{ "cells": [ { "cell_type": "markdown", "id": "05519ea6-24f9-4d3a-bbd6-ad49d4cf0479", "metadata": {}, "source": [ "# Example-01: Coupled twiss parameters" ] }, { "cell_type": "code", "execution_count": 1, "id": "0fe90383-5579-4ab5-a2e3-5f6f78b97865", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "3f297cd9-3afc-4b41-bf4a-fdd5df506470", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "02d9e07c-c6f0-4737-80d6-74693addeaa7", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, ks1, kn2, ks2 = k; return x\n", "def m12(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x\n", "def m23(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m56(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m67(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "f4739f3d-13c1-492c-a85e-ed16af4fc054", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "e59ad845-282e-4e2a-90b5-dc866eead30b", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 4.946e-01, 2.032e+01, -8.454e-03, 3.297e-01],\n", " [-3.725e-02, 4.946e-01, 4.386e-03, 8.052e-03],\n", " [ 8.052e-03, 3.297e-01, -9.236e-02, 3.539e+00],\n", " [ 4.386e-03, -8.454e-03, -2.806e-01, -9.236e-02]], dtype=torch.float64)\n", "True\n" ] } ], "source": [ "# Compute one-turn transport matrix\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([0.20, -0.01, -0.25, 0.01], dtype=torch.float64)\n", "\n", "m = torch.func.jacrev(fodo)(x, k)\n", "print(m)\n", "\n", "from twiss import is_stable\n", "print(is_stable(m))" ] }, { "cell_type": "code", "execution_count": 6, "id": "5b31383b-fe34-46b7-adfd-c82bb798273f", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([1.677e-01, 2.647e-01], dtype=torch.float64)\n", "tensor([[ 4.835e+00, 0.000e+00, 2.714e-02, -2.788e-16],\n", " [-3.407e-17, 2.069e-01, 6.135e-18, -7.283e-03],\n", " [ 6.634e-02, 3.851e-17, 1.884e+00, 0.000e+00],\n", " [-1.459e-17, -2.980e-03, 1.841e-16, 5.308e-01]], dtype=torch.float64)\n", "tensor([[[ 2.338e+01, -1.647e-16, 3.208e-01, -7.055e-17],\n", " [-1.647e-16, 4.279e-02, 5.706e-18, -6.165e-04],\n", " [ 3.208e-01, 5.706e-18, 4.401e-03, -1.083e-18],\n", " [-7.055e-17, -6.165e-04, -1.083e-18, 8.880e-06]],\n", "\n", " [[ 7.367e-04, 2.197e-18, 5.114e-02, -1.430e-16],\n", " [ 2.197e-18, 5.305e-05, 1.156e-17, -3.866e-03],\n", " [ 5.114e-02, 1.156e-17, 3.550e+00, 3.469e-16],\n", " [-1.430e-16, -3.866e-03, 3.469e-16, 2.818e-01]]],\n", " dtype=torch.float64)\n" ] } ], "source": [ "# Compute coupled twiss parameters \n", "\n", "from twiss import twiss\n", "t, n, w = twiss(m)\n", "\n", "print(t)\n", "print(n)\n", "print(w)" ] }, { "cell_type": "code", "execution_count": 7, "id": "4e281444-75d2-4de1-ae36-bdfc150bf8fb", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[4.945e-01, 8.692e-01, 0.000e+00, 0.000e+00],\n", " [-8.692e-01, 4.945e-01, 0.000e+00, 0.000e+00],\n", " [0.000e+00, 0.000e+00, -9.224e-02, 9.957e-01],\n", " [0.000e+00, 0.000e+00, -9.957e-01, -9.224e-02]], dtype=torch.float64)\n", "tensor([[ 4.945e-01, 8.692e-01, -4.585e-18, 5.551e-17],\n", " [-8.692e-01, 4.945e-01, 8.179e-17, -3.221e-17],\n", " [ 9.636e-18, 9.741e-18, -9.224e-02, 9.957e-01],\n", " [ 1.133e-17, -2.888e-17, -9.957e-01, -9.224e-02]], dtype=torch.float64)\n" ] } ], "source": [ "# Check normalization matrix\n", "\n", "from math import pi\n", "from twiss import rotation\n", "\n", "print(rotation(*2*pi*t))\n", "print(n.inverse() @ m @ n)" ] }, { "cell_type": "code", "execution_count": 8, "id": "e786fddc-6e46-4b17-8b70-5b7ec82ee736", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 4.946e-01, 2.032e+01, -8.454e-03, 3.297e-01],\n", " [-3.725e-02, 4.946e-01, 4.386e-03, 8.052e-03],\n", " [ 8.052e-03, 3.297e-01, -9.236e-02, 3.539e+00],\n", " [ 4.386e-03, -8.454e-03, -2.806e-01, -9.236e-02]], dtype=torch.float64)\n", "tensor([[ 4.946e-01, 2.032e+01, -8.454e-03, 3.297e-01],\n", " [-3.725e-02, 4.946e-01, 4.386e-03, 8.052e-03],\n", " [ 8.052e-03, 3.297e-01, -9.236e-02, 3.539e+00],\n", " [ 4.386e-03, -8.454e-03, -2.806e-01, -9.236e-02]], dtype=torch.float64)\n" ] } ], "source": [ "# Check twiss matrices\n", "\n", "from twiss.matrix import symplectic_identity\n", "\n", "s = symplectic_identity(len(w), dtype=torch.float64)\n", "u = torch.zeros_like(m)\n", "for ti, wi in zip(t, w):\n", " u += (wi @ s) * (2*pi*ti).sin() - (wi @ s) @ (wi @ s) * (2*pi*ti).cos()\n", "\n", "print(m)\n", "print(u)" ] }, { "cell_type": "code", "execution_count": 9, "id": "91705451-5faa-49c5-8548-c53e3347e592", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([9, 2, 4, 4])\n" ] } ], "source": [ "# Compute twiss at each location\n", "\n", "from twiss import propagate \n", "\n", "out = []\n", "for mapping in (m11, m12, m23, m34, m45, m56, m67, m78, m89):\n", " w = propagate(w, torch.func.jacrev(mapping)(x, k))\n", " out.append(w)\n", "out = torch.stack(out)\n", "\n", "print(out.shape)" ] }, { "cell_type": "code", "execution_count": 10, "id": "fe81c40a-0c3e-47cd-9e7e-02165aaebc4f", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Convert to CS and LB represencation \n", "\n", "from twiss import wolski_to_cs\n", "from twiss import wolski_to_lb\n", "\n", "ax, bx, ay, by = torch.vmap(wolski_to_cs)(out).T\n", "a1x, b1x, a2x, b2x, a1y, b1y, a2y, b2y, *_ = torch.vmap(wolski_to_lb)(out).T" ] }, { "cell_type": "code", "execution_count": 11, "id": "746beeab-c842-436a-aff6-71ef6703b0d6", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot in-plane twiss parameters\n", "\n", "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(9), bx, marker='o', color='blue')\n", "plt.plot(range(9), b1x, marker='x', color='red')\n", "plt.plot(range(9), by, marker='o', color='blue')\n", "plt.plot(range(9), b2y, marker='x', color='red')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "c2ed6975-8320-4255-ae57-e8d1109b50db", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot in-plane coupled twiss parameters\n", "\n", "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(9), b2x, marker='x', color='red')\n", "plt.plot(range(9), b1y, marker='x', color='blue')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "ea314de1-ca02-4dc8-9436-617f5465142b", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([1.677e-01, 2.647e-01], dtype=torch.float64)\n", "tensor([1.677e-01, 2.647e-01], dtype=torch.float64)\n" ] } ], "source": [ "# Compute phase advances\n", "\n", "from twiss import advance\n", "\n", "out = []\n", "for mapping in (m11, m12, m23, m34, m45, m56, m67, m78, m89):\n", " mu, n = advance(n, torch.func.jacrev(mapping)(x, k))\n", " out.append(mu)\n", "out = torch.stack(out)\n", "\n", "print(t)\n", "print(1/(2*pi)*out.T.sum(-1))" ] }, { "cell_type": "code", "execution_count": 14, "id": "d951599e-252b-4e34-82cd-d5a13cd027e2", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot accumulated phase advance\n", "\n", "mux, muy = out.T.cumsum(-1)\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(9), mux, marker='x', color='red')\n", "plt.plot(range(9), muy, marker='x', color='blue')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6ef10e3e-d144-49a3-8311-ba98c9bd6c95", "metadata": {}, "source": [ "# Example-02: Tune derivatives" ] }, { "cell_type": "code", "execution_count": 1, "id": "2f9b6cee-5d51-417c-9195-eb401d2e32bb", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "cc2e5332-ed6e-48ee-ab32-277db1c6143c", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "9544b4a4-c5da-4318-886c-ac7265602fd5", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, ks1, kn2, ks2 = k; return x\n", "def m12(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x\n", "def m23(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m56(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m67(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "3e423ec1-9de3-4813-804d-2b9b706eea34", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "d9c6f87f-6745-48cf-8af2-f43a5542d146", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[1.832e+00, 0.000e+00, 5.027e-01, 0.000e+00],\n", " [-2.894e-01, 0.000e+00, -1.430e+00, 0.000e+00]], dtype=torch.float64)\n", "tensor([[[-1.265e+01, 0.000e+00, -6.634e+00, 0.000e+00],\n", " [0.000e+00, -1.186e+01, 0.000e+00, -1.682e+01],\n", " [-6.634e+00, 0.000e+00, -1.069e+00, 0.000e+00],\n", " [0.000e+00, -1.682e+01, 0.000e+00, -1.547e+01]],\n", "\n", " [[-4.998e-02, 0.000e+00, -2.576e+00, 0.000e+00],\n", " [0.000e+00, 9.716e+00, 0.000e+00, 8.931e+00],\n", " [-2.576e+00, 0.000e+00, 7.011e-01, 0.000e+00],\n", " [0.000e+00, 8.931e+00, 0.000e+00, 1.286e+01]]], dtype=torch.float64)\n" ] } ], "source": [ "# Compute tune derivatives\n", "\n", "from twiss import twiss\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([0.20, 0.0, -0.25, 0.0], dtype=torch.float64)\n", "\n", "def fn(k):\n", " m = torch.func.jacrev(fodo)(x, k)\n", " t, *_ = twiss(m)\n", " return t\n", "\n", "d1 = torch.func.jacrev(fn)(k)\n", "d2 = torch.func.jacrev(torch.func.jacrev(fn))(k)\n", "\n", "print(d1)\n", "print(d2)" ] }, { "cell_type": "code", "execution_count": 6, "id": "d3b67176-61b6-475a-808b-2f2e70aae9e0", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([1.674e-01, 2.645e-01], dtype=torch.float64)\n", "tensor([1.740e-01, 2.702e-01], dtype=torch.float64)\n", "tensor([1.741e-01, 2.703e-01], dtype=torch.float64)\n", "\n", "tensor([1.741e-01, 2.703e-01], dtype=torch.float64)\n", "\n" ] } ], "source": [ "# Test\n", "\n", "dk = torch.tensor([0.005, -0.005, -0.005, 0.005], dtype=torch.float64)\n", "\n", "print(fn(k))\n", "print(fn(k) + d1 @ dk)\n", "print(fn(k) + d1 @ dk + 1/2 * d2 @ dk @ dk)\n", "print()\n", "\n", "t, *_ = twiss(torch.func.jacrev(fodo)(x, k + dk))\n", "print(t)\n", "print()" ] }, { "cell_type": "markdown", "id": "6f3c0805-961c-4cc5-9cfd-d61ec35dbf8f", "metadata": {}, "source": [ "# Example-03: Twiss derivatives" ] }, { "cell_type": "code", "execution_count": 1, "id": "bafbcfa6-b999-43ee-96fb-f3af20546919", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "e0a01eb5-21a0-473b-9fb3-a9bb1b4ce9d8", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "24d8d522-3c1c-46af-b238-527c3b9cbc6c", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, ks1, kn2, ks2 = k; return x\n", "def m12(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x\n", "def m23(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m56(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m67(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "c42574f3-a9a0-4254-a933-4083b3b1ef71", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "67914289-7c8e-4050-9272-1f95482ac200", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set task function\n", "\n", "from twiss import twiss\n", "from twiss import propagate\n", "from twiss import wolski_to_cs\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([0.20, 0.0, -0.25, 0.0], dtype=torch.float64)\n", "\n", "def fn(k):\n", " m = torch.func.jacrev(fodo)(x, k)\n", " *_, w = twiss(m)\n", " out = []\n", " for mapping in (m11, m12, m23, m34, m45, m56, m67, m78, m89):\n", " w = propagate(w, torch.func.jacrev(mapping)(x, k))\n", " out.append(w)\n", " out = torch.stack(out)\n", " ax, bx, ay, by = torch.vmap(wolski_to_cs)(out).T\n", " return torch.stack([bx, by]).T" ] }, { "cell_type": "code", "execution_count": 6, "id": "4875637d-d7e5-4095-b313-08fe594a778e", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot twiss\n", "\n", "bx, by = fn(k).T\n", "\n", "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(9), bx, marker='o', color='red')\n", "plt.plot(range(9), by, marker='o', color='blue')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "1a96cffc-6a34-4bdf-9d36-ae2dfd7ea6b9", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([9, 2, 4])\n" ] } ], "source": [ "# Compute twiss derivatives\n", "\n", "d1 = torch.func.jacrev(fn)(k)\n", "print(d1.shape)" ] }, { "cell_type": "code", "execution_count": 8, "id": "e24698e4-25b7-4a6f-9d14-4339a5138258", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[2.341e+01, 2.226e+01, 1.274e+01, 6.608e+00, 6.173e+00, 6.608e+00, 1.274e+01, 2.226e+01, 2.341e+01],\n", " [3.554e+00, 3.806e+00, 8.444e+00, 1.723e+01, 1.834e+01, 1.723e+01, 8.444e+00, 3.806e+00, 3.554e+00]],\n", " dtype=torch.float64)\n", "tensor([[2.303e+01, 2.188e+01, 1.232e+01, 6.251e+00, 5.827e+00, 6.251e+00, 1.232e+01, 2.188e+01, 2.303e+01],\n", " [3.395e+00, 3.647e+00, 8.370e+00, 1.741e+01, 1.856e+01, 1.741e+01, 8.370e+00, 3.647e+00, 3.395e+00]],\n", " dtype=torch.float64)\n", "\n", "tensor([[2.305e+01, 2.190e+01, 1.234e+01, 6.262e+00, 5.838e+00, 6.262e+00, 1.234e+01, 2.190e+01, 2.305e+01],\n", " [3.396e+00, 3.648e+00, 8.373e+00, 1.742e+01, 1.857e+01, 1.742e+01, 8.373e+00, 3.648e+00, 3.396e+00]],\n", " dtype=torch.float64)\n", "\n" ] } ], "source": [ "# Test\n", "\n", "dk = torch.tensor([0.005, -0.005, -0.005, 0.005], dtype=torch.float64)\n", "\n", "print(fn(k).T)\n", "print((fn(k) + d1 @ dk).T)\n", "print()\n", "\n", "print(fn(k + dk).T)\n", "print()" ] }, { "cell_type": "markdown", "id": "ca1bffd0-1faa-4658-8402-e322f5d92897", "metadata": {}, "source": [ "# Example-04: Phase advance derivatives" ] }, { "cell_type": "code", "execution_count": 1, "id": "91309601-ea84-490c-bf52-3daf7c1d6ba8", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "17433be9-012b-44c3-bd91-04ed84a08d90", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "1523930d-acd3-4aa6-9511-2777ad3eded5", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, ks1, kn2, ks2 = k; return x\n", "def m12(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x\n", "def m23(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m56(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m67(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "bfeac63a-4676-4c33-9eb8-2027f926e3b9", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "7a3ed07b-4937-496c-a0c1-cb531b23e7ea", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set task function\n", "\n", "from twiss import twiss\n", "from twiss import advance\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([0.20, 0.0, -0.25, 0.0], dtype=torch.float64)\n", "\n", "def fn(k):\n", " m = torch.func.jacrev(fodo)(x, k)\n", " _, n, _ = twiss(m)\n", " out = []\n", " for mapping in (m12, m23, m34, m45, m56, m67, m78, m89):\n", " mu, n = advance(n, torch.func.jacrev(mapping)(x, k))\n", " out.append(mu)\n", " return torch.stack(out)" ] }, { "cell_type": "code", "execution_count": 6, "id": "081170b8-8880-4ff9-8c53-e10690daf13a", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute and plot phase advance\n", "\n", "mux, muy = fn(k).T\n", "\n", "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(8), mux, marker='o', color='red')\n", "plt.plot(range(8), muy, marker='o', color='blue')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "835c9753-6816-4070-95cf-471a4694e867", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([8, 2, 4])\n" ] } ], "source": [ "# Compute phase advance derivatives\n", "\n", "d1 = torch.func.jacrev(fn)(k)\n", "print(d1.shape)" ] }, { "cell_type": "code", "execution_count": 8, "id": "e6cfc13d-b8bd-4bde-a88e-7d946408ec27", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[2.172e-02, 1.490e-01, 2.759e-01, 7.918e-02, 7.918e-02, 2.759e-01, 1.490e-01, 2.172e-02],\n", " [1.375e-01, 4.567e-01, 2.088e-01, 2.784e-02, 2.784e-02, 2.088e-01, 4.567e-01, 1.375e-01]],\n", " dtype=torch.float64)\n", "tensor([[2.208e-02, 1.528e-01, 2.883e-01, 8.357e-02, 8.357e-02, 2.883e-01, 1.528e-01, 2.208e-02],\n", " [1.435e-01, 4.691e-01, 2.086e-01, 2.752e-02, 2.752e-02, 2.086e-01, 4.691e-01, 1.435e-01]],\n", " dtype=torch.float64)\n", "\n", "tensor([[2.206e-02, 1.527e-01, 2.884e-01, 8.368e-02, 8.368e-02, 2.884e-01, 1.527e-01, 2.206e-02],\n", " [1.438e-01, 4.694e-01, 2.085e-01, 2.751e-02, 2.751e-02, 2.085e-01, 4.694e-01, 1.438e-01]],\n", " dtype=torch.float64)\n", "\n" ] } ], "source": [ "# Test\n", "\n", "dk = torch.tensor([0.005, -0.005, -0.005, 0.005], dtype=torch.float64)\n", "\n", "print(fn(k).T)\n", "print((fn(k) + d1 @ dk).T)\n", "print()\n", "\n", "print(fn(k + dk).T)\n", "print()" ] }, { "cell_type": "markdown", "id": "9b7c4112-564b-4701-9f23-353143c3e508", "metadata": {}, "source": [ "# Example-05: Tune uncertainty from systematic errors" ] }, { "cell_type": "code", "execution_count": 1, "id": "8be31e7a-0947-49cd-a474-cf53461fda85", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "75adfddb-7bd9-4de7-8ddd-76954b10fa58", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "aa8a3f92-11a0-434f-83ff-41f5f7ac88c7", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, ks1, kn2, ks2 = k; return x\n", "def m12(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x\n", "def m23(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m56(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 0.5); return x\n", "def m67(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "109d0b87-e240-417e-b191-0da7da038b88", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "1311fd9c-c51a-432e-8ab0-1d8fa2548f3c", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Compute tune derivatives\n", "\n", "from twiss import twiss\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([0.20, 0.0, -0.25, 0.0], dtype=torch.float64)\n", "\n", "def fn(k):\n", " m = torch.func.jacrev(fodo)(x, k)\n", " t, *_ = twiss(m)\n", " return t\n", "\n", "grad = torch.func.jacrev(fn)(k)" ] }, { "cell_type": "code", "execution_count": 6, "id": "2244f89a-7c42-42f5-8ccd-a6f62a6910b7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([1.900e-02, 1.459e-02], dtype=torch.float64)\n", "tensor([1.940e-02, 1.358e-02], dtype=torch.float64)\n" ] } ], "source": [ "# Compute tune uncertainty for given known knobs uncertanties\n", "\n", "sk = torch.tensor([0.01, 0.005, 0.01, 0.005], dtype=torch.float64)\n", "\n", "st = (grad**2 @ sk**2).sqrt()\n", "print(st)\n", "\n", "st = torch.func.vmap(fn)(k + sk * torch.randn((1024, 4), dtype=torch.float64)).T.std(-1)\n", "print(st)" ] }, { "cell_type": "markdown", "id": "06607989-a6ba-493a-9df0-0e02a0f16539", "metadata": {}, "source": [ "# Example-06: Matching (composable)" ] }, { "cell_type": "code", "execution_count": 1, "id": "235b1c3d-fbd7-41fe-89a3-bc5d2adb5871", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "45398293-2689-4985-a3e8-74d7107c2783", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "dc5eea1b-e161-4b15-8e4e-95857b213078", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, kn2 = k; return x\n", "def m12(x, k): kn1, kn2 = k; x = quad(x, kn1, 0.0, 0.5); return x\n", "def m23(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, kn2 = k; x = quad(x, kn2, 0.0, 0.5); return x\n", "def m56(x, k): kn1, kn2 = k; x = quad(x, kn2, 0.0, 0.5); return x\n", "def m67(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, kn2 = k; x = quad(x, kn1, 0.0, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "abd1c904-b8ac-4a26-87f1-39885366cff2", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "f7b51b2e-3bf5-452b-a6aa-8cdb00ac6f39", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set objective function (bx & by at focusing quadrupole center)\n", "\n", "from twiss import twiss\n", "from twiss import wolski_to_cs\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([+0.20, -0.20], dtype=torch.float64)\n", "\n", "BX, BY = torch.tensor([25.0, 5.0], dtype=torch.float64)\n", "\n", "bag = []\n", "\n", "def objective(k, flag=False):\n", " m = torch.func.jacrev(fodo)(x, k)\n", " *_, w = twiss(m)\n", " ax, bx, ay, by = wolski_to_cs(w)\n", " if flag:\n", " bag.append(torch.stack([bx, by]))\n", " return (bx - BX)**2 + (by - BY)**2" ] }, { "cell_type": "code", "execution_count": 6, "id": "81d8662a-95d6-405d-8f9d-c61206a0af03", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set optimizer\n", "\n", "def adam(objective, knobs, count=1, lr=0.005, betas=(0.900, 0.999), epsilon=1.0E-9):\n", " b1, b2 = betas\n", " history_knobs = []\n", " history_value = []\n", " m1 = torch.zeros_like(knobs)\n", " m2 = torch.zeros_like(knobs)\n", " for i in range(count):\n", " grad = torch.func.jacrev(objective)(knobs)\n", " m1 = b1 * m1 + (1.0 - b1) * grad\n", " m2 = b2 * m2 + (1.0 - b2) * grad ** 2\n", " f1 = 1/(1 - b1 ** (i + 1))\n", " f2 = 1/(1 - b2 ** (i + 1))\n", " knobs = knobs - lr * m1 / f1 / (torch.sqrt(m2 / f2) + epsilon)\n", " value = objective(knobs, flag=True)\n", " history_knobs.append(knobs)\n", " history_value.append(value)\n", " return tuple(map(torch.stack, [history_knobs, history_value]))" ] }, { "cell_type": "code", "execution_count": 7, "id": "638c762c-2821-47d5-ae0b-7214cef75f17", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Optimize\n", "\n", "knobs, value = adam(objective, k, count=128, lr=0.001)" ] }, { "cell_type": "code", "execution_count": 8, "id": "8776efa6-0fc4-41a2-b04e-c99bf8af4b11", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot beta values\n", "\n", "from matplotlib import pyplot as plt\n", "\n", "bxs, bys = torch.stack(bag).T\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(128), (bxs - BX).cpu().numpy(), color='blue', marker='x')\n", "plt.plot(range(128), (bys - BY).cpu().numpy(), color='red', marker='x')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3c36b851-50f0-4131-b588-361850c6312b", "metadata": {}, "source": [ "# Example-07: Matching (autograd)" ] }, { "cell_type": "code", "execution_count": 1, "id": "952803bd-674c-4132-8401-9b393d81b2f8", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "cb4dbfc9-de81-4df5-b141-ed1eec7e6728", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "070c103c-91cb-45ee-8b6d-d68db5e1a3df", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, kn2 = k; return x\n", "def m12(x, k): kn1, kn2 = k; x = quad(x, kn1, 0.0, 0.5); return x\n", "def m23(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, kn2 = k; x = quad(x, kn2, 0.0, 0.5); return x\n", "def m56(x, k): kn1, kn2 = k; x = quad(x, kn2, 0.0, 0.5); return x\n", "def m67(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, kn2 = k; x = quad(x, kn1, 0.0, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "d42a7430-091d-4c40-8d08-b4647b076efd", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "938efe64-ea54-4642-af78-ffca3c4fac07", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set objective function (bx & by at focusing quadrupole center)\n", "\n", "from twiss import twiss\n", "from twiss import wolski_to_cs\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([+0.20, -0.20], dtype=torch.float64)\n", "\n", "BX, BY = torch.tensor([25.0, 5.0], dtype=torch.float64)\n", "\n", "def objective(k):\n", " m = torch.func.jacrev(fodo)(x, k)\n", " *_, w = twiss(m)\n", " ax, bx, ay, by = wolski_to_cs(w)\n", " return (bx - BX)**2 + (by - BY)**2" ] }, { "cell_type": "code", "execution_count": 6, "id": "e2d46f54-890a-4d03-81bf-c4af26a634c4", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Define model\n", "\n", "class Model(torch.nn.Module):\n", " \n", " def __init__(self, objective, knobs):\n", " super().__init__()\n", " self.objective = objective\n", " self.knobs = torch.nn.Parameter(torch.clone(knobs))\n", "\n", " def forward(self):\n", " return self.objective(self.knobs)\n", " \n", "model = Model(objective, k)" ] }, { "cell_type": "code", "execution_count": 7, "id": "647544bb-6aa4-464c-a60b-59de75ce098c", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set optimizer\n", "\n", "optimizer = torch.optim.Adam(model.parameters(), lr=0.005)" ] }, { "cell_type": "code", "execution_count": 8, "id": "c32d9991-2293-43da-87ed-dee2a228f414", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Train\n", "# Note, here forward method is a loss function\n", "\n", "model.train()\n", "\n", "for _ in range(256):\n", " loss = model()\n", " loss.backward()\n", " optimizer.step()\n", " optimizer.zero_grad()" ] }, { "cell_type": "code", "execution_count": 9, "id": "40a48b1c-fa44-40f1-91db-5d6b20f31e14", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([2.500e+01, 5.000e+00], dtype=torch.float64)\n" ] } ], "source": [ "# Check result\n", "\n", "k = torch.stack([*model.parameters()]).detach().squeeze()\n", "m = torch.func.jacrev(fodo)(x, k)\n", "*_, w = twiss(m)\n", "ax, bx, ay, by = wolski_to_cs(w)\n", "print(torch.stack([bx, by]))" ] }, { "cell_type": "markdown", "id": "847d0a47-70fd-4296-9bd5-d50476ae3878", "metadata": {}, "source": [ "# Example-08: Matching (autograd & taylor model)" ] }, { "cell_type": "code", "execution_count": 1, "id": "3105e58b-cab3-4a19-9b7d-f74900a0e46d", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "71fecdb0-0a82-4bbe-b1f0-14cc07f97f19", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "ecacd445-b167-4402-b849-67a170a76a11", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, kn2 = k; return x\n", "def m12(x, k): kn1, kn2 = k; x = quad(x, kn1, 0.0, 0.5); return x\n", "def m23(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m34(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m45(x, k): kn1, kn2 = k; x = quad(x, kn2, 0.0, 0.5); return x\n", "def m56(x, k): kn1, kn2 = k; x = quad(x, kn2, 0.0, 0.5); return x\n", "def m67(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m78(x, k): kn1, kn2 = k; x = drif(x, 2.5); return x\n", "def m89(x, k): kn1, kn2 = k; x = quad(x, kn1, 0.0, 0.5); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "eee1c0b1-78c5-4a6f-b9fe-8b059ee8c549", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " x = m56(x, k)\n", " x = m67(x, k)\n", " x = m78(x, k)\n", " x = m89(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "e96fdca0-e70c-4996-a09f-a24cc0d945b2", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Compute parametric transport matrix\n", "\n", "from ndmap.derivative import derivative\n", "from ndmap.evaluate import evaluate\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([+0.20, -0.20], dtype=torch.float64)\n", "t = derivative(4, lambda k: torch.func.jacrev(fodo)(x, k), k, jacobian=torch.func.jacfwd)" ] }, { "cell_type": "code", "execution_count": 6, "id": "21a28f2a-746a-490f-a448-f1372381d5df", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set objective function (bx & by at focusing quadrupole center)\n", "\n", "from twiss import twiss\n", "from twiss import wolski_to_cs\n", "\n", "dk = torch.tensor([0.0, 0.0], dtype=torch.float64)\n", "\n", "BX, BY = torch.tensor([25.0, 5.0], dtype=torch.float64)\n", "\n", "def objective(k):\n", " m = evaluate(t, [k])\n", " *_, w = twiss(m)\n", " ax, bx, ay, by = wolski_to_cs(w)\n", " return torch.stack([bx, by])" ] }, { "cell_type": "code", "execution_count": 7, "id": "d84f9cc9-4793-46fc-a793-8769b0ad7241", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Define model\n", "\n", "class Model(torch.nn.Module):\n", " \n", " def __init__(self, objective, knobs):\n", " super().__init__()\n", " self.objective = objective\n", " self.knobs = torch.nn.Parameter(torch.clone(knobs))\n", "\n", " def forward(self):\n", " return self.objective(self.knobs)\n", " \n", "model = Model(objective, dk)" ] }, { "cell_type": "code", "execution_count": 8, "id": "7ce70dc7-87ce-4a5c-905f-ef15bf65b342", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set optimizer\n", "\n", "optimizer = torch.optim.Adam(model.parameters(), lr=0.005)" ] }, { "cell_type": "code", "execution_count": 9, "id": "f04f8ab0-f60f-42e7-b965-297720f45198", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set loss function\n", "\n", "mse = torch.nn.MSELoss()" ] }, { "cell_type": "code", "execution_count": 10, "id": "8a4f195a-f3ae-4b71-8809-07198a48db64", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Train\n", "\n", "model.train()\n", "\n", "data = []\n", "\n", "for _ in range(256):\n", " beta = model()\n", " loss = mse(beta, torch.stack([BX, BY]))\n", " loss.backward()\n", " optimizer.step()\n", " optimizer.zero_grad()\n", " data.append(loss.item())" ] }, { "cell_type": "code", "execution_count": 11, "id": "b081f760-5026-449c-97b2-6cb156010808", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot loss\n", "\n", "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(20, 5))\n", "plt.plot(range(256), data, color='black', marker='x')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "7ed63397-2782-4a0a-9230-c692a880acd2", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([2.500e+01, 5.000e+00], dtype=torch.float64)\n" ] } ], "source": [ "# Check result\n", "\n", "dk = torch.stack([*model.parameters()]).detach().squeeze()\n", "m = torch.func.jacrev(fodo)(x, k + dk)\n", "*_, w = twiss(m)\n", "ax, bx, ay, by = wolski_to_cs(w)\n", "print(torch.stack([bx, by]))" ] }, { "cell_type": "markdown", "id": "740276cc-1252-4366-9780-dce1a06c8106", "metadata": {}, "source": [ "# Example-09: Matched distribution" ] }, { "cell_type": "code", "execution_count": 1, "id": "e89ab0a1-8230-4d7a-8c52-b3eb5c06a1cb", "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "torch.set_printoptions(precision=3, sci_mode=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "dcea99f8-e834-4747-8a12-2ddc69046751", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set elements\n", "\n", "def drif(x, l):\n", " (qx, px, qy, py), l = x, l\n", " return torch.stack([qx + l*px, px, qy + l*py, py])\n", "\n", "def quad(x, kn, ks, l, n=25):\n", " (qx, px, qy, py), kn, ks, l = x, kn, ks, l/(2.0*n)\n", " for _ in range(n):\n", " qx, qy = qx + l*px, qy + l*py\n", " px, py = px - 2.0*l*(kn*qx - ks*qy), py + 2.0*l*(ks*qx + kn*qy)\n", " qx, qy = qx + l*px, qy + l*py\n", " return torch.stack([qx, px, qy, py]) " ] }, { "cell_type": "code", "execution_count": 3, "id": "2a1ad70d-2178-4400-981b-223d5bce0f05", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set transport maps\n", "\n", "def m11(x, k): kn1, ks1, kn2, ks2 = k; return x\n", "def m12(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 5.0); return x\n", "def m23(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn2, ks2, 1.0); return x\n", "def m34(x, k): kn1, ks1, kn2, ks2 = k; x = drif(x, 5.0); return x\n", "def m45(x, k): kn1, ks1, kn2, ks2 = k; x = quad(x, kn1, ks1, 1.0); return x" ] }, { "cell_type": "code", "execution_count": 4, "id": "c7f72b95-a1d3-4307-8b35-0200ef40acb8", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Set fodo cell\n", "\n", "def fodo(x, k):\n", " x = m11(x, k)\n", " x = m12(x, k)\n", " x = m23(x, k)\n", " x = m34(x, k)\n", " x = m45(x, k)\n", " return x" ] }, { "cell_type": "code", "execution_count": 5, "id": "516087e6-dd0f-4b2d-89a7-e99d6e726a08", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 2.443e+00, 1.933e+01, 6.129e-02, 3.072e-01],\n", " [-2.357e-01, -1.454e+00, 2.789e-03, -4.458e-02],\n", " [ 5.838e-02, 2.911e-01, -6.017e-01, 3.789e+00],\n", " [-3.216e-03, -7.752e-02, -3.310e-01, 4.167e-01]], dtype=torch.float64)\n", "True\n" ] } ], "source": [ "# Compute one-turn transport matrix\n", "\n", "x = torch.tensor([0.0, 0.0, 0.0, 0.0], dtype=torch.float64)\n", "k = torch.tensor([0.20, -0.01, -0.25, 0.01], dtype=torch.float64)\n", "\n", "m = torch.func.jacrev(fodo)(x, k)\n", "print(m)\n", "\n", "from twiss.wolski import is_stable\n", "print(is_stable(m))" ] }, { "cell_type": "code", "execution_count": 6, "id": "f807ecc1-2612-4e2a-96d6-0103fb2ae646", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Compute coupled twiss parameters \n", "\n", "from twiss import twiss\n", "*_, ws = twiss(m)" ] }, { "cell_type": "code", "execution_count": 7, "id": "da1f7435-2b27-449a-9b97-1c7acee5b7d9", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 2.224e-05, -2.241e-06, 2.924e-07, -8.274e-08],\n", " [-2.241e-06, 2.709e-07, -3.030e-08, 7.656e-09],\n", " [ 2.924e-07, -3.030e-08, 4.186e-08, 4.045e-09],\n", " [-8.274e-08, 7.656e-09, 4.045e-09, 3.639e-09]], dtype=torch.float64)\n", "\n", "tensor([[ 2.224e-05, -2.241e-06, 2.924e-07, -8.274e-08],\n", " [-2.241e-06, 2.709e-07, -3.030e-08, 7.656e-09],\n", " [ 2.924e-07, -3.030e-08, 4.186e-08, 4.045e-09],\n", " [-8.274e-08, 7.656e-09, 4.045e-09, 3.639e-09]], dtype=torch.float64)\n", "\n", "tensor([[ 2.223e-05, -2.246e-06, 2.874e-07, -8.269e-08],\n", " [-2.246e-06, 2.726e-07, -3.022e-08, 7.830e-09],\n", " [ 2.874e-07, -3.022e-08, 4.217e-08, 4.078e-09],\n", " [-8.269e-08, 7.830e-09, 4.078e-09, 3.673e-09]], dtype=torch.float64)\n", "\n" ] } ], "source": [ "# Generate beam\n", "\n", "from torch.distributions.multivariate_normal import MultivariateNormal\n", "\n", "ex = 1.0E-6\n", "ey = 1.0E-8\n", "\n", "wx, wy = ws\n", "\n", "mean = torch.zeros(4, dtype=torch.float64)\n", "covariance_matrix = ex*wx + ey*wy\n", "\n", "distribution = MultivariateNormal(mean, covariance_matrix)\n", "\n", "beam = distribution.sample((2**14, )).T\n", "\n", "print(covariance_matrix)\n", "print()\n", "\n", "print(distribution.covariance_matrix)\n", "print()\n", "\n", "print(beam.cov())\n", "print()" ] }, { "cell_type": "code", "execution_count": 8, "id": "d50a9808-403a-473e-b08d-197af1534215", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 2.224e-05, -2.241e-06, 2.924e-07, -8.274e-08],\n", " [-2.241e-06, 2.709e-07, -3.030e-08, 7.656e-09],\n", " [ 2.924e-07, -3.030e-08, 4.186e-08, 4.045e-09],\n", " [-8.274e-08, 7.656e-09, 4.045e-09, 3.639e-09]], dtype=torch.float64)\n", "\n", "tensor([[ 2.215e-05, -2.234e-06, 2.895e-07, -8.329e-08],\n", " [-2.234e-06, 2.699e-07, -2.991e-08, 7.692e-09],\n", " [ 2.895e-07, -2.991e-08, 4.185e-08, 4.045e-09],\n", " [-8.329e-08, 7.692e-09, 4.045e-09, 3.650e-09]], dtype=torch.float64)\n", "\n" ] } ], "source": [ "# Same with distribution function\n", "\n", "from twiss import normal\n", "\n", "bd = normal(mean, torch.tensor([ex, ey], dtype=torch.float64), ws)\n", "\n", "beam = bd.sample((2**16, )).T\n", "\n", "print(bd.covariance_matrix)\n", "print()\n", "\n", "print(beam.cov())\n", "print()" ] }, { "cell_type": "code", "execution_count": 9, "id": "19286bb1-3e8d-41f8-9376-ad82462d2e31", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 2.209e-05, -2.227e-06, 2.863e-07, -8.293e-08],\n", " [-2.227e-06, 2.694e-07, -2.968e-08, 7.647e-09],\n", " [ 2.863e-07, -2.968e-08, 4.182e-08, 4.077e-09],\n", " [-8.293e-08, 7.647e-09, 4.077e-09, 3.650e-09]], dtype=torch.float64)\n" ] } ], "source": [ "# Transformed beam covariance matrix (matrix)\n", "\n", "print((m @ beam).cov())" ] }, { "cell_type": "code", "execution_count": 10, "id": "4747e8a4-399f-4f54-a9f9-e6ee2d90aee0", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 2.209e-05, -2.227e-06, 2.863e-07, -8.293e-08],\n", " [-2.227e-06, 2.694e-07, -2.968e-08, 7.647e-09],\n", " [ 2.863e-07, -2.968e-08, 4.182e-08, 4.077e-09],\n", " [-8.293e-08, 7.647e-09, 4.077e-09, 3.650e-09]], dtype=torch.float64)\n" ] } ], "source": [ "# Transformed beam covariance matrix (map)\n", "\n", "beam = torch.func.vmap(lambda x: fodo(x, k))(beam.T).T\n", "\n", "print(beam.cov())" ] }, { "cell_type": "code", "execution_count": 11, "id": "a0e4f135-0fb6-40d7-abc2-614df4812a91", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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qxpxqypy
