5W8SXPUO9o6O2dw9YHFtk7nldZbXtyk1Gtk7Opakbhqd8o0HcZnrsVkrWNva5XpvJ9d62tk9POLByCRJmRGmbW6X5PPtbGnO1QkcNVW0e5o4PQuIOowAmurzf7MNTntm+NK6+N+6oa6W+lo7Z8EwwfA5Pe0tRGNxvvXr3ohBf7Uf12uVZz4oqFQq3nLfg16jZm73lPN4kh/+k8ecx4pbNH8l8Vt/M8RHR8UFuZRQZPby2gH1tsyYzY76Ks4K7MZ9gUhR0drUxiHRpPxilEylMenz6ZteVy1re2KriZmNQ+yXfI88TpvI/G5u4wDHpRGYfe46kbNqKp3GF4yIityaIimQRDLF3vEZN9tdxK6w425vcpDKFkPXdo+ospZTYc6/vtyid0GXuy7XKptIpng0vcTNnlZKjQbKSk3MF2k3LSsxFvVQ6miuw39p8ZtaWmdkdglLaQn3r/XS0iguvFdZy1nZlK+JnJxKUzOQaZWVw2iUXyijMalaW6NRM1/Y+SNk0jc3+zqpsJgZnZ5jbGYht+gvXOoSAmRNV2zZQHZroJvzSJT55XXKZdJR/rPMe3M31RM+j2EuKZFoGM4jUQTgOGuPfSFo+85vfDZTR6AEBQA6nOXca62mv8GK2ajjydox/+PDk0QTxX3zvxJ434MFPjcnXXiW9k4YdNdKjidTaWqsZjobqhhaEi8iO74gN4vMbO5qrBYt/JdZ2PFyuzPbWilzVx2OxrEX3LFqNWqWLukXwtE4FWWlqAqsJGIJ6Y7OexqkrqYSlVqF2WRgaqV43/5pKEIarixSRy4tdqs7h1RYzNjKzZkC9RW7DLlOp+HZFawVZdzoaimatupw1ctqMwBsxVTZgsDq1i4PxmZY2drDVefg/rVeOt1NeBrld3mW0hJZHYQgCKxvywQRQWBrV5oi0mm1OVO6QjpbmonF4/R1tnD/ej9OezULKxuc+E8l7bJdLc2SO32VSiUbKM7OQtwa6GFoYjY7H0Fga1fckmyzljO3vEZPewveYz8+/ym1NeIdcr2jhtNAkN3sPObyMjOT80u8+Y33ed3tQen7f0ZQgkKWt9z3oNGoicSTdDvL+czCEf/6nY+/YgPDJ6c2+U/v+gzHgZjsfIHjUFT2+OzWMSV6eZvr2a1jKsxibYFWo2bnOMDoyh49LmmguWBh20tfcy3T6/I59On1A+5kJ6cNeOpyXUyi19g65G5XRhzmsFmYLqJfmFnf4263h+5mp6zK+QJLiZFH08vYbVaMeml5razEKLvob+x7KTGZuNbpJl5klyEIAuu78lYqO4c+ziMR7g9IbS0A1FcUeI9kisuQSd8Utp1u7B7wYGyG+bUttGo1N3s7uDfYjbvBmfud7c0NkpZQgOYGJwcy6u0Gp52dA6mAr6vVlQueOq2W7jY392/046ypQq/VMTW3woORSfYOvRknUpkagVyHUXerWxIorvd2cujzMTQxU3C9dWzviT/rNncTN/u6WFzdJJBN0+0XqJ/NJSY6Wtwig73uNg/XejrpbGku6kX1LPDsvvNLmI06/sXrPNhK9aQFgf3TCKFYkre84wWC0a8sf5lHi3v8yNs+RiotsO0LckNGtbx9HORGi/QO8prbTiAqX1MJReO0X7KWvt7iZP8kIzY6iyTQFvkyBc5j2CssV173zGYmjSRnHHfBk4VNOppqccm0gRbyaHYdg04+BXJBZ7ODZCrN4tY+ne4G0S4EoNOVeVyO7UMfKqDJIV+Eb2msZb/IlDWNWs3cyhYPJ+bpcNXTcEmZu7guv/uoqihjaUO+qN1glzcJVKtVTC2uMjy9wMPxWda29zDodHR6mqiyWrh3vZdr3W001zuosGSK0XU18p9tg6Mm95o2azkdHhe3+ruoq6nmdn83nsY6BEFgdnGNB8OTLK9vS1xnu1vlW1EPZCwoCk3oKsst3B7swWDQcXSpPlJXK/6bFAQwl5TyZGI25w3VWFfLWtY6u8RkpLHewdqW+LM0GvVMzC7y3d/yT2Tf/7OCEhQK+OouB+6aMqotRm64Klk6DDC97ef73vZ5fMErLJVfRQwt7/HPf+/vRG2g696A7AK5fHBKiSF/h9zmrOTJ0h4r+36J99EFw8t7tGR74UsNOpZ28l/mbe8ZNzvktQd1VRY+MbFCv6e40CwcjeN2VjO/WXycZjotEDyPs1fE7fSC2koLo4ubNBV1VM2ogC8YX9qUmOFF48UbDvRaDSNzq5yFz2Wnt9mtxQNgt7s+V2tYWN/B6zvj/kAXarWKruYGTosUmVuKpIEy70X+OZ3uRgKXLKKj8TjzKxsMTc3zcHSasdkl1nf2OQ2EUKvVxOJxHDVVNNXV0tJUT3ODk0anHSGdxlxiIp0W8PnPWFjdYGhyjtnlNZ5MzLK6uZsrQNdW2yQ214Bs7v/CjO4yu4deQODOtV7SQpon49Oy1uaFJnZqtZrnb1/j0w+HRec01mV2sQa9Ho+rgUg0Krq+BqedidlFOlpcdLd5ZD/LZwUlKBSgUqn4N1/VTiSWxKBVE02k6Km3Mrnt52c+MM7qUfDFX+Qp8rm5HX7+fdIi+XEgwjWZ3YI/FKW/OXPcpNdyHosjZO2nN4sEEkEArS4TSHqb7fgvdfZMrB1gr5C2PzoryxAEgQN/6MopbOl0WrYbqZDqCjNVVyy6AM1OG+FonFRaoEzGTqOq3MzcpZnQT2ZXudufsaiwlBqZWSleL+jxZCalnQbP2Tzw0d/uEj1ebJcAGVfUQmKJBA8n5ml21uKslp85ARCXqaEAlBgNRT2Pyosoy9vdDbI2GCaDnvG5JfaznUcrmzusb+9xeHzC2OwioUseU3X2atnW2eYiAaxw+tkFLU3Sca5OezV6rZaOlmYej01xGghSWmISWWQDVNusuXSUxWymu62FaDwhGaBzeOTDoNfT0eJiemGZutp8t1RluYW25iZOTgN8z7e8Wfa6nyWUoHCJpioz3zBQRzSR5lZzFZPbp1SZDTxYPuItb3+Bzy++Oi23PzKyxlt+/x+Y2jpm0C1tD5zZOqa8RNo5MrZ+SLWlhJ6manZ8+aDnDZxzTSa9BLC44+O57ibGZJTOkXhSMizHXmFmNFu4PjwN0Vdkt1BZVsLY0g4Ta3vUFzigShEYXdrmTre8mynARnYO847XT7OzRpIaam2okW0lfTS9wr3+NjpdzlzXkRyFabJILM70yhZ3+jIBpa6mMjeMR3rpAutFHlvbOWB1e5/b/e1UX8qx63Va5oos/J3uRskieMHBkXSoEGQ6kuTo8DRJ2k0BuluaZdtdm+rk60ixmPTc2mpbbvpZIZc7l+xVlfR1trC4tsFCQf2hq9UteZ+tzQ3Z63BQbiljan5JUidpcNrZPTiizdPE5HxGtHhRgzAa9FTbrKxv76LRaPiub/462ffzLKEEBRm+764bu8XA7K4fu8VAU5WZUCyJw1rCD7z9BX7/Ewsvar/wSiEIAr/7d2P82Ns/kfMn8galReRQNEGnzKjNWCJFj6uG4WWpodzE+hE15cU6c1RoNfI5+4m1AwZb8gt/k71CtMAOLW7T3iAde9neUE0ilSIaT1JaYpIs5AB2axmTq5mFZWx5B7fMGNAuV63IEXVqdYc73eKUwOHJKcV4OL0iuZsvRKtRS6wr0mmBx9PL3O1vp6nI/GYAT4ODgyK7iPoaG+u7BzyZWiQcjXL/Whclxsx1dLobJNPELtBp5b/G9iorq9vyRoHFzPK+2FbUiEw6R6fVSnyJADxN0psMg16XO9dSZua5mwOcBoLsy4wflSv+nkeiXO/twntyytbufm5aWiHNDXV4XA1MLywD0NrcyObuPiqViq5WN6l0mrWtXb729XewV11tfPgsoAQFGfRaDT/2Ve101lVQYzGycRymudrM+KYPu8XIb350lv/6V+McPOV5DIFInH/3J5/h7R8Xm4Xt+EKyxeXR1UPqbOKcrrPSzOjqAR6HNG0RTSRplBmh2d1YzYO5Lfrc8rbbALu+ECUGXWaXsCi+OxQEOI8n0RcsQHqthoWCWsLitryoze3I6xfiyRTxZJqSSwuWWWYBezS7xu2eTGBwOWys7hS3wa60lPKZ0Xlu97TKPp6pCcjXmB5NLWHQaymT8YUCsFcWT3s1OvPB5Dwa48H4HAaDjvuDXZQUS7kJAstFis/uevl/H2t5GYtFWlHl7uQRBDZ2pMGlcEEvpKu1WTaAydUDuls9GA16nrs5gJBO88LwBHqdTjIVTa1Wi3YNkOkgMpeUMjI1Rzib1urtaBH97rLSEoLhsChQ2KsyNbE7g72MzSxQW535+fu//Ruk7/0ZRAkKRehvrOSW28beaYT22jLKjDoSKQGnNXPn/PGZPb7pdz7JX49svqzGYsUYXTvkzb/yIT40vEZnvfTOdPXoTFITSKYFUb5fr9Vg0GkIROLodfKLzujqgWiHoVapCGe/dCPLexK18gVHZ2H6PHU01VSQlEnDbHvPuF4whW2gxSnxNxpe3Ka1Pv+7tRo1i9vi1MuO91RU6C016pkqUgsYWdikt6Ueh+3qekRbo51UOs2T2VVuyQSGq7qaaqxlfHp4moqyUpqd0t3Q4RW1hlMZbyV/IMQL47OcBILcv9ZNqUlcH2lvbsBXRIAWicoHrramOtm/2VZXHUc+6fU11TvYk7lz7yqSUiqRGbtqMhqYXRIHkNrqKqptFcQTSV4Ynsh1JXW2Ss3ueto9WU1ChqrKCu5e7+PzQ2Oi8zSa/JJmq8jMbp6YLRy/q2JxbZP7Nwd4NDaFSqVicXWTygoLb37jfcl1P4soQeEKfui5FgYarBwFoiAI9NZXMLZ5gqfGjDcYw1Vl5j++Z5jvfdvnWTmU/2K+1ISiCX71g8N862/+LZvHmRrA2LqX2gpxmscXjMoK1MbXj2ivy2yRe5uqWM+a483v+IoO3Imn0rne9lttzpyhXiotUGIobgWw5T3jtIhBG8DjhS3asmmk/WNpOiOZShOJp3KF6f4i+oWxpW3uZncBPW4nkSIq41Q6zcaBj8AV1wTgL7DJHp5b43ZPvitJq1Ezd4VgzZOdGrdz6OPIH+BmQUeTs9rK6ra8TqPcXFJU4dzS6GRhbZsHY7No1GruX+vGmb27LVZwNxr0zBWMryxETpsAFE2d1MsMs4FMUfoygiCI/IYu6GptzrSHCpndwc2+Lry+E8ZnFqQ7CJl7rEK30oHuNtLpFP4zceOHTqtlJluIrq2porS0BJ1WrD/p7fDQ7m7iwfBE9rXa8Z74+dHv/2fPrK3FZZSgcAUWk5439zkp1WvQaTUYdVpUqHJpj/m9M8qMWh4sH/Ff/nKMn37fCHv+l2csYjKV5r0Pl3n9L/w1o+tekTA4kUrTUCUtHE5tHWM1S3PjKrWG260ORlfFd92HWXO7y6wdnnKrvQ57RSkTa+JFbX77uKjS2VlZRjKNrEgOMmmkaCLF9db6ok6pO8dn9Hoyr39eJKcOMLSwRZfLiT9Q3DMIoMluw3sakp23DOCwlbOwkV/UBEHgyewad7KDc3o9DUVTRyCenXAejTEyt8rd/nb0Oi2uIpoGgHZXXdE6VW2BvUcgfM6DsVn2j0+41tWCVqMW3R1fUMwHSaNRi2YdF+I7ka8zXBaQARkFtUyqyd1YLxmRCVBWauK5GwO46p3MLq0yPDlHS1ODZGei0aiZl0lJrW7uoNNquX+jn4nZRc4jUUntoK+zlfB5BFe9I6u+3s+plS+ora7ihWxAgEwN5blbg3zTm14v+96fRZSg8CJ840ADrbUW9vxhpnf8PNdWzfz+GX2NVoLRJF3OCgBGNo55YfmQ5375o/zHdw8xvX3ykqSVwrEE73+8wvO/+EF+6s8fcBSIMLZ+TO2lAvDo+hHNlxxQz2NJWp1SIVKJXktCpsNk7yTE9Rb53cLi7gn1lWaJDTbA6sEplkvDYppqKhhZ3mHtwM/tDvnpYQBbR6dFR3teMLSwxfMDrcxtyN9lQ2YXgFqFL3B127BJr+XwJICltES2mOxyyAu3Hs+scLevHZ3MAnyBrdwsq4B+PLVEY201iSs8lhJFvKNAPuUkCAJ7hz4+OzSJpbSEe4PddLe4cju6YunA7haXpK0UMm2Zcg6r5eZS5mQUyC2uBg5lTPbqCkR0VksZd6/10t/ZwuziGi8MT4hqE9U2aeqxp71FIm5rczdhMZdS76jJWWr3tLdK6hZarZbudg/+syAHXh/uxnqRXcedwT6eTMzmfraUmdFqtYTPI/R3iqflPcsoQeFFUKlU/Kvn22i1W+hvsDK1fcq9lipOQjHUKhjf9FNrMZIWwFpqJJkW+OuRTX7+gxN87W98jN/72BwzO/6iW3Y5IvEkn5je4afe/ZDrP/t+fvujk2yf5O/WEqk0ddXitIEgQJnMIje6dkRDVf6uuLO+ktmtY/bPouhldgVTW8dUmqU54VZnJZoiC40/FKGzSZyqspqNuTTA2Oo+DUVaTLua7Hx6apWuKywyILNTctrk2ygvsJQYqCy3yO52IDOH+aLesLbnpdlpR1uwyAuCwF6RHQvA6PwahiIWIACtjbVFbwTOgmFmVje5WzCR7QKjXsfcirzltd1WwXIRMzt3Q+Yz8wdCPByfZXZlg4qyUm73daDVqKgsl+6GzCXyAbituV722js8TbJ/u3KpJpVKhVqj5rmb/XS1ujgLhXg0NkUsHsd7Iv1cD2QstS/XTDQaNa4GJ+vbO6IF/rI5o06rRavVsLy2las9OAu6wG4N9JBKpwkU1CUGutoYnpzjn3/HN0qu41nmmZ6n8IXS6SznhtvGC0teSg1akilwVJhwVpgYWvNRZy3lIBBlattPh6Ochf0zxjZ81FlL+K2PzvBbH53h+XY7AgLtteXU20qxmQ0YdRrSgkAknuTAH2bLF2Zm54TDswgnwXNi2RbTcCzJTXcNQyt5jcTompdmeznrh/kt//SWj56GKma281+2VFrAZilh+ziIx17BznGQeCrNwWmYO20OHi2IUwDnsQTdLbWcFBjiVZpNLO4eE4zEaXXaWN6T9r4PLe3S0VDNwraXrobq3OAdyHQJlZWawHsqeZ5GlQlo/lCMUqOesIzFRoXZxPD8Bk21lWhPQ7JmcQadlpm1HYLnMW51unKzEgrpbXbyeCafcphZ2+F6h4uxhXUEQaC1voblreK7kV5PPZ8fX+BuXzuPp5cki2ixATeQCRgPJ+Z5NLlAb1sz3hM/B9m22S5PA6OzS7LPc9fZZS0ggFzHTSH+QAh/IMTi2gYAzfUOaqsqQQU+f6CobkHOthpAEORvZk78pzQ47NRUVWI06AmEwhz7T/nckzHJ51JVWSF5vqPGJlUxC4LoWGerm0g0yuLqhqjwrNNqJd1Jr799jU8+GBIdu6ht3OjrYnR6gcHuvHW5q97Boe8EjUb9zA7TKYYSFL5A/vXz7czvnKFVq3i8ekydtYQai4FSvZqxzRNaa8pYPgpykRbO7BwMbPsyOe65vVPOzmN8biGTx7/truLxaj7fOdBYycRm/st/x1PD45V8zn/tKIBRpxEZ9Mm5cJ4nUqhUYjPSiY1j7rY7md0+Fvk4TW0cYzOb8F1SJQ+vHNDmtLGUXfwbqi1MrGWvRa3O+BnL3BBHE2m0ajUJmUV7ftvLnU4Xj+c3csda66pyBnkH/iC32ht4MidNVXQ12nk4s8ryjpe7XS4ezkgX/P6WOp5kA8HQ/AZ3e1p4NCPOOV+2ewAYXdjgdreHJzMrVFvLrgwKFzyeXuZ6p4fJpfVcGs5WbmamiLgMxLWG6eUNTEY9dwc6eTS5INqtXEYu1QOZO/7Z5Q3Zx6orLSxm0/LrO/usZxXHTXV2Nrf3qK2qpMZmpcRkRKPRIKQzjQQ3+zozAVfI3PWjyqSh7l3rRaVSIQgCkWiMdDrN4uomkViMrQIr6ruDPezJGObJaQ7cjfXsXwp2HS3NLKysYykz09Pu4dHoFK56h6QdtrejhdHpBQC0Wg03+roJnYv/bTtbmllYXedGXzcTc4uYS0xMzmUCb7XNis1awejMAt/3bV8v8lhSUNJHXzB6vYa3vK4FQRDoqa+gvETP6MYJ/U02Sg3aXLFv6TDAQFNma32xcwDwBmMMNuW3s3N7Z5SZ8qkIXygmcsec3jnBcunxwWZxoXJ6y0dXgzgHvn4U4IZHnIrx2MsJxlIELg0POo8n8TjkO07S2Wu52erMBwQyYz1vtUttCQA2j05544Cb5V35O9upjQOcBe2gpZd674cWtxlsFb92xkY7//sfzW1IzgEkfkFPFjbob8mf11BjZW5DXsj1ZHaNu72tLG0WDwilRj0zy/kUz+j8Gq2NTqzZiWZtV6SOrGWlzF4KGJFonEeTC3S6G2RnEQBYzCXMFikKd7obi9pr7xfZDdTbM38/B8cnTC2u8nhilgejU4SjUV4YmWR4ap7x2SXG55YYm10kkUjwwvAED0eneDAyycPRKcZnFykxGSWW4gCJhLQu4rRXyxakgzIDhqoqK7h3vR+NWs3DkUkEQZCY3QHosmlMa3kZ7W4X4zMLTC+IbwBs1nJuDfQwPrtIMpmiu81DIpnEXGLCYjZjzIoC/+V3fYvsZ/UsowSFL4K7LdX0NljRqlUs7J7SW29leP2YttoyTsNxBhozhTNvIJob7lLYUDK7e5oLBMFogu66/IK8fRLmhju/6IdjSTrrxAv21PaJxKoimpBu7zePQxiyHVKddZUcnIaZ2TrmpkwReWTtEI+M1mBl38/ru5uYWpdaMizs+CQW2pAp4s5tHVEv0wkFmVqJNevE2eK05SarFbJ+6KeqPK+lGGyp4/hSG+rqvg9nwe9oqatmcUt8nem0wOq+D1fWEK/+kvXGZcKRKG1NxcV43c11kmE88+u7lJqMNDmqZZ0/L2hvchTtLNJpNEwtbXKnrxPbpRpAh6u+6MwFldxWDXBUV7IqY0QH4D+V7y4qNcqrty1FhtZHY9IUn16nY1ama8glI6ArLytl5lL6p6+jlUAwxMPRydxwHBCP7YTMzmB2cZU2dxNGo4HZpVX6OltFba0qlQqNRsPI1HxuaI4/EECn1eJuqmdzd4/ZpTW62tzcGuiRfY/PMkpQ+CL5D2/qxGLUc8tTxUk4hiBkFv5IMkWJTotGpWL3NMJ1d2YxKtw5hGJJupz5BXhsI6OQvmD1KIihwLJgbMNHbXm+6HseS9JxKVCsHQW44RF7HXkDEa557Nzw2Fne9xPOGuStHQYw6cVFWEFA0ssNGWGbPxwVqY4vCETitMrYSwy4a9n1BbEUUfMCzG0dcafLJas6BjgLR0XeScd+aTdR8DxGidGYE5FVlsn/vlAkRiyZpqqijMUrdgGQqUlc+B7JESvimLqbnTtQzPIDuNIKvMSoQxAEHk8tEEskuT/Ynev/L5bn12o0RQvTzfXyBfvK8jLmV6XPEQRBfipbERWz0aCXVTH3tLllVcxyO4LOluZc8brN3Uh/ZyuBYJCp+WXRec7aapbXxTus3o42ejpa2Njek01LAbz+1jU+PzSe+x1NdQ4WVjbo72pjan6Zaz2dnAaC/Mvv/FbZeRbPOkpQ+CIxG3V8710X3mCUBmsJ111VTG77abCW8GjtmPtt1WjUKhb2MxoGyKSOLnYOY5sn1JZnAkEilaaxoDPIF4ox4MovtolUmrpK8d3j2LqXukqx8+WWLyxavDVqFSqVmvWDU5IFd6i+UJT+Zumisbjnl8xWGHDVML3ppatRun0HGF7Zp7spH4yctjKGlzJpgrltL7c75FNMAMFIjKPT4q2jMxsH3O120+d2sH4gnwpZ3Tumv7URS4mBieXiufx93xkdTQ5CMhYLF5QWTGiTCww2SynTV0xwc1ZbmVrZ4p5MZ1FFWQmzMosxgEoFCwUeSqHzKA/G5ygxGbk/2FXUvqK7taloraGwu6aQtuYG2fRWW5HW0uZGJ7sHUr1Bd6tbdqdgkLHhsFrKJCpmgGQqRYenies9HSytbjI5t0S9Q/p32dwg/ps06PVYLWU8Gp3KzUkoMRlznkYAz90cIJaIi95rvcPO7cFeRqbmgIx1+L3rfXz3tyjmd3IoQeFL4Ot667jdXEUkkSKWTFJdZiQUS6ICJrb8dDnLsZh0dNVldgW7/vPcziGz0OfTI6MbPpqr8wv/zI6filJ9wePHeOz5PHwyLVBTLg4KR4EI19yZxbu2vISW2nIeLe3jcUrrBWPrXuwyJnebx0FM2eljNzy1DGUN8oZW9mkpUnc4iyRy7Z+VZiOJglTHzNYx1eXyts1qVcaT5qq7tJHlneJ+P1mGF7a43eW+csYyQDB0TrdHOkTngt5mp0jo9Wh6hfv9+U6VtsbaKw0QT86CpNMCDycXudHdKvJi6nDVFU0BdbkbJfOWAXynQSKxOAa9nvvXeiRtmsVU5FfVIOJFdjo1MloBgLpqeVM/nU6+N2VJRuPQ4XFdamcV6O1sIZlMsrCywej0fO6Ry2kiyM9NBmhurKfBWcuTgolrkBGsXQSp524OMDY9z9S8uL6g1Wp4PJbxB2tw2kmmUvS0tyoF5iIoQeFL5Cff3IVeq0ajVtNVV86mL8yNZhvBaDIjkDqNoFJBbUUmtVG4cxjdOKElu9ALgrjgGo4labtkTme49EWc2Dymo058zvT2CXfb7QQicRb3TgEYWTvCfUnQFk+mqKuSWiMcByIMuB20OqxMrec7SgQhY0Ymt37v+ALcaK/jeouD6Q2xpXg4Gscpk8fvbqphev2AxR0vdy7mNsvgrq1ky3tGaZE0E2SU0vNb+3RcUQuotVqYWt1hfGmLO5eG6FxwJpPieDi9nAsMPn9xCxNntZXFjXz6ZWRuFZu1Anc2jRO+Qv1sKaIZANCqVHj9Z1lrCw33r/XkhGHFdhCd7kZZTYHJoJe9Ywc48MrvxI79Ul2BSpXxDbpMd2uzrOtq4d38/Rt9uOqdGHW6S15E8mkip72KxdUNBAHuXutn7+CI8jIzoUu1m1g8gUql4t71fh4MT9DX2SbyfPrq+zf57OPR3M+t7ib2D3380Hd9s+z7VlCCwpdMpdnId95swh+KMrtzSqfDwuJBAItJx2hWo/B49RhHuYkbLhvBaCK3cwBxDnp295S+hvzd+Oj6MQ0Fu4m53VP6GsVdRoU3rm2OChzWUlJpNecFimNByAijLjO27qWrQXonuOkNoNWoiF+6s13e93OzVX4GwtKev6j9xOT6gcQCI17QoTK8vItHRnENmVz7ni8gO9XsggFPHTtHpxyfnVMtM9gHwO2ozKUSHs+uca9PbHDXaK9kvkhX0sPpZd5wvYulK9pU5RTQ2wfH7B6d8NxgJzNF7tyBoqI0nVbDTEG76YW1xe6hjzfc7KO5vlbW4rqYKrq71SVreeGsqWJFpjOoxlbBgkzKq6u1mRMZ8z25O26jQU8qleLOtV4EQeDByCQbO3uylifNDdK/rebGOqoqrVzr6eDh6CTRWFxinV1ZbmFlfYtrPR08Gp0ExNPynrs5KGpDLi8rZXVjlw6Pi74OeQdcBSUofFl85+1meuoraK4ycx5PU27U0V5rIS1AqTGzGI9v+QnHk9RbSxDIiN4gs3MYaMwHgrNIIpdOSaUFKsvEd5H+cFzUsrp8cMbznU76Gm0s7Z+ycnDG8NoRzTXincH8rp9rzdK6wHk8JUrfmI06DDo1Wq18ymZx9ySjUr5Es70CQV1c7rK4d4LNkklXXW9xisZ3JlNpUoJKUsx22a2ML2cWq9HlHW53y09ii2TTBr5AmEqLBf2lgrlapWLpUlfSo5k17hQY3F09zCcTxG71tsp6+QuCwG6RsaCxRJJkMkV/u5tKizRgdXsa8BaZadDT0kS4SA0kkUgwPL2I0aDnzkAXAx0etBoNRoOe2SWpxgOk6t8LXEWK0i2N8l5W5WUygTfrMXTx/10tzdy/0c/t/i4m5hZ5PDaVu3PXajWyO5aTS5+DIAgY9QbiiQRjMxk9gtGgZ+ZS22l3ewt1tdWMZdNQ1TZrrjX1/s0BZpdWc7sSg17HrWt9bO7u82M/8B2y708hgxIUvkx+4VsHSAsCKhU0Vpk5DERxV5uZ2zujvyGzM4gm02z7zxlaO8ZebuKmu4pOZzkn4USuAL3lC3OzQIcwuXVCZ11F7udMy2oN1WVGbnlqcNeUsXhwxsJufpsvCMiOujw4i0g8eza8AW61ZtIueq2GxmoLG0cBZraOueaRLhaBSDw3m/mCPlcNI8u7LOwcc6fIbObAeYz6aitatZo9n3QR3Dj0M9gmLkpXWcQ1j/GVPTx14p1NS12VyAtpaeeI/jbxNVxrbeD4TJqzH5rf4EZnM2qVisVN+V3CBSvbBwzNrtLX1iTZdbU02NnYKz6XIRAKM76whqBSca1LnLq6qkNLruMLAEFgLeuyGgxHeDwxx8TCKkaDntdd72GwqzWjRSjYRWYM8OSDhZxVN0D4XNpeW8z9tMPjwmmv5vZADzZrOXPLazwYnsgF7EJ621sk6R9HTZXo+mpsVp6/c51PvPBEZMTX19nGeUFaqLmhjtOzAIsFO5q2bA3j/o0BHgxP5Ca1qVQqejpa2d334rRX8y1veoPs+1bIoASFLxNbmZF/dquJylID45sn6DSqXJupNxRDp1ax7g1xszmzqE1s+QnFEszvn+E/j/F8Vy23PdX0N1YSS6ZwlBupKNFTUaKnRK+jw1HOTXc1tzzVBKIJovEkQ6tHrB0FOTzLF5gvmNv1izqYAPZPz7kus9DP7ZxQVWaio87KXIE1xu7Jea7oXMjI6gG9TZnfZykxsOfLpxJmtrzYK+QLy5PrB7xhwC06v5AnC9v0ezJposaaCkaWxPYH8WSKSCIt8naqkFlURxa2uNebX3zlBFaQWeAmV3Z44/VOfDJB44Iedz1HWefQiaVNXPV2rAUzj2uumBNdU2nJCdb8gRBj86vc6GnNaRGWitQFNGo1c0W6ldqa69iXqQGEziOcBkI8Gp9l58BLbVUlN3s6uH+tl9fd6MNkMEgU6NbyMuaWpcHCYi6R1Rt4mupJJJP0d7Zy/3oft/q6cFRXYrNaeDI+zZPx6VxdQc6GApC1pnYX7Eru3+gnHInKjkEtPHatpxOtViNxSd3dP+K5mwM507y9w0zAvnu9j7NgmLnlNX7ke7+taLFcIYNKeBoTYl6D/Ms/fsBZJEEiLbByeEano5zhjRNuu208Xj3GWqonHk8SjqdwV5tZ82ZaMsuMOlSkCUQyOd/bnmqerOTvPq+7bIys5VsDM4/nUyImnQaTToMvlL+LqrOWcugPiYbbGHUazAYt3kD+Tk2nUfP6rjo+OSldHG63Oni8IHX8dFaa8fpDdDdVMb4qzrX3uexMygjSrGYjBo2adDrJoV9+EbaaTaiENO5aK8OL8u2f/R4nk0tb2K1lHPkDRU0Gr7fVc3waYGO3+F38xXnRWJyZIvMRbna4GJoVLzx11VY0ajVb+16qK0pzQeMyd3tbeTgxJzluMZdwq8vDxx+OyTwLBtqbGZ9bln3s/kAnD8amJce1Gg0GrVq2TfXuQCePxmYwGQ3U2asoM5di1OupsJQSCIVJp4XMJLtsJrG8rIRQNg+fSqeJxuIEgiGc9mo+90R6zZ5Gp0SxfK2ng7GZedExtVpNWalJYsPd0dKMWq0ikUjmOphaXY0sb+T/BixlZiKRKIlkMrvoT2Z3A+O5c9o9LqptlbyQPdbd5mF2aZXnbg7ywsgEd6/3Mzm3xNynPkB1pXzHlUIGZafwEvG/vucGZ5EEWydhXNVlrHpDXGuqZHL7lBqLEX84Tk+2mLzmDXEju3MIRhN0XBK0OQoEaxvHIUwFk75G149FOoVIIiXpMNr1h7neIha0RRMpmgqcVQ06DZ11Vj45vUWbU/olGV09pOlSfQIy9trP9zZJAgLA1Mah7GyFNqeNg9MQ1VfcWftDEdoaahhZlr+DBphc3eNer4dmR+WVrrMz6we47PIF7AvslRZGFzdZ2fXS7ZZec0a7IL1j3/X68YfOecP1rqIBAcDrP5U9HgidEzqP0N5cT0ez9Pde7jTLIQgin6FCetrk7bABltYzAS8SjbGyucv47BKPxmfYPzzmheGMdcWj8WkejWX+8/pOeWFkkhdGJnk0Ns347CKrW7ts70mV7Q2OGlkLC71Mc0NfR4skILjqajM7k8XVXEBoqnOIAkLm/XnQ6bTcGujhheEJBEFg85Kwrt5pzwUEyAzluXdzgBdGJigvMzM5t8S//cHvUgLCF4ASFF4iKkoN/NhXtVJZosMXjBGKJtCoVfQ3WKm3Zhbx0Q0fDdkFffUoSGlWXTyyfkxjVeZ4IpWm1prPqftCMfpd+Xx6Mi1QVSbOuY+se2mpFS/g09sn2C4VhkfXvXTV26goMeCqLmNqK5MySgmq3J1i/vekMcnYHzRVW3i8uEtzkTGcS3v+XGEZoMVRyZNsOmh2M6NmLkYimeJOZ/HHIaOIjheZrHaBTqthceeI+priQ9jdThuCIBCNJ1jb99HVLO6A6WmuIxqT/z3BcIRILMbdAi1DIY12G8tFahVqtYr5tS0WN3ZY2NjhVl87jurMZ3mVUrmlqY7tffmdj0FGkQ7Q3dIk2ypaVmpiRqbga8raRlymyVnLukw9obFOmpKUm6V88doXWC1l3L85QEOdgyfjYt1Bg1P6mlqtBnuVjaGsRqGz1c3ORYBUwetuDTJU8DqWMjMarYaHI5mOpJ72FgZ7Ovjub1bEal8ISlB4CfmOGy6aq8toqCxhsMnGyIaP41CURCpNt7OcZFrIeRf5w3F66jOLVloAS8GXZnzzhI7s8J7Mz2K7i8mtE7rrxQve5elb57EkzbUVXKbEoMNs1LK4ly9Qrx6ecatV2vq5uHvC7fb8YmnUaUHIjATVarSy4rNAJEZDTWaRU6lApRJE+ezx1X2aaqTX5XHYGF3aYXhxm45Gu+TxCzoba1je913ZNdTTXMu+74y0Sk1lmbTOoVJlCsgXRGJx1g9O6PHk79zlRGUXmAw6ppY3eTS1xK2eVvSX7u7r7cWDUW9Lo8i8b2h6kePTAPcGu7jR3UKgiIeSvcgsCbVaxfzqhuxj5TLvHaDT4yIhY6HR0yavVq53yKvafQXisgv6Ols4vTToSK1WM7+8TnmZmeduDpJIpXgwPCGrpN65tBu6M9DL6PS8aJbCxZwIjUbNrYEe4smkyHtqsLuDx9k0m0qlwmDQU1ZaSru7uC5GIY8SFF5i/s/33cQXyngiNVaWokLFzO4p4XiSLmc5M7unOeO8wp3DzO4pfQUtqvFkOnf3Hk+mcVaK2wFDMXFL6dL+GTcuFZ1H1ry0F6SGrjVXM7d7Qr3M4Pr5HfmW04VdP5XZ410NVWx6M3eeK/t+brfLty5OrmfSSLfa6lneFRdG48kUOr1eYhdtzrbwptIC/lBMdhqbyaBjbn2X4HkMrU5LiVG+fXbzILMD2js+xVZZjulSOmOgtYGjS55