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65536 rows × 4 columns

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" ], "text/plain": [ " qx px qy py\n", "0 -0.005472 0.000417 0.000104 0.000064\n", "1 -0.002620 0.000006 0.000144 0.000058\n", "2 -0.006187 0.000686 -0.000392 -0.000012\n", "3 0.004921 -0.000598 0.000285 -0.000008\n", "4 0.000305 -0.000059 -0.000060 -0.000067\n", "... ... ... ... ...\n", "65531 0.004505 -0.000694 0.000119 0.000035\n", "65532 -0.006830 0.000694 -0.000085 0.000006\n", "65533 -0.006022 0.000519 -0.000034 -0.000057\n", "65534 -0.004400 0.000133 -0.000101 -0.000076\n", "65535 0.001186 -0.000023 0.000396 0.000022\n", "\n", "[65536 rows x 4 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Prepare data frame for plotting\n", "\n", "import pandas\n", "\n", "df = pandas.DataFrame(beam.T.cpu().numpy())\n", "df.columns = ['qx', 'px', 'qy', 'py']\n", "df" ] }, { "cell_type": "code", "execution_count": 12, "id": "e54f5f73-f58d-402c-accc-f9b7821ca80a", "metadata": {}, "outputs": [ { "data": { "image/png": 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sVoeLd1aW89WGWmRAo5IYlRxKvzB/JEnCYLbT2Gml1mCmqctGq8nOX5UG/qo07PE144J9GRQXzKikEManhhMZGXTEPo/Qt4hAXDhhOV0ypXojZw+MOSrvnxKuDADkN3QyLiX8qGyDcOKpbDV5g/CrRiXSPyqQAdE60iMDsdid3PntNrbWdXDDl5sZFBdEbn0nFocLX42KyekRXDAkjpFJISJ9VBAESpqN/JjXyK/FemrbLd3u06gkksP8SY0IIDHUn/hgX2KC/IjSaQkP1BLkq8FXo5QqcskyZrsTg9lOU6eNylYT25u62FBtoKLVzObaDjbXdvDf38pICvVjaEIIwxNDOCkljCid79H46MIJYGtdB/9aWkR5iwmA6TnR3H1yGpGB2h4fb7Y7KdMbKW42Ut5qoq7dgsFsx2hzYrY7aTc76LQ6qO+wUt/RzM+FzQBkxwVzev8Izh0YK1LbTzAiEBdOWLXtFiwOFwlHaXQ9OsiXAB81+Q1dIhAXjhjPKP3o5FDunZzW7T4/HzWvXTCI++blsrWug/XV7d77rA4XSwubWVrYTEq4P9ePTWZadjQqEZALwgnFJcv8UdLCnG+3sa6izXu7Vq3MFI5LCWd4QjDpkYH4qPetJrBKkgjUagjUakgI8Wd4Yoj3vvoOC7+XtLC8WM+W2naqDRaqDRZ+dA8ojkkO5bqxSYxODju0H1Q4YTV3WXnvz0oW5DYgo6SbP3FmJhPTInp9nr+PmoFxwQyMC97jY9rNdoqau9hc28Hayja21nVQUK/8vLeqkitGJnDD2GT8fET6+olABOLCCaukuQuAxNCjE4irJImEUD+K3dshCEdCkft4Gxzf84VCkJ+Gdy8ZwuqKNurbLQxLCCE9KpCipi7mb6tnSUEzFa1mnlpcyILcBh4/PZOkI9x1QBCEI0+WZVaWtfK/VZVsb1L+jqhVEienRzAtK4pxKeGHZe1rXLAfl41I4LIRCXRZHWyp7WBzbTvrqw3k1neytsrA2ioDUzOjeGRqhig2KRywhg4LX22sZe6WeqwOFwBnD4zhvslph+y4CvH3YXRyGKOTw7j5pH60W+ysq+/i0z/L2d7Yxcd/VfNLkZ7nz85mQIzukLyn0HeJQHwPvvjiCz788EOam5vJysriiSeeYMiQIXt8/OLFi3n99depra0lJSWFBx98kMmTJ3vvX7p0KV9//TV5eXkYDAbmz59Pdnb2kfgowh6U6k0E+WqO6vrsxBA/CptEIC4cOQ0dSvpoUi8DUD5qFSendx/5z4kNIic2iHtOTuPbzXV8uKaKDdXtXDFrA3dNSuXi4fFidlwQjkMWu5PfS1r4amMteQ1KgdFArZrrJqRwzoBIIgOPXGq4zlfDhLRwJqQpWWR17Ra+WF/D3C11LCtqJre+g/+cn0N2jFhzK+y77Y2dfLauhl+KmnHXLWVwXDD3Tk5laEJI708+SKH+Plw+JpmpqaH8WtzCS8tLqGozc+PXm3n8jP6clX10lk8KR4boI96DRYsW8cILL3DnnXcyb948srKyuPHGG2lpaenx8Rs3buSBBx5g5syZzJ8/nylTpnDnnXdSVFTkfYzJZGLEiBE8+OCDR+pjCHtR1mIkLuTori1LDPWnxmDBbHce1e0QThztZqWAUph/z2vc9kbnq+G6scl8de1IRiWFYHG4ePnXUm6fsxW9u52LIAjHthajjaXbm3h68XamvbuGfyzaTl5DJ34aFdeMTmT+TaN56Myso74+Oz7Ej4emZPDRFcNJCvWjodPKzV9v4Zei5qO6XcKxocVo4x8LC7j6800sLVSC8FHJobx+4SA+vHzoYQ/CdyZJEqf2j+Sra0YyITUcq8PFk4sKeeHnYkw2cY14vBIz4j34+OOPueSSS7jooosAeOaZZ/jtt9+YO3cut9xyy26PnzVrFpMmTeKmm24C4L777mPVqlV8/vnnPPvsswDMmDEDgJqamiPzIYS9KtGb6Bd+dFNqE0P9kIFSvZFBvawpEoRDxeGuTqxRH9zsdWKoP29fPITvttTz5h/lbKxp56rPN/HSeTl7THsXBKFv6rQ4WFdtYH2V8lPeaup2f2yQL+cOiuGiofFEBGrpa8kvObFBzLpqBI8vLGBVeRuP/lDAPSdbuGpUoigsKfToz/JWnl5ciMFsRwLOyIri6tFJDIg+uungIf4+vDJjIO+vruSjNVV8t7WelWUt3DkpldMHRO1z3QXh2CAC8V3YbDby8vK49dZbvbepVCrGjx/Ppk2benzO5s2bue6667rdNnHiRJYtW3ZYtnFP3yme28V3zt7ZnS6qDWZOSjnw4i4772+5p4ao+yAu2A9JUtqoieCld33h+D4U7320P4fWXaXY6nAd9DaoJYmLh8czpl8oD32fT1mLiRu/2syEtHBGJoUwITWctMjAQ7DV++5o798TwdHYx8fa7/NYOA5lWeavyjZmb6xjVUWbt4UYKG3F+kcHMiY5jFMyIhiSENxt6Ulf/HxBfhr+e8EgXv21lNmb6njjj3Kau2zcf2rafi+b6Yuf72g5XPvgaO1jWZb5cE0V7/1ZiQz0jwrkyTMzyY49OssZetoPGrXE7RNTGJ4YwvNLi6jrsPLU4kL++1sZkzMiGNcvjOFJIXus3n6sOhHPOxGI76KtrQ2n00lERPf1kREREZSVlfX4HL1eT2Rk5G6P1+v1h2UbIyJ6/2Oxt/sFKGzoxOmSyYwPISQk4KBeKzj44J4fF+JHg8kh+kjuo6N5fB/K9z5anyM+zJ/8hk7MSIfsmIuMDGLBPRH8Y9425m+uY2VZKyvLWnn993LOHhLHP88fRPgRvmAQfwcPvyO5j4/V32df3e615a28sLiATVUG721pUYFMzIhkfHoEY1MjCNuHc7Yvfr4XLx1O//gQ/rWwgK821tLllHn54iH4ava/kFxf/HxH2uHeB0dyH5ttTh78dgsLt9YDcOXYZJ48N+eAjo1Draf9cE5kEFOHJvDhynI+XVVBU6eV77c18P22BgAGJ4Rw6egkZo5MPK6qrJ9I550IxI9BLS2dPc7ASpJy8O7pfmGHDSVNAASrob3dtJdH90ySlCC8o8N0UPs7KkBLfq0Bvb7zwF/kBHCwx/ehCDoPxbl1tM/TGHeP0i0VrUzLOLRt8/4xNYPLhsaxuqKVdVUGVpe3sXBrPWtKW7h+bBKnZEQQG3x4uxQc7f17IjiQfXyw59+x9vvsq8dhqd7IOysr+L1EqXnjq1Fx4ZA4LhoaR0rEjkFlp9mK3rznmg999fN5zMiOwld28fRPRfywpY5qfRcvnpdDxD4OCPb1z7c/+uq5d6T3cV27hYe+z6ewqQu1SuKRKRlcODSOToOJo3n1tS/74dLBMVyUE8WGmnZWlrayvtpASbORbbXtbKtt553lxfz9jP7HfCvc4+m8g30790QgvouwsDDUavVuhdlaWlp2m/X2iIyM3G32u7fHHyxZ7j0Vem/3C0rF9BA/DYG+B34KePbxwe7r2GBfttR2iN/ZPjqax/ehfO+j9Tly3Ol3W2rbD8v7p0cGkh4ZyFWjktje2MkTi7ZT0Wrm5eWlvLy8lNSIAO6elMqk9N77sR4s8Xfw8DuS+/hY/X32le2ubjPz3qoKlm5vRgZUEswYHMfN4/t501sPZDt7+3xmu5PKVhMdFgdatYqoIC1xwX5HrLvCtOwYwgK0PLIgn821HVz92Ub+dXZ2tx7le9NXfn9H0+HeB0diH6+vMvDoD/m0WxyE+fvw4nk5DE8M6VO/273tB7VKxZjkMMYkK0sqW4w2lmxv4ov1NdR1WLnr21xuGpfMzeP7HfMdTE6k804E4rvQarUMHDiQ1atXM3XqVABcLherV6/mqquu6vE5w4YNY82aNd3Wia9atYphw4YdgS0WDkR5i/Gwz8ztq5ggXxo6rVjszuMqtUjom0YmhQJQ1Gykucu6X1WPLXYny4qaqTVYSAj1Y0JqOGEBe55hyooJ4ourRzJvaz2LC5ooaOykvMXE3+bncduEftw4rt/BfhxBEHphd7r4YHUls9bVeAs1ntY/ktsmpJAacXDLqnpS127h58Jmfi9pIa+hA9cuF9OBWjWD44M5KSWMk9MjSAw9vAVTx/YL45Mrh/PQ93lUtJq5fc4W7jo5jStHJogibieIRfmNPLukCKdLJjtGx3/Oyzmo6z+z3UltuwV9l5UWo50Wow2D2Y7V4UKtkgjx1xAb5EdiqB8Jof5EBPgclmMtIlDLFSMTuWBIHG/8Xsa3W+r5YE0V1QYzT00bIIq6HSNEIN6D66+/nkceeYRBgwYxZMgQPv30U8xmMxdeeCEADz/8MDExMTzwwAMAXHPNNVx99dV89NFHTJ48mUWLFpGbm+utmA5gMBior6+nqUlJiS4vLweU2fSoqKgj/AmFUr3psFyEHIjYYCUQqmwzH/VqncLxLyJQy6C4IHLrO/m1WM8lwxP26XmFTV08OD+Phs4d6ao+aonJ6RFMy47hpJQwbyG4nWk1Ki4dkcClIxJoN9v5cE0VX22s5d0/K3G6ZG4+qZ+4IBaEw6DNZOPB7/PZWtcBwEkpYdw5MZUBMYf2e6a+w8LvJS38UtTM5tqObveF+fsQFuCD3emiodOK0eZkTUUbayra+O9vZfSPCmRCajgjkkLIjNIRfhiClpTwAD69cgT/XlbM4oImXv+9jOo2M49MzTjmZw6F3i3Kb+TpxYXIwJlZUfzjjMwDmvDotDj4elMtywqbKWvZv+WMvhoVEQE+BPpqUEkSLllGo5KICNSSHaPjlP6RB7V8wN9HzSNT+5MdG8TzPxezZHszHRYH/zkvR0zuHANEIN6D6dOn09rayhtvvEFzczPZ2dl88MEH3lTz+vp6VKodF5wjRozg5Zdf5rXXXuPVV18lJSWFt99+m8zMTO9jli9fzmOPPeb99/333w/AXXfdxd13332EPpkAygxBTbuF8al9Yy1NbJAyMlvZahKBuHBEnD4gitz6ThbkNnLxsPi9Xvha7E7+/mMBDZ1WonVaxqWEUdhkpLCpi2VFepYV6Qny1TA5I4LhiSEMiNKRHhmAZpcR+RB/H/52ajqRgVreXFHO+6urMNqc3HNyGmqVuCAWhEOlucvKHd9spaLVjM5XzeOnZzJ1wKEZ9Hc4XeQ1dLJ5Qx1Lc+spajZ675OAkcmhnJ4ZyfjU8G4zjw6XTKneyPoqAyvLWthU005xs5HiZiOfrK0GwE+jIkqnJTJQS3yoP1nROsalhJESfnAD5wFaNc+cNYDs2CD++2sp322tx89Hxf2npB/U6wp914ZqA88uKUIGLhoax8NTDmzgZVV5K08u2k67xeG9LdhPQ5ROS0SAlohALWEBPvhpVDhcMgaznboOKzVtZho7rVgdLuo6rMDuNRdWlrXy/uoqRvUL47rRiYxJDj3ggajzBsUSGajl4QX5rK5o4/55ubx6wSD8RTDep0myfKJk4R8/9Po9F2uLjAza4/2CoqzFyKWfbOBvp6SReZCBb0hIwAEXe9vZIwvyuWR4PLeMTzno1zpeHezxHRV18MXaDsW51RfOU4PZztnvrcHmlPn4imF77WG/rLCZx34sIDzAhznXjSLEXyn4VtjYxcL8RpYVNdPcZev2nECtmlMyIrh8ZGKPA0xfrK/htd+VThQT08L55/QsdAdRs8GjL+zf492B7OODPf+Otd/n0TwOK1tN3DN3G3UdysDZ2zOHdCvEtj9kWaa23UJ+QyeFTV0UNHaRW9+B2e7yPkYlwdCEEE7JiOC0/pH7nPZrMNtZVd7KX5VtbKvroMZgYU+7anhCMLeMT2FUcugBfY6dLcpv5KnFhQA8f042p/cwQHE8/R3pq+fe4dzH+i4rV362kVaTnTMGRPHPs7MOKAhfVtjM4wsLcMmQGh7AdWOTGJcSRngvS7J2Zne6aOy00mqyY7I5cMnK+WJzyjR0WFlfbWBFaYt32cjo5FDunZx2UJMym2vauW9eLkabk1FJIbx24WB8e8hW64uOp/MO9u3cEzPiwgmn3J1WFNdH1ogDROl8qTZYjvZmCCeIUH8fpmRGsbigiW+31O81EC/VKzNeJ6dHeINwgAExOgbE6Lh3chqbatr5s7yV7Y2dFDYZ6bQ6WJjfxML8JqZmRnLjSf3I2Kmn+JWjEonSaXl2SREry1q56rONvHhuziFPmxWEE4UsyywuaOLFZSWY7E6SQv14a+YQ4kP2/7uuocPCt1vqWbq9ifqO3WfyQvw1TOofxaj4ICakRhAa4NPDq/Qu1N+H6TkxTM+JAcDqcNHUaUVvtNHcZaWyzcyW2nbWV7ezqbaD27/ZyjkDY3jwtHQCtQd++To9J4bKVhMf/VXNS7+UcFJK2CEZBBT6BlmWeWZJEa0mO/2jAnnizMwDCsLXVrbxj0XbcckwPSeax0/P7HH5VW981CoSQ/33WAvhkuHxtBitzN7WyOdrKllXZeDqzzZy3uBY7pyY0msNlj0ZlhjCGxcN5p6521hf3c7ffyzgP+fliKyzPkr85RFOOGUtJoJ8NQT59Z3DP0qnpbrNfLQ3QziBXDwsnsUFTSzd3sTdk1J7bevT4U7J21MvcLVKYlRyqHe2yiXLbKvrYPamOpYVNnvT10clh3L9mCTG9FOqvp6RFU1iqD+P/pBPbbuFG77axKNT+3PuoNhD+2EF4ThX1NTFK7+WsrGmHYDhiSG8cE72Prfr8rDYnby/uoqvNtZgdypTUhqVRFaMjgHROjKjdQyJCyY9KoDoqOBDOnPlq1GRFOZPUlj3oKWp08rHf1Uxd0s9P+Y1ktfQyaszBh5UobebT+rH8mI9Fa1mvlhfw60TUg5y64W+4ofcRtZUtOGrUfHc2dkHtE66qKmLhxfk43TJnD4giifPHHDYAtlInS9PnTuQC3KiefOPcn4ubOb7bQ38UtTM7RNSuHBoPJr9fO8h8cG8MmMg936Xyx+lLfz3t1IePC3jsGy/cHCOjVwFQTiEyvQm4oL3vVL0kRCl01JtEIG4cOQMjg8mJzYIu1NmUX5jr4+1OpQ0VL99nA1QSRJDE0J4/pxsvrxmJFMyI1FJSguZO7/dxoPz89B3KbNsObFBfH71CCamhWNzyjy7pIgPVlce3IcThBOEyebkP7+UcPXnG9lY046vRsXtE1J45+Ih+x2E5zV0cuVnG5m1rhq7U2Z4YggvnpvNr3eN5+MrhvPo1P5cOCSOjKjAPc4wOl0y7WY7XVYHh2rlY3SQL49M7c//Lh1KlE5LeYuJm77e4s1uOxAatYpb3UvBvtlch8XuPCTbKhxdBpOd1/9QljwdaGeAEr2Ru+duw2hzMjwhmKemHb4gfGfxIX48f042H1w2lAHROrqsTl5aXspln6znx7wG7/fwvhqZFMozZw0AYPamOhbm9f49LxwdfWdKUBCOkLIW42FvmbK/onW+dFgcdFjsBPvtf4qfIByI8wfHkt/QyfxtDVw5KnGPF9d2l3IBsL+j8gAZUYH8+9wcGjosfLauhrlb6/m9tIXNte08cWYmkzMiCfbz4dUZA3n3zwo++qua91ZVIkmI9maC0IvyFhMPzM/1LmuamhnJvZPT9rs1k9MlM2udct45XTJROi2PTOnPyenh+1Q4qrCpi0X5jaytNFDeYsQ9kY5GJRET5EtciB8RAT6E+Pmg81UTFqAlIcSPAdE6ooP2fVB8WGIIn145nHu/y6W42cgd32zloyuGHfAys1P7RxIf7Etdh5VlRc2cM1Bk4hzrPlhTSYfFQf+oQC4bsW8dQXa2ra6D++fl0m5xkBkVyCszBu3z+ur6Dgsbqg0UNHRR0WqiqUvpEiABwX4+JIX5kx2jY2RSKDmxQXv8Ph2aoBzn87bW8+6fFVS2mXnmpyJeXl7KpPQIzhgQxfjU8H0aHJiSGcXNJxl5f3UVLywrJic2qM90DBIUIhAXTigOl0xVm5nRh6Dgy6EUpVNmLmoMFnJiRSAuHBnTsqJ5848yqtrMrKlo22MnAU+K6q59SV2yzMbqdlaVt1LU3EVTpw2jzYFWoyI5zJ8xyWGMdVc8jg3246EpGVwwNI6nFm2nqNnIg9/nc+XIRO46ORWNSuL2iakEajW8uaKcd/+sxEel4poxSYd9PwjCsaagsZM7vtlKl9VJTJAvT56Z6V3ysT9K9UaeW1rEtvpOAKZkRvL30/vvdUBYlmV+LWzizZ+LvOnwu3K4lEJvte17rn8SH+LH2H6hjO0XxsikUEL9e3/fKJ0v71w8hFtnb6GsxcT983L54LJhB7TGW62SmDEkjndWVjBva4MIxI9xrSYb87bWA3DvyWn7PXD8a7GeJxZtx+pwMTA2iNcvHLTXJYyVrSZ+KmhiebG+17ZmTV02SvRGfi3WA0rV9bH9wpiUHs7J6RFE7vJ4tUpi5rB4pmVH8+3mOuZuqaeh08pPBU38VNBEfLAvt05I4azs6L0Olt04rh9bajtYW2Xg8YUFfHzF8GOmeNuJQATiwgmlxmDG4ZL7VKE2UC4uQNm+nNiDr+4tCPsiQKvmnIGxfL2xli831OwxEPekmO48Y67vsnLHt9v2mB5aY7CwqrwNfldmxpLD/BmdHMqMwXF8cuVw3lpRzpcbavliQw0FjZ08d3YWkTpfrhmThM3p4r1Vlby5opxmo417Tk7dbRBAEE5U9R0W7pmbS5fVydD4YF46P2e/izrZnS4++auaj/6qwuGSCdSqeei0DKbn9H5h73C6WF6s54v1NeQ3dgHK+X1q/0imZEYyMDaIiEAtTpdMm9lOfYeFhg4rLUYbXVYHnVYnrSYbla1mylqM1LVbmLe1gXlbGwBIjQhgWEIw41LCmZga3mNxrFB/H16/cBDXf7mZUr2Jx34o4JUZA/e7kBbAuQNjeO/PCrbWdVDeYhKzhcew77c1YHPK5MQGMaZf6H4998sNNbz2WxkySheP58/J3mPbL6vDxbLCZr7fVs+m2g7v7WpJWWo1OD6Y9MhA4oJ9Cfb1wYVMq8lOeYuJbXUdrK820GFx8HNhMz8XNqNVS5yWFcO0zAhOSg3v9j2r89Vw3dhkrhmTxLa6DpYV6Vmc30hdh5WnFheyZHsTT08b0Ov5r1ZJPHPWAC6ftZHiZiNv/lEm1ov3ISIQF04oZd6K6X1rjXiAVo3OV02VKNgmHGGXj0jgm811/FVpYG1lW4+zap4UOLtzxxq1d1dVUt5iwk+jYuqAKIYlBBMf4kegVoPV4aKgsZM/y1rZ5m51VNZioqzFxOxNdZzWP5LbJ6YwND6YZ35SZtQun7WRJ87M5OT0CG4cl4xWreLNFeV8vbGW3PoOXjgne79TbgXheON0yTyxcDsGs52saB2vXzRovyuIFzd38dTiQord/b8npoXzyJSMXs+vUr2RxQVN/JjXSItRaVXo76PmwiGxXDEycbcUcx81xPmoex30NtocbKppZ01FG2urDJS3mLw/87Y2EOrvw03jkrl4ePxuy2Zig/14ZcZAbp29hTWVbTzyQz7PnZ1NgHb/CnNF6nyZkBbBH6UtzN1SJwKUY5Qsy9410DOHxu1zL25ZlnlrRQWz1il97C8aGseDp2X0OJtuMNn5ZnMd32yuo81sB5RWZCelhHNGVhQT08J7zSSZ4B7odrhk8uo7WFnWyu8lLZS3mvgpr4Gf8hpIDvPnujFJnJUT020bPHVXhiaEcOfEFL7aWMsHqytZVd7GNZ9v4uUZA3tteRap8+XpaQO4b14uszfVMTgumDOzo/dpHwmHlwjEhRNKmd6ITqsmuA9VTPeICvTtNYVPEA6H+BA/LhoSx5zNdbywrJivrhm5W5VZz8WF5+ID4PeSFgBemTGwx+B9eGIIV4xMxCXLNHVaKWjsYun2Jn4p0rO8WM/vJXquHJXE/y4byrM/FVLUbOSB+XlcMTKBe05O45oxSfQL9+fZJUXk1ndyzeebePG8HIYnhhzGvSEIfduczXVsqesgUKvmhXOz9ysIl2WZbzbX8/rvpdicMqH+Pjx0WjqnD4jqMXDpsjr4qaCJ77c1sL2py3t7eIAPFw2N47YpmcgWm7dquizLmO0ufDWqfVq/GqjVMDEtgolpEQC0mWxsretgQ3U7vxQ109Rl4+VfS/mrso3nepihzIkN4uUZA3lgfh4ry1q59ouNPDs9i+yY/csqmzksjj9KW/gxr5HbJ6YcVGs04ego0RupbDOjVSvZGfvqzT/K+Wx9DQB3Tkzh2jFJu50LZruTT9ZW89WGGsx2ZTA6JsiXC4bEcu7A2P2qcwBKBoknqL5jYgoleiO/lLUxZ101VW1mnl1SxCdrq7ltQoq70Gn37fHzUXP92GQmpUfwyIJ8qtrM3PTVZv51dhaTM/b82SekhXPdmCQ+WVvNP5cWERPkyzDxfXrUib82wgmlrMVEXIjfPo+WHkmROi01onK6cBTcPjGF30r01BiUgmo3j+9eJC0xVJnVqmzdkYZudlcZ3luPYpUkERvsR2ywH6f2j6REb+SdFeWsKGtl1rpqVpa18MSZmfxc2MyXG2r5ckMttQaL96JiVlQgjywooLCpi9vnbOH2ialcPXrPheUE4XjVYrTx3p8VANxzcup+FR012Zw8/3MRS7Y3A8os+BNnZhLeQ0prRYuJ2ZtqWZjf6A08NCqJCanhTM+JZlJ6BFqNigidL6VtRhblN/FrsZ78hk4sDhcqCfqFBTAiKYQJqeGMSg7dY5rvzsICtEzOiGRyRiT3TE5j3tZ6XvutlBVlrTw4P49XL9i9cNbYfmG8PXMwj/5QQEWrmWs/38SFQ+O4Y2LKPhc+HdsvjH5h/lS2mVmY18Qlw+P36XlC3/FbsTIwfFJK+D7XC5i3td4bhD86NYOLhu7+e99YY+CpRYU0dCpdPrKidVw9OpHTMqN6nDXvsjr4o7SFjdXtVBvMWBwu/DQqYoJ8SYsIYGBcEIPigr3ngyRJZEbrGJ8TxzUj4pi7uZ5Z62qoajPz9x8LSI0I4KpRiZwxIGq3AfKMyEA+uWI4f/+xgDWVbTy8IJ/HpvZnxpC4PX7m2yakUKo3sqKslfvn5/LWzCEMFMshjypJPlT9JYQjZk99OyUJIiODDmlfz+PNpZ+sJzHUnytG7n81zZ6EhATQ3n7gLVR29v22BtZXGVh027hD8nrHm4M9vqOiDv7L5lCcW331PF1W2MxjPxbgp1Ex78bRROp2jPJvrmnn5tlbCPX3YfFt49CoJC74cC01BgvvXDyY0ck9F4nqtDhYUdbCbyUtVLSY0PlqGJ4Ywsnp4bSabPx7WQmtJjtqlcT1Y5JICvPnuaVF2Jwy2TE6/nNeDrHBfpjtTp5buiOIGJ0cyr/Pze7xQruv7t/jyYHs44M9/4613+fhOA6fW1rE/G0NZMfo+OTK4fs8GFXU1MXffyygss2MWiVx96RUrhiZ0G1AWpZlVlW08dWGGv6qNHhvTw0PYMaQWKbnxHQrpFbfYWFubiOz11Vj2UtbJY1KCTb6RwXSL8yfpFB/0iIDSQz12+tn2FLbzt1zt2G2u5iaGcVz52T1+Jw2k41Xfi31/o2IDNTy9FkDGLuPBezmbKrlpeWlJIf58+31o1CppOPm70hfPfcO5Tly3RebyGvo5IkzMjlv8N6L7jV0WLj44/VYHC7umJjC9WOTd3vMwrxG/rmkEKesLGe875R0Ts2I6HEip9VkY9baGuZtrce0l1Z4apXEwNggRicrRQqHJAQTGx3s3Q9Gm4Mv19fy5cYauqzKa+l81ZyZFc3MofFkRAV2ez2HS+bFZcXM36bUWdjbPrDYndwzdxubajvQ+ap57YJBDE3oGzPjx9v3976ceyIQPwaJQPzAOJwuJr3xJzOHxnHKfqQu9eZQBuKryluZta6GFfdM2G3kUxCB+OEmyzI3frWFbfUdXDEygftPSffe53C6OOu9vzCY7bx8fg6TMyJ57Id8lhXpuWV8P24+qfsM+uKCRr7aUEtBY9eub+MVH+zLhUPj2Fbf6U1zz47RcdWoRP7zSwntFgfBfhqedLc4k2WZBbkNvPJrKWa7i9TwAN65ZAiRu/RK7qv793giAvG9O9THYUFjJ9d+vgkZeP/SofuUUup0yXyxvob/+7MCh7st2fNnZ3d7rizLrCxr5f/+rPCuGVdJMDEtgstGxDMqKbRb4FHSbOTz9dX8VNDkbVPWPyqQ8wbFMrZfGLHBvnRaHBQ0drGmopU/y1up77D2uH1BvhqGJgQztl8Y41PDSQ7reYZ/bWUb936Xi8Mlc/GweB46LX2PWW0bqg288HOxMuggwX8vHMRJKT0XodyZyeZk+ntrMNqcvHvJEEYlhx43f0f66rl3qM6RLquDKW+vwiXDj7eMJWYfUsWfXrydhflNDEsI5r1Lh+42uPNzYTN//7EAgDOzovj76Zk91h/osNj5yp3J5QnAU8L9mZwRSUZkIIFaNSabk7oOC0VNRrbWtdPUZev2GsF+Gs4YGMvpGeEMTwjxHttdVgffbaln7pY66nY6h07tH8n9p6R1q78gyzKv/V7GlxtqUUvwxkWDe+2iYLQ5uP+7XDbVduCnUfHCudneJSJH0/H2/S0C8eOUCMQPTHmLiUs+Wc/9p6T1WtRifxzKQLyoqYtXfytjznWjROXWHohA/PD7s7yV+77LxU+jYv5NY4jYKch9848yZq2rYXBcMB9ePpT52xp4/udiMqMC+fzqEd6Lh9+K9Ty0IN/7vH5h/kwZEMXwhGBaTXZWlbeysqwVo025aMmIDGBKZhRfb6yl3eIg1N+HR6dmMGtdDfkNSkulndfuFTd3cd93uTR12UgND+C9S4d0qxjbl/fv8UIE4nt3KI9Dh9PFtV9soqjZyJlZUfzr7Oy9Pqe6zcxTiwvZVq9UdZ6cHsE/zsgkNGDHrHaL0cbzPxfzR6kyEBbgo2bGkFguHZ7QbcmJLMtsqG7ns/XVSicEt4kZkVw+PI7RuwTrO5NlmboOC3n1nZS3mKg2mKlsNVPeasK6y0x6akQAZ2VHM2Nw7G5VoH8qaOLJRduRgYuHxfPAqel7XIdusTt55qcilhU1o/NVM//GMYTspS0awL+WFvH9tgbOHxTLE9Myj5u/I3313DtU58jvJXoe/D6f5DB/5t4weq+Pb+q0ct4Ha3G6ZD65cvhuqdlFTV3c8NVmrA4XM4fG8dCUjN0C9eYuK1+sr+02A54do+PW8SmMTw3r9XyobbewvsrAuioDf1W20W5xeO/PiAzkmjGJnDEg2nt8u2SZ9VUGvttaz/IiPTLKufrs9AHd1oTLssxTiwtZXNBEqL8Pn189otdBCYvdycML8lld0YZagoenZHBhD+n5R9Lx9v29L+eeWCMunDDKWpTR/vg+Wnl5Ry9xswjEhaNifEoYObFB5Dd08sYfZTxzVpb3vstHJDB7Ux3b6jv4taSFUzMieeXXUoqajaytNDA2RRl9n72pFoCzsqO5d3Jat2AeYHpODBa7kwW5jfxvVQUlehMl+kqmZkZS1WamqNnIPxZu57YJ/RgYq+ObzfW8vbKCdouDu09OpX+UjvcuHcqts7dQ3mrizm+38fbMwfvdvkkQjhX/92clRc1GQvw03TJV9uTXYj3P/FSI0eYkUKvmb6ekc+6gmG7BQW59Bw99n4/eaEOjkrhiZALXjknqttzDJcusKG3h47+qyXMPiqkkZUbumtFJTB4cv9cLZkmSSAjxJyGk+2y3w+misNnIhioDqyvb2FTTTnmLiXdWVvDRmipuGJfM1aOTvOtwp2VHY7Y7eeHnYr7ZXEdTp5Vnp2f1OEvp5w5SKlpNlOiNzN/WwLVjkva6387MiuL7bQ38XtrC313HQRRwgvAspRiTHLpPj/8hrwGnS2Z4QvBuQbjd6fL2Ep+QGs6Dp3UPwh0umY//quLTtdXegaSMyEBuOimZ0/pH7rX+kCRJJIb6kxjqz4whcThdMlvr2vm1vI15G2sp0Rt5clEhH/9VzZ0TUzg5PQKVJDGmXxhj+oVRqjfyws/FbKlTzt+/n75jTbgkSTx+RiZlLSYKm7p4/McC3r1kCJo9tP7081Hz6oyBPPdzMT/mNfLCshL0Rhs3n9SvT9ZROl6JxqzCCaNUbyTYT0NQH6yYDhDi74OPSqJGVE4XjhJJknjg1HRUEizKb+KXombvfZE6X64clQjAW3+UofNVM8O9Du31P8pwuFubVbQqBQcvG5GwWxAOyih8XkMn4QE+vHT+QM4fFAPAsiI97RYHo5NDcbiUljKFTUauH6tcQH++vobHfiig3WwnMdSfdy4eQniAD8XNRm7+eosodCgcl5YXNXtbKz12ev8ez6mdzd5YyyML8jHanAxPCOara0dy3uDYbhfWy4uauW3OVvRGJavks6tGcPfJad4g3OF0sSi/kcs/3cCD3+eT19CJr0bFRUPjmHvDaP59bg4D45QARpZlSpqNfLaumqcXb+fhBfk8+1MhH62p4o/SFpo6rfSUeKlRqxgYG8Q1Y5L4v4uHsOyOk3jyzEyyonVYHC7eWVnBrbO3eFulAVwwJI5/nZ2Fj1ri99IWbvxqMw0dPX9f+qhVzBymBCh/lrfu074enhBCoFaNwWxney/LaoS+ZW2lkqXRWyq2hyzL/JCrtDnrqajZ5+trKGsxER7gw1PTMrtlXRhtDu76div/W1WJ1eFiSHwwr10wiC+vGcGUzJ47DyidBJy0mmy0GG10WR3dzge1SmJEUigvXDiExbeN4/YJKQT7aShvMfHg9/nc/s1WSvVG7+PTIwN595IhXDAkFhl4/udiFuU3eu/31ah44ZxsArVqttR18NrvZb3uD41axZNnZnKLe3nZ+6ur+GxdzV73o3Do9M2IRBAOg1K9sc/OhoNSXTpSp6VWBBTCUTQkPphrxyTx8V/VvPBzMUPig4lyF267dnQS87bUU22wMGdzHTeN68ei/CaKm418sraam07q561qvGvaqd3p4v3VlczZVOdNSwelGNTVoxL5tbiZmnYrbSYb03Oi+a1Yz9a6DipaTVw/NolZ62pYXqwnt76DZ6dnMTIplPcuHcqd32ylss3MdV9s4pUZA0U7FuG4sbmmnScXFwLKwNaUzKheH//Vxlpe/bUUUHopP9BDP+TZG2t55ddSZJTK6Tv33rY6XHy/rYHP1lV7q0QHatVcNDSeK0cldKuwbrE7+WptFZ+sLKewqfegNTzAh+yYILJjdAxLDGFofPBudVB0vhrOHRTLOQNjWFzQxH9+KWFrXQc3fLWZt2cO9laIPyMrmrhgPx5akE+J3siNX23mvUuH9lhBfkh8MEC3QKY3GrWKkUmh/FHawroqA5MHi+rpfV1Tp5XKNjMSMDJp73/7t9R2UNtuIcBHvVubszaTjU/XKoNe952S1i3Lyu50cf+8PDbVtBOoVfPI1AymZUXvFnzXtptZVd7G5pp2ivVG6totu30XqlUSEQE+xAb7kRDiR2pEAOMyo0nV+XDDuGQuHhbPZ+ur+XJDLRuq27nqs43cMr4f145JQiVJaNQqHpvaHx+Vijmb63j2p0KC/TTeNd5JYf48PW0ADy3IZ/amOhJD/blsxJ4LFEuSxM3j++Hno+KNP8p5a0U5WTG6fRrYEA6emBEXThglehNxIfvX7/FIiwzUUmMQM+LC0XXzSf0YEK2j3eLgrRXl3tsDtGpun5gCwIdrqlCp4MHT0r3/rmozk+QuuLTzxa8syzz6QwEf/1WN0eYkSqdlYGwQvhoV5a0mPltfgyRJDI4LwuaUWZTfRFZMEBmRgXRYHHy5oZa7JqaQHOZPU5eNO7/ZyoLcBlLCA/j4iuHkxAbRbnFw57fb2FBtOGL7SRAOl/yGTu6bl4vV4WJiWjj3Tk7r9fE/5DZ4g/Abxibx8JTuQbjTJfPf30p52R2EXzQ0jpfPH0iAVo0syyzMa+TCD9fy0vISGjqthAf4cMfEFH64eSx3n5zqDcKbu6y892cF5/xvLY99t43Cpi581BIT08K5fUIKD0/J4PYJKUzPiSY9MgCVBK0mO3+Wt/LBmiru+nYbp7+zmocX5PNLUfNuQYokSUzPiWHWVSNIDPWjrt3CLbO3dGudODg+mE+uGEZKuPL34G/z8zDZdq9U7Slm1WFxYNlLJWuPUe705vXi78gxYY17Njw7Nmif2tUtLmgC4LTMyN1a6n27uR6jzUlWtI4zs6K73ff2igpvEP5/lwzhrOwdSz1ajDa+3FDDNZ9vZMYH6/jPLyUsLWymvGX3OgignItNXTa21nWwuKCJd1ZWcM1Ha5n6zmr+sbCAilYTd0xMZc51o5iUFo7DJfPOygoemJ+H0aasJ5ckiQdOS+es7GicMjz6QwGbatq973FK/0judH9Xv/JrKYsLGnfbjl1dPTqJ8wfvmGnf13NGODhiRlw4IVgdLmoMZial7b166tEUpfOlZB9H7wXhcPFRq/j76f259otNLM5v4vIRCWTFKKmo5w2K5euNtZS513M+MiWDnwqaWF3Rxn9/K2VgbBBrKtrYWtfBzGHKjFJRk5E/SlvQqCT+OT2L0zIjUUkSXVYHC3Ib+HRtNdUGCzUGC6OTQ9lUY2BjTTtatYr0yABK9SZe/6Ocy0YkkBllZVmRnn8uKcJoc3L5iATevWQIj/6Qz6ryNv42L49vYkKI1oo1bsKxqVRv5J6525T08sQQXjgnu8eexR6/l+j519IiAK4cmchtE1K6zdR1Whw8vrCA1RVK0HLHxBSucxc/rGu38OySQjZUKxfxMUG+XDsmiXMHxnhnrWVZZmtdB99srmNZkR6ne/10Qqg/Fw+N4+yB3Vub7cxid1LcbKSgsYvc+g42VBto6rLxa7GeX4v1hPhpOHtgDBcNje9WNT05zJ/3LxvGHd9spbzFxB3fbOWDy4d5g+vYYD/+7+IhXP35JspbTHy6rprbJ6R0e+9ArRq1SsLpkmm3OPapG4lnnfGmmnYRiBwD1riP6ZNS9j57a3W4+LlQWW41Lbt7oO2SZb7PVdp/XTUqsdu68Nz6Dr7YoKRrP3NWFtnu78Iag5kPVleyZHszDvc5oZJgaEIIY/uFkh0TRHKYP2EBPvj7qJHc29BucdDcZaW+w0qNwUyp3si2+k7q2i0s2d7Mku3NTEoL54HT0nllxkB+yGvkxWXFrCxr5dbZW3ntwkFEBmpRSRJPnplJp9XByrJW7p+Xy1szBzMoTskEuXZMEnqjjdmb6njmpyKC/XyYkNr7NfD9p6SxuryV2nYLX22s7bGtm3BoiRlx4YRQ0WrCJUNCSN9NTQelYFt9u8V7oSMIR0tObBBnZkUhQ7dZcbVK4uEpGQDM3VLPyrJW/nZqOmoJVpa1eosOrq0y4HKvhdtUq1zkj0sJY+qAKFSSRHWbmU/XVlPU1MXMoXFMzYxEBtZVGUgOCyArJhCb00Wp3kSau3jh1xtr2d7YxTT3bMWrv5by7p8V+GlUvHhuDsMTgjHanFz38VqxxEM4JjV1Wrln7jbaLQ4GxQXx3wsG9hpArq1s4+8/FuCS4dyBMdw7ObVbEF6qN3LtFxtZXdGGr0bF8+dkc/3YZCRJYnmxnitmbWBDdTt+GhV3TUpl7g2juXhYPH4+aqWo4rYGrvxsIzd9vYUl25txumSGJQTzwjnZ/P7QKVw1OnGPQTgoBaEGxwdzyfB4np2exY+3jOXzq0ZwzegkonVa2t0ZLzM/WsfDC/Ipb9kx8x0ZqOXdS4Z4Z77v/S6XLuuOCtOROl8ecv8tmr2xtsfZ9SBfZb6pc6fn9SYtIoBonRarw8VqdzV5oW9SqvkbAPapX/yK0hY6rQ5ignwZvUtht/yGTho7rQRq1d3a28qyzH9/U9ZZnz0whskZEciyzFcba7ns0w0szG/C4ZIZFBfEw1MyWHzbOP536VBuHNeP8anhJIb6E6jVoJIkJEnCz0dNTJAvg+KCOX1AFNePTea5c7L589HTmHXVcM4ZGINaghVlrVz+6QYWFzRx3qBY/nfpUML8fShs6uLGrzZT4T5PNGplTfiopBCMNid3z93G9kalsKIkSfzt1HSmZUfjdMk89kM+xc29LyMJ1Gq46+RUAGatq6bdbN+n34Vw4MSMuHBC8KTJxh0DgbjdJdPUZe3WI1IQjobbJ6bwS5GevyoNrKloZZy7H+/IpFAuG5HA1xtreXLxdj6+YjhnZEWzuKCJdZUGAnzUtBhtbKvrYGhCiHdmyXPBntfQyd3fbut2ceyjlpicEcH6qjbK3BcZyWH+VLWZKWsxkRoRQIfZTk27hcYuK6dmRPBrSQsfrqmiuNnIU9MyeXnGQG6ZvYVSvYlbZ2/lnYuHeFPlBaGvs9idPPh9nrc132sXDCJQu+fLtI01Bh6Yn4fNKXNKRgR/PyOzWxC+sqyFx3/cjsnuJC7Yl5fOG8iAGB1Ol8w7K8uZ5S7KNCQ+mGfOGuBdZ63vsvL1pjrmb633tlby1ag4fUAUlw1PYECMDpCpbDWxqqCRilYzeqMNi92JLCvnslajQqtW4atRE6hVExHoQ0p4AAOidQyIUX7umJjC6opW74Der8V6/iht4foxSdx4Uj80KonwAC1vzRzC9V8qM9/PLS3i+XOyvZ/zlIwIonVamrpsrK827DbjF+SrFF/rtOxbIC5JEpPSI5i7pZ6l+Y0MPjllX399whFWY7DQarLjo5Z2q37ekyXblbT0adnRu7UjW+upvN4vzFvnBJRCf1vrOvDVqLhzYgqyLPPKr6XM3lQHwOjkUO6clLrH93fJMmV6E9vqlXon+i6bt92ZWpLw1agI9tOQHhdCSrAPj03tz7Wjk3j+5yI21Xbw1OJCCpu6uHdyGh9ePox7v9tGtcHCdV9u4ulpAzilf6RS/fyCQdwzdxubazu4e24u7186lJSIAFSSxFNnZtJitLGuysCD3+fz+VUjei1afGZWNLPW1lCiNzJrXTV3n9z7shjh4IhAXDghlOpNRARqd1sT1Nd4imLVGMwiEBeOuoQQfy4eFs9XG2t58ZcSvrpmpHd27u5JqeQ3dLK1roOHv8/nyTMzWVzQxG8leiZnRLK8WM8PeY0MTQjx9vBtM9mRZZl/Limk0+ogO0bHpPQI1la2sbm2g99LWogP8SMnxpdNte1UtZnx06iQgfIWE1q1REq4PxWtZn4taWFyejh/lrfyR2kLV8zayCszBvLWzMHc+W0uZXoj13+5iRfOzWZ0sig6I/Rtsizz719KKGjsIsRPw38vHNhr7+stte3c910uFoeLcSlhPHd29/T1BbkNPLe0CJesFLH69zk5hAb4YDDbefzHAtZWGQAllf2uk1PRqCRajDY+WlPF/G312JxKNkt8sC8zh8Vz3qBYArVq1lS28dXiGlZXtNFq2v/ZMl+Nigmp4cwcFseopFAmpkUwMS2CUr2Rt1eUs6JMWUu+rb6Df5+bg85XQ0yQLy+dP5Abv9rMsiI9Z5S0eAttqSSJ0f3CWJjXSG5dx26BuLJu2EKHZd+3dXKGEoj/nN/IfRP77Ra0CX1DgXvmNzNKh1bTe4Jvl9XhrZ5/xoDdix5uresAYMROxT5lWeajNVUAXDIsniidL1+sr/EG4fefksblIxKQJAlZlmnotFLVZqax00qtwUxhk5GtdR37lo2xpR5QBqtnDo3jlRmD+HJDDR+sqeLLDbXou2w8fdYAPrx8GI8syGdTbQcPLcjn0uHx3H1yGv4+av57wSDu+GYrBY1d3D13Gx9fOZzIQC0atYp/n5vN1Z9tpK7dwr+XFfPcOdl73BSVJHHHxBT+Nj+P2ZvqmDksXlyPHkYiEBdOCKX6LuKD+3ahNoCIAB8kCfda2aO9NYIAt4zvxy9FzdQYLLz2exmPTu0PgFaj4qXzc7hi1kbKW038UqxneEIwm2o7CHAH60sKmrjDXWQNlMyU8lYTpXolqH575hCC/DTcNC6Z5cV6XlpeSl27hbp2CwFaNWFaNc1dSvsiz6xXRauZ8AAfWk12fi9tZXxKGJVtJmrbrdw6ewtvzhzM7FtP4toP/yK/oZO7vt3GXZNSuWpUouiNKvRZc7fUszCvEZUEz5+TvVvf7Z0VNnZx73e5mO0uxiSH8tJ5Od0Cke+21vPCz8WAkq7+99P7o1GrqGg1cf+8XGoMFvw0Kp6cNoDTB0ThdCmptu/9WeHtaDAkPpirRyUyKT0CvdHGZ+tr+CG3oVvw7atRMSBaR3pkANE6XwK0aiRJwu5wYXW6sDlc2JwuuqwOmrpsFDcbaTHaWF6sZ3mxnpFJITx4WgYZkYGkRwbyyoyBLNnezHNLi/ir0sDdc7fx1szBBGo1DIwN4trRiXz0VzXvrCxnckaEN0BOdy9dqWrbfTmKJwvHsB8ptqOSQtH5qtF3WdlW38HQeNGJoS+qcBfwy4gK3Otj11S0YXfKJIf503+Xx8uyTH6DEtQPitsxs72ltoNt9Z1o1RJXjkqkuLmLN/9Q0tQfODWdy0YkYLQ5+HJ9LQtyG7ydBnYV4KMmJy6IzKhAYoJ88fdRo5LAKStrxjvMdhpMdlaX6Gkx2flgTRU/5jXy/DnZpIQH8NRPhSwtbKbL5uDf5+bwzsVDeGtFBV9sUAYFttZ18J/zcogN9uONCwdz49ebqWoz8+D8PN67dKh71t2H587J5qavNrO0sJmpA6J2qxq/s4lp4YxIDGFjTTv/t7KCZ6dn7XUfCwdGBOLCCaFEb2JYQvDR3oy90qhVRAZqqe7hgkIQjgadr4Z/nJnJPXNzmbulnpyYIM5z9w8PD9DyjzP6c/+8PL7eWMv9p6SxqbaDP8tbGBCto7Cpi1d/LeXRqf1RSdDQaWVLrTLz0D9K502Pa+6ykRjiz5fXDGf+1kbmb6unvsOKyebE30eF2e6iqctGqL8Gq8NFq8mOv48Kq93Fqoo2ksP8yY7RUdDYxb1zc5l7x3j+d+kQXlxWwg95jbzxRznVBrN7O0QwLvQtm2vaedld8fzOiam9tg1q7LRyz3c7Crm9MqP7GvIlBU382x2EXzEygfsmpyFJEgWNynKQdouD+GBfXp4xkP5ROmrbzTy1qJAt7hnB7Bgdd5+cyqikUJq6bLz4SzE/5DZ6i1GFB/hwuvsi/tQh8XQaTPTQJrxHsixT1Gzk+20NfL+t3tua6Y4JKVw9Whkom5YdTb9wf+7+dhu59Z089kMBr14wCI1K4urRSczeVEdFq5nVFW3e2W/PbF1jD4FQWIASiO/P7L2PWsXEtHB+KmhmZWmrCMT7KM/ve1/a0q6tUoq6TUgN321AtrHTSpvZjlpSvpc8vt5UC8BZOTGEB/jw+MICnLKyHOLS4fFUtZm5+9ut1HUo26FRSSSF+hMT5Et8iB/pkQEMigsmM1qHSoIyvYmi5i5ajDbsThkftUSovw9Z0YGclB2LscPMr0V63vyjjLoOK7fM3sIzZw3g1RkDeXiBUoz0tjlbefn8HO47JY3RyaE8tXg7BY1dXPflZt68aBD9o3S8dsEgrv9yE3kNnby0vIR/nJEJwKC4YK5xtyZ9aXkJo5ND0fn2HAZKksR9p6RxzeebWFzQxBUjdxRsFQ4tEYgLx70uq4PGTivxfXx9uEeUTtvjyL4gHC0npYRz07hkPlhTxXM/F6FRKy2GACamRTAqKYT11e1UtJq8M9czBodR3NzFku3NDE8MISc2iNz6zt16Dn+zuY6XfilBRplhS48MJCMqkIzIQAqbumhyz4gH+KgxmJUUv0CtGqPNiUoCnVZNVZsZH5XkXVN+/cfr+PCyITxxZibZsUG8vLyEeVsbcLpkHj8jUwTjQp9R32Hh4QX5OF0ypw+I4urRiXt8rMMl8/cfC2g12cmIDOTVXYLwDdUGnv6pEBm4eFi8NwgvazFy17fb6LA4GBgbxKsXDCQ8QMuvxXqe+akQo81JoFbN3SencsGQOOxOmfdXVzJrXY23ANrwxBAuH5HAiMRgVlW0sSC3gZd/K6OuzYzZ7kSrURHm70NCqB/9wgJIjQggOcyfxFB/4oJ98VGrkCSJAdE6Hp6SwTWjE3l5eSm/l7bw5opy8ho6eXZ6Fr4aFdkxQbxx0WBunb2F1RVtvL+6ktsnpHh7jX+9sZYfcxu8gbinQGSLybbbPosMVO7Td+1+X2/GpyqB+NoqA3fu1zOFI6XLqmRv7CmY3Nm2OmXGe+fUcw/Pd1JaZKB3fXirycZvJUqxvsuGJ7C5toMN1e34qJUCaO1mB7fP2UJTl434YF/umJjK5IyI3Qor1rVbeHtFOT8VNKE37vkYVKu2MTIxhCtGJvL51SP459Jifi3W84+F2/nHmZm8c/EQ/jYvl/yGTq7+fBPPnZ3FhLRwPrt6BH+bl0eJ3sjtc7by3qVDSY8M5Lmzs7l77ja+39bAqKRQb5X4G8f1Y1lhM9UGC/9bVcnfTk3f4zZlxygFW5dsb+a9VZX894JBe93Pwv4TVdOF456n8FNfr5juEaPz9aZcCUJfcfP4fpw/KBaXDE8tLuTDNZXI7qmw68Yo6yh+yG3kwqFxgNKv9cZxyu3/+aWE9AglHbBEr1z0VLSacLhkFuc34plQszpc5Dd0sqK0lRVlrTR12Qhxz5qb7E50WjVqCYw2J1q1hEtWLsY8RQ6r28xEBPpQazBzpzvwuHhYPP+cnoVKggW5jUrQv69TeIJwGNkcLh5ZkE+b2c6AaB1PnJnZ6/KJOZtq2VrXQaBWzUvn53QLQOo7LDz6QwEOl8yUzEgePC0dSZLotDh4YH4eHRYHg+OCePviwYT5+/DenxU8vCAfo83J4LhgvrxmJBcNjWdrbQdXzNrA+6ursDpcDE8I5v1Lh/LCOdlsrGnnvPfX8eSiQhblN1HS1IXJ7kRGOXcbOq1sqG7nu631vPJrKfd+l8tFH61jwmsrmfHBWh7/sYDfS5T2Z7HBfrx0fg6PTc3AR61UcL9vXq63sGNObBBPnKnM5H3yVxXb3DP203OUgGJFWStm92M9tVUaO63eTg0eMUG+3v2zP4YlKAFbYVMXdufuvaCFY4fDJXuvqZRCg90VNCrfSQOid9y31N0hICc2iIyoQL7drKwLPzsnhrhgP95aUU5Tl43kMH8+vnI4Z2ZHdwvCtzcq2RwXfLiWz9fXoDfa8PdRMTwxhLOyozl/cCxnZUcztl8osUG+OF0ya6sM3Dcvl6d/KuKxqRlcNDQOGfjXkiIqWk18cuVw0iMDaDHauH3OVv7vzwqidL7879Kh5MQG0W5xcO93ueiNNsamhHm/f1/8pdibPeCrUXk7DczZVLvXdrk3n9QPCaUjys4dDYRDR8yIC8e9Ur0RSdrxhdzXRQf5sqKsFadLRt1L71hBOJJUksRjp/cnyE/D5+trePfPSpq7bDwyJYMx/ULJjAqkqNmIxe4kWqelodOKzeFiWna00me8XJld2FbbSZCvhk6rgw3VBizuGbeXzsshNSKA0hYTbSZlPenS7c20WxxIgL9WTZd7/aqvWoXV6UIlgSwrqe06XzVdViftZgeh/j6U6k3cNmcrb84czBlZ0ThcMk8vLuTbLfXYXTKPTu3fa29mQTjc3ltV6S3O9tL5Ob0WE+2w2Hl/dSUA905O81Y4ByXQeGLhdgxmO1nROp6eNsCb9fHiL8XUGCzEB/vy6oxBBPioefGXEua6i0NdMTKBuyelolJJvL+qkg/WVOKSlVnm+09J55SMCGZvquPe73K91Z6Tw/yZkhnJyTmxhKjAX6Ocjy1GOzUGM+UtJipaTVS1malrt2BxuKhtt1DbbmFpYTP9owJ5etoAMqN1XDg0nn7hAfxtXh7rqww8tbiQF87NRiVJnJEVzZ/lrSzKb+LFX0r49MrhZEXrSAjxo7bdwqryVqZkRhEd5ItGJWF3yjR0dM9+SwhV/r+mff8C8bhgX2/mTW27hZTwgP16vnD4hfgrIUxbD5kQO9N3WXG4r6eidbtfB+a514fn7FT5fNlO/caNNge/legBuHBoHA0dFn7IU3qOP3lmJuEBStaFLMv8XtLCFxtq2OxeggUwtl8oFw+L56SUcLQaFXanCwllKSKAJIFJUvPe8iJmb6rjj9IWbvjKyOsXDEItSczZXMe/lhTx2On9+fiK4by8vIQFuY18tKaK3LoOnj8nmzcuHMQNXylrw//+YwHvXDyEG0/qx+qKNvIaOnnl11L+c14OoGS4nZIRwW8lLbz6aylvzxy8xwHAfuEBnJwewe+lLczdUseDp2X0/ksR9puYEReOe6V6IzFBSmrcsSAmyBeHS97vEXxBONzUKol7J6fxyJQMVJJSYOrtlRVIksQN7tH3OZvquXV8PwA+W1/DyenhxAX70mS0ExPkiwuID1Euhr7aUOstjrOsqJl+4QGc1j+Si4bG8+jU/nx342jOzolGBkw2JwFaNdqdgnCXDDLgp1HRZXXiq1bhcMk4ZZlQfx9K9EZu/nozte1mpufE8OS0TFQSfL+tgb/Ny93nlkaCcKhVtZn5Yn01AP84I3OvVYm/2VxHl9VJemQA57trNOx83xb3TPm/z8v2zsytKG1hyfZm1BL86+xsQgN8eHdVJXO31CMBfz+9P/efko7dJfPIgnz+t1oJws8eGMOc60aRFa3j1tlbeP33Mkx2JzmxQbx50SC+vX4UlwyPx+mU2VLbzubaDsw2FwNjg5ieE8Odk1J56fyBzL5uFH/cM4HFt43jnYsHc9WoRIJ8NRQ3G7ll9ha21LYDSjvEVy8Y6J0Z/2J9jfez3Ts5DZ2vmsKmLpZsb0KSJG+RKU/qsEYleQPlXfskewpF1hjM3nXu+0KSJKLcg/dtB1AdXjj8ktyDUWV7mantcP+dD/HT7Da5IcsyBe5A3NOCzGC2e6uon5oRwV8VbdicMkmhfmRF6/ipoMnbjWCoO3Oiw2Lnvnm5PLQgn821HahVEmdmRfHlNSN4a+YQBsYG8e6fFVz44VomvLaSk15byfT31vD3Hwv4rVhPYpg/95+azqdXDic+xI8ag4WbZ2/h/MGxXDIsHhl4/udiZm+s5R9nZPKv6Vn4+6hYW2Xg1jlbsLtkXp0xkECtmk017Xy6tgqNSuIfZ2SiluDXYj3r3OvkAe47JQ2tWmJdlYFfi/W97r8L3FluPxU04RDZIYfcsRGZCMJBKNWbiDtGZsNhx8y9WCcu9FUzh8XzuLsAzKdrq/mzrJVT+0cyMDYIk93Jn+VtnDcoBpcMz/xUxFnZynpyz8xFVZsZlaT0aM10V7Bdur2ZCvcFlc3h4v9WlnPdF5sobzVz/qBYYoO0mGxObE4XPu60dA+Lw+WdJfdRK+m4GpVETJAvNQYLt87eSo3BzDkDY3nx3Bx8NSpWV7RxzRcbKdplzbogHAmz1lXjlJXiUaf0Ur0YlBnvbzcrM9jXjknqVuPAYLLz3p8VANwzOc1bbd1id3oLwF0xMpHB8cH8XqL3tmN6/Iz+XDAkDqPNwb1zt/FbSQtatcTT0wbw9LQBrK0ycPXnG9lW30mgVs0/zujPh5cPpd3s4IavNnPWu39x06z1PPNTEY/9WMDlszZwxv+t5olF2/mtWI/NnekiSRKRgVpGJ4dx7+Q0vr1hFKOSQjDanPxtfp53wHlkUqh3tu2dlRWUtSgps+EBWq4ZnQTA5+trkGWZyekRAKwqb/UG154gaqt7LbBHXLAffhoVdqdMjWH/vlM9Axo2EXz0SZ4ZbM+M9p7Y3ceItofJmMZOK+0WB2qVREak8l20trINGUiPDCA22I/VFUoAOzEtAkmSvG3QTne3QZNlmUd/KGBVeRu+GhXXjUnih5vH8K+zs+kfpWPp9iYu/mQ9n62vodpg8S7Fau6y8XNhMw9+n8+01/9gRWkL/aMC+ejyYWRGBdJqsnP7N1uZlh3lPQfeXlnBv5eVMCUzko8uV9qTlepN3Dt3G5E6LQ+7084/WF1FRauJjKhAZg6LB+CN38u9SzcSQvy52v2ar/5W5l3m0ZOx/cIID/Ch3eJgTWXbHh8nHBgRiAvHvdIW4zFTqA2UKq8+KolKEYgLfdh5g2K5dLjyBf/PpUVY7C4em9oftUqZ1RoYG8SE1HCsDhez1lWRFhGAzSkT6q/BbHd5Z6o+WVvD+NQwZODDv5Qg4but9Xz0VzW17RbyGzr5PrcBs13plxyt02J3dp/ZUqskrE6XNz3VV6PyFsZJDPGlsdPK7XO20tBh4ZT+kXx42TDigpUg/aavN7PKfWElCEeC1eHi5+1K6us1Y/ZcnM3jz7IW9EYbYf4+TM3s3gP547VVGG1OMqMCmbHTTPlXG2upa7cQrdNy00n9aDXZ+NdSpZr65SMSOH9wHHani4e/V3oSB2rVvHPxEKbnRDNrbTWPuNePD0sI5utrRzIoLpibv97CPxZtJ7e+EwnIig1ifEoYg+OCCfBR02Fx8FNBEw8tyGfau2t4bmkRm2rau9VkCA/Q8t8LBpETG0SHxcFTi7Z7g4MLBscyMS0ch0vmVfcgAsBFQ+Pw1agobjaS39jF4Phggv00dFgc5NUrM5dD3V1RNtUYuu0flSSR6m5vtreZ0115AnCxhKVvyorRIaEE0y29FELz/P7sPWRElLqPiX5h/t4WgOuqDIASgAJsrFEyN0Ylh2J1uMit7+x2/4qyVtZVGfDVqPjwsmHcOSnVW7fg07XVPL5wO11WJ9kxOl48L4fFt43j5ztO4n+XDuXqUYnofNUUNXZx/7w8/jY/D6vDxf9dMoTBccF0WBzc9W0u41PD+Nup6Ugo34/3fJdLdJCW/106lPAAH4qajTz7UxHTsqIYnxqGwyXz39+Uc+jGcckEatVsb+ril6Ids9/XjUkiLlj5fvxgdVWv+88z6PBTQdOefyHCARGBuHBcM5jttJnsxB1DgbhKUmbyKkXBNqGPu/vkNBJD/Wgx2vj4ryoGxOi8aemv/lbGtWMSOTk9AocLmtzFYtrNyprvilYzkYFaGjutWO3KBe/S7U1UtZm9Lc7OzIriodMyiA/xU0bjK9po6rJ1q/egklDqKUjKzKFKUgIdX42Kxk4rDhniQ/xo6LRy+zdbaeq0MiBGx2dXjWB0cihmu4uHF+RT0Nj7rIogHCobawyY3LUUhifsvTWWZz33OQNjui2xauq0eu+7Y1Kqd6bcYLbz6Vol7f3OSakEaNW89EspBrOd/lGB3H1yKgAvLS9hbZUBfx8Vb188hKEJIXyytpo3V5QDcNmIBP7v4iGsqzJw7RebyHXPjt86vh8/3T6On+47mTdmDuajK4bxy13jef/SoVwxMoFonZZOq4P52xq4ZfYWLv1kAwvzGnG6AyE/HzXPna2k1m6q7eDH3EZAmT1/8LR0NCqJvyoN3gJtwX4+TEpTZsH/KNGjVkmMSgp170slSBqdrPw7v6GTLmv3JSeeQLxiPwPxDneXhn2pyi0ceYFajXdAd9duHDvzFPzssNh3K9RZ457w8LwO7BR4J4XSZrJ5sxOHJQRTqjficMmE+Gm8BYDnb1XOwYuHxXcrBvf1xlrecp9LV49K5KMrhnNa/0giA7WE+vswPDGEeyanseDmMdw6OQ2NSmJlWSuXfbqenwqaefOiQYxKDsVkd3Lvd7kkh/rz0vkD8fdRsa7KwE1fbUGrUfHKjIHeAfCF+U08cGoGapXEqvI2NlQbCAvQcuVIZcDvvT8rvFkkfj5qHjhVmUH/ckNNr0WCzx6oZLUtL9ZjEEs1DikRiAvHNU962770mexLYoN9Kd1LNUtBONp8NSrum5wGwBcbaqhrt3DtmCQmpSkz4Y8sKOC6MYn0jwqky+YkKlCLzI7evma7E41KYkNNO2kRAbhkmLW2Gs8E1IBoHZcMj+e7G0bzyoyBnD4gCrVKorHTio9awkelpKirJHC6/+v5tycYb+iwolFJxHrS1OdsocZgJsTfh9cvHMRE97Y+uiAfk23P6XmCcKhsrFYu9Mf2C+u1SjpAbbuZNe7U2AuGxHW7750/K7A6XAxLCGZ8yo7e45+vr8Foc9I/KpBp2UrBs2VFylrxp84cgI9axQ+5Dczb2oAEPH9ONgNjg1hS0MQ7KysAuHtSKn87JY3/+7OSZ5cUYXW4OCkljDnXjeKmk/oR4W4L5qFRSQxLDOH+U9JZcPNY3rl4MOcOjCHAR015q4mnfyrk5q83e9PDE0P9uWV8CgBvrSj3Bs8JIf6c6W619P22Bu/rj+kXCuCdjfTMgHv+HRvsR2KoH04Z7/pej35hSiBe1bbvgbjDJdNqVAYPd/2sQt+R7k4n7y2DMCJQi0oCu1PerYVYs/vfnsFdg9nuDbyHxAd7095Twv0J9vPx1iDIjNYhSRIOp8s7g+6p6A+wvsrgnZG+bUI/7nEH2j0J9vPhsbOy+erakQxPCMZsdyn9vxdt55/Tszg5PQKrw8WD3+fhkmU+uGwY0Tot5a0mbp29hZggX25zD4C//nsZwX4ab3bMe39WIMsyl49MINTfh8o2s3fgAGByRkSPWSi7yo4JIjtGh90p831uwx4fJ+w/EYgLx7VSvQm1BNG6Y+uLNC7YjzK9SbRZEvq8yRmRjE4Oxe6UefOPclSSxL/OziY7Rkeb2c693+VxxcgE1CqJZqMNP42KVpOdqEAtRpuTcHdQXu2+QP8xv5Fo90WR5wJHrZI4OT2C58/J5tvrlTWmdqeM3SXjp1HhkkGCbv/1BONatURVm5lQfx9vOvoNX25mU007PmoV/5yeRXywL3UdVt5ZWX4U9qBwotnsLlI2bB9mw+dsqkNGqbyctNOs3foqAwvzGpFQCpp5Avo2k405m2oBuHV8P5wumVeWlwBw6YgEBsToKNUbefEX5babx/djYloE1W1mnvu5CIBrRidyzZgk3vijnFnrlJn1m09K5