KkVic5R0v/a2NuBy2K7uSej31OW3G0OwKTY4a6moy6SpBEFjfkaZaLpBLDyWSKR5OzKFWwb3BLuy2CvEJgsDmrvxr9rY2cxaUiu8QBNaK6CCSqasV4Jc58kkX79pqGwsywchkkO4u+ztb6WnPuJS+MDxOKHxOfa2dxUvPb3E15vyWTEYDd6/1odFpRHMj9Dod0/PLmIwGejtbGZqYEQkEB7s72NjZy6UX71zr5dOPRvkP/+K7v6j3/CyjBIWXGJNBx6/+02scnkVoqjKzchTkVrONTd85FqOOW81VnEaS6LUq0c4B4DgYQ5ftKV/zBrlR0KI6vukT7R42j0PcvBQENo5DlFwyvEsKmWL2DXcNY+teIvEUMzt+bJemqwWjCdwyKaFAJI7bYeNOu5OxS3WEyXUvzkp5qwBvMMK+TAsqwOr+CTfb8+2j3U01TBYM5Tk6DdEsM8+43+3gLJxZADYP/bQ3SpXMg6117B3nf+/yzhGtLqdILFhsLGYskWRu84CWuuI7FUAyaH55e5+z0Dk3uj10uevZ88prF/Q6bVEbCr1Oy8TCKg8n5vCdBbnT30FrU2aX1tpUx46MDxHItyADdLgbOZC5E8+kiKSpI71OvmPIUVPF0pq08O9plArO1OqC9ldBoLOlmdsD3ZgMBl4YnhB9bq4G6b9dbXUmsLa4GqmxVfJobEpiejfY3Y7eoKehrpaJ2UUaHLW5LqSB7nZQqdjM6ia6Wt2cBsNc7+3gdbcGJb9PQR4lKLwM3Gmp5qu6atk4CnDXk5npXFmqZ2rnlA1fiFA0wd1sIXhm55T+7A5h7zTCteZ8/WDlMJCzxgCIJdOi3cH83pnIJ8kXitLXJF5MLSY9fU3VjKzl89HhWAKXvUJy3aNrR3TLKJ2T6TTnEWl+PZpIyqZnACpKDFTIiLYueLy4Q687szDEZeY+T67tc69AtGbQaVjZEefUJ1Z3udfrER2LyExum1rdpb+tCZVaRUONleki3UYXjC6sc7tHXvFqryyXNccLRaKMzK3RWFuVczm9TF9rE6Eithe9rXnBWjKV4vHUAstbu3R6GvE0OjDKvKZarWKuSJCxVcgX9Xtam2VTRH0dHkmwA3A3yCvKT2RsuHs7PAhCmvvX+2lzNzG/vMbo9LxssNk7lAa5ta0dnrs5yMbOLpu7+7S4GljbEheyTUYDBr0uX5jOWnP3dbYxv7ye24G66p2YjEbml9f5yR/+fsUN9YtACQovE7/wbQNYSgzM751SZy3FVWUmkkhRV1HCcSjGo1Uv11w2euutHJ1F0Wsyf7RT236qs2rm0/M4nQXWGBvHIW568ot+MJqg9dLd/ei6l/pKM22OCrrrKxnfOGZ6x09FqXhbP7bulQ0Ap5GEaHZzq8PKwo6Po2BUVrswu30sSSNdb3EwuX7I9MYRtzvlRW0A+ydh7nU1FR3K83hhm57mzJc+M1dBmud/NLfBra5M8GhvqGG+iEX26NIWt7o8ojkMcgx46jkJhHkyuyoyxbvAXSf9zC7QaTU8nJinylpOu0t6J526Km1TpDN8fnWTqYVV1GoVd/o76Wt356wietuKp46KzVQoNl6zmOpZbrZybbVNJDgrNRm5PdBNjc1KJBLjwchEbtHu62zLzUy+oLmxTqaNtR1zaQkvDI/nRm/aqy+JJTtbmZhbzAUUjSZTq+jvamNpbZMKSxmjMwtUV1qJxROo1Wramhv5xq9+nex7U5BHCQovI2/9gZvotWq0ahXhWIKeugomtv30NViJJ9MkUmmmd/3odWrut9kpNWiJJFI02PJ32CPrPpqq8j8v7J2JUk4j68d4si2papWKnoZK3PZylvZPmd3JpA8yamRpaigYTaK9tBjsnoS41pLpAGmwlXF8dk4skeLw7Jw+t7zx3PTmMQ5r5hptZSZWCmY4T214iw7dCcnc1RciCLDrC1FXVc7qFZqD8ZUdulyOnLVIMabXdq+cewAQLlDNPpha5m5fW+4uM1MvkG8LBehraSQQOmf74JjlrX3uDXTmPIrKzSVMLcori0uMBmaKWFR0uBvYOzrmPBLj8eQ8U4trmEtKuN3XSa3NKrsb6/A0yRrdmYwGpheld+16nVa2G8lRUyVSDF/gbnDSWFfLvet9XOtpJ5FMMjI9x9D4jMjbCuRndThr8jc2ep2O524OYDQYRU6rarVaVHO4f6OfCkuZKMBc7+2isd7J/PIG0VicVncj5tKSTPeRRs3UwjI/++M/JGtRolAc5dN6GWmqtvCjb2hj2xfGYtJjNmoxaNV4gzEMWjXTO6cMNFay6QvzYMWLzWxgoLEStVpFX31mEU8LAiWG/BcrGE3Q7qjI/Ww26KirNHPTXU1FiZ6JTR+fX9yXjO68XHQG2PaFuNkqXehH147oc9UQTSTwh/OL5PDKPu110v7/SDxJpcWMSgV1lWWchfNK4mg8SanJJGuENuhx8Gh+m7vdrqKf4WkoQmt9DadB+T58yHgoJdJpfKfFO4YA+jxOHkyvcK9XPjXUUGNldlV8B/toeoX+NhclBj19LQ3sH0vvnC9IF4zHTKcFHk4s4Ki20eVppKu5ruj4zN7WJqJF2mzlfJMCoTCjs0s8HJvmNBCipamOe9d6uN3fRZPTLpngdsFVqaOwjM7hInVkNOjp8DRx/0Yftwe6OY9E2Nrd5+HoJGMzC8QTCfo6WiU7Ar1OJ1EdC4KQSwn1d7Vir65keHKOqQWxYG+gq53jk1PUajX3bvTzYGRSkkoqLytjZmGFeCKBXqdjdXMnN/6zwVnLm15/h2/9ujfKfhYKxVH03i8z/+oNbXx8dp/Z3TMMWhW33VV8bukop3TeO41g1KmJJtKUlxiY2Mrc3TfZSrGW6LGXl1Ci1/DVXQ5C2QlqqbTA69rtrB4F2fOf87mFA266M5PgLtj1n2PSa4jE8wtRPCXkBrBfMLbupc5mZteX/0JXWUwYtFq8Z+KFQhAgmhTQaTQkLi1wc9vHfE2/h4+PixcBgKU9H3c7mng4t5E7Zq8oZTw7lGd4aZf2hhoWt6W7AaNey/TaHoNtjQzNy99NA9jMJjbD59gspfgC8imV3cPMZ/todo17fW08nFoSnVJfVcGWjJfRxNImnvoazCZpZ80FlZZSJmXu9rf2M6mOr77VjdVilm11lZtYdkExm+y+9mZGpxdQmyys+yK56WmCICCkU3ia6qisyJgECoJAPJHAYi6h1dVALB4nnkiiVoFKrcZcUkK7pwmjXo9er0Ov05JOZ/y86mur2Tk4ynUaOWuqcvYRhRhkBGv9XW0MT86KjnW3ezg7C3Gjrys39ObWQDdDE+LzNBo1tsoKHNVVPByZzE5Ny/973R7s41MPh3OzKm70dxI6jzI1v4ytsgKtTss/ef1dxdLiS0D5xF4B3vEv7vHVv/aPlJfo+fzSEc+1VPNo7RhXlZmN4xC33VU8WfMyveNnoLGSia0TNn3hzPHVzKJiMxuIxuKEs4t8i93C/mm+N3tpP2PbfWGX4Q1EuN1Sw+OlfCvjujfI7RY7T5bzx+LJNNbSklxQaLCVEY0nGV495FZbHUNL4tz01nGAO60OHi2IFyu3vYKhpT3qq8rZOZYWIR8v7dLZWMP8VmZBqbOVcXiSaQtNpQXOInEsJQYC5+IFctDj5OHsGr5AmLvdbh7NStMcVZZSRpe2SCRTtNRVE4nFOb8kPOtvqWNyKZ+eeDSzKgoMRr2W6ZXiBehjf5BQKEyXu4G5Nel5HU1OHoyfyj63vqaSTzyaoKzExP3BLh5NzueG9tjKLUwXSR31tDQxI5PuAdCq1ah0BnS2ekinSYX8gEBPqys//7gg81NqMpJMxCUW2ga9jhP/qaTIXF9bw86+tA3W3VQnCQp6nS7nTlrIZQcdS5mZ+lo7y2tb7Bzk03AXNYQLKixmYvGMK/DFTqOw0H7/xgCo1LmAoFKpSCTTuXGe/V1tLK9v833f+mbJNSm8OEr66BXAYtLxP769n8NAlI7aMnbPIlxrqsSk16BSwciGjyZbpotn7yyzcwBx0dkXitHTkE/drBwGRC2pZ5E47ZcmrY2seWmqFqcSprZPqLk0eW1254Qbnlo6nFbOzmN4A5kdwsy2TzLlDWBo5ZDWgt9VYtARTyQJROKUGA2yqSJByAj2ykx6+pprGVsW6wAO/SHcl+Y+m016ZgpmHTxZ2KanWdoN0+K0kcguLCu7XlobHZLCaVpm+tmjmVXu9WZGb/a3NBAsYhUB0NXs5MB3ytLWAXf6xAVoQRDYO5IfVgPQWJu1NDmP8GB8nrqaam72ZH5vu8tZ1LLDbJJqNSCzQE4uraOrdqFSa1BpdWjMmdRgMcFaT5tbdqZCb7t815GrXr5+dCjzPvs7WyXpJ0vWWgIytYznbg6gUat4Mj4tqjvYKsqZvDSb+WZ/D7NLa3h9mVSdtbwsZ4H93K1rjE7PM519jkql4k2vv5PbkfR1tjE0OctP/9g/l7XbUHhxlKDwCvHm/ga+tsfBYSCGLxhFrVKRSKW546kmlRZyVgVHgSj92YE6kURK5HM0vH4sGt25sC9uSR1eO6a1QMWcSguSkZaReCpXFC5Er9XiC0YInOdzzuexJLUyOoS0IJBIkxvF2V5XyY4vc9e/vHfC7Xb5+cyHp2E6Gms5OpF3S51cOxDVF3pcdgIFNY20ILDlDYjUzBWlRiYu3eFPre5yrb0pVyB2O2xF21Afza5yu7sFr4w694LM3ITMYphMpXg8vcytnracRqDD5WR9V74AnSlOizuitg+8DM8s09pUJ7E0v0Cn1ci6mAL0tLhIl9Wi1ub/7bWWalQqtaygDCCRuLqof5n9I2nLaFNdrcSXqBg9bR70eh33bw5gMhr5/NA47sZ6idq5s7WZVDYVabOW09/Vxvr2bu4YZMztEskk967388LQONd6OgmEwqDKpJ6OssGjpbmBinIL1ZVWvv/bvv6Ler8KeZSg8AryW999gxqLEaNOw9jmCfFEmtndU264bCwdBriV1SiMbPhwZTuOJrZO6MkVncVe+8FogpZLVhYpAVFP9sLeKTc9YjHW5JaPgWwhWqdVc6vFzqPlfVx2aYfS1OYxN1qkd42b3gA3Wp3caatjfFWcZhhe3qelyEQ1jUZN4xU2EE8Wd+hzO7FXmBldlC7kgfMoqDRYsornzkY7ERmPopHFzPxmkM5nuEzwPEJluaVoZ1K3u47NffEiOTS7Qo2tElddDVZz8dfvaWkoKmZLJpJ8dnialkYnt3rbURUYUPW1NRe1vNg9B5Ve/DtVWj317hZ8MpPRys2lTMmkd0pNRtm0T3O91PkUoMEhFfVZzKW5HcEFVZVWSk1G1CoVLwyN48uaA8opBfaPMu3IA93tgCpj3Lch/nc/8p0w0N3Bw9Gp7M9+UMGdwV6OfH4mZhepq60hHk8yMbfIT//YDyq1hC8DJSi8gqhUKv7gn98BBGxmPSaDlmA0SSKdpr/Byv5ZBJvZQCotZBb/7LfIF46h12b+qRYPAiKl8+j6sUjpvHYU5NalILB4cIr1kk5h5+ScjrpKnNZShrJW3CNrR/S5pEripYOznNVFIbFkCn9ImnJJpQViyXTGK6mAVmclTxa2mVg/pNkhHxgEIVO3cDsqicv48wDsHJ9RX2PDZilhYrl4HeDJ/AavH2hjdGGj6DkAJXotI/PrdHkaKJERiZUWUQ1v7ns5DZ5LLDtEz5UxFbzgwghvdWuf4eklnNU27g92YzGXoiqiWyixOThJ6EjHpZ+7P6lHbph2V0uTJG8P0F3E66iuVkaLIeNMmnkNTy4d1NXazO3BHgx6HR/7/OPM3XwWS5mZiUvBo7W5kf2jY+5d72didhGf/5SqygrROX0drahQMZ6dwNbT3sLq5g53Bnt5PD6NvdpGZYUFtUZNY10t92/08z3f/Cbp9St8wShB4RWmxV7Gj391J6fhGPv+c267q5jaPkWrUXMSitFbZ0WnUYl2DvunEQab8nfeS4cBKgq0CpFESqQ3mN72U2PJ21gEIwk8BTsKk16Dx16OpUTPpld8Z3kUiGK6ZJUROI/TeMnErsVhZXb7mFA8JVn8AXaOg/QX6Br0Wg3xRCLTCZNMkUyrZMVwADXlpRydhTHqiueE5zYPudbWxLnMolZIIpHkVndL0cdrKsoYX8xUZKdXtmlwVIvaQCstpYwX0RcAdDQ6eGFigcFOD7YKcaqt1GhgclFaGL/gcmfRntfHw/E5jDodWo2a/na36HG1yULKlAkkar0R4VItIimo0JZJg/rlaWcXyLrNCoKsI2pHi4vtItbd928O4GpwMre8zpPxGVz10rrPhfdRIa56J9ZyCw+z85UNen2uVgCZoFFSYmJpPZ+yMpmM3OjvygSEqkoWVzeptFZwFggRiyf4F9/5zWiLuMYqfGEoQeEp8IOva+ENnXbCsSSrRwHqKkpY8wbRatV8ZvGQm81V3GyuYukwQGX2Dn9kIy9iC0QSOcEaZEZ53ihQOp/Hk5K6wei6l76mKm55aig16HiycsjQqpeOOvEd++HZOX0uaZpgYiOfRqqzmfEFMqK23ZMQfW75Wb9Dy/tcy05UG/TUsnF4mnts+/iMbpmiMWScVVf3T+jxSFXBF1SaTbwwvSqatHaZshIjk8vbPJpd424RbYLHWSWa6rW0dYDJaKDJkQnIHU21uSK2HKfZ3vyJxXUEAW4V2GP0tjbK3okD9LW58BaZx9DS6ODx5DyTi2vU2Cq4f60Hj9uNtrKOi+2jSqMjHRcv9oIgoDaaQZ0P6nabVVawZi0vk2gDADpbmtk9kLac2qz5vzd7tY37Nwa4M9jHk/FpHgxP5EZ1CoIg6iy64KQgrWUpM/PczQGGJmdEv+taT3vO7fTWQA/RWCzXtgrgsFchCEKuqNzuceGwV7Oysc2N/i4qLGW8+Q33JL9b4YtDCQpPid//vjs0V5s5PU9gLdVxep6gpSbjV7OwH2Rh7xS1Sk1vgxV7uSlbjC4YtrPho7vAAmN80ycqSk9unTCYTQXZzEbutNhJJtNMbvo4DuaLt6FYSmRrATC0ekhnvTS9s7R/RqvTSjyR4qRg0tvQyoFsIAFYOTjlVpuTJwvSAuXIyp7EBuNGax2L25n8/ejyLne73ZLnAbTVVxOJJXg0t5mrHVymx2XP7SQeza5LAoNRr2VWpr107/gUfzBCb0sjq9vFHU+bnTUsrOfv9v3BMMNzqwx2eqitqpAUVUW/u9gcZsB/ll9Aj3ynPJxaYjuiQ6USf13VehNCukAwFw2iMZWhLc93pbU0yQfWDrcr19JZiLVC2lhgMughLXD/Rj+exgYOj3w8GJ5Aq1FLOqfaPS7JLOfmBmduxsLtgV50Wg2JZFIydOc0GEKlguduDTA8mdlxXBScjQY97R5XLkiUl5USCJ0zt7xGZYWFpbUt/uu//ReKx9FLgBIUnhI6nYa3vuU2ZoOWlcMgt9w2xjZP6G+wchKO0eGs4CQc47OLhzjKjbTZLVjNBp5rs2PMTmLznydytYZ4Mp3zN9KqVXjsFkoNOvobbfhCUR6vHDG/fyZROu+chLnmkS7oZ9Fk7vdcYNRpqLaYOTqTpiP2Ts8pL5Xmz1WAgKrol3Vs9YDW+sxdealRz9q+uOXxyeI2Ay1ib6WacjNjS/kgM7K8w0CrOLiY9Frm1sVdP49m17nXlw8MAy0NnMnURACC51F0Wg3N9cUdU+U6syCza7CYS6ksL5MtXltKTUXTSvW1VcwXWkuoteiqmlBppCkRlUZHqS7zuZrUKTTGzO5QW1aFKtuZdChjdwHiwJN7PZWKw6NjettbuHe9j7uDvbgbnHR4XDwYmeTB8CSrmxdBVGBXRsR2uSYAUFdrp7W5kZ52D08mMrOcL++gPE31HBwe09/VzoPhCTQadc5io7zMTEerm+HJTEDQaNRc7+tmYm6JUpORvs427t/o52Z/l+x7VfjiUGY0P2Xe82iFX/qbaeLJNM01ZfhCMRKpzMzmbmc5s3un2MwG4vEkwViSUoOWUp0GjUZFuUmPo8LEWTiGQKbwayvV82DxgFT2X/WWu5qh1fx2Xq1S4a42s3xwmjumUatospWyVpDeAbjlsfNkKXPXV1tRigqB/dMwtzw1ueOFDLhqmFjdkxwbXz/gTpuTR/PyU8XsFaXEYjHa66t4PCc9p8Sgo6bcxHo2YNxqq2doQXyeQafFXWtlLqtruNvl4uG0tLMG4F6Pm4dTSzitZna9xW0repodTK9scbu7hdH5FVEayWTQoRHShGR6/AHu9mRmNDfWVmMtL2ViIR8E7va182h8VvZ59wY6eDCancOsUqOrdqHWm2TPBRDSKUq1EE6kRDuJUnWC3hoDsVgsF5BVgKACnVZHIh4nLaQzc5ijcc6CIWpsFaIJZhfcHuiWTEhrbW5keV38b6DVaig1mUQ7pKpKK+3uJh6OTubEbE57FXuXLLG/9vV3mFlcyXUj3ervYWhylhqbldLSUpy11TwYnkCtVnN7sI/ZpVXOo1FuD/YxvbDM0N+8iwbn1ZbnCl8YSlB4FfD/vXuIf5jZRSVAh7McARWj2VnN/vMo0USaGy4bI+uZL0xfg5WprB2GRq2iqTJTk4DM7AStCpHlRaeznPnd/OLXVFXG9vEZqXT+n765xsLWkV90LPPcCqLxJGfnMXxZ/yGTXkuFScveidSy4XZLLU8WMymV221OHi/m0yu9jTam1uXTMfc6Gng8uybK7xdirzCTSGTEb5sHPolaFjI7jdqKUraPfJTotZzI2V1kedP1dj72aKLo4y5HlUhf0N7kwH8W4jCrZ7jT08LjyXnZ5+q0GkxaNWeh/I6qr81FJBpjaXOX9sZaFtfl7Svs1rLsHAQVuqrGTI3gCoRkHIMmRVyQFuXbLCkmJ6Tv8f6NPl4Ylh6/1deVG3l5QanJSDqdllhx3L/Rz4MR8Wvc7O/OPd9aXpbtTEpKXvO5m4Oiecqvu32NidkFUUG8q9VDJBolGk9weHxCjc3K4bGfG/1dGPR6Xhie4NZAD2q1im950/P8+x9Shui8VCjpo1cBv/29N2muKiMlwPbJORq1isHGSvbPIvRlVcwjGz666yqAjNL5mitzPJUWQKVGnb0bDEYTuGrEXvqBSD7NBLB5HJRoF9aPAtyU0SOUlxo5O4/mAgJkDPAspSbZlNDEppemmnK6GqokFhk7J2GqLFLFrUat4vA0yK3O4uMSD09D2CosWM1G2YAAEI7GOQlFudPtvjIgCILA5sExt3paizpo2q3i1NDi5j6xZIrB9mYQhJzaVo6BtiZRQACYWtpgeWufN9zoLTrkp6/dlRuMo61qANXVX08hnUSjhpigI52UFrRX/NLfIwhCbrpZIWWlJUzOLUqO93a0SAKCRqNmfkWa/komk9gqynnu5iDxRJIXhidEIjTIup+ubQCZ4vVAdzupVEoUEDo8zWg0Go79Z+wfHXOzv4sjn5+bA93MLq0xvbDC/RsD+ANBaqps/PD3fJv8B6TwJaEEhVcBKpWKd/7wfSxGLd5AhNXDAKFoEmeFiaG1Y7qcmc4PXziOKZvnX/OGcm2pa94gN93iKW0DTfle813/Odcu1RJG149pvhQ8hte8eLLDd1QquN1ay+OlAzy10qLz4p6fO+3SImYskaKirATvWZj0pcXbH4pSbS2T2GDcaqtjdf+Ex4s73OwoPn/BqNOASoNKxkbjgmg8wa73lPpqqRDvgl63k8WtA4bm1+lrc0lGZFaYTbJtqGehcyaWt/iaO31s7he38j4vMkgHIB6Ps7ZzwLWuFtqbxbWSC1W7trIeTUk5ZM3s5BCENOlEjLRKi0qlRpDRdKRQoy4V/9t1t7nZkbn2YjYYYZn3MtjdLuomAnDVOTEZDYTOz3lheJzweYSqSqtEm3CtpwOvz8/1vk4AJmYXOfCKU0mNdQ7mV9dznUi+0wDXejsZmpjlWk8HvR2tPBidwt1Qx/d/25sxXaEFUfjiUYLCq4Qai4lf/67rlJfo8YVibBwHsZebuNlswx9OUKLXcHAWobch8yU/PY/jrsnfzY5vnVBnzd+Fb/vDWArmCwytHtNam28rTKYF1Go1moIFNpUWSKGizlpKh9PKk6yZ3vDqEf3N0uHtw6uHtF3yWyo16jgLx2h2yCuaF3Z83CoYxdlYXc7ocj6VMrVxRKvMIBu1CgLhCBOre9zubJY8fsGAx8nKrpekAM6qCtlzVOQX2onlLZobHFSU5RXCnS6n7AJ5wVkgTJPTjktmbKfLUcXMinztxKDTMpO1rhibW2FxfYdOdyO3etupLDczMb+M1urI+RipdUYEGZEagBANoymoNWhMZpGgTYVAOhHPGOYVFKmLeSMFQ9KdldNexbRM2+pFoBIEgcHuDga726lz1vBgZFL0uXV4miQ7BY1Ww51rvYxOzePzn9Hb3sJ6biCQijfcvcWnHg3nxHbXezopKy1lZGoei7kUjUbDCyOT3OrvorSkhG94433Z96PwpaMEhVcRX9Xl5DtuNGExakmk0oxv+AAVpQZtbicwtH5MVzaNNLZ5wkBTZlGOJ9OYjbqcCvokFKO9oGU1LWRUxvoC9e3akTiNpFJlgpOrppz5HXF6ZPs4LJnelkoLhOMpSrIiNK1aTXNNORtHZwwt73O9Rb4d8snSHtdb69Bq1Og1KuLJfB0hnkxxFk1SdcmI72Z7PZuHmWt6srDN3R7xGE7IGOjNrmdSI4f+IIJKjb1SvBtqratm6pJX0sLmPqWlpTTUVqHTalgsYlcNGbHb2PwqqzuH7Hn93OvvEKmIHbbiO5S+dheBS2ml+bUthqYX6fY04XB3oCkTB0SVVgeIdwupSBC1UWZxV6lzC3Y6GkatN6FSa9BVZnYkmfkGUs1Cnb1a9ri7QfrvV1lh4cR/xv2bAzjs1YzNzDM2syCrdt645Pl0s7+b9c1dHo9N545d3OWXlpi41ttBMpXMBQST0YCgUjGeNcO70dfFZ5+M0+Kq5yx0zm/8zL+VfgYKXzZKUHiV8XPfOkBrrYVykw4VMLntIxxL8NmFQ97QUUt9ZQm+UIySrOp40xemvCSzI1g8CHC7wDl1ZP2Y/gIl9JYvLGlJHV0/xl1jobehEndNGUOrhzxaORIFFAB/OEazjDfSnj9MV1MNKhX0uaqZ2cx7BC3s+amvkp8VvLB7wv2uRlb2pb5A3rMw1nJzTiltNRuZu1Sgfjy/xa1LO4ZeVy1n4fzd8sFJALVGK9oxFJvOtuv1c3Ye4/nBdnwyYz8vaKmvyRXD44kkD6eWaG+qo7nejsmgZ0pmgtkFYZm7ccjccc8dBjmISNNiKp2BVDT/vFQkiEYuIJDRLaRjYUo1aSjwRtKUWlGbLAx0tYqsJy5olnNEFQTWCkZ6NtU5eO5mP9d6Oljb3uWFoXH2s2Mxe9pb2N4TC9YGutrZySqg7dU2rvd2YtDrOfLl/70dNVWMzszT4LRTY8uoky98lCosZu5e62csa29x93ofjydmqbNXU1dr59+95Ttx1BQfjarwpaMEhVch7/mx5yk36Sg1ahHSAiq1CpUKpndOCUWTOCpKuJXdOfjDcdwFtYHxrRPqC0Rsu/5zcRppzUtbNo2kUavobbRRbSlhftfP6mEmT5wWBAKxpMTuYmLjmFutUhXy6NoRX9PnYuySMd55LIFBbxCZ+F3QVFPB+uEZZSb5Ifcreyd0uTO/q8VhIxiRDqIZXd7lWlvGkdVmKRVpFy44OAmQFKDBXonHWcX4knxqBzLpqeXtQ+5essa+QK/VyM5SWNzcY/vghOevdxctIjfX1TBbJK1U0+gmSHFTPX2JOZPyip+jNlxt7gcQTkg7uHS2BsJFxp/Kmd/1dbbiqKni/o1+mupq2dzd4/ND47IuqeZS6TXptBq0Wg3P3RwgGAozs7gqSUV5muq53tOJ/yzE+vYeA90ZRbO92ka5xcJRdj707YEe1Co1Rr0Oe00VrnoHP/hPv+FFPweFLw0lKLwKMRm0vPNHXkepXotOq2HvJExrVsPgqipjYsvPZxaPuOOp5ra7imgixWC2GymeTGPS63KdQb5QjLaCMZwGrYYqi4k7LXYsRh3jG8cMrXm54RFbVez7z+lpktYRprd8NF66+7/VYufh4r7srmDt8JQBjziQlJcaOD4LsX0coNlZLefhBsD46j5fPdjK8KK8XXNaEJjd9NLjdtLisBYdaek9DXEeTxUVm11wra2BjX0vj2ZWuN3blpuvfMFge5Ps5DSARDLJwtoW1goLN7qllhr2Svk51WpzJWfpqwulKdQkzgMIWv2Vit10PIJaX0IqKhUXqrR6Fr3S+kRvu4dkMklfZyv3b/Rx51oPrnoHJqOB0ek5HoxMsLmbSQN1t3skamVLmZmJ2QXRMZu1ApVaTW2VjReGJziPRBns6RCN69TrtKg1Goan5giFz9Fo1Kxu7tDcUIcKFWWlJcwsrnJroJv9Yx8zS2tUV9moq63mZ/71WxTl8suIolN4FfPhsU1+5v3jIAgEYwkcFSXsn0W57qpkdOOEylIDyVSSQCRBuUlHk82MTqNCq1FjNmgIRbOLpAAlBg0b3iBbvhDJtMBtdzVPVvJbfpUK2mstzO+K0zn9DZVMbohto901Fra8p6QFgcHmGkayLqvNNeXsHJ0Sl5lFfLPFztDiDioV9DZWM7WR/9132ut4VDCq8wKdRk1teQnOSjOPZR6/oK3OhlpIMrexX/Qcj7OKI5+fOpslJ3ArRBAE2uqqWNrKv0ZbQy2h83P2vH4EQcBlt7IhM64ToMdTz3SBSrmnpYlEIsHixi4mgx61kCJ0aRCNprwGrbEUQXt1UEjHI6hQA4KsshlALaQQBIE0FwrnNJFUfuHUqEBNkvoSsGhTRKJRzoJhaqusPB6fFr2WxZwRE14utt+51sujrH31Bc/dHBBpHrrbPThrqvj455+IzsuI3TLBva62hu42Dx///OOC1+7jPBplfWuPYPicno4WSkwmRmfmudHXzXk0RnlpKf/qe7+Vf/bmr7ry81L48lB2Cq9ivvlaEz9w3000kcJaomf/9ByDRsXifgC7xchJOJZLHZ1FEghkPJGerHr53OIhh2cRnqx6ebLmZXzzhNPzOMmsOO3Jmjc3pwGyk9HOE5QaxIvOhi9EVZlYUbt2FOBmq4OuelsuIACsH50xKKN1AJjc8NLirOR2W50oIAA8XtzlZpt0MM+NFgfb3jOGlnYZbK2XPJ65bgGDVs2WN0B7Y3FFq9moI3AeZe3whMF2qR6i11MnCggAS9sHBCNxrnW4GWhrLBoQAFEBH2BmZZPFzT1udLdyp7dNEhC0FbVoy6pAZyIdL97Cmo5HUaky09XSCflZzkIqSSIRywUEgHAskXNRFQQBIRkhkVaxdpbi8dQ8k/PLnJ4Fcjl70WfR0SIJCOYSE5OzS5JzL9pb2z0uBrrbmF9ek0xS62735ALCnWu9BEMh5lcKWn5VKkpMJuaWM22ofV1tmEtLGJ6ao7OlmUQiSTB8TnuLSwkIrwBKUHiV81++sY/nO+2cncfRadTEkilC0QQVJXpUwMSWnxtZi+3pHX+uSymRyojadFlx1ul5nAabOH1yGIxRVlBvODyL0FUvLt6dncexV4pVtU5rKXsn5znBXCFDKwdclwkM8WSamooy5rflF9apTS8dDfkiuLvWytBCJn8vCDC/7aO9UZrOGvA4mFrbIxyNZ9JsDdLA0N5Qw8RyZlGKxZNMr+1zp0fsrpouMrsheB5lbGmT6gqLRM9wgaOqgrF5+VnKw7PLbO0fcqO3HU9jJo2mtTrRmAtbeYtoERIZi4qL3YHaWCoJDEI6o1dQX9ptqHUG0vFMUdmkTpJWZ2o3Ko0WfbULgO52t2g0ZuYFBVm/pL7ONs6j4uDV0+ahwmKmv6uVxdV1JmYXud7bydGxeLdZYjRSYTFze7CHJ+PTtHuac0VogK957hafephvQ7VX2Xg8PoMggLm0lJ0DL9d6Ovjln/xR2c9J4aVFCQpfAfzRD96ns64CQcgWEIU0ywdn3HJnFvD5/QCO8szd/MyOH6c1U/jbOA5xzZ1f5Ke2T3IFagBvMEqro0L0u0bWj7l+SZMwu3PC7fbMQj/gqiYYjbF5HGDjOERNhbQTZn7XT1ONOIfe4rAytrpPfXWl7AzneDLF4VkUZ6UFnUZNOpkSWW7EEkkO/Oe4avPdVFqNWtQpFIrEODo9FwUGQRDQqC61dKbTPJnf4H5fZk5yl6uW2bXibaitDXY+/mSK2poqWhqlAc9VW1VUZNbT0sjK1h4jM0usbh9Q5epAU1ohOkdjKJUMzdGrBRAEVJp80Fap1BR+dIIgkI6F///23jzKzjSv7/s8z7vcrVYtpdLakkpLSy2ppV4kTXczwJwZfDA2kHBixizGISwhIYMdHBwgHuAYbJYQCAfIQAwJMRiO8TiGAxPA4xCg6UWtXtVaWvu+l1RVd3u353nyx3vrrXvr3lszxjNDL7/PP62+99bdVHq+72/7/tDh4F3OujxK1nxIZHv/mXuVUfyJ9UX3UDe7Z7b2bT5zzvUMmJXCkA89eYCJ8VHeOPVOz+a15UZ3ix1Cvu8XdheLO6HzNtQ9XL6+FG1+5Nmn+ffPv4xSiq/68FFOn7/EUwf28EPf822MjQzuuhK+sIgovAcIfM3/8R3PMTVeyzuJlCL0FeduPWT3+jGaccZotYRWinZqqJWC4ir+2MX77OnazPb2jTnWTyx1i7x2ZZantve2qZ69U2d6vLej5Oyteb78sY28cfku9XZ+dbnQTpgcqfYd8u0kw6GpdlJR05M1Htbz/Qunrt3n8JAdznPNiCAMeXrnBi7f6beRWGjFNOOM9avzlNlTOzdy7e7DZY+JuPWgwaOP5IXzgzs2FrMLy3nh5EWe2juDv8KENMBYp0Pqyq17XL41yzMH9+B1dhaMVMsrLtIp7M6VJlizhXo2+J+c6poxcFlCkqSF02kPQQUT5UJoovqK3UgubuKXqj322ouEk+u4dLffKXXVeH+zwGO7tnPhynVmHtnEs08/TrkccvbSFV56vbe+sH3Lpp71nqsnx3ls9wzH3zpZrOR8bNcMp85dZNP6dUytWYVSqhCh554+yKXrt1BK8eHDh3jrzHn2797Bt/5nX82eHVuHfk7hC4uIwnuE6Ykqv/ytRwg8Ta3kE2eWh62Eh/U2k1Wfs7cXODyTX5Wdu7P0Z+fgQTNhtJwf0O3EMFoOe1I/p27Os35y6XBpRCkTI0veRk9uW4tS+Ta4kWU1h7O3Hg5sU702W+fRzVNM1kr4ih7vpJfP3uLwrsE1gtFywEKUDV1xeX+hhfYCdm9ey+vnBnclNaOEa/cW2LdtA/P14R5IAK0ooh1nQ7uDNk9N8urppUM/M4YX3jrLlg1T7N66kQMzm2kOcUqdXj3O66fPg/YI1j6y4gGuwwoqjbBZkttt6+Hbw3RQxrTm8UrDr5xt0kb