rULB3nPzd6oVRKjk8N4ctoAFt46lrsmpRKoVbOtvpPrv9xMobtd1GXD4+kX5k+b2c5n7vcBOCtLCWhWV7R6vwNT3cXY6txryvu7a0vsnDk2KE4JznfNbkl0V06v3Y/K6Q0dFlwyaNWS92+U0PfEBivHoyfjqic+apW3y0CZvvtgjMGszO56Boe3u4+dpFA/Qvx92O4+VrNilPXope7ne9aTF+uNWBwugv003kEBq8PFP5cWeQsf3jA2eZ8+S2pEAO9eOpQHT01Hq1Zmx2+bvYW/nZLG6QOicLhkHvuxgJp2Cx9ePszbPeCB+XlcPCyejMhA2i0OPlhdyQ1jk9GqJTbVdvBXZRs6Xw03n6QE6++tquxWqPRvp6SjVkmsrmhjkzsboCcXu9eaf7Wx1ttmUDh4IhAXjmvlLSZigvy8bSKOFfEhfnRYHbSIFCDhGHDf5DRUklL5fGONgQCtmrdnDmFofDCdVgf/XlbCdPcsl6dqbbNRaTnW1GUjItAHu1NG56vG6ZK92SBrK9u8/U8dLpk3fi/jvVWVnNo/ktsn9CPAR43F4W5jhhKEyyjtYDxBuc0po1FJbG/qIinUn8yoQNrMdu74ZiuL8hvR+Wr4++lK4bnZm+pYXSHWiwuHj8Fs96Zcj0jqPRA32ZwscM8+XTYiwXt7l9XBs0sKAaWdkicABfh0bQ1mu4usaB0np0fw7ZZ6qg0WIgK13DK+Hyabk8d+KMDqcDG2Xyg3jkvGJcv8c2kRZruLEYkh3DExlQXbGvjcXb38sakZ3DI+BZUkYXO4+LOslQ9WV/Kfn7bz9cZa1lcZ6LD0/F2l89Vw7Zgkvrp2JFnROgxmO3fP3UZduwWNWsUdk5Q0+dmb6rzBgWe2u6nLRrsnPdydXtxl7d47fOcZznR3Cnpla/fZUU8K8f4E4p7+yv3CA7oVxxP6llB/JYBuN/d+rbRz4Lwzo/t4CtQqx1eJO9D29BT31BXo735+uXvgx7PcYVvdjorrnuNkQW4Dde0WonRaHjotfa9ZLztTSRKXjkjgo8uHK0sU28zc+e027p2cxlnZ0ThdMo//WEB5q4m3Zg4mxE9DQWMX/1tdyf2nKNlp326px+pwcdFQJXB+Z2UFLlnmwiGxpIT7YzDvaIUIkBTmz3mDlNTznQfEdjUtO5rYIF9ajDYW5jfu82cSendsRSeCsJ/KWozeEdNjSZx7m8tbRHq60PdlRuuYMVhJm/33zyVY7E6C/DS8NXMwJ6WEYXW4+L1ET1KoP0abk3j38S2hzFy3GO1o1ZL3Int1RRv9owJxyu4ZQVnmn0sK+Wx9DT8VNPHS8lLeW1VJakQAKeH+3qDbG4zv9G9Qgni1BGurDIT4+zA5XUnFe2pxIfO31jM2JYyZ7hYt/1i4ndz67qmtgnCoLClowilDZlRgt17gPVmU30iX1UlSqB/jU8O9t7/6ayn17n7ZnvXeoKyBnu2eDb9tYgoWh4uP3VXSbxmvDFz9e1kx5a0monRa/jk9C5UkMW9rPZtq2vH3UfHUtAE0dFp4+Vdlxvy2Cf240H1Bv3R7Exd8uJb75uXy7p+VvPNbKS8vL+X2b7Yy5e3VnPO/v7h/Xi7vr64kt76jW0ZXXLAf/3fJEAZEK5kyj/1YgMMlc0pGBKkRARhtTpYWKoWg/HzU3lnoxi5lIM7uLpzmo1aCGk8F7J1bksW4/64075J+HOtemqbvsnlfZ2+21Ch/A7J3WvMr9D2BWqWyvWkvM7SZ0UogvWuXDItDeZ6fu1CbZ/lCP3cGhmcphWcNuSdt3dMuL79BOU4G7tSD/Dt33YZrRyd5A3xZllle1Myts7dw7v/+4tovNvHKr6UsL2qmvMWk9Drf6dgcEKPjg8uGEu+e9X5kQT6PTu3vnRl/dEEBFruLp88aACitQAO1asanhuF0yby1opzrxyYRqFVT0NjFz9ub0ahVPHBqOgBzNtd1WxN+hXsN+Z/lrTR39Zxd4KNWccUo5XGfr6/x1nwQDk6fDsRLS/e8XmHFihVHcEuEY1VZi8kb1B5LonS+aFTSbmlUgtBX3TExhfAAH8pbTTz3czGyLOPno+bF83LIjtHRYXWiVatQqyTqOqzEBPnSaXUS457Z8lS09Syj8/Tu/W5rHXXtFhblKxfpE9PCyY7R4ZKVtjUVrWaC/TTI7ufu/N+d5yGcsrKOdV2VgdIWE2e4q8D+e1kxf1W0cd8p6d4qtbfNUWbLBeFQsjlcfLVRCZTPHxzX62NlWWbO5joALhme4J1tW1Xeyg/ulPSnpw3wXujbnS6eXVKIwyUzITWc8SlhfLelnjaznYQQP84bGMPC/EYWFzShluD5s7MJC9BSYzDz+u9lANwxMZX4ED/e+qMcs93F8MQQrnen1X60porHF253Z7BoOTsnmmtP6sfkjAjvwFpjp5WVZa38b1Ul13+5mUs/3cDPhc3egFznq+Hl83MI8tWQ39DJvK31qCSJ8wYp61mX7VTR2dM6zOpug+ZJPY50r9c22pSZcn/342DHrKZ5l1oP4QE+aNUSMtC0hyBj132/okzpUT6mX9heHi0cTQHuQNy4l/oenhnxXWvvONwdODxFEJs6lUGcWPcSDE819uggXxwumUb30gjPcof8BiWwHxinBOLVbWZK9EY0Komzdloz/sYf5TzyQwEba9pp6LSS39DJ1xtreeSHAi7+eD2j/rWMcf9dyUUfreOdleVY7E5ig/1486LBBPtpyGvo5I0/ynjmrAGMSgrBZHfy8II8hiWEcFZ2tLfP+B0TU1FJSlG1ilYzV49WAud3/qzA7nQxLiWciWnhOF0y/+euBwHKwMKQ+GBcMt0qq+/q/EGxhPhpqDFYWFHa0us+F/ZNnw7EL7zwQr744otut9lsNp599lnuuOOOo7RVwrHiWKyY7qFWScQG++6WRiUIfVWIvw/Pn5ONWsI7a+10yfj7qHnh3Gx0vmpKW4wMjVfSTg1mG4FaNfWdVhJC/JDdgbLL/V+90Uaov4Yuq5Ml25u8M2QXDIlj1lUj+OHmMdw+IYVArdI2yde9Vlztfo2dZ8Q9HC6ZIF/lIuKP0hZGJoXglOHxhQW0m+28NXOwt3jbU4sLmbul7sjuROG4NmdzHbXtFiIDtZzrTgXdk611HZS3mPD3UXGOu2Kxw+niFXdBpctGJDA8UUltl2WZl5eXent+Pzo1A7tT5osNSmr5dWOSaDPbvc+9ZXwKwxJDsNidPPpDgTfovmR4PNsbO1lWpEclwcOnZaCSJJYVNvN/7l7l14xO4vubxvDM9CyeOX8Qr8wYyPc3j2X5nUrV9IdOS2dqZiT+PirKW0z8/ccCnli03bumNDbYj9snpgDwwepK7E4XE92z/Vtr272zgi73wJx7AtybIuyZmaw1KAFRzD6sWZckybu23RNo9aao2UhFqxmtWsXEtPC9Pl44ejyDL8ZdKuXvyjPDXW0wd8vUcLr/37NkyrPEwpPy7gnwdb4a2kw2nLJyTIYHaLE5XFS6Z9Cz3KnsG93t85QWe8prLN3e5F3mce2YJD68fBjPnZ3FRUPjGBCtQ+e7YzCpqs3Mx39Vc/2XmzGY7SSH+fPc2VlIKN0TVpS28MK5OcQG+VJtsPDiLyXcd0oaQb4aipqNbKxp53x3obb//lbKZSMSiAjUUtduYb67+OFdk1KRUIL1navNT8mMBODX4j0H4gFatXcQ8Vvx/XhI9OlA/IUXXuCNN97g5ptvRq/XU1BQwIwZM1i1atVuAbog7Krc/cUdd4xVTPdIDPHfLY1KEPqykUmh/OPMTCTgm811PPh9HgaznYQQfx53r8PeVNNOZnQgVofSAkYlKWs3wwN8vO3HPOmm7e41o19sqPX2T373zwocThexwX7cMC6Zz68eQVywL1aHC38fFU6XsiZ8T0lznVYHUTotFoeLzbUdJLpboz31UyF+PkormCtGKutx/72spNeLEkHYVy1GGx+412XePjGl20xuT+a5L5qnZkZ522ctzG+kqs1MeIAPt7irJIOSJvrd1nok4J/Ts4gN9uPH/Eaau2xE67ScPTCG138vo8vqJCc2iGvHJOGSZZ5dUkRhUxeh/j48e9YAVJLk7Sd8RlY0GVGBdFocvLBM6T9+zegk7j45FV/N7peOQX4ahiWGcMnwBF44N4dFt47j5pOSUasklmxv5pEf8r3n9QWDY4kI1NJqsrO6oo3kcH8CtWpsTpkqdyqwxT0T7uveT56iWZlRSsBT3KwMUqdHBni3wRPs+/nsvn1h/spMumEva4kBbzbM1Jxo0bqsjwvxV34/7ZbeA3HPDLfZ7qJjp8d6gnJPJtaO4273Y8izdCrQV4NaJVHvLugX4KP2VtYvalKOS0+qukuWeW+Vct7fOC6ZuyalMiQ+mDOyonl0an8+v3oEv909gbLnp7P09nE8d3YWEYFaSvRGnlq8HVmWGZcSzjVjkgD459IijDYHz+006L2moo27JqUA8O7KCmYOjfempK8sbeWGscpzP/mrCrvTRXpkoLcv+M5rwidnKC0Ct9S297rm/sKhsUjAX5UGb6q+cOD6dCA+ffp0vv/+exwOB2effTaXXnopo0ePZt68eQwZMuRob57Qx5W3GFEdgxXTPRJD/bw9KwXhWHHOwFj+dXaWt+rrlbM2UNjYxdQBUZw9MAYZaDXaCfXXUNdhJcd9wdJqUtaJew53z1pvfx8VHRYHBrOdED8Nxc1GPnPPLoDSBumNiwYT5KvBbHcR7KvB4ZK7paXvqrnLRrCfBqdLaWejVUusrzLwxfoaVJLEfZPTvGvGn1q83VtJVxAO1PurKzHanGTH6Lwz3HvSZXWwrLAZgBnulmWyLPPFBiWt/erRSd4AcU1FK2/8oVT7v++UNCalR+Bwupjl7iN+5ahESvVGlmxvRgL+PrU/apXEe6sq+bmwGbVK4oVzsokN9qOgsZPfS1uQgBvdKelfbqihw+IgNSKA2yf0Y1/pfDXcMj6Fty4ajK9GxaryNm8qrEatYkp/ZfZtVXkrKknyDpg3dCip457Uc5079dhTt8GTAuxpUbbz2txW93KWEL/dq5x7gnNPqvueuGSZn937/oLhifv8eYWjI9w9wNJi7D3Twc9HTZD7nGnduQiue8mH53tHtcu/PQNmJpsDlzto93y3dLpn4UP8Nd6CbJ6q/p4OBxur26lqMxOoVXPN6KQ9bp9KJREeqOWMrGjevGgQWrXSB9xzLN42vh+D44LosirFFgdE67jJXQX9P7+UMKZfGIPjgjDZnXy6ttqbkv6/1ZWcMzCWyEAtTV027yCTZ1uWFenRu5drJIT4kxGp1Gb5o5e084QQf2/NCpE1dvD6dCDuYbfbcblcuFwuoqKi8PU99tb8CkdeWYuJ6CBf79qfY01iqD82p0y1GHEUjjFnZEXz4eXDSA7zp6nLxk1fK+3CHjotnaRQP/RGG8mh/qgkpQ/wWHePYJtzx6CTZ4232a5cOC8tbOaUDOXi/f3Vld4iOqCsb3tlxkD8NCo6rA5CA3z2OCMOSksiTzq7xeEixJ2G+PaKclaWtSBJEg+clsHYfqGY7S7um5fX7f0EYX8YzHZ+zFMugO+dnLbXKtzLCpuxOlykhPsz2B145jd2Ud5iwlej8vYI7rI6ePonpeXYhUPivAWXFuY3erNMLhgS553lPjM7mgExOpYX6/nIXcTt8dP7Myo5FFmWee23Mu/jUiICMNocfO0u/nbLSf0OqPvIqORQnnEXlPpifbW33ZinYny+u09zqHvpSbvFjtXhwu7csa68qdNKU5cNlaT0M3Y4Xd5AfOcWcJ4gvqd0dc+AticFeU8KGjpp7lKWzZzsTtUV+q4Ib80A515banlalLWZdwTtPu7jweFSvmcC3AM2njoDniVReqPNux7dZHciy7K3L/jOkyVd7uA81F3l/7cSJaNqamaU9/l70z9K563N8OpvZbQYbWjUKp47J9tbJf2l5SVcNzaZwXHBGG1Onv+5mIdPy0BC+a4cGh9MsJ+GqjYzaypavVleX26oRZZlBsToGBIfjNMl80PejnooUwcox/zeaqTMHKYMEC7IbfAOmgkHpk9HKAsXLuTcc89Fp9OxZMkS3nvvPebMmcMVV1xBdfWeS+wLAihtJvZl/Vhf5SkGUtws0tOFY09WTBCfXjmcMcmhWBwu7p+XS02bhefPycZHLbG1vpOT3alwf1UaGOJeO+5ZE7rzGm/PxdIPeQ1kRgVid8reAlMewxNDePOiwYT4azCY7N4quD1ddtucMlq1hNXhUvqbd9lIDffHKcND3+czZ1Mdagn+fW4O/aMCaTHauOvbbbSa9r6+VBB2tbxICawzowIZkdh7yzJZlpnrrrp87sBY70zbb+4lEpPSwr2z4bM31dJitJEc5u9tXWRzuLxB9tWjk2jusnlnt24cm4zeaOP5pUrwfuXIRM51F0qbu6WejTXt+GpU3OFewz1/awNdVif9wvw57SCC0imZUUo1Zxm+dher86zZrXO3FAvwFGezu7zBjISyJjXPHaynRwZ6/22yOwnx05Dh7icOeKtAJ4ftXo2+1T1jGuLXe6r52ioDAGP6heKr2bfASTh6dL5q79/6pq7e/z57fveelniw84y3EoiHBiiBvWfWPN5dY6jaYCEiQIsE2J0yrSb7jhZ6XTbvIIA3o8t93nrWYO+tVeGurhmdRGp4AC1GGw9+n0eHxU5csB/PnZ2NBHy/rYGl25t45qwB+GpUrKsyUNZqYro72+aLDbXerK6vN9UxY3AcAT5qylpMrKlsA/CuJf8xr9Gboj89JwYJWF/d7h0068n41HD6hfnTZXWyIFcUNj0YfToQf/zxx7n//vt59913CQ8PZ8KECSxYsICYmBjOP//8w/reX3zxBaeddhqDBw/m4osvZuvWrb0+fvHixUybNo3Bgwdz7rnn8vvvv3e7X5ZlXn/9dSZOnMiQIUO47rrrqKioOIyfQChvMRF3DAfiOl8N4QE+3YppCMKxROer4ZUZAxmRGILR5uSe77ah89Vw78lK0LCytJWL3BcLW+s6iAnyxSnvqHoOyv/bXTIBPmpcsjLAppLgt5IWNtW0d3u/YYkhfHrlcPpH67A4XPi4KyXvOgGplpRgXCXhbcFS3mpmWHwwDpfMS8tLeGZJEX4+at64cBAJ7hYyjy7I79ZiRhD2xZpKA6AEpHvrKZxb38n2pi606h3VxAHWVCgXz5PSlcErp0v2tkm66aRkb5Xx+dsaqOuwEhmoZebQOL7dXIcMTEgNJyUigHdXVtBucTAgWsed7nWlefUdvPqbUsjtjokpxAX7YbI5meVeP3rVqMSD7qV9yXBlRm5VeSuwY8awc6egG5TUcM8aXp2vBpUkeWfNPctYNlQr5/2IpFDvdsmy7A3YPT2gPexOl7eH+N5axnnea2jC/gVOwtGxcyG+PbXd8gja5ZgDCPYE5+4ibZ615J4BIk+/8DK9Ea1G1W2CJDzAhyidFhnYUqtkaHgGlDyzxJ7X8Qw87SutRsV/3B0Gcus7uenrLTR1WhmbEsbN43ekpPtqVNw4Tpk9/7+VFVwzKhEJWFnWyriUcNSSUpdFb7R5C0TO2aSkk0/JjMRXo6KqzUyBuwZDXLAfE9wFCj3FHnuikiQud8+yf72xVrQyOwh9OhD/7rvvuOKKK7rdFhoayuuvv86TTz552N530aJFvPDCC9x5553MmzePrKwsbrzxRlpael4zsXHjRh544AFmzpzJ/PnzmTJlCnfeeSdFRUXex7z//vt89tlnPP3008yZMwd/f39uvPFGrNa9t9IQ9l+X1UFzl+2YrJi+s6RQf+8fSEE4Fvn5qHllxkD6RwXSarJz17fbmJIZySkZEThcMitKW7jVfWHR2GndbZ24pxK6ye7Ez0eF3Sl7i0W9+Ud5twq4oFxof3PbSd6Zcx+1hCzvKMYjgTfY3/XaoazFxJWjElFLsDCvkX8tKSQiUMtrFwwiUKtmU20Hb64oP4x7Szge5bnXNw/fy2w4KKmjAKdnRXvTtTstDu+A7JjkUEBZM93UZSPIV8OU/krhJavDxadrldnw68cmI0mSN8X04mHx1HdY+NH974enZOCjVlHfYeFv8/OwO2Ump0dw+Qjl4vqjv6poNdlJDPXb65r2feHpx13XYcXhkr3pvJ6BCU8/Z1+N2pt5EuouxOUp1OZ5jQ3VBgBGJYV6X7+wqQuDWcmEydql93dhUxcOl1Iccm/tTD3V2fvvNNMu9G2ezEfP0oQ98awR79opEPektuvds+kp7sC7RK8cc55BHc912GB35taG6nYkSWKcu73d7+6sk/BAn26v56m6HnwARf9SwgP436VDidZpKW8xccvsLeiNNq4fm8zA2CCMNifvrarg8hEJhAf40NBppURvZGyKsk1rK9uYkKYM3C3Mb+TiYfEA/FnWSn2HhUCthknuoHvnlmXXuteP/5jXSGPnnvfp2TkxBPtpqGu3sLqidb8/n6Do04H47NmzeeGFF3r8KSgo6PbvQ+njjz/mkksu4aKLLiIjI4NnnnkGPz8/5s6d2+PjZ82axaRJk7jppptIT0/nvvvuIycnh88//xxQRmpnzZrF7bffztSpU8nKyuI///kPTU1NLFu27JBuu6DwpNTEHsMz4qCk2G1v7Not2BCEY4nOV9NtZvmRHwp4bGp/UsKVNeTLi/Vc564K67lA98yKqyXJWwndYnfho5Iw212oJdhW38HCHtayhQZoeeOiQUTptNjdaeguWXktT59xT4szD41KosPqYHF+I7dPTFGC8fwmvtxQS0pEgHed65cballS0HSY95hwvGgz2WjqsiEBmdG9B3c1BjPLi5XiTFeN3FEobHNtOzLK90GkOx3Wk0I9tl8oWvfA1ILcBpq6bMQE+TJjcCx/lLbQbnEQrdMyLiWMuVvqcbpkRieHMiQ+GLPdyQPz82g12cmMCuSZ6QOQJImCxk5vu6X7Jqcd0NrwXck7Da7Jsuy9wI9wDzZ42opFBPp474sO8kWWZQrcxRKzdlkfvnO6728lSiA0LiVst7owq8uVbILhiSG9ZiTYHC5q3bUgUvdzBlM4euLdhf48s8970lPPcU/quadaf457ECevoROnS2ZQnBJ4lzR30WV1MNYTeJe0IMsyU93Vx5cVNuNwurzbUuPeFs86ctsBZlJlRAXyweXDvN+d/1xSiFqCB05NB5TvKKPN6S3quGR7M2dlK/3Lfy3RM93dy/zn7U0kh/kr9SBQqq0DnOoumriybMdE47DEEIYnhmB3ynzZy6y4n4+as3OUQbpF+eI78UD16UA8Pz+fb7/9ltmzZ7N27VrWrl3LnDlz+Pbbb8nPz/f+FBQUHLL3tNls5OXlMX78eO9tKpWK8ePHs2nTph6fs3nzZk466aRut02cOJHNmzcDUFNTQ3Nzc7fXDAoKYujQoXt8zd5I0p5/9nb/ifJT7gnED2Prsp339+GSHO5Pp9VBXYflqO/TvvDj2d8H+tyD1Rc+x7H6ExXkyxsXDULnq2ZrXQdfbazlvxcMIiJQS3GzURm9Tw3DJYOfuye4RiXhdBfFcbhk1JKSpg7KrDbAf38ro6nLutv+jQry5aXzc/DVqLA5Zfw0Ku9ruXZJfwdlACDAR02ryc7/VlV6L2beXFHO1rp2TukfybXuwYJnlxSypbb9qO/To/mzv8dwXzn3jvQ+8sykJYf7o/PV9Pr4OZvrcMkwPiWM/tGB3ts3updgjEgM8d62uVa5bWRSKJKkpHR7LpqvGZ2Ir4+Kxe5BqrMHxqBWKf2MAS4aGockwVsryiluNhIR4MOrFwxE56vBYLbx6IJ8nC6ZKZmRTM6IOCTHwDZ3VkB8iB9ajYot7mA6M1qH0eagyt2POTUioFvP8LoOC+0WBxqVRGZUIPmNne4CixrSIwPc27Gj0vlpmZG7bOOO+3r7LJKkXDc4ZWXmNDpIe8wedz39nvrquXcoXj8pzBNMm3p9nGf5htXh8t7myXwobupCRqa/u693l9VJfmMnscG+JIb64ZRhQ42ByRkRaNUS5a0m8hs7GZsSRniAD21mO+uqDd4Z9fIWZVsi3V17GjqtvW5bb/shPsSPVy8Y6K2kvraqjSEJwQyMDcLpkvmlqJnT+isz3+urDJyUGoYElOpN5MTo8NOoqOtQZsunZSsDB7+VtCBJeGfPy1pMGMw273te7255Nn9rA2a7c4/bdqb79VaWtWB3unr9jEfymOgrP/uiTzdIPO200wgMDOTFF18kJEQZ+Wxvb+exxx5j1KhR3HDDDYf8Pdva2nA6nURERHS7PSIigrKysh6fo9friYyM3O3xer2S6tHc3Oy9bU+P2R8REUEHdf+JoMFcQ3SQL9ERur0/+CAFBx++kfNBPhqgglqTk2EZ4vcKR/f4PpTvfSKep5GRQbx88TBu+3wDn62v4cIxyXx58zgu/d9q8hu7GJ0SRmywHw0dFnw1KqwOFxq1hMOdYm53yt2KuKkk6LA4eGJxIV/ePM57oQXK/j0lIoj/ouLOLzdicbgI8tPQaXH0+FoSSjVcz/svLGhiRHIoG6sM/GNRIQvumsiTMwZT32VjaX4jDy7IZ94dE0iNPHFTWI/kMXysni/FbcrM2Mh+4URG7vkzWB1OFrqrF998Ska3x26pV2aETx0YS2SkcvGd36AE+JMHxhEZGcRvhU3UGCwE+2m4/pQMLHYXq9zryq+ckEqjzUV9hxV/HzUzxvSjXG/km83KWtHXLh/OoLQouqwOHvx6C3UdVpLDA3jlsuHe4lV7si+/F4fTxafrNwNw7rAEIiJ0LHEHx2cOiWdjoxGnDGmRgQxKi+IJdyX4k/pHs71V2X/DkkKJjw3hm1xlMGFCRiTRUcps5aaqNqrazPj7qLlobAqBO6UBr6topbzVhJ+PiovGpRDcQ2szj+JC5XpsWHIokZHB+/z5jneHex8c7OsPT4uEFRWUt1p6PcfCgpSAXeWj9j7upLBA/H3UtFsc6O2QEx/M5AHRLNxaz1+1HZw2JIGpObF8sqqCVVXtzByXyjlD4/luYy3f5TbxxuAEpg+J4/M1VfxZ2c6Nk1Jh4XZK9EbCwnUMSgylVG+irN3KjF62bW/7ITIyiMvHJPPp6kp+LTNwzqh+TB8aT15DIfl6E7dOycRXo8Jkd+IT4EdGtI7ipi5aHDAuPYLfCpspbLNwzohk/rWkmO2NnfgH+RMZGURaZCBleiN1Fhf9k5VtODdCx39/L6dcb2R9QxcXjui5ld/J4Tqigwpo6rRS3mVnQsah6TRwIp13fToQ/+ijj/joo4+8QThASEgI9913HzfccMNhCcSPBS0tnfSUqSxJysG7p/tPJPnVBqICtbS377nq48GSJCUI7+gwHbb9LaG0z/iruImx8Yd/UKEvO9jju7cv6H11KM6tE/08HRUbyBlZUSzd3syDczYz68rhvHnhIG6dvZV1FW2MSQ6hudOC1eFCJYHDnVpuc8qoVVK3ojCeme2NVQZun7WOF87Jxkej6rZ/x8TpePi0DF78pYROi4NgPzUdFic+Ksk7uw47AvKGDgvxIX7UtVvIrW0nLtiX+nYLV3+whncvGcKTp2dQ22oir6GTGz5ayydXDSNQ26e/Sg+5AzmGD/b8O9bOF88+WlGoBI45UQHo9XvuR7+ytIUOdxp5Trif97FdVgd5de0A9A/xRa/vpFRvpMvqwN9HRYQG9PpOvlpdAcBZ2dGYOszM26qkof8/e3cdHdW1PXD8e8fj7kYSQkJIghcp0NICpVCj7i6v+vqqv7bUva/u9ure0pZSaKECLe6SIAlxd5nI+NzfH3dmIEAgxSKcz1pdXYzeObl35u579tk7LcKXQBV8vFlZez4qPoC2lg5e/S0XWYapqWEMDjJQXdPCv7/PYXN5CwFeGl48Mx17h4X6jn2vEe3uPiDLMi8uKSSnwoivXs1Z6WF8tbyIvJo2vLVqxsX4ctO32QBMSw1lU34tG0ubkYDMMC+e+m2nst2x/tTXt7IoRylQNzzKzzNG36wuAWBScjCmVhOm3Yb57T+V55+SFo61zUx9W9fpy79l73rthobWfvM93VuPvcP1WxjtpVyAza9tpbyqudMF2d3JrjoEjUZzp2NxdHwgfxc08MPaEsKPH8DEhEDmb6li7oYKrhkVw4SEAD5aAb9kV3Hb8QmcPSSC7zdUMH9LJdcdF8u4uAA+WwW/bavm9okJ+OjUtFsdrNxezfBIX+YC8zZWcNmwXV0QDmYcRkX78TGwtqiB+vpWYlzr0fOqjDQ3tRPlr6e40cSO0gbiAgzsrG1ja2kjKcFeLAE2FTdyemoowd5aGjtsrN9ZS3qkHwOCvCisb2dzUT1DgndlkU4eGExRfTuLsiuZFN91fYuRsQH8sr2WJVurSA08tOWg/e38qDvHXq9OTW9ra6Oxce8CAI2NjbS3tx+R9wwKCkKtVu9VmK2hoWGvWW+30NDQvWa2d398WFiY57buvub+yHLX/x3o/mPlv6KGDiIPUJTlUO0+3kdSXJAX26pbe3xMe8N/7vE+2Oceqt7wOfrDf3dOTibAoCGvtp2P1pSRFuHHs2cMRq2SWFPa4qlYLKNcjFLajalwOGX2bAPsXuu9eGcDd83dRofFsdf4njss2rMG3WR1YtCosO3jtUAJ7CtdPZjdfc0DDRp21LRx63fZ2Bwyz581hDBfHUWNHTz+ax5Op9zjY3q0//un+3BvOfaO5n8tHTayXSnYo+OD9vtY95rvCUkhqCTJc3tOZStOWUlPDfPVI8uw1TVDnhbui0qSsNicLCtUzpVOSQtHlpU1rAAnpYQiy7DJld4+Ki4Qk9XBYldxpotGxCDL8OayElaXNOOlVfHK2ZkkBHsf8j7gdMq89ncRX7oK0N03JQWNJHkqtF86Kpa/djaSV9uOj07NOVnRfLZWSa8fMyAIjaTyrO8+YWAoFc1mtla3IgETEoORZaV6/B+u2fWpqWGd3r+k0cRiV9u3C4fH7HdbjSa7528wMSnkoPbx3vpfbz72Dsfrh3jrCPPV4ZCVrgNdPc7dvqy5w9bp9pNdrfkW7qjD6ZQ5PjEYX72a6lYLq4ubyIryJzHEG5PNyfebq0gN92V0fCAOGb7cUMHwmADPsqa82nZPUcYVRY2cMFCpTF7U2MGmcuMhjUOcqy1fTasFWd7V47zFpHwe9wXhdovT0zO9ucPmWaLpfl6Ep8q8FVlWKqWDUuxu9/cb5vodVuoUdb1dQ1zdDLYf4HFHc5/oLf91R68OxKdOncp9993HokWLqK6uprq6moULF/LAAw8wbdq0I/KeOp2OIUOGsHLlSs9tTqeTlStXMnz48H0+Z9iwYaxatarTbStWrGDYsGEAxMbGEhYW1uk129ra2Lx5c5evKRw8i91JpdHc5wu1uQ0I8mZ7TRvO7h7VgtDLBXvruMNVbOb9laXsqGll7IBgZk9LAZQ1sRmRfsgyaNQSKkkpdqPdraL67mSUAHpZYSPXfLXJU3BpdzdOGMCEpGBsTpkAL+UkZV+v5V6b3thhw1urpspoISnUB3+9muyqVm75LhuDRsWzp6ejUUn8nlfPl67eyIKwu1+3VuGQYWCoj6coVFfyXFXRM6I6z6DscN2eHrHrdncF9TTXbVsqjbRbHQR7axkSpRQ0c1cWH58Y3Ok56RF+bK1W1lmH+ujIiPKjuLGDz9cprcoeOTXNc2J9KOwOJ4/+mssnrsD6jsnJTE0N44lFedS1Kb3PZ6SH88rfypK/a8bG02Sy8UN2NaCsc/8huwq7UyYt3JeBoT786JqxHh0f6Clal12pVI/30akZOyC40zZ8sb4cp6y0bht4gCroi/PrsTtlkkO9Pet8hb5BkiRP0Oje7/fFHXCWNnX+fThxYCjeWjWlTSY2lLdg0Ko5dbBShGzO5iokSeISV6uuz9aVY7I5uGSUkqo9N7sam0PmuIRAAFYWNzLJ1WLw1+21+OjUTHfVG3G3AzxY3rutcZdlGbVrdt1dL8V9jqhRSZ4icU5Zxte1VKPDVaTOx1W0zuT6d4hrZr3J1TvdLc7V6q/KaGF/BYPdx1Zh/ZGZIO3venUg/uijjzJp0iTuvPNOJk+ezOTJk7nzzjuZOHEiDz/88BF736uuuopvvvmGH374gYKCAh555BFMJhNnn302APfccw8vvPCC5/GXX345S5cu5YMPPqCgoIDXXnuNnJwcLr30UkD5krj88st56623+OOPP8jNzeWee+4hPDycKVOmHLHPcawqazLh3O0qX1+XEOxFu9Wx14+HIPRlpw4OZ3JKKHanzL0/baO5w8ZpQyK5bpzSE3VbTSvpkb5KCzKVhCSBzbHr5GNPThm0aom82nZOf20Zfxd0zkBSSRIPnTKIYG+lKvNIV8Xlfb2aO/29w+ZALSkXBkYnBOGvV7O1upV7ftpGWoQv/z5B6Yf+yl+Fnv7IguA2z9Xne1pa2AEfW+VqvRS3R5/rogbl5Hb3ius76zrf5g4+jksIQiVJ5Na1Y7I5CTBoSAnzwWxzUOtqp7R7MbQhkX5IksRvO+pwyErF8ZNSDn2Np8Xu5O6ftjF/Wy1qCR6cNoiLRsTw4eoyluQ3oFVLPD4jlecXF2A020kL9+WCETE8/VseDqfMxKRgMqL8+cp1gevCETGYbQ5P3/RzhkZ53ut318z+xOQQT1tDUFq+udfcXzZ63+tbd+eeOZ+aeuC/ldD7uNv6rXLVRdgXdyuy4sYOmncLOr11as8x+sMWZR87d5iyj/2V30B5s4mZ6RFEBxho7LDx9YYKxg0IIi7QQLvVwe+5dYxzXfBaWtDIlEFh6DUqChs62FDewqWjYlFJsLSw0dPr/mBY7ErldXeQ7a7+7q1V9vsWs9KWzVevxmxTHqvXqD2/me5g2t0Fwd2hZF9t3QACXResLXYnNkfXgXiS68JVpdGC2ebo8nHCvvXqQNzLy4tHHnmE1atX88MPP/DDDz+wZs0aHnnkEby9j9wVyxkzZnDvvffy6quvcuaZZ7J9+3bef/99Txp5VVWVpwAbwIgRI3j++ef5+uuvOfPMM1m4cCFvvPEGgwYN8jzmuuuu49JLL+Whhx7i3HPPpaOjg/fffx+9vn/M2vYmuyqm94+xTXClI207hC9wQehtJEli9rQUYgIMVBot3PZ9NkazjevGJTBlUBhOGcqbTAyJ9MPikNG7Th4cstxlNVKbQ8ZHp6ax3codP2xl9vztNJt2nXAFeeu4b4oy676xvEVJb4VOKeruAm7ukx21SnnfP/LqmeSaOVlb2szLSwq5YHg0pw+JwCnDvT9tY7OrkrUgtJhsrHS1BOpOcGd0nUS7T37dKlxtkGJ3C9CLXIF0sqtQoLsC+fAYpcBYrqvdV3qkHypJ8gThXloV/gYN9e3Kv8NcFZ3z6pTZ8gmJnWeUD4bZ5uCuH7eyrLARvUbF82cN4YzMSBbvrOft5cUA3HXSQPJq21lW2IhWLfHwqanMza5mY4URL62Ku08eyJfrK2jssBETYOCUtDC+3VRJi9lOTICBE1wFoewOp6eV4LQ9xvi33FrMdidJId6MOED/dpPNwVpXWvoJyYen2JRwdI11Vf/eWt2K0Wzb52NCfHSkhPkgA3/md15OelZmJKBUE28120kK8WF8YhAyyiy4Rq3ihvEJAHyytpx2i4PTM5Tn/LythklJwUiu92+32j1tvT5YVcqAYG9PF44XFxccdHaju096qI8OSZKoMirfDeF+epyyTH2b635fHUZXUO1n2Lt+idb122ZztVRzz5i3WTsH0YbdLmyZ7V0H2IFeWs9sffV++o4L+9arA3E3b29v0tLSSEtLO6IB+O4uvfRSFi9eTE5ODt9++y1Dhw713Pfpp5/yzDPPdHr8qaeeysKFC8nJyeHnn3/mhBNO6HS/JEn8+9//Zvny5WRnZ/PRRx+RmJh4VD7Lsaa4oQM/vcbz5dLX+eg1hPvqRCAu9Dv+Bi0vzcog0EvL9po2rv1yM5VGMw9PH8SQSD+MFgf17RYGR/hitjvxcl357+o8RkKZJQj306OSlDV/l3yy3rNOF+DElFBmpofjlGF7bRuJwV6deoq7g3C7U3a1PnN61hb+vLWGKanKifo3mypZtKOO+6amMHZAEGa7k39/n9PpvYRj18riJhxOmYGhPp2C6K5YXCe6em3n07Ja14mte12n0WyjyXVxKSHIG1mWd6Wdu1LKC/cI1N2BSYBBiyQpXQgAT79tk2sW61B/Mxs7rNw6J5tVJU2uteYZTEgKIbemjYcW7EAGzh8WzXHxgby0RElJv/H4AfjpNbyxtAiAWyYmolOrPGm8/zp+ABaHk4/XKP++Zmw8alcgsSi3jiaTjVAfnWdG0u0XV4B+2pCIfRbI2t2ywkYsdicxAQaSQ0Vael8U6W8gMdgbpwxrSpq7fJw7IP52Y2WndOv0SD8SQ7yx2J38nqdMtF0+WqkrMi+nmvo2C6ekhZMY4k2rxc63myo5dXA4EspFXYvD6elrPy+nhiuOi0OjklhT2sza0iZunJCIt1Zp3fn5uq57c+9Pjusc0J0K7m6NmBTiQ7XRgtWhtOeM8DPQYnIf8xrPhWb3pLa7n3qrZdcMOihZJLtT73aF2r6vdVwukiQR7LNrvbrwz/SJQFwQ/omixiNfqO1oiw/yOqSUJkHorRJDvHnr/CzCXcXPrv9qMzWtFl6cNYT4IC9qWq20mG0MDPXBZHN60vD2xT27XdtqwVenJsxXR22blRu+2czc7CrPidfdJw8kKcSbhnYrXq4r+e7TDLUrCNeoJCyu4L/FbPcEQvNyajzpu08syqOkycRzZ6QzMi6AdquD23/IobBBrJU71m1xXZBxrx3dH1mWPamf2t1OfmVZpsGVQutex1nmWqIU5qvDW6emvt2K0WxHJSkn5KAUGwSIDVSWZ7lTWg2uY8f9f3cA7l5vXbaP2grdUdtq4bN15Zz/4To2uaqjv3p2JiPjAmnqsHLX3K2Y7U7GJgRx6wlJPLRgBx02B8NjA7h4ZCwvLSmg3eogM8qfc4dF897KEtqtDgZH+DItLYxP15bTYrYTH+TFqa6ZRovdyTuuGfbzh0d7Mljcn39ThREJmJYWfsDtd6ewT00NO2DQLvRe7noISwsbunzMmZmReGvV5Ne3ewocghJMnj5E2bcWbFP2hxGxAWRF+2N1yHyxvgK1SuLqMcrSqa82VBDkrWOUKyV+wbZaZmUq6exztlQR6qPj7Czl3y8tKSTUR8e/T1SWMr32d5Enk6O7ZFnmN1dRwtHxgciy7FkONTw2gHzX+uyEYC80KsmTYRNg0O463l0z3mGu492dKeNu6bdnJoEkSZ4L1M79BOIAOtdFPfd3jdB9IhAX+p3C+vZ+U6jNbUCwN3m1bdgd4ktO6H8Ghvrw0SXDSQzxprbNyu0/5KBRSbxxbibR/noqWyx0WO0khXjTYXNi0Kq6TE93yqDXqDBaHNS1WYkLNGBzyDyxaCcPLthBm8WOj07D82cOQa9RKf3LXSdTXlqlMrt7RlwCTDYneo2KmlYLcYFeyMCqkiYyo/ww253c+9M2HE6Zl2ZlkBnlj9Fs584ft+41uyAcW8pdAXNSN2ZYHU7ZcyHIPUsNyr7nPrEN8lLSyN2p6jGu4m8Vzcq/I/306FyppLtSz5XfQffEnzvIDPHRdXqcO3V7Xk71XutE99TQblXSzJcVc8On6zjzvTXMfHc1r/xVSIvZTkqYD+9fOIxhsQHYnTL3z99BdauF+CAvnjptMB+uKiG7qhVfvZrHTk1lQ3kzf+TVo5Lg/6YMpLTRxI+udbq3n5hEs8nGF+uVGcSbJwzwBNzvriim0mgh3FfHhSNiOm2jO7AeGRfguYDWlZLGDlYWKwHNaa5ATOibJg3ctU7b1sW5kr9B61n//e6Kkk6z4tPSlBnuTRVGKlvMSJLEVWOUWfE5m6toNduZkhpGpJ+eJpON33JrPfvMzznVnDAwhHBfHQ3tVuZtrebacfH46TXsrGvnm02VzMqM5JyhUcjA7AU7+GBVabfT1P8uaGRbdSt6jYrpg8PZXGGktMmEXqPi+MRgT8ZkmmsdfIdVOY69dWqCvJXjvbFDOd7jXcsdi13LOAO8lEyYln38Zqk8Rd/2v33u8dapRVj5T4kRE/oVh1OmtNnUbwq1uSUEe2N1yBQ0HLm+6ILQk8J89bx9fhbR/nrKm808uGAH4X563r5gqBKMGy2YbA5Sw30w25yod7tavzsJ5aq8e015WbOZQWE+qF2p6pd+uoHcmjbigrw86wK1agm1pAQ+Knal4bnPPWwOpad5WbOJaH8DHVYHLa6ez6VNJh79NReDRsWLs4Z4tv/RX3NFp4NjmMmVau7bjR7zJtuuoMFrtx7I7voGOrXkWZbhnsVyB5iNJveM+a6A051y6l5S4Spz4ClCGOeaKXefiE9NDSM20EBtm5XrvtrMgm01bKtuZXtNK2tKmvhxSxXP/L6T8z9ax/S3V3HPT9t4f1UpC7fWUNFiVnp+R/lx/9QUPrlkuCcl/rW/C1lXqrRE+++Z6WyrbuXD1UqK+X1TUgj10fHCYqWV2blDoxkU7suby4txyDApOYQRsYF8uLoMk83J4AhfJrsyUdaWNvGpqxr7PSendBqzDquD7zZXAjAra1dRt668s6IEpwwTkoJJCBZp6X3Z0OgAQnx0tFrs+y2eedmoOLy0KnbUtnUq6hnhp2ekZ4ZbuZhzfGIwyaHedNgc/LClCo1K4mxXscBvN1VxUkoo/gYNlUYLa0qbPens/1tVipdWzc0TBwDwxtIiCuo7uPukgZw3LBqAt5YXc/N32VS1dN3bHqDaaObp33cCcMHwGIK9dXywuhSA6YPD8dap2eBqT5jlqh5vdl3A89KqPRNTLWY77VY7A13Hp7tTQ4BhV1G2PYuteWbE9/NbJssyja7MnT1rXAgHJgJxoV+pbDFjc8j9MjVdkkTBNqF/C/bW8ZxrpnpFURNvLSsmyt/A2xcMJSbAQJXRQrPJxgjXbNu+ZsXd6ekW1xV6lQR5de1kRvsT6aenosXM1V9u5NtNlZ4T+4L6Dk+LmfhgZbbAXYHZoFHhlHetn61uNRNg0FDaZCI6wIBGpRT4+XJDBYFeWp4+PR2tWuKvggY+Wn1o7WqEvkuvUYLD7lQRbnPNXunUkmdWG3YF1P6utd2wKzh3z3JZ90g73/22Xftw520ZFKbMmpU3m2nsUJZnPDFzMH56Dfn17Tz8Sy5XfL6Ryz/byM3fZfPkbzuZs7nKUyRuYKgPZ2RE8OBp6bx5Xia/3zyODy4ezqysKE9F5jmbK/nC1T/8oVNS8ddreOgXZZ34WZmRTEsL54v1FRTUdxBg0HD9+AS2VhlZvLMeCbhpwgBqWi187wqqb56QiCRJGM02Hvkl1/M6JwwM6TSWH60ppbHDRmyg4YAV4NeXNfNbbh0Sylp0oW9TqySmu5Yi/Ohqg7cvgd5aLhiuZFG8t7K006y4Oz39p5xqHE4ZSZK4eKRSdf/rjRXYHU7OyoxEq5bYVt1KQX07Z7qKtn22rpxZWVFE++upa7PyydoyZmVFMT4xCIvdyX9+yKGh3co9Jw/kwWmDMGhUrCtt5vyP1vH+0sJ9ZjwWN3Rw83fZNLRbSQ715pqx8SwrbGBlcRNqlcTlo+Mwmm27lsK4LiS4l50YtCp89RrPRbnKFjMDw3yQgMYOG00dSus/93rwPWfF3SOzvyUbTSYb7VYHEv2nSPLRJAJxoV9xV0yP6mdfBnqNimh/gwjEhX4vNdyX+6cqlc0/WlPGp2vLiPI38M4FQz1rxosbOxibEIhT7lzxHJQr+LsXX3M/ZlOFkWBvLWMSArE6ZJ77I59/fbMFUE7g3H1hy1wBtsWurEc325346NQYzXai/PU4ZWXGXKtSXnNknFKt97W/i9he00p6pB/3nDQQUGY8ft7a9Qmh0H8FeSszQ40dBy5eZDTtCrh3517T6S6uBLuCaXdFY3ewbd5tVt19Uu2eAXfPUjWZbDhlmQAvrSeF1d22a0ikH99fPZqrxsSREeVHhJ+ecF8diSHejE0I4pKRsTx7Rjq/3TSOL68YyUPTU7lmQiLHJQR12m5Zlvl8XTnP/J4PwLVj45mcEsqDv+TS2GEjJcyHOycnU9jQzrsrSwD49wlJ+Bs0vPKXUsBtxpAIkkN9+HB1KVaHzPDYAM9a+9f+LqLW1Yf8jsnJncZrc0ULn7iKut02KclzUWBfzDYHTy7KA+DsoVGe1lZC3zYrSwmKlxc2UtHSdc2DS0bG4q1Vk1vbxl/5u2bF3TPcVUYLy12z6tPTwgn21lLbZmVRbh1B3jpPJ4QvN1Rw4YgYNCqJjeUtZFcZuXWSshb84zVllDSaePTUNOKDvKhutXDjt1uoabVwRmYkn18+kmEx/phsTp6Yv51zPljHR6tLWVvaxNKCBp79fSeXfLqe0iYTkX56XpqVgcXu4MlFyuz4RSNiiA/y4ve8ehxOmeRQb2IDvbDanZ4sG39XAO7OoKltUy68uf9d2mRCkiR8Xd8xuy9NkWXZ8x2i3vOHdjcljco4R/rrMeyWnSJ0jwjEhX6luKEDg0bVL9NjEoK82F4jAnGh/5uRHsGNrhmqV/8u4tW/Cgnz1fHuBUNJCfOhscNGTlUrI2IDcMq7Wo2ppF0z4rsn0rl7jG+raaOyxczVY+I69Rw+b1g0KWG+ZEb545BhYpKy1rDDdTJjcvUTrzJaiPDT0W51eGYkV7vWi9udMg8t2IHF7uTMzEgucc2iPLFoJ6v309tW6J9CXPtHUzcC8RZXkaQ9Ww3ZnJ37BsPeQba7BZm7lRHs6gvsrq4e7qdHr1Fhc8iUutaun5quzBx+vKbMc/Id6K3lpgmJfHjxcH6+fgzzbxjLN1eO4rVzM7n9xCROSgnt8rfV5nCyvKiRm77dwsuugPqC4dFcPz6Bj9eUeVLUnzptMAAP/KwcK+MGBHHakAgW7qhjY4URvUbFv8YnUN5s8sxq/uv4BCRJYmddG3Ndtz04bVCnlPTaVgv/N287DhlOSQvzZLt05d0VJZQ1mwn31XHLRNHBpr9ICFYuHMng6Tu/L4HeWi4YsStF3L0cyaBVd5rhBtBpVJ46BB+uLsXulLnI9e/fc+uwOZXvfFAuFE1OCWHcgCCsDpnZ87dj0Kh47ZxMovz1lDaZuO6rTRQ3dhAf5MU7Fwxl9rQUQnx0VLSYeWNZMTd9m80dP27lu81VWB0yYxIC+fjS4YT56pk9fwf17VYGBHtxw/gEHE6ZrzYomSfulmnu7wKDRuX5LnBndHW4Lu6FuwLxBledCB9XIN6xWwuz3Sul6/dzUctdQNK99lz4Z0QgLvQr7orp/bHyaXywF/n1HaIqpXBMuGpMHDdNGADAp+vKuWfuNnx0at4+P4usaH/arA521LQyKMwHu1NGp5ZwyqCW9l1YxuaQMWhUlDWb+W5zFbOnDeLZM9L5/LIRXOqaDT/RleZa02phpitFMchLi1Pe1ce5od1GgEFDbZvVk3lT1mwiyFtLcaOJD1eXKu0qT0hk+uBwHE6Z+37eTvlBVqQW+iZ3SyB32vn+uPv3+u3RPkwldQ66YdfstrvwUmKINypJKbxW7ToBj3OdEBfWKxliGpXkaW3mnv07OyuKSD89VUYL/zdv20EVF2wx2fgxu4o7f9zK1DdXcvv3Oawra0GnlrhzcjJ3Tk5mY0UL764oBuCekweSEOTFM7/vJL++nWBvLQ9PT6Whw+ZZK37VmDgi/Q28sbQYh1NmbEIQI2IDAfhgVRkyMGVQKMN26w1utjm448et1LdbSQrx5v6pg/a73fl17Z4CcPdNTek3rU4FhbsY2085NZ5lGvty6ahYAgwaChs6PEsgAC7YbYZ7c4Wy9vq8YdEEGDQUN5r4KaeatAg/xiYE4ZDhfytLuXZcAt5aNVurW/l+SzUPnjKIQC8teXXtPLYwj0h/Pe+6srqqjBau/XITWyqNqCSJs7KiWHbvSdw/NYUJScEkBnuTEubDzCERvH5OJq+dk0mQl5bn/8xnTWkzBo2Kp09Px6BVM39bDUUNHfjq1Z6aCDtcbc0SQ7w958LuYmrui3ru76d213ePeynN7ueX7bsF5V776VZSaXQXkBSB+MEQgbjQrxTWtxPZzwq1uSUEeeNwyuTXtfX0pgjCEadUrI3nsRmp6Fxrrm/6dgsqSeK1czIZGRdAh81JRYuSSm51KH2/HXLnGUT3NTkJOqWZP7hgB38XNHQq7Ojuz1rRYubasfGoJGVWUS1BSZOJrGh/7E4ZtUpCp5aoMloI8tbSbLIT7wrUP1lbRkljB5Ik8eC0QWRG+dNqsXPvT9vERbRjUHfq9bnTzfc82XXP+Jp2W2fuLiiWV6e0K/LRaRjiCrL/LlBSaTOj/AE81cABZrpmwD9dW0ZThxWDVs3Tpw/GoFGxuqSZ8z5axzcbK7oVkNe2Wnj+z3zGPvUHTyzcyd8FDbRbHQR7a7lgeDTfXT2aC0fEUNtm5T7XLPWpg8M5bUgk326qYv62WlQSPHXaYAIMGmbP306zSUlbv3x0HGtKmvg9rw6VBLdOSvS85+KdSvumq1wtpNz++2c+ubVtBHlpeWlWRqdU/j3JsswLSwpwyMqFtwlJIV0+Vuibjk8KIcxXR7PJ1qkY2578DVpPbYC3lhdT32YBlDRudzX0t5YXI8syvnoN14xLAODNpUU0dVi5frzy75+31lDfZvFcOH7lr0IaO2w8c/pg1CqJ33LreO6PfML99Lx/4VAGR/jSYrZz07dbPG3MvHRqzh4axUuzMvjmqlF8cflIHpmeypgBytKnt5cXM8c1w//ojDQGhvpQbTTz0hLlAtbVY+I9F5Tc7dvcF7AAKo3KZ3Nn0OxJ7amOvusLy/1d4KVV7XeZR72rgGS4375fW9g/EYgL/YYsyxQ3mojqZ63L3GIDDahVSnqtIBwrTh0cwZvnZeFv0JBd1cq/v89BJcFLszIYGu1Pu9VJq9lGiLfW0/fb3QdcQgmEdk9Zb7c68NGpkVDaHF348Tr+yq9HlmXqXCdiGpVEbKAX4wYoKepDXIFNbauF2EADjR02T/uoZpMNCdhcaWRwhC82h8zziwuQZRmdRsXTpw/2zIy4T5qE/s+d4um1n6DQzZ0CqlF1PiXbva2Qu6BUVpQSdOfXtXsChymu9ao/ZlchyzInDQpFAtaVtZDrqow8Mz2C5FBvWlzt9dqtdjKi/Hn3wqHEBRpoaLfy3z8LOOXtldw2J5sv1pezuaKFFte68laznbWlTTyxKI+z/reGrzZUYrI5SArx5sbjB/DJpcP55V9jueukgUT5G2jqsHLrd9k0dtgYGOrDfVNT2FjewouuY+DWSUmMiA3g+cUFrC9rUdLWZw7GbHPyhGvttruSOriKZ8kwPMbfcxsoFxt+yqnxBPbRAfu/EL+mpJl1pc3o1BL/OTF5v48V+iaNSvIE0t9sqtzvY2dlRZEe6UebxcF//9z1/XzN2Hi0aon1ZS2eLBJlCZMPLWY7z/1RQGa0P9NSw5CBxxbmcWZmJMcnBmOxO7njhxxiAgw8Mj0VCaX92WML8/DVa3j7/KFMTFIeN3vBDp79faen3diezDYHT/62kw9chT/vPimZk1JCMdsc3D13G20WBxlRflzkWgrVbLKxxLW9U1KV5RmVLWYa2q2oJTwdDTzfT66LfftaC+4uDHmgpZ7upTUBhv63JPRoEIG40G/UtVnpsDn6bdVGrVpFTIAo2CYce4bGBPDmeVn46TVsqTQye/4OdGoVL5+dQXqkH60WBzaHTIBBg8nmxM+gwe7qzaxRSZ6CbU5ZOdFwV3j1d6WY3zV3G6e+s5qnf1OK4ExMVmbJJiUrgbhKUmZJqlstjI4PxEenpqjRRGKwN7K860TFZHOgVcGq4iZ+3aHMdET46XlsRiqgnIz9kVd3dAdP6BF1rlmiUJ8DzxKp95GCrjxX+S2z2J2easahvnoyovyQgV93KPvSaUMiMGhU7KxrZ1lhI1H+Bk8xqccX5mGxO9GoVTx9WrrngtbVXyjrVAdH+PHVFaO4+6SBJIV4Y3PIrCxu4qUlhVz71WamvLmSMS8u5aQ3VnDTt9nMza7G5pAZHuvPp9ccx9dXjuTqsfEMjvDzpNIXNXRwzZebKGrsINxXx4uzhtDUYePen7bhcMpMSw3jkpExfLK2nDmbq5CAx2ekER/sxcO/7KDKaCEmwMBNrtZPNoeTH1y9xc/arSWZLMu8/ncRoLR1GuWqGL0//1ulFIg7e2j0AYN2oe86d2i0J718fVlzl49TqyRmT0tBLcGfO+tZ4ipeGOlv8NT5+O+f+bSa7WhUErOnDUItwe95dSzaUcsdk5MJMCi9wp/5I59HTx1EYog3tW1Wbvx2CyNiA3jk1FTUknLh91/fbMFotvHfM4dw5XFKq7NvN1Vx0vN/8fWGCsqbTbRZ7OTXtfPp2jLO/XAdc7OrkYC7TxrI+cNjcMoyDy7YwY7aNgK9tDw5c7AnC+yL9eVY7E5Sw309mTJ/ubICMqP9PYG3e214sI/y22W2dy4CCXS7JdnurdKEf04E4kK/4W6t0t96iO8uPsiL7SIQF45BqeG+vDRriCdN/aUlBfjo1Lx2TgaDI3wxWuzIsrLOttVsJ8h18mB3ymjd68dVEg6nrATlgNFsJybAgEGjoqHdikOGUfGBnkI8WdHKOtSdde3ceaJSCXdeTo0nBbGoUSkO2WSyYdCoKG40Md5V6O3Z3/M930njBgRzheuk68lFOz1reYX+q8TVwSMu8MDrJt0p6aY9Wp3pNSpPIL97jYHTXcWkvt1Uid0p42/Qcv5wpfDUK38VYrE7+fcJSQQYNOTWtvF/85RlEYkh3rx+biahPjoKGzq49NMNfOjqR3z+8Gi+vnIUX185ktsmJTIhKXiviwjhvjpmDong3QuG8t6Fw5iYEtapHovJ5uDD1aVc9tkGyprNRPvreeO8LLy1am7/Pocmk43UcF9mnzKIBdtqeX2pEkTffmISJwwM5ZW/Clla2IhOLfHUaYPxcfVgn7+1hto2KyE+OqYMCvO83+qSJvLq2vHSqrh6bOd09X3ZWmVkY4URrVri8tGxB3y80HeF++k5y1VA7b9/5u93rXhKmC+Xufp///fPfNpds9NXj40nPsiL2jYrjy3MxSnLpEf6eZZGPP37Tix2J4/PTEPlCrTfWl7CK2dnEB1goLzZzPVfb2ZojD8vnJWBr17NlkojF32yngXblN+R187JIMpfT7XRzH//LGDW/9Yy+fUVXPTJel79u4iaVgvhvjpePSfDc4y/uayYJfkNaNUS/z0j3XNBqbTJ5GkZeO3YeCRJQpZl5m9VeqK7jx2bw0mVK1U92nW+bHRd6Nu9XkKTqw5FsPf+Lya6265p1f2vNtPRIAJxod8oauxAq5K6NQPRV8UHeVHU2NGt3rSC0N8MjQng0VPTAPh6YyUfrSnD36DltXMySQtXgnGVCgK8tDSZbIT6aFFJSqE2nVoJwt0z5KDMdFe0mPE3aLjh+AQ+u2w4b52X5TkZiQ1UTlLarQ5GxQcybkAQdqfM3wUNnOZac+ueLXCvS82pbCUr2p92q4Pbv8/2pLv/a3wCQyL9aLXYefTX3E5r8YT+xe5wUuC6CJMc6n3Axwe49iF3KujuBoQoz3cXXgOYMTicQC8tlS1mFrkyL648Lp5gby0lTSbeXFZEuJ+eZ05PR69RsaywkRu+3kyV0czgCD8+uXQ4x8UHYrE7eXNZMed8sJa52VXYHE6SQny4bHQcL83K4Jd/jWXpbcfz243jWHrb8cy/YSyPTE9l+G6F0mRZZmuVkRcWF3Dau6t5c1kxFruTsQlBfHDxcEK8ddz2fY5ndvyFs4awqaKFx13p55eOiuXikbF8urbME0Q8eEqqp7hcbavFE7BfPjq2U5/1H7YoFdRPHxLZrU4p7jW2U1PDCPPtn5lzwi7Xj08gyEtLQX0Hby4r3u9jrxkbT0yAgdo2K2+5HuulVfPYjDS0aokl+Q2e17hmbDyZUUo6+30/b2dEbCAPTBvkSUF/9a9CXpk1hJgAAxUtZq7+YhOBXho+uWQEQ1xp8I8tzOPm77KJDfTiu6tH88jp6aRH+nmCWR+dmlHxgdw3ZSDfX3McY13LpP7Mq+NjV4u+B08Z5ClaaLY5mD1/Oxa7k+PiAznBVXh0S6WR3No2dGqJUwYrv1n59e3YnTJ+eg0Rfno6rA5PYbaQ3c6fPanp3vs/thyun7L+WCT5aBCBuNBvFDV0EOGvR7Wffod9XUKQF05ZmaEThGPRlNQw/uOanX5zWTFvLSvCz6DhtXMzGRjqQ4vJjo9OTbC3lvp2G95aNXqNylPMzb0eV3KlqmtVErVtVt5ZXsJdP27jwQU7+GpDBfn17dS70vdAWRpyz8kD0aolVpc0MzohCK1aorrVgkGjorHDRrC3loYOG5lRfsQFGqg0WvjPD1sx2xxo1Coem5GGQaNiXVmLp+WM0P/k1rVjsTvxN2g8Fcz3x93Tt7rVstcFmkGuAoI7anfVBjFo1VwyUsnaeG9lCXaHshzjgWlKtfAv1lfw89ZqRsUH8srZGfgbNGytbuXiT9bz89ZqQn10vH5uJo+emkqYr47qVgtPLNrJme+v4Z3lxRQ2tHvWpBu0agK9tZ36Azd1WFmSX8/sH7M57d01XPnFJr7aUOHJMHlsRiqvnJOBJMFN325hW3UrAQYNr56TSV2bxZOifkpaGLdOSmReTjWvulLMb5ukdBsAZYb93nnbaDHbGRTmw3nDoj3bUNdm8aTcztotXb0rJpuD313LQmZlHvjxQt8X5K3j/qkpAHy+vtyTdr4vBq2a+6Yoj/1mYyVbKo0ADIn04wFXFf6P15QxZ3MlGrWKJ2YqhQa3VbfyyC+5zEyP4PEZaWhUEr/n1fPEop28cNYQT7vN677ezN8FDbxzwVBumZiIXqNibWkzF368nk/WlHHB6Hg+uXQ4S2+bwPJ/T2DxLeN567wszh4a7Wm1mVfbxiO/5gLKBaxTByvr4O1OmUd+zWV7TRsBBg0PnjLIExS7W7BNd128A1hb0gzA0Bh/JEny9Fv3N2g6zYi7l8MEGA7QVcD1XdGPT72PKBGIC/1GYUM7kf20UJtbdIBSsG27KNgmHMMuHhnr6TP+weoy7p67DbUk8do5GUT766lsMRPgpWFgqA9tVgc2h1It3WJ3onfNOMiu6uo2pxKg69Qqqlst/Lq9lhcWF3DRx+uZ9b+1AAyL8cegVRMb6OUJBn7eWsM01zpcd/9U9xq5bzdVcv+0FIK8tOTWtnkKVMUHeXW6iLBTdEDol9aXNgNwXGKIZ930/kT66dGqJSx2J5UtnZctuNd5utsouZ0/PIYgLy3lzWZ+ylFmhiclh3jWnT6xMI9FO2oZGRfIJ5cO98zgPfprHrd9n0NFi5kZ6RF8f/Vobj8hiRAfHXVtVt5fVcoFH61nypsrufyzDdz87RZu+W4L13+9mYs/Wc+UN1Yw7a1V3PXjNj5bVUpNqwUvrYppqWG8PCuDOVeP5tTBERQ2dHDVF5vY4apm/uZ5WUrK/Pc5mGxOxiQE8vD0VFYVN/Gka3b8slGxnhRhpRjVVnKqWvE3aHj69HS0u1Vu/nxdBQ6nzNBof0+3g/1ZWtCAyeYkJsDA0Bj/Az5e6B9OTAnlYtdFq0cX5nqCzn0ZMyCIGenhyMAjv+zwpKjPHBLB9a6K6f/9I59VxY1EBxh45vR0V+Bdx8O/7OCkQaG8fm4mvno1myuN3Pfzdp6cmcaJA0OwOWRe/quQ677axLAYf766YiSjXVkp76woYdJ/F/PeihKKGzvQqKW9ZpdXlzRx65xsTDYno+MDuXmi0k3A4ZR5YmEuf+TVo1VLPHN6uqdz0I6aVpbkNyABl46K87zWn64LEu5ipPn1ysTOgODO2Tvuqun+BwrEXUQcfnBEIC70C7IsU1jf0a/Xh8Ougm25tWKduHBsu3psPA9OG4ROLfF3QQOXfraBNouD187NJNRXR1GDCZA5cWAITllJLw/00mBxKGvEtWrJs37cYndidTiJDTAwOSWE4+IDPUVrAr20zJ62qy/xBcOVk7r1Zc2eom41rRYMGomKFjODwnywOmQ+X1fBYzOUirk/bKlmdXEToMzeuSvrPjB/x17rgoW+b6MraB7rqhdwIBq1ioGuasY5VZ2/20fE7qpT4F6zCcpSCPe66HdXlnqChhsnDOC0IRE4ZJg9fwdfbqgg2t/AuxcO4+YJA9CpJVYVN3Hhx+t5b6VSuOySUbH8dO1xPD4jjfGJQejUEkazne01bawpbWZ1STMby1vYWdfumSUbEOzFpWPjeWnWEBbdOI4nTxvM8UnBqCT4Kbuaqz7fSGWLmZgAA+9dOJQWs42bvt2C0WwnK9qf/545hML6Dk97sxnp4Z5WZVa7k7t/2sbqkma8tCpempXhudgFylrYbzYpGSV7tjLrykJXYbtT0sJECu0x5taJiWRG+dNmcfDg/B2erKh9uXNyMhF+esqazTy1aKcnM+TacfHMdB1X9/28nZLGDkbFB/LkzDTUKomFO+q4bU42yaE+vHfhMMJ9dRQ1dHDbnBxuPH4A909NwUenZntNG9d+tZnXlxbxwNQUnpyZRpS/nrpWC++sKOHCj9cz6dXlnPPBWq76YiPXfbWJs95fwy2uDgSp4b48fdpg1xIrmScW5TF/Wy1qCZ6cOdhTsFCWZV5aUgjAKYPDSXQtcdlaZWRrdStqlcTJg5Sq6psrlNl/93IQN3c1dP8DVEMXi6wOjQjEhX6hyWTDaLETdQxUQY0LNLBDzIgLAmdkRvL+RcOIDjBQ2WLm2q82YbE7+ezaMYR4a8mv72BHTatnFrvZZCfUR4dTVtaNe2lV2BwyWpWEVi1R3mJm8c4Gihs7uOH4Acy77jh+uWGMp3czKFkp0f56nDIEGjT46tW0mO2cmLKriJRagmWFjZhsTk+BnWf/UAr7SJLEw9MHEeKjnKg9+muu52RP6PtkWfZ0thiRENTt57l7/q4paep0e6ivnpQwH2RgaWFjp/vOzooi1tV67P2VStE1lSTx4CmDOGdoFDLw4uICnly0E6dT5sox8Xxx+UhGuWbi3l1RwnkfrmNeTjUqlcT0weG8cnYmf95yPJ9dNoIXzhrCYzNSefTUVJ46bTCvnpPB55eNYMmt4/nu6tE8cVYmE5NDPGnrubVt3PJdNo8vysPsWqv64cXDWF/WzK1zcmi3OhgRG8Cr52RQ22rhtu+z6bAp9RdmT1PSae1OmQfmb2dVcRMGjdIZISt61wy2xe5k9vzt2BwyYxOCGJ944DE2mm2enupT08K7/TcR+geNWsWTp6Xho1OTXdXKp2vLunysv0HrCa4X5dbxpWsJkSRJ3D8lhaHRSkB/99xttFvtnDQojBfOGoK3Vs26shau/Hwjakni/YuGER/kRXWrhWu+2kS4n545V4/mzMxIVBL8kVfPBR+vp7ixgy8uH8FLFwxl3IAgDBoVFruT0iYTOVWtbKowUtFiRquWOHdoFO9eMJQALy1OWebp33by81aldd8TMwczOSXU8zl+yK5mQ3kLeo2Km13FRWVZ9qxznz44nBAfHbIss7JIOTZGxQV2Ggt31fTgA6wRd4o14odEBOJCv+CuThzdT1uX7S4u0IvChg5sjq6rgArCsWJwhB8fXTyMwRG+tJjt3PRtNmpJ8vRHrm61Mi+nmguGR6NTS9S3W4nw06OSwGRz4q1TY3PK2Bwykf56AryUlmav/FXIdV9t5o+8+k7rdmtbLTS5itgYdBqGxSgzlvGBXujUEnl17ZySpgTlLywu4LLRsYT56ihrNntOAIO8dTx7ujKr8UdePZ+vF+vF+4sWs91zApu2xwzT/rgDyqWFjZ4qxG7uE+yF22s73a7TqLhr8kBAaVvkbtOkkiTuPXkgt01KRCXB3Jxqrvt6M9VGMwnB3rx5biZPzkwj3LU+/LGFecx6fw3/W1VCcUMHOrVEargvk5JDOHVwBDPSI5iaGsa4AcEMCvf1VDMHZb34/K013PztFi79dANrXD26b52YyDOnp/PK30U8/Xu+p23Zq+dkUtli5l/fbKGxw0ZKmA//PUNJO5dlmef+2MmS/AZ0aokXZw3xXKAAcMoyj7nWwvobNDwwLaVbJ/8Ld9Rhc8gMDPXxZB4Ix5YofwP3nKwcK++tLKGwoes6O0NjArj9BGUJ0at/F7GpXMlw0WlUPHNGOmG+OooaO3jkF6Xo5vGJwfzPdUG4osXMNV9uotpo4f0Lh5LlCtxv/z6HD1eXcseJyXx22QhGxQVgsTt5b2UpF368AavdyYuzhrD41uOZc/Vo3j4/i+fPTOfZ0wfz1nlZ/HLDWO6dkqL8XjmcPLYwjx9dbc0en5HGlNRdF4K3Vbfy4mJlOdS/jh/gSVX/LbeONaXNaFQS141TMkm2VBqpNCrLS8YkBHYah5pWpdDogQobutsudmcZjrA3EYgL/UJhQwdqlXRMVEKNC/LC7pQ7VdEVhGNZkLeON87NYnCEL80mG5f9bw06tYoPLx7OmIRAzHYnX2+sZGpqGH56DTWtFgK9tHhr1XRYHfjq1OjUEtVGCy0mO+kRvoT4aKlutTB7wQ4u/2wjX2+o4INVpVz8yXpMNifJod6kR/gyOMIXgCqjmdOGKO1y2qzKWtSaVgufravwnNR9tKbM04ZqaEwAd0xOBuD1pUVivXg/4S7wF2DQ4K3r3tpKgBFxgQR7a2k22Vhe1Hnme0Z6OBKwprSZgvrOAcTxScGcNiQCpwz/N287xa62aZIkcdnoOF45O8NTVOryzzaypqQJSZKYlhbOnKtHc9ukRIK8lH397eUlnPfROqa/vYobv93Cw7/s4L9/5PPKX4W8uayIt5YX88bSIv77Rz53z93KSc8vYeqbq3jk11zWlDajkpTU76+vHMWIuACu/GIj810zdjdPGMATM9P4c2cd13y5ifp2KwNDfXjj3ExPgagPVpfywxYluHhi5mBGx++a7ZZlmRf+LGBRbh1qlcTTpw32BBj7I8sy322qBJQMGuHYdergcCYkBWNzyDzz2879ZiJdMDyaaalhOFwZGs2ui2uhPjqeOyPdU0n9jaXFAAwM8+Hji4eTFe1Pq8XOrXOyyalq5a3zsjh3qFIc8OuNlZz74Vp21rXz+rmZPH3aYCL89NS0Wrh3TjYz31nNC3/mU1DfTmygF5OSQzhpUBij4gM9nRV21LRy3Vebmb+1BrUEj85IZdpuWR7ZlUZum5ONxe7k+MRgz/r4+nYrz/2RD8BVY+KICVCWeny1QTk2pgwK61SQ0WxzUOsKxOMC93+cWV0XDvUaEYgfDBGIC/1CYb1SqE19DJRtjA30QkJJAxQEQeHnqsqcFOJNtdHMv7/PQZLglbMzuWyU0jN4/rZaxiQEEh1goLHDhs3hINhb6yroJpMU4o0EbKtpw2R1MCk5BG+tmtzaNp5fXMBby4tpMdtJCfPhqdMGI0mSJxioa7dynisNfXlRI7dOHADANxsrGBDs7UkHds9UAJw7NIoTB4bgcMo8+3u+SFHvB9yz2bu32eoOjUpiRrpSBdndlsstJsDLMyv+hquV1+7uOXmg5yLUv77ZQv5uXTXGDgjmk0tHMCjMhyaTjVu+y+blJYW0W+0YtGouGx3HvOvH8Mj0VMa6OgE0dthYV9rMgm21fLOpks/WlfPh6jI+WFXKR2vK+GZTJYt3NlDouiiQEubDdePi+eGa47jrpIF8sb6Ca77cRGmTiXBfHW+el8UZmZHc9/N2HlqQ6yk49c4FWQS5ehR/vaGCt5cra9bvOim5U5otwP9WlfLNpkok4JHpqRzXzbT/JfkNFDZ04K1Vc5prfIVjk+TKFDFoVGysMLJgW+1+H/vAtEEkuPqIP7Jby8mMKH9P3ZBP1pbxuasyeaC3ljfOzWRiklID5O65W1m4o5Z7p6QohUQDDNS1WXn4l1yu+2oz0QEGvrtqFLefmES4n57GDhvfba7inp+2cdq7qznpjRVc8flG7vpxK3fP3cr5H67jss82srW6FT+9hufPGuKpnG61O/nfqhKu/3ozLWY7mVF+PDEzDZWkrCV/9JdcT/cBd12F3No2/nB1ErjIFbC7FTZ0IKPUSAk6QB9xi90diKv3+zhh37p/uVYQerGChg4ij4G0dAC9RkWkv14E4oKwh0AvLa+dm8nVX26isKGDe37axmvnZHLbCUnEB3nx1G87+T2vnhnp4SQGe7O8qJHGDhsJQV6UNJkobOgg2FuLn15DSZOJvwsaGBkXQEaUP/l17agkOHFgKDOGRKBxXfTblZYHA0N9SAnzYWddOx02JycPCuWPvHpe+quQe08ayIWfrGdpYSOri5sYMyAISZK466SBrCpuYnOlkYU76jytm4S+yT0L3mq2/+MLK7OyovhsXTkrihopbTJ1KlB2w/EJ/FXQwNLCRn7eWu3JvgClWv8rZ2dw83fZ7Kxr59qvNvHUaYMZn6gUi4sOMPC/i4bx/J8FzM2p5vP15fy8tZozMyM5eVAYaRG+zBwSwcwhEZhtDnbWtVPWbKKh3Uqb1YHV7sTmcOKUlf3cW6cmxEdH5oAQYgxqAry0NLRb+WZTJV9vqPD0JD51cDh3nJjE0sJG7v1JaUOmVklcMyaeq8fGo3YVnHp3RQn/W6Wscb9mbDznD+8cFCzYVsM7K3YF6d09Rsw2h6cH+YUjovHrZvVnof+K9Ddw7bgEXl9axKt/FzIxObjLYmTeOjVPnz6Yq77YxPKiRj5aXeYpkDgjPYJqo4W3lhfz8l+FWB1OrjwuDoNWzXNnpPP4ojwWbKvlsYV55Ne3c+vERL65chRfrC/nw9WlZFe1cuXnGzkzM5KbJw7g5qmpzF9XytLCRjZXGClqaKfN4vDUm3BTqySmDArllomJRPobsDmczN9awwerS6kyKjPYJ6WE8tD0QZ4lJJ+vK2dVSRN6jYrHZ6ahVatwyjIvLi5ABqamhpES5tvpfbbXKO+bGn7gpRzugqNeWjG3ezDEt5LQ58myTEF9Oye4KhgfC5TK6SIQF4Q9Rfjp+fDK4zjv7RWsL2vhvnnbefr0wZyVFYVOo+LRX3NZsK2WEwcqrZ4+WlNGSZOJxGAvOmxOalotNLp6gefWtrO+rIXc2jauG5fAmZmRndbHAp51ue7WLxOTQ9hZ187K4ib+fUISf+U3sK60GaPFznnDovlqQwWvLy3iuIRAJEkiwk/PlWPieHt5iefEcM/3EPqOKH8lM8tsd1LeZOLAXcR3iQ/yYkJSMMsKG/l8XTn3uXogAySF+HDt2HjeWVHC07/tJNRHx9gBu6qyB3nrePv8LO6au42N5S3854ccbpmYyKWjYpEkCYNWzexTBnFiSggvLSmktMnEJ2vL+WRtOQEGDcNjAxgaE0BmlB+p4b5kRu+/xZckQWCQD79uLGNeTg1/5NV7qlGnhPnwnxOTiPQzcP/8Hax1tXMbFObDg6cMIi1CWTtf12bh8YV5rHR1FLh6bDw3jE/o9D6bK1p4wtXe7Irj4vYK0rsiyzIvLimgtMlEqI/O0xZNEC4eGcP8rTUUNXbw+tIi7p86qMvHpoT5cs9JA3l8UR5vLy9mQLAXJw1S1mNfNSYOi8PJB6tKeXNZMSVNJv7v5IEYtGoenp5KpJ+eD1aX8cX6CjaWtzB72iCuGhPPaUMieO3vIn7ZXsuP2dX8llvHjScmM2NQCMcnKeexVlfBtooW5YKYU1bWag+L8SfAS0ttq4UPVpUyZ3MltW3KcpgwXx23TUrq1BlgS6WRN1wF2u44MYmkECWw/m5TJRvKWzBoVNziaoW2u2x3H/WoA7f667C6A3ExI34wxK+90Oc1dtgwmu1EHwMV093iAr1YuKMOpyyLAhmCsIf0aH+eOzOd/3yfw18FDdz87RaePSOdGenKTPZDv+SyJL+BKP82/jU+gU/XlVPUaMKgkRgVF8C6shayq1qJCTRg0KgoqO/gpSWFvLSkEF+9Gi+tmsRgb/wNWn53pfZNdRXLOS4+kA9WlbK5ooUofwOnDg5n3tYavtlYwV2TBzI3u4odtW2sKGrieFd7q0tHxfHz1hrKm828+ldRpwBM6Fu0ahXpEX5kVxn5K6+O6QO718LM7bLRsSxzzXpfNy6e0N3qnlw9Np6dde38ubOeO3/cyoOnpHaaHfY3KKmxz/y+k59yanj17yK2Vrcye9ogzzrsCUkhjBsQzN8FDfyyvZbVxU20mO0syW9gSX4DoFT9jw/2JjHYm9hALyL8dAR6adGpVVgdysWq7TVtrCtrpsm1dhYgM8qPS0fHMX5AEF+sr+A/q7disTvRa1TcMD6Bi0bGolFJyLLMz1trePmvQoxmO3qNintPHsjpGZ3XcJc3m7h77jZsDpnJKaHc5Kr+fCCyLPP+ql3rzR+evuvzC4JWreL/pg7khq+38MOWaqalhnvafu3LGZmR5Na28c2mSh76JZdAby0jYpULqTceP4BALy0vLylg/tYatle38uTMwQwM8+HGCYmkRfjxxKI8tte0cdlnGzgrM4rrxifw2Iw0zs6K4vnFBcrSp0V5vPqHxKj4QNLCfQnx0eOjU6NVSwR4aXE4ZWrbLPxvVSlbKo1sq271tA0L8dFx+ehYzs6K6rTOu8po5v/mbcPhlJkyKJRZWcpa9dzaNl79W8kUuWVi4l7nzrIss8FVoG5YzP4DcVmWMdtEIH4oxDeT0Oe5q19GHSOp6aCsE++wOahsMRMb+E/mXATh2DAmIYgXz8rg3nnb2Fhh5PLPNvLy2RlMSwsnOsDAAz9vp9Ko9G49d1g0O+va2FRhZF1ZC+kRvlS3WqhoNqNRKal++fXtlDaZaLM4aLM4qGvb1dP5rMxIMlwzB4Nds321bVaMZhvnDItm3tYaluQ3cP/UQczKiuKL9RV8vr7cE4jrNSrun5rCTd9m8/2WKk4eFNrtNbBC7zM5JYTsKiPfrivjlOQgoPsXS4fHBJAZ5U92lZFP1pZ7CvqBUpX4iZlpPDB/B4t31vPggh3k1rZx84QBaNRKWqhWrWL2tEEMjvDjhcUF/JFXz/aaNv5vykDGuWbQ1SqJySmhTE4Jxe5wsq2mjU3lLWyuNJJTZaSxw0ZRQ4enG8n+BHhpmDIojDMyIhkc4cvyokYu+XQDpU1KUcLj4gO5b2qK53eqoL6dZ//IZ6PrRH9whC+PnJrqmalzqzaaufm7bJpMNtLCfXn01NRuXXR212H4fksVALefmNQpc0AQQGkXeHZWFN9vqeKxhbl8ftnI/S5duGNyMtWtFv4uaOCOH7byzvlDSXUV6rxoRAwDQ72ZPX8HhQ0dXPH5Bu6YnMzZWVFMTgklI8qPFxcX8nteHd9vqWLBthouHhXLZaNi+eTS4fyWW8dn6yvYUd3KiqImVhQ1dbkduxsW48+srCimDArbqyZFdqWR2fO3U9dmJTHYm9mnKO0B2yx2/m/eNk8xN3d7zd2VNJmoMlrQqiVPV5CuWB0yDtcVAW+dCMQPhiSL6jB9Tn19K/v6q0kShIb6dXl/f/XVhgpe/auQl8/OOOrF2gICvGlpOfrVy1tMNu6dt53nzkjfq6hNf3Wo+3dYWPdbCXXlcBxbx+pxerTsOb5FDR3cNXcrpU0mAr20vH1+FsmhPrRb7by0uJC5OUphrJGx/oyKD+KjNWVY7E7CfXXEBBjYWKGk6KWF+3DB8FhSI3yw2p3k1bVT02ohK9qfsQOCOgUJJ7+xAqPZzjdXjmJAsBdnvb+GSqOFF88awsAwH856fw1OGb66YiTJu7VTevb3nXy3uYrYQANfXj6y0+xGb3Iw+/ChHn996Xhp7LBy+rursTpk3jgvk+Pi/9lFlVXFjdw6JwedWuL7a44jwq/zRWaHU+kH/ImrHV5WtD9PuSow7y6nyui54AQwOj6Q0zMiOC4+iBCffRdgkmWZujYrO+vbKWnsoLLFTG2blVazDYtdRqeRCPHWkRTqzUkZ0cT7aFBLElsqjby1rIh1ZUqAHeKj498nJDI9LRxJkjCabby3spRvN1bgkMGgUXHduAQuHhXrqbfgVlDfzn9+yKHKaCE20MB7Fw4jtIvt3fN5D/+SS25tGxJKEH7xyNhujfme+tP3dG899np6jNutdi75ZAMVLWZOHhTK064CnF0x2xzc9n0OG8tbCPTS8u4FQ0kM8fbc39hh5bFf8zxdD6YMCuOBaSmebIwN5c289ncROVXK+utgby3Xj0/grKwoIsL8WL2jhjWlzZQ0dtDYYcNkcyi1GZwyapWEr15DlL+B1HBfRscHEr7b8S7LMhUtZtaUNLF4ZwOrSpRgPi7QwFvnDyXCT48sy9w7bzuLd9YT5a/n00tHeKqx7+6j1aW8sayYMQmBvH5u1n7HsL7NwqnvrEYlwYrbJx7yOXhP7xOHW3eOPTEjLvR5+fXtRPofGxXT3QK8tPgbNOTVth0zgbggHIzEEG8+uGgYt87JZntNG7fOyea9C4cSE+DF7FMGMSo+kKd+y2N9uZGd9R1cPy6eH7KrKW8202yyMWNwOH8XNrCjtp1HF+aiU0ukR/px8qAwLhoRs88TGXcBN1Cq746OD2JuTjVbKo1MTA5hUnIIS/Ib+HZTJf83ZVca+s0TE/m7oIHyZjNfbqjwVLcV+pZgbx2zsqL4emMl768s+ceB+JiEIIbHBrCxvIU3lhbx2Iy0TverVRK3TkpkSJQfj/2ay5ZKI5d+uoHHZqR6Zr1Bqe78+eUjeXdFCd9sqmRtabNnvXawt5bYQC+iAwzEBRpIDPEhJdSHuCAvwv30hPvpOT6x65lkSQLfAG9+WF3Ct671pgBatcRFI2K4akw8vnoNDqfM3Owq3lpWTLNJSWM/cWAI/zkxeZ8psT9vreG5P/Ix253EB3nxxrmZBwzCHU6ZLzdU8OayImwOmUAvLY+cmrrf7RcEH52GJ2emce1Xm/kjr54vN1Ts98KNQavmxbOGcNO3W9he08aN327hjXMzPRdTg711vDhrCF+ur+C1pUX8nlfHjtpWnpiRxpAof0bEBvLBRcNYnN/AG0uLKG0y8czv+Xy5oYI7pqUyJtqv04XZrphtDurbrawtbaKgvoOcKiObK4xUu9qNgZKDMyM9nNtPTCbQ9Rv11cZKFu+sR+Nq/7ev3y5Zlpm3tQZQLiQcSJ2rXWOQt+6YOgc/nMSMeB8kZsQ7u+KzDfh7abnyuKNfjKWnZsQBXv27kFAfPS+cNaRH3v9oEzPiQnd0Nb4tJhvXf72ZwoYOwn11vDgrg9RwJbWwuLGDB+fvYIerAOLpQyKobbOwuqQZgFHxAcQFerG0oNHTJxqUoCM13Be9RoUsQ0KwFwEGLR+tKUOtklhyy3gMWjXfbark2T/ymZAUzEuzMlhb2sRN32bjrVUz/4YxndavLthWw8O/5OKjUzP32uP2ebLU08SM+IHVtlmY9f5arA4nn1463FOgrLu2Vrdy1ecbkYGXZg1hQtK+i5GWN5v4v3nbPbPA141P4Jqx8XulcVe2mJmbU83Sggby69rpaij1GhVJId4kBHsT7a8n1FePr16NVqXC4ZQxWuxUG83k1raxudKI2aa0LlKrJE5Lj+DacfGeln6bK1p47o988lzt1BKDvblzcjJjBux9YaK82cRzf+R7CreNjg/kqdMGe4KIrtS3W3lw/nbPTPyEpGAemJrSaW39wehP39O99djrLWP89YYKnl9cgFqCN87LYmRc4H4f32yycdO3W9hZ106AQcNzZ6YzIrbzc7IrjTwwfztVRgtqCS4dHcc1Y+M966jtDidzNlfx3soSWsx2QMkimZAUzMBQH/QaFS0mG9WtFqqMZurarDSblHpI7nZhe1KrJDIi/RiXGMS01HDiduu6sLmihRu+2YLDKXPX5GQuGLHvood/FzRw549b8daqWfCvMQcsHOr+vRoW4897Fw7b72O7o7fsE4dLd449EYj3QSIQ38XhlDnxteWcNiSCKakHvnp3uPVkID5ncyXZVa3Mu25Mj7z/0SYCcaE79je+dW0Wbv42m6LGDrRqiauOi+ey0bEYtGrsDifvryrlg1WlyMDYhECGxQbwv1Wl2BwyBo2KC0dEMzE5hO3VbfyUU+0JMPbllLQwnpg5GNiVapwc6s1XV4xClmUu+Gg9RY0d/GeP9FmnLHPppxvYWdfOhSNiuHO3NcK9hQjED0yS4NHf8pm3uZLLR8dy66Skf/waLy0p4Iv1Ffjq1fzvomF7raN2s9qdPL8439N/fFJyCI9MT+1yzWuH1UFJUwcVzWYqWsyUNZkoaGgnv64dcxcn+V2J9NMzIz2cs4dGe1LjK1pMvLm0mEW5SiFDX72a68cP4LyhUZ617G4Wu5OP15Ty8ZoyrA4ZrVri+nEJXDY67oAzbDtqWrnjx63UtVnx0qr4z4nJnJUZud/04u7qT9/TvfXY6y1jLMsyD/2Sy6/bawkwaPjokuEHrL3TYrLx7+9z2FrdikYlcdsJSVw4PLrTvmc023j293zPcRDmq+OasfGckRGJ1nUctFnsfL2xgm83VdGw20XeA9GpJSL9DQwI9iYt3JesGH+yov33WTCtuLGD67/aTJPJxtTUMJ6cmbbPY8TmcHLJpxsoaujo9nfWEwvzmJtTzcUjY/jPiYf+W9Vb9onDRQTi/ZQIxHcpaezg3A/X8e8TEj1Fko6mngzEV5c08eHqMhbfMv6YqAgrAnGhOw40vkazjUd+yWVpobKOLz7Ii4dOGcRQV1GapQUN3Pfzdix2JylhPtwyMZGPVpd61orr1BKnDo7g0lExqFQqdta14XDKOGSZ/Lp2Cuo7SIvw5Yrj4jwnRVurlZ6xEX56fr5euXD2/eZKnv49n5gAA3OuHt0p6Fhd3MQtc7JRS/D55SO7la54NIlA/MAkCZaUtHDXt5sZERvAOxcM/cevYbE7uenbLWypNBLsreX1czP36ve7u3k51Tzz+06sDpmYAAOzpw3abzXoPTmcMmXNJgobOihvMlFlNNPQYaPdYsfmlFFL4KvXEO6rJynUmxMzoghRg7sYXXmzic/WlfNTTjU2h4yEUnH65gkDCPLeO718U7nSmqxkt8Ju95w8kIRg770eu6e1pU3c+eNWTDYnicHePHdmuqeF4OHQn76ne+ux15vG2GxzcP3Xm9le08aAYC/ev3DYAbORzDYHjy3M4zdXoD05JZQHpw3a6wLYX/n1vLi4wFOrIcJPz+Wj4zgzMxK9RoUkgX+gDws2lLGhrJmKFjNWuxM/g4ZIfwPR/nrCfPUEeWsJMCjLEn106m5dcNpQ3sx987bT2KEUPXz3wqFdVjd/fWkRH68pI8hLy7dXjTrg57fancx4ZxUtZjuvn5vJmMNQYLQ37ROHg1gjLvR7+fXKjFRMwLFXOTzWtb5uZ107w2P3X9lSEASFv0HLC2cN4fe8el5y9Rm+4evN3HD8AC4bHcfE5BDeOT+LO37cys66du7/eTu3n5DIRSNj+HhNOVurW5mbU828rdVMTQ3j7KFRDI0OUALpwft+T7tjV/qu24z0CN5YVkxFi5kl+fWcvNt6vDEDgjhxoLKO/Jnfd/LOBUNFm8I+KNaVGvpPZrp2p9eoeOHMIdz0nZIGe91Xm3nujPQuK+qfnhFJcqgP983bRkWLmRu/3cKouACmpIaRHulHXKDXfi/aqlUSA4K9uxXQuk+Yy6uaWVbYyLycGlYUNXpS3sckBHLrpCTP8o/dtVvtvLWsmG82ViKjpOTeOTmZKYNCuxVcrClp4o4fldZoo+MDee6M9GPiYrRw5Bi0ap4/cwhXfbGR4kYT//khh9fPzdpvJXCDVs2TM9MYGu3Py38VsnhnPQX17Tx/5pBORdxOGBjKuAHB/LClio/WlFHTauG/f+bz8ZpSrhuXwOmZkeg0KiYkBR+WugYOp8ymiha+31zFb7l1yEBKmA+vnpPRZRA+Z3MlH69Rij/ec/LAbi2J+nVHLS1mO+G+ugOm8wtdE99cQp+W51qj47+fthP9VaS/AY1KYmddmwjEBeEfkCSJqalhjE0I4rk/8/l1ey1vLivmr/wGHncV1vnk0hE8OH87GyuMPPlbPuMGBPHEzFQa2m18vKaMpYWNLNxRx8Iddfjq1YxNCOLCETGemfXduVs5Re5W5dagVXPesGj+t6qUT9eWdwrEAe6cnMzqkiY2VRiZv7Vmrx7LQu/nrnrf1ZrO7gj01vLO+UO5c+5WNpa3cPsPOTx3RnqXa8bTI/34/PKRvLG0iB+yq1lX1uJZPw0QYNAQG+jFoHAfhsUEMG5A0D5nq/enzWJnTWkTq/4oYNHWatqtDs994xODuOK4uL3WzIKy7GLhjlpe/7uIWlf7vzMyIvj3CUn4G7pXC2FTeYsnCJ+YFMwzp6fv1bpJEA5GuJ+eV8/J5PqvN5Nd1cq9P23jxVlDPGnk+yJJEheMiCEjyo//m7ed0iYTV32xkWfPSO80Q6zTqLhgRAxnZUUxN7uaj9eUUttm5cnfdvLpunLunp7GcVG+B33B1WRzsKakmb8L6llW2Ehjh81z3xkZEdw5eeA+LyrYHU7eWl7i6cBw1Zi4bi3ztDmcfLCqFIALR8Ts1flA6D6Rmt4HidT0XW6bk02rxc4tExN75P17MjUd4MlFeYyIC2T2tEE9tg1Hi0hNF7rjn46vLMss2FbLC4sLaLXY8dGpeeGsIYyMC8ThlPlifTlvLy/G6pDRa1RccVwcl4+Oo7ihg683VrAkv4FWi93zeheOiOH2E5I8s9+yLHPLd9msKW3m6jFx3Dhh13dVY4eVme+sxu6U+ezSEZ6+tG6frCnjtaVFhPro+OGa0b2mnZlITT8wSYIWWeLkF/7CW6tmya3jD2ntstXuZPYCpX+4XqPizfOyyIr23+9zqoxmft1ey5rSZgrq2mky2fZ6jEqCkXGBTHH1ro8JMHTazg6rg8oWM8WNHWyvaWNTRQtbq4ye3sGgXGA6ZXA4Z2REEh+0d3aa3eHkt7w6PlpdRqGrN3lMgIH7pqTss3BbV7ZWt3Lzt1totzoYnxjEf88YcsSC8P70Pd1bj73eOsY5VUZu/GYLZruTMzIimD1tULeO3cYOK/f+tI1NFUbUKol7Th7I2VlR+3ysxe5kzuZKPlxd5ukmEBdoYFZWFBOTQ0gI8kKSJGwOJxXNZkqaTNS0mjGa7TicMipJwi7LtJhsFDZ0sLXKiHW3g9JPr+GklFDOGxa91++KW359O4/9msv2GqVI6VVj4rjx+AHd+qwfrynj9aVFBHtr+fHa47qcaf+neus+cbDEGvF+SgTiClmWOeWtVYwbEMQZmT0zW9TTgfjHa5Qv8U8uHdFj23C0iEBc6I6DHd9qo5kH5u9gS6URrVriyZmDPa0Bixs6ePaPnZ6ZxegAA/ecNJDjk4JxOGW217TyY3Y1c7OVYlkTkoJ5ZHoqeo2K91aW8snaMjQqiW+uHNWpki3A/83bxh959VxxXNxeFxStdifnfriWKqNlv5VujzYRiB+Yu73X0EcXYbE793mh5Z+yO5zc/dM2lhU2Euyt5eNLhnsqlHdHu9VOZYuZkkYTW6tbWVPStFfBQb1GRaCXFlmWabc6Os127y4+yItpQyIZG+dPZpT/Pmfy2ix25mZX8+WGCmpcrZV89WouHx3HRSNi/tGFpQ3lzdzxw1barQ5GxAbwytkZR/TCVH/6nu6tx15vHuPlhY3c8WMOThkemJrCWV0E1Huy2p08viiPX7fXAnBmRiR3TE7uMsW9zWLnqw0VfLWxkpbdLpRp1RJ6jYp2i6PLDgd7ivLXMzEphEkDQxgZG7BXYUQ3u1Pm07VlvLeyBJtDxk+v4f6pKd0ueFzZYub8j9ZhsTt5ePogThty+M6/e/M+cTBEIN5PiUBcUdNq4bR3V/Ov4xMYto900KOhpwPxP/LqmZtdxV+3Tej3qUEiEBe641DG12J3Mnv+dpbkN3haQV09Jh61SkKWZX7LreOVvwo9abUTk4K5/cRkzyzgoh21PPprLlaHjFoloZbwzFLcMTmZi/YRSP+8tZpHf83rsv2Lu/XZvoq69RQRiB+Ye4yu/t9q/txZz7gBQbx8dsYhr/XvsDq49qtN7KxrP2Dxpe4obzbxe24dywob2VbTis2x9yD76TUkBHuREuZDRqQ/o+IDiQk0dLkPlDeb+G5TFT9mV3kC+WBvLRcMj+G8YdFdVnPfF1mW+WZjJS//VYjdKTM8NoCXZg05YFulQ9Wfvqd767HX28f4o9WlvLGsGINGxReXj9zrImpXZFnmw9VlvL28GBkI99Vx04REThkcvs/zNEkCb38vPl1awKIddeRUtXZazuKlVZEQ5E10gAF/gwaNSkJGKZHoZ9AQF+hFZrS/ZxZ9fypaTDy0IJctlUrx0QlJwdw/NYWwf9Du744fclha2MiI2ADePj/rsHQpcOvt+8Q/JYq1Cf3ajppWgH2mwh0r4gINWB0ypU0dXba2EQShe/QaFc+cns7zf+bz3eYq3l1RwqbyFp6cOZhAby3T0sKZkBTCuytK+GpjBUsLG1lR3MRp6RFcNTaOaWlK79bHfs0jv74dB8rs+U3HD+CUweH7fE/3cVvebN7n/acNieCt5UpRt1UlTYelmI9w9Nw0cQB/FzSwsriJN5cVc/OE7qV+dsVbpxSVuuLzjeyobeP+n7fz3zPSu5z9OpDYQC+uHBPPlWPisTmcVBsttFrsSnCgVRPio+tWITSzzcGfO+uZt7WGdaXNntsHBHtxychYTk2PQP8P08j3zESZMiiUh6en9polGkL/dvlxcawuaWJdWQuP/prLOxcM7daFUEmSuHpsPFnR/jy+KI/KFjOP/JrLOyuKOXdoNKdnROxVl8Fbp+GcodGcnRWN3eGkvt2KxVU5PchLe8jBrizL/JRTzUtLCmm3OvDRqbnrpGRmpkf8o9deUdTI0sJGNCqJ/5uScliD8GOVCMSFPmtbTRt+euVL6ljl7nWZV9suAnFBOAzUKol7p6QwJMqPZ3/PZ01pM1d8sZHnz0wnJcwXb52a209M4szMSF75q5DlRY3Mzanm5201nD8smhuOT+CLy0dQ0mRCJUnEBBj2e/LmDk5sjn0X9DJo1cxMj+DLDRV8s7FCBOJ9zIBgb+6fmsJjC/P4eE0ZNoeTf5+QdEgz49EBBp4/M52bv8tmWWEj987bzpMz0w45QNWqVd2e9XOrb7Pw2boK5mZXd6qVMHZAEBcMj2Z8YvA//qwmm4P3V5bw+foKHE6lNsOtExM5f48+zYJwJKkkiQdPSeWij9ezudLI5+vKufy4uG4/f1R8IF9fMZJvNlbyydoyqowWXltaxFvLizlhYAinZ0QyNiEIjbrzPq1Rq/7RkpMD2VHTyouLCzwtOIdG+/PYjDSiA/7ZezicMq/9XQTA+cOjO1WGFw6eCMSFPmtLhZHEEO9j+ofZW6cm1EdHbm0b07uYcRME4Z87bUgkgyP8uPPHrVS0mLn6i038+4QkzhkahSRJJIZ48/LZGWyuaOG9lSWsLmnmyw0VLCts4PGZgxkS2b100GrX2tkg764vKJ43LJqvN1awoqiJwgZx0a2vOT0jklaLnZeWFPLF+gpKm0w8empqtyuF78vQmACePSOde+Zu5e+CBq7+chNPzEw7avtGq9nOB7/u4H/LijxptFH+ek7PiOS0IRFEHWQgsbqkiScX5VHl6rk8ISmYOycney46C8LRFB1g4I7JSTyxaCdvLitiSJTfP2rVZdCqufy4OM4fHs2iHXV8t7mS7TVt/JFXzx959UT46TltSARXTEzmcIe1uTVtfLC6lD931ivbolFx/fgELh4Ze1BLnBbuqCW/vh0/vYarx8Qf5q09dolAXOiT7E6ZrdVGpqeJ4DMm0OBJ0xcE4fBJDvXh40uGM3v+DlaVNPHsH/n8ubOeB08Z5Ak0hsYE8Pq5WawsbuTJRTspazZz9RcbmZEewfTB4YyIDdhv+5tlBQ0ADInqugJ2XJAXk5KVvuJfrKtg9in9v0tCf3PxyFiCvXU8sSiPZYWNXPbZRp47Pf2QCrgdnxjM6+dmce9P29hZ187Fn2zgzIxIzs6KIiXc54j0nq9ptTA3u4qvN1ZiNCsz4JlRflw1Jp7xicEHXcPAbHPw+tIivt5YCSiV2O85eSATk/fdpk0QjpYzMiJZW9rMwh113D13G6+cnUHmAToW7MmgVXNGZiRnZEaSV9vGTznV/LK9lppWC/9bVcr/VpUyPNafqanhTEwKPugZcbPNwfKiRr7fXMUa1xIRCThlcDg3Txhw0K9rczh5b2UJAJeNju1Wn3Ghe0Sxtj5IFGuD3No2Lv10A3dOTiYlrOdmh3q6WBvAgm01/Lmznj9vPrT2OL2dKNYmdMeRGF+nLPP1xkreWKrM/vnpNTx6aupeQUKLycZ//8xn4Y46z22+ejWnpIVz+eg4TyqgU5bZWN7Cgm01zMupQQZeOyeDsQO6TjvfXNHCtV9tRiXBl1eM7NFZcVGs7cC6GqPcmjbunbeNihYzeo2Kp08bfMjBZl2bhad/28nSwkbPbX56DTEBBnz0auV3QVYKCHpp1QR4aQn10RHupyfCV0+Yr45gHx3+eg1atYRThlaLnYZ2K9WtFiqaTRQ2dJBT1UpubZvnPVLCfblhfDyTkkIO6bdnY3kLTyzKo7TJBMC5Q6O4dVJSl5Wmj4b+9D3dW4+9vjTGZpuDW77LZnOlEb1Gxe0nJHH20KhDuthlsTv5K7+en7fWsKqkqdMYRPvriQn0QqdW0W6109hho8Vkw+6UMWjVBHtrCffVE+ytRa9RYbY7qWwxs626FbMrQ0UtwZTUMK4aE09y6KH9XnyxvpyXlhQS4qPj+6tHH7Fjsy/tE90hqqb3UyIQh283VfLCn/m8NCvjiPUR7Y7eEIhvrWrltaVF/HDN6H6dvicCcaE7juT4ljaZeOSXHWRXKRko146N59pxCXvNAmZXGvkxu4rlRU00tCsV1rVqiTMyIgnx1jF/Ww0VLbuKs108Uuk9fqBg5u65W1mS38CUQWE8ffrgw/vh/gERiB/Y/sbIaLbxwPwdrCpuQi3B06ene1rlHYoN5c18vaGSFUWNnpPxf7zdsN92SRIwLDaAc4dFceH4JJoa2w7671JtNPPW8mIWbFNaPYX76nhg2iDG94I6CP3pe7q3Hnt9bYxNNgf3/7ydZa4LXlnR/txz8kBSww+tLaEkgVWj4asVRSzJbyCnyojzEMYjwk/PqYPDmZUV9Y/Xge9LtdHMhR+vp93q+Eet3A5GX9snDkRUTT8Izc3NPP744yxevBiVSsW0adN44IEH8PHp+mqSxWLhmWeeYcGCBVitViZMmMDDDz9MaOiuH9YnnniCDRs2kJeXR3JyMnPnzj0aH6ff2lDWTEKwd48G4b2Fu2r89pq2fh2IC0JPiw/y4p0LhvLykkK+2VTJ+6tKWV/WzEPTUzsde5nR/mRG++OUZdaXNfPB6jLWlTYzZ3OV5zE+OjUnDwrl1MERjIoP7Nb7Xz8+gSX5DfyRV0dxQwIDRLGcPsnfoOWls4bw2MI8ftleywPzt/PK2RmMjg86pNcdERvIiNhAbA4nRQ0d1LRaMNkcyLJygmt3yphsDpo6bNS3W6lptVDTaqG+zUqzyYZM5yDc36Ahwk9PtL+BhGAvUsN9GREbQKivHknioNPQG9qtfLSmjDmbK7E5ZCTgzMxIbpuU9I9amwnC0eSlVfPCWUP4emMlby0rYkulkSs+28BFI2O5YXzCIRVLjA704vLj4rhsdBytZjt5dW3UtlmwOWS8tWqCvLUEemnRqCTMNif1HVbq2yw0dtiw2J3oNSrCffWkRviSfBhrJ5ldFx/arQ4yo/w4I/Pw9QwXFOIbbw933XUXdXV1fPjhh9hsNu6//34eeughXnjhhS6f89RTT/HXX3/x8ssv4+fnx+OPP84tt9zCV1991elx55xzDps3byY3N/dIf4x+TZZl1pU17zeN81jiZ9AQ7K1lR00rU1PDenpzBKFf06pV3H3yQE9V9Y0VRi78eD03T0zkwj2qOqskidHxQYyKC2RNaTO/5dZhsTsZHhvAjMHh//jELSXMl0nJIfxd0MB3myu566SBh/vjCUeJRq3ioempmO1OFu+s5+6523j93Ewy9lMroLu0ahWDwn0Z9A9m6hxOmXarHatDRiNJ+OjV+61tcDAsdiefrC3jkzVlnhn7kXEB3DopqdvFDQWhJ6kkiYtGxHBSSigvLyng97x6PltXzt8FDTw5M420iEPfj/0MmgMWhEs95Hc5sJpWCw/8vJ3sqlbXcqy0I1J34lgnphN3U1BQwNKlS3niiScYOnQoo0aNYvbs2cyfP5+ampp9Pqe1tZU5c+bwf//3f4wbN46MjAyeeuopNm7cyKZNmzyPmz17Npdccglxcd1vfSDsW0FDB80mO2nhonKwW3yQFzlVomCbIBwtM9Ij+OKKEYyKD8Rid/Li4gJu+nYL5c2mvR4rSRJjEoKYPW0Qj89I4+ysqIOePTnLNSOxeGc9YmVZ36ZRSTw+I42RcQG0Wx3c9O0WlrgqHB9tapWEv0FZOx7orT3sQXh2pZGLP1nPuytKMNudpEf68fo5mbx9/lARhAt9ToSfnqdPT+fFs4YQ5qujtMnE1V9u4rtNlX3+e9nmcPL5unIu+GgdmyuN+OrVvDRryD9ubSh0j5gR383GjRvx9/cnMzPTc9v48eNRqVRs2bKFqVOn7vWcnJwcbDYb48eP99yWnJxMdHQ0mzZtYtiwYYd9O7u6IOW+vb9fsFpf1oxGJfV4C5/dx7unv3cTQ7z5dXstTldBnv6oN+zfh+O9e8Pn6M+O5vjGBnrx1nmZfLupilf+KmRdWQsXfLSOi0fGcvXY+CNS0Oa4hEB0aonaNiulzSYGBB/99PSe2If72vHS3TEyaFW8NCuDu+ZuZU1JM3f/tI1T08O5ZWIiEX76I7+hB6m7n88py3y6tpw3lxbhkCHER8cdk5OYlhrWq4uLiu/pXY7UGPSHMZ40MIShMf48tjCPv/IbePaPfHKqjNw3NaXbF1t70zj8XdDAS4sLKGtWaphkRfvz8PRBJByl35neNBZHiwjEd1NfX09wcOd0Z41GQ0BAAHV1dV0+R6vV4u/fOZ0sJCSky+ccqpCQ/V89PtD9fd36CiOpkX6EhRxagYzDxd+/59dpZsQH88OWapqckBbev//+Pbl/H8737u/HaU87muN701R/Zo6I5f4fslme38BHa8pYlFvHY2dmMCU94rC/37C4INYUN1JktDJq0OF//e46mmPcV4+X7m73Z9eN4/lFuby3tJBfttXyZ149l41N4PoTkgj3O/SCS0fK/j5fc4eVO7/ZzB87lGJspw+N5omzMvpU66O+ut8dTkd6DPr6GIcCH10zhnf/LuTZX3cwf1stBY0mXrtoOCn/IFW9J8ehttXMQz9u5det1QCE+uq5+5RBnDcyDlUPTO709X3inzgmAvHnn3+e9957b7+PWbBgwVHamkPX0NB11fSQEL8u7+8PrHYnKwsamD44vMerlUuSEoQbjR09Pt4hWglJgqXbqgnV9M9LiYe6f4eGHvoX++E4to6F47Qn9dT4+gAvn5nOXwUNvLS4kIoWM9d+so6JycFcNy6B9MOYfpsS4sWaYlhbUM/kAYGH7XW762DG+FCPv752vBzMGF1/XCzHxwXw0pICNlUYeX9ZEZ+sLGZGegRnD41icIRvr5lFPtDn21zRwuz5O6gyWtCpJe4+eSBnZUZiazdT327e+wm9TH/6nu6tx15/GmOAc4aEk+Cn44Gft7OjupWZry7lklGxXDY6Fn9D1xefenoc1pQ0MXv+Dho7bKhVEpeOiuXqsXH46DQ0NrYd+AUOo54ei8OtO8feMRGIX3311cyaNWu/j4mLiyM0NJTGxsZOt9vtdlpaWggL23cRrNDQUGw2G0ajsdOseENDQ5fPOVSyvP9U6APd35dtrjB61pf1NPcY94axNmjVxAYYyK40clbmkWst0Rv05P59ON+7Px+nvUHPjK/ECcmhjIkP4r2VJXy+rpylBY0sLWjk+MRgbjg+gcGHoZhPkqsnbEljz14EPJpj3FePl3+63emRfrx7wVBWFjfx/spSsquM/JhdzY/Z1SSFeDMtLYyTB4X1yJKEfdnz85lsDt5bUcLn68txyhAbaOCZ09JJjfD1PL4v6av73eF0pMegP43xyLhAPrtsBI8vymNFURMfri7j6w2VTE0NY2JyMJnR/gR76/b53J4Yh5+3VvPEwjwcMqSE+fDoqamkhPX8sdqf9okDOSYC8eDg4L1Szvdl+PDhGI1GcnJyyMjIAGDVqlU4nU6ysrL2+ZyMjAy0Wi0rV67klFNOAaCwsJDKysojsj78WLeqpAl/g4bYwN6bqtdTEkN82FRh7OnNEIRjnkGr5tZJSZw+JJIP15SycHsty4saWV7UyMi4AE4YGMqExOCDLn5jcLVtbLc6DudmC72EJEmMTwxm3IAgNlcY+W5zJYt31lPY0MHby0t4e3kJQ6P9OX94NCelhKI5zIXVDobZ5mDBthr+t6qU2jYrADPSw7n7pIH46o+JU01BAJS07pdnZfB3QQNvLy8hv76duTnVzM1R0r4DDBqi/A1EBRhICvFmWIw/UwOO/oW1udlVPLFoJ6Acq/dN6f66duHwEd+Ou0lOTmbixIk8+OCDPProo9hsNh5//HFmzpxJRISyDq+mpoYrrriC5557jqysLPz8/DjnnHN45plnCAgIwNfXlyeeeILhw4d3CsRLSkro6Oigrq4Os9nM9u3bPe+p0+376piwt5VFjQyO8BUtFPYhJcybvwsaaOywdnnFVRCEo2dAiDePnprGNWMTeH9lCYt21LK+rIX1ZS28uLiAcQOCuHZcAlnR3WtZVd9m4csNFSzaodQfSQkTnSP6M0mSGBYbwLDYAFrNdhbn1/N7bh1rSprYXGlkc6WRKH89V42JZ0Z6BHrN0QnIZVmmxWynsryZtTvrWFfazN8FDZ4LQ9H+eu48aSCTkkOOyvYIQm8jSRInDAxlUnIIG8pb+D23jvVlLRQ3dtBittNibmNHbRuLlTgYn3nbOXFgCDPSIxgZF3jEi+7+vLWaJ11B+AXDo7lzcnKvWfZyrBGB+B6ef/55Hn/8ca644gpUKhXTpk1j9uzZnvttNhtFRUWYTLta1Nx///2oVCpuu+02rFYrEyZM4OGHH+70urNnz2bNmjWef5911lkA/PHHH8TGxh7ZD9VPNLRbyatr58rjRAu4fRnoSlfdVGHkpJTQHt4aQRDc4oO8eGxGGv86fgB/7qxnRVEj68uaWVncxMriJoZG+3PpqFgmJIeg6eIEbEulkf/8kIPRbAfAR6fm8tHiu/BY4WfQcEZGJGdkRFLXZuHHLdV8t7mSKqOFp37byZvLijklLYzjk4LJiPTHz3D4Tu8qW8z8XdDApooW8uvaqW61YHH1Ad9ddICBi0bEMCsr6qhdFBCE3kySJEbGBXr6gndYHZQ3m6hutVDRYia3to21JU3UtlmZv62W+dtqCfXRMTU1jAlJwWRE+R/W7hsWu5MPVpfywapSAM4dGiWC8B4myX294d0xqL6+62JtoaF+Xd7f1/2yvYaHFuTy7OmDe03V1YAA7x4vGre72fN3MDU1jDsmJ/f0phx2h7p/h4Ud+trcw3Fs9ffjtKf1lfEtbzbx0eoy5m+rwe5UNjTYW8vo+ECGxQQwKi6QhGAvJEmissXM1V9uoqHdSkqYD2dkRHLiwBAi/Xtmic7BjPGhHn+9/e+5p6OxH5ptDr7fUsUX6yuoabV0ui/ST09yqA9JId7EBXkR7qfHT69Br1Fh0KjwM2gI9NJ2mV1mtjn4K7+BOVuq2Fjess/HhPnpSQg0MCTKn+MTgxka499vstX6yvdId/TWY68/jfGhkSntsPP5imJ+z63zXGx1C/PVEeSlxUenRqNWoZJAq1bho1MT4qMj1EdHgEELErRZ7DR22Ggx2bA7ZfQaFf4GDVq1ivo2K8sKGzxLRy4eGcPtJyT1qiC8v+0T3Tn2xIy40GesLm4iNtDQa4Lw3mhgmA/rypp7ejMEQTiA2EAvZp8yiBuOT+DrjZX8lF1NY4eNhTvqWOhKPY8LNJAVE8CyggZazHaSQ715/8JhR6Q/udD3GLRqLh4Zy/nDY1hZ1MjinfWsL2+hssVMdauF6lYLy4sau3y+RiUR6a8nJsBAhJ8eX70Gi91JebOJLZVGTDZl1lsCRsQFMDYhiMERfsQEKo+PjgzoNyfMgtBTJEliZEIwCT5a7pqczArXsby2tJnaNit1rv8Ol1AfHf85MYlpaeGH7TWFgycCcaFPkGWZNaXNDO3mWspjVVq4Lx+tKaO5w0agt7hgIQi9XZivnlsmJnLD+AQ2VxhZX9bMpkojmytaKGs2U9astHpKDvXm1bMzRRAu7EWjkpiYHMJE15pso9lGQX0HBfXtFDV0UN5ioqHdRpvFjtnuxGxz0G51YHfKlDebKW/edzuxSD89p2dEcGZmFBF++k739aJJNEHoN7RqFScMDOWEgcrywuYOG5VGM00mG2abA5tDxinLWO1O2qwOGtqt1LdbaTXbccoyvnoNwd5aAry06NQqzDYHRrMdm9NJgEFLeqQf4xODxdKRXkQE4kKfUNpkoq7N6mmBIuxbargyPuvKmpmSemTa5wmCcPhp1SpGxQcyKj4QgHarndUlzeTWtBLhb2BaapioPi10i79By/DYAIbHBnT5GLtTpr5NWada2WKmrs1Ku9WBVi0R4adnSKQfKWE+vSptVRCONYHeWjGp0s+JX3WhT1hb2oxagpRQUSV4f4K8tUT66VlbKgJxQejLfHQaTkoJFYUXhSNCSUs3EOlvYKSo+ScIgtAjRG6C0CesLW1mQLC36HHYDWkRvqwsbkTUYRQEQRAEQRCE3kkE4kKv55Rl1pc1e9Kuhf0bEuVHldFCcaPpwA8WBEEQBEEQBOGoE4G40OsV1nfQYrYzKFykpXdHapgvWpXEiv1UyxUEQRAEQRAEoeeIQFzo9daXNaNRSSSFiEC8O3QaFYPCfVlW2NDTmyIIgiAIgiAIwj6IQFzo9daWNpMY4o1OtFvotsxoPzZWGGk123t6UwRBEARBEARB2IOIbIRezeGUWV/eTJpYH/6PZEX743DKIj1dEARBEARBEHohEYgLvVpubRttFoco1PYPBXvriA/y4q+C+p7eFEEQBEEQBEEQ9iACcaFXW1fajF6tYkCwV09vSp8zLMafZYWNWOzOnt4UQRAEQRAEQRB2IwJxoVdbWdzEwDAfNGqxq/5Tw2ICMNmcrC1t6ulNEQRBEARBEARhNyK6EXotk83B5ooW0iP9enpT+qQofz2Rfnr+zBPp6YIgCIIgCILQm4hAXOi1NpS1YHPKDIkU68MPhiRJDIvx56/8BuwOkZ4uCIIgCIIgCL2FCMSFXmtFUSMh3loi/PQ9vSl91oi4AIwWO+vLW3p6UwRBEARBEARBcBGBuNArybLMXwUNZET7I0lST29OnxUX6EWYj44/8up6elMEQRAEQRAEQXARgbjQK+XVtlPTamFYjH9Pb0qfJkkSw2IDWLyzHrtT7unNEQRBEARBEAQBEYgLvdTi/Hq8tWoGhYn14YdqVFwAzSY768uae3pTBEEQBEEQBEFABOJCLyTLMot21JEV7Y9aJdLSD1V8kBdhvjp+yxXp6YIgCIIgCILQG4hAXOh1cmvbKGs2MTohsKc3pV+QJImRsQH8mVePTVRPFwRBEARBEIQeJwJxodf5dXsdfnoNaeEiLf1wGZ0QRKvFzsripp7eFEEQBEEQBEE45olAXOhV7A4nC7bVMCo+QKSlH0YxAQZiAgws3F7b05siCIIgCIIgCMc8EYgLvcqywkaaTDaOTwzu6U3pd0bHB7Ikv542i72nN0UQBEEQBEEQjmkiEBd6lR+yqxgQ7EVsoFdPb0q/MyYhEJtDFj3FBUEQBEEQBKGHiUBc6DXKm02sLGpiYlJIT29KvxTkrSMtwpd5OTU9vSmCIAiCIAiCcEwTgbjQa8zZXIW3Ts3o+MCe3pR+a3xiEJsrjRQ3dvT0pgiCIAiCIAjCMUsE4kKvYLI5+DG7inEDgtBpxG55pAyLCcBHp2ZeTnVPb4ogCIIgCIIgHLNExCP0Cr9sq6Hd6uDElNCe3pR+TatWMSYhiJ9yarDaRU9xQRAEQRAEQegJIhAXepwsy3y5oYKh0f6E+uh6enP6vUnJwTSbbPy5s76nN0UQBEEQBEEQjkkiEBd63OqSJoobTZw8SMyGHw2R/gZSw335ZmNlT2+KIAiCIAiCIByTRCAu9Lgv1lcQH+TFwFCfnt6UY8bklBCyq4xsrW7t6U0RBEEQBEEQhGOOCMSFHpVf387K4iZOHhSKJEk9vTnHjKwof8J8dXyxrrynN0UQBEEQBEEQjjkiEBd61Ofrygny0jIqLrCnN+WYolJJnJwSyu95dZQ1mXp6cwRBEARBEAThmCICcaHHVBnN/LK9lpMGhaJWidnwo218YjC+eg0frynr6U0RBEEQBEEQhGOKCMSFHvPxmjK8tComJYf09KYck3QaFVNTw5i3tZpSMSsuCIIgCIIgCEeNCMSFHlHS2MGP2dVMTQ1DrxG7YU85ITmEAC8tby0r6ulNEQRBEARBEIRjhoiAhB7xyt+FBBo0nJQiWpb1JJ1GxelDIvg9r54N5c09vTmCIAiCIAiCcEwQgbhw1P25s56lBY2cPTQKrVrsgj1t7IAgEoO9efb3fGwOZ09vjiAIgiAIgiD0eyIK2kNzczN33nknI0aMYNSoUdx///20t7fv9zkWi4VHH32UMWPGMHz4cG699Vbq6+s99+/YsYM77riDE044gaysLE499VQ+/vjjI/1ReqWGdivP/LaTrGg/RsQG9PTmCIBKkrh4ZAwljR18tFoUbhMEQRAEQRCEI00E4nu46667yM/P58MPP+Ttt99m3bp1PPTQQ/t9zlNPPcXixYt5+eWX+fTTT6mtreWWW27x3J+Tk0NwcDD//e9/mT9/Pv/617948cUX+eyzz470x+lVnLLMo7/m4pBlLh0VK/qG9yJxQV6cMjic91eVsLmipac3RxAEQRAEQRD6NU1Pb0BvUlBQwNKlS/nuu+/IzMwEYPbs2Vx//fXcc889RERE7PWc1tZW5syZw/PPP8+4ceMAJTCfMWMGmzZtYtiwYZx77rmdnhMXF8emTZtYtGgRl1566ZH/YL3Ex2vKWFncxK0TE/E3aHt6c4Q9zEyPILe2jfvmbeejS4YT7qfv6U0SBEEQBEEQhH5JBOK72bhxI/7+/p4gHGD8+PGoVCq2bNnC1KlT93pOTk4ONpuN8ePHe25LTk4mOjraE4jvS2trK4GBgQe1nV1NJLtv740TzatLmnh7eTGnDg5nSJRfT2/OYbH7eMtyz27L4aBWSVw3LoHn/sjn1jnZvH1+FsE+up7eLI/esH8fjvfuDZ+jPxPje+T1xBj3tb9nf98Pxec7dhypMRBjrBDjsMuxOBYiEN9NfX09wcHBnW7TaDQEBARQV1fX5XO0Wi3+/v6dbg8JCenyORs2bOCXX37hnXfeOajtDAnZfyB7oPuPtpKGdu7/eQcZMQFcOj4Rlap/HWH+/t49vQmHTUAA3D8jnScXbOP6b7bw4VXHkRjq09Ob1UlP7t+H871723Ha34jxPfKO5hj31b9nX93u7hKfr/870mMgxlghxmGXY2ksjolA/Pnnn+e9997b72MWLFhwVLYlLy+Pm266iZtvvpkJEyYc1Gs0NLTucwZWkpSdt6v7e0Jzh41rvtqEQaPiilExtLaaenqTDhtJUoJwo7Gj14z34eCrgjtOTOKNZcWc/tpSnjptMOMTgw/8xCPsUPfv0NBD/2I/HMdWbzxO+xMxvkfewYzxoR5/fe3v2d/3Q/H5+o7eeuz1pzE+FGIcdulvY9GdY++YCMSvvvpqZs2atd/HxMXFERoaSmNjY6fb7XY7LS0thIWF7fN5oaGh2Gw2jEZjp1nxhoaGvZ6Tn5/PlVdeyQUXXMBNN910kJ9GSYPe3w56gIUM5gABAABJREFUoPuPlsYOK7fNyaapw8adk5Px0fWv3c09xr1hrA+3MF8995w0kA9Xl/LvOTncNGEAVxwX1ysK7PXk/n0437u3HKf9lRjfI+9ojnFf/Xv21e3uLvH5+r8jPQZijBViHHY5lsaif0VGXQgODt4r5Xxfhg8fjtFoJCcnh4yMDABWrVqF0+kkKytrn8/JyMhAq9WycuVKTjnlFAAKCwuprKzstD58586dXHHFFZx11ln85z//OfQP1cutL2vmkV9y6bA5uG1SIhGi8Fef461Tc+OEAfycU8Mby4rZXtPGg6cMwld/THxtCIIgCIIgCMIRI9qX7SY5OZmJEyfy4IMPsmXLFtavX8/jjz/OzJkzPRXTa2pqmD59Olu2bAHAz8+Pc845h2eeeYZVq1aRk5PD/fffz/Dhwz2BeF5eHpdffjnHH388V111FXV1ddTV1e01+97XtZrtLNhWw43fbOZf32zBR6/m3pMHEhvo1dObJhwklSRxRmYkN4xPYEVxI5d8uoEN5c09vVmCIAiCIAiC0KeJqa09PP/88zz++ONcccUVqFQqpk2bxuzZsz3322w2ioqKMJl2rXW+//77UalU3HbbbVitViZMmMDDDz/suX/hwoU0Njby008/8dNPP3luj4mJ4c8//zw6H+wIsTmcLC1s5OecalYWN2F3yqSE+XDtuHhGxAag6gWpzMKhGx4bQGyggY/XlHHD11s4dXA4141LIC5IXGQRBEEQBEEQhH9KkuVjJQu//6iv77pYW2ioX5f3Hy6yLLO1upWFO+r4dXstzSYbA4K9GB0fxIhYf4K8e0/LqyMtIMCblpaOnt6Mo8bplFle1MjPW2swmu2MHRDElNQwxg0IIsz3yC4/ONT9Oyzs0Iu1HY5j62gdp8cqMb5H3sGM8aEef33t79nf90Px+fqO3nrs9acxPhRiHHbpb2PRnWNPzIgL3WK1O9lY3sLfBQ0sya+nts2Kv0HD6PhAxicGExNg6OlNFI4ClUpiYnIIYxKCWFPaxKriZp5YmIcMxAV6MSI2gMxoP1LDfYkP8sZbp+7pTRYEQRAEQRCEXkcE4n1QV9ne7tv/STa4LMuYbE6MZhvtVgcmmwOzzUm71UFDu5WyZhPbqlvJqWrFYncS7K1laLQ/l8QGkBLq0+96gv8Tu493f7hy90/oNComJIUwISmENoudHTVt5NW1sa6smZ9yqnEPR6CXhthALxKCvIgL8iLST4+fQYtBq0KnVmHQqPAzaAj00uKjU++3KvvB7N+H2+F4797wOfozMb5HXk+McV/7e/b3/VB8vmPHkRoDMcYKMQ67HItjIVLT+6iqFhPTX15Ki8l21N5TrZKID/Y+au8n9E0Wm4PKFnNPb4bH19ePZUxSSE9vhiAIgiAIgiB4iEBcEARBEARBEARBEI4i0b5MEARBEARBEARBEI4iEYgLgiAIgiAIgiAIwlEkAnFBEARBEARBEARBOIpEIC4IgiAIgiAIgiAIR5EIxAVBEARBEARBEAThKBJ9xPug+vrWLvtWBwf70NjYfnQ36BgmxvvoOpTxDgvzO+T339+x90+I/ebIEuN75P3TMT7U4+9wHXtHU3/fD8Xn6xt687HXX8b4UIlx2KU/jUV3jj0xI96PSBKo1Sokqae35Nggxvvo6i/j3V8+R28lxvfIE2N8YP19jMTnEw6VGGOFGIddjsWxEIG4IAiCIAiCIAiCIBxFIhAXBEEQBEEQBEEQhKNIBOKCIAiCIAiCIAiCcBSJQFwQBEEQBEEQBEEQjiIRiAuCIAiCIAiCIAjCUSQCcUEQBEEQBEEQBEE4ikQgLvRZDqfM8qJGmjqsPb0pgiAIgiAIgiAI3XbMBuKff/45J510EpmZmZx33nls2bJlv4//5ZdfmD59OpmZmZx++un89ddfne6XZZlXXnmFCRMmkJWVxZVXXklxcbHn/vLycu6//35OOukksrKymDJlCq+++ipWqwgi92dtaROXf7aBs/+3hvy69k73vbSkgNu/z+HiTzawqbyFN5cV8d7KEsqbTT20tYIgCIIgCIIgCAem6ekN6AkLFizg6aef5tFHH2Xo0KF8/PHHXHPNNfz666+EhITs9fgNGzZw5513cscddzB58mTmzZvHzTffzPfff8+gQYMAeO+99/j000955plniI2N5ZVXXuGaa65hwYIF6PV6CgsLkWWZxx57jISEBPLy8njwwQcxmUzce++9R3sI+gSL3cns+Tto7LABMDenmtRwH1YWNVHWbGJ7TRsA9e1Wrvt6s+d5764oIdxXx9CYAB6ZnopOc8xebxKEY4rV7qTVYiMkxLenN0UQBEEQBGG/jslA/MMPP+T888/nnHPOAeDRRx9lyZIlzJkzh+uvv36vx3/yySdMnDiRa6+9FoDbb7+dFStW8Nlnn/HYY48hyzKffPIJN954I1OmTAHgueeeY/z48fz+++/MnDmTSZMmMWnSJM9rxsXFUVRUxJdffikC8S4s3F7rCcIBvtpQsddjrh0bz5rSZrZUGgFQSeCUobbNym+5ddS1WZiVFUVmlD9xQV5HbdsFQTi61pc1c89P2zCa7QyNDeDBqSkkBHv39GYJgiAIgiDs0zEXiFutVrZu3coNN9zguU2lUjF+/Hg2bty4z+ds2rSJK6+8stNtEyZM4PfffweUtPO6ujrGjx/vud/Pz4+hQ4eyceNGZs6cuc/XbW1tJSAg4B9/Bkna/+1d3d8XbCpvobipA7tD5pnf8wE4b1gU326q8jxmVJwyZmcPjWJaWjiXmO18sraMMQlBxAQYuGVONqWNJmRgU4WRTRVGJCAuyIsofz0TkkIobGjnPycm461TH/S29ofx7kt6w3gfjvfuDZ+jv6k2mvn39zkkhXhz/vBgFmyv5V/fbOF/Fw0lJlBcgDvcemIf7mvHS38/zsXnO3YcqTEQY6wQ47DLsTgWx1wg3tTUhMPh2CsFPSQkhMLCwn0+p76+ntDQ0L0eX19fD0BdXZ3ntq4es6eSkhI+++yzg5oNDwnxO6T7e6ui+nau+3ozsrzrtrRIP/7vtCHk1XewubyFpFAfvr3peKTdjtJQ4OHYIM+/l9w9GUmSKK5v55OVJawtbiS7ooXSJhOlTSZWlzQDEOzvxYOnpR/ydvfV8e6renK8D+d7i/3m8Hn8t3y8dWrunj4YL52akUmhPDJvKw8tzGPOv8ajUYvlKUfC0dyH++rx0le3u7vE5+v/jvQYiDFWiHHY5Vgai2MuEO8NampquPbaa5k+fTrnn3/+P35+Q0Nrp2DVTZKUnber+3u7B77L7rTdg8J8+PSSYchmK/edPJBvNlVy9Zg4GhrauvV6vsBN4+JgXBxbKo0s3lnPp2vLPfd/sKyIUdG+jI4P6vpF9qOvj3dfc6jjHRp66F/sh+NvLfabw6ui2cTczZVcPDIGq8mCzQyB/t5cOTqW//5ZwMu/7uDKMXE9vZn9ysHsw4d6/PW146W/H+fi8/UdvfXY609jfCjEOOzS38aiO8feMReIBwUFoVaraWho6HR7Q0PDXrPebqGhoXvNbO/++LCwMM9t4eHhnR6TlpbW6Xk1NTVcfvnlDB8+nMcff/ygPoMss98d9ED390bNJhsri5s63XbOsGhAQpYhOdSH+6akAAf32TKj/MmM8mdgqA+5tW00dtj4dXst983bwctnZzAk8uB/qPriePdlPTneh/O9xX5zeMzLqcGgVTHm/9k76zAryvaPf+bEdnd3L0uXCCqKSNhYKGJ398/XfvVVX7v1tRUbCwsRBJTOZVm2u7vr9Pn9MefM7rLBgkjI87kuL905c2bmjBPP/dz3/f1GyhNq9nMa7evKzHg/3t1UxtzkAALcHQ/jUf4zOZTX8NF6vxytxz1SxO/75/N3nwNxjmXEeejlWDoXx1y9noODA6mpqWzatElZZrFY2LRpE+PGjRv0O2PHjmXz5s39lm3cuJGxY8cCEBYWhr+/f79tdnZ2kpGR0W+b9iA8NTWVp556CpXqmDv9Q7Knph0rEOXjzH/PSGbh+FBOTwk86PuZlxLIHSfF8sCp8SQFuNHaY+Sqz3fx2roSTGbLQd+fQCD4+7BYrfyYVcekcC8cB3FHOD0lEK1axRvrSw7D0QkEAoFAIBAMzTGXEQe44ooruO+++xg1ahSjR4/mo48+oqenh3PPPReAe++9l8DAQO666y4AFi9ezKWXXsr777/PiSeeyC+//MKePXv497//DYAkSSxevJg333yTyMhIxb4sICBAUVGvq6vj0ksvJSQkhPvuu4/m5mbleOwZ9WORNzeU0m0wK38nB7pzcoI/Jyf8vefESavmtfPSeGpVAb/nN/LR1go69SY8nbV8v7uGe0+J45S/+RgEAsFfI7u2g7oOPZdMCB30c2cHNfNTAvgyvZpFE8OJ83c9xEcoEAgEAoFAMDjHZCA+b948mpubeeWVV2hoaCA5OZl3331XKTWvqanpl60eP348zz33HC+99BIvvPACUVFRvP7664qHOMA111xDT08PDz/8MO3t7UyYMIF3330XR0e5HHLDhg2UlZVRVlbWz8YMIC8v7xD86iOPug49728u77cs2vfQ2Q15Omt5+owUfs6q49Ff8/gmo1eZ/fk1RZwQ64tWiDwJBEcsawubcHfUEOs3dIA9I9aX1QWNvPJnMa8sSDuERycQCAQCgUAwNMdkIA6waNEiFi1aNOhnS5YsGbBs7ty5zJ07d8jtSZLEbbfdxm233Tbo5+eee66ScRfIlDZ1D1gWdhishuanBpJe2cayPbV4OWtp7THS0GlgeU49Z44KOuTHIxAIRsYfhY2MCnZHrRra60StkjgrLYh3NpWzpaxF6SUXCAQCgUAgOJyIdJ/gsFHXqQdA02cQHebldFiO5f5T4/nk0vEsv34qt54QDcArfxTT1GU4LMcjEAiGp7K1h9LmHkaHeOxz3fFhnsT6uvDCmiJMlmNEAUYgEAgEAsERjQjEBYeNth4jAKcm+jMvJYApkV7ED1Ni+neiVkkkBrihUUlcND6UeH9X2nQmnl5VgPVYkW4UCI4iNpe2oJYgKdBtn+tKksQF40Ioaerm24zqQ3B0AoFAIBAIBMMjAnHBYaPTJtLm7qjhsblJvHbeaDRHQE+2Vq3i0TmJaFQSawubuPnrTPLqR+ZdLhAIDg2bSluI8XPFWase0fqRPi5Mi/bhjfWlotJFIBAIBALBYefwRz2CY5YuvQkAV8eRDaQPJQkBblw7LRKAreWt3Lh0N6XNA3vaBQLBocdktrC9vJXkEWTD+3LOaFnz4fV1ws5MIBAIBALB4UUE4oLDRptODsTdHY9MzcDLJ4fz8rmjiPR2pl1n4tovMsirE5lxgeBwk1XbQbfRTHKg+359z81Rw+mpgfyUVUe+qHIRCAQCgUBwGBGBuOCQozdZuGdZFr/m1APg4+JwmI9ocCRJYlq0D+9cNIbEADdaeozc+m0mNe26w31oAsExzdbyVly0aiK9999l4YRYXwLcHXlvc9nfcGQCgUAgEAgEI0ME4oJDzo6KVtYWNil/B3k4Hsaj2TfeLg68dcFo4v1dae42csvXmbR0ix5TgeBwsa2shfgAV1TD2JYNhVolMSvBjzUFTVS29vwNRycQCAQCgUCwb0QgLjjkVLX1zyj/Xd7hv2TXsb64ad8rjgA3Rw0vnjOKQHdHylp6uPeHbAwmy0HZtkAgGDk9RjOZNR0kBexff3hfpkR64+aoYekuoaAuEAgEAoHg8CACccEhpbpNR4etNxwg3MuJALeDX5r+Z1ETjyzP4+5l2bR2G2ns1P/l7FeguyOvLkjDzVHNrqp27v0hG7PwJBYIDikZVW2YLNYR2ZYNhYNGxfhwT1bmNmAR9oQCgUAgEAgOA0emSpbgH0lZczfnfbBd+XtihBfPnJGCJO1/eWlf9tS0E+PrikqCF9YWISGxPKcOALPFyodbK/gpqxadycI3V04i0P3AS+GjfV149sxUbv9uD+uLm3ljTSELxwT9peMXCAQjZ1t5G55OGoL+wn0MMDHciz8Km9hd1c7YMM+DdHQCgUAgEAgEI0ME4oJDxi/Zdf3+9nTS4O701y7B1fkN3PdjDgn+rowL8+S73bUD1vl0R6Xy3z9n1ZEa7M5PWXX4uGi54fgonEboQ2xnYoQX/zo1nkeW5/HK6gKOC/cg0tvlL/0OgUAwMraXt5AQ4PaXJ/Bi/VzwctayuqBRBOICgUAgEAgOOSIQFxwyDOb+JaAHo6z7k+1VAOQ3dJHf0AXIAf7spABOjvfj9u/2oO/Ty/3mhtJ+3/dy1nLFlIj93u/c5ABW5jWwvriZF1YXceOMaHoMZjGgFwj+Rjr1JnLrO1k4PvQvb0slSSQHurG1rOUgHJlAIBAIBALB/iECccEho8do7ve36S8G4mXN3WTWtPdbNiPGh+fPTlWyZe8tHEtrj5HUIHfOencr7X360wG+2FnFJRPCcNDsn1yCJEnccVIMW8pa2Fgq/6OW4OsrJ/1t4nMCwbFOemUbFisk/gWhtr4kBbqxqbSF5m7DEWujKBAIBAKB4J+JEGsTHDIOdiD++U45G358tA+b7pjBihum8lyfIBzkAbtdIfnVBWlcMiGMyyaHs/aWafi7OdDcbeTh5bkUNnZh3U/RpkgfF/5zdpryt9kKq/Mb/9JvEggEQ7O9ohUfFy3+B0ng0R7Qby9vPSjbEwgEAoFAIBgpIhAXHDKMB1ia3qEzsb64CaNZLjHPqu3g5q93801GDQCLJ4ehUUn4uDigGqZvNCXIndtPiuHmGdG4Omi4eUY0AL/nN7Lwox1c+OEOMqvbh/z+YFwwKZwXzkllXKgHIKu1CwSCv4cdFa3E+7v+5f5wO17OWoI9HNlZ2XZQticQCAQCgUAwUkQgLjhk7J1wHmkg/sLaIu74LovLPk1ne3krNy3dzZayVgBOivNlfJjXAR3PvJRAHpwdT4S3M44aFSXN3dywdDf/92M2C97fxqq8hhFt54RYX/49LwmAjOp2Ll2yk7Ye4wEdk0AgGJx2nZH8+i4S/A9OWbqdKB8Xsmo6Duo2BQKBQCAQCPaFCMQFh42R+PdarVbWFsrl3gUNXdywdDddBjNJAW48e2aKEgAfKGelBfPNlZP45bopTI/xQW+y8Ht+I+UtPTz6a14/z/PhCPJwYmKEFwC59Z28t7n8Lx2XQCDoT3plO1YOXn+4nSgfFwoau9Dt1TojEAgEAoFA8HciAnHBIUN1ANWkdR16OvUDB8jXTovkpHg/nPfTemwoPJy0PHtWKmel9XqC600W/vt7wYgz968tSONfp8YDsHRXNTsqWg/KsQkEAthZ2YqvixZfV+1B3W6UjzNmi1VxXRAIBAKBQCA4FIhAXHDI2LutUzOCyLy0uRsA9V7rTrJlnw8mGpXEg7MTWHHDVF5dMAqVBCtyG3h+TdGIvq9WSZwzOpgTYn0xWazc8k0mhWJwLxAcFHZUtBJ3EPvD7YR6OqFVSeyp2T99CIFAIBAIBIK/ggjEBYeMvYNpV4d9u+dVt+kAOC7KmxkxPgBcOC4EpwPMhP9R2Mh7m8uGzXL7uDgwNcqHJ+YnA3J2+/k1RSzZVkFu3b57Sf8zP4lJEV4YzVbe21x2QMcpEAh66dSbKGg4+P3hABq1inBvZ/LqOw/6tgUCgUAgEAiGQviICw4Ze+exPJ2Hv/xWFzTy1KpCAALdHbntxBjWFzdzYqzviPZX0dKD3mQh1s8FgG3lrdy9LBsAiwW8XbScnho4ZFB/aqI/hY1dvL+5nC9sVmm+rg58f9WkYScCnLRq7jwploUf72BVfiOn5jdwcoL/iI5ZIBAMJKO6HYsV4v1d/5bth3o6kVcnAnGBQCAQCASHDhGICw4b/m6Ow37+Qp+ScHdHDc5aNacmDh/Qlrf08OqfxXQazOysaMVihRAPR9QqiYpWnbLe25vkTPXP2XU8cGoCcUMM8K+bFom3s5Yv06uobNXR1GVg6a5qLp0UPuxxxPm7Mi3am40lLdz3Yw7/PQMRjAsEB0hGVRueTpqD5h++N+FezmwsbUFvsuCoEYViAoFAIBAI/n7EiENwyNi7GjzIfehA3Gq1UtehV/72ch5aoKmuQ8+C97fx5Mp8Fn+yk7WFTWwvb1X2V92uV4Lwvbezp6aDS5bs4IfM2kG3rZIkLhofyndXTeah0xIA+GhrBT0jUFh+Yl4yM+P9ADnwH4lKvEAgGEh6ZRsxfge/P9xOmLcTZouVkiah6SAQCAQCgeDQIAJxwSFj777sII+hA/HWPj7cZ6UFcc7o4CHX/SajmvKWHr7bXUuXoTdAjvR2ZsmicQR7OOLjouWTS8ez8sbjmBnvh4tWzWNzEzkx1heLFZ74LZ8X1xZhMFmwWK2UNnUPCJznpwQS5uVEm87E8uy6ff5edycND81OwNVBTVFjN7+M4DsCgaA/BpOFrNoO4mwtJn8HoZ7OSCCU0wUCgUAgEBwyRGm64JBhMFv6/T1caXpTtxyIezppeHB2wrDbbew09Pv73/MSOTHWD7VKwlGj4psrJ2GxopScPn1GMnqTBWetmrnJAbywtpgvdlbx2Y4qmroMVLfpyKzpYPGkMG45IUbZrlolcf7YEF5cW8xLfxTj4aRl4XT3YY/N3UnDJRPDeHtjGY/9ms+SbZU8fFoCqcEew35PIBDI5Dd0YjRbifH9e/rDQX42BLo7ki8E2wQCgUAgEBwiREZccMjoNvQv5/Z1Hbrfs0tvAuRAdl/srXY8M84PFwe1Enhr1ap+fZ8qSVL8xyVJ4q6Zsdxv8/9ekdtAZo2sjP7Fzioau/oH+WeOCiLa14Ueo4X7f8rhq20V+zy+K6dEcOaoQACKm7p5a6NQUhcIRsqemg60KolwL6e/dT8hnk4UiIy44B9AW4+RTaXN/LinluU5deyqbBvw/hUIBALB4UdkxAWHjL7l5gAewwTZJlsZu1Y1/FyRzmimqFEePB8f7TOsCvpwnJMWxA+ZtWTVduDlrEWjkmjsMvDR1grumhmrrOfmqOGTReN55c9ivkyv5l/fZfLRonHD2iqpVRIPnZbIvJRArv9qN1tKW6hu0xHi+fcGFgLBP4E9Ne1EeDujUf+988ahnk78UdSE1Wr923rRBYK/k8zqdt7bXM6m0uYBmixqCUaHeDA9xpcZsb5E+TiL61wgOAKxWq1Ut+uoadOjUUmEeTvjN0TiqlNvYkdFGzl1HdR36LFYrXg6a4n0cSE10J04f9cB1sGCIwsRiAsOGbV9xNdAzkzvCyvDC5ztqGjDbIUANwdePCf1gAcWkiTx6JxEPttZyaKJ4VS39XDLN3v4NqOayyaH93sIOmhU3DUzlvpOPWsKmnjgpxxeP280AcOIzwFMCPdiUoQX28pb+WBLOQ/so+ReIBDA7up2kgOHbwE5GIR6OdGuM9HYZdino4NAcCRhNFt4+Q95cthOpLczwR5OmCwWylt6qO80kF7VTnpVO6+uK8HHRUuCvxsB7g44a9VYrXL7mMFswWS2KhopkiShksBBrcLVUYO/qwPRvi6MCfXA73D9YIHgH0hLt4Evd1bzc3YdNe39x8sBbg6khXgQ6e2Mg0ZFQ6eB7NoO8uo7B0y69cXdUcOUSG9OTfRjeowvDsIV5IhDBOKCQ0JTl4F2nQkJeGROIlE+zsOu72DLfhnNwwfin+2oBOCkOL9Bg/DCxi7UkkS0ryz0NFy2K8rXhX+dKgfH4V5OpAW7k1nTwdL0KsaEepIU6IaPixyQS5LE/bPiyazppLS5h8s/S+ejS8btcwC/eFIY28pb+T6zlkkRXsxOChh2fYHgWKal20BNu555KYF/+75CbRUqhY1dIhAXHDU0dOq574ccMmvaATg9NZArpkQQ4d3/HVvdpmNDSTN/FjWxo6KV5m4jm8taDni/agmmxPgyJ9GPWQn+aP/mihWB4J9KW4+R93/N5YMNJfQYZS0ljUoizMsJo9lKTbuO+k4Dv+c3Dvr9CG9nxoZ6EObljEqSaO42UNTYxZ6aDjr0JlblN7AqvwEfFy2LJoZx4bhQEZAfQYhAXHBIKLbZAoV5OTE/dd+DavtDQmeyDLmOyWxhZ2UbABeMCxnw+eqCRv71YzZOWjXfXzWZ/6zMp6ylh9cWpFHW0k1tu55p0T6D9qpLNtuyzJ9zeX9LBVBBiIcj7188Tlnfx9WBb2+YxuL3NlPa3MO5723jgnGh3DQjashs/9QoHy6dGMaS7ZV8n1krAnGBYBhy6mT9h31N3B0MfF0dcNKoKGzo4rgon799fwLBX2VjSTP/XpFPU5cBN0c1j89LYnqM76Drhng6cf7YEM4fG4LeZCG3roOy5h6aug3ojGaQJLQ2gVONWoVaAqsVLIDFYsVottChN1PXoSOnrpPylh42FjWxsaiJ1/4sYfGkcM4eHdxPj0UgEAyO1WqlqKmbn/bU8X1mjeL4kxzoxqKJYZwQ66u0WXYbzGTXdpBT10FNux6D2YK3s5Y4P1fGhnkSOEQ1psliJbu2g7UFjfyaW09Dp4FX/izh2901PDg7gQnhXofq5wqGQQTigkNCW48svjZUn8ve2F/metPQAjMNXQZMFitatTRg9t9gsvDfVQWYrdBlMHPrt5nKoH7+