5JfDCvpqFc46ytoRT21DBUpQxWqvyxjL/o/Xr1rBlwzQ7t23mwpVr/OUrbzC/UGfPjm19Kz7XrV2K4p558nEC3+flZUXsMAh58sBe5ut5G2q92cqdT5/Yj7H51rejh/aTGcvG6XV87ce+nK/96JcN/ZzCFx4RhfcQT2xbww/+7f2UfI2n8i6juwttjLE8+cgqLtxt8Oj6/HB7+eJ99nQ8k+4sROzoWseZi8ZSiqiVZIyUw54r/nduzfORfZuYWTfOq5fu8aARcethq9h90M3L5+9wcFt/Lv/CnTkOblvH9dn+ZTNvXL7HnmU1golaidsP67x95S4Hdw6OJgBu3J9namKUypDdyZDPSIxUy4yPrHAl7RzKWc5dv0PmYO/2fqFav2psYGro0s27XLx5D9/3GB3yGts3rsN5IcHUtp400FCUIvQ8jFs5cskP+eGPcVmCUhrViWa88iimvZRmU0mLVqZQ2iNct72wwTiwZydxkrJnxzaefeogO7ZuJmrH/Ie/PFYUiiE3tTt7oXfmYmJshNffPsOeHdvYs2MbL7z6Jju2bu4xutvxyGZq1QqvnjhNvdniqQN7uXHrLgf27OTNU2e5fP0mH3riAAuNJqmxHD20j+/5ZjG7+1IjovAe4+8c2c7fObKd0XJAalx+Zd1OOHPzAbP1iFo5YP+mSbRS3G8sRQivX3nQY5p37OI99nbNLywKxUQt5PDMFFtWj/Cnp271Ldp5/fJ9Du/qz6ufv7PAxq5C9ni1xOrRMn925gYHBghGaiy3HrbYUPyMY9PqUe4v5IfI8fM3OfrY1oHfwZM7N/IXb19icnycsdrgfHqlFHDu2h3evnyHw0M2s+3fvoGTF/Op3QcLTc5dv8sznToDwPSqMY6fGlxABji0awt/dvxtfM/j6IFeu4tapcQbF28RTG1DB+WhnUOL2DQC7aHscM8lANNewKvU8qLzAF8kZzKcyfpESJdGsEmEaTdwwVI3mfJLjG/Zy9EnHscYQ7kUcurcRZ5/5XXOXbrK3l39xeinDuztmUwGOLhvD4/v3c3p85c4ff4SWuuuhTwwvXYNU2tX83yX3baxjul1a3nj1FmeOvAYWzau55U3T7N6cpJtmzfwI5/49qEutsIXD/nG34P80N8+wNEda6mV/Hydpu/RjDM0jlcv3kdpTTX02bSqxlPb17Jz3SgjJZ+3r88V087Owf1GzObJKvs2TXJkZor5dsKmVSMcu3CXq7MNnIM7C3GxJ3qR1y/PMtMVeUDeAhkGAaXAZ2q8ykQt5NKdeZzLC96b1vQPjs23Ynw/YLQScnT3Jk4MaFU9undrz21j1RKXbuVFz0u3H7Bu9SSjlf4+/4Pb1zO70MRYyyvvXOtbxemcI0l6i6KZsbx48iJP7JlhtFpm6/SqofsdnHPcvZ/XMx4uNHnpxFm2b1rPwUdzAZra+AjpyHRxta5LVZwZ3OGUt51qlBdgdIgzg4VBJU28TgpKaU2lUukx98NZlEnQQb9QKq2plUuE5f6FPbHzuDCX8eJrJ2h2tc4qpbhwtb8A3331v2p8jC87fIhT71zoSRUdPvgYtztdTIcP7mPVxDgvdnkeHT20nxt37nHhynXWrp4kSVOOvXmK544cwg8CfuwffCe16vDlQsIXDxGF9yif+vvPsHPdKOXQw7k8mZBZi1aOt67OsnfjJK9fecCfnr7D5EiZRpxhnWOkErJxssbqkTIPGjGrRqu8ff0hL1+4y+mb89yca/eIwGwjZsPqsZ6p49RYmqnts6i4fG+Bw7s24Jzhyr2lIma9neD5AbUB6Z5r9+s8sXMTx8/d6LsP4KWzN3rstHduWMWD+tKhdP7mLNNrV/VEDBtWj/HqO73pjZdOXeZD+3cWtttP7trCO1cGD7u9fvYKm9evpb6CBfYTux/h0o1eEbt4/TZvvHOF1Zt3cKNJz9St0h5uwM4Dm7RQnle0nTqlcQOiippnsX6pJxpJnMbvRBbO2dwjyR8cOdk0pplkaOWWutgW74tb1DNNOLW95/mf2P9oX4fSozu2curcRSbGRnju6UNESUKWWe4u2y9xd/YBI9UKR594nGNvnGR0tFak4Z488Bg3785y9/4DyqWQXdu38spbp/nos4epN9v84Pd8K5vX97cfC18aRBTeoyil+PR/9xE2TebdP2Odq2XrHFjDsQt32NGx1n79ykNmpkaJM8uZm/NsXFVjthFjXL6w58iOpfTOg2bM9KpaT8r65PWHHFk2e3B7rsXWdZM9jzu4dS3HL95h+/r+usPV+3V2bFzTZ0+wbd04x87e4ODMYEdVgFcv3ObQzk08MbOe42f7vYfO35xlzeQEk6MVnHOsGasQD/AgeunUZR7fuZWRSsi9zga1YYyVQ05fvsmzBx8tOo0Wcc7RavWnbvB8/NWbhncYlar4LB3INmqivLCIJhbR5V4bbBM1aKZ2oLVD6oXYuIVtN4cWnp1Jcc6iPJ/Eedh4SVTzGQcfUHiVUcJ1M9B5P8kA25DptWt59qmDxEnK86+8TqsdcWfZXMKT+/cwNjLCSK3GS6+9xZaN0xx7I18/+tzhQ5TCgKs3bzM+NsIzTz7OC6++xZcdPsjDZpvv+vjX8cwT+wd+DuFLg9hcvMdZaMV89c9+lptzLWqhR72dD7klmSEMPMLApxEZNkxUmG9GNJO8Y+TQllW8fiUP732t2Lq2xrnb88XzHplZy8vnem0w9m4Y5+1rvYNNR2amePX8LZ6cWcdL5/J+c61U/tir/X3wh3dM83JnKG3tWAUU3J3LO4SO7tow0O4CYP3kCBsnKkN9kAC2TE2wfrzCi28P3s28yFc8PsOpC1e5PTs3+LVWj3H33iyZyQ/wnZunSdOUS52J5v0zm3jrTG+tQZdq6Nrk0JmBRSoqo21U3k4aVod6+Ni4DX6IjZt4pTIrFZaz+gN0qdYnLpDvcLZJG13qTcWY1gI6rOBM0jf4ZpM264M2l68sRVuP793F+OgoL776JmnXoN/Bx3bzRtek82ityqH9e/iLl18rbjtyaD8nz17g0R3bOXnuItVKGd/zGB2p4Rysn56i3or4uo9+Gf/4u79l6OcUvjRIpPAeZ6xa4t9+4iuZGitTjzICT6O1oloKSFJDHKeA4+Zcu8cY7+ydBdZP5AdFZh31yPS5qS63wbj+sM3UsvmFe/WIo7s2FIIAebRy9UGLDav69wsfO3+bI7s3MVoJqZT8QhAAXjp7kyMDN685Vo2UOXH1Po9tHWyjAbnxXSNK2Lh2YuhjauWQN85eIc4c+wZ0GwFsXjtRCALAuWu3uX7vIc8efBTf8/qmn72xNfirNqy4EW6RtvMo2QivVFvR1E2XKtjWfEdkVhCE1jxebQKbDig6O4uNW32CAKArI5j2Qp8gQF6svs84q6bW89zTh9i6aQNvnjqLtbZHEABM1/d09NB+9u/Z0SMI27ZsYnZunsnJCY6fOJ1HEaMjaM9jeu1q1k2t5ty1Wzx1YK8IwrsEEYX3AevGq/zGd3wZk7UQ4xRRalAqjwBSY1HO4KzhtcuzHJ7JO5CacUYlDAi9/MC5M99mW9cUsnNwfa7N1PjSgTLfShivlgk8zUg54MiOdVy+u8DrV2bZtMxCY6GdEIThwDrC6RsPOLhtHVfuzvfd98qF2zy5zOfo6O5NnLxyhzjNuHh3nr2PTPf9HMCBbdO8ffk2kYHtG9cOfMz+bdM8rLeYa7Q4c+0eH+rqNgLYsm4Vr5zsjzQyY3nhrXM8/djMUt7d8wnWbMYfyYewdFihpAYXpqGzDa3doJ3BMGuLRUy7jq6M4jH8+fysjVfOv3evMlYMtUFn2jlqoMv97bLOOVy7gV+boOb3vg+dtdGlKpmDZmkNL529yeXrNxmpVvpmGPbs2MaJM+fZvnkjB/bs5OU3TrBQ73Vo3bV9C9dv3+PazTusW7uaKI65/2AOrRStJOPE+es8vX8Pv/BPvm/F70P40iGi8D7h0Y0T/K/fcoRq6HW6kUxh/ewcudWDzTh+aZbdnVmGi/fqHNiyNHD01rWHHO2qL8y1EsarJfyutsBbcy2+4rFNKODlc3ewLhcYrb2+wbYr9+ps37C654q4EnpsWDXC8Uv32LG+f/ezc/DW1fsc2JZHBHu3rCk8kACiJOPK/Tp7lgnDro2refn0ZQAeLLS4O99m3/beOsXG1eO8enrJiM1Yy0snL/HU3h3UOjWZ1SNlrB18YDvnWKg3OHnhGjM7d1Ga2ooOe6/CozQdbHlhDTZu52mmsIIdYG9dvK/WQpEOKnn9KSHI01CpXuZ3VK4RkKcHbTRkOxtguza3NY2mrPKr/5CMTHXbaii8sSmCVZuZ2bmzp+sIYNXkBM8+9ThXbt7ixJlz7N+zi5Nn87TaaK3KRz/8If74z18urC8O7NnJG6fP0WjH+OUa71y9zdGDe/mdn//Rod+F8KVHROF9xJc/up5Pfv0htFKUAo92V4eQdTBSCjBpwo0HzaLD6PjlWZ7u8kc6dvE++zYvHdbn7ixwaPsadqwb70QZjs++fYM9m3p3MF+bbTCzfnXfboQTV2c5vCs/nMcqIZtXj3HmxgPaScbDdsb6yf4UU2YsZ2/P8eSOjdyeXciL51204pTL9xbY1xGO0Ne0o7jnMG5GCWdvPODw3nw7m3OO1aNlkqzf8uHVd66wanycZ/fv4LUzl/ruX2T/zCZOXryBPzHN9Sag+v/56LDSt1fZpjG+pmd6WIWVgfYTLqqjy0vfSdt5PREA5KLRMv2vrbQH2iNrzg0VBN9EfZvbIgJMe74TYfb+BdqogVcd451ZQ7BqEyooUa2U+cgzT/PW6bO88Oqb2E7b7uJ/9+7azsjISNGSqpTiYx8+ymefP4YKyqyamubuXJ1Dj87wf//yT8huhHcZUmh+H/LLnz3FL332DNY5mlHKSNmnEeVXsFqBtY61YxXWjlWZayc0ooyp0RIX7uaTx1tW1xiteFQCH0feObRl9QjHLywVnn2t2DHVv3/hyI4pXjrb7zX03K5prt6b62lVBdi0epSFRoP5Zm8bZsnX7NowSTuKOHf9PoMIfY9HN66iEihePDn8MP/Qni20Wi1ef+fy0Mc459i3ZYqxWpkX3jzTd7XvnGPjhvXcaVhUEKx4kLkswSmNUjrflRyUBgqIaS8UB3Se7qmjS/0i6azBw2CVR80zNNLhr11VGcZaIgvLaxEuboJf6j/4swSsxdmMUqnM4uI2EzXwlkVCIwE0Wy02TlS4cO4d6LS3HnxsNyffuciRQ/t54bUTPL53F6+ffIfx0RGmp6e5v9Bgvp1PzidpyraNU7zwO7+E7w+38xD+ehBReJ/yE7//Br/z0kWs7cwJ6HyCtORroiRPF/hakbn8CnPdWBlnHffqEQ7YPjXK9dk6cefKOvA029bUOHtrrniN3NfIcXe+98r46e1rOXa+a1nN+gkeNiI2TFR5Y9muZYAd0xPcuPeQVry4FMjx5Mw0r56/yWglZGq0xPmb/XbOAPsfmSJQluPL5hK6qYQ+T8ys55WT54duZ3ty12aOd2oJj23fyL0Hc9xZ7E7SPhNTG2hm+WFq40Zf2mg5pl0H59DhSjYblrI2RJnrpJaGP9bEDcjSnihiOTXP0EgcSqm8iNz1WBs1UX6IWjYh7EyGzZJcuACcxcQtFCp/fPesRRZjlC5ucybDJW2cydi2cYr6QoO7Dx6itWZifIzEOOLMUiuH1FsRJV9TDn1q5ZDjn/4VagPWeAp//Uj66H3KD3/tQb76wGYyYxkpB7jOVWOcLaWUMutQzuFMyu35FpOj5cIo7+LdOvs2L6WIUmOZbSasGV1KgTxsxoxWywOtMB7bvBqc4/DMOi7fnefeQpszt+bYvaG/jnD+9hzb1q8pdjkf3b2BV8/n0Ua9nXCvkbB9QP1hrFLi9oMFXrt4myNDrCwAHt++nudPXGDT9FqmBxjfBZ7mxp2laOTkxRs0o4zD+3ahq+P4k+sLQYDcGmL5AFgPJqNWreIF/Z093SiliaIYm0Sfe/eyMXnBZdhzJU2aHUGATuG5nUd+Nm6j/KBfEKzFptGSIAAojfJ8nM3wuyzHbRphUEuC4CwuS9GlKl51jCv3G8xGFn9kFX5tgsgo2plD46i3IjwcWkM59Pjzf/ULIgjvYkQU3sf89Mef5m8e3ESc5cIQdJxH61FK6Od/dpAf6ibjzPVZDmxZOnxfuzzbU3iebcRMjFR6toxdvLvAo5t6awmZdSy0M57bvZFj52+TZPkBGqeGO/W4r1MJ4NT1WR7bOs3Rnet56UyvtcJCK+ZBK2XHhiWRcs6xfXqCu3O5Hcexszd4Zt9M3/Pu2LCal0/lLqcXbt4ncaqvFfWpXVu4dX+u57aWUbx2s4lXnUAtS/0oL8Alg72MbNzCOpfPIqT9E8zdlLTFKQ/sYPuLxc9pWvN45RF0ZZSK1y8Mpl3PV3ouSwv51XFGPIPSum+GYWkXw7KIx6QEQYBXHiFDEZAVg3SLouKcwyUROugs7sHhjMlfwzlKviLODM5kVEoByhosjlq5xGf+xc+wdtUkwrsXEYX3OT/3zUf56gObaMUZWms8nV/tJcYVV+ZRanO7Zmd57eJtNk1Wipz6sYv3OdAVMZy/s8C+Lb0Ty29eneXIzqVuoKe2T1GPUi7cb7B6pHeYa76VYNCsHeu/Ugx9jxQ9MF8/34y5W4/ZtSlvNf3Qo5t5/XyvNcaLZ65z5LGZwkTN9zRZmvZ0Ez2stzh17R7PHNiFUorpyVFePbNkja38Et7YFKo8glrBvlqFFVzXLmpnLSZqoILykt9RuYYyg8VDpW3iNEMHIbo8OtAwzzmLjRbwOmkgpTTtxPR4I5l2vXOw939n2mbUo2zguk/T7t/F4CkHxrA4eqCUJnEaRyfNFLfxFJRUVkQXCsiSqLDpGC37NNsRNo0phz4LzTZaa6YmRvjjX/sZdmwZPrkuvDuQmsIHhP/2N17gj966gbUWT+frMTWgVZ4a8rTCdB1yvqdITV5vqJUC1o4GXL6/1AVzdGZtz8AawFfsWc/VewtcuLNUTN4+Ncat2QVay3L5j6wZ5WG9wXwrv5p+esc6Xjmb1yGemlnH8bNXB2ZLaqWAQ9um+MsT53s2s3Wzb+s6Lt24w/5Hpnjh7eEup/u3b6CiDS+dOI/yQ3RlvJhIdtbk1hADCsSL2KiJLpULK2vl989k2DjKUzddQudlbYwXLntcq6cI7KzpTDP3dxGZqIEKy/kcwpCpaJvGBL5H1rHhNq15vMpo533XUctqHQqHiVvLzPQcJmr1pJdqPjRaEc4atAKtHWlqGB8dIcsymlGCUoqSr0nSFF8rptdM8O9+8Z+yY+vgYUHh3YWIwgeI7/2NF/mTt28QpxmV0KPVSSMlmcE5qJZ8WtFSyiP0NHGaorTPuokamTHMdnUJPbl1NSevzbJv0yoeNmMu36+zd8M4b13pLQrv27yKU1fv9h3iO6cnuHbvIQceWcvL7/Re9T+9Y5pjZ/qLx9OTNayxrBsv8+b5wSZ6AEd2b+LardtcX7aZrZuDMxu4cHMWFVZppv3/DLSJMWqF7hhnyVrz+UzBCt1IppVf7eeWE63C6XQ5FZXRMhqXpbgsXrGYndbv41XGBgtClqBxuGWRTs2z+BrmouWtsA4TNfs6jUy70WPbUfYc7WSpbXUk1NQ7vy82iTp23Y5Q5zMgvobp1RP8m1/4MXZtG74fQ3h3IaLwAeO//82X+KMTN2hECaOVgIVWUhQwR8oBxhjane6kpRbWPJ+werRKI8lYN15l3XgF6xxpZjhxdUkEKoHHhokK57t8lCDf3nb8/PJWVcdHHtvE829fKbqcunl6xzSvvHOliBiqJZ+psSqX7jzE04pD29bxygDhqJYCxis+zShm8+pRTlzot38Oy1W055NYNfRAVzhMmhSpkW5sGlEKAnCW2LiVW1StwUYtlFa9Rd2+x1kCE+UtoSss5dFpE+OX0UkT6/ce5L6yKGdJ7IB0UtLCOItDF1GNc44SKYnrrTn4Nibtuq2k88G8xcjJdylpJwqxaYzWefuyR4ZzisBTTI5W+b1f/nEenXlk6GcR3n2IKHwA+f5/9TKfffsmD5sR1dCnGadLnS3OUSt1biM/5Ftdy9iVIu9kUhqUYqwSMln1udqVWpqslSh7ipsPe1dhHp6Z4uWz+dV9reQzs26Ct67cY9/m1Zy5doc06+/oeXJmHa+evYZWsGfT6r6dC0d3beibUXhqx3pe6bSoaqU4vHsTL544n3fWBGWUXyqKpjZpowftQu5g4mZPSsVZg0vjnivokkuI3ODJY6Cz9cz2XYkvp6wMzWYL5ftD6xlZa65IAzlrCWxM1plstlmCM6YoAPe+h3oRoTiT5l1HpRpVbWgtq3OPBFCPlm50WYLWuuhgCzAknajPZmlHEBUui1HaoxJq1kyM8rs//6OyW/k9iIjCB5Qf+O1jfObNayy0EzxFjwEcOKqhX8wNVEsezXZXWsn3lrZxaY9VoxU0MNtYKmhumKwSRWnPbZAPt83ON2lGSY9oHHhkDScv3172PnIObZtC2YTj5/qH4gCO7NrIy6cu4Zzj6V0bOXa6WyQUaI+RWo1WMmCC2OatnsOu9J21uCwGL8Ali62dyzp5TJbXH5bfbg0ubhXTxXkaafCkcV4wrkJnxmB5LcE5h23Poyu9nVvOWlzUzFdqWosaJghhpa87KW3MElZGsF39JlXPFU66+WdLCTyPrCMC1UDTipNO8TlFOYVTKhcZz6fsa9atGuf3PvXjbNvUv7tbePcjovAB5n/63eP8u1ev0IzTvHvGAjiKrT3OAQrnLIHOC9KLjFYC6q2l+kLgeyggMQ5UnpLZunaU+3NN6lEuIL5WPDUzBc7y4pn+esDjj6zh7eXC4ByHd66nnSS8c/XO0OGzA9vWkbTbXLhxmzhzKM9H6SDfDWCzgRPFi3zOaKFdR2lvYCF56TGNHjfSkrYYY8joEgpr8v3JXa+VH/b1vqE001yKCHB5Z9NQL6O4hU2ipccve+86rPSJnmkv5N1HzjESKJqJIYvbPektZzKUs8V+BQ9DZgwojTMZntYY67BpzEi1jHKOdavH+cNf/Uk2rOvfqSG8NxBR+IDzU3/wJr/1lxdoJxkOR5zk9ttpZuh28lxccu+WbiDwVI9QaMVSB1Nn8nXLmjFuP2yye8ME8+2Eq/fzgarDM1N9xWWA/VtWc+bq3dyjyDkO71rPsU7KadeGVdy6/6DPEgOgEgZUQo/5VowdsPjeZsnAfQPQiRas6bvfpjFh4JG6jl3FCrsS8kGwNl5QImvXhxafTcf2QinVSePEA6eenbW4uEFQrhK3m3gD7K+hM5imFSgvnzvoijCGCULoYuJl6S7TbuB1rL+t9sG5PG3UETCbJYDLvyNrCLTOBcJmeJ5PKdCsX7OKz/zvP8nU6omh35Pw7kdEQeDX/+wdfv6P3qYepdRKPgutmMpi+qjr18NZx0jFp7GYSlLAsh3G1ZJPs917aIe+Jik2oalOGkNxYMsq3ryUL67pPrge27yaSzfvs2fTJMfP967MXDNWodWOaLTTTmt+15StSYe2kDqbsdJegjz9EXT+HOOc7blq1rg8HbTCc4QupR1Fn3PRTk2ltJOMzNieqKGPtA1ZghtSi8g3t/lLqzyt7dhld3YlDGhX9Uy7xwk1f55Wj6WFMxmhNpTDkIVGE2stzhrKpRKB7xEnKamxjFRCGq2YSuCx85H1/Mmv/QyVAfuyhfcWIgoCAL//6hX+yadfZaGdoBUkmaESeMSpKbqPnHPgbO6Z1Ek1KZUfRos45ygHS/5Ki9QGiAVAJdBLnkcdFLCqVmK23uykspYONmdtbs0x4DM4a/Pl9cO6iWyCZUi04ByjgWO+OTyVVNWWVtb/yovbzbxShaxVH1o3WHwd21oAXM9V/XJs1MAvlck6k9PLU1emXUcH5T7rCoAaMY0BK0GLlFH368StfCVo5ztTOAJtiTuf05k0n1b2/Hw/RxyjPI+xSsh8o0U5UDyxdwd/+Cv/vBgaFN7biCgIBX9+5hb/8DdfYrYegXIY61A4yoFPlKQ4l1titLu6kQLfy1sgu1pKHcByW2jnCLQiNWb5zeD6C8A4h8b22WbD4uE/ZOfBitFC/0Cac5ZaoIkzizEp1g1vUaWTIuruRrJxq6fe4KzFJq2BMwYuS/Pcf7maO6k61+nt7yVvNS2xGNmUVN7tYzv/P+ob6oljUORjWvPo0khuaqc9dOd9DReEoPg+FK5TV8hFsV8Q8snlsUrIfL3JaLXE33j2Sf7FT/wjsb9+HyGiIPTw9rUHfNevP8+NBw38xV3PXp7+CQOPJDVFxFDgQCuXpxbSpRkHBpnGDdohMOyxzg68fUVR+BzRgk3jovjsXJ4j736sS/LJ4mHYNEbpvNCKNQPnDmwa5TWVrhqFjRod8ViKQlTaxuqwiITy9M9CsU2tm9xCI2Q0gMbAWrvDNHudUZWzZFEDnB0gCE20V+p97XSp0KyczRcDoXJvoyzNu7jKPvVmxOrRKt/5jX+TH/yubxr6XQnvTUQUhD7uzLf4lv/tz7g22yAzhjgzlH2PKEkpdYTBDogEigNcqRUjgL6D3rm8Ldb23z7wOejMT0SDDeecNX3X0AqwJl0SjQEDaZ0fxlOOASMT+d0my/cMlAbbSyySX5nX0DjS5gJeZbDlddacw6uM5XWMLB1aUHbWoJMG1guLbqCue8laC3h9uxgcprWQdwA4V0QvFW1pd09wO4vpMrgLPYU1Jm8isKaTLnR4GALfx9eO//kH/ms+/jUfGfr5hfcuIgrCQJI04+O/+KecvTNHvZ33pYdaF5FAXmPuOrAHHPb5r5ZjtFKivlhPGBIVDI8WhguDM4Nvz+/r9NdneURAzx6AFAcrRhPLRcOZrGMz3fFGWm45PYCKi/LZiBWmkwHShfu5yAx5nM2SvBMorOTDdJ5XPNaZjABDSu/7VbhOF9RShFALFO1GHaOXUkaegiRqFYJQ8jVRlEc6zhrKnbqSSSMmx0Zx1vDbP/vDPPfk/hU/k/DeRSpDwkDCwOfT/+CjfOWejZQCP6/3alXYbzvIC4udmQRU3hbZzeKka70VdQ73TtFYaWrlkFKw/Gp9wCHdeY6BKLX0vB1LjlrJyzeVLbZMdtI4PctivGBgGmsRHZQ6LZgQaEXo8nZMr1Tt2FBr8PyhOxWcycjaC7SthxpYEu88zto8UqiOD3RJhTzNgzXFVb5XquGsw6YRNksIPfoEwVmbO5kuSxmlSYzxc1GzSYtQGdKoUdQdNJY4jnHk7bLj1ZAkSXBZTKVcphL6/Ptf/2kRhPc5EikIn5NPffY0P/9HJ2inGVo5KoGfRw/O5RvdjEVrTeAp4iTrueIfGAF0IojFuoDqpJsWIwvIt6WlmclTSs6hsNRKAY0oYaQc0GwneRHa2fxHBuiGS4fPJigcHpZ0iNOqzRJqgaaZmqGF65o2NLuarBZ3FCgvKCINm7RzUVr2PkKVt3kueg45ayBpo7oK1KY1jypVB76+adfRNoNlHUwaS6AtUZ91haMRd/29mJTQUyQGcDZ3VQ1C0izD13kdITOGQOfNBDObpvnDT/0EY6PDO6aE9wciCsLnxYvn7vK9v/E89Sjvsa/4CmMXzfJcZ9gtn0mw1mFMVtSCa6WARnuZp/+QmsOwNFLJ18RJfw2hKDoPCiZcXiAdOrSWJaC7O5HygS0A7Qdok2DUcE8jWLKusEkbZ+3AGYWeITLnUEkT45X63pfG4tmUDI+KymiawWJUckm+g1lpTKszj6A1No3xNNiu9+ycy/2RumYT/E4fU9IZPFy0qHAubxFuRxFKK8q+xlOKr/3KI/zSJ79POow+IIgoCJ83c82Ib/vU/8e5O3Xq7aRzeOeOmIUXEnnbahQnRWrJWft5dyO5xXTQoLSLNQNvX0kYyr6iHaUr1A8iPE9TDTzqUdrX92+ilfcxK5uQtuoDO4Z6nqc5hwpKVH1N2660o6GRt61Wx/ruK7awLSta2yTKfZmCUk8tpJif6Hr/AZbULA3h2aTd+RmFthnGWUqBj80yRsohP/zdf5fv/Ma/teJnE95fiCgI/9H88L8+xr85dqln4tnTecfK4lzBaDnIawkdRsoh9XbU20q6LI3Ue/OwzqXBtQBfuR7LjW6q/rIBOedwNuvUBFTejTRk8MpZk0cby4bHXNZxGg0rBMqSWTd02jn3N1qgHAYkrOCf1JorLC8WJ5OL5zAZNm6hy/2WGKZVR5fKVD1otPMCuDMpymbQtczHxi3w/CIdlQvC4hR3hNJ5rafVarF1ei2//COf4Jkn9g19v8L7ExEF4a/Eb794gR/79HGcc8RphrF5obe0eAA7x0jJp9HVNloOfNpxXJjTeYu563RQ473rmZReRGEH3g4O7RxmyLCbco6xSkCj1SZz9A6wZUtRzSDy2QaNUhpfWZJWExVUeoTERPWBEYWNW2AdulTJTQfbC33GdRpL2qz3RADOGkouIVYhNm7lhf1lDqjOWWy70TdBPeJbsjSlnVHMIZioWVhZOOcYCTWNjlGhTdv4vs9opUyr1ebw/l389s/+EGMjUj/4ICKiIPyVOX3jId/+q3/GQjtGQWe1pgNrcZ38eclTRRsrwGglZKHZ7nmeWilf7hN4ikaUFvuhcZa+X0/nCDyKGkY3inzP8JLP0tLPelphBvxM8bRpNHx2gbwu4HseVvl9FtTF59ApjazLhymNYdn+ZGdNPuewuHc5beHQQ9tWk4W7eKURlLfcrjtFmxS3bNDOdmy0lfaK+QOXxSjlUa6UUShMEpMYw0i1TBTly4KUAmcs/9U3fIx/+n3fPvR7EN7/iCgI/0kkacZ3/Nqfc/zCPdpJRuhrsLZY0oNzVEOvSN845/rWfgKMlDway7yRAk9jjOlb46mUohoqnHU0lw+wDZmChjzlM9RC21p8lZG55YXnGN/zMWiqKqU1pPibv7TFtOfzCeKgMlRknLVUdIoGmtlggfGVQ9uE2HmEKneMje3ikpuMNM16hMQ5l+9eDip0G9vZNO6aUjbYziY5X+czClGcUg09Jkar/OqPfoLnnjow9PMJHwxEFIQvCL/5F2f5hT95m1sPm51tbSmLV+olPz/cK2FAlGYkad72mJne4bfQo8dDCcjnDQakl3IPpgG9/UVBe1ir6QreSCYt6g1YC9rvSRE5ayjrpcN5+eua9gJoH0zaNyPQjWnNgxfkw2S2v7spsAlxZnrqGM4aRnzH/EIdXar0fgZrMHGv35K2GZ5W+X4LINSOOM43o1VDj1Y7wjlLNQx47tAe/q+f/AHKZXE4FUQUhC8gNx82+W9+/S9488osxuZF5/zwt30tqA6Fh8Usqw8oly2vO+f/P9AzaUhUsNIUtM1rEj3DbEAlULSjCJOm4AXDN7GZNN9wVkQBjorKaETJ0rSzyfpWdkKnS8jE6EU7CmvzbqJOp1G+qa2B6mxg6/1eDDZu41DYLC72NQQY4jjpEZCK52jGS+I3EirqrRilFBVf0YoTqqHPqrEaP/a938I3fNWHB35W4YOJiILwBed/+YM3+a0XzjHXiknSDK0VvlbEqek53BfdVEcqYV70dJ1bbe/klXOOkqd7ahOLtw+LCirDIgnAGdMRFEct9GkmvdGDZ+LejWnLsGmE6hzOpVKJdEDk4ExKyYPE6o5fUr5dbeAgWnMu/4P2Bu5XtnET7Qd57WHx+bOYiXJAI07JOkuFnLPUfGgmHatzaxgpeTSjPGrTNsPzPEJP8czBPfyf/+z7qVZW3hstfPAQURC+KFy5X+d7fu0vuHJvgTjLiJKMSujTjtPeiWfcQJttgLFKQJKZzk6HAY9jURiGFJBt1qMXvqcItKYdp3mKaIW9zLXOisq++7Ikt8BwFi8orbh0x8NQdgnNDNyQITiXpZi4idKaUhiQut50lW03Om2oS6/jKUfFg0ZiOjuk8/c0OTrCXKMFShH6HqVA02hGWJMR+JpKqYTC8VP/8L/k7/4tMbMTBiOiIHxR+dRn3+bnPvMWvoaFdoKzjmrZJ8vyzqI0MygF1vT4ReSrPpdHBpDn+pWiVg6IkhRjXBExhL6XWyvhiNIMzPCiM3Su+IcVg10+XWzw0IDLIoy1KL+0VMiN6ji/3J9qcg7PtEkNKO3l+xX6Fuo4atrQMq5YH6qcpeZZGhmUtc1tPlxvZGHjFtr3enym8lWhpSLtVtaWKMktzj0MxjnKvubgo9v5l//8f2DNZP9gnCAsIqIgfNG5O9fi+/7lC7xx+R5RmpKmhmpp0fpaMVIOchfVnh0Ni75GywbbYGDEMFoO+lpd8x+wfStDl17CUfGhnQ5qb3VkcQuMQQXh0OK0aS2gOhYWzlpc0iQMSz3pJ2cNpl0v5hNs1MC5fHah7z2ZLH9OpXqK1c4abNzMp5OLHQgGbdJ8p/LiY9IE7fl4itwsLzNsXDPOJ7/nm/nPP/bswM8gCN2IKAhfMl4+d4cf/tcvc+nuPHFqGCv7LHSmnp1zBJ5XbGZTnUnn3B57+cTzEPtta/pEBMijjmTgZhqctfjakdk8DeV19k6nnQ1si8t0VpphyFrzYAzaD/smn7sJsybNKCpmFJZj2gtoLyimjLVNSOP8+1FK9zx3NVC045TFbl2bdB6nPWolj0azzeqxKl//kSP89Pd/B563soeTICwioiB8yfmlP36LX/vT09xdaBN6+VRznOZ7D2qloNjlrLRmpBRQb7XpscPozDr0zSjgwLqBltbVkk+7HXW5sVIIS+6dZIbXGLK8ULvcwM4mbZzJ0GGZUFmMBTPIsimNqQbQMh4uaeNcr3GeTdq4LOtbsONMRqgyMudRCUChqLejPBro2pDmsgSnPEqBRxy1Ga9VeHznVn7uf/xOtm/eMPAzCcIwRBSEvxYW2gn/+Lde5PmzN0kSA86Q2bwWUAv9Qhggn0lI0gRjLL6nyayjEvoo5/J5CEURTAS+JtTQaOeCEfoa31O0ogRnLaGvSbP+tldfQ5YmwwvHNsPD5T+bxuD5aL+3U8jGuXgt3q5tRqAtsfV6Yx1nqXmG1Ck8l9EaEMRoE5FZ1bvSM251XF0VnnKMVkKiOCFKEkYrJdpxyo6Na/lnn/h7fOWRxz/3X4IgDEBEQfhr5cq9Ov/oN5/n5PVZmq0kn1tQ4GuFhqU2VAWeM/nMwyLOUQk92nFvxOCcy3cFLCtU5/etUGMwWb7Kc5k5XslTlDxottokabrixjVnMmx7AdCocEARmrxdtepBM07yieOwXNQsKh40Wq0ewSl50Gq1imU4lcAjjtsYpzr7EzRrxmv8wN//ev7e131s6HsThM8HEQXhXcGp67N88ndf5sSV+6SpIcny7hlfO3zfW+qmcaZ34K2zca1vZzQMrEfAYrpoBWEwnWlsB57n0eOy4Sxlz9HOXN/P2biF8jx0UMr3LJSqPZGHy1Js0uq/3aTYqMn4aJV61yIc5SwjJY+FTtTjrKEa5IaDoa8pBx6TozV+4Nu+jm+SFlPhC4SIgvCu4p0bD/ip33uNVy7cwhhHK0k7ran5r6mzDpSjGvpYC1GaFhPJy/2UnHOdqKD/V7waeLSiGLu4uQ1HOfBIjc0twFdazmNtvochCCGLCX090PrCZTE2iUF7+Ra4rohgEWVTAmVJOq2nJZ27pi4a1TWjGJTCZQm1ShmtFXGcsPuR9Xzyuz/Oxz508D/yGxaElRFREN6VzDUjfvzTx/j9Vy7k6SQFUZoRpwYFVEPdY6DnFg9/5/A8j3KgacVZLiK5TwY4KAUaYyyZsZ3JZjMwxaNwVH1oxMuWAFkLJqVWDqjXGyhPD+xMcs7li2/o1K+dyx1WF8kSrMn3NBRzD9bikih3RFU6L6iHnUlu59BYdm2Z5pPf+V/w0Q8d+k//kgVhACIKwruaJM342T94jX/70nka7ZhmlGDJ7bajJCFdZpbnrB04IV0r9RavF8nbVZMh9nl555Dv5amazFiidLlIZEtbz5QiVI52q4ny/D6xsEneOaSU66lLOGtyryTPx6HQShFqRzuOCQOfiVqZfTOb+JHv+kb279r6+X51gvBXQkRBeM/w/OnrfOpP3uLUtfvcX2hhrCP0Ncp1JpiBcujhKUWz1e7bxVALvYHC4JxjrOxjTEYUJ6TZYoFaoXTuXeScHTrAVvbBc/k8QyPpr1UEGtKolaeRVL7noOwrSr7GWUM7TkkzQ+B7pHGE1opaucSGNRN8zXOH+P5v/XpKpeHzD4LwhUREQXjPEacZv/j/vM6fnrjC1ft1WnGKp6AVJUUR2jnHaMmj2U6KFaEAnoZq6NHu1CoWN5EBnUE1O3hewTlsGoH28nSUNYVQdHcr2TQuOphKnsI6S5K5pRSRc/nuiGZHJDqW4WXfoxUnrJuo8eGDj/KJj381u7dt+iJ+i4IwGBEF4T3NXDPiV/7kDT775mWu3KsTJymVQBMtdjBZS6Bdz6Y25xyjlYBGK+qLJor0k3OgFCXfw1pD6OUHf5KkeMrSTjNYNtOw1LkEvu9jko5fUmcLWsn3SK3F2ryoHWiFsRkTtTIf2reD7/6Gj/Hknpkv7hcmCJ8DEQXhfYO1lv9w4jKfOX6RU1fvcfHWA1pJRuArSp0tbs45PK1Jsoxo0bHV5dFBOfDRGoyxaGdpRxHWMbAQ7SkwSYTWoJXCWNuzIU4rCFT+nlKTi4w1KSXfZ7QS8Nj2jXzNs4f4pr/xDBVZbiO8ixBREN63pJnhD189z2deOc8712eZa+bDZ60oIU6z4jo/8BShB+04KQ525xxKQejlaaBFvyWFox0nJFn3rIRlrOxjjcnrEc6RGovvKWqlkIlaianJUZ7eO8M3fdVRdmye/tJ/GYLweSKiIHyguP2gzv/71iXeuHiL27MLXL8/x/35Js0opZ2kaAWhp7DG0k5SlAKvEyko8mloay1a5fYb4IiTjDDwGK+V2bBqjF2b17Fj4xqe2rONp/dsG7rFTRDejYgoCEIXxhjuzDW4dm+OG/fmWWi1iZK8Kyn0fUaqJUYqIdOT4+zctJa1E4MdTwXhvYqIgiAIglAwuPFaEARB+EAioiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBSIKgiAIQoGIgiAIglAgoiAIgiAUiCgIgiAIBf8/BEk/Whir+4MAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "\n", "def plot_surface(surface, alpha=1.0, ax=None):\n", " \"\"\"Plot surface.\"\"\"\n", " if ax is None:\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", " x = y = gs.arange(-3.0, 3.0, 0.1)\n", " X, Y = gs.meshgrid(x, y)\n", " zs = gs.array(surface.graph(gs.flatten(X), gs.flatten(Y)))\n", " Z = gs.reshape(zs, X.shape)\n", "\n", " ax.plot_surface(gs.to_numpy(X), gs.to_numpy(Y), gs.to_numpy(Z), alpha=alpha)\n", "\n", " ax.set_xlabel(\"X\")\n", " ax.set_ylabel(\"Y\")\n", " ax.set_zlabel(\"Zm\")\n", " return ax\n", "\n", "\n", "ax = plot_surface(surface)\n", "ax.grid(False)\n", "plt.axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the `PullbackMetric` structure to define the Riemannian metric on the surface from the immersion. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<__main__.Surface at 0x73f201491760>" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surface.equip_with_metric(PullbackMetric)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can access the methods from any Riemannian metric, i.e. the Riemannian exp and log maps, the parallel transport, etc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We show the computation of the Riemannian exp map:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([-1.8233, -0.8588])\n" ] } ], "source": [ "point_a = gs.array([-2.0, -2.0])\n", "tangent_vec = gs.array([0.0, 1.0])\n", "\n", "end_point = surface.metric.exp(tangent_vec=tangent_vec, base_point=point_a)\n", "print(end_point)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And visualize the result:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# We first immerse the points and tangent vector into the embedding space R^3\n", "\n", "immersed_point_a = surface.immersion(point_a)\n", "immersed_tangent_vec = surface.tangent_immersion(tangent_vec, point_a)\n", "immersed_end_point = surface.immersion(end_point)\n", "\n", "two_points = gs.vstack([immersed_point_a, immersed_end_point])\n", "\n", "# We plot the results\n", "\n", "ax = plot_surface(surface, alpha=0.3)\n", "\n", "ax.plot(\n", " immersed_point_a[0],\n", " immersed_point_a[1],\n", " immersed_point_a[2],\n", " label=\"Initial point\",\n", " marker=\"o\",\n", " linestyle=\"None\",\n", ")\n", "\n", "arrow = viz.Arrow3D(immersed_point_a, vector=immersed_tangent_vec)\n", "arrow.draw(ax, color=\"black\", label=\"Tangent vector\")\n", "\n", "ax.plot(\n", " immersed_end_point[0],\n", " immersed_end_point[1],\n", " immersed_end_point[2],\n", " label=\"End point\",\n", " marker=\"o\",\n", " linestyle=\"None\",\n", ")\n", "\n", "ax.set_title(\"Riemannian exponential map on a surface\")\n", "ax.legend()\n", "ax.grid(False)\n", "plt.axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we show the computation of the parallel transport on the surface. Again, note that `step`, `n_steps`, `tol` and `alpha` are integration parameters that control the efficiency-accuracy tradeoff of the computation." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing time for parallel transport: 0.86 secs\n" ] }, { "data": { "text/plain": [ "{'transported_tangent_vec': tensor([-0.3905, 0.7464]),\n", " 'end_point': tensor([-1.8366, -0.8667]),\n", " 'trajectory': [[]]}" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "point_a = gs.array([-2.0, -2.0])\n", "tangent_vec = gs.array([0.0, 1.0])\n", "tangent_vec_to_transport = gs.array([-0.6, 0.6])\n", "\n", "time_start = time.perf_counter()\n", "\n", "surface.metric.exp_solver.integrator.step = \"rk4\"\n", "surface.metric.exp_solver.integrator.n_steps = 20\n", "surface.metric.log_solver.optimizer.tol = 1e-14\n", "\n", "parallel_transport = surface.metric.ladder_parallel_transport(\n", " tangent_vec=tangent_vec_to_transport,\n", " direction=tangent_vec,\n", " base_point=point_a,\n", " alpha=2,\n", ")\n", "time_elapsed = time.perf_counter() - time_start\n", "print(f\"Computing time for parallel transport: {time_elapsed:5.2f} secs\")\n", "\n", "display(parallel_transport)\n", "\n", "transported_tangent_vec = parallel_transport[\"transported_tangent_vec\"]\n", "end_point = parallel_transport[\"end_point\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We visualize the result of the parallel transport." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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FDcYY3nnnHSxcuBAfffQRvvjiC1xxxRV47LHHsHDhQqSnpwfGt/wCwYD/8xGEyspKDB8+HBkZGbj33nvRo0cPJCcn4+eff8add965W++Cue9tt92G0aNH++7THKmwLRpoNn+4U045BU8//XTC/PwePXpg6dKlGDlyZItW/C5fvhxr1qzByy+/jEsvvdTa3pQlfEvgo48+QkNDAz788EPHTKolXCKAmHW7sWbNGssVV1FRgTlz5mD69OmYMmVKwuOC0Bxt2NHcz8aetNFSz00kEsGYMWMwZswYcM4xadIkPPfcc/jrX//qeMHXrl2LU045xfpcXV2NoqIinHXWWQCAbt26AQDy8/PRvXt3a79oNIqNGzfitNNOa1J/dufedOvWDV999RV27drlWC2YLhGzT3uLd955B927d8e7777r6J85O24Kjj/+eBx//PG4//778frrr2PChAl48803cdVVV1kreneWlnulsyeYN28eduzYgXfffRcnn3yytX3jxo2O/Uy32q+//hr4W5m/q6qqTf499wQtnpI6YsQIHHvssXjyySdRX18fuN/48eNRWFiIF154wfNdXV0dampqmqU/5mzFPjshIk/a128Fv/5UVVVh1qxZLXK+999/3+F3/OGHH7Bo0SKceeaZgf0BgCeffLLJ52iONuxo7mfDzCZyDwKJ0BLPjTs9V5IkK2PF7d54/vnnHT7xmTNnQtM063c77bTTEIlE8Pe//93Rx3/961+oqqrC7373uyb1KS0trcn35ayzzoKu63j66acd25944gkwxqy+7S387v2iRYuwYMGCRo+tqKjwPIdmtpJ5j7t16wZZlvHtt9869nvmmWf2ptsA/PsejUY9bR999NE47LDD8OSTT3ruv3lsTk4ORowYgeeeew5FRUWec5WWlu51f4HfICUVAG6//XaMGzcOL730km9QEgAuueQS/Pvf/8af/vQnzJ07F8OGDYOu61i9ejX+/e9/44svvrDcUnuDww8/HD169MBtt92GwsJCZGRk4D//+U+TffLNjVGjRlmzxWuvvRbV1dV44YUXkJOT4/vD7y169uyJE088Eddddx0aGhrw5JNPIisrC3fccQcAICMjAyeffDIefvhhxGIxdOrUCV9++aVnZpMIzdGGHc39bKSkpKBfv35466230Lt3b7Rt2xZHHHFEQn9uSzw3V111FcrLy3Hqqaeic+fO2LRpE2bMmIEjjzzS8subiEajGDlyJMaPH4/8/Hw888wzOPHEE/H73/8egEg4uPvuuzF9+nScccYZ+P3vf2/tN2TIEMuH3RgGDx6MmTNn4m9/+xt69uyJnJwcK6DvxpgxY3DKKafgf/7nf1BQUIBBgwbhyy+/xAcffICbb77ZEVTeG5x99tl49913MXbsWPzud7/Dxo0b8eyzz6Jfv36orq5OeOzLL7+MZ555BmPHjkWPHj2wa9cuvPDCC8jIyLBWWa1bt8a4ceMwY8YMMMbQo0cPfPzxx83inz/hhBPQpk0bXHbZZbjpppvAGMOrr77qMVSSJGHmzJkYM2YMjjzySFx++eXo0KEDVq9ejRUrVuCLL74AIGK2J554IgYMGICrr74a3bt3x/bt27FgwQJs3boVS5cu3es+N3tKql/ql67r1KNHD+rRo4eVfudOOyQiikaj9NBDD1H//v0pKSmJ2rRpQ4MHD6bp06dTVVWVtR8Auv766x3HmuljjzzyiGO7mW729ttvW9tWrlxJp512GqWnp1O7du3o6quvttLj3OlnaWlpnutxp5UGndvsqz310S8l9cMPP6SBAwdScnIy5eXl0UMPPUQvvviiJ1WzW7du9Lvf/c5zDr976Ya9j4899hh16dKFkpKS6KSTTqKlS5c69t26dSuNHTuWMjMzqXXr1jRu3Djatm1b4LW4U/B2p42mpKQSNf3ZaEpKKhHRf//7Xxo8eDBFIhFHn4J+c6Lmf27eeecdGjVqFOXk5FAkEqGuXbvStddeS0VFRZ77880339A111xDbdq0ofT0dJowYQLt2LHDc46nn36aDj/8cFJVldq3b0/XXXedJ8Vx+PDh1L9/f99rLC4upt/97nfUqlUrAtDoc7Vr1y7685//TB07diRVValXr170yCOPONIoifzfWaKm/V6cc3rggQeoW7dulJSUREcddRR9/PHHdNlll1G3bt0SHvvzzz/ThRdeSF27dqWkpCTKycmhs88+m3788UfHfqWlpfSHP/yBUlNTqU2bNnTttdfSr7/+2uTflij4fZg/fz4df/zxlJKSQh07dqQ77riDvvjiC9802O+//55OP/10atWqFaWlpdHAgQM9Kbvr16+nSy+9lHJzc0lVVerUqROdffbZ9M477yS8F00FI2rGCGWI/RYFBQU47LDD8Mgjj+C2227b190J0US89NJLuPzyy7F48eJmWSmHCNEYQj2FECFChAhhITQKIUKECBHCQmgUQoQIESKEhTCmECJEiBAhLIQrhRAhQoQIYSE0CiFChAgRwkJoFEKECBEihIXQKIQIESJECAuhUQgRIkSIEBZCoxAiRIgQISyERiFEiBAhQlgIjUKIECFChLDQrNTZuq43qw5qiBAhWhaqqu6WumCIgx/NYhSICMXFxbslWhIiRIj9A5mZmcjNzW1RxcMQBw6axSiYBiEnJwepqanhwxUixAEAIkJtba0lJtOhQ4d93KMQ+wP22ijoum4ZhKysrOboU4gQIX4jpKSkAABKSkqQk5MTupJC7H2g2YwhmLq3IUKEOLBgvrthPDAE0IzZR6HLKESIAxPhuxvCjjAlNUSIECFCWAiNQogQIUKEsLD/GAWuA9vnAQVviP9zfV/3yAPGGN5///2E+0ycOBHnnntuk9ssKCgAYwxLlizZq741hmnTpuHII49s0XOECBHiwMf+YRS2vAt8mAfMOQX470Xi/x/mie0thN0dvAGgqKgIZ555JoDgwfypp57CSy+91DydbEbcdtttmDNnzm4dk5eXhyeffLJlOhQiRIj9EvveKGx5F/jufKB2q3N7baHY3oKGYXeRm5uLpKSkhPu0bt0amZmZv02HdgPp6elhynCIECEaRcsYBSJAq2n8L7oT+PEmAH4y0ca2HyeL/ZrS3l7ITY8YMQI33XQT7rjjDrRt2xa5ubmYNm2aYx+7++iwww4DABx11FFgjGHEiBEAvCuQzz//HCeeeCIyMzORlZWFs88+G+vXr9+tvuXl5eG+++7DhRdeiLS0NHTq1An/+Mc/HPts3rwZ55xzDtLT05GRkYHx48dj+/bt1vdu95HZz0cffRQdOnRAVlYWrr/+eistccSIEdi0aRP+/Oc/gzEWZqiECHGIoFm5jyzotcC/05uhIQLqtgLvtG7a7uOrASVtj8/28ssv45ZbbsGiRYuwYMECTJw4EcOGDcPpp5/u2feHH37Asccei6+++gr9+/dHJBLxbbOmpga33HILBg4ciOrqakyZMgVjx47FkiVLIElNt8mPPPII7rnnHkyfPh1ffPEFJk+ejN69e+P0008H59wyCN988w00TcP111+PCy64APPmzQtsc+7cuejQoQPmzp2LdevW4YILLsCRRx6Jq6++Gu+++y4GDRqEa665BldffXWT+xkiRIgDGy1jFA5QDBw4EFOnTgUA9OrVC08//TTmzJnjaxSys7MBAFlZWcjNzQ1s8w9/+IPj84svvojs7GysXLkSRxxxRJP7NmzYMNx1110AgN69e2P+/Pl44okncPrpp2POnDlYvnw5Nm7ciC5dugAAXnnlFfTv3x+LFy/GkCFDfNts06YNnn76aciyjMMPPxy/+93vMGfOHFx99dVo27YtZFlGq1atEl5fiBAhDi60jFGQU8WsvTGUfAvMO6vx/UZ8CuSc3LTz7gUGDhzo+NyhQweLF2ZPsXbtWkyZMgWLFi1CWVkZOOcAhLtnd4zC0KFDPZ/NIPCqVavQpUsXyyAAQL9+/ZCZmYlVq1YFGoX+/fs7aA06dOiA5cuXN7lPIUKEOPjQMkaBsaa5cXJHAamdRVDZN67AxPe5owCp5TlZVFV1np0xaxDfU4wZMwbdunXDCy+8gI4dO4JzjiOOOALRaHSv2m0OtMT1hggR4sDGvs0+kmRg8FPGB3cg0/g8+MnfxCDsLswYgq4H11Ps2LED+fn5+Mtf/oKRI0eib9++qKio2KPzLVy40PO5b9++AIC+fftiy5Yt2LJli/X9ypUrUVlZiX79+u3R+QBxjYmuL0SIEAcf9n1KapfzgJPeAVI7Obendhbbu5y3b/rVCHJycpCSkoLPP/8c27dvR1VVlWefNm3aICsrC88//zzWrVuHr7/+GrfccssenW/+/Pl4+OGHsWbNGvzjH//A22+/jcmTJwMATjvtNAwYMAATJkzAzz//jB9++AGXXnophg8fjmOOOWaPrzEvLw/ffvstCgsLUVZWtsfthAgR4sDBvjcKgBj4f18AjJwLnPC6+P/vN+63BgEAFEXB3//+dzz33HPo2LEjzjnnHM8+kiThzTffxE8//YQjjjgCf/7zn/HII4/s0fluvfVW/PjjjzjqqKPwt7/9DY8//jhGjx4NQLh9PvjgA7Rp0wYnn3wyTjvtNHTv3h1vvfXWXl3jvffei4KCAvTo0cMKrIcIEeLgBiPai+R+APX19di4cSMOO+wwJCcnN1e/QtiQl5eHm2++GTfffPO+7kqIgxDhOxzCjv1jpRAiRIgQIfYLhEYhRIgQIUJYCIvXDgAUFBTs6y6ECBHiEEG4UggRIkSIEBZCoxAiRIgQISyERiFEiBAhQlgIjUKIECFChLAQGoUQIUKECGEhNAohQoQIEcJCaBRChAgRIoSFQ9IomPKSQX9uGc79GXaJ0H2JESNGtCgNh1vmdE8xb948MMZQWVm5123t73jppZf2S73wEPs3DsnitaKiIuvfb731FqZMmYL8/HxrW3p6c0iJhtgTRKPRQGnTQ7EfewpTaztEiN0G7SXq6upo5cqVVFdX5/0yVv3b/e0hZs2aRa1bt7Y+r1u3jn7/+99TTk4OpaWl0THHHEOzZ892HNOtWze6//776fLLL6f09HTq0qULPffcc4595s+fT4MGDaKkpCQaPHgwvffeewSAfvnlF2uf5cuX0xlnnEFpaWmUk5NDF198MZWWllrfDx8+nG688Ua6/fbbqU2bNtS+fXuaOnWqox8Q6kQEgLp16+Z7jUOHDqU77rjDsa2kpIQURaFvvvmGiIjq6+vp1ltvpY4dO1Jqaiode+yxNHfuXMcx33//PQ0fPpxSUlIoMzOTRo0aReXl5XTZZZc5+gGANm7cSERE8+bNoyFDhlAkEqHc3Fy68847KRaLOa7x+uuvp8mTJ1NWVhaNGDHC0/+pU6d62jf7tmzZMjrllFMoOTmZ2rZtS1dffTXt2rXL9z5s3LjR085ll12WsB+PPfYYHXHEEZSamkqdO3em6667ztG++fx8/vnndPjhh1NaWhqNHj2atm3bZu0zd+5cGjJkCKWmplLr1q3phBNOoIKCAuvaBg0aRM8++yx17tyZUlJSaNy4cVRZWWkdr+s6TZ8+nTp16kSRSIQGDRpEn332mee63nzzTTr55JMpKSmJZs2a5blW+7NjR8J3OMQhh5Y1Cq/ht/vbQ7iNwpIlS+jZZ5+l5cuX05o1a+gvf/kLJScn06ZNm6x9unXrRm3btqV//OMftHbtWnrwwQdJkiRavXo1ERFVVVVR27Zt6eKLL6YVK1bQp59+Sr1793YYhYqKCsrOzqa7776bVq1aRT///DOdfvrpdMopp1jnGT58OGVkZNC0adNozZo19PLLLxNjjL788ksiEgM7AJo1axYVFRVRSUmJ7zU+/fTT1LVrV+KcW9tmzJjh2HbVVVfRCSecQN9++y2tW7eOHnnkEUpKSqI1a9YQEdEvv/xCSUlJdN1119GSJUvo119/pRkzZlBpaSlVVlbS0KFD6eqrr6aioiIqKioiTdNo69atlJqaSpMmTaJVq1bRe++9R+3atXMMTsOHD6f09HS6/fbbafXq1dY9tGPXrl00fvx4OuOMM6z2GxoaqLq6mjp06EDnnXceLV++nObMmUOHHXaYNdC7oWka/ec//yEAlJ+fT0VFRdbgG9SPJ554gr7++mvauHEjzZkzh/r06UPXXXed4/lRVZVOO+00Wrx4Mf3000/Ut29fuuiii4iIKBaLUevWrem2226jdevW0cqVK+mll16ynqepU6dSWloanXrqqfTLL7/QN998Qz179rSOJyJ6/PHHKSMjg9544w1avXo13XHHHaSqqvXbmEYhLy+P/vOf/9CGDRuooKCAnnzyScrIyLDuWZCxDI1CCDtCo+AyCn7o378/zZgxw/rcrVs3uvjii63PnHPKycmhmTNnEhHRzJkzKSsry3FPXnjhBYdRuO+++2jUqFGO82zZssUasIjEQHXiiSc69hkyZAjdeeed1mcA9N577yXsv7kq+Pbbb61tQ4cOtdrZtGkTybJMhYWFjuNGjhxJd999NxERXXjhhTRs2LDAcwwfPpwmT57s2HbPPfdQnz59HMboH//4B6Wnp5Ou69ZxRx11VML+ExFddtlldM455zi2Pf/889SmTRuqro6vFD/55BOSJImKi4t925k7dy4BoIqKCk//m9KPt99+m7KysqzP5ox83bp11rZ//OMf1L59eyIi2rFjBwGgefPm+bY3depUkmWZtm7dam377LPPSJIkKioqIiKijh070v333+84bsiQITRp0iQiihuFJ5980rFPU55totAohHCiZWMK46tbtPmWQHV1NaZNm4ZPPvkERUVF0DQNdXV12Lx5s2O/gQMHWv9mjCE3NxclJSUAgPz8fAwcONDBTX/sscc6jl+6dCnmzp3rG79Yv349evfu7TkPAHTo0ME6T1ORnZ2NUaNG4bXXXsNJJ52EjRs3YsGCBXjuuecAAMuXL4eu69Y5TTQ0NCArKwsAsGTJEowbN263zrtq1SoMHToUjMWlVocNG4bq6mps3boVXbt2BQAMHjx4t9q1tz9o0CCkpcX1wIcNGwbOOfLz89G+ffvdas+vH1999RUefPBBrF69Gjt37oSmaaivr0dtbS1SU1MBAKmpqejRo4d1jP03atu2LSZOnIjRo0fj9NNPx2mnnYbx48ejQ4cO1v5du3ZFp05x5cGhQ4da15Camopt27Zh2LBhjn4NGzYMS5cudWzbG5W9ECFMtKxRUNIa32c/w2233YbZs2fj0UcfRc+ePZGSkoLzzz8f0WjUsd/eit5XV1djzJgxeOihhzzf2QeMvT2PiQkTJuCmm27CjBkz8Prrr2PAgAEYMGCA1RdZlvHTTz9Blp162KbRSklJ2e1zNhX2QX1fwt2PgoICnH322bjuuutw//33o23btvj+++9x5ZVXIhqNWkbB7zcim3bVrFmzcNNNN+Hzzz/HW2+9hb/85S+YPXs2jj/++Bbtf4gQe4JDMiU1EebPn4+JEydi7NixGDBgAHJzc3eburpPnz5Yvnw5GhoarG2LFy927HP00UdjxYoVyMvLQ8+ePR1/u/Nyq6oKXdcb3e+cc85BfX09Pv/8c7z++uuYMGGC9d1RRx0FXddRUlLi6Utubi4AsWKZM2dOYPuRSMTTj759+2LBggWOAXL+/Plo1aoVOnfu3ORrTNT+0qVLUVNT42hfkiT06dMnsB0ATbpnP/30EzjneOyxx3D88cejd+/e2LZt227128RRRx2Fu+++G//9739xxBFH4PXXX7e+27x5s6PdhQsXWteQkZGBjh07Yv78+Y725s+fj379+iU8p989CxGiMYRGwYVevXrh3XffxZIlS7B06VJcdNFFuz0zN4+55pprsGrVKnzxxRd49NFHAcBypVx//fUoLy/HhRdeiMWLF2P9+vX44osvcPnll+/Wi5yXl4c5c+aguLgYFRUVgfulpaXh3HPPxV//+lesWrUKF154ofVd7969MWHCBFx66aV49913sXHjRvzwww948MEH8cknnwAA7r77bixevBiTJk3CsmXLsHr1asycORNlZWVWPxYtWoSCggKUlZWBc45JkyZhy5YtuPHGG7F69Wp88MEHmDp1Km655RZI0u49enl5eVi2bBny8/NRVlaGWCyGCRMmIDk5GZdddhl+/fVXzJ07FzfeeCMuueSSQNdRt27dwBjDxx9/jNLSUlRXB7s4e/bsiVgshhkzZmDDhg149dVX8eyzz+5Wvzdu3Ii7774bCxYswKZNm/Dll19i7dq16Nu3r7WPeQ1Lly7Fd999h5tuugnjx4+3DPLtt9+Ohx56CG+99Rby8/Nx1113YcmSJZg8eXKj96y6uhpz5sxBWVkZamtrd6vvIQ5R7G1Q4kAPUrmDcRs3bqRTTjmFUlJSqEuXLvT00097gqjdunWjJ554wtHOoEGDHFk18+fPp4EDB1IkEqHBgwfT66+/TgAc2TVr1qyhsWPHUmZmJqWkpNDhhx9ON998sxWY9QvennPOOY7smg8//JB69uxJiqIEpqSa+PTTTwkAnXzyyZ7votEoTZkyhfLy8khVVerQoQONHTuWli1bZu0zb948OuGEEygpKYkyMzNp9OjRVsA2Pz+fjj/+eEpJSdntlFTzGqMxLbDvJSUldPrpp1N6evoep6SauPfeeyk3N5cYY46UVPe9JhKZPx06dKCUlBQaPXo0vfLKK45AtV8w10w/JiIqLi6mc889lzp06ECRSIS6detGU6ZMsQLtZkrqM888Qx07dqTk5GQ6//zzqby83GpP13WaNm0aderUiVRVDUxJtac7m/jTn/5EWVlZYUpqiCaDEdnW9nuAUPS7aXjttddw+eWXo6qqqkX98wcqiAg/r9mMwX267euu/KaYNm0a3n//fSxZsmSf9SF8h0PYcUhWNP8WeOWVV9C9e3d06tQJS5cuxZ133onx48eHBiEAVTV1KKuqxvaKnWjfJmNfdydEiEMWoVFoIRQXF2PKlCkoLi5Ghw4dMG7cONx///37ulv7LcoqhW9/3dYS5GS2cqSxhggR4rdD6D4KsV9gwYoN2FlTBwA44rBO6JSduW87dAghfIdD2BFmH4XY54jGNMsgAMC6wpI9qsUIESLE3iM0CiH2OUqrnGmh9dEYtpQEp9eGCBGi5RAahRD7HDsqqz0xhPXbyqCFhVchQvzmCI1CiH0KIkLZzhrIrmK2mKZh47Yd+6hXIUIcugiNQoh9iqqaOsQ0HTFNh+RaLRRs34H6aCgWEyLEb4nQKITYpyg1UlFNKVQ7OOdYX1i6L7oVIsQhi9AohNinMI0CAOicIDHnI1lYWoldtfW/dbdChDhkcUgaBXNWGvQ3bdq0fd3FJoMxhvfff39fdwMjRozAzTffvFvH1Edj3gHfVbNGRFizefvedS5EiBBNxiFZ0VxUVGT9+6233sKUKVOQn59vbfMTvgnR/Cir8jKUNkRjSEmKWJlHiiKjrKoaO6qqkdU6/F1ChGhptOhKoaam5jf72x3k5uZaf61bt7aU03Jzc1FTU4MJEyagffv2SE9Px5AhQ/DVV185js/Ly8MDDzyAK664Aq1atULXrl3x/PPPO/b573//iyOPPBLJyck45phj8P7774Mx5iA++/XXX3HmmWciPT0d7du3xyWXXGJRUQNi9n3TTTfhjjvuQNu2bZGbm+tYxeTl5QEAxo4dC8aY9dmNE044AXfeeadjW2lpKVRVxbfffgtAqKzddttt6NSpE9LS0nDcccdh3rx5jmPmz5+PESNGIDU1FW3atMHo0aNRUVGBiRMn4ptvvsFTTz1lrbZMDYpvvvkGxx57LJKSktChQwfcdddd0DRN9KGyGvfccw+effY5vPDCC5gwYQKmTpkC4iSk5gHAKLhfvbkYe1l8HyJEiCagRY1Cenr6b/bXXKiursZZZ52FOXPm4JdffsEZZ5yBMWPGeOQ4H3vsMRxzzDH45ZdfMGnSJFx33XXWamPnzp0YM2YMBgwYgJ9//hn33XefZ1CurKzEqaeeiqOOOgo//vgjPv/8c2zfvh3jx4937Pfyyy8jLS0NixYtwsMPP4x7770Xs2fPBhAX7pk1axaKioo8Qj4mJkyYgDfffNMxqL711lvo2LEjTjrpJADADTfcgAULFuDNN9/EsmXLMG7cOJxxxhlYu3YtACHHOXLkSPTr1w8LFizA999/jzFjxkDXdTz11FMYOnQorr76ahQVFaGoqAhdunRBYWEhzjrrLAwZMgRLly7FzJkz8a9//Qt/+9vfoOvcWil8/fUcKIqKhx5+GJOuvx46EWRFPJqaUdlcXduAbWWVu/djhggRYvext9zbibjYIeZ7v8nfnqIp4ub9+/enGTNmWJ+7detGF198sfWZc045OTk0c+ZMIiKaOXMmZWVlOe7JCy+84OC8v++++2jUqFGO82zZsoUAUH5+PhEJjv8TTzzRsc+QIUPozjvvtD4DoPfeey9h/0tKSkhRFPr222+tbUOHDrXa2bRpE8myTIWFhY7jRo4cSXfffTcREV144YU0bNiwwHP46RHcc8891KdPH0sfgkiI2qenp1PRjkr6fNEKOnrkOXT40NPp80UrHH9f/LCSvvxhBX2+8Ffrb+7Pq0nT9ITXGmL3EeophLCjRWMKiVSt9ldUV1dj2rRp+OSTT1BUVARN01BXV+dZKQwcOND6t+l+MsXa8/PzMXDgQAe52LHHHus4funSpZg7d67vKmf9+vXo3bu35zyAUxS+qcjOzsaoUaPw2muv4aSTTsLGjRuxYMECPPfccwCA5cuXQ9d165wmGhoakJWVBUCsFMaNG7db5121ahWGDh3qSDUdNmwYqqursSJ/PSCL+9OjZ0/PsUQERZbAebyquSGqYWNRGXp2ztmtfoQIEaLpaFGjcCAKid92222YPXs2Hn30UfTs2RMpKSk4//zzEY1GHfv5ibXvDolbdXU1xowZg4ceesjzXYcOHZrtPCYmTJiAm266CTNmzMDrr7+OAQMGYMCAAVZfZFnGTz/9BFmWHceZRqu5dSAqquvRqrUwCslJSb77cJ8YwoaiMnTKzkRKUqRZ+xMiRAiBQzIlNRHmz5+PiRMnYuzYsRgwYAByc3OtoGlT0adPHyxfvhwNDQ3WNre//+ijj8aKFSuQl5eHnj17Ov52x5iqqtokTedzzjkH9fX1+Pzzz/H6669jwoQJ1ndHHXUUdF1HSUmJpy+mTvDAgQMxZ86cwPb9ROL79u2LBQsWOGIZ8+fPR6s2WUjLaN1onzWdQ3EZKeKENVvCFNUQIVoKoVFwoVevXnj33XexZMkSLF26FBdddNFuz8zNY6655hqsWrUKX3zxBR599FEAsFwp119/PcrLy3HhhRdi8eLFWL9+Pb744gtcfvnlTRrkTeTl5WHOnDkoLi5GRUUws2haWhrOPfdc/PWvf8WqVatw4YUXWt/17t0bEyZMwKWXXop3330XGzduxA8//IAHH3wQn3zyCQDg7rvvxuLFizFp0iQsW7YMq1evxsyZM61sqby8PCxatAgFBQUoKysD5xyTJk3Cli1bcOONN2L16tX44IMPMHXqVFx+zSRIjEFRZN++AoAiS2AM0LgOFy0SinfsRMWu3cs4CxEiRNMQGgUXHn/8cbRp0wYnnHACxowZg9GjR+Poo4/erTYyMjLw0UcfYcmSJTjyyCPxP//zP5gyZQoAWHGGjh07Yv78+dB1HaNGjcKAAQNw8803IzMzE5J7FEyAxx57DLNnz0aXLl1w1FFHJdx3woQJWLp0KU466SR07drV8d2sWbNw6aWX4tZbb0WfPn1w7rnnYvHixdZ+vXv3xpdffomlS5fi2GOPxdChQ/HBBx9AUYQH8rbbboMsy+jXrx+ys7OxefNmdOrUCZ9++il++OEHDBo0CH/6059w5ZVX4g8XXgIAiGm6lXLqBiG+nTHv/Vi1KUxRDRGiJRAqr/1GeO2113D55ZejqqrqkNZprm2I4rul66zPiix7KLKJSBQ226qbZSZBt6/YGNCvWwd0ad+2ZTt8CCB8h0PYcUhWNP8WeOWVV9C9e3d06tQJS5cuxZ133onx48cf0gYBAEoqdjk+x3QdEphjZSBLEjg5XXZkZR8LS6HIEtZs2Y72bTMQUcPHOESI5kL4NrUQiouLMWXKFBQXF6NDhw4YN24c7r///n3drX2O7S6jwADIsuRYLUgSA3eFVTgRFEWGphnGgoRBWbu1BP0P69jCvQ4R4tBB6D4K8ZuhIaZh3i9rfL+TZQm6LgZ8xuAfLzAWCkQECYC5ljjhiB7ISDu0V2B7g/AdDmFHGGgO8ZvBTpPthmkDEtZhMBGDUCQJ9j1WFhSFQecQIZoJoVEI8Zthe8XOwO8455BlCbIEj9iOHTFNE0sJGyqra1FYWtlc3QwR4pBGaBRC/CaIaRp27KxNuI+DHTUAjDG35AIAIH9zMaIxbc87GCJECAChUQjxG0G4jhKP+DqRR2THDQaGqKZBdtVyxHQd+ZuL97KXIUKECI1CiN8E2yuqIfsUodmhyBL0RorHZVmKxx1cNqawrBLlO8NK5xAh9gahUQjR4tB0HWVV1dCMuEEwmGBHTUB/YUakCfDdb2XBtj0iDAwRIoTAfmMUdK5jXsE8vLH8DcwrmAfdnah+gGDevHlgjKGysrJFzzNx4kSce+65LXqO5kJpZbXFeBrkQCLA4nyKxXhgsFmzLSV0XYc7wlDXEMOGbWXuw0KECNFE7BdG4d1V7yLvqTyc8vIpuOjdi3DKy6cg76k8vLvq3RY758SJEy3pSPvfGWec0WLnbE489dRTeOmll3brGMYY3n///RbpTyLYC9Y4J9/VgmLbxhg8MQNAbLNXPhNEoZsdEgM2bCtBdV0DQoQIsfvY50bh3VXv4vx/n4+tO7c6thfuLMT5/z6/RQ3DGWecYclHmn9vvPFGi52vOdG6dWtkZmbu6240CuE6cvr5/UoK3DP+mKZ7iAElnyi0zrnDoGg6B+eEFRsKw9qFECH2AC1iFIgINdGaRv921u/ETZ/d5Jj9WW0Y2yZ/Nhk763c2qb3dHQSSkpKQm5vr+GvTpo31PWMM//znPzF27FikpqaiV69e+PDDDx1tfPrpp+jduzdSUlJwyimnNEl7gTGGmTNn4swzz0RKSgq6d++Od955x7HP8uXLceqppyIlJQVZWVm45pprHEp2bvfRiBEjcNNNN+GOO+5A27ZtkZubi2nTplnf5+XlAQDGjh0Lxpj1uaVRWlntJLJDnLLCDre70Ew9tf+mOvnHCnQjlVVmzNq/YlcNtpYEU4mHCBHCHy3CfVQbq0X6g16Zyd0FgbB111a0fqhxQRYAqL67GmmR5lV7mz59Oh5++GE88sgjmDFjBiZMmIBNmzahbdu22LJlC8477zxcf/31uOaaa/Djjz/i1ltvbVK7f/3rX/G///u/eOqpp/Dqq6/ij3/8I5YvX46+ffuipqYGo0ePxtChQ7F48WKUlJTgqquuwg033JDQZfTyyy/jlltuwaJFi7BgwQJMnDgRw4YNw+mnn47FixcjJycHs2bNwhlnnOFRWGspFJfv8t2u22IDdooLxz6coCoKNF0HY8xjXEwQEVRVBogc2Uv5m4uQ3aYVkiOq73EhQoTwYp+7j/YlPv74Y6Snpzv+HnjgAcc+EydOxIUXXoiePXvigQceQHV1NX744QcAwMyZM9GjRw889thj6NOnDyZMmICJEyc26dzjxo3DVVddhd69e+O+++7DMcccgxkzZgAAXn/9ddTX1+OVV17BEUccgVNPPRVPP/00Xn31VWzfHqw6NnDgQEydOhW9evXCpZdeimOOOcZSS8vOzgYAZGZmIjc31/rckohpIuvIDwRANVYLiUoTdC7WjH4xBse5YroofrNB0zlWbCjcjR6HCBGiRVYKqWoqqu8O5rkx8e2mb3HW62c1ut+nF32Kk7ud3KTz7g5OOeUUzJw507GtbVsnP//AgQOtf6elpSEjIwMlJSUAhDD9cccd59h/6NChTTq3e7+hQ4diyZIlVruDBg1yyHIOGzYMnHPk5+ejffv2vm3a+woIrWezr/sC9qwjP8R0DjCWcB8igqrIngHfAwYXubbZh13YVlqBjtltAg4MESKEHS1iFBhjTXLjjOoxCp0zOqNwZ6FvXIGBoXNGZ4zqMQqy1PzujrS0NPTs2TPhPqrqdD0kJGzbx9jf+uqmyfaDIkvQtMTpx7rGfZ8PZztCrCciy4i5RHtWbSpC29bpoRspRIgmYJ+6j2RJxlNnPAXAm31ifn7yjCdbxCA0B/r27Wu5kkwsXLiwSce691u4cCH69u1rtbt06VLU1MSzdubPnw9JktCnT5897q+qqrul/7w3iMY0lFbVNC4tSt7f3g1BlJe4HbOFmK570lRjmo5VBdsa63KIECGwH8QUzut7Ht4Z/w46ZXRybO+c0RnvjH8H5/U9r8XO3dDQgOLiYsefKUTfFPzpT3/C2rVrcfvttyM/Px+vv/56k2sH3n77bbz44otYs2YNpk6dih9++AE33HADAKGlnJycjMsuuwy//vor5s6dixtvvBGXXHJJoOuoKcjLy8OcOXNQXFyMioqWzcwprtjVpGwwIv+6BedOIvVUTRAct4ydUW/iRvnOGhSG2UghQjSKfW4UAGEYCiYXYO5lc/H6ea9j7mVzsXHyxhY1CADw+eefo0OHDo6/E088scnHd+3aFf/5z3/w/vvvY9CgQXj22Wc9geogTJ8+HW+++SYGDhyIV155BW+88Qb69esHAEhNTcUXX3yB8vJyDBkyBOeffz5GjhyJp59+eo+u08Rjjz2G2bNno0uXLjjqqKP2qq3GUFQuaLI5p8BZPmNisNd8ZvcmiAia4QLTifsWOcgufQWRteQ0IESEVZu2oa4hugdXEyLEoYNQeW0fgDGG995774Chqdhd1DZE8d2yDdZnSWKCksI1g1ekuAyn2MdLbyFJzriIIstCU8EG1SeOAMBR50BEYIwhKyMNx/Q9LKFmw6GG8B0OYcd+sVIIcXCheIczwMw5IaJ4cxrsWUfcqElwQ2Le+IDs2kYBRW1mPEORZcsI7NhZg03FO5pwFSFCHJoIjUKIZkfhjirPNs2VBcXAPEFvnXuzjDTdXekMMMnOk8REaqsPdM6hKrInjL1mczF21dY3dhkhQhySaJGU1BCJcTBz8lTV1KG23uu3JxLFajEj/VSWGIjcM36CKssWE6oUUMOgcw5FkaFpOhRJQizB/dR0DuYyNJwIy9ZtwdAjejSeHRUixCGG8I0I0azYtiNYh1kM0MIQBBlGTeeWBLMcEHwGhLuJNVL4BgjDwnwG/l219VgTKrWFCOFBaBRCNBs451bWkR+IRM2BlIDHCIBVl6InqGImIqHU1kjdBTMC2IpP2mtB8Q6UVTZeYBcixKGE0CiEaDaUVtU0JsMMTeeB6afxfXQosgQeEEA2QURNKI4jq02/hKOVGwvREI0lbiNEiEMIoVEI0WwoLKsKHHzt8NNF8ID8dRecYGAs2BXFYA9UM0g2am0T9dEYlq3bclDHeUKE2B2ERiFEs6AhpqGsqgYElpCSQpIYGjS9UdoKHYRIAq1mIgLnHDonJPmksgIms2rcAOmu1FiJidjEjqpqbCjcd8SBIQ4uaK46mgMNoVEI0Swo2rHT8hxpnHvqC0zITBKz+wSrBcYYiJNINQ2YwMuSZAWZo5ruez6/M8Q0zapzsLue1m3djvKdjTP7hgiRCJqmYcu2YHr7AwGhUQix28jLy8OTTz7p2La1zF6bwALjBpqhsMaJQwngMrKvItwKbSYcRoAZhsTmAnK6juxdY+CGSbLvTwQsXbs5jC+E2GMQEX5ZsRrJSZF93ZW9wiFpFJhBmhb0Z5exPFjgN5A3Fyp21aLGVpvw5JNPYvp9f/MQ3UmSc+DmRPALQNjTTDWdQ2Lex9SdmaRzjogaNyCyJAXGvIngm7nUENWwdO1mEJFH7nRf4aWXXjogtLhDAKvWbURZeSXatT2wtTsOyeK1oqIi699vvfUWpkyZgvz8fGtbenpcSpSIoOs6lAC/9f6OaDSKSKRlZy6FZd4KZsDrvpEYcxDXcaNYzc5lFKQBYbcfjMF3H2FARO1CY8FugqnB4GynfGfNQVm/YHJPhcV6LYPNhUUo2FKINq0zoKoH5lhhokWfkJpozW/2tzvIzc21/lq3bg3GmPV59erVaNWqFT777DMMHjwYSUlJ+P7777F+/Xqcc845aN++PdLT0zFkyBB89dVXjnbz8vLwwAMP4IorrkCrVq3QtWtXPP/889b30WgUN9xwAzp06IDk5GR069YNDz74oPU9YwwzZ87EmWeeiZSUFHTv3h3vvPOO4xzLly/HqaeeipSUFGRlZeGaa65BdXXcF27OcO+//3507NgRffr0wYgRI7Bp0yb8+c9/tlZDJr7//nucdNJJSElJQZcuXXDTTTc5dBxKSkowZswYpKSk4LDDDsNrr73m6E9M01FsE9N54/XX8fXXX2PRokU46+wxGDPmd1j+63IQCP/814v407V/wvnnj8PVV1+N//u/11DX0GCN9m+88QZuuvEGzJ07F1deeSUu+OMf8fDDj6CmttYKOtfV1uGxRx7FuHHjcNlll+GDDz7APffcg3++8E8QiThBLBbD888/j4kTJ2LcuHG47bZbsXz5cquPc+bMwfl/OB8//PgjJl13HcaPH4dp06aioqIcAPDAY0/hlTfewgcffGDdr3nz5nmeo+effx4dO3b0GKhzzjkHV1xxhfX5gw8+wNFHH43k5GR0794d06dPdwQjKysrce2116J9+/ZITk7GEUccgY8//hjz5s3D5ZdfjqqqKs8qtqKiApdeeinatGmD1NRUnHnmmVi7dq3VprnC+PDDD9GvXz8kJSVh8+bNnmsIsfco2VGO1esLAADZWQf2KgFo4ZVC+oPpje/UTKCpzZtSeNddd+HRRx9F9+7d0aZNG2zZsgVnnXUW7r//fiQlJeGVV17BmDFjkJ+fj65du1rHPfbYY7jvvvtwzz334J133sF1112H4cOHo0+fPvj73/+ODz/8EP/+97/RtWtXbNmyBVu2bHGc969//Sv+93//F0899RReffVV/PGPf8Ty5cvRt29f1NTUYPTo0Rg6dCgWL16MkpISXHXVVbjhhhscOg5z5sxBRkYGZs+eDUDIcg4aNAjXXHMNrr76amu/9evX44wzzsDf/vY3vPjiiygtLcUNN9yAG264AbNmzQIgjMy2bdswd+5cqKqKm266ySHxWVS+0+HKGTt2LLZs3Yra2lpMnjwZMgNS09KgSDJSUlIw+eabkdW2LQo2bcLTT89AakoKLhh/vkV/sa2oCAsXLsSUKVNQXV2Nhx56GO+88w4uueQSMDD881//woqVK/HXv/wVmZmZeO2117B+/Xp0P6w7ABFHeP7ZZ7Fp82bcfvvtyMpqiwULFmLatGmYMWMGOnbsCABoiNbjvffew2233QYC8Pjjj+HFF1/ErbfehrFjx6Jwy2ZIdZV45aUXAXhlWgGhs33jjTdi7ty5GDlyJACgvLwcn3/+OT799FMAwHfffYdLL70Uf//733HSSSdh/fr1uOaaawAAU6dOBeccZ555Jnbt2oX/+7//Q48ePbBy5UrIsowTTjgBTz75pGMla65iJ06ciLVr1+LDDz9ERkYG7rzzTpx11llYuXKlpcBXW1uLhx56CP/85z+RlZWFnJycRp76ELuLql3V+OXX1ZYr8kB3HQGHqPuoKbj33ntx+umnW5/btm2LQYMGWZ/vu+8+vPfee/jwww8tcRwAOOusszBp0iQAwJ133oknnngCc+fORZ8+fbB582b06tULJ554Ihhj6Natm+e848aNw1VXXWWdY/bs2ZgxYwaeeeYZvP7666ivr8crr7xi6Tc//fTTGDNmDB566CFLgCctLQ3//Oc/HW4jWZbRqlUr5ObmWtsefPBBTJgwATfffDMAoFevXvj73/+O4cOHY+bMmdi8eTM+++wz/PDDDxgyZAgA4F//+pelEAcAW0qrHBxFySkpiEQiiMViaNNGvCCKJAHguOCC8dZxOe1zMHbsWHz77XcYe955xj4AwHDzzTcjJSUFgNDRXrp0KS655BI0RBvw9Zw5uPXWWzFwkNCjnjx5Mi6beJnVbmlpKb78cjZeemkW2hgD+dixY/Hzzz/jq6++wqWXXgoGgq4Trp90PXJzc6EqEn73u7Px5ptvAgBSUlKgRJJQF0tDVrt2vuytANCmTRuceeaZeP311y2j8M4776Bdu3Y45ZRTAAjdjLvuuguXXSb62L17d9x333244447MHXqVHz11Vf44YcfsGrVKvTu3dvax4R9JWvCNAbz58/HCSecAAB47bXX0KVLF7z//vsYN24cACAWi+GZZ55xPLchmg919fVYvHSFlSGXkpKM1q1+u4lwS6FFjUL13Qduit8xxxzj+FxdXY1p06bhk08+QVFRETRNQ11dnWdJPnDgQOvf5stszqwnTpyI008/HX369MEZZ5yBs88+G6NGjXIcP3ToUM/nJUuWAABWrVqFQYMGWQYBAIYNGwbOOfLz8y2jMGDAgCbFEZYuXYply5Y5XEJm/v/GjRuxZs0aKIqCwYMHW98ffvjhVuCzoroO1XUNgqMowUKNEwcnwnfffY+PPvoIxcVFqK+rh851pKakCu+RqEJDTk6OZRAAoG3bNqiqEjGLwsJtiEUb0LtPb+v71LRUdOrU2fq8adMmEOm45pprwGwZULGYhlatWgEAJCYhKSnJGmhjGkdWVltUVVUCiGc/cTAsWbMJx/TtHqi/MGHCBFx99dV45plnkJSUhNdeew1//OMfLd/90qVLMX/+fNx///3WMbquo76+HrW1tViyZAk6d+5sGYSmYNWqVVAUBccdd5y1LSsrC3369MGqVausbZFIxPE8hmg+xGIaFi9dgWg0akwaZGRltj4odDpa1CikRdIa32k/hX3gBYDbbrsNs2fPxqOPPoqePXsiJSUF559/PqJRJyOouXQ3YQ+cHn300di4cSM+++wzfPXVVxg/fjxOO+00T9ygufsehOrqalx77bW46aabPN917doVa9asSXj81tJKACITSGYMekBVsMQY8levxmOPPYqLLroIRx91NFLT0vDdt9/ivfffN9rgAAiye1buDjxLDCyBAaqvr4MkK3jyqacQURVHINkUkCEiyD7KbOZ57M3vqKzG6k3b0DfPKRdrYsyYMSAifPLJJxgyZAi+++47PPHEE9b31dXVmD59Os47z6simJyc7DCAzY2UlJSDYpDa36DrOn5ctgLVNbUARBKEruvIPghcR0DoPmoy5s+fj4kTJ2Ls2LEAxMteUFCw2+1kZGTgggsuwAUXXIDzzz8fZ5xxBsrLyy2f9cKFC3HppZda+y9cuNCSzuzbty9eeukl1NTUWAP//PnzIUkS+vTpk/C8kUjEk4J59NFHY+XKlejZs6fvMYcffjg0TcNPP/1kuY/y8/NRWVkJnZMjwGzO9AFAVRTHQE5E+HXlSmRnZ2P8+LgLqaQ0HpuQhFBCwhVHbodcqEoE69evQ7ucbABAbU0ttm0rxBH9+wMAevXsCc45qqqq0K9fP0O5zdYoGbKebjAm6h0A6JrINuOGQdm0rQytUpLRuX2W57Dk5GScd955eO2117Bu3Tr06dMHRx99tPX90Ucfjfz8/MB7PHDgQGzduhVr1qzxXS34/W59+/aFpmlYtGiR5T7asWMH8vPzLUnXEC0Dzjl++XU1KqoE8SODBE46mMQOingCcIjWKewJevXqhXfffRdLlizB0qVLcdFFF/mmRSbC448/jjfeeAOrV6/GmjVr8PbbbyM3N9eRh/7222/jxRdfxJo1azB16lT88MMPVsxiwoQJSE5OxmWXXYZff/0Vc+fOxY033ohLLrnEch0FIS8vD99++y0KCwtRVlYGQMQ8/vvf/+KGG27AkiVLsHbtWnzwwQfW+Uw317XXXotFixbhp59+wlVXXYWUlBRUNZBjsNU5t9wuOTk5KNi4EYVbt6Jm1y40xGLo2LETSktK8O2336GoqBgfffQxFixYaB1v0mQ7k1adaJWWhlNHjsQ/X5yFFb8ux+bNm/H3GX8Xs2FjRtyxYyeMGDECTzzxBBYsWIDtxduxZs0avPP22/jxx8VQFMmi73aDQbJqK9rntEdBQQG2FhZi566dWLp2E3ZU+TOqTpgwAZ988glefPFFTJgwwfHdlClT8Morr2D69OlYsWIFVq1ahTfffBN/+ctfAADDhw/HySefjD/84Q+YPXu2tZL8/PPPrd+turoac+bMQVlZGWpra9GrVy+cc845uPrqq/H9999j6dKluPjii9GpUyecc845gfcvxN5j+ep1KNkhstSIAFmRwDkdFKmoJkKj0EQ8/vjjaNOmDU444QSMGTMGo0ePdswIm4JWrVrh4YcfxjHHHIMhQ4agoKAAn376qSN3fPr06XjzzTcxcOBAvPLKK3jjjTes2V9qaiq++OILlJeXY8iQITj//PMxcuRIPP30042e+95770VBQQF69OiB7Gwxyx44cCC++eYbrFmzBieddBKOOuooTJkyxcrQAYBZs2ahY8eOGD58OM477zxcc801yM7JQVWDXy0BgYgwevRodOrcGbfccgv++McLsGrVKhx37LE459zz8NyzMzF58mSsXrUKf7zgAutYXTe0lJkUWA1NRLjqyitx+OGHY9q06fjLX/6Cvn37okuXLohEVDAAXOeYPHkyTjnlFLz44ou49k9/wgN/uw9r1q4V192EJDVFkTFq9Ch06twJt9zyZ1w84WKsXLkSv+RvQnWdV7Ht1FNPRdu2bZGfn4+LLrrI8d3o0aPx8ccf48svv8SQIUNw/PHH44knnnAkGfznP//BkCFDcOGFF6Jfv3644447rNXBCSecgD/96U+44IILkJ2djYcfftj6XQYPHoyzzz4bQ4cOBRHh008/9bgvQzQfVq3biMLiOIWFqsqWUuDBkIpqgtFe0kOGot/NB8YY3nvvvf2ikjYRtlfswpL123y/U2Qp7scn8tBPyD6VxLLk3CZLkkdvgUEUu9nNhaxIqKmuxcSJE3HFlVfgjNGjA/UVZEmCpuu+TKnO/ZhB3S1DdxW2ERFSkyM4bkAvJEcOnsE3fIcbR/76Amwq3AbNSJ1WFQXRmGYVSZ507NFolX7gxlDtODjWOyF+U2wuqQz8TriUCABzGggDpuCNfbt7XWC6ouyGQZYlkKZj/YYN2Lp1K3r37o2a6hq89eYbAIDjjjtOiPcE9YsIqiHhGQTGTN0FIQLEJMAefpAVCXUNUfy8agOOPaJnIHdTiIML6wo2Y/2mLdaKXlEUxDQNqqJA0zWkJCcfNAYBCI1CiN3ErtoG7KrzajCb4ES+9BF26NwgpIORucG9A7U7k8k+u3/vvfdQWFgIRVHQs0d3PPi/D6J1RoY/AZ7t+KBYggmv3jMDGFkuJ5OmY2dNHX7JL8Dgww8LaSMOcmzcXIg1GzZZWXCKrCAWixlZXeLByGnnLWw8kBEahf0IB4LQS8H2CuGGcWf12GByEMU03TclkghQZQUxXQuW1DRm9mals9B3Bnp0744nbSmfgLGKMDiqEkHnBCXBasF9NUQk3E7Gddivd0flLixftwUDe3UN0z4PUhRs2YZV6zYAABRJBhEhpmnW722uZA82o9Bs05wDYUALsXeoj2pWGqofc6kdisQSDpYxw02TaDiNGmI8ipx4P03XG9VykyRRdW0aNC8IMd0rjqJzDlVVfIn6isoqsGpjYSNn3v8RvrteFGzZhpVr11uf465F8VmSxERElkXR2sGEvTYKdp6VEAc3tpRWWgOI8PsHD8Uap0a1mGVJCPIEQSzQCU3J/CX403CbiOsvMMDHkSTLcqB7ydSM9sPm4jKs2Vzk+92BAvPdDTOXBAq2FLoMAjNcRvF9zPTrdm0yDzoX4l67j2RZRmZmpkXlkJqaGi6nD0JoOsf6wlJHrECWmCdLyNwe0zlkWUro5+dcAnHybcMEg1h1xBK0IzGGGOcJXUNcd/ZFlSVHm4reSF8lYUz89snfsBVaLIrunRLXiuxvICLU1taipKQEmZmZkMPAOdYVbMHajZusz4xJwoXoWk1xIjCJoX22t6DxQEezxBRMDhk7e2aIgwvbKmpQWLLTs11iTlEca5vhf5clFrgakIwqaJ3zwImEYgz4Egt2c5gprWSczxvrICOd1XkORZIsJTi3EpvzaICBAGK+hlCRGIq3F6FwaxY65xx4/uXMzEwH4d6hitXrClCwdZv1HJguIi+vipgcqIqCnKwD7/duDM1iFBhj6NChA3JychCLhXKGBxs4J2yt2YT27b08PZLELAEXwKgnsA3yVnqna8yXbIFbRWaB2UqyxKw0VnuQz9sWt87HiTsMgDjWP5ityELrOVF1ujAEZF0fsxk9s31N11FHAEtKQ17HA4eiWlXVQ36FQERYuXYDNm3dJuhNOGA5L4ngnmPIkgQwoFVaKiIHUb2KiWbNPpJl+ZB/wA5GFJZVgYMFvgDJSRFr0PWrTUiWvIO+4nItJSkAud4+s/DNfKRSVS8PkLkSsT91qssIyLIEJgVrPcsSc6i/uaEqEmKxeHtMLFtMqidBm2S0v7FoByKRJHTvfGC5kg5VcM6xdNVaFG0XXg6x6mVxw88A7nrmGGPQdO2gdB0BIc1FiEZARNi4vQKqEmzsNWsWzTxVwOb39gk+gTwuJcVn0JZl56ogaMXhhhnPsI5LULBmVkknSsDRdFfNBBcDB+BdNQBA/qZtWLflwA4+HwrQNEF/bRoEIoCMZ8x0IcmSc94sS7Klmncwuo6A0CiEaATFFdWorY9B4/Asoy0YBWuyzAKphWTboK/KsmcUjhnUEnZw3dua5DIeQUFqzgXFhixLCbOSGAgNMQ0R1d/oMYiBwg0yAo1+xgwA1m4uRn7BgZ+uerCioSGKhb8sx46KSmub+fzZY0uOjCNZMpPXkJqSgvS01N+ot78tQqMQIhBEhA3F5eYHJCVYLeicewLOdmic21JU/fezVzFLkuTbns45FEU8trIUrOFARhvBZkpAlmWRcqhx39VQIncoGe6FoOvZXFyG5es2hXUA+xl2Vtdg0ZLl2LkrLgLGmCRoTWy/FRGgxcSqQJIk6Bq3IlW5B6nrCAiNQogE2F5ZjRobpYXGKXCIlSSWsG4BgCE+j8CgMhkrDsDfLWTCZFRtLPVZ1/UmsKLGd4hpOmR3m4kGdAJimmbUOHghMWDr9h34ZfUGX7daiN8eJTvKseCnZaivb7C2iToD8vxGqioLphOTRJHFV6YHazwBOAiNgs4pnJk1A4gI67aVe7YFk8AxxDRKPJhzCnS3mNCMzKWEPEYAZEVOWN8ACHeAzimw8AxErngDgzX5N/uToB+KIoNgFPL5nMM0ftvLq7B4xVpEY8HB7BAtj42bC/HTspXQtJj120iSqJVxs/kCRomj8Tyb1ctEhEgkgsyMVr95/38rHHRGQZYY6mOJOXBCNI6i8l2orfcS3/nNeCWDlhoMiauYiaC76K/9oBgvX0IQfAdiO0whN51zMJ/2ZFmCuzcEgEkSCAmMidm+7d8a58b+Ro67q36jYlcNFi7LR42PHkOIloWu61iyMh+r1m0wJjYKADHIc52DQL5VyTrn8VoFxKld2rdre1AX6B50RgEQy73QMOw5OCcUbK8I/N7tZ5dY3JWjcQp0IymKDE6i8jgRiKhRFSvGAE0LLnoDETSNm/+EpHgNTdCqhjdhRQN4KTo0m/qcn8GqqW/AgmX52FHpr+AWovlRV1+PBT8vw7Zim/SrJEGWjep34xHwPBuSBIA50lFNGdeD2XUEHKRGIVmVUdMQLtX3FIU7dqK2QQsUxhQsqPFHx1sYFqcVtsN88WI6F7n+Qe1zLlYkgeM9WXQWsm0mZ4fiMgK6zhFxGBpKqK2g6dxbyGqDLEvgPlrPOpHhkvA/Lqbp+CV/AzYVhdX/LY2SHeVY8PMyR0AZAMDIKLgUH4ngeBaIyGABttWmMAlc15EUiRx0BHhuHJRGAQDSkhSU7QqX6rsLnXOsLy4HT5BtxCBcM4CRxueaces+sQcGp+tJDmBZVWTJKAwja9btu495Lp0jovisKnwGdM1gXQUMY+LbuoDgRgpe1SRyH3DOwYkHvlzEOVau34JlawrCAHQLgHOO1esK8OOSFai3uUCJCBFFQTTqZF2IqIrjERZVzc6nQ5YlMCYhq83BzxF10BqFZFVGXUxHLHzpdgubSqoQNVxvMT1epOWGrlM8luADoX9go4JQJEdTwgfvfbnsdBO67h/AdSNm6DdYCNBWIKN9hsTZTQAsQ6dp/obBr3bBhGxQZxDgyWYiTlaQs7BkRxhnaGbU1tVj0S/LsWHzFiiqiB0IMCiKCo5gg27GG3TOPc+Pueo82F1HwEFsFACgQ+sUFJRVN75jCABAQ0zDRkcsgaAoiemoA2fbjFmDKQP5cg/p5Kx0liXJM0Pj3GuY3CmtDHAECmVZDuwXGeeJaYknC3Y1uJimO2eHCdJqgbghIIhgs33F466F2FlTi/8uWYVtpc5MrxC7j61F2/HdD7+gokoQN5r8V5IkCQ4uXfOkGJOhsUFEiKgqNF2DLMkOw0FkFCsyhpysNr/dBe0jHNRGQZElpEYUlO4MZ2JNwbpt5R53hqYH6RQIziElAZd8TBNB56A0VpHmF3f9+IUZiAiqzTApsuS7dtF1LiqlkbCAWbQJQcIXBMac2swMgrtJMlYtwmUW3L599UQQ2S+qZSD99udYmr8Rv67blDDOEcIf0WgMPy9fhWWr1oiB34CmC2POOYGMH9T9fIvvOVRDdxkAmC2YJFJQVXDOkd324HcdAQe5UQCAjpkpKKysDd1IjaCqph6FO7zU2IDwr7uhKAwggIN8/fcArMKfRAykQglN5I4Gzb5jmt2NFBwJiOk6FElq1E/PWLD7CoBv9pTJ/ipLUsKCNgnMW4ltSJNGFNnKYPHDtpId+P6XFSivCrOTmopt20vx/eIlKC4t83ynyJJhZA0eI1mGu/xSYsxYIQhjTGAO8sOIqlrPb25Ouxa6iv0LB71RYIyhS9s0rCn2H/BCCOQX7gj0s8d07qg/ELNfI92Te10idhBE5kYiMMagyN7iITtMLiMtgduHgYEo4SQeQLwqVeO6h3QPSDDmk6DQTkTnkSgGYmpX+95mEve0rj6KRcvysXrjlkY1pw9l1NbVY/HSFViyIh+aS0aVAKiqYlCtx7e7YwlWNpyNIVeVZesYRVEQjWnQjWy7g5UAz42D3igAQFZ6EmIaR3FVKBnqh23lu1BZU58wTdQ+sKuK5Bg4NR6caeMnwuNGY5XJgBEEbILsoWRoQwcL8ji/4xwOK2Jq8QZBloUORJABTWTYZINWnDHmKfJzF8pt3Lod3/28AmUVVYHtHYrgnGPtxs34dtFPKN0h4l/250uSZIdWh/tYE8ItqQb+1iYbqmoEq9u1zWy0duZgwSFhFACgZ/tWWLe9OixqcyGm6VhTuAOAoKEIqkjWrEwgH3ps8ieOkwyiOU4EVQ5+oRiYEXRuhMuIGs9Gimk6dCJXTYK9T87jrWpWiypZCtRqFn2Nw8uThISzezNjiXMC5+S4Z36XXlcfxeJf12Jp/gbU2bh6DlUUl5bh20U/Y+3GzdagTyBRlWxmDum6kHj1uBDjbkwiiMwkD80VWe5Mt7Ho0D67pS5rv8MhYxTSk1W0a5WE5VsrE87mDjWsKypH1MX/4wfGhL9Vlpmve8WPTM7um49pWmBtgpi9I6EAumTIbJpuJN92ZGZ1X9O5b52Dn0+fcw5FVYznIvjZICJLgY2MUIr9mhU5Qe0DxYn8rL4YdOEMsNr1Q1FpOb776Ves21R4SLqUKqp2YsFPy7Bs5TrUutJ3VaNGRZYVaLpwFzlTUQXMTDgyJjC6pnvGAVVRjOfM1FQQtS2HkusIOISMAgAc1i4dDZqGDaVhmioAVFTXYUuZM9bCKZjzh3MeOGYyxpzTXXJVOjPmb29ss2ud+9NXA/EZvqDEDip1dv6T4PQjy1Jw0FszMoR8ZTvN42Vn9TSR0JhotOYBok7Dj2NWs6RM/W+sZLi7dM6xdvM2fPPjcmwuKkkYvD9YULWrGj8tW4UFPy1DRdVO3/tn3nl79bHfrSSILDpZkY19mSfTS2LO39d0HWW1aX3IuI6AZpbj3N+RpMro0iYV60ur0TpVRbv05H3dpX0Gzgmrt+7w/y5g4FdlCRrn4CD4JYYKziCxj6p4dZF1TlBlGTHbbNctyxnTyZqlmRCkdrqjHVkR/PZ2CFK+eL/MGgHT6DSFxExVlMC0UInBl/qDDMOQaBaf6MyyzBCN6YgoKmJazLG3qN2In7UhGsOKdZuwYUsxenTtgE45WQlXWAciKqt2Yv2mQmwvsz+frvtryKiKjDXXCsxlMEkUjIgMMqMNRYkrqInmGGK65lw9GC7NQ8l1BACMDjFfCueExRt3QOMcg/OykByguHWwY+22cmwqrQqccaoSC0zjVXw0l02YKaiS5JWpFN9D0FgYn2XGPC+xn8ay10dMjoCiIsuI6f58V6osW5koCQPBkshuUnzPh4THC9cYQeMBBgXBAXe74TK5/ePX5X+vyWCbTYqoOKxzB3TJzW6UaHB/BhGhuHQHCrZuQ3V1rUcz276KUxQZWkwTbLYudyBj3m2KrBoZSrYKe1mOT0YYs56ReH/E760oKk4ZeswhtVI45IwCAJTtqsPSLZXITFFxVLesxHTPByEqa+qxeO02EXAzhO/dEGO3/SViTq3iBI+NIrOEbhjBK6Q7BkNvG5I1Y1eMrB03ZCMgKCqavcbF3teIIiOqBZMkinTW+PGSJIHr9s/+Ri7eX5HfrsiyxzD4GT53/xwfQcaqQRM5vz4rHMlV/yHLMjq1z0LXDjlodQDJRNY3NGBrUQm2FG1HXV29VTnshiA4FM+ked2qqiAWi7n2UxwrAFlWIDFn2insRfKMQTKywewrRFmSAQlol5mJwQP7Ndv1Hgg4dMyfDe1apaBdei0qamPIL96Jvh0PbtZDOzSd49dNpdY4ROZ/vIk01uxMyFW6KCkCZtPipWVgEjME7r0wDUIiU6zr3Dgfs/rg2ccoQNO5bvPN+8Cg45CYT2GZdT0MjnGDOGSZWcFhiUngCDZ0OhdTS51zj4uMBfmd4DR+1v5giGmaoSvhb1BEQNR2fl3H5m0l2LytBG1bpyM3OwsdstsioqqBfd5X0DQN28vKUVRShtIdFc7Jh6J4JgrMjKu4nje/58/KSiJCRI0gGouCudxrsiIb5xAGQRh/5z6SJH6DDodIwZodh+RKAQBqGzQs3FACIoY+uRno3DZtX3fpN8GKzaUo3OGsmDVn7h4QAGbECXS3n5YgMe+CQQykInU0EWWDzIxMoARPn2K4UhLxDBGZcYoEVOnG7JMBvnTXoj+SI24BxOVDuS7oOoJm+xLzZg+psoSopoEx5tu2dY0J7pMZbzHpwR35+AGV4oKiw9iPAVmZrdG+XRvktM1ESnKS73l+C9Q3NKB0RyVKdpSjdEeFQV0dFyUyYZ/pEwlJTOLkHyeAc6JCFA/Yq4pspZe675OqKIhqmojXGPQl9n0UVYUWjUGSZZx24rFQ/Fh4D2IcWldrQ2qSgi5t0rC1ohb5xTuRElGQlb7vXprfAsUV1R6DAAhhHL/VApjwx0djmmcWbhZg2WdrYpUg/q3r3Om3dTctSVAosexmTOdQGomhMsZErQECJ+NWPwgwxFVc10NGINsnbx0wA5rBKxExuDmvI6YLPh1d54KPJ1DQJ9jgmUZA59wSHjJpG3TdX2BIkWXEuGZd146KKuyoqMKvxJGRnoa2rVshKzMDmRmtkJwUCTz33qK+oQEVVbtQXrUTFVU7sXNXjeN7WZEd7jkTnAslNDPgr2kiK8y9q6o6A8WAMASm0TefK3egnkjEfWRJtoLO9n0URQEZKoLt27U95AwCcAivFADhSlm8sQx1MR0RWcZR3doiLengfAhq6qNYuGYbKICmwS+2IKqImUE5HVwhbBoGdyYR7LNWODabZ0jIjWRmMiXkGpLE8l+Wg91M7sC1e2WUaLYe/16D12oafUgQM1BlEbz2S6c0++4H4X4LaFPx+tJNyJJPcSEM95hre5KqolV6KjLSUpCakoLUlGSkJEWQFIk0KWitaRoaojHU1jegrr4eNTV12FVbi13VNWgwNAuCXHaqIiPm0qzmACKK7E0V9Z3ty95gtKp67ou7ul1igsLdGS8SgkmyJBsuSfEcHz2gH3IPAapsNw7OEbCJUGQJee1aYU1xJeqiGpZsLj8oM5J0zrG0oESkckoM0L0vqd9qQZVlo5I5OI9e58ZwRz7GhuCb+y9bgWMmgrBB1czGaROuOMx+6IQkRUHUvR95FdbELN7Wr0amRWSoqXE3J4ZxsFCJC4qQiPoM4UJyMXS6gtl2KJKEWIBR4LaVg865ZXjJcLX5VmT79K8hFoNWVY2y8krPd7IkQZElSLIsqEMgVmScE3RNQ0zTHLaaSf4TAFmWwX0C/HbDxSRmVZK7B3oCDFeTncqaHEZdUFYoHiPjMSYMkGQJmm0/ZhgESZKsFVlM06GqyiFBk+2HgyvBeQ/QITMFGSkRwwfMsWRz+UHFqEpE+HVTKarrxQwqEZWFfXZor7IVgjrBYWFVlqAq3tkcIBhO3cfaVx0a96ekYLbiImGY/A213ZcfNVhS3dfkN+ZrGrcGokSrBEGbrQu+Ix/dZtVHec6EGLw0Ix7gZWVNTADo/wwKF51ukAPqxipJgqLICSk6uM9EAAi2ZYwxNMRiYgVQW4fq2lrU1NYhGo0hGtO8saQATWvfa2RilaEoiqFyxgN/A1VRPBMGRZZtq0dm089wnsv+zEjGvXEHsWUHVxZBVVUwBuRmtzvo6j+aikPzql3omdPKEILXURvVsHRzecLg5oGE9cWV2O4iAgzyjWtaXMHMo31MwXn2ms4D3UuMOZfwsiR52jHZQ+0QqxNbIRr3zoAVF401AwOnxllSjcsRxXaylPAARWbWeUX9hYs7KWFqrmSNU0TCz60oMhhEANs9K7ZdSODKSGQk2XZlwl2kabqRV694+aFYcIB9d73HgQsin3bIRwFPliREFBmyUTymaZqRDkz+98OnXfM3UBVF/Obc+/wAccMqGc8yg09GHLkJFMX/O7Y/9LKOTIRGAUCrlAg6tE6BokpgBFTWxvDr1sqEfDQHAgrLq7Gl1MuyqfMAKgsm/NwS89YZcAIiAW41WZYSzqo4F3UCgFPAxASBOWbhYgD1ZpsIFlcbzYTPuYRwj2x9qcWCs5Lic81gq+A2YJzzOJusQaAWBL+BStN04S5hwbN6RZaCg9qJ+soJmiaonpkkKB1kWQrUumYJqrB3b7u//KkwYARFkg2OJ2HAiHtdTXJADMPv/poEizFNAxnpBW7XHGMiDiTLInvJTUAIGK4j8DhRHoBYTENaaiqy2mT69udQQGgUDHTPaQVVksBJLCl3VDdg6ZbyA9YwlO2sxcotZdDJfzYoNIS923WdjJms34DmpRQQ7gwKJKCzjjXiGVqAG8MuehNRZN8RX8zs4wpm7uyT+DUIXWVFkhLKsDGI2brwmft/7zcoERcxBuGaCm4/yGBwzkVmV2BmS4KBPyDHypGKavRR13QxCEO4uVRZdhL4BfxesuTP0yRJ/mSIbhedLMtiFm8YT00XWUREQgHNb0XgR5bo5zJUJKGUZk9BZszrupQkCaqiQtd1WxaXUxFPUWTHcaqiQlVVtG+X1SRKlIMVoVEwoMgSerXPgGwsJTkRdtbG8MumA8+VVF5dj6UFpRZhm+rzcgVtl2UxIPi7FRgUFwW20FYQ+3pNhhNu2mo3zCBpInUyTScrCJroxRUppIkNukUFzgmS371I5KM3yAH9VNrEscGaDqYrKaZpkGXJoWNBRIHGDgD0wJoG/5k2J0EtHdN1xHRBKw4icV7GoCpiFi9LkkXjEWTczbgBkSgslGQJqiJDYpLBMCpZLqOYphlBdJfLL8AQ+hbouX5fVVYACR4aC7/+CvdczDJi9gp1kZrsraYXcRoNnXIPLa4jN0KjYEP71ilonaZCMpTAdE6oqG3Az5vKEW1E6H1/QUV1PX7ZsN2xwuEB81mNO4t/JCMfn1OwmlpM1x0vq10JjTgFHicIx/SEqwkwBlmWAoOi1vUYGSKJIDHJN8hth33QFhrPzgHLb7Zs/zZmBaD9aCiCj1SUeKxBuFO4ReOQKBU0kSEM5LBSvBKUMILUmq4hpolqcJF5Y7iUSAcDgyQJ15MsSYJB1KCUFvxCIq3TPD6maQblNDOu31/oxu9esQD2WjMbyFwxxPSY7y9ij5eYugruFGLTXWrWqhC57hljiMViaJWeilbph0YhaxBCo+BC79zWkCBmcxwis2ZnXRQ/b9qBmoYEVbP7AXbsqsPSTaUelxfnwYONw4VAgPki6eRvSBiY5ZLxmyXHNO47IJr7ioEieLA1l/WJIIx24kdXlpgZ5fb1IEnMWzgXM/QNzI4kiheY+8UD1s4+J3I7emMNYpCW5QCpThMBTZrU2n4I1p6Q/QkLAauugnMO3fan6brHfcQkf4MUmC3mW0Ph3ZcZNChiRm+S2THPSok5+LMYZEWI57j7aaZOi+vWXb8XM1x5hM657X37fSghNAoupCUp6JqdBgYgYpDAMTBU18fw48Yy7KjePxWwiitr8MvGUkQ1QVvtRkzTfQf5mDH7U2VnVhARIAeUE3NOUBV/kjoGgLnTExksIR+CdwC1HysqgBPP8MHEKifIeBDI8h9zTr7pkrLEfF1DmlGJrSqJFdjc0A09BsCg2E5Qqew3MJp95cb5/fSEAzOSAmIwic4V6PayaRQ7ziHL8It1BKai+lFwBOlZeCyNUbio6076CdlLiyExyaAjEe4vIZ7jviZhOEyDAMQNvkhyYFYtRMdD3HUEhEbBF13bpiM1SUHU4Pa3v0C/bNqBjaW79iv1tg3bq7BsU5ktoOYXRGYBrhvhKvOrzdB5gjAqBcdwdVddgci0iUPTuVfKEs4lvh8vDiDOac4MNZ376krLRsKAdT4f8Z5Eg7amBzncbPu4ZqwEYXhVo14gCH7VuY7vjMGfzNWHcR1BbrmEYCwwFXV3VxbBwkY+70HAKsvvvoj7Zq7AGVRDAU8n7vN8+RXlkeEOEmnRotjNVcTGmMMgmPsD8WeOc47stm2QFGk56o8DBaFR8IEkMfTObQ1FMtwMRh50zAiEri/ZhaVbKva53nNM51haUIoN2ysd2zkBEZ/ZuObj/xa0wmTUBTgRtFqQDK0Fv0C1CWvQYfDVGCDzBDB3c86EhQqbNygp3F3xvgrFN+c+visiPZ7dJGgpErl3xEAVtBKRE8huxjTBmxPotkmwAnL8NmatAvNPCDBhp5J2Iyi7iAHgATGZoFRUv+A3wT8oLu6bz/Pk065q7Gu6b2IxDSCvm8iPJZUIYCT6Zj5KZmzGfV67Mpt5n1WDkdVMp+7UIXQdAaFRCESbtAg6ZqYYamLxFE3zpd6xqwEL15WiqLI2UTMthsqaBixaW4ySnXW+MzAtICbgnLOT5XcPGuQ0v2pm462Lav4zdbNpkQIp+Y4G3KAmMOEuyhLt645BlECIuQyMx58fYITEtehQZMlb3OVCnHJB323hGokxxGKawdHvPU+iFYo7q8ZETBeVy6rPYCvLUiBFeVCgXFH8q7BlyX9lIYq7fNpJUM3t1xf3DN58dhichWuqqniaVRXFqkkwOoWIqhoJB/GdJdeEQbFoso1+EEHTuNBiMM6p6zoURUH7doeODnMihEYhAXpkZyBFEVWyILJmyJLBzAkG/FpYiZ8KdqC6wZ+grLmh6RxrtlVg8frtqItqxjavASCCb2xB4xSvWpYlK9jIuYgr+MGuIazIcYIzMxMlCDEelNpqfK/rUAz+bT93BmMMZDt3RPb3nWu2VYB7JeFqEJoRs0gE856YhsHtuglKCwWMNFeDz4m7srEk5k9WZ3Qu8DuJSVbGFWMilmIOmkErEmLBdRxBRkQK+P2D3GFB2tR+16EqivXbyUYaLNe58bt7nl6fVuP7mK5JPwOmGYZHkkTQ3t1HRVEgS5LFk6Qowl3VpUP7Q5bWwo3wLiSAokjIy8mw3AFiFhJ/YDWdwAgor2nATxt2YGVhJeqjLeNSIiIUlldjfn4RCiucNMRgRpqjCzEfYwGIa1FlyRKQMaEHDOC6MRtnkrfSmHMeOPOWG1mFAEa2keyfvijaj68ogvoHGKmyCfz1Vp9kKVDdCzBiFrY2GBiiWjxbRUngOgJchYLMcFsZ/U806Pi570w4EsRIxDNMig4Gf03toMK9RAHrwN8gkN7E244piOO5BmauAIRryKT8cBso8iEwBIzCM4rrLRB5XV1mqqmolzAqvF37SJJkGQ5AmBpVUUPXkQ2HNEtqU9CxTSq2VdSgql6zCr40zi12T9kQs49xjqLKWmyrrEVu6xR0bZuKjNS912fQdI7iqloUlOxEnc3gOM2TSAUVwjXxbWLA9WYJSSyoyjlY+lIjggwG3a8K2lAds/sYzJoHxhgiihLI86NzMmb3iXUV/KiS7WDG+RtLAJAYg270j3yKq2RJ8rifBCkeN7J8EsQiJGN27hqMNV0Xq7IERXmJCvGCVlE6JxAXLLaCzoEbBYDB7ak+1NRAvELc7zg/JldJ9qf9lpkEzfwtWTyoG/WhG/GlOVcVzwpHkkSGEQe3+qjI3ueBgVnuNCKCJDu5jmTZTdctzp+SkoSMQ7w2wY7QKDQBvTu0xk8FOwxNYA5FYgZ9RFw2khAv2CmqrEPZrnokKTJyM1OQlZ6EjJSmZzVwTthRXY/SnXXYXlUn8sUNQi8TJtWvCZGWxwDXwCPoJ+KBVVliYgXBYETqnC+mbjLKucY+UwUtSMnGrbds9QfxLCE/t4WpZRAk72mCQAnlNAEYCloAgjJrKJ41xDkZs07nAJlIS1nTdCiJZvRMAg+ooubGAK4YOgKOAZEZHE1B4ZkgLQuZQTN4hDQed5tIhsvN52cMNBaKIiOmec8jBO29RkRizPsoWJlSgtKbcx26pvlWiwP+KxB3GjAZE69oVGs0fMGYCEZbQWcpLjikyIoRY4mfUzHo03t3yE3c8CGGQ1pkZ3ewtrgKW8trwSGkJMmokNGJHNz3Mgx9ABgCMsbdTVYlpCUpSEtSkRKRocqSFUTVdY4GjaMuqmFnXQzVDTEQ544XWnHxBolB0jtx9ZOGFMeKojIjPAIAUBWGmE+ltrm/CXMRYIru+A2cRMINZNYYuF0RQhjdOxM1VyZu7h47hP3ixiye+46dwr6R1Q+/1Y5bbAcw5EM1k00zWPTG2lfnUKS41KbjWnyEivzOLUuiOtgcFD3iRPY2G5Pr9PlOtrVnBrwZEytBzrlvDUHQSkycI4CCggkOKJChtaBzcPL+PqrfSpF5H15Tt8IMuAuSRDPmZesDOf5nnENFTIvCEXQ2XFlCbU93BJ2ZSUjICCOHHQfVh779UEV4J5qI7tnpKN3VgKjODfoEgszEUjWmc0iS4ds1pmcEBjupZ1TjqI82WMVvquSsDbDP5gFTHSz+vWbUHpgzKWa07/WzM4ObhjmONWk77Lv7zQwBM30zLlovG0aCWUbF65M3PxLgO+Pl3C4nGb9mc/A2A+O+RkqWENMIuhG49RsIxbFm/QJ57h/g7zLTdbIEd3xnv44GxP80zhFRFYeBkSQzhdR/Oms3krqhJqeqCqLRWMIMnkD+JIi0Wb8COyYxyxsnuI9MAwGQzsEM6grrUDKMqSSDmDlbJ8tIiwwsUyWPAIIlMWpP9VQUGRTzp6twQ5G9cprxQVukqEZjMYeRMCG7RJdUVTEMTPxeKLJYSZsGASweAGeSBNlIOuiUmxMaBBfCQHMTIcsy+uRmGAE+EXTWOEdEEbMwybiVOpHlYtA5rCItbsxgTWjuABucKYQxH/4fd3aQzsXs1A5O5KG4FisS/2CuH12EmYJIRFAU56xbpJIGC95ElGDuIk0PDvAC4prdmS5CU9dmHDX/wLb72jSdHHn6DN4gefy8YhWSyHUk2tRt/+YOLiKZBTOyMjgZOsVGkdkkMmmCFuv+QVfA4EEKIusLqmI2UkjNYLOpgSwI+jRoXIeuC04kMx4k9tGgaTpiMc3I62f+1+pzGSwg+O+3jYFBUVTBk6XFPIWj8TaZ9X9FERri7pWIYElV4joTsqiDIDLdmqKNrh1D15EboVHYDWS1Skb7jGSAGGJcDCQxozqXE7cGaCLbAG97pjVbhbAZBDbBOXkKztwDtu4isAMMZlLXbFI3pTUR1+zVAsjqzJiDG5yAiOLvOkhU+KXp3j6aYIhn/7hXRlbbrlWI6pOHz133QfZxaRHidN3mPgnBWGCxF+BPRicqvplBNR0Mk43VD5IExGK6L7WF7LPN6m5Ae0wKjosEV1IHZ2L5wc/9ZDK/uhFUxezuixmI17SYY2XgJ/GqxTSjlkTEefwpyE3NbtuBZNBlG9lP6WmpaNM6w/8iD2GERmE30Sc3A5IERIzBTbhLRNqlBGaU6BMixoCuG8VvAsyReqi7Zs4xF62Eu/6A4K1S9asvIGNAVw2XkflmCFeT193kP2CZpUI+aY3wp2o20zXdYul26DpZqYlBMH3B4vq87ZhsntY5Eoz3nESAuTFdDMaMuokAvqdgN45JKZKg/URhOxL59IJszjDcjVyW0GL2z8QKFNRBcH1F0GrEP87BHPrIJtSAzCy/+2YvCJQkZiQIeCuz/XQSFEWGoirgZFf7c55DVYXrydwuScItJSsydF2zUoS7dgzTUP0QGoXdhKLI6J2bgahRxKYYbgdJYojqOiKSqOC101LbVw4Gc4HYztwspV5FNPdLHvMhi9Ps0WPAEDOBR9BG+O29g7nOvTQXqiwb9Qn+Q5Pmqk8Qg6p4gQX1drCf1hTmCYJu1CaICtugbB4gYpwjkcYykVn1m8g1RJZCm5V6aoOYfSdSWBOZU373NrEGtDePPmYosyUKMMs2mU9PiwH3Naj6OFBQh0kBA3piHQsHmL+yG4MwBmbGGQ+gVHe7CUXYQFSM27tmv08ivuC8VMbilBaAuHURVUWn3JymXcchhtAo7AE6ZKaibVrEyjuPZ3cyaAAUySixl+IzdHPl4J7tx0wfrfnZUOWKf+8yAn7uXNtgzwxDo/kYGLM9v5davGRGYFGKzwZjOgVWrtpfTJkx1ypHT+j6EF8lckP5s7raEdO54XJrzDWEhDUGqiw73XyuFYOcqEoaIjNKBH51x0wfMIrSAu6DbKb5etojI6GU+fIIBYkVESgw+ylopRNUUBdI6ufTjKDu9pfj9LSrxLUMBDOp2O5Xw2HvM2PCTeeWV7VPPiKqglhMcwSwzYwmM+YgGUYwNzsLqqr6X+MhjtAo7CEGdskyHlqy/ORCqJ0Ag5aAKP46i5WDeMhFYNP4grkonAlQ7QFS5vUei5m9c1vMiA2Y7itzm9ddzPxjCFwMjhJzBmRFUbK/O8gMOotUUdf3zP88kpG2qQesWkzIsoRGtHYAwBDuSeCKYjAEZeKVxW74XZumc6hGwD5RlbQIIse/j2nCyJuGP2jmDiQuWDOiU1agVFZk63cIDj4H3E8KdjfxgBVQ0MrIz6WkKIrvdZr3lSBqQsxn2cOB5OMmAuKrDFlWRBzJJ3ZjrnJMgyB4neLfR9QIYrE4BY1iaDZ37dzB9/pChEZhjxFRJPTIzkB9TDdqAOJ1BDoXg7Fm8CUpxmBtrRBs2Q+AkbFkXy3oojrZ+p57Z26E+EAty0Yuumjc2ocxf1I2ewDWvd3VhNW/SMCAqukU6JrRuM9qxTYAC0Ge4CCnyH5KZDhELIdTsNKZ/b5puu5hHPUT24n3T7dqE4L74JMJRWQUOcqBgysRBXMokdPlZO7LuTBsQSytQSZGzKZ9DDTzrzkJ4mgKWlX4/YbERO2CqihWtTS5CjBN+P3GJmmfJEu2mb/zqhlj0GKaSCm2VhD2tFTFEbQmEvxRmRmtwgrmBAiNwl4gL6cVMlNUUcxGAEN84DeJ4nQSgUjZ4GMxH1mdA4rtZfK8gq5RzowTWPsb6Z9CIET46GPc6+rROfkS3ZHtv+YWhmCSsyC3hCQBTPb3P4vj4hetyJKzrsKqwnYeK0sMsVhcMyE4+Gvvhze104/nJ+YyDI0mJRkunKAZf+AqggFgBmeUzxDuK5NpQFyv9ztmFIzphmCSosiQDANBDIE0IEHnCeKskiR/oZ0gl5LlqycSus2qAtUgvIs5ZDHJt4++cQcGgMMqLATzxmYUWYJsq1thUnx1oSqqSLu11cFE1AiICHnhKiEhQqOwlxic1w61UR1MMlIjiUSKKudQbVlHmpEWKkkMqswgG8VuVpYNObOIdN05mze/N2MVYiXizEkXvnp/15Bnm8N9I2b0nACN+/Pw+2Ucidx+MuoTggPLZnt+dQK6z2pAYs7r8KPvll0qXn76C4Jb3zsgxgwKbeLBMpaA6SsXrKqK4h3c5YCZtnU8J+OaE6e77g7sv7emCUptBhF0V1XFY9SJgllhA/semDnmV1sgVhCmgeI6FzQePsf712Q4f0fGJCiKimhUcxgzt6tRrJbIcT8Uo31FURDTYlbRHSAC0DrnSEqKoH12lv91hwAQGoW9RkSV0b9zJuqjusFKSpbv13xedSKLxlrnBG58RxCzfcVyMSEeSDZ8+RITgV/ZoKzmXBgX06CoqreWwVPQhnig2w5NF1QZgtMp/gLqARmWGhcuEatd29I8iH5CfCf6FDRj1ThZs1aJMV/yNLKC0wJ+sVZN585VUSPqahHV32iYUGwrIJ1zg8Mnvn8iyVAGu+Sjce9kySIjDBKzIQoWupGkBNoJxBGLCfZUBhEfUhUFSYrqO+sXvn2/zCDmO5uXjEFYkWXrT2hlK1Zxm71vfjGMRK4jk45CuCL905AdxxDFVxHWObnVHyBuxFRFsVJeu3XqEFJkN4KwvrsZkNeuFTbvqEXMEJ0xVb50zg0+HDLqBQigeLUwmCA0A8WHS8UWtNU4GXQYthmTwdJqQlBVGNbEgLFgdmyLGXEO95giKkLdKldiu5+vnZtFQAY7rHUMgESkdhonSPBxk5nt8rj0Ked+2VEGI21MpC8KzWnvfjGj0jjRwGudkxL32e2HF+SHcfnGoAppIF6kZ4dJFSJ84DF/llDFS/9g9SYoCwxkudsA8fuZFByKqZlhXKsgKoyTN5q0LOZxkgxwLpIfzDocIoLMRB2NR8CI+VBY+FCRBFF2c4OKgiieWupewTDGrOC0aqwCVEUF5/H7JMmS8VyIbbIsW+I5plgSgYUVzE1AaDKbCUN7ZGNnXdQiTNO5WbULi4jOdCHYXUUij94WdDYGTxPugmLNnSLKvG4d7usCcgedRf+iMR1+rmXNoH5wgxurHr8Yg+4XWEac3kOSg2fmBEEV4bdKsNrXCRFVgSwzX4MAGMFHYwWUCJIlDB+cteNnLMyMM1WWE1JhBwXfzdWgEHvZPVW3IGW2oNiAQ6qTicFW03XENB06F/7+mEEREdM0aLoG0kV2k/gsaC845/Czf4I+u2n6IXZXjqMNJuoxTAMuSZKHpsOU2FQs0j7mCeDLTHKscCQmWSy4BGFwunTIRSQSpqE2htAoNBNURcKQw7Kwsy4maJLNzCCLylgM6BYzKhkrBxjxA2MQIzjdEgRXxTLzzhhFrYOzP8KYOF9Cs0iNMeEP18yaCN+UU+HDcm+XwBDTfCQ6beewwx401hvRdWYMVhpoEDTOGxXSATP1qBOI2hjKXGZuv9sACuMW5KoBAAo0Jok0oM2UUsEx5KK3IP9iL9Ff72BpIshAKrK8WwI5ACHm5/Zh/uf2zToKSJl1TmQYVEWFoqgeV5XfpAJGFp/Zrl2ClIggK7KrypqBwK2MpIiqQFWUMMDcRIRGoRnROSsdOa0i0LkOVRYzVjKmhkKFLD6gE8Vn8wTm0DrWOFlEeoBRcGY7j84FQ6sJk+DLPYD7DVqMhL/AngVkso+6ITKX4tutRFrT5eBHa4D4zNV0P7gZWyWfQUxiQuEsiPDOuiZJMlJQg5cCqmy46OA1oNa1uQZFnZxkfIkqrkHCENtlQO1IVDdhp4Ow01soigJZCc7iCtLC5gncZEFKqUqArKkgjfMi6Hr8bLMf46iZCkoQWUEgIKbFfGsk3K4jk9TO/nuYv5OIqZmUKbbvDbpv67dnDG0yM5Celup7HSGcCI1CM2Noz/bY1aBBN2Y3sL/4xuzcdKfYyeg03cl4SrCpiDEG2ZWWSYZv34Tp1rHDXbwmG4Vjfm4LnXPf1EmhDRE/3jQmgvU1mC1VliSoineGyeA/wJlFcoKOOagIWBRhWb302UcE+M1ZpH8wWGRa+Vyr0W/JldnkOV6JVzhruvCJ241UY2yrftA0kbEjB1RoB/VHVZRAaqWgWEmwyWp62q1I//QLJnuhKDJUVQYzjAGMZAx3/4RQU3ybOVFxJk5D0FwAUFTFeLdsbRiFbvHPEqLRGA7r0sn32kJ4ERqFZoYsSxhxeC5KdtZBNRhKFVkWDzYTOgpm4A+ujBpOzn/b3UaaT4qqO39fM4PZBkSKqqiyVgxWUvNldL+8YobvHeSJhPSh4spQApwGw3McyLO/1XdX7YTsGiAIBEnyxh/EfRRn5ABk330kl3ZBvBAqfk0BoygzVwyJAxLuLCqh9iVWW+7zu48MCiITYPnwCSIF1vw9ErqOApTeJDmAlJDIGJi91+SruQx/ynVZ8nIgmSsC+z6qItJkYy5lOb9nzVwhmobZjH3YEVEVMUmSJYPGW7KMk5nyal63qdWcmdEKWW1ae+9FCF+ERqEFkJWejP6dMlFaXQ9VkY3ZtXAniWI2ZszqyRCEMQY6lyEwFdzicC6T/fzW7gCzmdHjoKFgzHeWrxl6v244Vi327WS+eN7vRDV18OAaMwLy9swrO3RDyMa9zf25KQIpmh73/4tAdIKZPIlK6yBCP1NjwHsYM8SXWNCEO2E8xeFWArPiDrIsi3vscyt5AsqLIPeaH5eSOH+A6yigz36/uaoqYgavKKKokuuIxWIB9OteAaSYptmkPMWqzcOcakykzO2mK8kS0zHr+o3r55yjR7fOvtcQwh+hUWghDOyShYgsobouBsnI9BGpgCLf2yS6U0wmUOMlixlpi4ARd3AZCftnchkRwFZ7YBTICUPk7Z+oHfAL6ln/AWBKUJoEbf4ul4grHqFIklFlHcxvxCBcUarsL8ICmDQToo9KgL/ddN8ATiU3v/1M5tVEJJ+KwUAq0hi9A6UpWBSEWEyHJPsbxET60kH1B7quQ+c6mJF9IxkxFdFX2dd1REQJgtL+CFzx+WQ8MUNa1Q7F4M1iADQtZv2mIhXUhxLbJ8PITlwHeGk1TMlQi1OJyKA7N8R0jIpmJjGL4iUtNRXt27UNuLoQfgiNQgvitL4dUFbdAKG+SMbsyRDjMXLFNWOmLIrQbEFpA+70St3lb49qThZVRZGMl4NsaYTMN6vDz/kjDI8YZCUmKmgJZszCfzYZc/XRUUfBeWCQlAiCIyfQnSNcFxIL9o8Dwu2SKDht9SUBxbatV/F2jfz2eH/9XSwmTI4rUSjlDd4nOjZQH0GOD6CawX8kSwyyIgcaOEUJyDoif5oJgv+Kg8GfA0mWJMhmEZtxjSK91a/wzNtBe0CfIFxC7niC+17HV4Tx9iOqClmSDdJABlVWjF4zo3Yjhh7dOjWd6jsEgNAotChSklWc2KsdNpfXCBoMxDOPGMUrfTnFyeEUY5ZjqbjB6QogOLNBJIlBZkJz1nSN+Okj+DGmcvLnRbJXRdtf8Zjm1XIwwQz+fUVycf2TeEm5zypDlU0dggTaC0hc3yDOzayBOBEURQrMGDLbcbs6rGwoMgvSEpzAdWtM3WdZkgz5zIB+yXLCugs3RNqnZs2aZVnQTKgJDAWQ2HXk58Szqo2ZKA5TFAWqKoMbacGmpKe5r3tF4FedbafZVhQRq2qIaTZCO6NPqmLwfQnjGo3GPIaOEE/hNe+JmSSgSDIyWqWjY/ts/5sRIhChUWhh9MzNRKfMFBRX1CPGBQ0Dt7mBrKp+wwevcUJMJ6se2Vw1RCQGVYobC8Wof+A87oqyD5yck+NFZyZ/huvFivnwCklG3qkni8bKR/VC54SIrPi6b4S0p2sgZvGZe1ChnHk2Uw85EUxDGaz9EC/kCjIMQfxEuk6QAkj5rH4y8nD9AyZjqp7o1iG4HiI43dR0HVXWNKC4fJdRcCbSZLmh0aEahkI1jAaDCNBKksGqy5jD1aIoJoWFIuiwzewtInBdh6bFEDNWK274aTz4kf6ZLjnT5WNyVvlEpcTkyKhIVlXFcV5ZURyU2KqigJmuSMPDl9e5Y0hpsQcI79hvgFP7dUCDpqE2qiGq6VDs2s6Iz9Y1m9KZzuOsoprBgBozeI80bsySeDwXO6a7Z1HwpKj6Ve8yxhx1AxIToW2N/GfwdoNmhywxxLgeOCgL4yM59relkbtIOeIwNSpEQD4oPmGk/cJMQfUOMRHFmRWkuQrphC882L2j6wTyWYHF++mvbAaIFUZM0wHySSFlwec1uf/9wBhQ1xDDppIKbK+otmbRpuuImxXLmoaYrkPXNMS0mFA6M3iATEMZi0bFzN/QLtZ0TRTXGbEB+1X5xYgoKKvKcz+EETJn9fHjvZMPM5ZhGkX7Skox6LgdqygWJwtUZBmyrKBTbrhK2BOERuE3gKrIGH1ERxSW14piI9vAKoJlcdeOfeByBJ3hzF4RGgeuAK876KyRT6Wz142kk2hbNjKJzAFG96HiNrfbayriCxAGBBDfMTCRQWNkQ7l91YJ22esmsvuVTSEhNyRb8FdQbXhnqH5Da8wgUAMAxSe91Q5VkcBBgbKbieoa4veQWcFzMRMPNnRAcMEaMaCuPoYNxeXGSlHHjp21xrn82wp2Hfkbs+AaFO91+ruf4llagqJCXK8WddYVMMYcxHZEgsrETPMFjMC2xX2kilRV2zFJqmqrdhbH9srrEq4S9hDhXfuN0KFNGo7Oa4uCsmqD7lg88BFDCtIkIOOAlaIqgs72WgXnoGjXKgB8RGts7do3BhKrceerTfA3CgTAPn8UVcbiSJ6ARps4ILPgwZe7UkxVHx8+J+cMkcGnOpkTIjYDI0uJxekFeWEj5HkWhxAzMl7iv4vkY+RMCBeQ8zvOyRPE9hznc10mZMawsbgcUds1lVRWgxMPvM7geEuAO9Dn3JIk+2Y1+Ws5y8b/VVFzENOEYfC4k+zaFhIUVYHuWvWaBipOhqdYadKqolgkfZIkQZKA5OSkcJWwFwiNwm+I43rkoF16Egoraq0BParrUPUG6MvuReT7sUCswSHXaVdJM7NF4zKHXulOsfaOn9NvRSGU3OJLEKvS2Y9eO8BdZLqRVFm4wuwQkpT+94BJwQpegBHYlSQEUTiTYRRMoxqUIqpxsuocgoK48UZhsZ/6wcwac7RvxHFkyZkt5oZqzJB9T0uiOleSZIMpNL6fqffghy2llaiujzq2RTUdFdX1vqs00V9/IRu7X96E5FMfAATRXfgYRON+MIj24wbJJ6XZ5vIBCODeOAo36jXM54ETtyguTL2LuFsqXCXsLcI79xtj9IAuiHFC6a4GAEY5mr4LcvkCEZBc/RBMQYV4Pjas90kM8vGfze1S4eQVrdGIPOMmJ/HjMxYXmhF6Cf7ZSEHDni/xm2mcXIOAbFSpxjgPfGkZMymtg6IMYtZrKq0lTvPkgtE1IN0zflLhFgmauQe5ZEwd7sQpScHfmaswzkWhmmQEhIPvNlBcsQvbK6p9s8BKKqt9VwRCEtMnNVT2ViXb++WGn+tIsVKpxUpClZW4MbDdF1FJ71ZOE5lMqkHTzsmb9KDIEpgk2fSaxWpFVUWg2nQdMog03Vat0tApN8e3/yGahtAo/MZIT1Ywsm8uSnfWonxXAyKKDD3SDiwpG8QAuXwBmB5zDP5uSgsh5mOAeRmLNBeNBXmoG4xiOsl7rJ8ThOClZ5ZttBl+Ax8nr/YuJzJm+eK8QcOlyKpKPL+Pk/UlXgUQAaoaTJds6vwChnvOJfwOltjwiAA7N1JOnX1hYIE6zA5aa3Ob4VYSPxV5Vg8V1XXYXlULgHnI6AiE+mgMpVU1nnMFxTuCbJmv6yioyJALPz9jEjjXEdM1g1vLeS/80nmZka5rZqERnG4+RZYdEpvmTqqp12AE6SWrABTo1a1zWJewlwiNwj5A9/YZOKpLFrZU1KCqToit8F43QAJBgwp582tQDa4h8/HWdGe8wMOD5E4rdc3ETX0HRTbrGcjDxgqIwUr1mcVrNq0E2eBvIjiL3TzH6HFFNdmVMiuqtYN86iLYHUSxYMIUMwoGWfoBQZXVssQcgVbdcAuZ99rirQo8g/hW4wQmMUcVtGzoJ/tBVeTAwVqWJegaj68eVBn1MQ0F2ysc99CexqsYK6eyqhpHWjADC+A0gm/GkNsQmfBoeCgidTUaiyGmxRyVz43FZxhj1sBuX31EbKmpgjLDKR5kHmsJCCmKWDlw8RxkpKeFUpvNgNAo7CMM65ODjpkp2FS2Syyd2x4DWUkGAOhlP1taB6ocrxswZT4BL7225soU0h00FkIj2CSpM995UVTGPFP2GCffugEzG4m48xB7Kq0b3OiH38DkJ8ojdJ9t7qyA+gDFSuMNptq2tx3z0XIISkPlXGT4CIqPBKsEOGk1zJoEIbvJRGR9D2A3FsQJNbUNWFNYBjAGZhSrMclFm8EMkSJdR3HFrngffVYwACArsu+M2u9XNHmXTB1mEIwqYi8LrYhHkGebeZ/NRAKCN0vNDB5HVCGpKTHJln3HoKhqXOKUCKQLw8mJwImjT488n96H2F2ERmEfQZIknDWwMyKyhHXbqwHGoOVNhMo0UO0myNFSEICoQWshScI4qLJsvbgi8GyO8Cwe3KX4zE5iDERciNMQPIM3kdc15FPjZn4DWYJvdbKpMOcLr92xoHFn4ZM3oOuNkZg6BPFjyHMNflk/Mc4dQfdE1BhmGCbRPlKAIdTMLK4ANwZj/rN0wKs8FtN0rNtWDt0o8BOB1bgeckQRqcQSi7PsllXVosFwiSXK9HKDjPoFWZJF9bKiiKI2Y1DXNN3RN78Vgd9kQpaZUTsgC9pr8hIsmtemqopVqW22T+b3WvyaIhFVPCsMSIpEkJudhTatW/lea4jdQ2gU9iFapURwxhGdwIlj/fadQKezobc+Ggwc2paPrJUAJ7OegQxeIdM3L9I2TbcQwKAqDMSE+0WojzlTUM1tdmg6eWaNBKcbSQSlgZiv1KdZlO0/IGiuwdgNzuL+5WDSO3/XmQndVZmtBvD/RHVu5cw35uYQufZGEZ+7KQoe2AHhdjL93d7VULDP28lzxbG+qBxRM+vG1V8iQlTTIcvM0BjgMOf6xRXVUBUZjIkVk6JI8QpnReg/qIpiDdaSxEThG+fQuW7RaHDOfauVZb8YA8Hj7pGMykSzIA4wg87OeyfLksFxZawoFBVEBCZJkCXZikmYgkT2ugROHH265wXe0xC7h9Ao7GN0y2mFY/Ky0BDTUFBWDdblHCiMA0VfAlqtSEGFfQbGLL+vbhgK8dIJI6Dpzpl3TPMv+HJQYDDTNeXcJ2YovJlVztzmuvKbBJuspyaE+pwYOIIKz4zOGJrJwYMsF5ZDcPP7BW+NmbJJ5Z04K0lHkqIk9O5IUnw1omkiJdJuONVEWUI2g8E5GUZNsoxWUIDXTmvBibChqAJ1UZEyavI7eS7bjPNbXRH0JuW7arGztiFepWzoLptpnSLWYtdh9v9NAfimBvsZCnsdApOYtdKI2SitATOWZN4LsthP7ddHIEMLBEZ1tbgvEVW1UmZVVQWI0KNrZ6QkJ/l3PsRuIzQK+wGG9mqPvHatUF0XRaHUH0jtAkXfCb3oS4uqQtQriP013VZRbLhm7LUL9sHXGuxt4wn3qaTl3MtPFPcZuxxGzBgUfEa3GBc1FrLEELVVnTLGoJO/R8Wsok5MjGe4iBh8feH2a1PkYFlLE7oxGAXt507L5FwEUsz7lqiCWfWh+TbpJQQFeGIVNSJCwfZK1EbjNQQsIIVXyJjGPHEDIsLmksqAlZePHgT5s8j6pemKVasPz5OxgjW1IWKaU1jHPNY8v1ms5u6hZNSpWIR4Bu+RoiiIaoI8T1VVcM6RkpKMw7p09PQlxJ4jNAr7Cc44ohMyUpJQurMOhZnngcAgbX0fsVgszljqKkoz3zfuql3QXIFiv/RQdzYT4KThJhJuopim+8t3Gi+rF8ziy/cbuyXJK4WpGoVamu6vFW21THF3RCKIfPfgR1sx/Ncx3aygdjbIEEyzHdN0qLKckMo7sUFiRgxE9vTRnGVvKq1CVU299XtziAIuN+KZU8xDiaHIMurqoygz6C+sYwKyi1RV8V33BNU9uCcEDIKp19JjJvgKEikG+6m5qtA13dMf1VaoZq6ehMtIQ0RVoRh1DZIkoU/3bo1mqYXYPYRGYT9BUpKCs4/qjKSIjCJlEIqpK6SG7VC2vAle9A1YxTIj9c4ctJljReDWNHAPvB4jYNSXud1IoDh1t6ZzK33VnfIKBLimjFm/HDC465yQZDMmjMFRER3T/TOfhPtKEAImoodQJdP3DAdFSBBMkR77VcgJaK7NDDDZiOW4IbFGiPUMLWbhsuEGO6mQmNR1HVvLdqJiV524ZiKDdts7kJuCQqax4G6eKsOltG3HTgcdRlBhmp/RMfvk3Q6rf4qiQJJlyIqEaMwtvOO9/xIYFFkM8GQUWpqrLuFKUlEfjVmrQaHiJot+GNtMapK2ma1DAZ0WAKPG1tkhflMs21yOuSsLwTe/g4613yInqVLM9JmOaKQD0ONqyDknWAI6igRLalNmIqhrvVAuJTJRFMYdS3qRLmq8lCCDb4h7+GfMCmV3GqFIUeUWBYciS5bIjsyCRexlScwizZoHx5mYcFnZt6uyjJhtgBLX5hqwCIAt2GqYT4eBlCTmy98jfPNkZB35y4+afeO6bvBKwaJfMO+5KksebQCrz7IMzUcfWXwnoXDHLhSV73TQW4h4jzOTSjZoN9x0FMz4LcAAGfFq88z0FByW2wYEMSi7f0PGYKzsvKsNP1eTxET1ss516zeypxIDsAyn/Tc0awrs91Y10k+BOGmfRaQHUQNjUWEoiqj6ZxJUWcaJxw5CclIYS2huhCuF/QwDu7ZFb3U1lKolKIxmoSzaCgBDA49AjRZDWvkAqPS/lmtGJ7J+RN0VK7DzJgEmBYZbvlOwpppxACHS45chE8yBJBs+fMXINIp/l4AyQTelOL2DL5EIMjLb4O4enDSfNFTRv/j5jJCnow8BOvfCG8Ik33iA4xySFJ8pIz5rlSXh1vILysbPEexy2lpWhW1lVSBOYDIT9QDMGMBt3TENgrgybxxBliUkyYqDfqSyug5VNfVGcZj32mTJS3chsrOcBkeRZYNviByBYUWRPcY/oqrW94yJfdwFjMK9pBnaDhI0jdsMgmjDYRA0DYyJFVrv7l1Dg9BCCI3C/gauY1TlLciSK6FAR2E0Gzv1VACARgqIGKT1z0GBueQ2BhADbmps95gr1NOM/Y0aBcmgrLAP0H7Cim4NAvv2JEW2ViwmrFx9nzFWkoRGc5CfhnOCbAzQsuRfGSyqtG1G0C+AavSBGVlUQSsXcU4uBHgC3VP+cpaidsCI6wTYE8lN12BDccUuFO2IF5yRbmgsm1xAkmRIYNrI55g/HQURoHFvH7eUVjncSPH9/RXrFINKXTGyrog4NF3zTcP1K44zjY8ZPI9puje+oAjXGecEIg7FdCsyY+VhrFYt6hEm7kHbzNbo2inXc84QzYPQKOxvKP0OcsNW/L7dQqRKtZDAsbA4F6uKk0BgkJkOrb4CscoVUGQGI9HDVZQWrz4jOOsKJMYgM3PGKwZJO4VFSU0prv3oWvz16ym+TKfC6Nh91+LYqE6+D5MomPPPYCFiVgqpH3RdxB+0wIGcgZMo6vKLedi6CMaEOysRzFVCkDJbkGyl0RVxb4yB1I2gFdO28l0Gn5FPvyEGbOFPJ4MN1NBHlmQjS8d5DuEq84n/6Do2FZd7tpvaE7LsLFgTsSQNmq5ZKxzh/vG6+tyG0lx1SFL8O3fdCBEBxAwjI9x1urlqMPrPuW6R5mkxzdChUNG/d3ff+xWieRAahf0NdUUAgHQlirPaLsbOGh3/952Ov33dEfPXJ0ODApVpQEMFdE7QdYLOBWWwzCSrmE2VJaiSBFUWCmcRWbhRiBmEegywT2tFgJdh4dYFKKopwpLtSzzBbBiHMJv/RJEFRxNgpE36pUDa3FqmjrOVWcMBVfWfmRMTbqJEQjRkxDp8heptYGAO4+fbll2ZjXNIRlGX2e9EdRSKQe8gigaNugT7Cs7n2MIdO1FWWQMeEJg23XISA7gOI01TVDTrnAsKaRixDSYMhJgAMERUxaLkliQhs1ldV4/q+qig4bBcRhxkGJ54wZr/isgvFdi9qpKNQjlN050rT1dcJykp4rgnQndBsmIOlhSnrgtDqChgjOHw7l3DmoQWRmgU9jekdLD+2TG5Aqe2XYKsDCG9+OT8Dnh/WRpiXAFLMgKH5nSeCV93TBeplhoncIjiNiHladJiiN2jupMmmzEhnLN6x2pzCwD41hZwIihMNmIQ8ZfdVD3zg6aL7BhVluDWcdZ0fzoJ1VhFxAw+oSAwCCPjRycdBxkxAG8sAhBBerdriRsBdDGL9s6SE8F0xymKAtnHrbSlrAollTWAxIL7TSKoa+ptm7+1xJyrKyszyyhE07mOmK5blNy6roG4IAbcsK0MtfVRcF0H900oMOiqPUllzDeAbga6FSMDSdN0T7quLMepO8x0VrsriUjweMWrlIUaXEzTLO4m4kD7rDbo2D4Uz2lphEZhf0P2SUBqZ5iD8gnttuDRUesx6DCR7fHqL1l44YdsSJn9ATKlPY0BnMcrikVBm/kvn6I2iGIyO4gIW3duAQCoUpxu2u3iYYyBwH2cFAY5nl9KqVEI5zYIJnTuNAxMilcum2mxfmI2IuNKNwZG/9msQySHwVdSkwVEoIlEzCDRiyL5uFBMaLoOMgqvTBqPTSWVKDNcRpyTr09eeACdGVi6oYHtvkYJ8SCz6d4Sn8V+kYhiDdS6zrHJYFsNKhb047byW80piiwK0Iy6AV3jRqGZ28UkJixiP82QXY2noUYiEURtGVxMkqzYhWzIpKanpaB/7x6+/Q3RvAiNwv4GSQYGP2V8EC/JaW2X45YTizG8HwAm4fNVKfjb4/8Q6YcwGVLFETFbPQJ30U5onKwKaSA+kNhRG6sHQUeammpt03m8qMx0aXASqwi/Wa476wkQA6euGxoBAX55c1AnBjBy0i4w5p/N5M3o8Q6aHtUIxqzCNVNrIshYmX2PGsVS/oRv/mI1gIj1CKoLIS60qXQnKmsbxCrPuJc6+YjLSF79AZEHK9kCzGSLI3ghYiPMU31dXdeAovJdvqm5Ylbvx2hrSzeFGOCZUbXsnPW7emxwdEm2mof4BIMJTWWbETGzjAAgKaIa2V0KBvbtmbA+JUTzITQK+yO6nAec9A6Q2gmA4OH5XdtF+MMxMs4bdQxkNYIfl+XjzukPoK5WiKowqxCNWdQXABDTnIVnMc2Zj67rTj97dloOGBQM6XSMo0vmQO92DTCfvHcAVr6/2AeW/1vnXnlQxzGMQXHTQsdPJgZTqybAOyCalRTmIJtowDd1FoJkL02Yt48baZpmRo0JLaAuwbwmQAzQ67aVo6K6zlCOcwaJ7T0whWX8AvCMxdlZZeasU3BnI4naAS9bLACUVlWjYqdXkMdv1WJqM0uSoLCQjHPFXOdzZ1hJTIIsS0awmox9RJ9Nvi3JqPuw6Cxs1BZRTRjivj27ISM9zdOvEC2D0Cjsr+hyHvD7AmDkXOCE15E86iucc+nLGDr8HFx80UVISknB+i0l+PM992J7cTF0grUq4ByImAM9MxTPzGGHMZsBEYgrqAH1mqimPaHrCQCMWaHZLrwZl4JiwzvIm1lHDMZ6x3ZgTHeuYOwQ6Y9eRTg7CKzRymEh6ckS1gbEz2n+x78/DsoLxhAzNIMlSTKI8fxhsn5GYxrWbtuBGpuusskBZHI6MYlBUgRdRaLZv0jfNNq2GYR44Ng8N7OMj1/ltSxLKNhegbqGeDEdkV9ar8gQMzOPYppw1QnXk7fYzbw2xeCVchsqJomKZlF1TpYRiERUEIRRURXVSGKQ0b1rp1Be8zdGaBT2Z0gy0H4EkHch0H4E2mak4owBndC3d09ceeXlyMhohdLqetwx/X+xYd06kbdvDAwxWyDZZA/VNQ1lZaUoL69AxBYQNlM2iYDt1dsBAO1ScqDKsvDZmxXPBF9uIi1gkDfFd/wGOD8Kb4CMrBokJKsDjAymRm6fcFs0/oibPFJ+fEmyZdWc4MTBdQISsIvKkoTahhjWbCtHfdRFFS0JWVIGsfriOom6BCauy81lBGMbkahDcWYFO6U9GQxlPGO7rpMjE0qWBSWFToT1RTsso6eqwtcvspUUkU3GAE2LOQZ3XxZaBkRjmkHTLWjDFZ84hMTigktmuqkgutOha5qgzIZ4INu1zUTPbp39b26IFkNoFA4wdMvJwEl9c9GpQ0dcefU1aN+uHWo04J7/fRILFy0W+fjGryqW6eLfOifsKC3BFVdciesmTfJQWXMOxHgddkV3gaAjN709ojr3DNxCx9jPAHBHXQNjJq+RfxoowSCkMLNbyRmHEOR4/oFQWZIQ9eEs8vRJp4SSnbKNKoMAa4CyrgGJK5QVRTJcKMzDzMogXDRrt5WLey07YzkeNxwTvwEDQY9pIMNoyrKYpTOJQQKzCe3EjaoghPOaSNnmGuNG9pck2Z16QFTTsXF7hWjLcN/pBq02NyYWbtsciXiDyRGjxkFkQHHPKkGwpypWBhMZhYuSLHiNFEPYR9NF1XJaWioGHd4zISNuiJZBaBQOQAzo3BZH52Uhs3UGLr/ySnTv1g0aFDzy7Mt47+PPAGMGKskSVEm2BtsGTQe4bqX8cSM7STFEeoqrtwPE0TqpDZKUZKEQxr0CPLpOPsVYDGLYMvzezBSXZ76BVIhTi7aZKBzTXQONFpDiaorN6JwgybKvH9xcuTBjpRPxMzDuWAITRsIMaLr1mx1dJ3Jk0JiV0KYB3LGrFgXbK61Vks7jrLZuIykxs5grvmoT1ymMh67rVjqZSN806g+YybQqfiNTCMkyTpzMHwNMYoYmhLGCksy7Rqiuq8e6wlI0RKMeA+BXAW43CCb9hanXYBqbiKpa/VAVBQxOwjxBl2ES+olak5ixUlBkCYP79Q7ZT/cRQqNwgGJY7/bo0zEDaanJuPjiSzBo0EBAkvHSOx/j2Vn/Z4jEEKI6twZN3fRhMzKCvyIbSDNoq4uqSwBJQk6a04frzosHAPIZLDkRJFmczT7AEwX4YCDGLVWWgqmqXTN94Y6Kfy8MgzNoywxXRvwz82g0K7IEPSDeoOkckswSBqD96LN1nSMa07GlrApbyqo8c3fJcufFv5GNOgRBcUTQuO5w9ZiIyJJBQCeU0XRdF+mdxsyeGwVf9kvSuS6sjNF+TNcs942owTCCv4xhV20D1hftcLihTAoKO6xkAwZEVAVEImjsrlbmxI1Ke8WoN4hnhUlGG8QJxBjk/2/vzJ4su6r0/u29z7mZWZU1q0pCRUklyUINQoEAibGRQKKDhgasHtyYsNvhMAb/CTz4weFwdLjD5oXocGB3+A/wgx8cbcLubtMOu4UAETQWk6RSlcYaVFPWkFU53HvO3tsPa619zrn3ppCxkFRV3y+CEJV5h3NPZu5v7zV8S72T6rrCpGnwvnffjUU2qL1lUBSuYT573yHctnc7XOXx+7/7GB7+5KcA7/EXf/Mk/uU3/rSMPIylcijC+Upqv6Ghgr7FxdWzcPC4ZcfNAxGIebauv9TF9x5XBT93XjLQn+kwXGS8LtjVFjkE58RkL2jCtGlnF3I7MXSvOb9fwU4eDnjNeQgAEOARcxYTuXkPnXOt46bFc6dWcPHKZrGy7ofEovYOmNgEvf+GiV+cyrd4B0y2cFdN6g1VTb1W6NlFWGFBznoNU/0qZn53dX2MY6fO93JIc9xkfcBIZy+I8LqZsaaVWmVIX4qEgyY6m7muJVeRc0Z2kjuKaip4dX2M977rLuzbs2vuZyVvDhSFaxjnHL5w/214x64lxAw8+smH8Nhjj8F54KlnnsfX/9W/xeXLq6WRzWK8oV4YeCVJV3LCL879Ql4XYaZipZnTCRxTxqgOpUJpomMX25hRzTEams4TSBd1F17ZesCOk1a518gsy0Iqs3znden2HxdCmLuod+/myiLctBFV5QeNc8H7mUTr6voYR09dwMa4QdLFVEpYZQcf1ALEsiAiCL3kLXJ5nn5B30tOWXMrdB2QtbxzEObJ/fnTagSicanYRt0k+BI+8q7ruF7bmODoibMlN2DUVUBVi/W3LPDy9WrK6dZpdZvNS7DHwDnUdY1J06p9u4d38ty6qnDhyhXcc8ch3P5OGt291VAUrnGqKuD3PngY+5dHaHPC+++/H//oj/4IdR3w0skz+PoffwMvHj8pIRerFVe/Ilvmvn/i+/gnf/4VPHH8CQDA4688jn/8X76CJ09+v7yPc7M7WEAXc+/R9Pz4pR9BnDemscSzg3j791e7rXII4v+TZybKTZNy0jzF1vcrQxKgZaGeg0z97Cfhczk1IEtjXfeeGSdXruD50xcR1fNoJtSmO3HvPdoMjCqbPdATmqnFNQHldLeVGnofSrd2P/7uvS3yUpIa9XokRyKPiSnJpLQ5fQxNG/HciXNY2xyjrkRomzZaxmjqfnb/tpzKIMHsfTnpyeS0SjJerjsZvXTqDO44eBDvufuOuZ+TvLlQFK4DFuqAv/uBw9i5tAAg4/DhO/G1r/xT7Ny+DecvruJf/Js/xY9+9qzs8GJbFhDnHL53/Hv4k+/+Cc6vXwBcKuvPysYK/vhv/jV+cOL7g/fqh2UkLi+Gd3N887QcdHZBixrymBfTn67UKe8Ts8auseVibmM24fzckk57jFU+xTRb4eQwv//BQfoVxFVUGDctjp26gLOXpQks5df+g5LJdkkMCbWyqNzPqdtkoaUQqrnzoK050E4IMXXVZCVXMBh8k6XstdwHCcvVo3rw5hZKbNqI546fxcunL5R8z7T3kQmAVUhJzmpIrf0Ncjpwvd4EYH1zgmdePI47b7sVH77/Pa9x58ibCUXhOmHnthF+74O3Y6ESH/y9+w/gq//saziwfz/WNzbwjX/3H/C9nxyBqxeLhXSbIv7jj/99WUQcKmTXTb1yzuPP/vbPBmGNvr9SG3v+R3OOBZ1BXn+pkHBFqzX50zgHDT+Z+dtsp66JSp/Q80rKuuhM9x1IUra3sFk+I8jEL3ud10YW4svrYxw5uYK1XvPXa81rcHBIsS39A9IVLKWbPsgOvt+Fba+zlVneqJ6dihYtz5Mkd9G/lhAqZJ3B0e/ybpsWo1GFEDzquipT5KKaAZ6+sIqjx89iPGlmFnznxI01pVRsrjsrC4e6knCRfYK6qtCoe+qZlYt49oVX8O47D+HRjz4A8vaBonAdsW/HIj53/yF4L7vGxW3L+NpXv4I777oLTdPiL/7HX6PeexBuaQccHJ4+9zTOr19CRq9SJ1fIuROG8xsXcGTlaR24ImGJZk4YRyavzYZO+iEhK1W1xSq7+XMGrBS2e73hYxymTgw5A72eDMOmwvVfN2P2/VqtYKq9f80u6RAcNsYTvHD6Il44c2lmVoT5M83zfQpTruL9tIclvlPKqDSi1g0/ijPiNj36cnBv9J4OrD2suS0DlQ/y+j5owUGWEyQymqaRZrWe2ATvsLY5xjMvn8YLp85jYzwBkMuozn4fh0W/QrCwVvchR6Ma40mD85dWcfSlEzh9/iLeddch/PZDH93yfpO3hvndQeSa4siRIzh27BhWV1exurqKk+fX8PQFh81mgo1xgyo47Ni5C1evrCKnhEm1jFdWrmBlbQVAhsse2UU42ALnkHJbFtlzaxfgnYR2upi0VjQNXDwlWTxjja15hzg1d9m8jkoitE/uGeRtkRQulVPzOmynrinn+TMCDHErFavrpmkwr3rp/OV1nDh/WU4kTprAbOiQLMSt3rt+FZB2LM/5DJJHkGlv0KogmV6Xy/dj2w24sa+ZYVzJHTh7ivaPBI+cOsGVqlSJ68tJAN3zYR3QqfQc2InLrl2S9wmX1taxMZlgoQrYv2cnlpcWyokuhIDYRlR1jbZtu3CSA8bjBqdXLuHsxctysTnhzkO34rFHP7Hlz4O8dVAUrgO++c1v4lvf+tbga9W+27Bw+/1w3sGFGsgRcB47d+7EH/zBH2Llyhhrazvg4jJyWJPGKERpQHO6s8/SvLVnaS8a7aAti7rrZi0MdsAaXmp6wlAF2bkG72Zsmc35dDAfIHcD251z8B4z9fKACcZWHRAdYvkBte7bOtdgU8DqqkbMqbjQjpsWpy5cxcWrG/rYgLYXUpOUsdyMynv9rACynABktOQc59GYUFUeuW1ndtaSAxhaSzgAk0kjP4c5rzeqKkwmZjnddWt750r+oQhCMdMTRTEvIjjtYkaXgM7ZfKwyxuMGTdti9cQZeO+xOKqxbbHG8ralIi4pJbQpYXPc4OrGJjwcmtjAOZmQd8uBffj9zzzEbuW3KRSF64C77roLDzzwAHbu3Fn+t2vXLmxuO4AL1T4sLCxiYXER9WiEnTt24uCtN2M8ibhl+RD21Xfi0uQcYlhBdpsl/O8QABdx07b9uHf/vQB0544pR0/nkXIcVOs0UbyJ2iTWzTHKYmx+R9MLvJjXyU4TDhhVofQj5CyNcvOFQSy8RUSqLSejVUHCQt6L7cPMvIA8zFu0ungGH3D8/CUZhtPDvJLsVSw/AGjjm5f7Is1j82cp681DSnLvpru5y/2wh3ZPkeqpqZfywWE8mcjsAnQnOVvscxqqp4m5d92MZpuLoJ2NCN7Be5mBkOCK1bZUD4nQrG+OMWkiLqyuI2seovIBzndeSDFneI1U7929C1/63CMDOxHy9sLlrV3HyHXAk0fP4nvHzpTF2MIY3snEs2fOP4P//PR/gkOF6C+h9Sv6By8ryD9/6Ov40K1d3Lff0Vq+pvYQ/Z2f2CInTIfotep+fjjFOzi1jJjBAR7DIfNVGDqYyi59KAxeF95B+afH4D1q72Y6qi9e3cCplStSIZUkKT99rSUZjG4CWfd1mYXttB8hpdkzihjHNZpMH56UvO81udlrZkkwT5phI5v4Fs3OTbD3aJrJ4GsWkhskxnOX1JbfFbETqbXbOGuC3AWHHJPke6BhN1XIlKVkYbGuMG4aeCeOqDFF5ATs37MD/+CLv4Xt27eBvH2hKNwAfPe5M/jh83Lcz0nGc9bOwXmZt3Bk5Rn85bH/htXxGjISol/B3uVFfPWDX8VH3/kRLV/sxcmDjE4clKdqRYtM9ApamSSunjNVKwAkZDH8ThU8kJKGPeYnoJ0Kw7QgGHXwMsVL/+0xO5tBrlG6bIPTUIx+lisbY7x64So2J21ZMB20x6DtxNA+g4RMYvETmg4BdYLhSg7BFv0UzWoiw/dyEf25FX3xKe+bbWpEV0kk5a7DeyGLe5ypijJ30mF1krTVpdgiZa2C0uuFCohUSPni+5S0YRA5aWhK5i00bUTQJrYY5d7dtGcHvvz5T2OZgvC2h6Jwg/D4kdP40YvnJC+ZHVKWBKk0mkmS9aWLL+Hq5Cq2j5bxrn2HcWDXduzdsVj+wAe7dK1z7xPE2W2wMNpOfXqf7LUb1x5Za0e0DNmRecDzYs7OiV9Q07RbJhMkht++pqcSoOM/Y4s2JqyNG7x64SqubIzlfdT+QQSwLZ/FFjqohYXkHXIpg52+HznqAPvetVbeIyH1LK9dN4u5nBKgIbPhwh01/5CsISxGBB9mTgkS/nLDpLGJk1U1uQA4ORE4F+By6v3sdBBQ72s+eIyCx6SJ0gdi4pbUpiSpq2yW/o8mRngH7N+9C1/+IgXhWoGicAPxvWdP48mXzmlJonoKQWL+tsjZNC3ngMrJ/7l59zbctLyI6YyCJJBjaQiLMc/sbAERkEkc5h0A2xG3qEMoglCe41ypme8jsXBJWr9W+WgVfOkL2IrgHS5dWcPZy+u4vLY5+xrOoZmTpyhzknOSHbOKxBAR2pyGu/3gxDXWfIUcpOvXW7luTCXP0O8PsRCN/bnaaQ1AOQEOHtsLtWXzR6rF3qNp4uC1ZfEfinlVeeSUSrI/BC9jSZuuemlUVZioSCHZmUf6T/RggX27d+LLv/MolpcpCNcKFIUbjB8cPYMnnz+HNidUzktYKMufs+1gm2ixf02i6vf271zE3u0LWKxD6RjOagFRyJibFK68HwxnB2SxGlVed/2z2/4ZYXAajrHkcq/Cpo8soGoz7YfxekDCSReubGBldQ1rGxNAd9WxFx6S95dcwry/kOAdPDJcFifaed8viWInnkdZF2oZUTl73TkljKqgvkW9WdPqW5R6wtKmiMp5FZisi7CDd+I8aqewnDTUVPo6ZOff/7Ovq4Cm6V9PxigETGKLyktOoao8WvvFgLyWfR7fq0Az8fLBY9eO7fiHX/w0dmznKM1rCYrCDcgPnz+LHz5/DptNHMwxECsJoPY2R0GSkkkTy1KtAuxcGmHv8iJ2LI3KjnA6bj+v96DyritVzZIXaFPuJYjnCIOX8I1UtQybtiw3MGO/4IfNW7XmH8ZNi5UrG1hZ3RCzuhgHu3hLr1toLSWxmh7G9CXUA5dLD0EdPJL2SnQLeWcZIs1sqZzIthoROqo82qadTcJLzE8X9l7zn+Vv2u50h5zVPHDoreS9hr6s78FsLnqDb4yFUUCMNiRH8iYooTJo17SIi439tCbBlKRDfO/uHfjy5x+hIFyDUBRuUH70wnk8fvQUmkbCQLLbdBoC0qqZKLmAOrhBeKfyUvu/UAXs2b6IPcsLWKqHs4rnJXiBLu+Q8rACqdLd7zxhCJpgnluVpK9pcX8rPzWaNuLS2iZW1zZxeWNcTkC26y6nisH7OU2kplKlk/IwNOZ6OQSt9NeeCh1En7KcEHqiYp3O804J3hb0pKebQWLfI7ZxJjTnvUdKktRNmnzO2XIqvVxE6ZOwTjd7vvwztprs9r5rjtMPJ59Jnp9zxsJImtNMEHLKcGpwmLQE+cDePfj7n38E25aW5v68yNsbisINzI9fPIfvHj2DNmoIQpc3+4MHcnFHtVi4sRCcTHJTlkYVdi7W2LE0wrbFWrt8Z8NIte4ym3nlkyUcNAwx1Spa7Zy8hCGLqkwp25hEXFkf4/L6GGubTRlyb8nRnNMgBj+92JZOXu1SrtW8z55SOcwIlL2GhPMl8ZpSRtsLf8kQnCnTuJ6PU7+foV+GKtYVs1PQnIqXc1LKG80SpHdK8Oq0WlfVQCyDlyIDCeFVpdvb+iDs9SXypNfogNjbHHg4ZPkhqx15wi0H9uBLn32UQ3KuYSgKNzg/P34R/+vZUyIMJUasPQ3ovPjV9gilrF0X6/7i