21v67efWE6Jp7TGSFuLB1EhvJWN+aqI/K3Ib+LOoCZD9yG/6ejfvXDhWEZGL8HXhhXNGsfiTnXTqzXy8rYLx4Z4cHz30QP7MtCCWbK8kvbKNTr0JN0dxGwoEg5Fb14mLg3rEz42/gkqSCPV0EhZmgiMag8nCtvJWvs6oZn1xMwAxvi48d1Yq4d4jm7By1KgYE+rJmFDPAz6O6rYe/ihr46ONpdR3GnhuTRFLtldy9dQITk8N/Ns1HQSCo4Hipi6WZdaSU9tBm86ESpKwYqWx00CbzqSslxTkzjVTI5gR4zOgatPFQc3ECC8mRnjt1741KonRIR6MDvHgxulR/JJTz1sbSqls1XHDV7u5dFIY1x8fJapZDjMiAhAcEnS2gHqkQmr2QHy40vQ2m/ibl7N2wIMrp66D5m5jn78H2hIFuDlQ32ng2dVFyrKbpkdx+ZQIQM6K/3teIkvTqwn0cOSVP0ooauzm6VUFPD4/CbVtnxHeznx1+USu/iKD6jYdq/Iahg3EI72difB2prylh//+XsjDpyWIB6FAMAg5dR1EeB06UakQTycKhIWZ4AijrkPP6oJGtpS2sLOyVSlfVUtwwbhQbpwedUAipX+FUC9nbo0LYEFqAD9k1vLBlnLqOvT8Z2UBS7ZXcv3xUZyS4DciLRiB4J+GwWThlT+L+Sq9ekilIwe1xJRIb84dE8xZkyJpbu7EOnw35gGjUas4c1QQJ8f78dLaYpbtqeXjbZVsLm3h0bmJxA8jOCz4exGBuOCQYLIF1JoRqjdqbesZzUOXpnfq5eDezWHgZWwvWXdzVCvr2YNfkHu1rzkukoUf76CyVad8773N5cxJDiDIQ+4XdXXQKIF5iIcT136ZwW95DWg1Kh6d0yu25u/myEOzE7hh6W7WFjbyoCVhSKVKSZI4LcmfdzaV82tOPSazhafOSBnReREIjiVy6joZHeJxyPYX5uXMxtIWDCaL6KETHHZq2nW8vq6ElXkN/QSZ/FwdOCXBj/PGhBBl0z85XDhqVJw3NoTTUwP5dncNH26poLylh3/9lENyoBt3nhTL2LADz7wLBEcbHToTdy3LIt02Dj0pzpeZ8X5yW6PtPvZy0RLt44KDRoUkgeoQKZu7OWp48LQEjo/x4cmVBeQ3dLH4k3SunRbJ4knhQmH9MCACccEhwT4pPtLJPnsGbDg1yE6b17ibY/9MQJfBxE9ZdQBcc1wkr68rwWC28q9T46lq05FV08E1x0XipFXzwtmjWFfUxLljgrnt2z3srm7npq8zuWh8KDqjmdlJAUr/zZhQTx6fl8TDv+Tyc1Ydsb4u3DE3Wdnv2FAPXB3kwP+Gpbt56ZxRuDgMnqW4ZGIY7ToTX6ZXsyq/kcvrOkkMFDOSAoGd1m4jdR36AW0nfyehXk6YLVZKm7tJCBD3o+Dwsaagkcd+zVN6R8eFenBCnB+TI7yI83c94jLNTlo1F08I46y0ID7bXsWnOyrJqevkmi8zmJXgx20nxigT3ALBP5Wqth5u/3YPpc09uDqoeWL+0LoNh5OZ8X6khXjw9MoC/ihq4o31peysbOOp05NFu+QhRkz5Cw4JDkrPtwWT2cLt3+7hhTVFQ64/koC9scsAgKezVllmMlu4+etMylt68HTScOaoIF49L41XFoxiQrgXZ44K4v5T45UyvmhfFxZPDsfNUcPDpyUQ4OZAeUsPz/xeyCt/lvDfVQX99jk7KYBbT4wB4JU/S7jiw22KzYtGreL/ZsXjqFGRXtnGG+tLhjx2VwcNd58cx2lJ/gC8t6V8BL9YIDh2yGuQS8QPaSBuU04vEH3igsPI97truO+HbLoMZsaEePDJpeN5+6KxLJoYRkKA2xEXhPfF1UHDNdMi+ebKSZwzOgiVBKvyGznvg+28s6kM/TACrALB0YrVauWHPbVc8vFOSpt7CHBz4O0LxxyRQbgdP1cHnj0rhYdPS8BRo2JzaQs3fZ2pJLkEhwYRiAsOCS5aeYatQ2dia3krG0qa+XxnFaYhSs/tywcrZa/v0PPEiny+snmm9s1cbS1vZU9NB04aFS+fOwo3Rw3jw7wGVUHOqmnnfxtKMdgGBpE+Lny0aDyLJoYR4CaLQ20saVYCfjsLx4dy5ZRwANbm9Yq5AcxJDuC5s+Qy86W7qsmp6xj2vFxhK3v/s6iJ5m7DsOsKBMcS+fWdOGpU+Lv9/UJtdpy1avxdHchvEH3igsPD97tr+M/KAqzAgjHBvHXhGBKPwuoMX1cH/nVqAksWjWdcmCd6k4W3N5Zx0Ufb2VjSfLgPTyA4aGTVtHP1Fxk8viKfLoOZtGAPPrh43FFRVSVJEmeMCuLdi8bg6aQhu7aD+3/KwTRcOargoCICccEhIdKW1cqr7+SX7DpleVMfQTU7VqtVUZMcrLT7i51VLNtTS0lzNwAnxPbOOO6oaAVkxfPU4KF7S1u6DVz+2S7e3VzO1xnVynI/VwduOzGGn6+bSlqwO2YrzH1rM/P/t5lFS3aypqARSZK4YXo0l0+Wg/GPt1Zi7aOwMTXKh1MT/bFY4cGfc4cNsGP9XEkJcsdssfJbbsOQ6wkExxp59Z2EeTod8uxfqJcTeUKwTXAY+NYWhANcND6U+06JG7GuypFKQoAb/7tgNP+Zn4S/mwOVrTpu+3YP//oph6YuMfksOHrp1Jt4amUBV3y2i93V7ThpVNwyI5q3LxpDwBCWYkcqSYHuvHZeGk62zPhbG0oP9yEdMxyTgfinn37KySefTFpaGueffz67d+8edv3ly5czZ84c0tLSOOOMM/jjjz/6fW61Wnn55ZeZPn06o0eP5vLLL6e0tLTfOm+++SYXXXQRY8aMYeLEiQf7Jx3xRPm6MDPeDyuwok/A2a4bGIg/viKfRUt2AuDdp+zcTk27Xvnv8WGepAa5K39nVLUDMG4QcZjCxi62lrUAsDynXlm+Kq9x0GM+b2yvN3l9p4G8+k4e+iWXUtsEwEXjQ3DQqNhd3d7vNwHce0ocge6OlLf0cPmn6TR06hmKOcmyl/jSXdX0GIe2axMIjiXy6rsI8zp0Zel2wr2cyavv7De5JhD83XyyvZKnbEH4heNCuPOkmEPmFvB3I0kSs5MCWHrFRC6eEIpKgpV5DVzw4Xa+yajGLLJvgqOMjKo2Fn60g29312AF5qcE8O1Vk1g8OfyonTxLCnTn4TmJAHy0tYK1BYOPjQUHl2MuEP/ll1946qmnuOmmm/juu+9ISkriqquuoqmpadD1d+7cyV133cV5553H999/zymnnMJNN91Efn6+ss4777zDkiVLePTRR/nqq69wdnbmqquuQq/vDb6MRiNz5sxh4cKFf/tvPFK5aXrUgGXtuoG9KD9m9WbMowdRhDVZ5FLy8WGePHdWqm2Zlc93VpFRLQfiaXspLRvNFhZ+tIObvs7khz21fLS1Qvksq7Z90AmBuckBvHXBaJ46PZl3LxpDvL8repOFe5dlYzBZ8HNz5JaZcQA8t7qQZ34vlL3LLVa8nLW8dl4aIR6O1LTr+XR71ZDn5fSUQPxtvemPLs8bslxfIDhW0BnNlLd0E+596MWdIryd6dSb+034CQR/F1arlTc3lPLyH8UALJ4Uzl0zY/8xQXhfXB003HFSLB9eMo7EADfadSaeXlXIpZ/s5I/CJjH5JTjisVitLNlWwXVfZlDboSfU04m3LhjNo3OT8Hc7urLgg3Fqoj8XjQ8F4OHluftsrxT8dY65QPyDDz7gggsuYMGCBcTFxfHYY4/h5OTEN998M+j6H3/8MTNmzODqq68mNjaW22+/nZSUFD755BNAfol+/PHH3HDDDcyaNYukpCSeeeYZ6uvrWbVqlbKdW2+9lcsvv5yEhIRB93Ms4DdIr+e+MsCnJvoPWNZpU5E9Z3Qw7k5y7/mSbRWK+Jurg3qAwNOG4t6etMdX5NPcbUSjklBLsjL7Ka9v4vJP07n92z1sKm2moKGTqz7fRafexKxEf8aEevLqgjR8XLSUNHezdJdczn7dibEk+LvSpjOxdFc1X2fUsMWWdY/yceHuk+VAfdmeGroMgwtguDtpeHxeEmqVxOqCRp5cWTDoegLBsUJRYxcWK4cnI96njUYg+Lt5Z1MZ72+WxTpvnhHNLSdEH9IgvFNvYmNJM29vLOVfP+VwyzeZ/N+P2bz6p2ybNlw114GSHOjOh5eM4+6Zsbg7aiho6OLuZVlc8dkutpS2HPT9CQQHg4ZOPbd/u4dX/izBbIXZif58ung8E8K9Dup+9CYLfxQ28c7GMl5fV8LXu6rJq+9UhIH/bm47IZpJEV70GC3c8nUmuSIY/1s5pjTqDQYDWVlZXHfddcoylUrFtGnTSE9PH/Q7u3bt4vLLL++3bPr06UqQXVlZSUNDA9OmTVM+d3d3Z8yYMaSnpzN//vyD/juGekfblx+pE+muDmrUKqlfGZrOaBlwvGFeTlS26rhkQiizk/yRJNhS1sKb60u5/9R4um2BuKujWvmuPTAGWDQxTPFCrG7TIQG/5tb320dKoBuPzk0ko7qd//wmB75ZtfLDZkMfIZm7l2Wz6Y7paNUq/NwcuHFGFE+sKOCDreWcPSYIP42K585O4fJPd9Fs63dfV9TE8TGyONz0WB8ifZwpa+7h9XUl3DcrftBzMzHCi2fPSuHO77L4MauOy6eEE+lzeP1hjzSOhOv7YOz7SPgdRzr5DV2oJAg5ALujvuf3QMYtnk4aPJw05Nd3cnKC3/5v4BjgcFzDR9v9MpJz9NOeWt7ZJAfhd86M4eIJYQf9OAwmC1m1HeTVd1LdpqO1x0i3wUyH3kRtu56qNt0+txHu5cSYUE9SgtxJDHAl3t8NV5tt6IH+f9GqJS6aEMqc5AA+2V7Jl+lVZNV2cPM3mRwf7cO9p8QSehgm4uyI53Qvf9c5OJrO8fqiJh5ZnkebzoSjRsWdM2M4d3TwQZk0s29CZzLz5c5qlmyrpLVnYJWml7OWsaEeRPu64KRV06k3UdOmo8p2X2vVKqJ8XJgS6cVpSQF4uQxs7RwJWo2KZ89K4aalmWTVdnDdl7t55qwUpkZ5/5WfOSKOpmviYHFMBeItLS2YzWZ8ffvbCfj6+lJcXDzodxobG/Hz8xuwfmOj3DvR0NCgLBtqnYONr6/7X/r8cOLlrO0n0KJ1dsDPr//xOtisxc6cEI6/v1xi/uwH2ylt6ub6L3fjZxPBCPV3x8/PnZYuAw2d8jaz/30aLg7yZa0zmrn09U209XmguTio0agk3rh0IlF+rkxOCsLF1ZElm8o4Y0wI1a09fLqXldhbmyt4YH4KDhoVl5/gyuc7qylq6GJ5fjM3hHgzOjaANXfP5KfMah74bg9fZ9Tg5urI/81Nwkmr5rGzRnH5B9tYuquGM8aHc0LCwCw/wLl+7vyS28CqnHp+ymvkkTNS/8qp/sdyOK/vg7nvI/k+PdyUd5QS6u2Mv++Bq856eBz4RFaMvyvFLT0Dnk2C/hzKa/hovV+GOu6Cug6eWlUIwC0nx3Hr7MSDut+MilY+2lTKij21ihf5UET4uDAx0pvkYA+8XR1o7zFS1NBJenkrubXtVLTqqGjV8ZOtbUySINrPldGhnoyP9GZKtC8JgW4HFJT4AY9G+HDTqYm8vqaQTzaXsaGkmQs/auWBecksmhp5WMv0j9br7mDyd5+DI/kcW61W3v6zmKeW5wIwKtSDFy8YS3zgwTvmHoOZJZtKeXV1IfUdcgVKsKcTM+L9cHHQUNTQyc6yFlp7jKwtbGJt4eCttADlLT38WdTEy3+WcPbYEK4/MZYY//1/j/oBn19/HNcv2cHGoibu+G4Pr108ntNSgw70Z+4XR/I1cbA5pgLxfwpNTR2DZnokSb54h/r8SMDVQU1TH4veptYuGhv7l73YL8r6pk4aPeRy9tImWSCtQ29SMupqo4nGxg7KbOJprg5qutt76LZ9P7O6vV8QPifZn0fnJGKyWHHCwntrCvh+dw3PnJXCaYvGKet1dOn5YU9vn/pHm8qobenm0bmJ/Jxdx8lxvhQ1dPHfX3MpbujkhGjZHm1aaG9f+ocbSwly0XDe2BBG+TqzcHwon++s4pqPt3PZ5HDOGxOMj+vAUv3TkwNYlVPP9zuruG7K0Sv68XfwV6/vgxFUHYx762i4Tw83GWUtBLs50tbWve+V90KS5CC8vb37gM9vsJsjW8paBjybBDIHcg3/1fvvaLtfhjtHJouVWz9LR2+yMDXKm0vHBR+0a624sYuX1hazsU+Jt6+LllEhHkR4OePlosXVQY2bowZ/NwdifF3wdhnEIjBJTkB06k1kVLWTWd1OTl0n+Q2dNHQaKG7oorihi+9t1WjBHo7MSwnk/HEh+A3ybtsXEnDztAhOT/LjqZUF7Kho46FlWazcU8vDcxLwGkS49e/kn/ScPlLvvaPhHH+wpZzX15UCcP7YYO44KRYHNX/5fu0xmNlR2cbagkZW5TfQqZcny0I8HLl2WiRzUgL7jf+MZgvZtR3sqemgqk2H3mTBxUFNkLsjYV7O+Lho0ZnMZNd2siqvgZy6Tr7aXsnXOyo5LTmAG46PIsRz/yvMnjsjmUeW57Eyr4GbP9vJqwvSmBjh9Zd++3AcDdfE/jCSe++YCsS9vb1Rq9UDhNmampoGZL3t+Pn5Dchs913f399fWRYQENBvnaSkpIN5+ApW6/All/v6/HDi7tj/kjNbBh6rsy0j3m0wK59pVJLia9htNCMBQR5OWK3QY7Qo3+u7rd024TaQ/VjvPCkWtUrFs6sL2FDcTK1t5vHJ3wp44ZxRyrr3n5rAzHg/xod58cOeWl5YU8SK3Ab+KGxCZ7Lg6aQhNcidrNoOlu6oZOmOSt5bOJbRIR5MCPdkR0UbAMsya1kwRlZev3JqBF+mVyleqkWNXTx9RsqA8zMl0htPJw0tPUZ2lLcyOfLvLwU62jic1/fB3PeRfJ8eTswWKwUNXcxLCTyg79vP6V85txHezizPqae+Q/+PEOD5uziU1/DRer8Mdtyfbqskp64Td0cNj5yWgIT0l39bt8HM2xvL+CK9CrPFilolcVqSP+eODiYtxGNYG8Dh9u3qoGFatA/Ton2UZc3dsotIcZueTQUN7Kpqp6Zdz3uby/lkeyWLJ4Vx2eQIHDX7L0MU6e3CG+eP5oudVby2roQ/i5q45OOdPHV68gAR1kPB0XrdHUz+7nNwpJ7j33LrlSD8pulRXD4lAjiwY7VYrWTVdLC+pJltZa1k13X0a9MM93Fm4bhQzhoVhIPtvum7H41KxegQT0aHDHQE6svEcG8WTwpnd3U7H2wpZ31xM8uz61md38hVUyNYPClcad0cCVq1in/PS8JssbK6oJH7fsjm40XjDyio3x+O1Gvi7+CYEmtzcHAgNTWVTZs2KcssFgubNm1i3Lhxg35n7NixbN68ud+yjRs3MnbsWADCwsLw9/fvt83Ozk4yMjKG3OaxjIdT/0B8sOeBvfess0853d6Z4Th/V+UlbzDJgbhWLa+jN1m48rNdvLhWbje4eUY0/zcrHgeNitYeI99k1ChBOMC6Ylmcre++/N0cufLzdHxctJwxSg4IdLb9tOlMnDsmmBfOSSXF5lX+zO+FmMwWXj43jS8vn4BGJZFT16mIxHk5a7lwXKiyjzUFjYP6i2tUktKXetPXmawW9hGCY4yK1h50JsthUUy3E2kTbMuuFYJtgoNLaXM3b28qA+D2k2Lw+4sTPTqjma/Sq1nw/jY+3VGJ2WLlxFhfll4+kcfmJjEm1HPYIPxA8HFxYFq0D7fPSuD180ez6sbj+M/8JEYFu6M3WXhnUzmLluxgT037vjc2CCpJ4uIJYXxw8TjCvZyo69BzzZcZfLq9UiirCw4JFS09PPGb7I506cQwJQjfX1q7jbyzsYwz39nKlZ/v4v3N5WTWtGO2WAn2cGTBmGDevCCNP+6eyQXjQpQg/K8yOsSDF88ZxUeXjGNCuCd6k4U31pdy49Ldg/afD4dGJfHY3ESSA91o05n41085GIW7z0HjmArEAa644gq++uorvvvuO4qKinj00Ufp6enh3HPPBeDee+/l+eefV9ZfvHgx69at4/3336eoqIhXX32VPXv2sGjRIkD2x1y8eDFvvvkmv//+O3l5edx7770EBAQwa9YsZTvV1dXk5ORQXV2N2WwmJyeHnJwcurq6OJbw3Ku8zEE98BK0Z807+lib7T2DN8Mmhlbc1MWVn+8C5Jk7kO3IMvsMACaE984g2n3E9+bij3ey4P1tXP9VBvn1nTyxIp+ixm4e+DmXKyZHMC7Mk1MS/Dg5Xg6Sv9hZxQmxvnx81WTcHNXk1XfywtpiHNQSMb6uzE+Vg/f7fsym2FaLf/OMaN66YDQJ/q5YrHD5p+n9JgDs2H3FAf71U06/8yAQ/NPJrZPviYjDKNTk7aLF3VEj1GIFBxWj2cIjy/PkkvRIb85IPbCqD5AD+hfXFnH621t4dnUhjV0GQj2deOmcUTx3dqqi/n8ocNKqmZ0UwPsLx/LU6cn4uGgpbe7hqs938eqfxft0RxmKxAA3Pl40nlkJfpgtVl76o5i7l2XTqRfvRMHfh8Vq5fEVefQYLYwP8+TGGdH7vQ2Txcqn2ys5+72tvL2pjLoOPS5aNbMS/HlodgLfXz2JH66Zwv/NimdShDeqv6kNMSXInTfPH81jcxNxdVCzs7KNqz/fReN+uiE4adX898wUPJw0ZNV28Nq6kr/leI9FjqnSdIB58+bR3NzMK6+8QkNDA8nJybz77rtKqXlNTQ0qVW9wOH78eJ577jleeuklXnjhBaKionj99df72ZBdc8019PT08PDDD9Pe3s6ECRN49913cXTsnel+5ZVX+O6775S/zz77bEC2R5syZcrf/KuPHPbu83JxUA9Yx9NJXqetj7d33xl9CRSfw819+uCqWnsA2F3VG4T7uTqQ1EdUY2t5a799qSSYGe/H7/mNlLf0UN7Swz3Lsqju4yG8vaKVty8cIx9Tj5E/i5ooaOiiqLGLKUnuPDo3kbu/z2bprmr0JjMPzk7g3pPjqGrtYXtFG5/vqOKB2Qk4aFRMCPfi4glhPPprHjXtet5YX8qLfcriAcaFenLHSTG8uLYYs8XKptJmZicFIBAcC+TWdeLn6oCr4+F7PUmSRIS3Mzl1IiMuOHi8/Ecx2bUdeDhpePC0hAMSIato6eGVP4v7CTYFezhy6aRwzk4LUiak9xer1Up5Sw87KtsoauiipceIWiUR6O5IYoAb48M88d1H77ckScxK9GdShBfPri5kRW4DH2+rZEVuAzdOj+K0pID9KosFcHPU8OTpyUzIqOHFtUX8WdTE1V/s4rUFaX+5mkAgGIxlmbWkV7XjrFXx6NzE/dbqqevQ88BPOWTY2iMT/F25dFI4M+P9RtSu0aEzUdzURUOnAb3JgrNWhb+bIxHezgOSWSNBkiTmpQSSEODG7d/uoaylhxuW7ubtC8cMrg8xBMEeTjx8WiJ3L8visx1VHBflzdQon31/UTAsx1wgDrBo0SIlo703S5YsGbBs7ty5zJ07d8jtSZLEbbfdxm233TbkOk8//TRPP/30/h/sPwwv5/6XnOsggbj9ZW9XQgf69dKEejkpD4++Ymxm2yobbfZjF08IZdHEMOUhujKvgWWZtf32NTbUk6fPSGFTaTNvrCslt76zXxAO8EV6FWelBSFJEp7OWqZGebO+uJk1BY1MSQripDg//m9WHE+vKuSHPXXMTw1kfJgXVx8XyfaK3azMa+CumbE42Xrf56cGYsXKY7/ms7u6HYvV2n+iwVaW19Jt5MOtFfy4p04E4oJjhpy6jkOazRuKSG9nNpe1YLVaD6tqs+CfwYqcer5Ml4XNHpmTSKD7/geRP+6p5elVBRjMViTg+BgfzhkdzLRonwMS9uzUm9hR0cbWshY2lDTv08osOdCNadE+TI30Ji1kaBEiT2ctT8xPZnZSAM/+Xkhth55Hlufx4ZYKrpgazqmJAft1vJIkcd7YEJKD3Ln7+yyKGru5+ZtM3r1oLG6HccJO8M+jtcfI67Zs7/XHRxG8nxaamdXt3L0si+ZuI64Oam4/MYYz04KGbQ8xmCysyavn111VbC1vpaRpaJFSHxctMb4uxPq5khzozuRIrxHrmMT5ufLWBaO5/qvdlDb3cNu3e3jj/NH7dQ+dGOfL+WNDWLqrmqdWFvDl5ROVsa3gwBBPMMEhZe/ZN7vVWF8C3OV18uo7WVfUxPQYH7r7lLbZM+aAIuAGcFKcLy3dBnbZMuIXjQ9VHlAms4X/2Pp9xoV54u6oYUNJMzfbSo6Oi/LhuCgfJj3/p7K9Ty4dz9Wf76KosZvd1e00dBqI83flxFhf1hc38/7mcsbH+DHa34UFY0LIqGpneU49v+U2MD7Mi3FhngR7OFLTrufp3wt5cHaCMviYkxTAUysLaNeZqGrVDRp4nJUWxEdbK9hc1sLXu6o5b2zIfpxpgeDow2K1klffyawhLP4OJRE+zvySU09Dp4GAAwiaBAI75S09PLmyAIArpoRzQqzvPr4xkKW7qnnmd9nubHKEF3efHEe07/5Z9DV26kmvaiejqo1dVe0UNHTS5xWKVi2RFuxBapA7Ae6OGM0WKlt1ZNa0U9DQRU5dJzl1nby3uRwXrZqpsb6MCXJjcqQ3sb4uAyasToj1ZXKEF1/srGLJ9kpKmrt5+Jc83t1UzjXHRTI7yX+/+tdTg9x556IxXPNFBkWN3Ty9qoAn5ifv1zkQCIbjtXUltOlMxPu7ckEfXZ+RsCKnnn+vyMNgthLv78ozZ6YQNkSLldVqZU9NB8v21PJ7H9V0O4HujgR7OOKkUdNtNFPbrqO+00Bzt5Hm7ja220SBASZFeHHR+FCmx/js834K83LmtQVpXPNlBjl1ndy9LIuXzhm1X8H0LSdE80dhI9XtepZl1nLh+P07T4L+iEBccEjx3qusxmmQMh37DGRBQxd3fp/FG+enMSc5gF9z6oH+Zer2wDYt2J0HZidQ1NiFFQj3cuo3k5lb30mXwYyrg5o3zh+NyWyhtcdI0F6zneeODubb3TXMSvAnMcCNWYn+/JRVx9VfZADybOSrC9LwdNLQpjNx7ZIdpAW78/aFYzg9NZDlOfV8k1GDg1rFzTOiuea4SB5fkc/PWXVEejtzhU3wQ6NWEevnSk5dJw8vz+WB2QnE+bn2O5YwL2euPz6KNzeU8t/fC6nv1HPj9P3vVRIIjhYqW3V0GcxE+BwZGXGQM/QiEBccKPZ+026jmQnhnlw3LWq/t7G1rIXnVstB+OJJYdw0I3rEAWxpcze/ZNextrBp0ExbhLczkyK8OC7Km0kR3oO2iwE0dhnYWNLM5tIWtpW30tpjZHVuPatz5fdymJcTc5MDOHNUUL/3qpNWzeVTIjhvbAhfpVfz2Y5Kylt6eOiXXD7fWcW/ZsWTGDhyn+MwL2eePSuFqz/fxYrcBs4dE8z4MK8Rf18gGIqs2g6lavK+U+JGXLVhtlh5a0MpH26tAOQJqMfnJQ16L7XrjKzIbeC73TUUNPRqRAW4O3J8tDdTI70ZF+Y5aMl4t8FMSXM3JU1dFDR0kV7ZRk5dJ9vKW9lW3kqsnwsXTwjj1ER/xX1oMKJ8XXhlwShu+Go3OyrauGdZNs+elTLiYNxZq+bKqRE8vaqQL9OruGBciKga+wuIQFxwSHHZ60YfTCFyb1uEnNpO7p4ZS6CbAx9tq0Rn6p05tGfUI7yd8XLW0mgrZ9+7VMfe6zk21BONSkKjUhO017GYLVZuOzGGeH9X5iQH0Npt5NzRQfyU1esp3txt5JIlO5kY7klyoDtLtleSWdPBb3kNzE0OUOzLPt9ZhZ+rA4snh2MwW3h6VSEfba1gbnKAMkiJ9nUhp66TPTUdPL+miDfPHz3gXFwxJZymLgNf7armgy0VnBLvv1+DFoHgaCKrVq5miToCStO9nLV4OGnIruvkxLjB7S0Fgn3xW65s7+WsVfHonMT97pHu1Jt49Nc8LFY4IzWQm2dEj2jQW9TYxevrSlhnc+4AWV8l3t+VsaGejAn1YGyo54gnmfxcHThzVBBnjgrCYrVS2NhFVmM3a7Lr2FHRSmWrjnc2lfPe5nJOjvfjiikRJAT0vqvcHDVcOTWCC8eHyBnybZVk13Zw2Wfp3HB8FIsnhY14MD8q2IOzRwfzTUYN72wq583zvUb0PYFgKCxWK8/aKk7mpQQwJnR4mzA7Ld0GHvw5V9EfWjwpjBunRw+4zzOq2li6q5o1BY0YbH2UjhoVsxL8OGNUELPHhtHc3DmsZZeLg5rUIHdSg3rbQqrbdHyTUc03GTUUNXbz+Ip8nv29kBmxvsxLCeC4KJ9BnznJge68dM4obv02k81lLdz/Uw7PnpmCZoQaE3OTA3lxbTEVrToKG7uI9xfj0gNFBOKCQ8rECK9+2W31IC/evYNoSZJ7zk5J9OejbZX9rBe8XeQMu72fvMsgq6nae17WFTXx4dYKxVN8qFK+/20oZcn2Si6bHM7C8aH8e0U+awoauWJKOFMivdhS1tpv/e0VbTwyJ5EgX1eeXZHHWxtKmRjuxSvnpvHG+lI+3VHJ+1vKmZcayDmjg/k5q47Mmg6u/TKDl84dRYyva7+swfby1kF7USVJ4p5T4qho7WFTqdzHJwJxwT+VrJoOAtwOr1CbHUmSCPdyJqdWKKcLDgyr1cr7m8sBWDwpfEAF1kh4a0MpDZ0Gwr2cuPeUuH0GqwaThbc3lfHJtgrMVpRe8jlJARwX7Y2H077FngwmC+UtPTR1GTBZrbg5qAl0dyTA3RGVJKGSJBID3Dg+JZhzUwLo0pv5o6iRHzJr2V7Rxqr8RlblN3JyvB83HB9FVJ/3rquDhqumRnJWWjDP/l7I6oJGXltXQl59J4/OSRyxfdPlk8P5fncN28tbKWzoIs7fdd9fEgiGYHl2PVm1Hbho1dwyQpX0rJp27v0hm/pOA04aFQ/OTuC05P56PmXN3Ty3uojNfRx74vxcOTMtiHnJAXg6a5EkFNV0i9VKfYee5m4jJosVF62aAHeHIe/bEE8nbjkhhssnR/Dd7hq+y6yhslXHyrwGVuY1EOvnwr2nxA1aNTI2zJMXzxnFbd/uYX1xM8+vKeK+WfEj+u0uDmrGhXmyubSF9Mp2EYj/BQ7/aEdwTKFWSTw+L4l1RU10GQa3NNm7HKilWw68fW2lOs1dBswWK2qVPBgA2FPTIQu62QYpEtBjNHPPD9n9hN6C9pr9X1PQyItri6ixCbS9vbGM9zaVKcJvS7ZV8vp5aagkiVkJ/kT7unDLN5l0Gcz8mlvPNTPjeWNNITXtehZ+vIMli8ZzywnR7KxsJaeukzfWlfDwnESemJ/MLd9kUt7SwzVfZPDeRWOZlxzAb7n1VLbKAjlVbboh+4mmx/iwqbSFnZWtXMmB+VkKBEc6WbUdRPrsX9/r30mktzObSoVgm+DA2FneQnFTN04aleL0sT+UNXfz9S5Z4O2+U+L3WTpa2drD/T/mkFsvV4CdFOfLTTOiiRrBPaUzmlmZ18BvuQ2kV7WhNw30CXbRqkkMcGVUsAfjwj2Z5SZPLLg4qJmbHMjc5EAKG7p4f0s5q/IaWF3QyB+FjZwzOpjrjo/q55ri5+rA02ck831mLc/8XsjKvAY6dKYRl8gGeThxYpwfqwsaWbqrmvtPHVkAIRDsTYfOxCt/FgNw5dSIEanx/5Zbz2O/yv3gEd7OPHNmCrF7tRf+kl3HUysL0JksaFQS81ICWDAmhORAt37vE5PZwrJdVXy9tZydlW2Djo39XB0YFezOpAhvToj1GTCp5+6kYfHkcC6dFEZ2XScrcur5KauOosZubvhqN/edEse5YwbqDE0I9+I/85O5e1kWX2fUMCnSW7Hp3RdJAW5sLm1RLHoFB8Yx5yMuODKw97f1DZKHotmWAfdxdUBCVke3Z8Xj/FzRqCS6jWYaOvV4OslzSy09RppsAXtf7Bl0gCXbKrj3h2wlCLdj7vMVk8XKpzuqeGVBGmemBZEW4sFtJ8YA8Pq6Up5dkcfr56cR5eNMu87ExR/vYHt5K/ecHAfAT1l15Nd3EuLpxHsXjSUlyJ12nYk3N5QS6ePCd1dNJsVWZmTP2g/GmBC5TCqrtgPLcLVLAsFRitFsIa++c0RBw6EiwseZlh4j9X0cHASCkfKDLYg+JdH/gNS931hfitkqT8ROifIedt3t5a1c9mk6ufWdeDppeObMFJ49K3Wf91Nzt4E3N5Ry+ttb+PeKfDaXtaA3WXBzVBPn50pigBshHo6obe/Z9Kp2lmyv5M7vshj375Vc/fkuPt5aQUWLbB8a5+/Kk6cn89llE5gR44PZCl9n1HDe+9v4KasWa5/3lyRJnDM6mJfOHYWzVsXmshZu/26PUtm2Ly4YJwcWP2XV0rCfvsgCgZ1X/iymudtIpLczC0cwYfbd7hoe/DkXg9nKCbG+fHTJuH5BuNUq94w/sjwPncnCpAgvll4xkYdOSyQlyL1fEL6uqIkF72/nti92sa64mS6DGY1KIsDNgVBPJ2VM29hlYG1hE8+uLuSMd7Zy7Re7+C23vp9gMcj3VGqQO3fOjOX7qycxPyUAixWeWlXI8pw6BuPEOF8unxwOwPOrC9EZB0+S7U2YlzwZUNM+vNuCYHhERlxwWHDSqujQM+isO8BdM2N5fk0RAK22jLhGJeHlrKWlx0hztwFfVwfUKokAd0eq23TUdegJt2WUS5q66RlkVtFe8lrc1KVYVNi5e2Ysz9n2CfDRJeO47NN0tpa10GM08+6mMsaFeTI3OYDV+Y1sLmvh0y3luKklnj97FBd8uJ0ug5mbv8nk/YVjOSVB9if/OqOaf52agJeLlgdOjeeSJTv5s6iJ1h4jXs5aJoR5kl3bwebSFualBA56PmL9XHDUqOjUm1lX1MyJcfuvuisQHMkUNHRhNFuJPgKE2uzYBdty6zoPyG5KcOxitVr5LVse+J56AC4A2bUdrC5oRAJu2kep7JqCRv71Uw4mi5VRwe48fUbKsNer1Wols6aDH/bU8mtOvfIeDvF04qxRQZwU70u0j8uArF1ZSw/ZtR3srm5nZ2Ub5S097KpqZ1dVO6+uKyE1yJ1zRgcxJzmQOD9XXjhnFNvLW3luTSFFjd089ms+q/Mbeei0hH5iVFMivXl1QRq3fbuHHRVt3Lg0kxfPScVnHx7H48M8GRPiQUZ1O6+vL+XROYkjOLMCQS9/FDbyvU2g7f5T4/fZGvFbbr3igHD+2BDumhnbrwfbbLHy7OpCvsmoAWSdn+uPjxogrtjUZeC51UWsym8AwM/NgbNHyXa4sf6u/SpDuwwmCm3ibBtLmtlV1U667Z+IjWVce1wkpw7iQODhpOWROYl4Omv5bEcVT6zIJ9rHhaTAgdaDV02N4Lfceqrb9Xy7u4aLJ4Tt89zZ70971argwBAZccFhwUPJXA+eabpofCjPnZUK0K8n3F7a1neZvWS9qcuglLV26E106AfOqjtr5Ut+fVEzZitMjfRm+fVTue+UOM4ZHcxzZ6Xi5azl6TOSSQ50w9tZi85k4ZU/ivl4WyV3fJdFcVM3r56Xxv2nylnvdzaV4aCWeKBPadyK3HrOt9mN/bCnjvRK2WoiIcCNeH9XTBYrawoaAZSgek1BI+26wR9oGrWKBWOCAXhhbdGQExgCwdFKZnU7GpV0RHiI27ELtuXWiT5xwf6RV99JTZsOJ42KiRFe+/39tzaUAjAnOWCAo0ZfNpU2c78tCD8lwY+3LhgzaBDe2Knn56w6/v1rHqe/vYWrPt/Fssxa9CYLKUHu/PfMFL69chJXTo0gxtd1QCuG3enjjFFBPDA7gW+vmsS6e2dy3ylxTIn0Qi3JFVtP/FbA2e9u5ZuMakwWKxMjvPhk0XhunhGNVi2xrriZRUt2krPXPTUm1JM3zh+Np5OG7NoOrvp8F2XNQ/spg5z9u/XEGCTg56w6frcFNQLBSCht7uaR5XkAXDwhlAnhXsOun1HVxqO/yutfMDaEe07uH4TrjGYe/DmHbzJqkID/mxXHjdP7Oxw0dup5Z2MZ532wjVX5DagluHRSGH/cM5Prp0eRGOg2oD3T1UHDmFBPLp8SwdsXjeXHa6dw7XGReDppKG/p4cFfcrnk452sKWgcUDEpSRK3nRjDjBgfDGYr9/2Q3W/8bMdJq+Yym6vPlzurRlStah/Ht+tGVsEiGByRERccFiK9XShq7ObPomamRvkMuo6ncpP3PjTs5X19PRd9XHqDc0eNCh8XLc3dRtp65IeDg1pSVCrtz6hqWylNarA7fq4Oikf3iXG+nBh3nLLt1GB31hc387VtdhPgzu+z+OryCSwYE8LvBc1sLW3mt9wGFk8Ox8NJw93Lsllf3MxdM2NJDnQjp66Ta7/M4D/zk5idFMBpSQEUNJTwyfZKTk8NZHSIB7F+8vlYU9DIWWnBg56P66ZF8VtuA9VtOjYUN3HyEeC1LBAcLDJr2onwdkY7QtXWQ4EkSUR4OyuuCwLBSFlT0ATAcdE+OI5QgMxOdm0Hm0pbUEtw7bTIIdcrburi/37IwWyxMjvRn3/PS+oXGFitVv4sauLTHVXKZLAdZ62Kk+L8OGd0MGNDPfoF3vUderZXyCJo9Z169CYLWrX8bg3zciYhwJXUIHfCg905f1wI540NoanLwC/ZdXyZXk1dh56nVxXy/e5aHp6TQLy/G5dNDue4KG/u/ylH0Up58vTkfp7qKUHuvLtwLLd9u4fKVh1Xfb6LF88ZRVqIx5DnYHSIB5dOCuPjbZU8sjwPXxcHxoaNTPFacOzS1mPkru+z6DKYGRvqwc37qDqpbddx7w/ZGM1WZsb7cdfJsf3umYZOPff9kE1mTQcalcS/5yVxaqI8RjNZrKzOb+DHPXVsLW/BHuMmBbjxr9nxpAS54+qooaHRxOr8RtIr26hp16E3WXF1UBPo4Ui8nyvjwjyJ93cl0N2Ra6ZFcvHEUL7YWcUn2yspbOzi3h+yifZ14copEZya6K88C1SSxKNzE1n8STpVbTru/zGbVxakDXjXzksO4PV1JVS369lW3jLk2NyOq821aCi9J8HIEIG44LBwzuggVhc0siyzhltPiB5UnMUedHf0CbrtGe2+FmaezvJ6bbZZOU9nORA3I2eNjX2avu0zeAZbRnlfA6TkQDfW97F/ATnz/k1GDVdOjeDscaFsLW3m94JGFk8OZ2KEFxqVRFWbjm3lrfz3zBQeX5HPtvJW/rexjFmJ/iwYE6x4qX6TUcNF40M5LSmAN9aXsjKvYchA3MVBzZzkAD7ZXsnaQhGIC/5Z7K5uJ3mQkrnDTbiXM1vLW/a9okDQhz+L5ED8pANoI/psRyUAs5MChhTw7NSbuGdZtuJP/ujc/tZo9R16Hv01j202WyWQ32eTIryYEC7/0/f9164z8mtOPT9n15M9AqcAjUpifIQ3E8M8mBHrS6yvC5dOCuei8aF8t7uG/20sI7e+k8s+Tee2E2K4YFwICQFufHTJOP71Uw6bSlu4Z1kWD85O4IxRQcp2o3xceH/hWO76Pous2g5uXLqb589OZXLk0D3yN0yPpripm/XFzdzyTSbPnZW6z556wbGLyWLl/2wTQsEejjx9RsqwE8B6k4X/+zGH5m4j8f6uPDY3sV+WO72yjft/yqGpy4C7o4Znz0pRsutby1r47++FlNs0FADGhHhwwbgQTkmQg2Wj2cIbawt5fXXhPoPaEA9HzkoL5vyxIbg7yQ4E540J4bMdlXyZXk1JUzcP/ZLLJ9sreXB2vFKG7uGk5bmzU7nqs11sr2jjPysLeOS0hH6TCU5aNaclBbB0VzU/Z9fvOxB3lMftXQaTEDT9Cxw5qQfBMcWUSG/cHTUYzFaKmgYvP3NxkG/ynj7CEfb+HaOpN7h2d5Qz4vbyGCfbOnZrNCtw24kxXDctUrFYsH/bZLaSUdU/U2BHb7LQ2tNbchPr56KUn7+xvpTn1xRxSrIcDGfXdrClrAVXBw0zbYqTd32fhc5o4bmzUnF1UFPe0kNmdTtujvLDE+RyOoBZCf6oJNhS1jqsaNvx0fKDcZvN7kwg+CfQ1GWgpl1PjN+RI9RmJ8LbmaYuI41CDEowQuo69BQ0dKGSZOuw/aGl28CqfLlt6ZIh+jStViuPr8invKWHQHdHnjo9uV8gUdjYxeWfpbOtvBVHjYrLJ4fz4zWT+XjReG45IYZpfbL02bUdPPZrHvP+t4VnVxeRXduBBKQGuXPB2BBuPzGG+2fFccdJMSyeFMaJsb74uzlgsljZWtrMG+tLWfjRDi76aAdf7KzCZLFywbhQvrp8IjNifDCarTy3poiHfsmlx2jGzVHDC2enckZqIBYr/HtFPl/urOr3+3xdHXjzgtFMjfJGZ7Jw5/dZAzL6fdGoJJ46PZmpkfL6t3+3h1+yBxemEghe+7OE7eWtOGtVPH92Kr6uw2sRPLu6kKzaDjxsIojOfRJHX6VXc8PS3TR1GYj1c+GjS8YxIdwLi9XK6+tKuOlr2S3Hy1nLVVMj+PbKSby7cCyzkwJQqySKGru47NN0nvk1jy6DmUhvZ66YEs7j85J49swUHj4tgaumRnBclDdOGhXV7Xre3FDKWe9u5av0KixWK57OWm6YHs1P107hhuOjcHNUk1ffydVfZLAyr7ddI87PlSfPSEYtyWPPj7ZWDPitc2z2a+uKmpSE1VDYE1tGsxWdaJc8YERGXHBYkCSJOH9X0ivbKG/pJjVoYCbMnv3WmyyKXZk9uH78t3xi/VxIDfboNysHvfZnEhKOGhV6k4WZ8b6Eejrz0tpitpa3KFmGVfkNvL2pjGfPTOGkvSwbXlxbxDcZNSQGuHLmqGAmR3rh56rly/QqChu7+XxHFaMivJmXEsAv2fU8ujyPf50aT2qQOw0dOnZVd/DupjL+c3oyx0f78FteA1+lVzMm1JNTE/14fk0hufWdlDZ3E+XjwhmpQSzbU8vTqwp4+8Ixg6rsjgp2Ry3JCpp1HfoD8qUVCI409tTIGbgY3yMvELf3rOfVd43I1kYg2G7LQqeFeeHlrGV/5kx/zW3AbLGSHOhGYuDg3ryfbK9kdUEjGpXE02ck9xM+K2zo4vqvMmjTmYj2deHZM1MGWAKabRoln+2oJLOmN/sd7y/3gM9O9B82OLFarVS369jT2MOK3dVsLpNt2p5fU8SHWyu4/cQYTkvy5/mzU/kivZqX/yhmRW4Dpc09PHdWCkEeTjx0WgLuTho+21HFc2uKMFut/QSinLVqnj8rlXt/yGZDSTN3fr+Hdy8aO8Aiyo6TVs3zZ6fy6K95rMxr4JHlebR0G7lk4r5FpwTHDuuLm/jUVnHy6Nykffpff7e7hmWZtUjAE/OTlLGj1Wrl5T9KlG3NTvTnwdMScNaq0ZssPPxLLqttOkALxgRzywnRSik3yC4hn+2o4u2NpRjMVrxdtNx+YgxzkgMGiK7Z0RnNrC5o5KOtFRQ3dfPs6iLWFTfz+NwkvFy0uDlq5ErN0UE8viKf9cXNPPRzDg5qlaJFdHy0D3edHMczvxfyxvpSxod7MbpP68coW7tmY5eB9Ko2pgxTieKiVSutn609xn4TFIKRIzLigsNGiIc8qK1tHzzT5KjpvakNZnm2re945uNt8gPQngHXGQf3PQXoMciffbqjkoKGLkUordiWjf94WwV6k4U1BY2KEJpd9TKvvotzxwSzPLuOuW9tIcbXlQtttikPfLeHbeWtBHs40thl4M7vs3jpj2JOS5bVz3/Pb6CxU8+lk8JQSfBbXgM/Z9Xh7eKgZLff21yO1Wrl+uMj8XHRUtDQxX17+Z/bcdKqibENRHZVDZ05FwiOJvbUtOPlrMG7j8/wkYKvixZXBzW59UKwTTAy7FVNU6L3LxsOsMqWwRrKQWN7eavi+HHnzFhGBfcOokuaurnp69206Uxyv/VFY/oF4VarlT8Km1j40Q7u/ymHzJoOtGqJOckBvLdwLJ9eOp6F40P3mSGUJIkwL2cWTY3kxXNHseL647j3lDhCPJ1o6jLw0C+5PLYiH4PZysLxobxxfhrezlrybKXqGVVtSJLE7SfGcOVUWSDqxbXFime6HQeNiqfPSGZMiAedejN3freHlu6hrQQdNCqemJ/ExRNkC6qX/ijm40GyfoJjk9ZuI4+vyAdkQeB9+WVn1bTzzO+FANwwPYrjbKXaVquV51YXKUH4TdOjeGJ+Es5aNZ16E7d+k8nqgka0aonH5ibyf7PilSC8rcfI5zurOO/9bby2rgSD2cq0aG9W3HEC81MDqWnXsSyzhjc3lPLmhlKW7qomo6oNk9mCk1bNvJRAPls8gXtOjsNRo2JzaQtXfJ5OZWtv6buPiwPPn53K6amBmK3w0C85/by+zx8bwtzkAKzAE7/l97NAU0mS0taxtax12PMjSZKinN4oLD4PGJERFxw27Mqu9R1DBeK980Q9RjPOWjX59b2iSWUtchBtL8nr2wsOIEng7KCmpcdIt9E8bCm32QoP/pzD2sImFowJ5qy0oH6f3/X9HjaWyH2iv+U18MHCMfyaW09bj4mGTgMXjQvhi/TeQURmTTujgt3ZU9PBf38v5PF5SSwcH8anOyp59Nc8JAkunxLBhpJmfs2p58RYX2Yl+vPyuaO45osMtpa38sGWcq4+bqBQz7RoHwoauvizqEkpIxIIjmYya9qJ2ssu6UhBkmQl95xaIdgmGBkFDfKgd1To/omGNXcbyLQF8TMHCRIauww88HMOZivMTwngvDG9eiLFTV3cuDST5m4jCf6uvLpgFB5OvRNbbT1GnlxZoGTpPJw0XDBWFlrrG3hbrVZq2vXk1nVQ2NhFaXMPNe062nqMGM1WnLQq/FwdiPZ14biEAFJ8nfF1ceD8sSGcnRbER1sreHdTGT9n1VHTpuP5s1MZH+bFR4vGcff3WeQ3dHHj0t08MieR2UkBXD8tEqvVygdbKnjm90J8XB36BUhOWjXPnZ3KFZ+lU9mq418/5/LagrR+/fB9UdkCfHdHDf/bWMar60rwctFy5qigQdcXHDs8t6aQ5m4jMb4u+xRna+sxct+PshvBSX18tgHe31LOV7uqkYAHZydwpm282Nhl4NZvMilo6MLVQc1zZ6UyMcILq9XK1rJWvs6oZkNJszJW9XV14OYZUZyeGkhdu54nf8xiY+ngeiQeThrmpQRy2aQw/NwcuWBcCOPDPLnre1nY8JovMnjz/NFE2arKVJLEA7MTqO3Qs728lft/zOHjReOVcfXdJ8eysaSZkqZuVubVMze5d+JvUrgXP2fVsbOydZ/n1N/NgdoOPQ2ideuAERlxwWHD31bm2TDETJpaJeFmKzu3K6Bfd3xvYGpf1vs+3jvQlpTy9h6jGfMw5YEVLT2sLZTFdb7JqGHxJ+n9PrcH4Xbe21LBV5dPYJbt4WUwW0jw7y2Z+yW7nuOivFFJsLawiflvb+H01EDOHS0PnP63oZR4f1cusz3c391chtFsISnQnfttfegfba1AZxwo3DHD1nO4Mq9hyP52geBowWyxklXTQfQRWJZuJ9zLmbx6EYgLRkZVm5ydihnGdmwwtpW1YgVFGbkvVquV//yWT3O3kTg/V/5vVrwycVXQ0Mn1X8p9qvH+rrx+3uh+QXhpUzeLP01ndUEjapXEZZPDWXb1ZK47PgpfV7nf+8+iJh5dnsu8/23hrHe3ct+PObyzqZyVeQ3sqemgolVHbYee0uYetle0sXRXDXd+lcHcNzdz89e72VDcjEYlcfVxkby8IA1XBzU7K9u46etM2nqMBHs48e7CsZwY64vBbOXBn3P5NqMaSZK44fgoFowJxgo8/EvuALtAL2ctz5+dirNWxfbyVt7fXD7seZQk+Tjs79enVhaId+UxzobiZlbkNqCS4OE5icMK9VqtVp74LZ+6Dj3hXk48MidRudf+KGzkrQ1lANxzSpwShFe29nD157soaOjCx0XL/y4Yw8QIL/LqOrnq8wxu/iaTtYVNGM1W4v1due+UOL67ahIzYnz576pCznhtPRtLW5CAcaEenDdGFmSbHuODp5OGdp2JL3ZWcc572xT9gzh/V95bOJZYPxcauwxc82UGWX2EFjUqiSfmJeHjoqW4qVuxRARZvM3eCvLFzv6VKGNC5Sqb3LrOQcegfbE/p+pERvyAEYG44LARZCtNr7FZiQ1GsK0HusTmJzo/JZBPFo0H5OyB2WJVAuzebJpNpM1qVUrTuw1m9p5AD+zT7zmY5/je/N+sOD6/bAJatcT64mZ+3FPPpbaM9cq8Rl46N43VN00j3Es+5nc2lXOFzZexXWfix6xa7jgpBj9XB6rb9by+roRLJoTh6aShqLGbdzbJD/e5yQH4uzmgM1nIrBlYfp4a7IGrTcju6i8y2CYUnQVHMSVN3ehMFqJ9jtxAPMLbmdoO/aD+qwJBXwwmC83d8nUSOoTi+VDssGWgJg3iO/5nUTPri5vRqiWemJ+kOI2Ut/Rw49JMWnqMJAe68eb5o/Fy6Q3CM6rauOqLXVS36Qj1dOKDi8dy84xo3Bw1WKxWfthTyznvbuWu77P4Obuexi4DGpVEUoAbZ44K5NYTovnvGcm8c+EYPrxkHG9dMJrH5iayaGIYaaGeWJFFRm//bg83LN1NRUsPUyK9efOCXk/w67/aTWOnHmetmv+emcJ5tqD7qVWFfL+7BkmSuPvkOKZFe6M3WbhnWTat3f3vtRhfV2WS+r3NZf0CjqG4cXoUsxL8MFms/OunHHH/HqPojGae+b0AgIXjwwbVJOrLL9n1rC1sQqOSePL0ZEWvp7Zdx2O/9pa2n2+zvS1t6uaaLzKost1j7y0cS0KAK5/vrOKyz9LJrGnHSaPiwnEhfL54Ap8tnsDpqYF8t7uGBe9v4+uMGqxWmJ3kz7dXTeLti8Zy36x47j0ljhfPGcWKG47jpXNHMSrYHZ3JwiPL8/hgizwZ5efmyFvnjyE50I3WHiPXfZmhtLeAnHV/cHYCILsx5PSZ5DpndBAalUR2bQeFDb2l66GeTsoE3b6sOwPc7S2mQ4/jBcMjAnHBYSPUUx6kVLT2YBmibNwuImGfzZYkiVhb5tlihTadEZOtf1yrliNtje3fJosVV0e7z6FpgADGYArNPi5aVt14HBE2gSatWmJWgj9PnZ7MgjEhxPm5cu/JcYA8GBgf7kWMrwsdehP/21iKu5OG/56Zgp+t1K+l28jj85IA2FnRhpNWzcNz5Ifit7tr0Jss3DdLHlx8m1GDyWxBkiTG2UoaB1NQ16ikfnYvOyrETL/g6CW7TlZptt9zRyIRimCbyIoLhqfZ1sOsVkn9AuKRsKtSft6P38sH22q18q5tonbh+DBFsKzLYOKO7/bQagvCXz9vNJ59dBaW59Rx49LdtOtMjAp258OLxykWgY2dem5cupvHV+RT26HHy1mr9HOvuXkaSy4dz0OnJXLppHBOTvBnbJgnqUHuTAj3Yl5KILefFMOPt0xn2dWTuHhCKI4aFTsq2li0ZCer8xtIDnTnrQvH4OfqQGFjF1d8tov8+k7UKol7T4lTFOGfWlXA+uImW/YumXAvJ2o79Dz0S+4AnZS5yYHMTvTHbJWz3IPpqPRFJUk8eFoCkd7O1HcaeGplgXAbOQb5YGsF1e16gtwduXbawHa/vjR1GXhhbREA106LVOy/rFYrT64soENvIjXInVtPkEvbq9p6uPHr3TTaVNPfvWgMIZ5OPL+miBfWFGG2yL7j3141ibtPjiPY05El2yo4+71tvLi2mDadiRhfFz6/ZipPnp48qF2hWiVxfLQP7140liunyFUeb6wv5at02W3Ay0XLG+ePViay7v8ph/c2lynX+oxYX2Yn+mOxwvOri5TlfbWKVub3Bu+SJDHWlhXfXtE67PmyJ8uq20QgfqCIQFxw2Aj3csJJo6LHaKFkCAsz+8xlfp/ZOk2fkvX2HpPSb6NVyZezo7pXbd3DFojbrc36Euo5UHE82MMJT2ct/7tgNNNjfPBy1jIl0otZib2e3alB7gR7ONJjtLC+sFGZpV+WWctVn+/ilT9LuHtmLADbyluYaMtu5NZ3Uteh57goH8aGemA0W3l9fQkzYn3xdtbSpjOxw2bRkhos/+63NpTxxIr8AYOHu2bGcqdtH7l1svK6QHA0klPbQZCHo5LhOxLxd3PASaMibx/ZAYGgUy+Xcno4avZL86BTb1Iqv/qqGAPk1HWSW9+Jo0bFpX1UwN/eWKZYmL14zijcbXZCepOFp1cV8PAveRjMVk6M9eWNPpnywgbZMmlHRRvOWhW3niBbH905M5ZJEd77dS+Gejlzx0mxfHX5RMaFedJtNHPfjzl8tLWCWF8X3l04hkhbRclVn+/it9x6JEnithOjOXOUbGH2wE+5lDR14+6k4ZkzU3HSqNhc1sLbG0sH7O+uk2Nxd9SQV9/Jj3tq93l8rg4anpifhFolsbqgsZ+dk+CfT1VbD59skwX77pgZq9jiDsVLfxTTrjORGODGpZN6+8JX5jWwqbQFB7XEo3MS0apVdBvM3PldFg2dchD+1vlj8HV14PnVRXyZLveQ335iDP89Ixl3Rw0fbCnnrHe28sqfJTR1GQhyd+SBU+P57LIJHBfrS32HntX5DXyVXsWyzBr21LT3m2xSqyRumB6tTCY8t7pIuZ7dHDU8f/YoRajwrQ1lSpUlwK0nxuCoUZFR3c6Wst4qypMTZD2GP22tmXbsaukbipuHPV/2cbQIxA8cEYgLDhsatYp4W3Z7qEDcXr7etFf/ib3/rV1vUh5U9ky4k60vvNtoxts28GjpHliS1tg1sKclMUC2svBzc8RJo6ah08B/+syi76hoZdEnO+mwBfZ/FjSQHOjGPJto2u7qdjaXtigq7xWtOjR9Zhc/3S6rbC6aKD/gf8mu5+0NpYq1xB+2h2FSH9uaZXtqqR6k7CfGVsq7oaSZ8z/YLgYYgqOS7NoOIr2P3LJ0kDNr4d7O+yzTEwh0JjkQt+uTjJRc27UV7OHYz44MUFw+ZsT4KsF0fYeeL20Cof86NV4RXKtt13H157sU148rp0bw3z7ex9m1HVz3VQb1nQaifJz55NIJXDopXOmZNZot5NR18GtOPZ9sr+S1dSU8uTKf//sxm5u/3s21X2Zw6zeZ/Oe3fL7cVq68R0M8nXjj/NFcNF4OBF5bV8Lza4oI9pBLdadEeqEzWXjg51xeXFuExQr3z4pnQrgcvN/7QxbdBjNx/q48YCulfX9LhfLb7fi4OHCVTWn9nU1lisvJcCQFuiuZxOdWF9EmStSPGd7ZVI7BbGVihBczbeOsodhZ2cqvOfVIwP2nxitWuF0GEy+uLQbgiikRiiDai2uLKG7qxs/VgVfOTcPLRcuSbZWKkNvDcxK4ZGIYW8taufDD7byxvpQ2nYkIb2ceOi2Bb6+axElxfny5s4ozXl3PvP9t4b4fc3h2dRFP/FbAFZ/tYt7/NvPmhtJ+bRVXT41QNBUe+jlH6RnXqCTuOCmWO06KUX77H4Xy/RPo7sgCm7jjp9urlG1Ni/ZBJUFhYxd1fYSTZ8TK5yqrtoPGYYTY7Pae5S1DV7YKhkcE4oLDit36oE03+Iuxb8Ddb7mS6TbaW8KVh4C9f7rHYFYGJ/bBgqZPo7hdnM3bWcu10yKZGuWtzCYC6E29IhV2q7BX/yzBYoVOg/zZ51srmPnaRjaVtuDl3GtC8NIfxYqt2nkfbOOMVLmU/IudVeTVdXJinK9S2rQyr4ETbA+933Lr6TKYSAl07yfWk1UzsB8u0qd/CdODP+cMWEcgOJIxmi0UNHYNuJaPRMK8nISFmWCfHOhY1N72YC+F7Yu9PPT4mF5P3x/21GK2WBkX5sk0W3lpfYeea7/MILe+Ey9nLa8sGMUNx0cpCuO7q9uVUvW0YHfeWzhWabsoaOjkkeW5zHp9E4s/SeehX3J5+Y9iPtpawXe7a/k9v5EtZa2kV7axqbSF73bXct83mcx7azP3/pBNTl0HGpXEXTN7A4Ev06u5/8ccHDUqXj43TRFP+2xHFXcvy8JksfLk6ckEuDlQ2tzD06vkSe85yQFKQP/o8rx+1ksA540NIcDNgfpOA8sy950VBzmAivZ1oaXHyGs2+zfBP5vadh2/2oLUm6dHDVuhYrZYeX61XJJ+9uigfn3kb28so7HLQJiXk5Il31nZyve2a++J+UkEuDuyrbxFubbumBnL/JRA3tlYxs3fZFLdrifQ3ZHH5iby1eUTmRDuyTO/FzL/7c28uLaYzKo2VJKcDDolwY+pUd64O2po7jby/uZyzn53K1+lV2OxWpEkiXtOjmNeSgBmKzyyPI8X1xZhtCWALp4Qpoxln1xZQJdBHj/be9q3lLUoKudezlpSbL91Sx/Fdj9XB0bZKjPXDZMVD/NyxkEtoTNZqGoVWfEDQQTigsOKPXs91Ky2Paju2isQt2cFmruN/QTZAGXmv9s4MBAP9uivRAugUklcc1wkry5I6+e5WtWn1OajrRVUtfUMKhBjNFtp6TFyaqI/pyX5K8els/2mNp2JnVVtzE70x4qcKXhrQynH22Yiazv0xPu7EuHtTJvOxI976nDSqvn2ykmcbVPkHCwTt7eqrsXaq9YrEBwNFDd1YzRblVn1I5kIb2cqW3V0jkDYUXDs4mx/Z+1DbXhv7CJKiQH9ldb1JouSLR/Xp3f8zyJ5Ivl0m9+4xWrlvh+zqWnXE+HtzMeLxim+xyAPsm/+ejddBjPjQj149bw0PJy0GEwWXlpbzCUf7+SX7Hq6jWY8nDSMC/XgtCR/LhwXwrXTIrnn5Fgem5vIU6cn89BpCVw+OZwxYZ5YrHLG3h68N3YZuHhCGP+Zn4TGVg5+49JM2nRGbp4RzVOnJ+OoUbG+uJlbv8nEWavmifnJqCVYnlPPj3vkwOm2E6KZaMuW37Msu99956hRcdlkOSv+0dbyEWXFtWoV/5rV20a2ZxAhVME/i68zajBbYWKEF6nBHsOu+3NWHfkNXbg5qrnh+ChleVZtB1/slDPIdu9ui9XKC2vkDPk5o4OYEO5Fu87II8vzsAJnjgrkonEhPL+miLdt5eELxgSz9IqJnBzvx5sbSjnv/e18n1mLwWwlKdCNx88exYobpvLJpeN5+owUXl2Qxm83TOXpM5JJ8Hely2Dm2dWF3PpNJk1dBtQqiUfmJLJ4ktyq8tmOKq75IkMRTbt5RjQR3s40dxv5zJYBD/NyJi3YAyu91ZcAk23tkzv2siubbnPo2VgydCCuUUnE+MrPrILGriHXEwyNCMQFhxXNEB7gduz9PDqTpV/Ziz0IrWnT4eMqB+WZ1e3UdeiV/ja9yYKPLWC3l6J1GQYOjgazZzBZrFS09ga1G0qauWdZdr913BzUjA7zVLINv+U2cEKMT7917A+yVXkNnGMrC9pc1sJ7m8v538YyomyBf2FjFxeOk2cr7WVGDhoVabaXR/YgEwCDze7+ntc4YJlAcKSSX9+JBIQNotdwpBHhZc8cisGGYGjsbhxtPSY6hqj0Ggz7JO+ooP4BQ159JyaLFR8XLSE2YaROvUnJoB8XLWfJV+bKNmOuDmpeXZCmiCgBrMip57bv9tBjtDA5wstmL6ahpdvADUt38+mOSqzAKQl+vLdwLKtuPI63LxrLE/OTufvkOK45LpILxoUyLyWQWYn+nDkqiJtPiGbZzdP58vIJzE0OQAJ+zanngg+280t2Hacm+vPaeWm4O2rIrGnnsk/Sya/vZFaiP6+fl4abo5r0qnbuWZZFWrA719mCn2dWF1LY2IVGrVKy5eUtPQOE1s5OC1Ky4t/urhnROR4b5sn81ECswDO/F4pS2n8wZouV5bax1Pm2sddQ9BjNvGmz9rpqaqTSGqIzmnlseR4WK5yW5K9UnvySXUdefSeuDr1B+8t/FNPQaSDC25l7To7j0x1VSp/4/afG83+z4ilv7uGSJTv5aGsFJouVyRFevHPhGJYsGselffZrR6NWcUqCPx8vGs89J8fiqFGxpayVRUt2srOyFZUkccsJMTx3Vgrujhqyaju46vNdVLT0oFWruM7WS/7VrmolW24fk24tb1X2M9Y2wZe5lzjwpAj52bKrqn1YkcM4W4tpYYNo3ToQRCAuOKxobUGs/SGxN06aXmGNvrPekbYMWmlzD1MjvfF21lLdrufpVQU4aHqz7K4OdtV084Bt2OkbiJvMFjKq2ihp6sJotuKkUSnCGPYB+OJJYahVEp0GM29cMp6Nt0/H382BNp2Jmo7+feeNXfKDWW+yUNOm65eRX13QSIyt1+iplQXE+rmiluTsd5lNtGdUiFwatLu6nfqOgX06z56ZwtQob86zvWiEqrPgaKKgoYsAN4cjWqjNTpCHE1q1RK64xwTD4O6kUZ7zO/sMdoejtcdIpa2sMznIrd9ndseQtGAPZfI1p64Di1Wu8PK3Bf72YPSSCWGE9JnY+nZ3DQ/aFMhPTfTnxXNG4axVU9uu45ovMthd3Y6bo5rnz07l6TNSGB3i0W+S12S20NhloKZdR2OXQXEpsRPr58q/5yXx4SXjSApwo0Nv4pHleTz4cy6JAW68f/FYxf7vqs938UdhI2NCPXnl3DSctXJg8czqQi6bHM7USFn1+b4f5Ay4t4sDT52RglqC3/IalGw5yBPVV9nsQ9/bVDbivu9bZkTj6qAmp66Tn7Pq9v0FwVHJ9opW6jsNuDtqOD5m+N7wL3ZW0dhlIMTTiQts5dsAb24opaS5G19XB+62ueW09Rh5bV0pAFdNjcDbxYGMqjZ+sF2bD5+WQFFTN6/9KWfM75gZy7mjg/k1p54rP0+nvKWHADcHnjsrhdfOS2N0qAd59V0s21XFtxk1/JpTz+7qdqXCE2SRtgvGhfLJovFE+8qe4Td+tZsPtpRjsVo5Mc6PTy4dT7SPC/WdBu78fg86o5mTE/zxc3WgtceoiK5NCJeD7oyqNiW4tjspVLTqlDJ2kMvkVZL8fGoaRFPJTpzNxaGwUYgGHwgiEBccVvoKxAyGUx/Bm74Bc7gtO1XdrsPbxYEHZsslZ0WNXUpvtt5kVoJyg8mC1WqlZ5Dst9nau/83N5Ry9RcZvG7r84n1cx1gJTM+zEsJoLOr21H3sRP7bq+Z+YKGLubYytU/3FrBzTOi+/Wp27Pp9Z0GXltXwlRbKeEPNjXYKB8Xon1cMFmsXPdVxoDS+JPi/Xh1QRpTo+SZyz+KmrhnWVY/T0iB4Eglv6GTkP30Wj5cqFUSoZ5O5NaJPnHB8Ey2ZZJ+HYGqN/ROoIZ5OSm6KHbs/eF9y9Kza+X17b2dXQYTu2wB++mjApX11hQ08vRK2T/5wnEhPDE/CQeNitp2Hdd9tZsym+L6BwvHKTolFquVLWUt/Oe3fM57fxvHv7yeuW9t5sx3tjL3rc1Mf3k953+wjSdW5PN7Tp0SmKcEufPBJePknnRb4Hz5p+lYrfDBxWOZHCGLtd2zLJuvd1WTFuLBk6cnIwHf7a7l56w6Hp+XpGTAH/s1D6vVyugQD663ZR2fX1PUr/3qzFFBxPi60KYz8b+NvQrRw+Hr6sCVU+Sy9rc2lA5aESc4+vk1px6AUxP9lXHmYLTrjHxsU1W/blqkMmbMqGrj8x1ySfeDs+PxctZitVr57++FNHUZiPR25qLxoXJv+Rq5t/zMUYGkBrnz+Io8zFaYleDPReNC+Cq9iod+ycVgtjI9xofPFk9gYoQX72wqY+5bm1m0ZCe3fbGLJ1cW8NAvuVz1+S5mvraBxZ/s5PV1JYpbR5SvCx9dMo65yXJv+BvrS7ntmz20dhsJ8XTizQtG42/TW/hgawUalcRs2/jzd5voYVKgO2qVRHO3kdqO3j5xb5vtYWWfPm9HjYogW2VNxTD933Yr4NIhRJcFwyMCccFhxZ4JG6xkHGS1YvtDtLtvIG7PiDd1Y7FaFV/Vlm6jss1ugwVVHyE3k8XKULaj9tnHj7fJquYbSmTRipQgd2W2z06sn4uyrMA2gDo7LQiV1L+vHOTyqEAPR7yctZS39GCyWNl4+3Tmp8qDpRW5vUrne2o6OMO2fFlmLSaLFZUk8fKCUYR4OFLZquP6L3t7gPpi92TXmyysLWzivh+zB6wjEBxJWK1WCuq7joqydDvhXs5Kv65AMBT2we+PGdX9MkxDUWwbwO79rjGYLOyskAPsyZFeynJ7f7NdUKqgvguLFQLcHJSS9NZuI//5LR8rcn/qXTNjUUkSjV1yOXp1m44wLyfevWiMogK9vriJiz7awc1fZ/J9Zi1lLT1YrLIeqqNGhYQ8cV3a3MP3mbVc9dF25r+9lbc3ltLSbUCjkrhyagRvXzSWADcHylp6uOKzdPbUdPDygjTOHS0rPf/390K+3FnF9Bhfrjtezmo/83sh7XoTz5yZglYtsbawiQ+3ygHSpZPCGRfqQbfR3M/OU6OSuPtk2cbz613VA0prh+LC8aEEuTvuV1m74Oihy2Bidb4ceM61OdoMxZc7q+nUm4nzc2WObV2zRQ64rcAZqYFMt2XUv0ivZmVeA2oJHp0rW5h9n1lDTp1cpn7j9Gi+2lVNUWM3Xs5a7psVx8q8Bp61icBdPCGU589OJbe+k/Pe3847m8pp7jbi6qBmcrQPJ8T6Mj7MEz9XByxWuTryw60VLPpkJ5d/ms6m0mactWoem5vIQ7MTcLTZ/F32WToVLT34ujpwl83W9sudVXQZTJwUJ9uTbSppxmyx4qhREWu73/vacfq5yWXxe2e+g2xtoINVZNqxu55UtvX0s1sTjAwRiAsOK54239Mf9tTywxDqp3uLsYFcmu6oUdFtNFPa3K3YlOlMFiUj3qYz0reL2jTMA0I3hNjLhHBPPJ21eDj1KqIHuDsSbXuQFdZ3klffSbfBzF0z45R1Lp4QymKbuubr60o5Z7ScMf/MNsPat2cpwK23LyjW3xUPJw1tOhNZtsFWsIcTHy0aT4S3MzqThT+LBgpn7C3cVt7Sg2EEAjYCweGivtNAu95EmNfRE4hHeDtT2twtsmiCYZkY4UWEtzOdehPLs+v3uX6VTY8kYi/Rwj217ehsWif2IN1qtbLbFnDa/cbLWuRAPqZPIP9lehVtOhNxfq7cPTMWSZLQGc3c+d0eKlt1hHg48ub5ownycKLLYOLBn3O447ssSpq6cXVQs2BMMC+cncrP105h850zWH/bdDbdMYOfrp3C82encuG4EPzcHGnqMvDOpnLOeGcrL6wporHLwOgQD5ZcOp5xYZ50GeR9/pJdx//NilOU059bU8Tv+Q1cPjmCieGe6EwWHl2eR1Kgu1IG/NaGUnZUtKJWSTw8JxEnjYrtFW1KxRjIfazzUwKwAo//lj+i956jRqVYoH26vXLIijzB0cn3u2vpNpqJ9HZmTOjQIm09RjNfpstjsiumhKOytWT8mlNPQUMXHk4abj1BdgDYWtbCy2vlgPrWE2MYFexBTbuOV/+Uqyft7gTvbiqX/54eRUu3kcdX5AOwcHwot58Yw5fp1dzydSaNXQbCvZz4z/wkfr/pOL667jheOCeV/104huXXT+Wna6fw2NxETknwQ6uWyKrt4NZv9nD/j9l06E2cmRbEh5eMI9TTieo2Hbd+m0lrt5GZ8X5EeDvTZTCzpqCRtBAPXB3UtOl6dSXibTa9hX3E1Zz7aCv1xe5s1DxM60eguyNqlYTRbB3UFlgwPCIQFxxW7AFkj9HC47/lU94yUPXb3RYEd/RRTdWoVYq1wo6KNlwdNIrCuoNNAK6qj9ialcFtZeyl4QaTRenFA5RMul1FfWK4V5/PJGX5d+lVXPLxTq76fBdzkv1ZaLNcaew0cHpqING+LjR3G9GqVDhpVOTVd7I8p57UYA/euXCMcgxRNvumug69omDZV0zDy1nL6bZsub1UsS9ujgN7bIfyZhcIjgTsgwB7NcfRQIS3Mxar3AIjEAyFSpIUz96+fc1DYR+8Brj1n1DNsNlmjg/zVPq2y1t6aO424qCWlN7O2nY5WxXSR6Btua0094op4Yoo6otri8mpk63NXjtPDsLrO/Rc/XkGK3IbUEmwaGIYP107hf+bFc+MWF8C3B2VAEWtkgh0d+SEWF/uOSWOTfefzJOnJ5Ec6IbeZOHznVWc866cIXfRqnn9vDTm2yyWHl+Rz1fp1dw0PUrpw310eR5lLd08MicRVwc1mTXtLN1Vzbmjg5mfGojFZs3UqTcR5uWsCLq9+mcJrd29gcHtJ8Xi46KlpKmbD7aUj+j/0byUQHxdZbG3vgrSgqMbndHMku1yZeOiiWHDWpb9lltPm85EqKcTpyTIVSwWq5UPt8rX0OJJ4Xi5aGns1PPAz7mYrTA/JYCF40MxmS08/EsuXQYzacEenDc2hHc2ltGhNxHv78rpKYE89mseOpOFSRFe3HZiDB9treCFNUVYgbNGBfHZ4gnMTgpAo1ZhNFv6ZZMD3R2ZlxLI02ek8NO1U1g4PhS1BKvyG7ns03TKmruJ83Pl3YVjlYrJV/4sRiVJShXA6vxGNCqJCbbx63bbmDKqj/e3HXuiSq3qf77sSa7WYQJxtUrCy3nf6wkGRwTigsNKzF6leIOpg9uz5td9uZuCPqqMk2wBq91awS5Qo1VLOKglqtv1FNl6pU1mKw7q3gfMOaODcHNUK9lzk8XK0l3Vyuf256FdAfeek2OJ93flelsZXUwfmzOQS+uzazsUBdvf8hq44MPtispmelWbkgl4cmUB28tbCbIJ+jR0GhRxn5o2HeNtD82v0qv7lQPZsx85I1RQF1ZmgiOZ4sYuHNUqxfXgaCDE0wm1hBBsE+wTe5lrVm3HPgen7Tp5ktnDWdNvuX3Cp6+3eKatUio50F3pZ7UH8n42u86GTj1VbTrUEkpZbVZNu1KG/cT8JMK9nWntNnLj0t0UNnbh6+rA2xeO4bYTY3BzlI/DarWyo6KVZ34v5NovdnHJxzu4+evdvLG+hPz6TrRqFbOTAvjoknG8umAUo4Ld0ZksvLOpnEuW7CSvvpNH5iRyyQTZYum5NUV8n1nLnTNjmWTrGX/w51x8XR24eUY0IGfBGzv13HtyHGFeTtR16BXNlovGhxLn50qbzsRbG0uVc+LlrFWy6B9sreiX6RsKB42Ks2z2oD8J0bZ/DEt3VdPUJY+p7C2AQ2H3oD93dLASgG4vb6W0uUepCgF4fk0xrT1G4v1d+b9Z8UiSxKvrSthV1Y6rg5p/z0ukqLGLrzPkMeQdJ8XwU3YdWbWyi8GjcxJZkVvP6+tLAbj++EgemB1Pl8HMi2uLOOPtLcQ/sJxpL67jwg+38/Ifxf0me31cHLhzZiwfXDKOYFvQfePS3dS06/BzdeA/pycD8HN2HbXtOmbY7vkdFW2YLFZFoC3dlmyyj5Wr+7RS2u0B907q2KtB9yWG6NRHJFmwf4hAXHBYifZx6VeON9gL1O4FDrJFmJ1T4uUZzE0lzdS264i2Bcc17Xrm2bxVf8iSH7TdRjMatUoJxi+fHMHvN03rN/tX3da/B8ZRo1IeSn5ujny2eAJXTZUD8UgfZ84fG8zCyRFKn152bSeTIryV7Dag7C+9so3zxoQwI8YHvcnC7d/tUQZPJotVUb6taNUpojytPUYu/WSnUgYbb7OIqO3Qj6jvsKFTlAgJjlyKm7oJ9uzNth0NaNUqQjydRJ+4YJ/4ujoQYXsn7auCwj547esSAr3P8L5uG8U2ZeKkwF51dXug72XLXpXaXDdCvZwVC9APtsj91vNTA5kS6Y3VauXRX/N6BdsuHsuY0F5BuNKmbm5Yupvrv9rN0l3VpFe1k9/QxZayVj7YUsHFH+/kknc3k1ndjiRJTI3y4f2FY3nq9GT8bYJr13yRwY976rjtxGjF7/jpVQVsKm3m3/OS8HLWUtDQxZJtlZw7JpjUIHe6DGZeW1+Ki4OaB2cnAPBNRg0FDZ1oVBL3nCL3wH63u6bfeZ2V4McJsb5yf++qghFZk81NkidLtpS1jOidKjiy6TaY+cimK3DNcZFo1UOHOOUtPWTWdKCWYF6fgN3e9jAnOQA3Rw1ZNe2syperRR6Zk4iTVs3v+Q1Km+HDcxIJ8XSy2eHJFoCpQR78z2aHdu20SDr0Jp60iSZeNjmcq6ZGsrWslQs+3M5nO6qosVW0mK3ye/GT7ZVc9NEO7vxuT7/kVHKgOx9eMo5oX1kd/aGfc7FYrYwK9mBcmCcWK6zMayDO3xVXBzXdRjPFjV3KfZ1ZLduQ2StRG/qUkSvPEOf+E+P2QLxTP/z9Yb/bjp63+ZGDCMQFhxW1SuLTS8dz4/QoQM6S7c3CCaHKf9sHGCArSE4I98RshS92VpNo63vJqetQ+rN3VsrZA73JQluPET9bwPtNRk2/AEACDHv1iXk5a4csa5IkiftmxfPUuWmcmihPCOTWywOFN88frcxA1rbrifGVVc9X5Tfw5OnJikXLu5vKlWy/3e+8uKmLOD9X7jhJ7ktq7jbyZ5FcNufh1KtsabeiGI7henoEgsNNUWOXosh6NBHm5SxsAgUjIsiWeRrO+gdQgsa9J6WMZnl534DCPoHbVxfEPkj2sGWym7rkZ79df6RDZ2K9rXLs0olyQLy6oJENJc04qCVeOndUP9/xnZWtLP50Jzsq2nBQS5w1Kogn5iXx8rmj+Nep8Zwc74dagg2FTVzx2S4e+zWP1m4jkiQxK9GfLy+byMx4P0wWK4//ls+SbZXcPCOas0YFYbHCgz/n0qU3cedM+T33/pZyatv13GMTXvslS/ZpnhDuxawEP6zAWxtkVfTxYV6cFOeLxQpv2jKMIL+T7zk5FieNil1V7Ypq9nBE+boQ5uWEyWJlR0XbPtcXHNl8n1lDm85EuJcTc1OGz4avyJWvj0mR3kolSY/RrLQp2FsBP98pB9xzkwNIDHCjoVPPE7/Jfd+LJ4Vxcrwf3++uIaO6HWetittPjOGLnVU0dxsJ93LivDHBPPFbPnqThalR3tw4PYrNpc3c9t0e2nUmEgPceOGcVHY+dCo/XzeFJ09P5qQ4XyRgXXEzl32azjO/FyoJGR8XB14+dxQuWjUZ1e2stCWnTrS5HmRUyU4+9om6vPpOEvxd0aol2nQmqtp0St+3vb3DZLEqVTneewXidvFjnXH4TLfdPUGrFqH4/iICccFhx0mrVsquB8uIjw/z4s3zRwOQv9cA2N6T/Xt+Ayk2/9XM6nbCvZ0Jt4lABdgGLLPe2ESXbcDy8bYKMqralNk7s9XKXq0xuA/Sdz0YcbZM9ZqCRtIr2/Bzc+SKybIQzM7KNs62lb+9u7kcndHCXbbBxubSZjxsDz37BMHOijZ0RjMXTwhTStnf31KuDLTsNmkvri3uJ14H8PzZqQS4OTDRVrJfMUi/vUBwJGCxWilp6ibEw3HfKx9hhHk5U9jYNcBPWSDYG7teiXkf2Vl7AL53Fteue9I3G2Vfp281l911xGWv9e0l5ulVbZgtViK8nRWHkU9tfbSXTgrvp9Ze2drD7d/uocdoYXyYJ19fOYkHT0vgtOQApkX7cM7oYP57ZgrfXz2Z820l5z9l1XHBh9uVIMbdScN/z0jmyinyO+zVdSV8mV7N/82KUwTc7v8ph5Pj/JgY7oneZOHlP4pJDfbg1ER/rMBrtnL0646PQgL+LGpSJsBunB6NSpLtOnP62AkGeTgpImyvrysZkaii3Wpu2wg93wVHJlarlW8y5NaLSyaG9bOJHWxd+0TNaTaHA5ATHDqThRBPJ1KD3Okxmllru6bPt+kavLi2mE69mZQgd26YHk1Dp55X7IJt06NxcVCzZLvdDi2K1QVN7KnpwEWr5uHTEqht13P/TzmYLVZmJfjx/sKxnBDri4+rA4Hujpya6M+zZ6Xy1RUTlfaWpbuqufbLDDpswXKwhxOXTJTHvt/bMvj2ismS5v4ODCVN3WjVKqVitKixS8lydxvNmMwWOnW9zxf3vewT7XH1vp5h9qoeh2Gs4gSDI86Y4IggwV8Oomva9f1EWOzYs93V7fp+vSpTIr1x1Kio7dDjYCvrq+800NpjJM0W3Af2USVv05mYYrOBefmP4t7ZPpNFGTTZUatGdnv0LUW/9ssMKlt7GBPqgaNGRV2HnrQQDyK9nWnqMvCflflE+biQGuSO2dp7A765vhQfFy3dRjNbymTrNPsMZ1FjNwve30aP0cw1x0UQ5O5IY5eBzbb17JwQ68vP103l+mly+fyG4mah7iw4Iqlt16MzWQg+iqzL7ER4O2E0WyltFhNdguGxP38dhymRhd7B6979lcGe8kRVZR/hUXtw3d5n8GzPnNu3Y3cBsSshF9q0UuxtVI2dejJr5AD2vD4OHgDvbCqjx2hhTIgHL++VKe9/bE48e/4Y3r94LLF+LrT0GLl7WRbPrS7EZLYgSRI3TI/mWtv76IU1RWwoaebJ+b0l6e9tKeeumXGoJDlDn17Zxo3TZfXpzaUt7KhoJcrHRak6+9hWdhzt68JsW1n5+5v7i7MtnBCmWJP11X0ZCvvE9XYRiB/V5Nd3Ud7Sg6NGpQSwQ5FV20F5Sw9OGhUz4/2U5b/bLM9mJfghSRJby1rQ2wLzlCB3ihq7WJnXgAT869R4NCqJF9cW02UwkxrkzgVjQ/h4W6Vih3ZKoh/vbZYrOS6bHI6/myPP/F5Ip14WeHtsbtKQgWuUjwuPz0vitQVpeDlryanr5IGfcxTrvjnJcsZ+V6WcvLHfp3UdeqxWK2Fe8rjUbqlrFxiuaNXh6tirRdFpMKMz2Z5TGtWACQy7gNxwExvQK/amHeG4WdCLOGOCIwJ3Jw0xNkuwreUtg35u75M7692t5NpmwZ20akXRfEdFK6G2gX1+faeiKNuzV0nN1ChvnLUqMms6lIdah844QC1yOLuzvgS4Oype5wAP/5LHXd9nMSlCLk/fVNLCU2cko5JgbWETeXWdyovC3pfTZTDTYpuA2FrWCkBqsDvTY2Sxt+ZuI7ur2nHSqhVBuD1DeKamhXgQ4uFIt9HM6oLGEf0GgeBQYp+1H2qQfyRjH+CI8nTBvrA/392dNMOu56pYdPbvw4zzkyegs/toEth9ffsG50qWXOp1AYHewNwuyhTubb925cA8xtdFqcYCOVNob3u6eUa0MlE9HKNDPPj4kvGKINuX6dXc8u0eJSt/9dQIFoyR/cMfWZ5Hj9HC/bNkYbWPt1UiSSiiaS+uLSLE04lzbH+/tq4Eq9XKYlt12Kr8BkWE9MopEUjI79S+veKOGpUS/H+8rZKefUxGT7S1kRU2du2zhUBw5LKxVL5up0Z64+ow/P32s02c76R4P2VdvcmiCP+ebFNQ31Qqj0WnR/sgSRLf2cQOT4zzJTHAjfTKNlbmyf3j98+Kp7HLwBe2Uvbrj49iY0kLpc09uDtquGBcCFvLWthQ0oxGJfHInIQRZY+nRHnz2oI0HDUqNpW2KJMF4V5O+LhoMVmsFDV1K6KnepMFncnS6//dKfefK33hnXo0KknRL9IZzb2K6YO0YtrHz44jzHQLF/H9RwTigiMGe9C5foj+53DbALjLYOaL9N6Z7hPi5MzxhuJmJfjeU9OhZNH39jXs0Jm4dKL8YrdnIF5YU8zOyv49Yp26kfVYqySJf89NVP7OrGlna3krHrYSn42lzcT7u3GybeZ1eU49pyX5o1bJPTt27A+wbeWtWK1WVJLEi+eMYrYtG5Btm3wYFeTR7+/Bjsdewm7vgxIIjiRKm7plxXSXo0cx3Y6zVk2Am4MIxAX7pMk2CPZ2cRh2PXug3vd9ADDGVtWVWd2uDJajfeWS0+I+9pTSXuWjelvbhD0T39zdX1XdPjgP2asixWi2KscQ49ffGWQ4HDQqbj8phmfPTMFFq2Z7eSs3fZ1Ju07uG797ZizjQj3oMph56JdcTozz40SbsNoLa4q49rhIXLRqcuo6+TWnnquOi8RJo2JPTQerCxpJDHBjaqQ3Fit8sq3Sdh5cOMn2Tl2yraLf8cxNCSTMy4nWHqMSPA2Ft4sDybZ+2nVFwsbsaGW3LTExwVbhMBR6k4UVtr7q0/v0ke+oaKXbaCbAzYEU2/Vgb1eYHOmF2WJlZZ78vbPTgrFarbyxXi5JPystiMRAN15bV4LeZGFcqAcnxPrw2Q75WpVdejR8avv73NHBSoZ6JCQGurHIpu1gV2aXJIloW/KqrLkbF61a6c9u6zEqtmP2BI+9HN1e3t63esZedT6YJJJdxNDNcfjJDXvG3ChatvYbEYgLjhiOtwXiG0uaB1U8TQ7qtXDpa+s1yZYRz67rYHSIvM7bG0uVwcfe1jElzT2cnCC/wO3e5CXNAz23G7oMIy7tPjnBX+khsmPv18uu7aBTb1LK69YWNuLlrFXs1/rioJYoae5WHvjQ24NuH3j1FeGwDtG3c1Kc/Pt2VrSJXlbBEUdpczeBHkeXYnpfwrychYWZYFgMJosyCPZzHT4Qt09INe/VlhXn74qHk4Yug1mpAlN6QZu6lWe7va3KPgi2Z8TtIm+dth5y+2BaKWXfq2Tebv0J/UvfR8pJ8X7878LReDlrya7t4PZvs+ixOZb8e14Sbo5qsmo7WLqrmttPikGrltha3kphYxdX2PrJX1tXgquDWgk83lhfislsUTRTfsyqU97t9mW/5jZQ295rxaRRSVxqE2z9dHvlPt+Bdg/pH4WN2VGLvf0iOcBt2PX+LGqiQ28iyN2RSbY2Rei1wZ1my37Xd+gpb+lBJck6Rbl1HTR3G3F1UDM50ovd1e3sqmrHQS1x9dRIdla28mtOPRJwx8xYsms72FHRhlolcf7YEMpbethY0oKEbMO3v9i1hnZUtNFiu/7tFaBVbTokSVKSP209JmX8aa8IsT8LjHtlvy1WK/ZqcvMgVaCK/sQ+qmP6tnkK9g8RiAuOGEYHe+DqoKZNZ2JVn0DUzuWTwxVhjb7iNWFeTrg5qjGarUT7uqCWZBuIx1fkK17dfSlq7CLG14UQD0eGqj530qiwWOVeopGyd3avslVHsG0fn26v5KesOjQq+aFZ2tzDTFsmf1yoB3Ntper2jP4rf5Yog6pIWzmhvRQxyscFlQSdevOQpXQxfi64O2rQmSwUNQ6cZBAIDiclTd39VJ+PNsK8nChoGHoiTCCwV2Jp1ZLijjEU9vLwxs7+FppqlcR4m52lPTsX5OGIi1aNyWKl3PZOsIu6denlQfPegm5KqbptMO6klf+9d9m2JElKpm5flmtDkRTozpvnj8bDSUNmTbtisRTk4cQtNq/wdzaV4eWsZcEYefL67Y1lXDQ+lBBPJxo6DXy0tYJFk8LwdtZS3tLDD3tqmRDuSUqQO3qTha9tvd+pQe6yc4rFylfp/fvB56cE4uOipb7TwMr8geOJfuumBqJWSeyublcmPARHD3qThTpbciayj2bPYKywibTNSQ7oNxFsbwk8LlpOCNm1epIC3XF30rDVdv9NivBCq1Yp+gNzkwPxdXXgudVFAJw9OojkQHfe3iT3hs9J8ifIw4lvbJnsadE+SovI/hDk4aQIsO2qkrP/Qe69feHQm/Vu1/e2WtqDa/t4Umtf3sepwX4eBnub2Z8Rzg7DB+KOis6F0CXaX0QgLjhi0KhVnGfLKj/2a94A1W83R40yk9g3AJUkiRhbuV5bj4mvr5zE/7N33uFR1Wkbvs/09N57oQQIJPQqxS4iFmzo2lfXta/lW8ta165rXXXVtWHHBgqKKKJ0CBDSE9J778kk0873xynJpAGKS3Hu68qlyZyZOTOc8nvb84CUyVOqB/EB7uoMemWrmV6bg4n9PFMVov3cuHFeHLNipTnslenVhzQr3p/0yjYSZRG6N7eXs6m4WfUL/+/2MkbJmduSZjNz5LnvTouNIE8DdR29alu50j6ozPkZdJp+c4J9VYD+aARB/ewFDa7KnYuji5LmbvUYPhaJ9HWjs9euLoBcuBiIEogHeRiGtcFUUARFhzqeFA2U9CppdEojCGqwUSYLBvq6Sc9XLCuVapfNIS2+VY9feTcUi6KB3WIAY4MHz6UfKolBHvzr7PEYtAI/FzXx9g5JUG1pchhxAe6099j4dG81l0+PwqiT9Foyqtu5Zb5kZ/Z+WiUdPTaukhXQ/7u9HJtD5BLZyvTzfTVqYHHxZKlyviqr1qmDzajTcGGqtP0HaVUjJs0CPQycJHfJKX7rLo4datt7EAE3vWaQD3Z/Ontt6iz5qWP7BN0auyyUNHcjAFPkxNd2eT58plw1V86/KVG+dFv61NTPmRTGmuw69jdIauR/nRvHjrIWtpa0oNUIXD0zhi6Lja+zpG6LgZ2Th0KCPC6irI2DvaTzvkFO4HkaFM9vu9r1opOTb21mqXjlZdLhEEXM/SrdI+WTlRlxtwNUxJVrjis3fej8YQPxDz74gEWLFpGcnMz5559PRkbGiNt/++23nHbaaSQnJ7NkyRJ+/vlnp8dFUeSFF15g7ty5TJw4kSuuuILS0lKnbVpbW7n99tuZPHkyU6dO5Z577qGr69dlnY9Xrpsdw7hQLyx2kW9zB7eJKYv3xi6Lk8Ksolxe1tJNpK8b4+Q29gQ5+G7utvL+pan4u+txiFJbtxKY90cURS6fHsWpcoX6x4JGXvql+KD2PXbAzE+PzcFAS0V/dwMCsC6vgW2yh2ur2aoG6CVN3WoL0iubSyls6FKzns3dVvUzR8vvNZTdm4JiU1M6RNu9CxdHitZuK+09tiG7VY4VFGtERfTKhYuBtMtBrs8IgYFCiCxaWNM+OBCfECbdy3Jr+wJjRS9F6ZJSukuUZK3Slqq0lSrt5kplPFAO/Afqp4BUAYTBVqGHyqQIH/5+0igA3thaRm5dB1qNoLagf5peja+bXr3frdhVycLEAFIjJTuz17aWcc7EMAI8DNR3Wvg+r4FFowIJ8DDQ3G1V57nnxvsT5m2kvcfGT4XO4qTnTgrDqNOQX985SANmIFfI4m8b9jeOeF91cfShFCQifNxGTHptLWnGaheJ8XNTR/5AKpqAlEDycZME0JSK+Ow4f0RRJEt2GZgY7s2WkmZ6bQ6i/dwYHeTBm7Iy+lUzovE06vjXT1J1fNmkMKL83Pgyo5aOXhsxfm6q2O6vIdBDOs+VERZFe6JVDrLd9Mrct12d7Va6ZWrk0Y0QLyNtZitynI6fux7LCB7g7bJW0oHsfLvlJJjJZV92yPwhv7G1a9fy+OOPc8MNN/Dll18yduxYrr76apqahhbq2LNnD7fffjvLli3jq6++4sQTT+SGG26goKBA3eaNN95gxYoVPPjgg3z66ae4ublx9dVX09vbd2O94447KCws5O233+a1114jLS2N+++//3f/vMcSeq1GvTEPdeMM8DCowfRJ/96qWo4oC5MK+YKsBOYmvRYPg5ZWs5Wylh4mhMniNzUdaqDan1azDVEUWTQqkHMmSvuhtAEdiNH9Lux98+BNJIf1zbZrBGl+CKSsvuKfnl7VTrCnAYcotaf7u+tp6LRw8xeZeBq16sVUaZtTxERyRmidj/Zz/k5cuDgaUBJDx3JF3NdNj6dB6+o2cTEstoO0/YG+Wc/GIXRJEgI9EIAWs1XtBItUx5Wc73dKABk0oMKuzIYrmijKzHpzl2XQXKiSoC4f0JH2a1gyIZSTRgdhF+GJHwoRRZGTRwfh56anqcvC9tJmlk+JRCPA9rIWihq71ar4tzl11Lb3cGGqVEH8fF81Oq2GM+Qk+ffy+JpWI3CGLLr1fZ5zC7qvm54zx0uPKWrWw5EY6KFqx7yzo3zEbV0cXSjHfdwQxZX+bJHnwOfJ1rAKuytaAdQxkIzqNtp6bPiYdIwP86aytYf2Hht6rdRpqMyTz4sPYFNxMzXtvfKoRRirM2soburGx6Tj2tkxWO0OPpJF2v40LfI36aIYdM6dLsq6UHFb0MjXGocDmrvkYF1OBPb/jpQ1YbCnAb1WQ/cIc+D1HbLQo+fw92ub3aGO1QSNsJ2LoflDBuJvv/02F1xwAeeddx6JiYk89NBDmEwmPv/88yG3f++995g3bx7XXHMNCQkJ3HrrrYwbN473338fkKqo7733Htdffz0nnXQSY8eO5amnnqK+vp4ffvgBgKKiIjZt2sQ///lPJk2axNSpU7nvvvtYs2YNdXUugZD+KF6n+xu6BrWTCYKgqo/32By8K6ulKhViZfGgVKfLms1qwF3Q0KkGvvuq2kgO82LgJbGj10ZDpwVBEFgmz69VtR7cgsSk1/LXubHMjffn/lNHq61uU6N9uXORFHy3mq1SltTXRHO3Vb0or0yvVkXYSpu7ee/SyQA0dFqobO1hVqw0t6TMKSkV/+zaDieRmv4orfKNnb2sy61XbV9cuDiSlDZ3IwiDRzmOJQRBINLXjf0uwTYXw+AhV5A6eg8seuZj0uElB8sVA+43Jr2WCLkDo7hJWkxHy4nn8hYpqTVeTvZm17RjtTvU+58y5x0sL45rO/pU3DWylooi/KSgVNfrD9PYxR2LEnDTa8ip7WBzcTM6rYZTZK2XdXkNhPuY1Hv6R3sqGR8q2XY6RPhoTxVnTQhFI0jJ88pWMyfKSe7tpS2qCJuS+N5R1uKkHwOo7em/FDUNe69UuHK61Ar/Q36Da+zkGELR8hkzglCbQxTVdvM58hy4grKuUsZANhX1CbfpNAK5qlCiJ3qtRi0STY/xVa3QliaHotNqeEsebbhmVgzeJj3r8xuo77QQ4GHg9KQQfgtqwCwH4H1q50qALnt5awW1Ah7qbaTVbFXXxknBXhTKCWRlpLNlmO4dm91BmXyNiRlhrr2oqRu7CJ5Grdpt4+LgOaKBeFFR0bCPbdq06Xd5T4vFQnZ2NrNnz1b/ptFomD17Nnv37h3yOenp6cyaNcvpb3PnziU9PR2AyspKGhoanF7Ty8uLSZMmqa+5d+9evL29SU5OVreZPXs2Go3mgG3xAxGE4X8O9Pix8KPMv7X32OjotQ16/Ob58WqQW9TYhSD0taAXN3bhEEXVeqWwsUu1Jsmq6WCy7Bm6t7INHzc9qZGD58R/LmpCECDMR1qQtPXY6LXZD+r7vmpmNM+fOwE3g5YU+bVLm7uZKiukt/faMOg03Hmi5KOaU9eBt1FLY5dFXSylV7UT6m1UA/Oy1m5SIqUEQl5dJ4LQF4gXN3Wz5I2d7KlsHbRvikBQZk0H963N48oP0o/4v+1v/fktx/fh4Gj4HMf6T1mLmSAPg6rierjp//3+noT7mNjf0HXEv88j9aN8x4ey/W/hSH/eQ/1RqtyVrT3YHI4Rt9VoBPWeNdQxpSSTi5ukJJZS+ZOEOEUSgzwIcNdjtjrYXdHKmGBPtBqBhk4LVW1mouV7aon8fL1W6GdlZnF6L8X2qMfmwGIfeb8P5t8l0NOgar98vLcKQYCT5UB8c3ETdoeDi+XZ73V5DbT1WFku//5dbj2eRq16n95a0sy4UE98ZCX5/IZO+ftxJ8rXhNUuklbR6vT+8YHuTI70wSHCmpy6Efd1bKgnqZHe2EXpvY/F4264f6ej9dz7ra8vIrKnshWAlEjvYbcrbuqiuduKSadx2q6qzUx5ixmtRmBajC+CICVtQPILFwTIlfUSxod60txtobqtBwEYG+KhtrCfnhTMttJm6jp68XPTc+6kMAShz7P8/JQwjHrNb/oelA6YEC8jggBtatu4DkGArt6+dvQqeUwl3MfEXjlxEOfvjp+HXrV6GxfmiSD0Jd2CPY1O75dd14HVLuLjpiPC1zTsfmXXSq+XFOKFViMc8WPiaPo5GEaW8vydOffcc7nrrru45JJL1L9ZLBaeeOIJVq5cSWZm5mF/z5aWFux2OwEBzq0pAQEBFBcPPQvc2NhIYGDgoO0bG6V5pIaGBvVvw23T2NiIv79zFk6n0+Hj46M+/2AJCPD6TY8fCwR5GWno6KVb0JIQOPjz/Gv5ZCY++D0NnRYMniZS/T3xMuno6LFR0W1j1thQIIeSpm5uOnEUn+ytZkd5K48tm4iXUUdbj40P9tUyLSFgUAv8m9vLWT4njrgAT4w6Db02Bw6DgcBh2p6G+77HR/sDRdR1WokL9wUkD0d/f0/O9PfksfWF1Lb3kBrly96KVnzlOcEtJc3U9jqID/Ykr66TDjtMSwyCDUX8UtTEf9OquGlhotN7ZTV0c2pqlNPfwnucWxxbzFYCh/gujzWO5PF9ON/7eDhPfw3VHb1E+Lvj43PwPqq/Bm/v3/f1E8O8+Wl/I+7ebrgbjuit9IjxvzyGj7XzJSDAkwAPA01dFko6rcxOCBxx+2lxAeyraie3sZvLB1ynJ8X483NhE8WtPQQGejHDxx29VqDFbMWs0REd4M5pyWF8sKOcH4uaWTIthinRfuwsbWZffTczRgXDxmJy6joICPBEEARiAj2o77TQahed7gv+DhGNAA4RdO5GAr1NA3d1wOc88L/LtQtHsWJXJWnlrWjdjCxMjiBgdS5NXRaKO60smhjBuI0l5NS0s6m8jctnxRKxvpCqVjN5Lb0sGhfK7oo2shu6uCHImymx/mzIq6esw8qCZOn9FyWF8O62MjLqujh/VpzT+y+fFcuelfvYUNjE35dMGHFfl02LZm9lFr+UtHD7QX6+453f+zv4La+fUdlKm9mGh0HL/AnhwyZ4V+dJa/Fpcf6EhfQVYL4tlKrfU2L8iI3wo7ihk/IWM3qtwOIpUXiZ9OyXrWOnJQZRbZbWVQnBnrQ5pPVhsJeRGWND+PvnUsyyNDWCiFAfzBa7ur68aFYcgUOMQx7s92B3iGTJlf/po4MJDPSiYV8tAPHBngQGetEoz47HR/jyYXoNAMkx/uySOwHmjw0mIMCT3ZVS4LxgXJj0vF6pdX5UmLfTtSBtlzTOMW9UEMFB3sPuW1a99P3MHhV02NaYf6Tz7oiuHh5//HEeeughNm7cyOOPP05DQwO33347DoeDDz744Eju2lFNU1PHkMqEgiAdvMM9fiwR7i0F4vtKGgkzDX1hDfaURFx25teREuHD3Hh/vs2p5/WNhTy6eCwB7nqauq1orDaMOg3lzd08ujqby6dH8fKmEl75qZC/zotVX++ORQl8sU+a73n3lyIumSrZp9R29FJc3YK7ONDqZeTv2+CQtq9tM+Mw9yIgLW4KK5rx9zAwI8aXVZm1WGW7h/aOHhaOCuSn/Y288H2+OudXVNPOojhf1Zbt1Y1FbN3fwPzEAH6WlTuLa9tpbHSeF7eZBwvx1NW3q7YWxxq/9fg+HDeIw3FuHU/n6a8hv7aDpBBP2tp+HxFBQZCC8Pb27t/1+/U3aBCBnfl1qvbEH4Vfcwz/1vPvWDtfBAEWjAnm8z2VfL6znNE+I49iTAyRFunfZ9dy67xYp9nyePm5aSXN6nU+KcSLjOp2vkuv5NxJYZySGMAHO8r5JqOGv8yMYnaMLztLm/lydwUvL0vGoBWoa+9lV34d8YEeRPuY2AXsKmxkTqTz8evvbqCxy0JeWTPasKH/3Q7lGHBDmj0vbupm/b4qFo0OZHqML9/m1LM+o5rRPkbOSAoip6adL3dXsmRMIDNjfPm81cxP2TXqTO/eshYaGzuI9ZW7x0qbWDxaeiw5WPr+Nhc0DLoXTg6RbE0L6jrJLGogzGf45EKK/DqZla109dro6TQfU8fdUByt597huBeu3SsFkdNjfGlrGV5kb1O+VJmeFOrpdHysy5BsxaZFetPY2MHavVLwmRrhQ29nD+YOM1myYnqUh44tRVJAH+/vxs79UtdEUognTU2d7CmTgvrkYA8aGzvIq+vE5hDxc9PjIdoHHZeH8j2klbfSZrbiZdQRbtLS2NjBz3nSZ0rwc6OksoUGubLtIdrJlavewUYNG2Th45RQT7bl1lLb3oNRpyHeS09jYwf75P0O89Cp+yiKIqvl73ZOtO+w++4QRTbJ9oATgtyH3e5gOd7WRwdz7h3R1vQzzjiDVatWYbPZWLx4MRdeeCHTpk3jyy+/ZOLEib/Le/r5+aHVagcJszU1NQ2qeisEBgaqle2htg8KClL/Ntw2gYGBNDc3Oz1us9loa2tTn3+wiOLwPwd6/Fj5GSVnDjOr24fdZrQ8D5RdI52wF8rtb1uKmxFFSJbnwXPqOvmbLJD2zs4KZsb4ER/gjs0hYpGtGYI9DVyQEs6SCZJA297KNkRRsnoAqU3+UL/v/hYxgiAQILcCVrf3IoowRW6T398g3Tw+Ta8hTFaS/rmwUfUl/3hPFZuLmvnLnFjVkmxfVTtLxodwgfyZldfs/xMgK7T3p6HTcsT/bX/Lz285vg8HR8PnOJZ/eqwOatp7flfF9P7f7+9JuLcJAShs6Dri3+uR+FG+40PZ/rdwpD/vr/k5J7WvxbrbYh9x22lRvvi56WnutvJTQaPTY4qeSXmLmTr5Wq/MuW7YL207LtSLieHe2BwiH+6u4uQxQWgEadSpuq1XHY9al9eAKKLqpWwrbR60L4r4W25dx2E7BpT7cX59J6IIUyOl/dlXJd3jFyRKa6XM6nY6e22qVkx+fad636tp76Wr167OwJc2dauvnyLbkZY0d9PU5Xyf8zLq1XGu3RVtI+5nsKeRQA9JODWvduTPf6z8HM3n3m99/bQKKUieEeM37DYOh8g+WXQ3JcJH/Xuv1cEueT58Tpw/otinoD412hdRhKrWHrosdvRagVg/d9U6rP//x/i5IYp94ogRPiZEsU9x3NddDwi/6Xv4KlOqfi8aHYhWEKhu61Gr7XPj/cmskT5fuLeRVrOdjl4bBq2A6JD2y6jTMCXShw0FUiwzM8YPo06LzS6SIzsyJIV4qe+XXtlOdXsvbnoNc+P9h92vvLpOWs1WPAxaJoR6jfgZ/lfHxNH0czAcFWJtVqsVh8OBw+EgKCgIo/H3W6QZDAbGjx/Ptm3b1L85HA62bdtGamrqkM9JSUlh+/btTn/bunUrKSkpAERGRhIUFOT0mp2dnezbt099zdTUVNrb28nKylK32b59Ow6H43dLOhzLTIvxA2BTUROOYY5mReFSuZCOCfZEpxHoskj+vorwxvbSFs6dGKbOlX+ZWaMKRSmCOoodmqJ8rojc9KlSOlfDDwZvWXzHIUJXr50oP8X7VaoEnjw6iKQQTycbtrU5dQR56LHYRXrkJIHNIXLvmjyWJofy4WVTSI2QFjS9NocqelPX3sNAYTt3g9bJogNwCba5OKJUtJpxiBDiNXK767GAQach2MuoJtJcuBjI7IQAIn1NdFnsfJ9XP+K2Oq2GcyeFAZJvdn81c2+TniQ5kFQEp06SBcp2lrWoImRXTJetwfZWoxEkVWeAT/ZWsVhWFv8qsxaLzcHceEmIqqixm/wBooPT5fvvtzkj7/OhoMzMK/OoY2QNFOVeG+JlJNjTgAgUN3arrh/VbT14m/Sq5kllq1l1SVHmYEESmoqTA/Sh3ETGh/UlAg6E6jjisv486smX57dH6kqqae+luduKTiOo9nwgHSe9Ngf+7noS5eJPjvp60naSDoMkAKzTaqiT1cFDZBE0QC2yKPaARtnCS1EhHyggeKiUt5hZL18/lsnXiA/SKnGIUsIg0tdN7Y6cGu3LXnlmPinEi12yIvyUKB+MOg3rZbcBxSGgoKGTjl6ptX9UUJ/Y3ZocqYp+4uggTCN4iCvORZMjfVTPcheHxhH91tasWcOSJUvw9PRk3bp1/Oc//+HTTz9l+fLlVFRU/G7ve+WVV/Lpp5/y5ZdfUlRUxIMPPojZbObcc88F4K677uLZZ59Vt7/sssvYtGkTb731FkVFRbz00ktkZWVx6aWXAiAIApdddhmvvvoqP/74I/n5+dx1110EBwdz0kknAZCQkMC8efP4xz/+QUZGBrt37+aRRx5h8eLFhIT8NiXF45HZsX54GLRUt/eq1hIDmR4tLRb2VrZhc4jotBr1Zl/eYmZugr/6eG5dB+dMlC5g3+XW4ykH2Da7qNqh5db1eYtXtfXQa3OoF9T+wfLB8NIvxSx5YydG2ZexrceqVvmVhZROq+HqmZJKq1L9bjXbmCBXDhQlSwXFcsJX9Y609vnHtvcy/V+bVOEQhVtOiFc/g/JduHBxpCiVZ+3CjmEP8f6EextdnsMuhkWjEThPXjh/srd6ULJ0IBdPjsDTqKWwsYu1Oc5uKnNk/+FNxdKCO9rPjSlRkgjZynSpvXZuvD/JYV702By8ub1cFUH7OquW8aFeBHtKM+tfZ9fibdKzUFYrX7HLeb115vgQ9FqBfdXtB0wgHCxaWbnILn8HIZ59YqiK+rkS0LSarfjKHWVtPVIQEyrPqtd39qr/39BpUZ8LqJXz4sbBAbSi+tw/eB8O5b5adwCVdRdHls5em+pKED2CqreSfEkI9HBaD+XU9XmDC4JAr81BjXx8KIF5ZatS9ZbWhm3mPluw3gGBt5veuXATLT+nodOiWg/+Gl76pRi7KFXtx4Z4Ud5i5osMaQb8iulRdPTYVHHBU8YGs7lY6r6dFu3LVnm9OTPWn8LGLspazBi0AifI4x6bZGG6qVG+6jiM1e5gw36pcn7GuOAR901ZzyodNy4OnSMaiN97773cdtttvPbaa/j7+zNnzhxWr15NSEgIS5cu/d3e94wzzuD//u//ePHFF1m6dCm5ubm8+eabaht5TU2Nk4Da5MmTeeaZZ/jkk09YunQp69at49///jejR49Wt/nzn//MpZdeyv3338+yZcvo7u7mzTffdKruP/PMM8THx3P55Zdz7bXXMnnyZB5++OHf7XMey5j0WrXau3aYrHxikAceBi1dFjtFclVKrTq3mInwcePUsUGIwFM/FjIlyodQLyNdFjtWu7QYqGjtUS/g/91eRoCHAW+TDocI3+fVY5AzfD02Bz1WO89vLOan/Y2Dd2YA7+2qpMVsRauRnt/WY+M02f90w/5GzLJXbJxsH2G22tVsfpCHdMxUtJidvMmVqkewPDte3dZLkKfRaZbw/1bnOO3HjFg/Nt44m7tklfbXtpTxdVbtAfffhYvfg5KmbryMOtXX+Fgn3Mc05KLfhQuFpcmhmHQa9jd0kS63xw6Hj5ueq2ZIydnXtpQ6JYCVhfOOsha18nbx5EgAPt9XQ2u3NAJ1wzxJqOzLjBq8TTpSI7yx2EXe3VXBZdOkivnrW8vo7LVxufz7urwGMqv79i3I06hu++j3+1WV5d9CvVxJ9HOT7l8ifUmJgfZLWo2gapkoHXFKsrq524q/ux6tAKL8u4Iy+628V3/85SC/pds66LFB28rJ7sYhXsfF0YMShBu0ghoED0Wp3NkQP0Bwt0RODCuuBE1dFkT59ZREkBJAB3vJVW858WPQaVRhOIu8nlQSOIp1mJdJx1h5hFJRYj9UNuxvZGNhE1oBbpwXhyiKPLOhEKtdZGasHzNi/FiRVkGXxU58gDtjgz3ZJgfH06P91OLL3Dh/fpDb0mfF+uNp1CGKovq3BaP6xKa3l7bQ3mMj0MPAZHmEZCi6LXb2yvPzs2P9h93Oxcgc0UD8iy++YPny5QCIoogoivj6+vLCCy9w//33/67vfemll/LTTz+RlZXFypUrmTRpkvrYihUreOKJJ5y2P/3001m3bh1ZWVl88803zJ8/3+lxQRC45ZZb2LJlC5mZmbzzzjvExTkrd/r6+vLss8+yd+9edu/ezeOPP46Hx8gqin9kTh0rBa7fZNfx15UZVA/IZGs1gjrntke+GMSrti5SYH7rggSMOg1ZNR0UNXYzSW7rVi6mX2TUkF7VjlaAHWWtpFW0qrPnD68rUNtOd5a1cM3H+/hgdyX3rck96M9g0EmLiSs+2IteKxDiZaTX5iBDXpApFjJmq0P1X1S8HLNrO1hxaSqnyC2INe3SomC03D6UWSMJr9n6tTB2WeyDqi46rYYl40PU7+rlTSUHvf8uXBxOSpq7j5tqOEiBeIvZOsiL2YULBW+TXk3CfioLQY3EBakRhHgZqe+08KVc9QJp9CrQwyBZlMmtp/MS/Bkd5EGXxc4b28oAmBLly8JRgThEeOHnYq6fGwvAqsxaUiK8ifZzo7nbymtbShkT4sni8VJH3iPrCuix9o1gXTMzmmnRvnRb7dz0WSYbDyIBPRLKPKtiy6ncz/3d9Wg1AqIoqgFMsKdRrSoqAZbis97Za0MjCGpnWP/OMWWUzGwdPEpmUrvbDjxmptyLa9tdgfjRjE0OgA9khanMbocPEOkb+PceW98xpySHlLWicvzo5OKKzSGqwXqrfP1PkC0I+48/KAWlD3dXOq3VDobKVjOPfV8AwGXTo0gM8mB9fgPbSlvQawXuWJhASVM376dJomp/mRPLmpw6em0O4gPcqW43Y3eIxPm7E+lr4ge5LV0Zaymo76KkqRuDVmB+P1eHH2TxtRNHB44o7ruttBmrXSTS16TaDrs4dI5oIB4fH8/KlSs588wzSU5OJjk5mTPPPJOVK1dy9tlnH8ldc3EUkBLho87Y7CpvHbJFbprcDrO1RGrFGSMH0Xsq23CIIoEeBnWbHWUtahA78EatZMtXZ9UxTZ4tB6iVL9Q/FjSqF1eLXXSa3xsJ935Z2o2FTaofqlJhcDdo1bYmkzpXpEErz7rXd1qI7DcrB5I6KEiiNnUdvZw61lnsb6jWO5Ney3PnjAekCkLPEAsVFy5+b0qaun5Xobb/NcoCrrjJVRV3MTwXpEqimj/tb1RnpIfDqNNw5QypGr0yva+dXRAE5sRLVadNRdL9TiMI3DI/HoDP9lWTJQs23XxCHHqtwI6yVtp7bCxIDJAC819KuHORJFz66d5q9lS2cusJ8QR4GChp7uax9fvV99NpNTx79ng1GL9zdQ6Pr9+vClAdCvuq2tjf0IVeKzBTnj9XtF0UEbWS5m46e+0YdRqi/dxokCuRSnVauU8q3QDeqpDq4P0RBsmU9lXWD8Y1JFy+RpW7ZsSPahSf5gOJYikz2sox0/d3aR2k6Pno5SBb6ZiEviC/1yb9zavfcRcqV8CVNZcyp95/BPCciWH4mHSUNpsHjYCMRG17D7d+kUVbj41xoV5cMzOGjh4bz/5UBMCV06OJ8HXjoe/ysdpF5sb7MyvWTw3KL5wcwbq8voA6t06yZTPqNGp3zdfZUnfkCQkB6ueyOUS2yK3tJ44eWUj6h3wpObcwMVBNXLg4dI5oIP7CCy/w2GOPsXDhQl544QVeeOEFFi5cyGOPPcYLL7xwJHfNxVGAViNw6dRI9ffaIRYwygVlZ1kL9R29TInyxajTUNLUzUe7peqDIuq2r6qdGLn9u7PHWTxDmS3fuL+RsyaE8OBpY9Q2I4XQfr+3HeRiRFlkgHRhTZYFQDJq+lr9lCy+skCw2EW1aljV1qPOtpU0SdX5UG8T40K9EJEWODedEM89J49SW9vz6jpZl1s/SCDEy6hDL8+st5oPfTHlwsVvwe4QKWsxE3YAX+JjiWB5NKTINSfuYgRGBXmSGuGNXYRVBzEadHpSCCadhvIWsyoeBX33u1+KmtSAeXqMH6clBeMQ4YFv8+m22In0dWP5FOne+eIvJdw4Lw6DVmBXeStdFjtLJ4QiAg9+m49OK/DPM8aiFeDb3Hr+vblUfW03vZYXz53AcnnW/IuMGs57K433dlYctABVR4+NR9fvB+C0scH4uusRRVEdOZs3ILmQEuGNQadRRU0jfaXrhXJ/VGbMPQ1Khbwvqdxj62sbHoiynXK/HYlo+V5aVN95wLl+F0cOzQDdgV+L8mx/D6nC3W21q8e3MhLR2CWtP5XRwLr2XnWsUWlxV0QO06va1ed7GnXquMgrm0t5Y2sZzd0WRFEq6FjtDjVJJIoiDZ29fLKnisve30tZi5kQLyNPnzUOg07DS5uKae62EuPnxuXTo1ixq4Ls2g48jVr+ftIovsiooaHTQoiXkalRPur89unjQtQZ8nnx/rgbtPRY7eo5qLgFAWRUt9HWY8PHpFOdDoaio8em6lWcPPbQnJ9cOHNEA/GPPvqIRx55hNtvv50TTzyRE088kdtvv51HHnmEDz/88EjumoujhD/PjlHnm+uGCMRj/N1JjfDGIUpiOAEeBm4+QaoQfLq3ClEU1SxlelUbUX7STb2mo5e4fq00de09xPq70WNz8E12HYvHh5AS4XwRev9Pk9VWpOaugwtkY/3duf9USUugqdvKFLnavqu8Vf08SuudclPptTvUoL++s5ckWeVzX3W7OieutOCXyxfqcyaGqXNO963N4761eTzwbb7TvgiCoLb3dfxGFU8XLg6V6rYerHbxuKqIazUCod5GV0XcxQE5d5JUFV+VWXvAjip3g1atfm/uN1s6PdoXd72Wuo5ep7ntOxclEOxpoLzFzNMbCgFJxMnfXU95i5kdZa3qzPe/firiujkxhPuYqGnv5Ykf9jMlyoe/nzQKgHd3VvDcxmJ1H3VaDbctSOC1CyYSF+BOq9nKS5tKWPyfHdz9RSZp5a1OgmkKoiiyp7KVqz9Op6SpG393vXpv/qGgkZLmbtz1Wk4ZG4woiqpK8yK5CpcnJyCULjYl1lLuk4rjSZel717WJd/X3IcIthvlCrsiCDcSsX5uGLQCnb22gxJ3c3Fk0KgV8ZHPJ2XdM1AfwFM+hjrkwoyHQUeQHGgrY4kRskJ/uWxVFunTp0OkuNKUNHdjszuI9nMj1t8Nm0N00hI6OzlUTWa9vq2MU1/dzvR/bWLmc5uY/fxmpj+7iTH3fcus5zZzxn928MxPRbSYrYwK8uDNiyYR7GUkrbyVLzOkJN7dJ4+ivNXM61ulcZQ7Fibirtfy1vZyAP48K5pVmXWISCJqIV5GVfzxDNk94fv8Bjp6bYR5G5khJxAAfimUEmKz4/yd9IcGsj6/Xm2BV+bgXfw6jmggbrPZmDBhwqC/jx8/Hrvd1TrrQkKpDjd0Dj2HqWT+V2dJtixLJoRg1Gmobu9lT2UbY4I9EZAE057ZUIiANEt94wnxnC/7cNd0WNQ5vg92V2GxOdSgOzXChw/+NBkfNz0BHs4CHsNxx8IEJoR5ceHkiL65NYudhEAPpkT5YHeIaouRcrFTFhgWm0Ntx2vpthLr78aoIA8cIix5YycPfpevVvArWvvsyJR9UxZQQ4mD/FoVeBcufitK1fh4qoiD9HlcFmYuDsTCUYF4m3TUdfSyq7zlgNvPipUWx2n9XENMei0LZVGl1f0q694mPY8sHotGkDRVfixowNOo4+qZMYAkRHrh5HDCfUzUd1r4eE8Vj8hV8HV5DXyVWcvZE8O4faHUtv7Rnipu/SKLhn5iZVOifPnwsin849TRxPm702Wx89HOcv7yaQYnvbKNmz7L5JkNhbz0SwkPf5fPsrfTuO6TDEqaugnyNPDSecn4uutpM1t5bqN077tkagSeRh07ylooaerGpNNwypggOYiX2nuTw6VEtDK/qwioDmUtqvz/UFVvRQ37YKwTdVqNauWUVTPYCs3F0YG939jGSETKwXTpgFEDJSlc1U8dP1ku3CjnXYJc9Chu6sbmEInr93uEjwlvkw6rXaRAvgcogW5/lwRBELh1fjyPnDFWVWMfSK/Ngc0hohEgKcSTOxcl8O4lqYR6m2jttvLAt3kAnDsxjEkRPjz8XT42h8i8eH/OGBfMirQK2npsxAW4s2h0EF9lSvoSF6WG82NBA209NkK8jMyO80cURT7eI3WMnjcpXO02EUWRjYVSAmF+YsAQe9nH6iwpsD9zfIirLf03ckQD8aVLl/LRRx8N+vunn37KkiVLjsAeuTgaCZZtToabrZubEECQp4FWs5Vfippw02tVz9RnfypCqxG4Qp6521Xehp/cavTh7kpunR/PAvmCY7baCZZfZ1d5qxoMR/qaVAG3APlvTQcQZ7pwcgRvL0/F102vCnQoycVb58ejFaR5waLGLjTyA0ZZ2M1stfdZt5glJdzHzkzCILeVr8muwyq/ZmVr3w1kqCrAQJSg/2Bn3F24OFwUNnbhadCqfsDHC+HeJoqbulwtrC5GxKjTqAKkyiJ2JFJlteLs2g4nTY/+Npz974mTI31VH/Enfyik1WzlnImhhPuYaO62sjqzTg20P9hdhadRy/VzpZbZZzYUklPbwUWTI3h08ViMOg3by1o4/+003k+rVN9fpxE4a0Ion1wxhVcvSOaCqZH4uunpstjZXtbCJ3ureW9XBV9n16nzqOdODOO9S1IZHexJjzxr3tBpIdrPjcumRSGKolrZO3tiGJ5GHcVN3dR19KLXCqRESKNlSpCt3OcU/ZWufoH4QDup/pTLSWul1f1AKGNlQ3mSuzg6sMpz24YDiLUlhSoCtx1O1+l42bVmfz9xtZlyAkyxAIvyc8PDoKXX5qC4sUsNpIsau3CIqCK4is3uORPDMOk05Nd3OlXFBUHgtKRgPrp8Cr/cPIfv/jKT9X+dxY83zGLd9TPZ/H8L+eba6fxy81zeu3QyF6RGoNdq6LbYuWNVNvXyOXPz/Dje3VlObl0nXkYdd588iqYuCx/Ko5h/nRPLtzn1tPfYiPQ1MSfOXw26z5kYilYjsKWkmf0NXbjpNZwzsa8tPaeuk6q2How6DbNGUEEvbOwiu7YDrUZQEw8ufj1H3H39s88+48wzz+Tee+/l3nvvZcmSJXz66adoNBoef/xx9cfFHxdlVrvFPLTImE4jsERWfv1UFrf58+wY/Nz07G/o4rUtpfx1bhzXyJ7dIqDXCOyuaOPzjBoWjZbUIn/a36QKu927JpctsgDcvup2NXBV2pae2VDEuoP0V82VW+wUa5WxIV5MllvUM6rb1QElpUW9vcemioq8taOC/2wpJdbfnefO6eseccj7019J3sNw4ABHOEwzVS5cHCpFjV2E+5iOu+x5mI+Rzl672vrqwsVwLJVnMX/a33jA4yXK10SwpwGrva86DNLCX7Eke11WSle4ZlYM8QHutJglVXS9VqPe997bVcHkSB9OSAjA7hB57Pv9XDI1gnnx/ljsIneuyqauo5dTxgbz3qWpjAv1osti54WfiznrjZ28vrVUrZALgsC0aD+eWjaJddfPZMWlqdx9UiKXT49i+ZQIrp0dw9NnjWPd9TO5++RRBHoaqWw1c92nGeytbMPDoOXJJeMw6bWszqols6YDk07D5dOk7rb1srrzjBg/TPJ9sdUstQ8rriLuQ1TElfuaomzdH6W1+GDVnZNkdff+Ctguji5GSrz0Z3yoNwatQFOXhbLmvi7CCYpmT3W7Oqc9LyEAASkBU9fRi0YQ1GMhu7aDKD83TDoNvTYH5S3mQYLBvm56LpG1jZ7aUDSko4abXkuAhwFfNz3eJj0BHgYi/dwJ9TY5fZbipi6u+TidfdXteBq1PHXWOPLqOnlDaUlflECQp5FXZavD5DBv5sb78/EeSbDt4skRZNZ0kFvXqSbF+ie+lk0Kx9ukV99vlVxFX5AYMGJhZ222lEicF+9/UKMeLkbmiAbiBQUFjBs3Dj8/P8rLyykvL8fX15dx48ZRUFBATk4OOTk55OYevF2Ui+MPb5NObTWrGcZO5JyJYRi0Ansr29hW2kKgh4H75Nnsj3ZX0tJtYfkUKXvf0m3lrGRpQfT+rgqmyQJv5S1m1UOyy2Ino7odnUagvMXMy5tKeGx9gdqS3tFr495v8lQF1+FwiKJqGaEI7QCqsFp1W4/qp6pcEJu7LaqCJcCb28upae9heoyfmr20yjN5TV0W9f+VeaeR0ApKC9IBN3Xh4rCyv6FrkH3M8UC43Grv8hN3cSDGhHiSHOaNzSGyMr16xG0FQWBuvHTP2DCgsqaIP63OrHWaFddrNaqmypcZNRQ2dHH6uBBi/Nxo67GxYlcFdy5KwE2vYV91O1/sq+Gh08cSF+BOfaeFGz/LoLGzl/gAD966OIX7ThlFuLeRFrOVN7aVc+brO7jtyyx+2t+o3ne0GoGxIV6cOymcG+fFcduCBP48K4YFowLxMOgoburiiR/2c+E7aeTUduBj0vH8ORNIDPKgvMXMcxuLAbh2dgyBnkYsNofadn+6PC4Gfd7gQR6Kirp0v7MMMZ8+EKvdoeqrRPseXCCuzv+69B+OWpRxhQMF4kadRtUK6n++jA32xF2vpa3HRoGccAn0MKhVbsWyT3luZrVkGau482TXtqst3Hsq29RE1RXTo4gLcKepy8Kdq3IOyaXGZneQVt7KA9/msfzd3exv6MLXTc/LyyaiFQT+b3UOdlE6N05PCmZvZZvaYXPL/Dh+KW6morUHL6OOM8eH8uFuKSg/PSkYP3cDG/Y3klvXibtey6XT+sSQG7ssqnjbuZPCht0/u0NUi1Cnu6rhh4UjGoivWLHioH7ee++9I7mbLo4wgiCoC/jKfjPR/Qn1NrFMnvf+SG7DOSEhgLHBnthFaV7ay6Rjhmz95eOmJ8xb8mr9bF8NZ4yTbvhrc+pZOiFUbZ9V/vt+WiVfZtSyvazV6X0zKvt+F0URm0OkzWylUJ6H3VvZRm1HLx4GLXPi+lp9lPb4VrMVpUtcmfGuaetRH1dQ2uP85GpAr82BTiMg0idCowiS9GdgC7pO6+yN6cLF/wKLzUFFq1nVNjieCPQwoNcKFDW55sRdHBhl8fvJnqoD+s8rHsQ/5Dc4iZJNivDhzPEhiMA/vy9wSghPifLlpNGSj/iLvxSj0/QF7h/srkIEbpR/f/GXEhq6ennh3AmEeBkpbTZz1Ufp5NVJbadLk8P4/OrpPLp4LCmyKOrm4mbuWp3Daa9u554vM9le2uwUaIiiSGlTNyt2VXD5B3u58J3dfL6vBotdZHq0L+9dOpmUSB9azVbuWJVNl8VOSoS3qvXyTU4dDZ0WAj0MLEiUutV6rHZV3FRpLVdir/73OMW2bOCYSF1HLw5RCsgOtoKnvI/L7vPoRRn7O1BrOqCK3hY09HU46LQapqoV7T7dhgWjpONO0dlR1MMzZbcbJVBPr2wnwsdNPTeU9nCTXssTS5LwNGrZV93OTZ9n0jzMuV7VZuab7DoeXJ3NtR/vY9G/t3L9ygzW5tRjF6V17IeXTcao0/DXzzJo67GRFOLJPSePorHLwn1rpELlWRNCSA735r9yl8z5KWHUd/Tyc6H0GZZPicRmd/DK5lL59wh1/BLgnR3l9NocTAjzIlUeBxmKtIpW6jsteJt0TmtaF7+eI96a7sLFwaDYRLzwczFtw1hvKcJru8paaJXVMRfIwjYb5YvRxHDpApNV3c6tsv/qh7sruWZmDNPlC3JlWw+fXjkVkG7Ck0awcHi23yLo1i+zWPL6Di54J41L3ttNVk07X8stPCePCVJb7MBZNE1piVKSDTXtvao1i4IiBOIlV827LHZ1QdEsB+LKXHl/bAMCcaWtr3EY4TsXLn4PSpq7cYgcl4G4RiMQ5m1yVcRdHBQLEgMYE+xJl8XOf2WV4+FIjfQh2s+NLoudrzKcbc9unR+Pv7uekqZu/rvD+XX+OjcOnUZgW2kLW4qbWZAYwNQoH3ptDp76sZDzJoUxM8aPXpuDO1fl4GHQ8p8LJxLlKympX/lhOq9uKaXbYkenEThlbDBvXJTCyiunctm0KAI9DLT12PhwRzk3fpbFwpe3ct5bu1j+3m5OfmUb57+Txou/lJBT24FWgPkJAbx6/kReXpYsz6xbuPnzTFXI7fEzk9BqBDp6bGrb7J+mRao2ZIqCutLOC6DkHvr7givx2MDRK0XoNdjTcNCjMV5GnRrgtbjsPo9qRA7c4hcX4Kx+rjAnTpoJV0YRAebKAWZ6VRs9VjsT5Yp4abOZNrOVKfJacVtpM6IocrmszfDp3iq1WBQf4MFzZ0/Aw6AlvaqdC9/ZzRvbytha0swP+Q08t7GIZW/t4uw3d/Hgt/m8s7WUPZVtmK2SUPBZE0J4Z3kKz549npzaDq75KJ2GTgvxAe68cO4E2nts3PBZJvWdFmL93fjbwgS+y62noKELD4OWiydH8s6uCkSkYD4uwF3VbvBz0ztVw8tbzHy2T2pL/8uc2BHPkW9lG7STxwQdsBPBxcHh+hZdHBNclBqBUaehrMXM2zsqhtwm0teN0UEeUgVc9jecL2fUd5S10NlrU+d50qvamBbty5hgT8xWB2tz6vjr3FhAmgnzdzcQ5++OSJ+KZlKIJ8rlaXacH0adhm3FTTz4XT6tZitbS1po7LLQ3C1Vuddk17FJzqgOFLRQAuT+9hDeJj0eBi0iMLBerYiJ9J+LUxYkrbL1xlCBuHVA5XucPOu0JqfOJS7l4n9Gfn0nAhyXrekgtafvb3DNkro4MBpB4OYTpIr0Z+nVI3rQawSBy+QF87sDvLt93PRqG/p7Oyso7teREeXnxoWpkl3Ssz8VSgH3iYnotQKbi5tZk1PPQ2eMIcTLSHmLmVu/yMbHpOedS1JZkBiAzSHy1vZyznpjB69sLlGDi1h/d246IY5vrp3Bv89P5uLpUQR5GrA5RMpbzOxv6KKtx4ZeKzA92pc7FyWy9i8zeebs8UyN9kUQBPZVtXHlB3vJrevEx6TjpfOSCZQFWZ/bWERTlyRKtUy2ewPYJQthTQr3VoOEjl4pOO6ftNbJgfPATjCl88DP/eDnWQVBUC3SzK6K+FGJSQ4Ee6wH7vALlrWGBmozzJaD7qyadtp7pGMqxt+NQA8DFrtIdm0Hvu56tRiUUd3OlEgf3PQa6jstZNV0MCfOn6nRvljsIveuyVNn11MiffjvxSkkBnrQarby+tYybvkii7u/yeXD3VWUtZjRagQmhntz5ZxYHjxtNB9dPoV118/kH6eOIcbfncfWF3DHqhy6LHZSI7x5/cJJVLX1cOWHe9VE1nPnTMBssfMv2Ynn8ulRtJqtfCtbll05I4pem4M35Wr5FTOinDSFnt9YhN0hMjvOz8nKbCDdFjsbCqRRy9PGBg+7nYtDwxWIuzgmSIn04e8nSYuObaXNw26ntBQpAXBCgDtx/u5Y7SLf5dYT6+9GhI8Ji13kyR8LOT9FmoVZk1On2lI0d1tp7bZygjz78/7uSq6dHcO/l01U29X+NDWKZ88eD8D3eQ18P4Rw22f7amjvseFj0qmtTAqK2q2fu0EN7kVRVBXijVoNSSGe6my8UhFXlWKtdlXQTekQGNjODoNtys6bFI5eKwnV/VjQOGh7Fy5+D/LrOgn1Njp1hRxPhPtIXuIOV3LLxUEwPcaPBYkB2EWpy2skFo8LIdrPjRazlbcHVL4XjQpkXrw/NofIkz8UOiVXr5kVTaCHgYrWHt7YVk58gAfXzY4F4OkfC2nptvL8ORPwMurIrGnn2k/20WWx89RZ43hySRJRvibaemy8vaOCc/67iys/3MuHuytp7LKg1QjMiPHj8XMnsva6GXz95+m8dsFEXjxvAu//aTIbb5zDv8+fyAWp4Wr7a2FjF/etyeWaj/dR3d5LhI+JNy9OIUFWof4ut56vs+sQgPtOGa1Ww0VR5Ed58T87ri9IqJX1YgI9+4JrZUE7sBOsQ05geB+iY4MS9LtMRo5OfN37dHUO1ku8fzILpLHGGD83HCLsqZBEEQVBYFKEtGZT7OuUdu09lW2Y9Fp1bGJVZi2CIPDAqaPxNunIqe3g7q9z1E7JhEAPVlyaykOnj2FBYgCjgjxIDvPinImhPH5mEj/8dRZvLU/hgSXjOXNCKImBHgjAutx6zn87TfUOXz4lgpeXJbMmp44/f7yP+k4Lcf7uvHlRCkGeRv7v61zaemyMDvLg0ikRPPdzEQ5RElSbEObNVxk11HdaCPY0cF6/JNfeyjY2FTej1QjctiBhxO/w+7x6zFbJL135flz8dlyBuItjBkW4pripW209H8i8eCm7uaOsBavdgSAInCMLT7yfVoldhL+flIhWI7Aur4E9FW0YtBpKm81UtPSoFbvCxi4unRrJaFmw5auMGjyMWuJku4vCxi5mxvoxS96npzcUDbvf06L9nNrnHKLIzvJWAMYEe6gKr1a7iK+bdLPo6LXx7iWpfHPtDECacatsNavK6maLXZ0Xb5UDcR/T4EBcETNRCPcxcfk0qY3quY1FgyrmLlz8HuTVd6perscjET5u9NgcTi4GLlyMxM0nxKvt4ztKh/cV12k16hjVB7urnCrogiBwx6JEjDoNeyrbWJPTZ4vmadSpyesVuyrYXdHKpVMjmR7tS4/Nwd++ysbPXc+r50/E311yGLnkvT2sy2tg4ahAPr1yGk8sSWJmjB8aQQpInttYzJn/2c4dX2Wzs6wFURQRBIFQbxNTonyZFevPmGBPpyB6a0kzf12ZwcXv7mZdnhRQnzk+hBWXTiZWFi3NrG7nn98XAHDlzGhSI/tmVDNrOihq7Mao07BoVJD6uvvl5HS8nEAfCcXizP0QE4Hd8ly+ydWCe1QS4mlEK4DFLlJ/gHE7vbzOGpikAdQ58b1Vfe4E4wfY1ynb7CiTzlXVRjCvnqYuC6HeJp46axxGnYZNxdIx3yiLt+m0Gs4YF8LTS8fz4WVTeGt5KvecPJqTxgTh2U/bRxRFdpW3cPVH+7hvbR6NXRaifE28dsFELp8exV2rc3luYzE2h8iiUYG8tTyFIE8D93yTS4asrP7YmUn8uL+JrSUt6DQCt8yPp9ti5y05iXfVzGinlvLXtpQCkqODcj4Ox1eZUlLg7OTQ48795Ejiurq4OGbwddOrauOKaMZARgd74u+ux2x1qMHu2cmS+FpVWw+Z1e3MjPXnjoUJCMDa3Hq1Ev59fr2qyHr9ygwueDuNZZMkT8j6Tgvv76pUZ1zz6zvp7LXx4FnjnLLsD50+hm23ziW4X5Z+lBzMg1ShfvrHQspbzLjpNcyJ98ekl9urbHZ1Bryj14YgCHgadUyJkhYlGwoaVWX0zl6bqqyuZHgNOs2gmR2zZXCgfcUMqVJS32lh2wgLQBcuDgd2h0hBfSdRx3EgriTwRmozduGiP1F+bpwnJ4lf3VI6YkVvXkKAajv26PcFTq3X4T4m1aLsuY3F6uIfpNGssyZIom73rsmjpdvCo4uTiPQ1Ud3Ww19XZhDoaeDdS1IZH+pFR6+Nf6zN44bPMilu7OLE0UG8tCyZNdfN5I6FCUwI88Iuws9FTfx1ZSZnvLiZVZm1ThZiICWbfy5s4ooP07nliyx2lbeiEeDE0YGsuDSVB04bo96/cus6uPXLLHptDubG+3PtrBin11qxSxpFO2VMkPqcshYzjV0WdP0UrKEvyNIPEO9SWpfdRrBkGkhnr019nv8htLS7+N+h02qIklvGiw9SLHOo00yxMevvGT9WHuPLk8cCp8f4IiC5f9S295AS4c2EMC96bQ7ekFu+p0T58tw541WRtovf28PanLoRO6VsDpG8uk5e+7mIS97bw19XZpJZ045Jp+Evc2L46PKpmK12Ln53N1tKmjFoBf7vxESeWJKERhD421fZ/FLUhFGn4emzxqMRBJ74YT8AV8+MJsbfnfd2VdDcbSXS16RaKILUZr+nsg2dRuAq+RoyHFk17WTXdqDTCCwe71JLP5y4AnEXxxTj5QvmB7srh7QO0wgCJ42Wsub/+qmIihapiqzMvWyXs5nLUsLVC4+iiPrerkr29bO2aDFbeXdXJTNjpee+tKmE73KlisP3efUseX0nN320l9cvnEi4txF/dz3z4gPQaTVOFzVFDR0kYThFFOP2hQl4GHRqRrS9x6YG2l392qeUzGxlm1kVW2s1W52eNxzdQ8y2GXUaFsht9yNVYly4OBxUtJrpsTmI9js+58MBfN0ki8VCVyDu4hC4ckY0Jp2G7NoOJ9XmobhzUQIeBi2ZNR2qJZHCpVMjGRvsSXuPjfvW5mHr1+l0x6JEEgIlK6U7VuVg0mt48dxkgjwNFDd1c9VH6XRZ7Lx50ST+MicGg1ZgV3krl67Ywz3f5FLU2EWgh4ELJ0fw9vJUPrliCuenhGPSacitaeeRdQWc8uo2bliZwWPrC7hvTS5LXt/BHauyyantwKjTcPHkCL66ZjpPLBnHWFm9GmBLcTPXf5pBe4+NieHePLo4yal7bF9VGxsLmxDASVzqJ9lWamqUr9O4i5KUHuiBrCjOexxCIK7YlgV4GEb0VHZxZEkMlALm/fUHd+3VDFHIVY7JgvouNWgeGyz9rbqth9ZuK/7ufbZmG/Y3IgiC6j7wZUYNmfLacVq0H28vT2VMsCetZisPfJvP+W+n8frWUjYUNPBLURNfZNTw7E9FXPtxOote3sKlK/bwxLd5FDR0YdRpOD8lnC+vnsYlUyJ54edibvsym+ZuKwmB7rx7yWSWpYRT19HLnz9OZ3tpCyadhmeWjmNMsCd/+ypLdSK4YkY0FS1m3k+Trhc3zYtTdRSgL8l1WlIwIfIM/XB8JCvCn5oU7EpMHWZcgbiLYwrFL3x3RRvv7hpatO2ciWFoBEkJ8qqP0rHZHWow/db2cp7+sRCb3cHZspd42QAVTZ0Gnlk6DoCqth6nC1SL2YaHQYvFLtLRa6OgrhOTXstnV01j1TXT1Yz9eZPCefOiSdwwN5aTxwSrlTLlvyeNDuSsCaEUNXbhL885NXRa1DkmZabNIYp8L7fzxfq7q57FbT02auQ22NZ+iq4DZ8KHE5lREhouyyUXvzdKlUGpXByPKBaLhQ0u5XQXB0+Ah0G13XxjW9mIVfFQb5Paov7qllIncUCdVsMjZ4zFXa9ld0Ubj67fr76Wm17L02eNx8ekI7u2g/vW5BHmY+I/F0xSK+NXfLCXtbn1XDUjmk+vnMrJY4IQgfX5DVz07m7uXJVNbp10HscHeHDXiYmsuW4Gd58+lmg/N3ptUgfalxm1rMtroF6+l102LYrVf57O3xYmEObdl4jrsdrlAEMKGqZE+fDCuROcAl6z1c6j66XK3lkTQomXx8LsDlH1GT9ZtndTUCzOAgdYlLWZD31GXPGbHtuv4u7i6CMxSOpoPGBFXA7Ah5r3j/V3x6jT0G21U9kqrau8TDpi/aV7Vrrcsn6q7Gu/OqsWURSZEuXLaUnBOES4d02u2o0S6+/O28tTuGFuLJ5GLeUtZt7YVs7/fZ3L7V9l8/j6/Xy8p4q9Ve2YrQ48DFoWjgni7ycl8s21M7jrxERqO3q5dMUeVqZXA3DR5AjevWQyiUEepJW3ctn7eylokNaPr14wkdRIX+5cnU1ps5lg2YlAAB5el0+vzcH0aF8WyhpKyvelWJv9qV+SaygqW82qTsPFkyNG/p5dHDKuQNzFMcXEcG9VKXZVZu2QgWZikAcvnpsMSEFqbl0n8+IDkC20+TS9mi0lzYR6m4acL/M26TkhIYDT5IvuJ3urifV3J0luVQoYIIq2v6ELUWSQENWkCB+umBHNf7aWctG7u/lwd6Uq0rZwVCDf5dVz0bu71Vm3suZudc5bCa6bu63Uys85Y1wI7gYtqbJIxvf50oWxqd+8fPSAYMdsGToQV1pplYWLCxe/Fzm1HYR6GZ1UWo9HInxcyukuDp1Lp0ZilKvim4qHFyIFWJocytx4f6x2kXu/yXPyt44NcOeRxWPRCvBNdh2Prd+vtrBH+bnx1NJxGLQCPxc18eC3UjD+9sWpTJNnxh9ZV8DfvspGKwg8dmYSH/xpsrpw31jYxGXv7+WmzzPZJwclPm56rpufwOdXTeWjy6dwz8mjuHZWDDfOi+P5cyfw7V9mctMJcU7VM4cosj6/gQvf3c37aZWIwHmTwnjpvGSnWVmr3cH9a/MoaeomwMPADfNi1cc2FjZS2dqDt0nHyWP6AvFem4OSZikRNvC+3tAl3ecCDqGSt13uFlOcVlwcnShzzQNtyQbS3zJ2IDqNoI4Q9m9PnxLlC6CO8J02Nhg3vYaixm5+KZLO1bsWJaq2f9evzFAdBvRaDVfMiOaba2fwj1NHc+rYIJLDvBgX6sWcOH8unhzBA6eN5pMrprDhxtm8feV0KSknwlM/FnLVh+mUtZgJ9DDw4nkTuH1hAhoBXt1cwl9XZtBitjI6yIN3LkllbIgX963JZXdFGx4GLf86ZwKBnkb+s7WU9Kp2PAxa7j55lNNc9yubShGR1qJKkms43tlZgV2EmTF+TqMgLg4PrkDcxTHHyWOCCfY0UNfRy0Xv7mZX+eCWvhmxfmr79a7yVnzd9dwsVxMAfpIzgfMSpG36tys1d1spae5mmTy/B9DeY+Wps6QqeUVrD3+eFa22ud25Kofz396lBtkF9Z2s7WcP9rnciv7cxmJV/TzEy8h7O6V2oWK5BS6jul1tY1d8vpXXDPLs80994qxx6LV9O5xW3soD3+bRarby0OljGBXkod50hmpNB/B3kxYkSqXAhYvfi+yajkEJouORKF83qQ3fZXXk4hAI8DCoVmMv/VI8ooCmIAjcf+poAjwMlDR38/SGQqfHT0gI4P7TxqARJGGle9fkqoHH5EhfHjtznCpUevfXUpv6S+clc8PcWHQaydrs/LfTeGdHOTH+7jx11jg+uWIKpycFoxWk4PSaj/fxl0/3saW4GYdDEmtLDPTgnIlh/Hl2DJdPj2JOnL+TXoki2nb5+3u555tcqtt6CPY08MzS8fz9pFFOM93VbT3c8FkmGwub0GsFHl08VrUds9kd/GeLNI97fkq4Kl4KsK2kGatdJNjToGq5KFTJVc6DtU9s7baqGjNzE/wP6jkujgxKp0VN+8hFBaUboqPX5jS6oTBBtqnd10+w7QR5fbixsBGb3YGXScf5KdK5+uIvxfRY7XiZdLx4XjIhXkZKm8386X2piq3oFXgYdJw1IZR/Lk7ireWpvHtJKs+fO4G/LUzgzPFSp4coiuwobuLx9ftZ8sYOVqZXIwJnjAvm48unMCvWn+yadi7/YC9v7ZC8wZdOCOW/F6cQ7GnkwW/z2FjYhEEr8LTcor4ut161+r37pFFOYqkbChr4uagJrQDXzXbWZBhIRYuZb7KlkcxrZo08R+7i1+EKxF0cc7gbtDxw2hhAumm/ua18yO1mye3om+Uqw/Ipkbx+4SRAuhB19tq4MDUcL6MOhwhRvib1Bn7nqhxCvIz8dONstBqB5m6r5OMY6YMIpFW0cdeJfVYP1e29/GNtHrl1HVyyYg8PfJvPbtkKo79Sq6LeGuxlRMS5R6qsxYyfHCBXym3nbbKvZX+PcH93A6eMcW7JW5tTz5vbypgQ5s2Hl01R1eOHmx9X/FG7LDaXn7iL3w2r3UF+Q+cB1ViPByJ9TThEl2Cbi0PniulR+LvrKW02D7IoG4ifu4FHzhiDAKzOquNruU1b4YxxITy6OAmdRuDHgkZuWJmhuozMTwzgySVSIndjoSS41mq2csWMaD64bDIpEd702Bz8e3MpF76Txob9jcT5u/PwGWP57KppLE0ORauRRsNu+SKLhc9u5D9bSimo7xzyPmJziPxc2Mg1H+/jli+yyKvvxF2v5dpZMay8chrz5WQ5SPei17dK77u3sg13vZZ/nT1erUoCfLSnipLmbnxMOi6Z0tdOK4oiK+Q52FPHBjtV/nptDicf9INhbW4ddofIhAjvP8S161hGGUNo6baMKIrm66bHIBcwaofoBFSU+tNkz3qA6dG++Lvrae62qt0qV86IItDDQHmLmSd+lCwDI33deHt5ChPDvenstfPUj4Wc//YuPkirHNR1KIoiVW1m1uc38MLPxVz3yT4WvryVC1/fzuf7auixORgb7Mkr5yfz0OljEYHH1+/nyg/T2d/QhY9Jx+NnJnHfqaPRaTU8+F0+6/Ia0GoEHjtzHNOi/Ugrb+WhdfkAXDIlUm2pB8nx5+F1kkPBn6ZFqfaBQyGKIs//XIzdITIr1o9JET7Dbuvi1+MKxF0ck0yP8eOti1MASXXVPsTgj2J3llnTrl4MUyK8ifN3x2x18HV2HUGeRi6ZKmU4Rwd78uSScfi56SlvMfPsT0V4GnXqBXpvZRsPnjYGg1Zgb2UbQZ4Gpwz7nso2Lnt/r/r7lpJmHKKoBtMKWgGCPAxON3ilehDgoUcjSEIxmdXtamt5m9nKPd/kqjea/m18Cv1nxZV2wKauoS09lEqCQ4R7vsnlb19mDfkdunDxWyhs7MJqF9VZu+OZMG8TGgHyG1yBuItDw8uk4/aFUmL3re3lpFe2jbj9tGg//ixXsp78sXDQSMRJY4J4eVmyqt589cfpajA6PzGAl85Lxtsk+Ydf9v4esms7iA/w4PULJ/HgaWMI8jRQ1dbD/63O4ZqP97G3so1IXzfuO2U0X8kiUh4GLWVN3byxrZxLVuzhlFe3c+NnGfxzXQFP/LCfO77K5ozXtnPHqhwyqtsxaAWWT4ngq2um8efZMeo8uM3u4NO91Zz73128sa2cHpuD1AhvPrhsMjNj+6rRuXUdvCpbLd18QryqxwKwJqeOjOp2jDoNFw2YYd3f0IldlAKxIM8Dt6bbHSKfyXO5F093VQCPdvzkUUG7OLJwrUYQ1DVXQf3gEaJpUb5oNQKlzWZK5REHnVbDElll/P20SkRRxNOo46HTpa6TNdl1PLOhCLtDJMjTyOsXTuLORYn4uumpbO3h+Z+LOfP1HSz+z3Yue38PF72bxsKXt3L2m7u455tc3k+rZE9lG2arA38PA4vHBfPvZcm8d2kqqZG+rEyvZtlbu/gio0atkK+8cionjQmix2rn76tz+C63XgrCF49lfmIAeXUd3LEqG6tdsji7eX6c+hkrWszc/HmmKuZ2oGr4+nxJXE6nEbh1QfyI27r49bgCcRfHLONCvfA0ajFbHeTVdQx6PNjLSIo8T/1dbj0gtfZdOFkSx/lkTxV2h0iKnOXbV9XO6GAPXlomzZdvKm6mtduqzmQ/+WMhRY1dnDJWyi6uz2/kx9sXsPmWOfz34pRBqpPvp1XyTXbdIHGQEG8TOq2GOxYmsCAxgJeXJas+pR5GneqVKnmhS0+u77SwPr9BnSdXvMf7o+lXBYjwlRIEuUN8L+Dsi/pDQSObiptVlVgXLg4XWTUdaDXCcS3UpmDQaQjzNg25yHPh4kCcMjaY05OCsYtwz5rcYZOoClfPjGZWrB+9Ngd//zpXVQxXmBLly1sXpxLmbZSESz9MJ1u2/ZwS5ct/L04hxs+N+k4L13yUzkd7JFXkxeND+OzKaarfcEZ1O9d+so/rP93HlpJmgr2M3Lognm//MpPnLpzECQkBGHUaWs1WdpS1siqrls/31fBzURMtZiu+bnoumxbFqmumc9uCBLXNHGBPZSvLV+zh6Q2FNHdbifZz4/Ezk/jPhZOcWmkrW83c9qUUXMxPCGDJhD77pLLmbp7+sUj9ToIH3IfT5BbzieHeB+V9vLGwkYrWHryMOs5JdQlTHe3otRq17fxA50yyrHqujB30x8ukY0aMLwDf5tSpf78oNVw9D5S58Okxftx78mhA0hy66fNMatt70GoELkgNZ9U107n7pETpmENav+XWdVLU2E2XxY5OI5AU4sl5k8L4xynSnHjavSfx0BljmRLlyw8FjVz0ThpP/VhIW4+NxEAP/nPhRB46XRrTqGgxc83H+/i5SGpHf3JJEotGB1HW3M3Nn/cJID58xlh1XVjW3M11n+6jodNCQqA7zywd76SgPpDqth4el23QrpgedcA5che/nuNbPcfFcY1WIzA92o8N+xtZn9/IeHnGpz9njg8hvaqdLzNquGRqJDqNwBnjQnhlcylVbT1sLm5iRowfBq1AY5eFwsYuxgR7MjrIg4KGLjYWNjIjxo835Pb3R9YV8ODpY/gmu44NBZKFilGnITnMi6+umU5jZy8eBh0nv7oNu0PkEbkFqD+KV3mgp5Gnl45XPwtIHpdKlX2o7K4yy25zDJ5x6l95nxsfwHMbi0krb6W9x4q3yVlgTqfVoNUITlXwqrYeEoNcF1sXh4/smnaifE2DfH2PVyJ8TOTVuQJxF7+Ov580iry6Tkqau7l3TS4vL5uIbii/JaTE68NnjOXSFXsobzHz8LoCnlyS5BRsxgW489byVG6T28L/8mkGj52ZxLyEAGL93XnnklQe+i6fjYVN/OunIrYUN3HvKaMJ8zZx/ZxYlk0K481t5azOqiWtoo20ijbCfUyckRTMqUnBnJMaybwoH3qtDgoaOilq7KKh04LdIeLrpmdUsAcTw7wHLfibuy289EuJOnvq66bn2tkxnJMcOmjbzOp27lgl2TclBnrw4Olj1M/YZbFx5+ocuq3S2NifpkUN+p5+lO/TyqjaSIiiqM7VXpgajrtBhys9ffQT5GmgvcdGfWfviK3W8xIC+HxfDT8WNHLbggQnHQOAM8eHsrWkhVVZdVwzKwa9VkOgp1FSLN9ZwTMbCkmN9MbbpOes5FDcDFoe/i6fXeWtnP92GpdMjeTiyRH4uOk5d1I4504Kp7PXRnFTN+09VvQaDcFeRqJ8TU7HuSBIekAf7Kzgy4waVbndx6TjujmxnDMxDJ1GwGZ38Mneal7bUkqPzYGfm56nzhpHSqQPDZ293PR5Ji1mK0khnjyzdLz6+Spbzfzl0wwauyzEB7jz72UTVSvcoeiy2Lj9q2w6e+1MCPPi6gN4jLv4bfwxVkcujlvOGCdlxr+VZ7oGcsrYYHxMOqraevgyQxJNc9NrOWeiJMT28Z4qTHqtOod225fZlDZ1c6LsRf7o+v3c+Fkm58vCbS1mK499X4C/u562Hhvvbivl6o/2sfy9PTR09hLqbcLLpOMC2ZJGwduk48klSYR4Gbl+buyg/VT2XaNBFevRawUnT1UAi1whV9rQz04OVeeeOvoF7tF+bsQHuGMX+9RfB+Kmdz79XQrqLg43mTUdxPyBZiyj/dzY39CpCvW4cHEouBu0PHXWONWG7JVNJSNu7+um58kl0jz4T/sbeX1r2aBtAj0M/OfCScyK9aPH5uCOVdlq67WnUcdTZ43jzkWJGHUadpS1cuE7aXyQVonN7iDI08jdJ4/iy6unsXxKBJ5GraTLsr2c899OY9GzG3l+YzF7q9oYFeTJ0uQwrpkVw3VzYrlwcgSTI32dAo6WbgtvbC3j3P/uUoPwcyaG8tmVUzk/Jdxp2x6rnVc3l/Dnj9Np7rYyKkjqVlPGshyiyIPf5lPS1E2Qp4HHzkwalLRIr2wjr74TnUbgpNHOuipDsbOslfz6TkxDtLi7OHpRBNuqZW2d4ZgR40ewp4FWs5VVmTWDHl+QGECAh4GmLqkDUeGqGdFE+pqo7ejlrtU5qlvPyWOCWHFpn7bCf7eXs+SNHTwtd0+CdI5NDPdmbnwAM2L9iAtwR6fVIIoi+XWd/Hd7GVd+sJdZT/zIS7+UqI4A186K4atrpkvnhUZgW2kzy9/bw/M/F9NjczAlyocVf5pMSqQPnb02bvkii5r2XqL93Hj+3AnqedLYZeGGzzJp7JIq4a9eMJEAj+FHNGx2B/d8k0uhbK37+JlJI1bOXfx2XBVxF8c0s+P88DbpaO62kl7V5iTsAlLQfd2cWJ76sZDXtpRyypggfNz0LJsUxopdFaRVtFHa3M31c2MpaOiirqOXR9cX8OzS8XyVWUNNey89Ngcbi5q4dnYMr28to67Tgl6+4T/xbZ76Xjd9lsmHl01BRLpwz4j149YvsgDwMupYNDqIRcMsBpQWdL1GQ3O31F7l66Z3UkcHVLXPCjljOjPWj9OSgvnLpxmq97jCzFg/ipu62VPZprbT98fDoKOzt0/hudU8cluXCxeHQnuPlfIWM4v6eZce78T4u2Oxi5Q0dTEqyGXz4uLQiQ1w5/7TRvP3r3NZkVbJ5CgfVe9kKMaHeXP3SaN45PsC3txejpdJx/Ipzr7A7gZJ+Oyx9fv5OruOJ38spLS5m1sXJKCT22lnxPjyyLoC9lW38/zPxazKquWWE+KZHedHqLeJ2xYkcP2cWH4qbGRdbgM7yloobuiiuKGL99MqMeo0TAjzYnyoN/EB7gR6GNBpBdp7bJQ2d7O3so1d5a1qkmpssCd3nZiotgsrWGwOVmfV8taOchpk95CTxwRxz8mjnLRR3thapiqrP7lk3CDvcLtD5MVfigFYMiEEX/fhK4AKn+yV2vOXJoce1PYujg5i/NzZzIHH63QagStnRPPkj4W8uqWU+YmBTiOFeq2GC1PDeWVzKe/urOC0pGA0goC7QcuTS8bx54/3sbuijas/Suefi8cSH+BBbIA7r184iQ37G/nv9nL2N3TxaXo1n6ZXMzrIgznx/owN9sTXXU+vzUFFSw9ZNe3sKm+lcUAr/aQIb84cF8KpScGqjk9DZy/P/lSkdnb4uum5cV4sSyaEohEErHYHd63OYb/sKf7ieRNUjaAeq52/fZlFdVsPkb4mXl420clOcCie+amIrSUtGHUa/nX2eEK9D85pwMWvxxWIuzim0Ws1zI33Z21OPb8UNQ0KxAHOmRjG5/uqKWrs5r1dFdx0Qjyh3iZmxPixrbSFXwqbuGx6FG8vT+H8t9NIr2pnR3krT501jjtW5VDX0Utzt5ULU8Mpberm+/wGrA6RaD83J+/KshYzO8pa+DS9mr2VbSzvl1H3GkJcTUEURXptUkBs1GnU14zwMWEY0DolitL2SrY1MdCDHqsUnHf0OtsmJYV4AX32aAPxNGrpP0LeNYznuAsXvwbFjzUu4I9TEY/yNSEAubWdrkDcxa/mxNFBXJjaxid7q3n4uwI+vHzKoECzP2clh1LTLlWqn9tYTHVbD7fMj3caCdFpNfzj1NFE+rrx6pZSPtlbTWFjF48uTiLAw0CMvzuvXzSJ1Zm1vLyphJKmbm79MovkMC8unRbFCfH+mPRaTk8K4fSkELosNrKbevhuXxXbSlto7LKwu6JNdQsZjqQQTy6dGslJY4KcdE1EUeT7vAZe2VxCtWxFFeZt5NYFCSxMDHBquf8ut543t0vjYnefNGpQMA+S6F1mTQceBi3XzBxZlAqkxOFWuXvsvEnhB9jaxdFEQqB0jyk8CMeKsyeG8U12Hdm1HfxjbR6vLEt2qvgumxTOuzsrKG7q5of8BrWIMTrYk5eXJfO3r7LZ39DFJe/t4fyUcC6fHkWAh4ETRwexaFQgO8tb+Sy9mk3FzRQ0dKmWtUNh0mmYHuPH3Hh/zpoajc5qRRF+F0WRb3PreWZDER29NrQCXDg5gmtmxqhChTaHyP1rpdZ4N72G58+dQISPm/r8R9YVkFvXiY9Jx0vnJY94DQFYnSnpOwjAo4vHDjnu6eLw4wrEXRzzLEgMZG1OPT/kN3DzCfGD2rl1GoEb5sbxt6+y+WRvNacnhZAY5MGcOH+2lbbw9s5yrA4HF0+O5JKpkby1vZxHvy/gzYtTWHXNdE54cTMWu0h7j41Hz0xCqxH4NreehYkBjI/2R7RaSStvY2V6Nf/eXEJRoxT4vr2zQt0HpQqwpaSZR9YVyOIX7kyK8EFAUvwEaVZIuZmMDvZUKwIKWo2AxS6q3rABHgZ1NnygWE+Yt5TprWsful1r4Ny4xTa8f60LF4dKdm0H7gYtwQehVHy8YNJrCfU2klvXwVnJoUd6d1wcw9x8Qjx7KtvY39DF4+v388zScSOKjV07W5ppVYLs9Kp2HjhttFNCSBAErpoZTWyAOw/JFpvL39vNw6ePZUasHxpB4OyJYSwaHcjbOypYmV5NZk0H/7c6B393PYtGBTIvIYDJkT54GnUsnhjGjHBPHA6R0mYz6VVt5Nd3Ut5iprlbmhX3NOoI9zYxLtSLWXF+Q4o+VbSYeXR9gRrEB3oYuHJGFGcnhw1KRu8oa+Gh7yRrpkunRqqq1v35paiJN7ZJbfp3nZg4SMBtKHZXtGF3SA4Pf6Tk4fHAmGDpGM+r68Qhik4JnoHoNAIPnT6Gyz/Yy97KNl7bWsaN8/qUxb1ka7zXt5Xx782lnJAQgEmuTieHe/PhZZN5bP1+Nhc389GeKj7fJ60pl6WEMTbEixkxfsyI8aO128qm4iZ2V7ZR2tRNR68Ng1ZDqLeRMcGeTI70ISXCB4NOgyBAoI+JxkZpLVfVZuaZDUWq9W5SiCf3nTKa0cF957LF5uCBb/P5oaABnUbgqbPGqcUXgPd2VfJ9vmRr9tTScU7ih0NR2tzNUxsKAbh+bizzE/84nWxHGlcg7uKYZ3acPz4mHfWdFn4pamLhEK2wc+P9SQ7zIrOmg798uo+PL5/CwlGBPPNTEZ29dl7bIt20r5kZTXplG3sq23j5lxKeP3cCsf7uFDR0UdjQRaSvG9NjfPk2t571+Q3cdeZ4zB1mPA06VqZXq0H4QCJlFfP30ypp6rLw7E+SymtcgDszY/pEZIqbJLunYE8DET6mQVVqN73Wya9VEMBHDqh7bQ56rHb1pqG0XNV3Woa8OfmYnE9/11Sri8NJdk0Hsf5uB6VUfDwR7edGdu3QbgUuXBwsBp2Gh08fy5/e38MvRU2s71edGwolyE4I9OCRdfnk13fyp/f3cuX0KK6aGe1UHV80KpA4f3f+/nUOxU3d3Ph5JuenhHPDvFg8DDq8TXpumR/PJVMj+XRvFasya2nutvLZvho+21eDQSuQGunDyRPCmBTsQYyfFLweagBrc4h8ureKVzaX0mtzYNRpuGpGNMunRKj3sf7sKm/hjq+ysTlEThodyE0nxA3apqy5m/vX5iECyyaFqToyByJfdjuYFO7ySj7WiA9wx6jT0GWxU95iPqD3e4y/O/84VRr/eHdnBdOifZnRbx12ydRIvsqsobqthze2lXHTCX3WXUGeRp47ZwLbS5t5fWsZmTUdrMqqZVVWLWODPVkyIZRTxgbh665nyYTQIRNFw1HVaub9tCq+yqzBahfRawWumRnDZdOjnPQPKlrM/GNtHtm1Heg0Ao+dmeRk9bejrIVXNkv6EncsTGBypO+I7+sQRR7+roBem4MZMb5cPn2w6KGL3w/XBL6LYx6jTqOKr729o9wpUFUQBIHnzplAnL87bT02Pt9XQ7CXkVPH9s1sr86sRRAE7jl5FAJS9frHggY1y3jn6hxWZ9UyM8YPk05DdXsvF72+ndKmbvzd9araue8QapT59Z18n1dPTo3zAr2kqVu1jTHqNOTVSdXwieE+CILAL0VN6rY6jUCQp8Gp4u9wgIdBq86SN3f3KacHehoRkBY7Ld3OXuZD7edw6rwuXBwqoiiSVdtBrN8fr7IU6+/O/oYutWvFhYtfS2KQB1fNkBSLn/2piDbz4Ov4QOYnBvDxFVNZkBiA3SHy5vZyLnt/7yCLz7gAd969JJVlshDpyvRqLnxnNz8WNKj30EAPA3+dG8eaa2fw/LkTOGdiKCFeRix2kR1lrfxzTS7nv53G2W/u5Mkf9vNzYaMqJDoSNofIhoIG/rRiD89tLKbX5mBqtC8fXz6Fq2ZGDxmE/5DfwC1fZNFjczA7zo+HTh87KLlssUlCU10WO6kR3qo3+8FQL4uVKtafLo4ddFoN40KkavHeypFHIxROHB3EufK68dHvC+iy9HUUuhu03HViIiBVljcXNw16/sxYf/57cQpvXDiJU8YEodcK5NV38vSGQk5/bTt3fJXNt7l1BzxnO3psrMmu47K3dnL2m7tYmV6N1S4yPdqXD/4knQ/K2qzHaueNrWVc9G4a2bUdeBl1PH/uBKfiU0NnL/9Yk4dDhKUTQjlPPr9H4qvMWjJr2vEwaLnvlNEjdhS4OPy4KuIujguWT4ngk71V5NZ1srm4mXkJg8VtfNz0/Hl2DPd8k8vK9Goumx7F/aeO4eIpkdzyeSbV7b2szanjrAmhnDg6iB8KGvj717ksGtX3Wo+sK+CciaE8e/Z47lqdQ2ZVG8veTsOgFXj1/ImIwNgQL7aUNPPo9wWqBVlNey/3rpGE3TyNWt69ZDKdvTbe3FbGJrn9qNfm4GVZJXdUkAdNXRYnFdwb5sbi46Z3Uoe3iyKCIBDkYaC6vZe6jl41IaDTCPjLCqD1nb2DlDIH/j6UN7kLF7+Guo5eWrqtxP4BWzzjAtyxOUT2N3QywTVj5+I3csWMKNYXNFDS1M3TGwr55+KkAz4n0MPAU2eN44eCRp76sZDCxi6u+DCdq2dEc+WMKHUm1qTX8n8njWLBqEAeW7+f6rYe/v51LhPDvfnLnBimRvkiCAI6rYY5cf7MifNHFKU29O1lzaRVdbC9qJHq9l61Wg6SBWd8gDvh3ib8PfS4G6SlZrvZSmmzmd0VrbTIAYq3SceN8+I4Ozl0yO4Zm0Pk9a2lqq3YgsQA/rk4aVDLOsCb28soaOjC103PPxcfmtpzt6yE7WEYnARwcfQzNdqXvVXtbC9tUQszB+KW+fFsL22mur2XVzaVcqccfAPMTwzkvElhfL6vhru/zuX5cycM0iASBIGUSB9SIn1o7bayNreOb7Lr2N/Qxc9FTfxc1IRGkLR8xoZ4Eu5jwt2gw2JzUNveQ159J7m1HepoIsDMGD8umx7JtGhnu70txc08taFQVYafHu3LP04d7SSm5hBFHvounxaz5DJwx6KEA3akNXZZ+Le87rxuTqxLnO0I4ArEXRwX+LkbOD8lnPd2VfLiL8WkyjNsA1k4KpBwbyPV7b1sL21h4ahAxod6cfn0KF78pYT30ypZMj6EO09MoL3Hys7yVnaWtXL3SYmkV7XzbW49X2bUUtvey4WTw3lru7Q4sNhFvs9v4I5F0oVcaf274J20QfsQ5m0i2k+a1/nXORN4bmMRH+6uctomxt+N0mbnNnd/OXDuf11VKhcRvm5Ut/fy2pZSXl6WrLYhBnvKgXiHhaQBHXqhA+bmBiq0u3Dxa1Fas2P8Rp5LOx6J9DGh1whk1XS4AnEXvxm9VsP9p47m6o/SWZfXwOw4/4NqtxYEgZPHBDE1yoenfizkh4JGXt9WxqbiJh4+faxTkmxGjB+fXD6Fd3dWsCKtkozqdv66MpPxoV4snxLBolGBalArCAJxAe7EB7pz86leVFS3srO8la0lzeyuaKW02Ux1W88BraT83PScMzGUi6dEDtlFBlDb3sP9a/PYW9UOSAn3m06IH7J7K7umnXdlXZa7Tx51UHPh/RFVnRbXffBYZG58AG9sK2dbabPTiN5IuBu03HPKaG78LJOV6dWcMjaISRF9owm3L0yguq2HbaUt3PBZJtfPiWX5lAinMQ8FX3c9y6dEsnxKJIWNXazPq+fnoiaKGrsPKNoW5+/OktQIFsb6DprlbjVbefanIr7LrQekNd2tCxI4aXTgoGP1s/RqdpS1YtRpeGxx0gG/A1EUeUwuGI0J9uT8FJdI4ZHAFYi7OG7409Qo1ubUU9ps5qkfC3n4jLGDttFpBGbF+fP5vhr2VLapLT3nTAzjv9vLKWnq5utsqSr+4nnJnPGf7TR3W4nyc+PcSeGcPCaIv32VzbbSFv48O0YNxAHW5tRz8wnxaqY+ul8QohFgQpg3GdXtnDzG2cLsphPiqe+08EM/38pIHzeKmpwv3A55peDoVxFXWohmx/mzq7yVPZVtfJVZq15QFZXMxq7BHuED/Z1dgbiLw0VObSf+7np8hllgH8/otBqi/NzIqmkHXF7ELn47E8K8uWZmDK9vK+Ox9fuJ9XdnXKjXgZ+IlKR+fMk4FuTW89SGQnLrOrn0/T3cvjDBqQptkq0+z50Uxjs7Kvgqs4bs2g7uXZNHkKeBs5NDOXdiGIGezgGum0HLCQkBnCB3obX3WNnf0EVZczc17VJnjFJt9jRqifBxY3yoF5MivIcMaKBPMfrpDYV09trxMGi55+RRw87I91jtPPhdPg4RTh0b9KssE5WYZojJNhfHAEkhnoR5G6lp72VTcfOgddZwzIjx48zxIXyTXcfD6wr44E+T1QBWr9Xw9NLxPPRdPuvzG3h5Uwkr06tZmhzKwlGBJAS4D5m4SQz0IHFuHNfPjaOxs5eM6naKGrup6+il22rHoBUI9DQSH+BOSoQPEb4mAgO9aGzsUI8/hyjyTXYdL/1SQqvZikaAiydHcu3sGNyH6NoobermxV+kyvbNJ8QdVDfa+2mVbCpuRq8VeOC00a7xxCOEKxB3cdzg667nybPGyZWDem4+IW7QogFgcqQPn++rYVd5i/o3T6OOiyZH8N/t5TyyrgA3vZaTxwQxK9aPNTn1/FLUzLRoP+YlBDA6yIOChi6qWs28dHEqLW3dvPxLCfWdFua8sJlRQR48ujiJuAB3LkwNZ2V6NU8uGcfMWD+2ljQzO87faX90Gqm1vD+RfiZ2V7Y6/U2Jv239AnGdHDxfMiWC/Q2dUiKin11ZoKxY3dw1eE5pbIgn7nqtukhytaa7OFzk1HYQ9QeshivE+ruTWe0SbHNx+LhqZjRZte1sLWnh1i+yeO3CiUMqkA/HqUnBTI7y4aHv8tlR1spj6/ezu6KVu08ehYehbykY5GnkzhMTuXpWNJ+lV/P5vhoaOi28sa2ct3dUcOLoQJZPiWR82NCJAG+TnilRvkNaiR4MJU3dvPBzMVtKpJGt5DAvHj5j7Iiqz//eXEpps5kAD4PalXaoKJoOBldC+phEEAROTwrmrR0VrMqsOehAHOBvCxLYWdZCeYuZZ34q4r5TRquPGXUaHl08lpmxfvx7Uwl1Hb28vrWM17eW4e+uZ1KED+NDvZgQ5kVSiNegIDnQ08ii0UEsGj3wXYfG7hDZWNjnSQ6SGN39p44e1k6s22Lnrq9zVLG1ZQdR2d5R2qKOQv5tQYLLbvMI4lp5uziumBjuTXKYNw4RVmfVDbnNjBg/NAIUNXbz9o5ytdJ8zawYVbztE1lATamYr0yv5scCqWKtqFP+Y20+O0uaOT0pmOtmx6qvv7+hiwveSeO2L7NYPiWStdfNZMGoQEx6LYtGBw3ZLlQ1oI3Pw6AbLPIhx98We58IlKFfu6CiFNpfJMpPrki2DCEY4qbX8umVU1XVdlcy1MXhwCGK5Nb9MYXaFOID3Klu76Gpy3LgjV24OAi0GoFHFyeRFOJJi9nKXz7JGCTAdiCCPI28eF4yN86LQyvAurwGrvwg3Sl5q+DvbuDa2bF8c+0MHl08lknh3tgcIuvyGrj8g71c/2kGG/LqnDRLfg3SzHk3n++r5oaVGVzwThpbSprRaQSunxPL6xeljBiEby5u4mP5fv2PU0YP2+Z+IJRW+sA/kN3i8cZZyaEIwI6yVkqGOKaHw8uk48HTxyAAqzJr+SKjxulxQRA4a0Ioq/88gwdPG8OcOH+MOg3N3VZ+2t/Iy5tK+MunGSx8eQsXvZvGg9/l88meKjKr27HaD06002JzsDqzlgvfSePvX+eyv6ELD4OWm0+I44M/TR42CO+y2LjtyyxKmroJ9DDw4GljDii2Vtlq5u5vcnGIcOb4kIMSdHPx++GqiLs47liWEkZmTfV41fEAAQAASURBVDuf76vmyhlRg1qHfNz0LEgMZMP+Rl7ZXIpGELhctoe4cV4c6/IayKxpp7PXxgkJAZwxLpi1OfU89F0+kyJ8mB3nx3u7pJb0FdvLmBLmyZkTQkivaiOjup2yFjMAm4ub6bUV8O9lyQfc58pW6Tlz4/25dGokz2wo5JO91UNuqwTaGmFopXOL3cH7aZWcMiZIbQ0eTrkzxMuoLjxcSpkuDgeVrT10WezE+P9xK+LxgVISIrO6nQW/ok3WhYuh8DTqeOm8ZG78LJO8+k7+8mkGT501jukxfgd+soxyv0uJ8Obub3Ipae7msg/2cM/JozktaXDrt16r4ZSxwZwyNpi8ug4+2lPFurwGdpW3suudNMK8jcyNDyA+wB03vZZem50uix2L3YEoShVFN70Wd4MWg1aD3SHS1mOlqq2HosYu8uo6aevpU6wWkJTfb5gXd0AbqooWMw98K3mKX5ASzpx4/xG3H46mLosauPX3YnZxbBHh48b8xAA2FjaxYlcF95825qCfOy3aj+vnxvLK5lKe+mE/Ae4G5ic6i/4adRoWjw9h8fgQem0Ocmo7yKppJ7u2g6yaDuo6eilq7KaosZs12XXqcyaGe6sWaWOCPZ2cb8xWO9/m1rEirYpKee3oZdRxQWo4F0+OGHa8y+YQ1SRAdVsPHgYtTy8dN2QXaH/MVjt3rsqho9dGcpgXfz9plEsX4QjjCsRdHHecNDqIR78voL7TQlmzechZmYdOH0OEj4kVaZW8sa2MhaMCifZzI9TbRISPiaq2HjKq25kd58/9p46hvMVMVk0Hp7+2nbMmhHBBajifyoHyA9/m884lqepF32JzsD6/gYfX5bOrvJXbv8qmqdtKm9nKg6eNISVSEgPpsthIK29lUoSPGojfsSiBlm7rkEG40oauBOJGnQZBEKjv6GVzcRONnVL1LbNaEZWr4ZpZkvVNc/fwlTnlEuxwDce5OAzkykJt0X/g1nR/dwN+bnoya1yBuIvDi4+bnlcvmMgdq7LZXdHGzV9k8cBpozl9oBrnAZgU4cOKSydz35pc0ira+MfaPDYVNXHnokR83Yde/I8N8eKh08dy/ZxYPt5TxdfZddS097Iyfeik8cFi1GkYF+rFrFg/Th4TNGIFXKG2vYebv8ikvcfG+FAvbpkff8DnDMea7DpEYHyo1yA3ERfHFpdNi2JjYRNrc+u5amb0QR1LCldMj6Ksxcya7Dru/iaHx89MYn7i0Ndvo05DaqQPqZF94m6Nnb3k1HWSV9dBbl0nWTUdtJqtUtKqvJVXNpfibdKRFOJJoIeBFrOV9Mp2dTwwwF3PJVMjOWdi2JBiwwBFjV18nVXHd3n1asdVqJeRJ88ad1C6EU/LLgr+7nqeWDIO4xDuAy7+t7gCcRfHHQadhokRPqSVt7KtrGXIQNyk13LTCXEUNHSyo6yVF34u5tmzxwNSe3tVWw+3fJHF2cmhXDQ5ghvmxnH9ygxAanmfGuXDllvn8peVmWRWtXHbl1m8/6cpGHUaDHLWtKrNzBvbylV7MoCH1+Vz36mjeWZDEeUtZnptDhIC3bHYRYw6DaFeJvbJCrEDUS7MZvmi7Sa3uD+9oZCNhX0+l9XtUotdeYuZYDk7Wt85fCCuZGftrkDcxWEgp66DIE/DsAuJPwpxAe7DnssuXPwWPI06Xjw3mQdlEan71+ZT32HhsmmRh1TdCvAw8NKyiby9vZw3t5fxfX4D28tauH5OLGcnhw5r/xXqbeK2hQnctzSZNbvL2VPZRlVrD702BwadBneDVkoUI3VodVvsdFvsWB0iWgG8THrCvI3E+rszJtiTUUEewwq3DUV2bQd3rcqmvtNCuI+JZ84eP6Sd2cFgtTv4VE4knHuQtlcujl6Sw72ZHefH1pIWXtlcymNnHtjuT0EQBO47ZTQ9Vjs/FjRy1+oc/u/ERM6ddHBq4oGeRk7wNKrChaIoUtLcTZrsvpNW0Up7j40dZa1Oz4v0NXHl3HhOTfDDqBta6bywsYuXfylRtRMAfN30LJsUxiVTIw/qfrsut56vs+vQCPDo4qRDdhZw8fvwx14puThumRfvT1p5K//6qYhdZS08vXS8UzsQSBfdOxYmctG7afxS1ER6ZRspkT4sSAzgW9kq4qvMWgobu3h7eSrvXpJKTm0HT/5YSFpFG81dFv57+VROf2ETpc1mVuyq4MLUCDotNsK8TVw9M4bipm42FDRy1oRQvsmpo6K1h+s+yXDaj6JGqSUu1t8drUagrHno2aZguYW82yIF4u4GrSzs0eS0Xf9PGSQH4o0jBOKKuEhHj32kr9SFi4Mip7bjD10NV4gPcGd1Vi1Wu+OQggwXLg4Gg07DPxePJcjTwIe7q9QW1TtPTDwk9WOdRuDPs2OYHefHo+v3s7+hiyd/LOSjPVVcNzuGk8YEDTu25GbQsmBU4LBVw8ONze5gRVolr28tw+YQifFz4+Vlyao7yK/hs3011HX0EuBh4NQhWvNdHHvcMDeObSUtrM9vYFlKGJMjfQ/6uTqNwD8XJ+FhKGB1Vh2P/1BIabOZW+bHD1pDHghBEIgP8CA+wIMLUiOwOUTy6zspbOikzWzD06hlbIgXSaGeBAd5O6mmK1hsDl7fVsb7uyqwi6AVYF5CAGeOD2F2nP9B31tq2nt4/If9AFw1I5qp0b6H9Flc/H64VgcujktOSwrGXa4YbypuZnNx05DbxQa4s2RCKAD/3VEOwKLRQXx1zTT+tjABgKyaDjKq2xkX6sWylHBSIiTRjJ+Lmgj2NnHzCXEA/GdrGYv+vZVz3tzJ61tL2VXewuNnJvHDDbO479TRvHye86z4axdMJK5ftf4UWeWzXJ4TUkgO82JqlA+Jsqplqzzv7W3SU9PuLPIW4mUkPrBPSVcRa+u22p1E3Jy+A3kO74Pdlbz0S4nqTe7CxaFid4jk1XX+If3DB5IQ6IHFLo7oH+vCxW9BIwjctiCBvy1MQAC+yKjhti+y6Og3c32wjA/z5r1LJ3PnogR83fSUt5i5d00ey9/bzY8FDUd8dCm/vpMrP0znlc2l2BwiJ44O5O3lqYR6m371azZ29vL61lIArp0d42rTPU4YHezJ2ROldd1j3++nx3poRQadRqqMXzc7BoCP9lRx65dZdPYe+nk18HXHh3qxNDmMy6ZHce6kcMaFeg2b6Cpq7OKKD/fy7k4pCF+QGMDKK6fx9NLxzE8MPOgg3O4QeWBtHl0WOxPDvbl6Vsxv+hwuDi9/qKtOa2srt99+O5MnT2bq1Kncc889dHWNvEjq7e3loYceYsaMGaSmpnLTTTfR2NjotE11dTXXXnstkyZNYtasWTz55JPYbH0nbH19PbfffjunnnoqY8eO5dFHH/1dPp+LPvzdDXx8xRSmREnzO5+l1wy77eXTo9AKsL20Rfb+lUQ/Lp4cweJxUob8mo/S+T5PqpIrSupfZdTS1m3l5DGBXDE9Sn09uwhvbCvnps+z+LGgEW+TFAz3z0AadRqmRPmS3M8C5hy5La5sQCD+5sUpvHrBJLXKoYjKhHkbVaVXkHzAHzxtDE+dNY6TRgfy3qWpeBj72pyGu4lMjvRRhbXe21VBabN5yO1cuDgQpc3d9Ngcgzzq/4hE+ZrQawQyql3t6S5+Xy6eHMHTS8dh0mnYXtbCFR/upajx0BNAOo3ABakRfHXNNK6dHYOnUUtRYzd//zqXS1fs4Yf8/31A3tlr4/mNxVz+/h7y6jvxNul48LQxPH5mEl6mX9/UabU7uHdNHp29dpJCPFkqJ+RdHB/cOC+OAA8DZS1mXvi5+JCfLwgC18yK4fEzkzDqNGwvbeHKD/cO27F4OLE7RFbsquCy9/ewv6ELXzc9T501jqeXjv9VtqDv7Cxnb1U77notD50+xuUXfpTxhwrE77jjDgoLC3n77bd57bXXSEtL4/777x/xOY899hg//fQTzz//PCtWrKC+vp4bb7xRfdxut3PddddhtVr5+OOPeeKJJ/jyyy958cUX1W0sFgt+fn5cf/31jB079nf7fC6cCfM2qX6Q28tanILW/kT6unHaOEno5quMWqfHrpkVg7+7HhF4ekMRNruDU8YEYdJpKGzsYtLD33Pxe3u4dnYMb140iQdPG8Pcfsqtr28rw+4Qsdkd7G/o5NXzkwn3MfHsUmke/Yrp0UT4mLhlfjxeJh0OUaRCDsSfPGscX1w1zSlbqqjWAqRE+Khqs6mRPmy9dR5To32J9HXj8SXjSAqRMq16WeRtKBsNhyiy7O00yprNKPapLWaX5ZKLX0dObQcCf2yhNgWdVkOMvxv7qtqO9K64+AMwPzGQNy9OIdTLSHmLmSs/3MvqrNpf1eHkYdDx51kxrLpmOtfMjMbDoGV/Qxd3f5PLhe+ksTqrFsswHVaHg26LnYzqdl76pZilb+7kg92V2EU4aXQgn1wxlcXjQ36T0nOvzcE93+Syp7IND4OWh88Ye8htxy6ObrxNeh44TVr/fbavhi8zhi/GjMRJY4J486JJBHsaKG02c+WH6fxc2HjgJ/5K8us7uebjdF78pQSLXWROnD8fXz5FLQAdKmnlrby+tQyAu05MPCTxOhf/G/4wM+JFRUVs2rSJzz77jORkqUX4vvvu49prr+Wuu+4iJGSw4mhHRweff/45zzzzDLNmzQKkwPyMM84gPT2dlJQUNm/erAb3gYGBJCUlccstt/DMM89w4403YjAYiIyM5L777gPg888//999aBdE+roxPdqXneWtfJVZw1/nxg253elJwazJrmNVVi0FDZ3ctiCB1EgfIn3d+ObaGZz8yjZazVa2lbYwLyGAZ84ez21fZmG1i5Q1m9lT2caMGD8mRfhwxrhgOnvtnP3fnZQ0dfNjQQN7Ktv4fF8NV0yP4qurp1HX0YsoikT5ufHVNdPV/djf0EWPzYFOI3BCQsCgzOU/1ubR3G0l1t+NM8YFs6lIEu4YqaVupHWYMm8OEOXnRmmzGbPl91tguTi+ya7tIMzbpAoJ/tGJC/Ag3RWIu/gfMSbYk3cvTeW+NXnsKm/lkXUFbCpq4u8njfpVauDeJj3XzYnl4ikRfLS7ik/2VlPabOaRdQW8srmUS2bGcGKcL+E+B7e477HaaTVbqW3vpaxFsnkqae6mpq2H9h4bFrsDi92B1e5804r1d+PW+Qm/2p6sP3Udvdz9dS6ZNe3otQJPLEk6oE2ai2OTWbH+XDsrhte3lfHED/tx02uHtOg7EGNDvHj30snctSqHzJp27liVw+lJwVw7O2bEwNZqd1Dc1E1ztwWTTkuUn9uwegaF9R08vy5fVfD3MGi5dX48S5NDf3XSqay5m79/nYNDhMXjQzhjnEsD4WjkDxOI7927F29vbzUIB5g9ezYajYaMjAxOPvnkQc/JysrCarUye/Zs9W8JCQmEh4ergXh6ejqjR48mMLAvWzV37lwefPBBCgsLGTdu3GH/LMOdk8rfXZaAzixLCWdneStfZNRw+fSoIdUllRZ2gNy6Tp7fWMR7f5oMSKI4ZyWH8tHuKp7/uZhoPzdmxvrx2VVTeXR9ETtLm3lvZwUTwrzwNOoQBAFvNx0XpITz5vZy3thWprZ7v7OzgrYeK19m1HLZtEhu7me5Ut/Ry31rcgGYFeunVrIVWrut6uu8dsFEyV+y3yZD/bvb7A5sDmlR427QDtqmy9LXrq5UBHrt9qPyGDoaju/D8d5Hw+f4vciqaT/i/uH9v98jLXeQEOjO+vwG6jp6ftMs69HGkTiGj7Xz5Uid5wEeBl5elsyKXRW8tqWMjYVN7K1s445FCZyWFPyrFvU+bnr+MjeWS6dF8vm+Gj7eU0VDp4UXf9zPi0BSiCeTI32IDXDH06Cj12anrtNCRYuZ8hYzdR29tHRbsNgP/oT0c9OTGunD6eOCOSEh4LBUrHeUtXDfN3m0mK14GXU8tTSJadFDe7Afz9fpQ+X3+g7+F9/xn2dHU9/Zy1eZtdy/No8em10dAzwUgjwNvH7RRF7ZVMr7aZV8m1vPd7n1pER6My3aj1FBHvi56+mxOihs7GJnWQu7K9oGafOEeBkYF+pFjJ877gYtLd1W9lW3kVPbqW5zytggbp0f/5tUzatazdz0eSZtPTbGhXpx90mJaI6Bro8/4nn3hwnEGxsb8fd3zqbqdDp8fHxoaGgY9jl6vR5vb2+nvwcEBKjPaWxsdArCAfX34V73txIQMLJX4IEe/6Nxnr8nr20to7ixi/f21HD/kqGTI3MTA9kstxzlN3Th6eOOSa7sXT0/kS8zaihvMXP9Z5lsuH0+kwK9uMkh8Kf/7mRneSunv7aDNy+fyhxZQfaqBYm8taN80Mz1l3L7+3u7Klk6NYopMdJxedXH+yhtNhPmY+KJC1II7JdpfWdLCSu2S+1FCUEejI2V3iPQT/JstolQ1mUjJcrXacHS0NELSBe12Ai/QYuZpn5j4zq5qu7mYSIw8Og9ho7k8X043/t4O097rHaKGruZMysIH58jX2Hy9j7y+5Bi0MOWMoo7rEyIDzrSu3PY+V8ew8fq+XKk9vuOxeM5IzWKO1buI6emnX+szWdTaSuPn5tMgOevW+AHArdH+HHTKWNZl13LJ7sq2FLUSG5dJ7l1nQd8Pkhz6CHeJuKDPEgM9mR0iBcx/u74eRgw6bXotQLebnpVW+VwIIoib20p5dE1UnVwXJg3r106heghrE0Hcqwed4eT3/s7+L1f/18XT8bdPYsPd5Tz6Pf7EfQ6rpn363znH1k2ifNmxPDc+gJ+Lmhgb2U7eyuH1wHxcdMT5mOiy2KjssVMXYeFuo4mwFlAWCPAiUkh3LAwkZQo31+1bwr7Klq59tMM6tp7iQv04L1rZhD4K8/5I8Uf6bw75gPxZ555hjfeeGPEbdauXfs/2pv/DU1Ngy0OQAq2AgK8hn38j8xt8+O46fMs3t1WyuIxAUOKSV0/Oxq9IPLT/ibsDpHHVmdxw7w4tBoBXw188KfJ3PRZJtXtvTz2dTZ3LEpgTkKg2vputtq56p1d/HtZMimRPhiAk8cEsS5PSshE+pqobHWeUz/v1W3cdEIc8xMDyKhsQyvAq+cnY7TZaGyUguz2HisPfp2jPmdskIf6mK1HUlDPr+3gvFe3cuuCeC6dGqluWyQrNvuY9LQ0D14oVdb1tc3a5cxtW1s3W3Nq2FPZxvkp4UfN7NxvPb4PR3LhcJxbx+t5uq+qDZtDJNRdR1vb7y9oMxyCIAXh7e3dR8X3G+JlYHNeHbMjjp+Fxa85hn/r+XesnS9Hw3kebBB466KJvLOzgje3lfN9Th1ppc3849TRzJO9jn8tsyO9WDJpBgXlTWwraSGntoOqth66LXaMOg0BHgYifU1E+7kR7mPC392At0mHh0E7QlXeAXawdNpp7Bxa0+VQcYgiz/1UrGqrLJkQwv+dmIhJtKv30aE4Gv79DhdH67n3v/yOb5sbg0EUeWdnBf9ck4ut18qylIPzBx9IpJuWZ89KoqYtjs3FzWTWtFPabKa9x4pBqyHS143USG9mxfqTEOiuHu/dFju5dR3k1XVS3daD2WrHx6QnMciD0ydHorVYEUVGPC5HwmZ38H5aJf/ZWobVLhIf4M6/l02AHguNPceG9s/xdN7BwZ17x3wgftVVV3HOOeeMuE1UVBSBgYE0Nzc7/d1ms9HW1kZQ0NCVisDAQKxWK+3t7U5V8aamJvU5gYGBZGQ4+0IrqurDve5vRRRHbrk80ON/RGbG+jMnzp8tJc08s6GIF86dMGgxMDrIk6fOGs+Huyt5bmMx7+2qxCHCLXL7eLSfO7cuSOCu1Tl8tLsKq83BMxdP5pULJtJrdXDX6hy2lDRz65dZLBoVSKCnkb8tSGBzcTNdFjuXT4vi1S2lNHdLwXO4t5Hq9l5W7KpU7WamxfgR4ePm9O/Xv2UJYFSQp/q4YtHWISuif5hWySVT+gLxxi7p4uvnrh/ymBhqHlwElr+3BwA3vZazjjI12SN5fB/O9z7eztOM6g4MWoGIg5wX/b1QvtOj5buNC/AgvbLtqNmfw8n/8hg+Vs+XI73fWo2Gq2fGMDc+gPvX5lHc1M1tX2azNDmU2xbE42H4bctAf3cDZ4wL4Yxxg3V2huN/9X1YbA4eXpevJsNvPiGOS6dGIgjCQe/Dkf73Oxr4vb+D/813LPDXubFoNAJvbS/nqR8LifFz/01+2qHeJpalhB8woFc+m5tey+RI30G+5oIAgV4mGhutv+p7sDlE1ufX88bWMirkYs+CxAAeOG0MnkbdMXn8/pHOu2NeNd3f35+EhIQRfwwGA6mpqbS3t5OVlaU+d/v27TgcDiZOnDjka0+YMAG9Xs+2bdvUvxUXF1NdXU1KSgoAKSkpFBQU0NTU12aydetWPD09SUxM/H0+tItfxa3z49FrBbaVtqjZ8aG4eHIEN86TRN1WplfTJvt2g3Rxu2ZmNCApce4tbwGkOfInliQxLtSLzl47q7PqeGt7OSvTq/nqmunce/IoYvzd+dfZ45kU7s2bF03i86unE+xpoNVs5Z2dFYAkGjeQ/QN8iCN8+mZN3QeIYg2cf1csy3yGsXnp7aekrlzz+l/8smt+XWbWxR+PfVVtxAa4HzUdFEcLCQHuFDZ2OQkjunDxv2ZMsCfvXTqZ5VMiEIBVmbVc8HYaW0uaD/jcY5GWbgs3fpbBurwGtBqBh88Yw5+mRf0mtXUXxzaCIPCX2TEsHheMQ4SHvst30sk51ui1OfgsvZrz3trF/WvzqWjtwd9dUot/6qxxQ+ohuTj6OOYD8YMlISGBefPm8Y9//IOMjAx2797NI488wuLFi1XF9Lq6Ok477TS1wu3l5cV5553HE088wfbt28nKyuKee+4hNTVVDcTnzp1LYmIid911F3l5eWzatInnn3+eSy65BIOhTx0xNzeX3Nxcurq6aG5uJjc3l8LCwv/59/BHJjbAndsWJADw700llLcM7ZctCAKXTYtkdJAHvTaHk+2FIAhcNydWVZ98a0up+phJr+XV8yeq3uMAb+8oZ31+AxWtPVz7yT7SKtp48+IUJkX4oNMIXDqtz3984ajAIQPxwgbniriPW9/snF7nvKjwMDgH5sri390wtIq13dEXdQu4Figufh2iKLKvqp2EAI8jvStHHfGBHjhEydrNhYsjiVGn4bYFCbx6wUQifEzUd1q45YssHvw2T+3KOh7Iq+vg8g/2sreqHQ+DlhfOmcDpSQdfsXdx/CIIAnedOIoIHxO1Hb28vaPiSO/SIdNrc/DRnirOfnMnT/5YSHVbD75uev46N5Yvrp7GmeN/vdK6i/89f6h0yTPPPMMjjzzC5Zdfjkaj4ZRTTlFtxQCsVislJSWYzX0B2j333INGo+Hmm2/GYrEwd+5cHnjgAfVxrVbLa6+9xoMPPsiFF16Im5sb55xzDjfffLPTe5999tnq/2dnZ/PNN98QERHBhg0bfr8P7GIQyyaF8UthE9vLWnhzWxkPnzG0r7sgCCyfEsmD3+Xz782lbClp5k/TojhBnqtbPjmStTn1rMmoZmlSEJMiJNV1d4OWB08fywOnjeHKD9PJru3gqR/7Ei4vbyrhsmmR6kXywtRw/Nz0BHjomRLl63TxbOqy8PKmEtbk1ANwQkIAYd5GUiL6xiQ0A4JnvdY5t6YE2tqDuCgrWzj6lcT7B+ouXAxHZWsPLWYrCYFHXiDtaCPM24ibXsO+6rbf1AbpwsXhYkqULx9fPoVXNpfy8Z4q1uTUs6u8lQdPHzOsivixwjfZtTzxQyG9NgeRviaePXs88a4EoYt+uBu03LYggTtWZfPxnirOTwkn5DcolP+vsDlEVmXW8Nb2cuo7pbHDYE8Dl02LYmlyqCou7OLY4g8ViPv6+vLss88O+3hkZCT5+flOfzMajTzwwANOwfdAIiIiDigYN/B1XRwZBEHghnmxbC9rYV1ePVfNjB7WQ/S0pGBWZ9Wyp7KN9Kp2GjqL1EB8TIgnZ4wLZm1OPXd/k8tD/8/efcdHVaUNHP9NSe+9d5IQQkLvTRQRxd5de9fVta+6rA111bXr2l5774CKgAIKSq+BkJDeezLpkzrt/WPCwJiEJBBIe76f5bPmzi1nztw7c597znnOmbEEuNpb5pRUKBS8ckE89/2QSspfunevSatkS24NV04OZoy/S5fzWta16Ljys71Ud4zxdrNX89RZozu1bB/ZtRzoNP+qumMKNH03AfWRU6R11TXdMFIG6YjjklRSjwLkhrcLSoWCCC9H9pd0n1lXiJPN3kbFffOjWBDrwxNr0imqa+WO7w5w04xQbpweNuSGmOiNJv73Zy5f7jEPO5sd6cmTZ47GpZthWWJkmxvlyYQgV5JKGnj9j1z+c3bcQBfpqPYU1fHC79nkaMyJUH2dbblxRhjnxPt1aoARQ4t8emLEGe3nwtwoL4wm+PooY8VVSgVPnTWa2ZHm6cVK6lspbzicyfWhBaOI8XOmStvO3787wCUf7WZ7/uHxdh6Otiw5PbrTfh9fk8HajCruWnag0/ikDVkaduTX8vKGHKqb2vFzseOZs+P4/vopXXYvrzti/Lr5b+vMmDZK8yWuM3ROygbmroqHHGr9PvJL3SiBuOiFPUV1hHg4dDsEYqSL8nLiQFmDXE9i0EkMdOWLayZx3lh/TMB72wr5+3fJVr91g11di457lh+wBOE3TQ/lpfPjJQgX3VIoFNw3PwqlAtZmVLEmrWKgi9SlxlY9z67L4rZvk8nRNONmr+b++VGsuHEqFyYGSBA+DMgnKEakSyeYs1z+ml7ZbZAK4OtixysXjGWMv3kKgj1Fh6f7crJV88kNU/FzMecC0BtNPPRTGlXaNss6Ud7dtxDWt+q5+ev9rE2vpF1vZG9xHQ/+dJA7lx1gTZq5O/oTi2I5PdYHd8eu51QtqzffLB3qVnXrzHAASutbufP7ZPaV1FvK1hXHIzLmturM48ndHA4HU9I1XfTEZDKxq6COGB9pDe9OlLcT2jYDedUDN62bEN1xsFHxyBkxPHlWLA42SvYW13P5J3v4am/JUX8fB4O9xXVc/dledhTUYa9W8t9z4rh1VjhKGSMrejDaz4Xrpprz9Cz9JZPPdxd3e690shmMJlalVnDxR7tY3pGn6MLEAJbdMIXLJwZhq5bwbbiQx4ViRJoS6o63ky2apnZ+SavknB6m6Joe5s7B8kae+CUDo8lkWT/AzYHvrp9Cc7uBe1ekkFah5cs9JZw31p+DFY2cGefL7EhPNufWcMO0EEI8HPjP2izOjPPlt0wNWVVN/HtVOmMDXIg4oou8q72a66eF9jimdFu+OWv7KaO8uGR8IKEe5q7xj65OJ7m0gR0FdUD300A4H9GCWdvRuu7vbN/1ykJ0oaiulaqmdmJ9nQe6KINWuKcDSgXsL2046sM5IQbSmXF+jPV35fE1GRwoa+DlDTl8sbuYCxMDmB/tTbinw6BJAtXQquP/thTw3b5STECohwPPnRNHtI98D4neu3VWOBWNbaw6WMlrf+Ty9d4Szo43T8d36H7qZNIZjPyWqeHjnYWWbuhhHg786/RoJoW4n/TyiBNPAnExIikVCi4aF8D/bS3ghd+zifN3YdRRbpBPj/Xlk51FGEzw9NpMwjwdGdeRNM3RVoWDjYpbZoZx74pUPt9dzOe7iy3HefSMGLbn17JwtC9qpYLFY/xQKBTcOTeCb/aW8O2+UlLKGi1jyf+zeDSnRnuj7qHL0cc7Cvk9yzxn/Rh/F8KOCOSTS63Ho6pVXd88uR7Rda9Vb2758HU9nLREWhVET3YW1KJSwChpEe+WvY2KYHcHkkvquTAxYKCLI0S3QjwceO/ycfxwoIz3thVS0djG21vyeXtLPp6ONozxdyHG15lIL0fGRxpxMhlP6jRJTe16vt9Xxic7i2jsmJ7z3LF+3HtKlEzXJPpMqVDw+KJYxge58ebmfCoa2/hgeyEfbC9kaqg7N0wPPeEBsN5oYk9BLSt2FbL6YAU1zeZGEWc7FddOCeFvk4KlBXwYk28tMWJdNy2UPcX17C6s45FVaXz8twndZp0c5ePEDzdNZemvmewurOPu5QdYeuZoLvJ2sawzK8KTmREebM2rtSx7/c9cXr1gLGeNOTx1yqEWBU9HW26fHcFpMT5c+dley+szwj17DMIBfk41j2maF+XFGaM7J3w7kkM378vF3gb3junQ6lp0ONqocLJVsyDGm/WZGi6fGNRjOcTIti2/hkhvp27PMWEW5e1IUrEkbBODn0qp4KJxgZwd78+6jEp+Tatib3EdNc06NufWsDnXeu5xJ1sV3k62+Djb4u1sh4+TLb4udgS62RPq4UCIu8NxJ38ra2hl2f4yViSX0dAx1VqUtyP3nRLF1LChneldDCyFQsH5iQGcOcaPjVkaVh2sYEdBLTsL69hZWMf0cA/unhd51Maa3jCZTFRq28nRNJFf00xhbQs5miYyKrW06A4PAfF2suWicQFcNiFI8hyMAPIJixFLrVTwn8WjueKTPeRomnnwp4O8dH58t8kv/F3teeHcMfz9u2TSKrQs+TmNBYmHA1WFQsFL549lZ0EthbUtvLMlnyptO1d+tpf/XTSW6eGeXe43xteZZ8+OY8nPaUwNc+/VF6/OYKS4zjzN3oOnjbK6yelqPljHboIktVLBur/PYG9xHbd+k4yXkzkof2xRLP+YG0mgm3RTF93TGYzsKqxjYezRHwQJGOXtxIasajTaNrydB/9UOULYqZWcHe/P2fH+tOmNpFc0klahJbsjkCipb0Wjbaep3UBTewsFtS1d7sfRRkVikCunjPLi1GhvPBxtezy23mgip6qJnYW1bMqpZl9Jg2Vmj1APB26YFsqiON8hl91dDF52aiVnxPlyRpwvpfWtfLariB8OlLM9v5Yd+Xs4Ncab8xP8SQh0xdFGRVO7gUptG5WNbdQ062hqN9CuN2IwmjBhTnbbojNQ3dROUV0ruZom6ru4PwNwc7Bhaqg7C2N9mB3Zu8YYMTxIIC5GNE9HW547Zwx3LTvAtvxaXtqQw8MLOmc6P8TZTs2HV4znik/3kF/TwsvrMrhxSrClNVCtVDAzwpOZERDr68wt3+wHYGN2NZND3Lv9cl0Q60OMrzOef0nKZjKZeHhlGk3tel69YKxl+6K6Fgwm8w2Oj7P1TU1RXeebIdcegvvajq5Qnh03SA42KhzcpIVTHF1yaQMtOiPxATIusyeHxobvK2lgQazPAJdGiL6xUysZF+TGuCA3ABQK8PZ2oai0jvLGNjTadqqaOv5f205FYxsl9a3k1zTTrDOwPb+W7fm1vPBbNhOC3ZgW5kGsnzMeDjbojSaqm9oprmslr7qZbE0T2Zom2vTWieImh7pz6fhA5kZ5SQAuTqhAN3seWhDN3yYF88amPH7P0vBbpvnf8VApINTDkQgvR0I9HIjwcmS0nzOTY/yordF2m89HDF8SiIsRb0KwG8+cHcf9P6SybH8ZU8M8ODXau9v11Solf5sUzDPrsvhkWwG/pJTz3fWTO3XNnRDsxisXxHPvCvN+l+0vI87PmSfPHE24V+e5y7tKDFLR2GYZB55c1sCvaVWsOlhhuUEJ6yJ5Tkl952lnPLrJun7IoTFJPa0nxJG25NbgZq8m2P3kJ7UZatwdbPBxtmVfSb0E4mLYcLBVEe7pSLhn5980MGd/zq1uYlteLeszq0ir0LK7qJ7dR8xA0h0nWxXjglyZHu7J/FFe+LtKDy1xcoV4OPDfc8eQVaXlu32lbMmtoVJ7eJpYZzsVfi52eDna4mynxkalQK1UoFAoUCkU2KmVuDvaEORmT5SXE+FejlbTxoL5oZY8WBq5JBAXApgT5cU1U0P4ZGcRb23KY26UF+qjfDGeGefL8uQy0iu0VDS28f62Qv4xN6LTetPDPPBzsaOi0TylWVqFlid/zeT6aSFMCHazSi5jNJn4dGcRMb7OjAty5bZvkkmv1Fpef+2PPA6WN1rtP6yLm5+yLgLxnrrC1jabf1gkEBd9sSm3mnh/F0nq10tR3k4kFfccgAgxXKiUCqJ9nIn2ceaaqSEU17WwJbeGpJJ68qqb0bbpUSkVuDvYEOhmT5inI1FejsT4OhPq4SDfLWJQiPZxZsnpMQA0txto1RtwtFF1m1dIiN6SQFyIDtdNDeGH5DIKaluY9eomXjwvnjlRXl2ua2+j4vOrJ7KjVMsdX+7l011F1LfqWHJ6tNWNg1ql5JGF0Xy1t4QpoR78789cDpQ1cN8PqbjYqblwXADeTrbMjvQkt7qZNzfnA3DFxCCrIBywBOG+zraWJ7JBXYzh1jS1d1oW6Hr0QLyqY3/eTj2P3RMCoKS+hfyaFhb2kChQHBbt7cTn+bVo2/SS4VmMSMHuDlw2MYjLJBGoGKIcbVU42koALvqHZAMQooOznZrbZoUDYDTB13tLetzmrAR/rp8WAsCPB8r5vYvxQ9PDPXntwgSumhzMpRMO33w0tun5ZGcRL23I4bHVGWzNO5yJ9qtuju1mr2bFjVOJ7OjaPjOicwK4mubOgXioR9fdBg8p7mhFD5Cuf6KXtuTWoFIqiPOT8eG9Fe3jhAnYVyKt4kIIIcRIJ4/khTjCxeMDCXF34M5lB9hf2oDOYOw2izqYM6XfMcfcJf2jHUW89kcu8QEu3Qa098yLZF6UF6P9nNmYreHTXcXkVTdzoKyBA2U9T210WowPtmol7142juK6FuIDzHOZm0wmdAYTtmql1filQ/yP0iJuMJpI62htj/GRoEr0zp851cT4yLRlfeHjbIu7gw17i+qZHdl1bxshhBBCjAzSIi7EX0wNc8fdwYY2vbHTmOzuXDc1FH8XO8ob27jg/Z384/sDVHaMCz+SSqlgcqg7znZqzo7359vrJjMx2M3yup1aycJYHy6fGMSKG6dYlge52eNmr7a0vrs52FiCcIAv95Qw5/XNrD5YQXpFo2WbQ442zq60vpWmdgN2aiWjfI5vnkwxMjS169lbVE/CEeeg6JlCoWCUtyN7iuoGuihCCCGEGGDSIi7EXygUCiaHuLE+U8NNX+/ngkR/bpoehq9L963KjrYq3rt8HEt+TuNAWSPbC2r526d7WBzvx80zwo46HnR2pCd7OxI43TEngiuOGDv35TUTUaAg1MOBdoOxy/2YTCZe/SMXgMfXZADg52LHyxfE89BPB7l6SshR3++hRHIBrnaSuVP0yo6COnRGEwmBLgNdlCEn1teZr/aWyDhxIYQQYoSTFnEhunBazOHphVYkl/PwyoM9buPvas8HV4znkysnEOhmT32rni/3lPDsuixMR5kc8qwxfiQGunLH7HCrIBzMmTpH+Thhq1Z2e9NeVNc5S/qjZ8QQ6eXEd9dP4dyx/kctd32reeoye7WS/TJ2VfTC5pxqAlzt8OkhG7/obLSfM0YTlodvQgghhBiZJBAXogsLYn347rrJPH3WaAAOlDXyR3Y1xqME1GBuTR/j78IXV0/kH3MiUCpgbUYVG7Oru93Gy8mWD64Yz3XTQo+prNlV1tnVwz0dmBbm0evttW16APJqWrjp6/3SbVYcldFkYnNujXRLP0beTrZ4Odmwu7BuoIsihBBCiAEkgbgQ3Qj3cuSMOF8Wx/sB8MCPqfz757Rebetsp+aaqSFcNTkYgG+SSlibXsl1XySxq7C2X8tZ3tG1fIy/CxcmBvDWJYl92l7bZgCgTW8E4Pt9Zf1aPjG8pJU3UtuiIyFQAvFjoVAoiPVxZntB/34PCCGEEGJokUBciB5cOyUEG5V57PRvmRpK6zt3Be/OJeMDUSpgT1E9/16VTmp5Iw/+dLDLKcaOVW2zuWt5QoAL/zo9us/dhRs6WsQPKalv6beyieFnU24NTrYqyxR6ou/G+LuQV91syc8ghBBCiJFHAnEhehDh5cimu2YzNdQdE93P8d0Vf1d7To32tlqmbTPw2Op0HvzpIHuL6467fM3t5hZtJ9tjm0aqsdU6EG/q2J8QXdmcW80YfxdJ7Hcc4vycUShgW17NQBdFCCGEEANEAnEhekGlVHB5RyK1r/eW8Nmuol5v+8gZMdwyI4w5kZ48sjAaMGed3pCl4e5lKegNxuMqW7POHDgf63zO9S06q7+PllhOjGxV2jYyKpsYGyDZ0o+Hk52aSE9HtkogLoQQQoxYEogL0UuzIz25umPM9xub8kjr5RzjTrZqbp4ZxssXjOXcsf7E+TlbXmvVG/nXz2nU9qKr+uqDFfzflnxe2ZjD+e/v5Ou9JRhNJqq05u6trg42x/CuoO4vgbhaJV8LomtbcmtQKCDeXwLx4xUf4ML2glra9cf3IE4IIYQQQ5NMYipELykUCu6aF0lFYxtrM6q4Z0Uq/1WqGO/b+7GyCoWCx86I5eWNOTjaqPgjp5qN2dWUNbTx0d/GY6NSom3TU97YRqi7AzYqBZlVTdS36CxzhB/y0oYcVqVWkF5pzpqecIytlA1/6ZpuJ4G46Mbm3BqivBxl/ut+MC7IjZ9SKthdVMfMCM+BLo4QQgghTjK5mxKij/4xN4LtBbVUN7Vz6+d7WHbDZILcHHq9/SgfJ966JBGTycSv6VU89WsGGZVaHl6ZxtRQd97YlEdrRyuZnVppyWb+VyqlwhKEnxrtTbSPc5fr9aSh1bpF3E4tgbjorE1vZEdBLYvifAe6KMNCoKsdPs62/JFdLYG4EEIIMQLJHbcQfeTvas83104i2scJg9HEB9sLj2k/CoWCRXG+/PfcMagU8GdONS9uyLEE4UC3Qfjts8L55MoJ3DozjAfmR/HEmbHHVAbonDXd8RiTvonhbU9RHa16o0xb1k8UCgXjAl3ZmK3BYJS8DEIIIcRII4G4EMfA29mOJaebE6/9nFLB75lVx7yv2ZFevHFxIiHu9ng52XL15GDW3T6DOZGenB7rw5rbpvOfxaN57IwY3OzNnVjmjvIi1teZm2aEcdnEoGNO1PZzarllHvFDXO2lo4zobFNONV5ONgS69m16PNG9SSHu1DTrSCquH+iiCCGEEOIkkztuIY5RQqAr18wI49NtBTy6Op1QD0dG+Tgd074mh7qz/MapVstevmCs5b8Xjva1rKfRtjPK+9iOc6QWnYGn12YBcFqMN79lagDwdLQ97n2L4cVkMvFnTjWJAa4oFDJtWX8J93TA28mWdRlVTA51H+jiCCGEEOIkkhZxIY7D4+fEMzPCg3aDiSs+3cPja9LR/qWrd38KcLXvt67BFY1tli6xd84Otyz3dZEWT2Ets6qJSm07iUHSLb0/KRQKJoW4sT6zCt1xTmMohBBCiKFFAnEhjoNKqeCJRbG4d0wdtvpgJY+uTsc4BObirmg0T3sW4emIl/Ph4NvdQTrKCGt/ZGtwtFER3Q89MYS1qWEeNLTqZU5xIYQQYoSRQFyI4+TpZMtnV03gnnmR2KgUbM6tYVVqxUAXq0dl9a0A+Lva4WCjwlZl7nI8PshtIIslBqHfMjUkBLrIHPMnQJCbPSHu9qw+OPi/M4QQQgjRf6TpS4h+4O9qz5WTgzEYTfxvUx6v/5mHWqXAy9GWKaHug3JcbV5NMwChHuap176/YQp1LTqC3Xs/FZsY/gpqmsmtbub0WJ+BLsqwNS3Mgx8PlFPXorP0rhFCCCHE8CbNG0L0oysmBRHh6Uhdi47HVmdwx/cHWJkyOFu69pU0ADDazzz/eICrPXF+LgNZJDEIrc+swk6tJN5fzo0TZVqYB0aTiV/SKge6KEIIIYQ4SSQQF6If2aiUvHlJAgtiDrcevrwxh8xK7QCWqrP9JfUcLG9EgTkIEKIrJpOJ1QcrGR/kiq1afi5OFBd7NYmBrvx4oAzTEMgvIYQQQojjJ3dWQvQzH2c7nj0njm33zmFCkCtN7QZu/XY/udVNA100iy/2lABwzlg/fJwlS7ro2sEKLYW1LfKw5iSYFelJtqaZ1PLGgS6KEEIIIU4CCcSFOEHUSgUvnh/PGH8XtG0G3ttaiLZNf9JavIpqW7jm872sy6iyWm4wmtiRXwvAxeMDT0pZxNC0IrkMDwcbYn2dB7oow94YPxe8nGxYkVw20EURQgghxEkggbgQJ5CrvQ3/Pj0aMI+1nf/GVm7/LtkyddiJ9My6TNIqtCz5Oc1qeXpFI806Aw42SmJ8JMASXatr0bHmYAVzo7xQKQdfssHhRqlUMCvCk1/Tq6hv0Q10cYQQQghxgkkgLsQJFuPrbDVmfE9RPf9Zm3nCj5tb3Wz1t8lk4ofkMm74ah+ABFjiqL5LKsVkgtmRngNdlBFjdqQXBqOJHw+UD3RRhBBCCHGCSSAuxEnw+KIYXr1wLO9cmohKqWBbfi2/ZVaxObf6hLV+teqMVn9vyavhP+uyMHb0jL9sQtAJOa4Y+uqadXy+u5h5o7xwsZdZLk8WV3s1k0Pd+SapBL3B2PMGQgghhBiyRlwgXldXx/3338/EiROZPHkyS5Ysoanp6Em02traWLp0KdOmTWPChAn84x//QKPRWK1TWlrKLbfcwrhx45gxYwb//e9/0ev1ltfXrl3L9ddfz/Tp05k4cSKXXXYZmzZtOiHvUQw+9jYqZkV4MinEnSsmmgPgh1emce+KVBa+vY1HVqWxr7i+345nMpnQGQ/fyDe26tmcW2P5++YZoSQEuvbb8cTw8s7WfIyYWBTnO9BFGXFOj/GmUtvO2r/kdhBCCCHE8DLiAvEHHniA7OxsPvroI9555x12797NY489dtRtnnnmGTZs2MCrr77KZ599RmVlJXfeeafldYPBwK233opOp+Prr7/mueeeY8WKFbz++uuWdXbt2sXMmTN59913Wb58OdOmTeP222/n4MGDJ+y9isHp77PDmR5+OAu10QS/plfxzLqs49rv6oMVzHltM79naWho1aMzHE4Kd/2XSSzbb04C9dw5cdwyM/y4jiWGrwOlDSzfX8a58f4420lr+MkW5O5AQoALH+8owihTmQkhhBDD1ogKxHNycti0aRNPP/0048aNY/LkyTzyyCOsWrWKioqKLrdpbGxk2bJlPPzww8yYMYOxY8fyzDPPkJSUxL59+wDYvHkz2dnZvPDCC8TFxTFv3jzuvvtuvvjiC9rb2wH497//zc0330xiYiLh4eHcd999hIWF8fvvv5+sty8GCRuVkv+eM4Z/nhrFmxcnMCHI3DKdV9NMQU0zj69J59OdRWjb9Px3fRZvbsqjsVVPbXN7t/s0mUw8viaDVr2Rh346yIK3tlm9XlDbYvnvKG+nE/PGxJCnMxh5em0moR4OzBvlNdDFGbHOHONLXk0z66VVXAghhBi2RlRzR1JSEq6uriQkJFiWzZw5E6VSSXJyMqeffnqnbVJSUtDpdMycOdOyLCoqisDAQPbt28f48ePZt28fMTExeHt7W9aZPXs2TzzxBNnZ2YwZM6bTfo1GI01NTbi7u/f5fSi6ya91aHl3r4v+dTz17WSn4rKOLurTwj245vMkDpY3cvFHuy3r/G9TnuW/P99djJOdiuU3TMHNwabT/krrW3t97BB3+yF5jgyG87s/jj0Y3kd3Pt1VREFNM/86PXrIJvI7sn6HaoNypJcTiYEuvLMln9NivFGrBtcz84E4hwfj9XI0g/k67w/y/kaOE1UHUsdmUg+HjcS6GFGBuEajwdPTOgOwWq3Gzc2NqqquWx40Gg02Nja4ulqPp/Xy8rJso9ForIJwwPJ3d/v94IMPaG5u5swzz+zz+/Dycjmu10X/6o/6XpQQwMHyxm5f1xtN1LfoSalu4dxxHij+8i21pbih0zYudmoa2/RWy9wcbPD3czvu8g6kgTy/+/PYg+06Lahu4sPtRSxODCQ+bOi3hru6Og50EY7L36aH86/lB1ibW8s1M8IHujhdOpnn8GC7XnprqJa7t+T9DX8nug6kjs2kHg4bSXUxLALxF198kffee++o66xevfoklaZnK1eu5M033+Stt97Cy6vvN7zV1Y1dtvQoFOaTt7vXRf/qz/o+LdKDb9zscbVXc8P0UHYW1OJkq8bd0YZXN+Za1rv76308uyqNSyYEUt3Ujq+LHRePC2B/fjVgbu1u1hl5fFEMM8I9ePLXTFammIddPHpGDHF+zmg03Qf8g9nx1re39/F/sffHZz1Yr9NHV6TgYqfitChP6uube95gkFIozEF4Q0PzoKrfvnJXK5gR4cFLv2YwO8QVV/vOPWEGyrGcw8d7/Q2266Ung/U67y/y/oaOwXrtDac6Ph5SD4cNt7rozbU3LALxG264gQsuuOCo64SEhODt7U1NTY3Vcr1eT319PT4+Pl1u5+3tjU6no6GhwapVvLq62rKNt7c3ycnJVtsdyqr+1/2uWrWKRx55hNdee82qu3tfmExH73LZ0+uif/VHffs62/HDTVMtf58yytyjolVnYNm+UorqDnc9L29s439/Hu62vqugjoJac+B0yYQgS1Z2gBumhbK7sI7LJgRx7lh/S3mHsoE8v/vz2IPpOt2RX8ufOTXcPCMUO/Xg6gbdV4fqdLDU7fE4d6w/e4vq+b8tBTxw6qiBLk4nJ/McHkzXS18M1XL3lry/4e9E14HUsZnUw2EjqS6GRSDu6enZqct5VyZMmEBDQwMpKSmMHTsWgO3bt2M0GklMTOxym7Fjx2JjY8O2bds444wzAMjNzaW0tJTx48cDMH78eN555x2qq6stLdxbt27F2dmZUaMO3zz9/PPPLFmyhJdffplTTjnlON6xGCnsbVR8ec0kjCb4ZGch+0sbSClrpE1vZFqYO7sL69iSZ3645GSr4vQY6yESwe4O/HTztIEouhgi9EYTL23MIdrHiYnBQ3vYwnDj7mDDmWN8+W5fKecnBDDKRxItCiGEEMPFsAjEeysqKoo5c+bw6KOPsnTpUnQ6HU899RSLFy/Gz88PgIqKCq699lqef/55EhMTcXFx4aKLLuK5557Dzc0NZ2dnnn76aSZMmGAJxGfPns2oUaN48MEH+ec//0lVVRWvvvoqV155Jba2toC5O/rDDz/MkiVLGDdunGXsuL29PS4uI2cshOg7exsVALfPjgCgud1AlbaNME9HNuVU8/qfuWia2nlg/ii8ne0GsqhiCPohuYz86mYeXjCqU+4BMfBOi/Zme34tz67P4r3Lx6GUz0gIIYQYFkZUIA7m8eRPPfUU1157LUqlkoULF/LII49YXtfpdOTl5dHScni6pyVLlqBUKrnrrrtob29n9uzZPP7445bXVSoV77zzDk888QSXXXYZDg4OXHDBBdx1112Wdb799lv0ej1PPvkkTz75pGX5BRdcwHPPPXeC37UYThxtVYR5mhNRzYnyYk6UFyaTSYIo0Wf1LTre3pLP9HAPyzklBhe1SsnlE4N4ZWMuPxwo58LEgIEukhBCCCH6gcJkGim98IcPjab7ZG3e3i7dvi76l9T3yXW89e3jc/w9T/rjsx5M582z67JYk1bB0jNjB1UysOPl5uY4pBPOdeXTXUXsL2ng62sn4e9qP6BlOZZz+Hivv8FwvfTFYLrOTwR5f0PHYL32hlMdHw+ph8OGW1305tob2ll5hBBCHJP9JfUsTy7jvLH+wyoIH64uHheIrUrJ0l8yMBiHwR2KEEIIMcJJIC6EECNMi87AE2syiPRyZG7U0J8zfCRwtFVx7dRg9hTV88H2goEujhBCCCGOkwTiQggxwrz0ew6V2jaunRqCUim5BYaK0X4unB3vx3vbCvkts2qgiyOEEEKI4zDikrUJIcRI9nNqOT+mlHP15GD8XCTL/lBz5hhfyhpaeXR1Oq72aqaEegx0kYQQQghxDKRFXAghRog9RXU8szaLmREezIyQAG4oUioUXDs1hGgfJ+5bkcquwtqBLpIQQgghjoEE4kIIMQLsKarjnuUpRPk48beJQTLd3RBmo1Jy28xwIr0duWd5Cn9kVw90kYQQQgjRRxKICyHEMGY0mfhmbwl3fn+AcC9Hbp8VjlolX/1Dna1aye2zwon3d+HBn1JZnlw20EUSQgghRB/IGHEhhBim9pfU8+ofuaSUNTJ/lBcXjw9EJcnZhg0blZKbZ4Txzb5Snl2XRUFNM/+YG4laPmMhhBBi0JNAXAghhhGTycTe4no+3F7IzsI6QtztufeUSGJ9nQe6aOIEUCoVXD4hED9nO77eW0JGpZYnzxyNryTiE0IIIQY1CcSFEGKY2F1Yxztb8tlf2kCwuz03zwhlQrAbShkPPqwpFApOjfEmyN2ej3YUcfkne7h9djjnJ/hjI8MQhBBCiEFJAnEhhBji9pfU886WAnYX1RHm4cDfZ4eTEOAiCdlGmFhfZx5ZGM3y5DKe/y2bj3cUcs5Yf+aN8iLW11keyAghhBCDiATiQggxBFVp29icW8NPKeWklDUS5GbPbbPCGBfoKgH4COZsp+aaKSGcFuPD75kavtxTzAfbC3G1UzMpxI3JoR5MDXMnzMNBzhMhhBBiAEkgLoQQg5i2TU9BTTM51c3kaprJr2kiW9NMRWMbCgWM9nXmtllhJAa6SounsAhys+fqKcH8bVIQOZomMiq1ZFQ28WdONgYTeDjYMMbfhShvR4LcHQh0tSPA1R5/V3vs1NKdXQghhDjRJBAfgrq71z60XO7FTw6p75NrMNT3oWNvz6/l893FmEwmTAAmMJhMGE0mDEbzlGFGE5bXTSbzMp3BSLvBSLsBWtr1tOoMGEx9L4ebg5rEQFdifJxwsVfTpjeyq7Cu/97oEOfg0ERLS/tAF2NQ8XWxw9fFjqmh7mRrmsipbmJLXg1b8mp6tb2NSoGNUomNWoGdSomDnRq1AmxVSmxUStRKhTlbu/l/jPF34cbpodjbqPql/EPte3YwfF+dSPL+Ro4TVQdSx2ZSD4eNxLpQmEymY7gNFEKIkWv+ixvJ0zQNdDGEGNS+uWU60yK9BroYQgghxKAkgbgQQgghhBBCCHESyUAwIYQQQgghhBDiJJJAXAghhBBCCCGEOIkkEBdCCCGEEEIIIU4iCcSFEEIIIYQQQoiTSAJxIYQQQgghhBDiJJJ5xIcgjaaR7nLde3o6UVMj0yqdLFLfJ9fx1LePj8txH/9o115fyHlzYkn9nnh9rePjvf7669o7mYb7eSjvb2gYzNfecKnj4yX1cNhwqoveXHvSIj6MKBSgUilRKAa6JCOD1PfJNVzqe7i8j8FK6vfEkzru2XCvI3l/4nhJHZtJPRw2EutCAnEhhBBCCCGEEOIkkkBcCCGEEEIIIYQ4iSQQF0IIIYQQQgghTiIJxIUQQgghhBBCiJNIAnEhhBBCCCGEEOIkkkBcCCGEEEIIIYQ4iSQQF0IIIYQQQgghTiIJxIUQQgghhBBCiJNIPdAFEEIIIYQQQ0Ndi46VKeUUNrRh0BuI8XHm1GhvfF3sBrpoQggxpEggLoQQQggherSnqI5//niQVr2BKB9n2nQG1hys5NU/crlyUjC3zw5HrVQMdDGFEGJIkEBcCCGEEEIcVWallruWHSDS24kbpoUS4udKfX0zLToDG7I0fL67iCptG0vPjEWhkGBcCCF6IoG4EEIIIYToVrveyMMr0/BzsePvs8KxVR9OMeRgo+KsMX54Odny0Y4ipoV5sDjebwBLK4QQQ4MkaxNCCCGEEN36JqmEkvoWrp8WahWEH2lamAcTg934v6356I2mk1xCIYQYeiQQF0IIIYQQXdK26flgeyFzorwIdLM/6rqL4nwpa2jjt4yqk1Q6IYQYuiQQF0IIIYQQXfp+XylteiNnxfn2uG6ohwMxPk6sTC0/CSUTQoihTQJxIYQQQgjRic5g5Ku9JUwL88DNwaZX20wMcWN3UT31LboTXDohhBjaJBAXQgghhBCdbMjSUNOs49QY715vMyHIDaPRxB851SewZEIIMfQNuUD8iy++4NRTTyUhIYFLLrmE5OTko66/Zs0aFi1aREJCAueccw5//PGH1esmk4nXXnuN2bNnk5iYyHXXXUd+fr7VOnV1ddx///1MnDiRyZMns2TJEpqamiyv/+9//yM2NrbTv/Hjx1vWWb58eafXExISjrs+hBBCCCFOhO/3lxHt40RQD2PDj+TmYEOElyNbcmtOYMmEEGLoG1KB+OrVq3n22We54447WLFiBaNHj+bGG2+kurrrp6579+7l/vvv5+KLL+aHH37gtNNO44477iAzM9Oyznvvvcdnn33GE088wbfffouDgwM33ngjbW1tlnUeeOABsrOz+eijj3jnnXfYvXs3jz32mOX1G264gc2bN1v9GzVqFIsWLbIqj7Ozs9U6GzZs6OcaEkIIIYQ4fgU1zSQV1zMn0rPP2472dWZ3UR1Gk2RPF0KI7gypQPyjjz7i0ksv5aKLLmLUqFEsXboUe3t7li1b1uX6n376KXPmzOGmm24iKiqKe+65hzFjxvD5558D5tbwTz/9lNtvv50FCxYwevRonn/+eSorK1m/fj0AOTk5bNq0iaeffppx48YxefJkHnnkEVatWkVFRQUATk5O+Pj4WP5VV1eTnZ3NxRdfbFUehUJhtZ63d++7egkhhBBCnCwrUytwtFUxIditz9vG+jnT0Konq6qp55WFEGKEGjKBeHt7O6mpqcycOdOyTKlUMnPmTJKSkrrcZt++fcyYMcNq2ezZs9m3bx8AxcXFVFVVWe3TxcWFcePGWfaZlJSEq6urVTfymTNnolQqu+0W/9133xEeHs7kyZOtljc3NzN//nzmzZvH7bffTlZWVu8rQAghhBDiJDAYTfycWs6UUHdsVH2/VYz0csRWpWBXYV3/F04IIYYJ9UAXoLdqa2sxGAx4eXlZLffy8iI3N7fLbTQaTadWZy8vLzQaDQBVVVWWZd2to9Fo8PS07palVqtxc3OzbH+ktrY2Vq5cyc0332y1PCIigmeeeYbY2FgaGxv58MMPufzyy1m1ahX+/v49vX0rCsXRl3f3uuhfUt8n12Co7/449mB4H8OZ1O+JNxB1PNQ+z6F+Hu4uqqW6SceMcI8uXz/y/XXV+9xGpSTS24m9RXVcPSX4BJb0xBjqn19/OlF1IHVsJvVw2EisiyETiA8V69ato6mpiQsuuMBq+YQJE5gwYYLV32eddRZff/0199xzT5+O4eXlclyvi/7VU33vLaxlQ3olfq72jA9x57+/pLO3oJbHz41nbrQPP+4rwd/NnigfZ6L9nLFTq2hs1eFgo0J9DC0Rw91Ant/9eWy5Tk8sqd8T72TW8VD9PIdqudevzybQ3YHEcC8UR7krdnV17Pa1+CB31h0sx9PTGaVyaN5ZD9XPrz+d6DqQOjaTejhsJNXFkAnEPTw8UKlUnRKzVVdXdzvW2tvb29Ky3dX6Pj4+lmW+vr5W64wePdqyj5oa68yfer2e+vp6y/ZH+u677zjllFN6HP9tY2NDXFwchYWFR12vK9XVjV0+gVYozCdvd6+L/tVVfa85WEFmVRO3zwqnVW/g2XXZrMvo3HMC4MHvOw9tsFcrcXOwoaKxjTF+znx81QSUI+nR4FEc7/nt7X38X+z9cW3JdXpiSf2eeMdSx8d7/Q21z3Mon4ct7QZ+SS1nYawPDQ0tXa6jUJiD8IaG5m7fX4iLDQ2tenZlVhDl7XQCS9z/hvLn91eD9dobTnV8PKQeDhtuddGba2/IBOK2trbEx8ezbds2FixYAIDRaGTbtm1cddVVXW4zfvx4tm/fznXXXWdZtnXrVsu0YsHBwfj4+LBt2zbi4uIA0Gq17N+/nyuuuAIwt1w3NDSQkpLC2LFjAdi+fTtGo5HExESr4xUVFbFjxw7efvvtHt+PwWAgMzOTefPm9akewNwN7GgnaE+vi/51qL73FNXx6OoMANamV9GuN1LbokOlVDAx2M0yVs7dwYZ2vZFmnQGAYHd7bFRKSutbadUbaW00Z+w/WKHlz+wa5o3y6vK4I9VAnt/9eWy5Tk8sqd8T72TW8VD9PIdiuTfl1tCqMzIl1L3bdQ69p6O9twgvJ1QKSCquJ9JraAXihwzFz6+/neg6kDo2k3o4bCTVxZAJxAGuv/56HnroIcaOHUtiYiKffPIJLS0tXHjhhQA8+OCD+Pn5cf/99wNwzTXXcPXVV/Phhx8yb948Vq9eTUpKCk8++SRgzmJ+zTXX8PbbbxMWFkZwcDCvvfYavr6+lmA/KiqKOXPm8Oijj7J06VJ0Oh1PPfUUixcvxs/Pz6p8y5Ytw8fHh7lz53Yq+xtvvMH48eMJCwujoaGBDz74gNLSUi655JITWWXiJNE0tfPQTwctf1d0BNPhng48ceZo4v1d+CNbw7tbC3jg1FEEu9vz2a5iJoW4MzfKE4VCQVO7nm+TSvF0tCG5tIGfUip4eUM2y/aXUteiY3yQG6P9nDkzzveoXQWFEEKIY7UuvZIwDwd8nO2Oaz92aiWhHo4kFddz0bjAfiqdEEIMH0MqED/rrLOoqanh9ddfp6qqiri4ON5//31LN/CysjKUysNjaidOnMiLL77Iq6++yssvv0x4eDhvvvkmMTExlnVuvvlmWlpaeOyxx2hoaGDSpEm8//772Nkd/gF68cUXeeqpp7j22mtRKpUsXLiQRx55xKpsRqORFStWcOGFF6JSqTqVvaGhgUcffZSqqirc3NyIj4/n66+/ZtSoUf1dTeIkaWrXc+e726jVtqMzGKlv1RPj40S0jxO7i+q5bEIgl08MsmScnTfKm3mjDg9ZuG9+lNX+nGzVXD8tFIAobyd+SqmgtKGN0gZzUJ9WoQXgmXVZTAx249yx/pwW401FYxv7ShpYEOuDeoiOwxNCCDHwWnQGtuTVsDjer+eVe2GUjyN7i+oxmUzyAFkIIf5CYTKNlMb/4UOj6X6MuLe3S7evi+OnNxh5d1sBq1IrqNS2W72mVMCHf5tAvP/xj0U2mUw8/1s2f+RU4+tsx5RQdwprW/g9yzrnQYSXI6X1rbTpjdw8I5RbZoYf97EHq+M9v318jv9z6Y9rS67TE0vq98Q7ljo+3utvqH2eQ/U8/CNbwwM/HmTpmbH4uRy9RdzNzZH6+uajrpNc2sBbm/P54aYpBLk59GdRT6ih+vl1ZbBee8Opjo+H1MNhw60uenPtDakWcSEGUn51M29tyWfDX4JhtVJBmKcDd8+L7JcgHMzDJh5aEM1DC6Ktlq9NryS5tAGjCX5KKSev+vBN0E8pFdw8I0xaHYQQQhyTTbk1+LnY9RiE91aUtyMKzOPEh1IgLoQQJ4ME4kL0wp851fzzx1SMJlAp4L75owhwsyMu1BMfG8VJe3K3cLQvC0ebM/z/bVIQW/NqsFEpeWZdFhWNbZTUtxLsLjc7Qggh+sZkMrE5t5oJQW79tk8nWzVB7vbsKarn7Hj/ftuvEEIMBxKIC9GD3OomHludjtEEMT5O3DYrnDlRXlZdaAZCsLsDl04IAmDZ/jIyKrVkVzVJIC6EEKLPcqqbqW7SER/Qv3P4xvo6s7OgVsaJCyHEXyh7XkWIkWlfcT1vbMrjhi/30dRuYEKwGx9fOYE5UYNvOrFwT3PwnVdz9PF6QgghRFf2FNahViqI6uepxkb7OVOpbaewtus5yYUQYqSSQFyILqxNr+Tmb/bzyc4imtoN+LvY8d9z4iwZ0AebMR1j05OK69G26Qe4NEIIIYaaXYV1RHg5Yqvu39+5aG/zfOK7Cuv6db9CCDHUDc6oQogBZDKZ+HBHIWDuin7nnAg+uGI8Ho62A1yy7k0L8wBgW34t89/Yyvf7Sge4REIIIYYKo8nE3uJ6Yn2d+33f9jYqIryc2J5f2+/7FkKIoUzGiAvxF79nacjRNONoo+LtSxNxtbcZ6CL1KMrbiVhfZzIqzXONv7wxB6VSwbwoL7ycBu8DBCGEEAMvr7qZxjY9o7z7t1v6IWP8nVmfoUFvMKIepD3LhBDiZJNvQyGAjAotD/yQyqJ3tvPwyjQArpgUNCSC8EMePSOG2ZGeAOgMJp5dl8Wd3x+gXW8c4JIJIYQYzA6UNqBQHM430t/G+LvQrDNwoGxgkpsKIcRgJIG4GPH+zKnmxq/38UdONdVN7ZblV08JHsBS9V2srzOvXDCWe+ZFWpZla5r4MaV8AEslhBBisDtQ1kCwmz32NqoTsv9QDwdc7NRsz685IfsXQoihSAJxMaLlaJr4989ptOmNTA51tyw/d6wfTrZDc+TGlZOD+e66ydwxOxyAF3/PZlVqxcAWSgghxKCVXNpIuKfjCdu/UqEg1teJHQV1J+wYQggx1EggLkasFp2Bh1cepFVvZEqoO/+7KIGfb5nGjdNDuXVm+EAX77iEezly5eRgzozzxWiCFzdk09gq2dSFEEJY07bpya9pJsLrxAXiYJ7GLK2iUX6LhBCigwTiYkRq1Rn4989p5Ne04ONsy38Wj0atVODnYsdts8LxdbEb6CIeNxuVkifOjCXSyxFtm4H//pZFc7thoIslhBBiEDmU5PNEtogDjPZzwWiCPUV1J/Q4QggxVEggLkacvcV1XPN5Eptya7BVKXh68egTPjVZXYuOlSnlaDrGoJtMJupbdJhMphN6XKVCwW2zwgH4Nb2Kf/188IQeTwghxNBysLwRO5US/xP8ANrbyRZfZ1uZT1wIIToMzUGwQhyjjAot9y5PpVlnwN3Bhv+eG8fEYPd+PUa2ponfMqpILW8kr7oZH2dbUsoaMQF2aiV/mxTEmoOVlDe2EeHlyJWTgjgzzg9b9Yl5LjY/2pvHF8Ww9JdMduTXomlqx1umNBNCCAGkV2gJ8bBHqVSc8GON8nZiX0n9CT+OEEIMBRKIixGjRWfgvh9SaNYZmBDkykvnj8XF/vgvAaPJxPvbCqlpaifOz4X//pZFu+FwS3d5Y5vlv9v0Rj7aUWT5O6+6mafXZvHu1gIuHh+Ip6MNCYGuRHr171yuZ8f7s2x/GSlljbz2Ry5PnTW6X/cvhBBiaDpY0Ui0z4mZP/yvIrwc2V5QS3O7AUfbE5OhXQghhgoJxMWI8f2+Uiq17QS62vHyBWNxtuuf0//Vjbl8uaek468yAMYHuTI/2psobyc+3lHI3uJ6HjsjltTyRr7fV8q5Cf7cOjOMX9Or+HJPMZXadt7anA+Au4MNy2+YQmObHluVAm/n/uku+M9TR3HdF0n8klbJNVOCifZx7pf9CiGEGJq0bXqK61pZEONzUo4X5e2E0QSp5Q1MCfU4KccUQojBSgJxMeyZTCbe3pJvaYm+blpovwXh23OrjwjCza6eHMwdcyJQdXTzmxrqTn2rHncHGxbH+3HnnAhLS8BVk4O5ZHwgq1LLWZFcTnqllroWHWe/u4NmnQFnOxVfXD2JQDf74y7rGH8X5kd783uWhp9TK7j3FAnEhRBiJDuUqC3Ew+GkHM/f1Q5HGxXJpRKICyGEJGsTw5q2Tc9bmw8H4ZND3Dgzzve497mjoJak4nqWrjQnP7swMYAfbprCR38bz13zIi1BOIBCocDdwcby91+749mplVw4LpDPrp7IS+fHA9CsM3Qcy8Az6zJp0fVPtvNFHe99a15Nv+xPCCHE0JVRqcVGpTjhidoOUSoUhHs5kFrWeFKOJ4QQg5m0iIthq7FVz5Wf7aGswTxG++YZodw8IwyF4tgS0pQ1tPJLWiUf7SikRWe0LHe0UXHzzDC8nWwJcju+VoW5UV48viiG5fvLaNMbyaxqYkdBHRd/uIvnz4sn3t/luPY/NsC8fVFtCzqDERuVPIsTQoiRKqNSS5CbvdXD4xMtxN2BvcWSsE0IISQQF8PWu9sKLEH49dNCuOkYg/BWnYHPdhXz/vYCjB052LydbKlv1eHjbMczZ4/u1yzkZ8f7c3a8PwBr0yt5c1MepQ1t3PjVPm6cHsq1U0KOOcO6t5Mt9molrXojJfWtJ3zeWCGEEINXeoWWEPeT0y39kBB3B35Nr6KuWYe7o03PGwghxDA15JrDvvjiC0499VQSEhK45JJLSE5OPur6a9asYdGiRSQkJHDOOefwxx9/WL1uMpl47bXXmD17NomJiVx33XXk5+dbrVNXV8f999/PxIkTmTx5MkuWLKGpqcnyenFxMbGxsZ3+7du3r09lEf1nQ5aGr/eax26/ftFY/j47AuUxBOGZlVrOe38n724zB+EJAS48sjCaVbdOY8OdM9nwz1MYG+Da38W3WDjaly+umcRpMd4YjCbe3VrAhR/uYt8xtiYoFArCOoLvvOrm/iyqEEKIIaRVZyC/pvmkjQ8/5NDxDo1PF0KIkWpItYivXr2aZ599lqVLlzJu3Dg++eQTbrzxRn755Re8vLw6rb93717uv/9+7rvvPubPn8/KlSu54447WL58OTExMQC89957fPbZZzz33HMEBwfz2muvceONN7J69Wrs7Mxjph544AGqqqr46KOP0Ol0LFmyhMcee4yXXnrJ6ngff/wxo0aNsvzt7u7ep7KI/lHR2MbSXzIAuGxCIDPCPY9pPzXN7fzzx1RqmnX4Otvyj7mRljHWAPY2KuzUKk70SDdnOzXPnh3Hr+lV/O/PXCoa27jtu2SumBjErAhPJoW49amlP8bHiYxKLS/+no2NSsHsyM7XjhAnS4vOwI78WnYV1pFWoaW8sZU2vREHGxX+LnZEeTuREOjC5BB3/F2PP2mhEMIsR9OE0cRJbxH3cbbF3kZJRqWWaeGSsE2I3sivbuaHA+XsLKyltL4VAF9nOyK8HInydiTQzR5HWzUmkwmD0YSdWkWQuz0Rno4ndeiJ6JshFYh/9NFHXHrppVx00UUALF26lI0bN7Js2TJuueWWTut/+umnzJkzh5tuugmAe+65h61bt/L555/z5JNPYjKZ+PTTT7n99ttZsGABAM8//zwzZ85k/fr1LF68mJycHDZt2sT3339PQkICAI888gi33HILDz74IH5+fpbjubu74+PT9RQgPZVF9A+TycTLG3JoajeQEODCPfMij3lfz63PprShjWB3ez7+2wTcHI6tC53JZELT1I7PcUxDplAoWBTny9woL55Zl8mv6VV8vruYz3cX88bFCUwL6/3NzLggV1amVlCpbef+H1L56tpJ/T5vuRBHo23Tsym3mt8zNWzLr6VNb+y0TkOrnorGNvaXNrA82TwtYLC7PeOC3Bjt60yQmz3uDja42Knxdrbtt5kQhBgpMiq1KBUQ1A+zcvSFUqEg2M2BzCppEReiJ7XN7fzvzzx+Tq3A9JfX8mqayatp5ves7rf3crLlonEBXDU5GAcbVfcrigExZO5c2tvbSU1N5dZbb7UsUyqVzJw5k6SkpC632bdvH9ddd53VstmzZ7N+/XrA3KW8qqqKmTNnWl53cXFh3LhxJCUlsXjxYpKSknB1dbUE4QAzZ85EqVSSnJzM6aefbll+++2309bWRnh4ODfddBOnnXZar8vSF901fh5afoy5yIaFtAotv2dpUCngoQXR2PRxLHVdi44fksuoa9GzIUuDSqng+XPHdDmOrav6Tq9oJL1Ci5+LHTqjicQAV17amMOag5XcNTeCCxID+Dm1Ak1TO/NGeZEY2Ldu7U52Kp5ePJqZEZ48vsbc6p9S1sD0PrQqzI70xMVOTWObHqMJvt5bwr8XDv5eGYPh/O6PYw+G9zFQUsoa+GpPCRuzq62C7yA3e2ZFepIY6EqohwMONiqa2vWU1LeSUaFlX0kDqWUNFNe1UlzXyqrUik779nKyZVygK6fFenPxdMcRWb8ny0Ccw0Pt8xwK13lGVRMBrvbHlHPkyPdn+mt00AuBbnbkaJoGbf0Mhc/vZDlRdSB1bNZdPRiMJn44UMabm/JpaNUDMCfKk8Vj/BjlY248KatvJUdjDsYrGtto0RlQACqlgpZ2A/k1LVQ3tfPu1gJ+TinnmXPiTuhwyuM1Es+JIROI19bWYjAYOnVB9/LyIjc3t8ttNBoN3t7endbXaDQAVFVVWZZ1t45Go8HT07prs1qtxs3NzbK9o6MjDz/8MBMnTkShULB27VruuOMO3nzzTUsw3lNZ+sLL6+iZs3t6fTjbvbcUgIXx/syOD+jTtiaTiYc+2c1v6ZWWZXefFs3MMUffz6H6/jOzipu/2t9l6x7A63/m8X9bCyyvf7KziCumhvLkefF9zl5+7TxXWlHw7Jp0SrQ6vL17/5l7e7vw2/3z2F9cz82f7mZ9hobnL5swZDKoD+T53Z/HHknXaVVjG0/8lMqqA2WWZZE+TixOCGDRWH/GBLj2OLyisVXH7oJakgpqyahopLSuldrmdupbdDS26qluauf3LA2/Z2l4ZWMet82L5KrpYdhLC8AJczLP4aF6vQzmcmdXNxPp44yb27En7XR1PbZto/xc2ZZfi5uH06D+7RnMn9/JcqLrQOrY7FA9mEwmfkur5MW1GaSXmwc/jglw5anzxzKpD70fAdr1Rn5JLee/a9IpqWvhlq+TeeLceK6YGnLMMwidDCPpnBgygfhg5unpyfXXX2/5OzExkcrKSj744AOrVvH+Ul3d2OUTaIXCfPJ29/pIsCrZHIhPC3ZFo+nb6O216ZVWQfiiOB+uSPTrdj8KBWh08M9v95Fc2mD1WpinecxdQU2L1fI2vREvRxviA1zZlFPNVzsL2Zpdxb8WRDM51L1P5fWxNwcYGWX1fX6vSmCcjwOu9moaWvVsSytnzHFOjXaiHe/53ZeHFd3pj2trOF6nRpOJ1LJGCmtbMAGejjZ4OdmiAPYW1/PetgLqW/QoFXDWGD8unRBInJ+z5Uagurp3XVQTvBxI8Oo8nrW53UBmpZZt+bX8nFpORWMbT69K48NNudw1L5LTYrwH9U3HUHMs5/DxXn9D7XoZ7Ne53mgivayB8xL8qa/ve+JOhcIchDc0NB/T+/OwVaIzmNiXXUWE1+CbvWOwf359MVivveFUx8fjUD1oNA1szq3l3a0FHOwIwF3s1NwyM4xLJgSiVir6fK8HMDPIhS+unsATazLYmF3NkhUH2HCwnAdPi8LDsf9m/OkPw+2c6M21N2QCcQ8PD1QqFdXV1VbLq6urO7U0H+Lt7d2pxfnI9Q+N566ursbX19dqndGjR1v2UVNTY7UPvV5PfX19t+PBAcaNG8fWrVt7XZa+MJmO3hWsp9eHq+yqJnI0zaiVCuZEefW5Dr7Ybc6yfsP0UM6K8yXUwwFQdLsfjbaNiz/ag7ZNb1k2N8qL586JszzhTy1vJL+6mfgAF35ILsfVXs25Cf54O9myJbeGx9ekU1DTwm3fJuPlZMsl4wO4cXoYTe16lArFUcfzHEqwU1TbgtFo6nOgoUDB2AAXtubVklzSQJzf4A7EDxnI87s/jz0crlOTycSv6VW8tTnPMlVgd6J9nHh8USyxvs5HbN8/5XCwUTEuyI1xQW7cPCOUjQX1vLw2g9KGNh5emca4QFdunx3OxOC+JTYUR3cyz+Gher0M1nLnVTfTbjAdc6K2Q+/pWN9bYMe49OyqpkE9jeZg/fxOphNdByO9jg1GE2sOlPHa+kzSK8wPpe3VSi6dEMQ1U4It+YmOp46cbNX899wxfLarmLe35LMuo4qdBbX889RRLBztM+h+F0fSOTFkAnFbW1vi4+PZtm2bJbGa0Whk27ZtXHXVVV1uM378eLZv3241Nnvr1q2MHz8egODgYHx8fNi2bRtxcXEAaLVa9u/fzxVXXAHAhAkTaGhoICUlhbFjxwKwfft2jEYjiYmJ3ZY3LS3NKlDvqSzi+K1MLQfMwbCrfe8SqxlNJnI0TRTXtZJa3ohSAZeOD8SrF/OCv7etEG2bHm8nWyYGu+HmYMPd8yKtutnF+7sQ39HSfM8p1onjZkV68uPNU3l4ZRrb82upbmrnnS0F7MivJaW8kXBPRz67amK32S6D3OxRKqBFZ6SmWderMv9VQoArW/Nq2V/awGUTg/q8vRiZDEYTOwpq+WB7oaU3iLOdijg/F5QKqG7SUduiw2QyEeTmwBmjfbhoXADqk9AFVa1ScvnUUGYFu/LxziI+313M/tIGbvs2mRgfJxbH+zFvlBdBbic3U7QQg0lmx9RhJztj+iHOdmrc7NXkVjcB3TdqCDFctegMrEyp4Ms9xZR0ZEF3sFFy0bhArp4SjGc/t1YrFQqunRrC5FB3nv41k2xNE4+sTmddRhUPLRh1XAmFxbEbMoE4wPXXX89DDz3E2LFjSUxM5JNPPqGlpYULL7wQwJLF/P777wfgmmuu4eqrr+bDDz9k3rx5rF69mpSUFEuWcoVCwTXXXMPbb79NWFiYZfoyX19fS7AfFRXFnDlzePTRR1m6dCk6nY6nnnqKxYsXWzKmr1ixAhsbG0swv27dOpYtW8bTTz9tKXtPZRHHbn9JPU+vzSS/oxv4GaN796Ne3tDKkp/TOFB2uKtPYqBrtwGtyWQiubSBZp2BsoY2fujI5PzM2aOZEOx+TGV3slXz/Llj+GxXEcv2l1HTrCOpxBzYZFU1sSWvhrlRXU8vZqNS4uNsR0VjG29vzuefp43Cro9JdyaGuAGwu7AOo8l0THOti5FD26bn670lrEguo1LbDpif3F83LYQrJwUPqvHYDrYqbpsVzoWJAXy4o5CVKeVkVjWRuTGXVzbmEunlyIJYH86J95Np0cSIk16hxdfZFgfbgbtmA1ztydE0DdjxhRgIxXUtLN9fxg8Hymns6FHp7mjDRYkBXD4hqMvkwP0p3t+FT6+awMc7i/hweyF/5FSzu6iOyyYGcfYYP4Ld7QddC/lwNqQC8bPOOouamhpef/11qqqqiIuL4/3337d07y4rK0OpPByITJw4kRdffJFXX32Vl19+mfDwcN58802rebtvvvlmWlpaeOyxx2hoaGDSpEm8//77ljnEAV588UWeeuoprr32WpRKJQsXLuSRRx6xKttbb71FaWkpKpWKyMhIXnnlFRYtWtSnsoi+Sylr4NZvkzEYD/dhmRLaczKLNr2Re1akkKNpRqUwZ5hsN5g4Y7Rvl+vXt+h4fE0GW/KshylcOCGIiSHux9WFxsFGxS0zw7lhWijfJJWSW93E5twaapp1fL23hDmRnt1+KQa52VPR2MaPKeUYTCYeXxTbp2MnBLjiYqemtkXHppwa5o2SOcVF1zIqtNz3Q4olAHe1V3NmnC/XTAnB12XwPkn3dbHj4QXR3D4rnF/TK1mfUUVyaQO51c28u7WAD7YVcGqMDzdODyXKW6bxEyNDekUjwQPUGn5IgKsdudV9H58uxFCiN5pIr2hkV2Edf+ZUk3JE40+wuz1XTAzihlOiaTrGfAvHwkal5OYZYcwf5c1TazM5WN7Ih9sL+XB7Ia72aoLdHYj2ceLMOF8Z0nWCKUymkdILf/jQaLpP1ubt7dLt68NNm97I1Z/vJe+IH/KEABc+/NuEHrd9eUMOX+0twdPRhg+uGI+bvQ251U0kBlpnb9YbTfyRreGtzfkU1ppb3P1c7Khr0TE+yJVPbpqOtv7oX54Go6nb7uXdKa5r4eIPd2Ewmd/TzTPDmBHu2Wm9P3OqeWNTnqUO3rk0kUkh7n061mt/5PL57mJmR3ryygVj+7TtyXS857ePz/GPge+Pa2soXqflDa1c/XkSdS06gt3tuXVmOKdGex/TtEcnWm/qt6HV/OBpZWo5e4rqAVAq4Mwxftw+Kxy/QfxgYTA4lnP4eK+/oXS9wOC+zo0mE/P/t5WFo31YFNf1w+fecHNzPKZEb4f8mV3NN/tK2XzXrJMybKUvBvPn11eD9dobTnX8V606AxuyNfyWoWF3UR1N7QbLawpgWpgHl0wIZHakJyqlYkDrwWgysSFLw/f7y0gqrrdq2AI4P8GfhxZEo+7jfeyxGG7nRG+uvSHVIi7EkVYdrCCvuhlPRxu+uW4y6RWNvUr6siWvhq/2mhOzPbIwxtIqMC7IzWq9wtoWHl55kKwqc9c5dwcb3rokgWgfc7IphQLsbVRoMXdbf3NzPjmaJmZGmANmPxc7duTX8lNKOY8timVKqDurUitoatczK9LLMna8K8HuDvxjbiSv/pHLgbJG7l6WwlfXTurUYjc3ysucIG59Fsv2l/HUr5l8fOUE3B1637Xp3LH+fL67mG35tWjb9DjbydeCsPbqH7nUteiI9XXmnUsTh/w54mpvw+J4PxbH+5FZqeX97YVsyNKwKrWC3zKquHZqCFdPCenzUA8hhoKSulaadQZCPAa2Rdzf1Q6D0URhXQuRXtIbRQx9rToD3ySV8vnuYupadJblLnZqJoW4MT3cg3lRXngPovHYSoWC02J8OC3Ghza9kcLaZopqW9jWcf/6w4FyHG1V3HtK1EAXdVga2ndTYkTbWVALwCXjA3F3sGF6Fy3Gf6XRtvHkLxkAXDYhkDndjL/Or2nmlq/3U9uiw9VezcJYHy6dENRpmpVDHUq+2lvCJzuLANicW9Npf0t+TrP6+71thVw1OZi750V2WveQKyYFUVTXwrL9ZZiAHw6Uc//8rr8I75wTwda8GkrqW3l0VTqvXzS2112JIrwc8XayRdPUTlFdy5DJni5OjhxNE79lalAATyyKHfJB+F/F+Drz/LljSC1r4NU/ctlX0sD/bS1g9cEK/nV6dK+GuggxlKQPcKK2QwI6cjPkVTdLIC6GvP0l9Sz9JYOiOnPiNX8XO0ty0Bgf5z73jBwIdmol0T7ORPs4c2qMD1NC3fn3qnS+3FPC3CivPve4FD2Tx/1iSDKaTJYupVN6Of+20WTisTUZ1DTriPZx4s45EV2uZzKZeGZtJrUtOmJ8nPjmusk8tCC6UxCu0bZx/ptbmPzin7yyMdeyfEKQK7MjPbtsTXO0UTE70vzA4PPdxbyxKa9TN6BDlAoFDy+I5uXz4wH4NqmEjIqu51t2tlPz8vljsVUp2F5Qy97i+p4r5AgBruans2UdmTuFOOTjjgdMp0R7M8pn+N4sxwe48u5l4/jP4tH4ONtSVNfK3787wIu/Z9OmNw508YToNxmVWjwcbHC1H9iHai72alzs1DJOXAx5y/aXcuu3yRTVteLrbMsTi2JZcdNUbpsVTpyfy5AIwruycLQvFyT6A/Dsuiza5bew3w2vpg0xYqRVaKlr0eFoozpqF+8j/ZJWya7COuzVSp5ZHNdlhmeTycSqgxUklTRgr1by0vnxeHeRRb253cCNX+23TDkBcO5YPx5ZGGNpiS6tbyW/ppkJwW4s319Gfk0zV08JIdTDgc92FfH6n3l8srOImqZ27pobiYu9ussv6xnhHvi72FHe2Mb1XyXx4RXjGd1Fq/UoHyfOjPPjx5RyHl+TwbuXjbPM1dqTAFd7DpQ1Ulwngbg4LKNCy69plQBcPy1kQMuiNxjJqGoitayRwtpmWvVG3OzVRHo5kRjo2i+ZXhUKBQtH+zIzwpM3NuWxbH8Z3ySVklRczwvnxff6ehJiMMuo0BLsPjjOZX9XO3I1EoiLoeuTnUW8sSkPMM/a8/CC6GHVc+yuuZH8kV1NQW0LX+wp5vppoQNdpGFl+JwpYkT5Lsk8xntWpGevkrysTa/kmXVZANw4PZRwr85jyb9NKuWVjTnoO1qob5oR1u20Rt8mlVBS34paqWCMvwsBrnY8dFq0VSAQ6GZvuXG/cnKw1fZXTwnBy8mWpb9ksDK1gpWpFUwIcuWF8+LZnl9LqKeDpYu4WqXk3cvH8fjqdJJKGrjp6/3cPiucKyYFdZpu7JaZYewtrqOorpWPdxay5PTeZeWP9HaEDDhQ1tCr9cXw19CqY8mqNEzA6bE+J2zIgslkorqpnepmHa06A0YTtBuM1LfoLA+zcjTN5FQ3oTN0n73F19mWqWEezIrw5Nwpx9fl1tlOzcMLopkT6cUTv2SQWdXENZ/v5YXz4pkQ7NbzDoQYpEwmE+mVjcyK6Hko18kQ4GrfMZe4EEPPz6nlliD85hmh3Dwj7IRnGNcbjOwsrOP3TA17iusob2jDTq0kxseJOVFeLIrz7dc5wZ3t1Nw9L5LH12Tw8Y4izk/wx6Of5zgfySQQF0NOlbaNNR2tdH8NcLvS2Kpn6S8ZtBtMTApx44pJnbdZn1HFC79nW/4O93TgyklBVus0txtobtejN5r4fHcxAC9cksicELdjyu541hg/iutaeG9bIQBJJQ0seGsbAJ6ONqy6dbolS2WAqz3PnjOGSz7aTWObnlf/yCXIzZ5Tor2t9unrYsedcyJ4aGUa6d10Y+/K3Cgv3tlSwKbcGiob2wb1dFTixKtv0fGPZQcorG3B38Wu29wEfVVa30pKWQNFdS0U1bVSUNNMrqaZZp2h540xT5kW7+9CtI8TTrZqqpvayajUcrCikUptOz+nVvBzagVLf82wTK12PFM0zYr05LOrJvDgTwdJq9Byx/fJPHnmaBbE+hzzPoUYSFXadupa9AOeqO2QQFc7tubVoDcYB13mdCGOJr2i0dLAc93UEG6ZGd6v+zeZTGjbDNS26KjStlFQ08y+kga25tVQ36q3WlffbiCppIGkkgbe3JTHnCgvzkvwZ3q4Z79kO18U58tXe0pIr9Ty6a7io+Y3En0jgbgYUv7IruaBH1MBiPNz7lW39PWZVbQbTAS72/PmxYlddv/+co+5hd3JVsXYABdumxVudVPwU0o5z/9mPVY0xseJc8cFUVvT+4D3r26aEUasrzPaNgOv/5lLTbM5y2ZNs479JfVWiTG8nGx565IE7vz+APWtejbmVHcKxAFLa39hbQsmk6lXT2ejfZxJCHDhQFkjm3KruWhc4DG/JzG0teoM3LsihbQKLe4ONrxywVi8uhie0RcHSht4/U9zIrSuKBXmWQkcbFSolApsVApc7dT4udoT7ulApJcT0T5OBLl13f28VWdgf0kD2/Jr+TNHQ1FdKyuSy/npQDkXjQvk1llhuNr3fiaBI/m72vPuZeN4bE0GG7I0LPk5jRadgXPG+h/T/oQYSJlVgyNR2yEBbvbojSaK6lo75WERYrDStun5189p6Awm5kZ5cfvs8OPaX7W2jVWpFSSXNpBf00xZfStVTe3d9gLzcLDhtBhv5o7yItzTkeZ2A0nF9fySVsn+0gY2ZlezMbsaT0cbTo32Zn60NxOD3Y75YZdSoeDWWWHcuyKVZftLuWFaKC4DnGNiuJBaFEPK2vRKy3+f24sbYb3ByNcdU5VdmBjQZRBepW0jpaNL9rfXTe7UGrw2vZKnfs20WuZqr+al8+NRKRWYTCZe+yOP3Oom5kZ50W4w0aozMD7Ije0FtcwI82BsoCuZlVp8nW3xcrK1BBNKhYJ5o8zB9BmjfajUtvPmpjzWZlSxIUvTKUPlaD8X/nN2HHd+f4A9hXVdvucgNwcUQFO7gZpmXa+DqKlhHhwoayStXAvjerWJGIZe/D2HA2WNuNqrefvSREZ5H1+Ctt8zq1iyKh2D0YRKYT6HI7wcCXa3J8zDkUhvR0LcHbA5jtYwexsV08I9mBbuwT2nRJCn1fPqr+lsza/l232lrM2o4h9zIjh7rF+n4Ry93f+zZ8fx39+yWJFczlO/ZqJSKjhrjN8xl1mIgZBRqcXJVoWn47E9mOpvgR3Dv3KrmyQQF0OCyWTiP2uzKK5rxd/FjsfOiDmm3xWAlLIGPtlZxKbcmm4T9zrYKPF2siXI3YE4P2emhXkwLsitU0t3lLcTF48PJLe6iR+Sy1mTVklNs47v95fx/f4y3B1sWBjrwyXjA7scntmTWRGeRHk7kqNpZmVqOX/ronep6DsJxMWQYTSZLNnAXzh3TJetwX/16a5icqubcbVXc15C14H7TynlmIDEQFerILysoZXvkkr5rKMb+uUTg7hjdji7i+oIcXcgoGP89/oMjaWr+ta82k77/3B7odXfLnZqHlkYzakx1t1b1SolgW72nDnGl7UZVaxJq+S2WeGdkn4kBLiiAMob26huau8UaNuplQS42lHa0EZhbUuvA/FDc7AX1rX0an0x/BwobeDHlHIA/nvOmOMOwvcU1fHvjiD81GhvHjg1ql/HrnVFoVAwNcKT1y9OYEd+LS9uyCGvupmn1mayPLmM++ZHkRjo2uf9qpQK/rUgGrVSyXf7Snnylwxc7dXMjux6CkQhBiNzojaHEz6OtbcOZU7P0TRxWowM+RCD3yc7i1ifWYVKqeA/Z8fh5tD3h1qZlVre2ZLPpiOmu431dWZyiDsxvubeXz7Odng62nSZWPhoIr2cuG9+FHfNjWBHYR2/Z1bxZ04NdS06vt1Xynf7Sjk73o+750X2qewKhYJLxwfy7Ppsvkkq5dIJQf3S7X2kk0BcDBlbcmvQNLXjbKdiRi8SzaSWN1oC5PvnR1l1TTWZTLyztYCPthdy6BnkhYkBltdXH6zgqV8zLYnbIr0cuXtuBGqVktmRXhiMJl7bmEs7Cn5JKQNArVQwIdiNotoWyhvbui1XY5ueJ37JIMbXucvxq9PDPQn3dCC/poVrv0ji3lMirW72HW1VBLvbU1RnTmTVVaAd5ulIaUMbudVNvU4u5dfxEKK6qb1X64vh58Md5odGZ8f7MbmX0wJ2Z39JPff/kIreaOK0GG/+szjupE/hMjXMgy+vnsjXSaW8t7WA1PJGbvxqHwtifPjH3Ig+Z0FXKBQ8cGoUze16Vh2sZMnPabx32Xhi/ZxP0DsQon+lV2p7PdPIyRLoZi9TmIkh4acD5by5OR+AB/r4UNdgNLG9oJZl+0otAbhSAYvj/bjr9Fg8VBxTvqHuqFVKZkV4MivCE73RxK7CWr7fV8afOdWsTK1ge0Etr1wwlljf3v9+nTXGj3e2FFBa38ra9ErpFdYPJDOGGDKWJ5sD3vPGBnQ5R/eRimpbuPWb/TS26Qn3dGDhEcmVTCYTL/6ew4dHBOEzIzw4a4wvAH9ka3h8TQZ6o4lxga7cND2U588dYzW25tNdRXy2u5hvdhdR36onytuRjf+YxVuXJLLylml89Lfx3HtKJJvumsX0MA8A/jEngs13zyYhwJUWnZG7l6eg0XYO2NVKBVdPMU8VVVjbwgM/pKL5S3Ac0NGdr6KbgD+6Y77njMrej18/NKdsfYuu19uI4SO7qonNuTUoFRzX9CSGjmSGt32bTFO7gQlBrjyxKHbA5lFVq5RcNTmYZTdO4byx/igw54249OPdfLSjEL2hb/OiKhUKHlkYw9RQd1p0Ru7/MVUeXokhQdump6yh7bgSGJ4IgW52ZFVJ5nQxuH2/r5Sn1pqHKV45KZiLx/cul051UzvvbMnn3Pd2cM/yFDbl1qDAPBvJN9dN5vFFsUSfoFlJDlErFcwI9+Sl8+P54IrxhHk4UKVt57Zv9/dp1gJ7GxVXdCQy/r8t+bT2MtGq6J60iIshoU1vZEeBudv3uQlHfwKXVtHIv1am0aY3khDgyisXxFsF0e9syefbfaUAqBTgYm/D32dHoFAoaNcbeXlDDgAXJPrz8ILoTmN/8qqbeWdLvuVvJ1sVz58bb/VwYGyAK2MDzE9KX74gntL6VsI6un4/c/Zobv1mP4W1LTzxSwavX5TQ6RgLY334ak8J2ZomDCbYkV/L4vjD79vb2dwKrtF2HQAkdBx7b1H9UevqSPY25vIfmZBOjBzvbisA4NRoH0KPMaNyeUMr/16VTnKpOefCKaO8ePKs0d12rWtuN3CgtIGC2hbqW3XoDUZUSgUONipc7dW4O9ji7qDGyVaNQmHOe1Dd1E5FYxtV2jYaWvUYTSbc7G2I9HZkYrA7Qd3Mj+ztZMsjZ8Rw6YRAXt6Yw56iet7anM/vmRqeWjzaMjSjN9QqJc+dM4brvkyisLaFh346yNuXJh7XOHchTjRLorZBkjH9kGA3B/7IrqZVZ+hzN1whTjSjycT/bcnnwx1FAFw2IZC750X0uJ3OYOTjHUV8sqvIcl/lZq/mrDF+XDguoE+/Of0pMdCVj6+cwN3LU0gubWDJz2l8euVEbHto4Drk8olBLNtfRmlDG5/tLubmGWEnuMTDmwTiYkjIqNSiM5jwdLQh4ihfXvnVzVz3RRKHcl48tGCU1RiY7KomPt5p/jL91+nRXJgYYJVZ/Ms9xZQ2tOHjbMt9p0R1mYDjg+0FGE0wJ8qTly+fSE2NFs+jzKloo1JagnAwZ2F+/aIE/vbpHnYU1DHt5U3MjPDgn6eOIq+6mXBPR0I8HPjq2kn8789cPt1VzK6iOqtA/FA38pL61i6POSHYDQVQUNuCpqkd716ME1dgfq/92DNKDBF/ZGvYkKVBqYAbZxxba3hKWQP3rkilrkWHk62Ku+dFcn6Cf5djUSsb23h7Sz6/plcedW7wYxHt48QFk4KZG+qGn0vnoDzG15m3L0lkTVolL2/IIb1SyzWf7+Xfp8dwRpxvr4/j0pGw8fovk9hf2sCz67J49IyYQTP2Voi/yqxsQq1U4D/IpqcMdrfHaILc6mbGDLJu82Jka9UZWPpLBuszNUDv5wrXNLXz4I8HOdCRCHhsgAtXTAzilFHePQa8RpOJotoWcjRN5Ne0UFzXQqW2jZpmHfUtOpraDeiNJlQKBa72aoI9HBgX6MqcSE/G+Lv06jfI2U7NC+eN4YpP9pCjaWZFchmXTQzqcTsABxsVd82N4N+r0vlsVxEXjwuQecWPgwTiYkg4lNU81tf5qF8yazMqLUH4vadEWo19MZpMvLQxB6MJFsR4W8aEKxQKUsoa+L+tBWzPN7e63zknwvJkvr5Fx9NrM9G26XGwUVnG9tw2KxwfFzs01Y3cszwFbZuefy+MQaEwJz7Lrmpid1EdF48P7JTQIszTkcsnBvHprsNJ3i74YBcAEV6OfHvdZMA8xvXTXcVsz6+1mmf1UBKt/aX1XU5R5uZgwygfJ7KqmthbVMfC0T0HGIfGw6skkBhRapvbLXOhXjU55JgStO0truOe5Sm06IyM9nXmuXPjCHLrutUtubSBf/6YapmqL9DNnhgfJ9wdbLBVKTGYTDS3G2ho1VPT3E59q56WdgMmwNFGiaeTLb7Odvi62OHuoEapUFDd1E5ahZbUsgayqpp4/pcMXsA8D/hVk4OZGOxmdY0oFOaM55ND3HlsTTp7iup5ZHU6+0rqufeUqF63DIR7OvKfxXHcuyKFlakVBLjac/NMaR0Qg1NmpZZAN/sBGybSnQBXexQK84NyCcTFYFHe0MoDPx4ko1KLWqngX6dH92q2nvKGVm7/LpniulZc7NQ8vGAUp8f6HPXetbC6mRW7zfd6yaUNNLX3rst3s85AeWMbuwvr+GB7IZFejlw7NYQzRvv2eJ17Otpy68wwnl2fzSe7irhwXECve3WdHuvD57uLSavQsjy5jBuny+/esZJAXAx62VVN/N8Wc7fZoyWVMJpMrEkzT2+29MzYTkkkvk0qZXdhHXZqJXfMOdytKL2ikTu/P2D54hvj78KZR7SMvbIxh43Z1Vb7WjzGl1hfZxpbdVz3RRIVjeYu4pd+vBuAcYGu7O/onqszGPFzscPVXk1RXSuLRvviYq/mlpnh+DrbYadWsjqtkqSOjPB51c1UadvwcbZjYrAbHg42VDe18+2+Ust0EdPDPbBVKcjRNHPvilSePScOh7906ZsW5kFWVRNb82p6GYibu07ZqAbXTZo4sV78PYeaZh1R3o7ccgxB5K7CWu5bkUqr3sjUUHdeOC8eR9uuu5cmlzbwj+8P0KwzEO3jxJLToy1DOPpDfYuOjTka1mZWszOvhs255n8Tg934x9yITsfydbHjzYsTeXerudvh9/vLOFDWyH8Wj7bqxXI0MyM8eeDUUTz/WzbvbivATq3kmqkh/faehOgvmVVagrsZujGQbNVK/FzsyNLIOHExOKSUNXD/D+YHxh4ONvz33DG9Snxb0djGbd8mU1LfSqCrHf+7OLHboV7aNj2/pFWyMrWCg+WNVq/ZqZVEejkS6eVIsLsD/q52eDnZ4mpvg7OtClu1Er3BRG2LjhxNEzsLatmcW0NudTOPr8ng893FPHTaKMYFHb3M54z15/3thVRp21mXUdXr5GsKhYKLxwfy1K+ZbMiqlkD8OEggLga9Fzdk06wzEOhq1+0UZABr06ssTyBPGWU9tVlzu8EyrvvueZFWyWre2pxvCcJjfZ158LRRlieX6zKqWHXQHNzPjvQkqbiexEBX/r0wBoAPNudZgvAjHQrCAV7/M8/qtU051bx24Vjs1EpLV6DzEvxJKqnn4Z/SqG3RkVzawGkxPtiolNw+O5xn1mXx8Y4iLkwMwN5Ghau9DTdOD+PtLflsyath2f4yrppsPafjjHAPPt9dzM5u5hv/K31HF+HB1loiTpzUsgbWZlShVMATi2J7TIL4V3/mVLPkZ3M+hhnhHrxwXny3+0gta+Du5eYgfHKoOy+fH9/p4dHxcnOw4fyEAG6aH8OezAq+3FPCypRy9hbXc/2X+zg91oc751hnS1cpFdw+O4LEIDceX51ORqWWKz/by+2zwrlsYu+mZ7lkfCD1LTr+b2sB/9uUR6W2jXvmRVrlphBiIOkNRnI1zYzv4cZ8oAS62vcpuagQJ8qWvBoe+ukgbXoj0T5OvHR+vCVB7tGUNbTy9+/MQXiQmz3vXJqIfxfbZVRq+WZvCesyqmjtGDuuUiqYEOTK7EgvJoe4E+Xj1KvfnhAPBxIDXbkgMYDGVj3L9pfy6a5isqqauPnr/fxtUjB/nx3ebS8vG5WSS8YH8tbmfD7fXcyZcb69Hl51KBFxdpVW8jscBwnExaCWrWliT1E9SgW8cXFit9leTSYTH3VMvXTV5OBOLXK/pFXQ1G4g1MOBi8YdnqZM26Znd1EdAF9fO4mojm65eoOR/R1JLABunB7KbbPC0RtNtOsN/PPHg6RXNFLd0b32mbPjGOPvTFVjOz+mlLOnozv4Jx3j0Y+0Lb+WtelVVuNRFQoFE4PdOS3Gm+/3l5FUXG+ZU/Wcsf58vLOI0vpWfjhQzuUdwfsN00Np1hn4ZGcR+4rrOwXiCR3TalRp26lr1uHu2Pe5LsXw9n7HHPdnjvFjdB+ztq7LqOLRVWkYTDAn0pPnzhnT7Y/9nqI67v8h1ZJF/WhBuMlkfsrf2Ko3j4NTKnC0UeHmYNOnBwVhno48vCCa66aG8H9bC1iVWsG6jCr+yNZwyfggrp8WYpU/YlaEJ19eM4knfslgV2Edr/6Ry6/plTy0ILpX0z3dNCMMW5WS/23K45ukUvaVNPDwglH92uIvxLHKr2lBZzQNyhZxgFAPB9ZlVHU51EqIk2VLXg0PdEy7OSvCk2fOjuu2h9eR0ioauf+HVKq07QR2E4RnVWn53595bOsYAgnmoYjnJ/hz5exIaG0/runLXOzVXDctlPMTAnjtz1x+Tq3giz3F7CysZemZsUT7dN2j9MLEAD7eUURWVRO/Z2ks95498XWxw9FGRbPOQEVjW697kQlrEoiLQe3DjkDhlFHeR830mlPdTG51M7YqBZdOsJ5Sol1vtIzFvmhcgFUCtt+zNOgMJsI8HIj0Mn+J7Miv5ZHV6dR1TOMV4GrHjdPNCazUSgWfJZWyJa/Gso9JIW6cGu2NSqkgyM2B8Ud0XyqqbeH3LA3/Pj2a8xMDeG9bAe9uLeC537IYG+jSaRzt5FB3vt9fxta8GssNiVqp4JopwTy3Ppsv9xRz8bgAS0vbnEhPPtlZRHJpQ6cbGAcbFb7OtlRq2ympb+kxEFd2PH3tz3ksxeCVVaVlc8c0Ktf3sSv17sI6SxC+eIwvjyyM6bb1d1NONQ+vPEi7wcSkEDdePn9spyC8XW9kbUYlv6ZXceAo4+McbVS4O9rg7mDTkVXdBk9HG/xc7Ahxd2CUjxMBrtaJqPxd7Xl8USyXTwzi1T9y2V1Yxxd7ilmZWs6tM8O4cNzhHA7mruoJ/HCgnNf/zCWtQsv1XyRxyfhA/j4nHCfbo/9kXjM1hDBPR578NYOMSi3Xf7mP02K8uW1W+IBlyBUCIEtjbm3uLnfDQAtxd6Cp3UBJfeugm15NjAwpZQ089NNB9EYTC2K8eeqs0T32ajKZTPyUUs4Lv+fQpjcS4eXIGxcl4HtEQkSdwci7Wwv4dFcRRpN5tp7TYny4dEIgiYGuKJUKvJ3t0LS206Y3sqeojv2lDeRVN1Pd1I7OYMTeRoW3ky0hHg7E+DgR6+tMoJt9lwmF3R1teHxRLPOjvXn610yyqpq49osk7pwTwRUTg7rMKfS3SUG8v72QVzbmMi3MA2e73oWHbg5qmnUGGtv0vVpfdCaBuBi09AYjWzsC3qunBB913R865hifEe7Z6Qvk232llNS34u1ky/kJh1vD2/VGSyv64ng/FAoFOZomHlp5kKZ2A0625i++W2aGWRJYaJraLdsAXDwpmAvjfcirae4yydXSM2O5aUao5Unk9VND2JZXy4GyBl77I4/nzx1jtf70cA/s1EqK6lrJrGwi1s+83eIxfry7tYCyjukiDs3zHOfngp1a2TFOqJlRPtZl8HG2o1Lbjqap57nB1R1fzgaJxEeEQw+5Tovx6dOT7KZ2PU/8koHBBGeM9uGxRbFd3gyAuev6oRubeVFe/OfsOKtWbZPJxLqMKv73Zx7ljW2W5QrA0VaFjUqJ3mikud2A0WROTNNcb6C0m9kCALycbJk1yptpIa7MjfSydJeL9XXmrYsT2Jpfy//+zCVH08wLv+ew6mAlSxfFEt7xIE6hUHBBYgBzo7x49Y9cfkmr5Nt9pWzKrebxRbFMCnE/av3MG+XFtwGTeWNTHqtSK/gtU8Mf2dXcNCOU66eFdltXQpxIWZVNeDnZ9qp1byCEeJhbDzMqtRKIi5OutL6V+39IpU1vZGaER6+C8MZWPc+uz2JdRhVg7lX19OLRVveg5Q2t/OvnNFLKzGPAT4325h9zIzqd4/uK6vjgj2x+z9T0OlGbo42KME9zI9JoPxdmRXhaNVjNjfLi6+sm8fSvmWzKreGVjbkcKG3kiTM7D0O7dmoIq9MqKa1v5bn1WTx11uhe9Uw5tB+Z9vbYDblA/IsvvuCDDz6gqqqK0aNH8+ijj5KYmNjt+mvWrOG1116jpKSE8PBwHnjgAebNm2d53WQy8frrr/Pdd9/R0NDAxIkTeeKJJwgPD7esU1dXx1NPPcWGDRtQKpUsXLiQf//73zg5mYOeHTt28PHHH3PgwAG0Wi1hYWHceOONnHvuuZZ9LF++nH/9619WZbO1teXAgQP9VDPDT3KZuWXM3cHmqJlUKxrbWNERiF/yl9bwhlYdX+0xt4bfPivcchPy3b5Snv8tGzDfuF8y3rzdqxtzzd1ng93430UJ2KmVmI4ITL/cXUyLzki8vwsfXTketaM9c/77O216I59dPdEqGDeZTNjbqKy6A6lVSv69MJrLP9nDhiwNOwpq8XayJczDAbVKiZOtmhnhHmzMrubP3GpifJ1QKBTY25ing3p8TQaf7SrmsglBOHYk7Jgc4s6WvBpWH6zgrnmRVu/fo6MVvK6l6/nGj3RobLi+n6eTEoPP/pJ61mdqUIClt0dvfZtUSkVjG4Fu9iw5PabbwHJfcT1Lfk5DbzRxeqwPT5412mrMW3lDK8+uz2Jrnrmbno+zLRePC2ROlCfhno5W2VtNJhPaNgO1LTpqm9upa9HT0KqjrkVHdZOO8sZWCmtbLC0IP+0v5af9pbjYqbkg0Z8rJgXj7WSLQqFgVoQn08I8+CG5jDc353GwvJFrvtjLIwtjrJIaejnZ8tRZozl7jB/PrMuktKGN279N5qYZodw0I+yoAbWXky2PL4rlyknBvLEpjy15NbyzpYDsqmaeWjy6V2P/hOhPmVVagtwG17RlR3K1t8HdQU1GpbbXXWOF6A/aNj33/ZBCTbOOGB8nnj17TI9BeFaVlgd+SKW0oQ2VUsFtM8O4ZmqI1e/Ckb0rXezUPHJGDKdGH85fpDMYWZdRxbdJpaQekazN19mWaWEeRPs64+tsi61KSYvOQKW2nfzqZjKrtGRrmmjWGUir0JJWoWXVwUpe2pDDtDB37pgTQVzHUDNPR1teOj+e7/aV8crGHNZnVtHQquOVC8ZaDSWzt1Hx5Jmx3PrNfn5Nr2JSiDsXJB5uuOrOofdrlAacYzakAvHVq1fz7LPPsnTpUsaNG8cnn3zCjTfeyC+//IKXl1en9ffu3cv999/Pfffdx/z581m5ciV33HEHy5cvJybGnGzrvffe47PPPuO5554jODiY1157jRtvvJHVq1djZ2f+0XrggQeoqqrio48+QqfTsWTJEh577DFeeuklAJKSkoiNjeXmm2/G29ubDRs28NBDD+Hi4sL8+fMt5XF2duaXX36x/C3joI7u0A369HCPo970bszS0G4wkRDgytRQd8tyg9HEHd8doFLbjo+zLQtHm3/cf8/SWIJwgLPj/XC2U7O/pJ7tBbWoFPDYGTHYqZXkVjdxy9f7cbJVMTHE3fLk88bp5patNzdkW55eXvHJHs6M8+XyiUF8sbuYHQW1fHDF+E6tjVHeTkwP92B7fi13fm9+EDMj3ANfFztmhHswvSMQf3drAdvyavnginEoFAoWxfny1uZ8KhrbSClrYGpHoowLEgPYklfDmrRK/jE3wuq8crU3X+L1LT13GzoUiEuL+PBmNJl4aUMOAOcm+HfqRXE0rToDX+0pAeDWmWHdtq6V1Lfwz45kN3MiPTsF4eszqnh6bSZN7QZsVQqunxbKVZODu032olAocLFX42Kv7jYDLZifyqeWN7Cvookf9hZT1tDGp7uK+SaplMsnBnHtlBBc7NWoleaMr3OivHjilwx2F9bx71Xp5Nc0d5ojdlq4B19eO4lXNuTyY0o5720rJLOyiacWj+4x2dwoHydeuSCelakVPLc+i/WZVTjbqVhyerR8/4uTKquqyZJcabAKdncgvUIStomTR280seTnNHI0zXg7mYPWnnqN7C2u497lqeYkwm72/GfxaKtcIHqjife25vPRjiJMQJyfM8+ec3hKz1adgWX7y/hiTzFVWnMjia1KyWmx3lyQEMD4INcefx/0BiOFdS3kVzeTU91MUnE9e4vq2FFQx67CJK6bZp7vXK1UoFCYh2xGejly/w+p7Cys46m1mTx5ZqzVccYFufH32RH8b1MeL2/IYUqoe4+9Uw79rh+a/lb03ZAKxD/66CMuvfRSLrroIgCWLl3Kxo0bWbZsGbfcckun9T/99FPmzJnDTTfdBMA999zD1q1b+fzzz3nyyScxmUx8+umn3H777SxYsACA559/npkzZ7J+/XoWL15MTk4OmzZt4vvvvychIQGARx55hFtuuYUHH3wQPz8/brvtNqvjXnvttWzZsoW1a9daBeIKhQIfH3nS2xsmk4nfMg939zmaXR1ZwedEeVp9qaRVNJJeqcVWpeD1CxOwt1GxJbeGR1alWdZxs1dz9hg/jCYTr/2RC8DZ8f6WL58fksupb9VT36qnNLUCMHdxnR3pSXFdC59szbcqy5q0SssUagBf7inh/ER/1mdU8Wt6FX+fHc5ZY/y4floI+0vqadGZu/McSt6xMqWcZTdMsWx/oKyB6mYd3k62KBUKon2cqGhso7i+lakd60wP98BGpUDT1E5pQ6vVGEA3e3OLeH1rz13TD8VJ8mRzeFufUUVahRYnWxV/nx3ep21/SimntkVHgKtdt1Pi6QxG/rUyjboWHXF+zjxzdpxVEP7B9gLe6ZiOcGyAC4+fcbhb+JH0RhOZleYn/6X1rVQ0tlHbrKNZZ8BoNGGnVuLuYEOAmz3hng7E+joT4eXEpBB3zpgQwvWTAtmUU8NHOwpJKWvkk51F/JBcxg3TQ7loXCB2HVMmvXFRAm9syuPz3cW8t62Q8oY2lpwebdUi4mRrbs2YEOzGM+sy+SOnmtu/TebVC8fi7nD03AsKhYJzx/rjZq/mwZ8O8sOBcsYFuXJ2fM/z0QrRH2qa26lp1hE0SBO1HRLq4cC2vFpJ2CZOmpc35LAtvxZ7tZKXzo/vMsv5kTIqtNyzPIUWnZFJIW7895wxVkk/yxta+feqdJI7Zs65MDGA++ZHWXpXrk2v4vU/c6nsCMC9nWy5eHwAN82PtkrW1tCqo6FVj4ONCk9Hm07Xg1qlJNLLiUgvJ07tWFZa38obm/JYl1HFh9sLSS5t4JnFo/FwtAXMOYieP28Mdy9P4Ze0SsYHuXLROOtepFdNCWZrfg17iup5Z0s+Ty+OO2p9HHoY3dTWu+70orMhE4i3t7eTmprKrbfealmmVCqZOXMmSUlJXW6zb98+rrvuOqtls2fPZv369QAUFxdTVVXFzJkzLa+7uLgwbtw4kpKSWLx4MUlJSbi6ulqCcICZM2eiVCpJTk7m9NNP7/LYjY2NREVFWS1rbm5m/vz5GI1GxowZw3333Ud0dHSf6gGgu9+nQ8uHw+/XwXItxXWtONqoOGWUV7fvSW8wWrKeTwvzsFpvT8fymRGeRPs60dxu4PE16egMJuZHe/PsOXGoFJBUXM+t7+ynplmHg42S22aHoVCYW9fWdrSATw1zZ19xPaP9XHjhvDFo2/W8+HsOeqOJ6eEenDHah7QKLVlVWpKKD09dtjy5jOUd3eYBHl+TQYiHA5NC3PnzrlkoFAre3JTHRzvM2dWNJnB3sOHdyxK55ZtkwNy66ONs/iL160gAUtXYZnmv9jZKwj0dyapqIq+62eoJ5qGu6bUtuh7PiyNfH4zn0GA4v/vj2AP9Pr7aa27RvmpyMF5Otr3eTmc4nPTwmikh3c43//72AtIqtLjZq3nhvDE4HNG68NWeEksQfvXkYO6YG9Gpm3ZxXQuf7ipmbXol2j7+uDvZqpgU4sbZ44OZGuTMvFFezI3y5M+cGt74M4+8mmZe2ZjLF7uLuWF6KOeO9cdWreSeUyIJ83TguXVZrEytoKZZx3PnxFmVHeDssX6Eejpw7/IUUssbueO7ZN66NLHHYBzglGhz0ra3Nufzwm/m1oaebvoGq4E4hwfjd9LRDPR1fqTsjvm5+3Ps9ZHvr7+e3YZ6OLD6YCWapnarZFcDYTB9fgPtRNXBQNfxiuQyvttXigJ4evFo4gOOPjtGQ6uOB35MpUVnZEqoO69cEG/Vi2tbXg2PrEqnvlWPk62Kfy+MtjywLqtv5em1mewoqAPA38WOm2aEsjjeD1u1Ek8nWzbmavg5tYItuTVWOVOcbFUkBroyOdSdSSFuxPg4dzlDSZC7Pc+eE8cp0V48/WsmuwvruPrzJF44b4xleOf0cA/+MTeCVzfm8srGXKaHe1h9L6gUCu49JYqrPtvLuowq7psfddT7BE+n3t9j9sZAnxMDYcgE4rW1tRgMhk5d0L28vMjNze1yG41Gg7e3d6f1NRoNAFVVVZZl3a2j0Wjw9LRukVWr1bi5uVm2/6vVq1dz4MABnnzyScuyiIgInnnmGWJjY2lsbOTDDz/k8ssvZ9WqVfj7961lxMvr6F8WPb0+2GVXanlxo/kznTnKi5BA927X3ZZTTVO7AS8nW+bEB1gyfwMcqDDffMwd7Ye3twsfbs6jvlVPmJcj/3ftFGzVSnKrtPzzpzTqOzKkXzMznLhw8znz6vpMqpvMU1F8fvMMdAYjCuDub/axPq3CcvNx9+mxzIg6fA616gzojSbGPv6rZZlKqcDQ0XXn0z0lfJwYZHnt0fMSmBHjyy2f7QGg3qRg4YQQpu8qZntuDQ0G8PY2f6ZB3ubx5i2mw8sAYgNcyapqokirs1oe7mfuLlXXZrBa3pVmhfkHRa1U9rjuQBrI87s/jz0Q76O4tpmUskaUCrhpfjTefbjZ/XZ3ERWNbfi62HH9KaO67EaeVtbAJzvNwfpzFyUyNvJwD6DkYvOUYAD/PCOWO+aPstq2pd3A/37P4r1Nueg68hS42qsZG+RGuLcTQe4OeDnZ4mJvg0oJLToD1dp2CmuayShvJLW0AW2bnj9zavgzpwZ7GyUXTgzm76dEcdH0cM6bEsqyvcW8uj6LsvpWnlufzed7Snj4zNEsTgjg5lNjiAxw444v97Ilr4Z/rEjlg2sn4+VsXUenervwvZ8rV7y3g8yqJu7/8SBf3Dy9V1lm7z9rDDuL6tldUMurmwp4/9rJva7/wehknsND9XdtMJS7LK0KO7WSUYHuVr+R/cHVtf9mAxirUsGWAkpaDIyJGPh6g8Hx+Q20E10HA1HHmRWNvPC7eYjWA2fEcvGMiB63eeabfZQ3thHm5cj710+1agn/ZGs+T6xMxWSChCA33vzbREK9HDGZTHy7u4gnO5IA26mV3DF/FLfMjcTeRkVzu54VSSV8ti2J9CPGiYM5YWmLzkBTu4Ft+bWWnpMqpYIQDwf83ezxcbEn0N2eMQGuzI32wcPJlitnuzAl2pdbP9tDnsY8n/jLl45ncceY77sWjmZnUT1bc6r53+YCPrhuitVxZ3u7kBjsRnJxPclVzVwS1nno7yERvq5syKqmphf3mH0xkq67IROIDxXbt29nyZIlPP3001at3RMmTGDChAlWf5911ll8/fXX3HPPPX06RnV1Y5dPoBUK88nb3etDgc