6DXU5IPD8uII2xcqLC+OsFSHUtdePPZ7Se0+lSWQtZZ+VPnSyDavkzfnjI1Ji/XJBBsbE6yub2LczL5ucGYxLUnRQbjK6c4fFvZKJVQDl+Uz68lGSky3PtFImCeVCiUHB+d9F07S8k2ovUcp2+zF5fWTlZnKtkvv44NHirGcYqQSSLb+ZW6GiqwkojuhKL0HvdNa5buucnE0hY73DPoYEVPvvcxursS5NmgFmw8O77xlP/7eZx7GaDSauTfk2oGiQPDCmcv4i5+dwLiRxb9pZfFMCaVKxfIJwTsd8WluisMw0Ch4WZR1zfRaQhq8x2IdsDiqMKoCRlXA0kgcVKfN9cxyogpiGZFyRtNGNFFm+m5OWmxMWmw28t+kswGcyyUvMl2i6cv3U/m3hYeAbmcuy2pWAeyfHoLu8nPp7J2mDg4xNjOjnwErcbUJch6xbUuSeCsbjC4XMa+Zz80089n9trkXdp0yk1tyEg5AE+PAVM+S4nVVldOYr8yyI6qVSAIgJn05Z7RtRFUHxFY+092Hb8Vjn/4E5ypfB1AUCADg5MpVfPup41ibtHC6Ow66W485D5Kd1sgUo81R6IQhZ6CuZBeb0TlnjjQvMcCSzTGVXbEleyvvMJ40ZeE0nKyTkKCGdWeboVsuozO9nxq56YCAYdmlg5w+JKySsVAHNJNmbi4EkEU/qUgNp41Z3kFEZZ6DqUevLNV31hOyu+926PbW3pL8ad4pIQA6r3mYI/DIEO+iFFNJOJfmOU0uazBLwkLl3nV5E+8dmiYiVEFOGPo7UIfuhLEwEp+lqgq47+478LlPfoReRtcJFAVSOHt5Hf/1/7yCS2sTwOXiYtoZ1lkyWryBrAa/7yaUE5Bdhs8oYRL9ztxksneASygGc1ZaKTMHsthMTP2GShVSLJVPw6RqV4JqzV92yinlmT1MgFJKyCluaUmdYSejhBQzQiVOpA6Sa/AeWoLaJaa7z6j3DCKi0XrZNOTTPyVkiKGgubZaCMquO2t5cGyHuQkzsDOvKbsGOzGYIAAy+KbRyivpqpaQUsoZSFkdVaUhLlsYK3ikVu7PwmgB48kEo7rCR97/G3j4wffPvWfk2oSiQAZcWpvgz3/8Is6tbsoYxphQe5m7HLwrZnApywJnLqdAGvj4e+kyGwiDxJ/zrBeRs4B61oVLH9/rGJ4JkwAy1ydPj5PsehkA6Amhq/ixclVLtFqIyKp/HNLcKifrDbBTiTfx0veUUI1V7HS5E6teArKKUkflHdp+j4aG2myGcl8sTJjrOmA8GXofyb3ymq8YVi3lLL0UJggmMCYIZm8Re3YYufysusdbzqXSLvFti4v4zMcfwL333DFzLeTahqJAZtgct/j2Uy/j+IV1qcePXY9BFVyxY7DdcwJKpZHT0wQAXTyHVUs29W2m61kFZnoAvVhxJC157OcuHCZtF45p274tdPdYCyNVXsI7GgGbso/ouoNdeb3eguwdYtuW5LAZANobegfkqNVN1qCmOYqg1TntnESDiV4xldPTjHNA6s28LvcoOK0SGn7d+gaGsyqsdyDriUZCQN47aXor3keu2Hxb/qiuKum70MqpoB3ryDJGdGlhhN/99G/i9oO3zHwmcu1DUSBzyTnjL396HEdOr4rBmWyN0bZZq1I6V0w7MVgppIONw4R68UvzWIaWOaZc4uVV8KUEVobJY3Ba6Bb43FUQqfGc7aoB6zfoYvLBayVRgp5OUinh7Mf9bQHur7PBKnE0lGIVSSJwSfMqdkqCVkT1Y/uu5DDapsW8gFQxynPS9yFdxvZ8P6iyclIeNUiOlz/anEtCvk8wc0E7CfkgOZGU0bZNud5QBeSYkNS4cKSGdlaJVYdQQmHeeywvLeBLv/MIbtqz65f8BpFrFYoCeU1+8PxZPHnsjCz6GpOPSUI3Ht1Cpk4M3Q5d/7/3vT6H1A2XtyrNptcFbM+RUE1vJ2+Lfy8xDaCIjxmzOdfV5TsNXU3/djvIySCZUR1m3VrlPeV6qyCfu52K4UtOJc3txXBOEstSzhrLBDRJ/qL3WVNZ6K0PZCZspPmOfu5B+hK0fyDMjhDNyBhpn0RG13dg3c+WYHda4iufs+7cT3OGyyIQrYbvvPc4sGcX/vCzn6KP0XUORYH8Up579RK+8/OT2NRSUw+g1dJPQHbdlXelgsUWSY2kl47h0s2cJAxhMwYsMu+sYQ7mytqVwwK5OLNKL0PSx2LWrdWhO3Vs1QWtx4itxnh651B5YDyRWQSV9zNVRwuVn4nvB13EoScI78w+3Gp+ZBdvi3qMUceOyn3NvWqr/uyK6YT0oDlQK5WcPt97NzN6dKGqMe7NYXAOJSzUtlKi6jIQtRfBaX6nCmLW967Dh/CFT32Uw3FuACgK5HVxfnUD3/7xcVzanMjOFZpW1QRtylatpIno1CWCKx/QtBJGsR14Z5rnymsVA7ueqNhWP0zNTyg9EskS3sNSUwDIWqE0zynVKo6APLPYAmrZ4HNpnDOCd8XSIRXvJDkRSVxe7a977xusPFYX7tKdPHVZQXMSAAanpa5BTT5c0EU/qDtqMdCDltjG2C/6QhXCQPykO9mVnIEM6ZFrsiE+NiDHuYyPf+A+fPwD7525h+T6hKJAXjdNE/FXPzuBY2cuy8LtAGQH77N2RANALp77PvQ6eYGScDZfpKDlkwA6T6Jssf9uccxaVRMcho6skMqi0lDmhknmDOktmDTNwB5DOq8lUSyXmFF5YNK2sqMvi3oqzWDTeHRNcl6b5so1eTcT0gkqXHWQ4T7T2GsFnSVt75mzG1QzWXjJey+J4VI2nHUUaEDOXdLcO4cESWhbY1k33MdOIzKTQXJGLUajGikmLC0u4AsPfwR3HT64xW8EuR6hKJD/Z378wjk8cfRVtNLXJKEaANkSzhhWBzlA6+cjbO302uFrYSQAJTeArPH63qmh8wKa6jTIQBVkYe93KPeptbooaTVTiq0ugrmXV7AThvzbEr2lwqr3upWXORBWhVRpz4J5H/WHB9lFVpp8bpp2IFCGDw4uddPQSjOcD3qScSUsJqE435XTquVFXdWIsVVhlYsv1heat2jbCB9c6d3Q2w7nHdqmwcJohDa2eMdNe/HFRz/OhPINCEWB/Eq8cv4q/vtPXsH6WCpZGh2R6YFijy2W1T2r7MpLp6yFYCC7YkuI2uMk95BmduhecxLT5azFmiJnTNtbyEvKawYAMbYzp43+6cI5wOU0eK1+CKryrtfk1i3uVsZaYv36fC8xtFIO6+fMd5BKodnGuTpUmLRNEQi7ST6EIlrFiE9PV957VCEg5ySW41nUofIeTWxRVTXapsFoVMv1asgqp4yq9ogtcN89t+O3f/NDzB/coFAUyK/M6voY337qFZy7vA7nPcaNJHezJoszMgJUJDTIvRAcNnsNW1L2qBbMkDkOUuaakNOcOQ29UAmAQVmqdw4OCTl1Nf6DQTBaPWVC1MeauaSxDvp68l8L6yABsW2Qt7BzWKgcNseNXqdcW5Y63OK7lLNVYlmZpw7EmZ6xkAEXPHyGmveVGyD9Ag4IziPBejkkb2EiIUIowbV+ArqE8lJGVTk9kXkNtQU88pH7cf+7797iJ05uBCgK5P+LlBIef/ZV/PT4RSkFLb5ISZqlIItrE7umtkrDOc65UtpZaR6iT6UeQdrggJJpzeoqCu1ULtGnXJK1/bi5Kx3TXUVT0HLM7pc/w885hVjns8sZLqeZqh7D+hU0SjSoiPLeIanzq4R0XOmjsFLbcj91EbcKoKjNbF1vhVNLjVSazbxaUpRqJcjpwwoCknMDS4uceh5HbURdV9i/Zye++KmP4qa9u3/JT5xc71AUyBvCS+ev4K9/fhwXrk5QB1+qa6wUNSex1E4pq1W0DYbp2GpOQU5pWF3kLKYeS7y9YH4/WU4tKWZk9JraXL+6KWu3spjpQXfYJlb9CqHggdi2qILE+NOUrxNSt0uXhHmvgqrXz2GvlWJCXYW5SWcRzQS43pMyMKortLEti7vejeGEPEh+wDmUqXE5JVRVVYbnjEY1mkkDeIc6BHzg3r+DRz78fs0/kBsdigJ5w9gYN/jOL07i2KuXSyUSIF3A3vlSzSMLr1Qm5V68vvMIGjadye5bQkaVCk5GLzzTG4ADoLilSnmsxMunS1a7X3uparKKpJxnrao7szs7sAxDP8EBTdv2rrnzhbIS3O5zoOz+c7IKrP5MCkvWzw7Ucdkh5TgoVxWR0gS79jNU3mOsbrcAMKprjCdjVFUFp8nmOnjs27UDn3noQRy65cDr+vmSGwOKAnnDeebEBTx+5DTWxo30JDgPMx2KMWmXblf2WdcyE9hyEWItkctAHwfdXavnUn+fLHYRw1GZAFD7vk9Q1oEz8u8iTHAILqOJrZRO6fsgJ22OGwpCeU83DFU1TSvJc9dZazvXlaYOehM01yKC0iu7VTF0egIavJ+296Ve3sFBOpTlFCWnrpgiFurezGUHjKoKUW0sxPJcqpgeuPcePPTgfUwmkxkoCuTXwvq4wXd+fhIvnV1FmxPamLFQiWVzyubj37PB0CYwB5RktdcFvU3mzJrgssTUi+un6wbKW6jGQ75fOa+LoX1XvjeJrXY0TzusdtTBo40NUjucZ+DtVKELdGzaQfRKrqlzLQ0uY9LqzGbzGwo9ywp9zaz/HXRYa/4BJpRObLS9l9DQeDIBnNMBQmpa2KYiWF6H5DgVQjiPnduW8NmHH8RhmtmRLaAokF8rR1+9hP/5ixPYbCKaKCLgs0NC0lC8TO5q1L4i92LxbUq6S5ZkrDNLVudUVKJt8CWkkx2cF9+eNsaSUJ2dbQw4JCDGuY1p+oLw6gMkjdlyPumsth1cijPzIey5lSV9czfn2mt4J/dOEtbpbFYetfdoYpSZCSoQAx8o75FzRM7djIWguY2YzApb7k1K6pSaM6qqwnvvvg2Pfvh+jsskrwlFgfzaGU8aPHH0DH52fAUpySJX667Wex360sbSPyBx+P78Yf1aHlbYACjuqguVm5nNbN26/eYzywmYXXXtHcbNZNBQJg+RXT6yziLI3XyClGJJSvfDQtDyUO8wp6NZdvtZexWy5joglzMIJ1kOJarDq123+R95PQE5uOLoWoYfqTOtdzYcKeHmfbvxWx97AO+85aY37odKrlsoCuRN4/zqOv73M6fw8rkrSOjNcwZKBY1DFktqoNg526+onBpSmWSWIZU6lkietpuQ19VO4DZqXmNqlCagvkVJ3UgdENvOiVUrYcvQHAAe3cCalKLKSSp5kq1DUiJgM/OjdXxmX/CyExO+LIZKKigZXu0oavUzSlrS6oNDauX6QwhomgmWt2/Dx+5/Dx5477s4KpO8bigK5E3n2ZMX8cRzp3Dh6lhi70iQSIl6A6kDqnceoyBWEknFAhDfoeAkzGJkDdlYordPzhmjyiM1bS8XYXOQOxM7ZO1mLvOPoY+VMicJJXWdzt6LMMSYdIRm0s8iSWM7fHTx/lgG3xeh8wHIUUNpPbHyHjnLvOWsjWpZk9re20hU1w0WgivzIuq6wrvvPISHH7wP25eW3qgfG7lBoCiQt4S2Tfjh82fw1MvnMG5iCd40MaGuvCZMAYvPd+Zv6BKwOaEXuUHWkk+fM9oUi51034Ybuqin6X4IZ3MHenYXUPM4TfJKc1tbRmP2xcdCVf1TRfBeq6YizDpba2h1BrKcbgZ5Cc1He5fRNJ2wVF6sK8zZFc5jFAJijkjRLCoy7jh0Mx598H3Yv2/3G/ODIjccFAXylrI+bvDEkVdx5ORFjMuiCngvMXPxURJrC4/h8B1kNbuLcdDX4HRRzdnCRt33LF9hghGT1v23bRGa/mvlLCEqn6J6CUVM56YlnGWnFhMxG8s5nIMAdOWkk7YpPQd2idJ30A7eow7SsZw0kSyhoojWOpPhccv+3XjogXtxx8F3/Go/CEIUigJ5W3B5fYzvHzuNY6cuomkTYkap+pFQCiCKIYt2f5demsLUPtummLncTWjrVxmV8IuWqHa2GOouqkOAoGGebM1h0ByF7+YpOD1hWC+FJYfN9K+fcHb63hlAitOWHg4+DIf2BOfFRFAtMnLSLuhJg6quEFzAwf278bH3vweHD978hv0syI0NRYG8rbiyMcHfvngaTx+/gCZKF7NNakMCshMLaBvME9XkrvY6pjPL9DAAMzMaHLowUu1lzoKNBwUkLp+y5BOcenTEuV5HZi4n4yu9VjRJWiKpDXdGVi+orGEvadzzJQSUIclk56wPwXfOGXqdNlK08pY/EAW889YD+MQH78XNN+19438I5IaGokDeljRNxE9fOYcfvXAa65MIn2XATt/DyEpFbaxlpR2+zvnSLa3hd+2G1sa4lKTkFZpkxuyfQOUAlxLa1CJNVTTZqM62bZAyBs/POYsVRxtLuWgfyS9IglrCV0nM62LSsJeV42qiOVRSvqoNaXfffis+9r7fwAEa15FfExQF8rYmpYRnTlzAT14+h3OrGxKO0Y7hmFJXmqpxfAvnAMPRl6MQxEyuN5UteDkdtLHtNc2J/XbfTTXnXMZ3mqlcqRRyufgbWXgIKemMiGHIKqdcegdislCXeULJ68u0OgfngbZpEaqA5aUF3HP4ID50793YtWP7m3bvyY0JRYFcM6ysruOpl87h+bOXcWVtjJgz6srLImzlqlpu1DRtMdhLxecIW1hfZ4zUwTVFGRpkzWUZuVQbwRrXsvZUuK5hzeUIh4xJYwKjJVGlwSxpKaoIhHe+GxoUE5L2X2QNldXB4ZZ9e/G+e27Hu+84RAdT8qZBUSDXHCklHH31Ip49eQEnVq5g3LQaCtJ8gv5G1x5o2ojsun5ll2VCXFQLb7isvQZSfZRjKou9vJecOnyWPICcCFwRHPNt6sz2XElsV0HCSW0Ti812RsZCVckEuNiVpwZ97IE9O3HP4YN47123Ycd29hiQNx+KArmmadoWR1+9hKOnLuLkhSvYGLfF7yiqdxK8JI1TTNrLIE1ysljLCaCbsWDVSVIdZOM3nfOA06luWb4v4aEulOThNH+hsxxs/rPu/jtZEEM7B8k/3Lx3N267ZR/ec+c7sXfXjjf/JhLSg6JArivOXLqKl89dxqmVqzixsorNSVtKVl0G2izVSwlSagp0yWuvlUiSrE6IbZwZ2wlAcgEAkJJNxyyGedYoJ6ak2gmtQgJIEnz38hJuf8dNuOvgzbjj4H6EEN6MW0PI64KiQK5bUkp49cJVvHT2Mk5fvILzVzawMZ4gtpbotQll0hPR6kS1YkIHKRmVwTfS2Swzk5M+TskZC3UoyemcrSwVGNUB+3Zux027duDgzXtxxzv2Y3nb4ltwNwh5fVAUyA3FxrjBmctXcf7yGlavjnF5fRNX18dY3RxjPGkRs5SqSp+cDPTxcKUfQRLQAKDmc84heI/FUYXlbQvYu7yEPTuXsWfHNuzbtQN7d7JaiFxbUBQImWJz0mB9PMHGZotJ2yCmrAOBHKogc40XF0bYsbiA0YiTy8j1BUWBEEJIgcXPhBBCChQFQgghBYoCIYSQAkWBEEJIgaJACCGkQFEghBBSoCgQQggpUBQIIYQUKAqEEEIKFAVCCCEFigIhhJACRYEQQkiBokAIIaRAUSCEEFKgKBBCCClQFAghhBQoCoQQQgoUBUIIIQWKAiGEkAJFgRBCSIGiQAghpEBRIIQQUqAoEEIIKVAUCCGEFCgKhBBCChQFQgghBYoCIYSQAkWBEEJIgaJACCGkQFEghBBSoCgQQggpUBQIIYQUKAqEEEIKFAVCCCEFigIhhJACRYEQQkiBokAIIaRAUSCEEFKgKBBCCClQFAghhBQoCoQQQgoUBUIIIQWKAiGEkAJFgRBCSIGiQAghpEBRIIQQUqAoEEIIKVAUCCGEFCgKhBBCChQFQgghBYoCIYSQAkWBEEJIgaJACCGkQFEghBBSoCgQQggpUBQIIYQUKAqEEEIKFAVCCCEFigIhhJACRYEQQkiBokAIIaRAUSCEEFKgKBBCCClQFAghhBQoCoQQQgoUBUIIIQWKAiGEkAJFgRBCSIGiQAghpEBRIIQQUqAoEEIIKVAUCCGEFCgKhBBCChQFQgghBYoCIYSQAkWBEEJIgaJACCGkQFEghBBSoCgQQggpUBQIIYQUKAqEEEIKFAVCCCEFigIhhJACRYEQQkiBokAIIaRAUSCEEFKgKBBCCClQFAghhBQoCoQQQgoUBUIIIQWKAiGEkAJFgRBCSIGiQAghpEBRIIQQUqAoEEIIKVAUCCGEFCgKhBBCChQFQgghBYoCIYSQAkWBEEJIgaJACCGkQFEghBBSoCgQQggpUBQIIYQUKAqEEEIKFAVCCCEFigIhhJACRYEQQkiBokAIIaRAUSCEEFKgKBBCCClQFAghhBQoCoQQQgoUBUIIIQWKAiGEkML/Bc27pRFgrARsAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# We first immerse the points and tangent vectors into the embedding space R^3\n", "\n", "immersed_point_a = surface.immersion(point_a)\n", "immersed_tangent_vec = surface.tangent_immersion(tangent_vec, point_a)\n", "immersed_tangent_vec_to_transport = surface.tangent_immersion(\n", " tangent_vec_to_transport, point_a\n", ")\n", "immersed_end_point = surface.immersion(end_point)\n", "immersed_transported_tangent_vec = surface.tangent_immersion(\n", " transported_tangent_vec, end_point\n", ")\n", "\n", "# We plot the results\n", "\n", "ax = plot_surface(surface, alpha=0.3)\n", "\n", "ax.plot(\n", " immersed_point_a[0],\n", " immersed_point_a[1],\n", " immersed_point_a[2],\n", " label=\"Initial point\",\n", " marker=\"o\",\n", " color=\"orange\",\n", ")\n", "\n", "arrow = viz.Arrow3D(immersed_point_a, vector=immersed_tangent_vec_to_transport)\n", "arrow.draw(ax, color=\"orange\", label=\"Tangent vector to transport\")\n", "\n", "arrow = viz.Arrow3D(immersed_point_a, vector=immersed_tangent_vec)\n", "arrow.draw(ax, color=\"black\", label=\"Tangent vector\")\n", "\n", "ax.plot(\n", " immersed_end_point[0],\n", " immersed_end_point[1],\n", " immersed_end_point[2],\n", " label=\"End point\",\n", " marker=\"o\",\n", " color=\"green\",\n", ")\n", "\n", "\n", "arrow = viz.Arrow3D(immersed_end_point, vector=immersed_transported_tangent_vec)\n", "arrow.draw(ax, color=\"green\", label=\"Transported tangent vector\")\n", "\n", "ax.set_title(\"Riemannian parallel transport on a surface\")\n", "ax.legend()\n", "ax.grid(False)\n", "plt.axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pullback via diffeomorphism: Warping of the plane $\\mathbb{R}^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the example of a diffeomorphism that warps the plane $\\mathbb{R}^2$. \n", "\n", "The warp is given by \n", "$$\n", "\\begin{align}\n", "\\varphi : \\mathbb{R}^2 &\\to \\mathbb{R}^2 \\\\\n", "\\vec{x} &\\mapsto \\vec{u} = \\tanh(R_\\theta\\cdot \\vec{x})\n", "\\end{align}\n", "$$\n", "\n", "where $\\theta$ is the angle by which grid lines near the origin are rotated and $\\tanh(\\cdot)$ is applied element-wise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inverse diffeomorphism $\\varphi^{-1}$ is given by \n", "$$\n", "\\begin{align}\n", "\\varphi^{-1} : \\mathbb{R}^2 &\\to \\mathbb{R}^2 \\\\\n", "\\vec{u} &\\mapsto \\vec{x} = R_{\\theta}^{-1}\\cdot \\tanh^{-1}(\\vec{u})\n", "\\end{align}\n", "$$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "class Warp(Diffeo):\n", " \"\"\"Warp diffeomoprhism.\n", "\n", " A diffeomorphism from R^2 to R^2.\n", " \"\"\"\n", "\n", " def __init__(self, angle=15):\n", " self.rot_mat = SpecialOrthogonal(2).matrix_from_rotation_vector(\n", " gs.array([angle * gs.pi / 180])\n", " )\n", " self.inv_rot_mat = SpecialOrthogonal(2).matrix_from_rotation_vector(\n", " gs.array([-angle * gs.pi / 180])\n", " )\n", "\n", " def __call__(self, base_point):\n", " \"\"\"Diffeomorphism.\"\"\"\n", " transformed_point = gs.einsum(\"ij,j...->i...\", self.rot_mat, base_point)\n", " return gs.tanh(transformed_point)\n", "\n", " def inverse(self, image_point):\n", " \"\"\"Inverse diffeomorphism.\"\"\"\n", " transformed_point = gs.einsum(\"...i\", image_point)\n", " point = gs.arctanh(transformed_point)\n", " return gs.einsum(\"ij,j...->i...\", self.inv_rot_mat, point)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the angle to $\\theta = 15^{\\circ}$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "diffeo = Warp(angle=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We visualize the warping of the plane:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_grid_warped(grid_warped, color, interval=1, show_axis=False):\n", " \"\"\"Plot the given warped grid.\n", "\n", " This function plots a given warp grid with the specified color and interval between grid lines.\n", " It also provides the option to include or exclude axes in the plot.\n", "\n", " Parameters\n", " ----------\n", " grid_warped : array-like, shape = [width, height, 2]\n", " A W x H x 2 dimensional array representing the transformation grid.\n", " color : str\n", " A string indicating the color to be used for plotting the grid lines.\n", " interval : int, optional\n", " The interval between grid lines, default is 1.\n", " show_axis : bool, optional\n", " Whether or not to include axes in the plot, default is False.\n", "\n", " Returns\n", " -------\n", " ax : matplotlib.axes.Axes\n", " The Axes object with the plot drawn onto it.\n", " \"\"\"\n", " if show_axis is False:\n", " plt.axis(\"off\")\n", " ax = plt.gca()\n", " ax.invert_yaxis()\n", " ax.set_aspect(\"equal\")\n", "\n", " for x in range(0, grid_warped.shape[0], interval):\n", " plt.plot(grid_warped[x, :, 0], grid_warped[x, :, 1], c=color)\n", " for y in range(0, grid_warped.shape[1], interval):\n", " plt.plot(grid_warped[:, y, 0], grid_warped[:, y, 1], c=color)\n", " return ax\n", "\n", "\n", "x = gs.linspace(-4, 4, 100)\n", "y = gs.linspace(-4, 4, 100)\n", "x_grid, y_grid = gs.meshgrid(x, y)\n", "grid = gs.stack((x_grid, y_grid), axis=-1)\n", "x_grid_warped, y_grid_warped = diffeo(gs.stack([x_grid, y_grid]))\n", "\n", "\n", "grid_warped = gs.stack((x_grid_warped, y_grid_warped), axis=-1)\n", "\n", "fig = plt.figure(figsize=(12, 12))\n", "ax_template = fig.add_subplot(121)\n", "ax_template = plot_grid_warped(grid, \"darkblue\", show_axis=True)\n", "ax_warped = fig.add_subplot(122)\n", "\n", "ax_warped = plot_grid_warped(grid_warped, \"red\", show_axis=True)\n", "\n", "# Set x and y limits\n", "ax_template.set_xlim((-1, 1))\n", "ax_template.set_ylim((-1, 1))\n", "\n", "ax_warped.set_xlim((-1, 1))\n", "ax_warped.set_ylim((-1, 1))\n", "\n", "# Ensure that the aspect ratio is the same\n", "# 'equal' means that one unit on the x-axis is equal to one unit on the y-axis\n", "ax_template.set_aspect(\"equal\", adjustable=\"box\")\n", "ax_warped.set_aspect(\"equal\", adjustable=\"box\")\n", "\n", "ax_template.set_title(\"Template\")\n", "ax_warped.set_title(\"Warped\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the pullback metric to compute the distance between the origin and $(1,1)$" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "class PlaneWarpMetric(PullbackDiffeoMetric):\n", " \"\"\"Plane warp metric.\"\"\"\n", "\n", " def __init__(self, space, angle=15):\n", " diffeo = Warp(angle=angle)\n", " super().__init__(space=space, image_space=Euclidean(dim=2), diffeo=diffeo)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "space = Euclidean(dim=2, equip=False).equip_with_metric(\n", " PlaneWarpMetric,\n", " angle=15,\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor(1.3812)\n" ] } ], "source": [ "point_a = gs.array([0.0, 0.0])\n", "point_b = gs.array([3.0, 4.0])\n", "distance = space.metric.dist(point_a, point_b)\n", "print(distance)" ] } ], "metadata": { "backends": [ "autograd", "pytorch" ], "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }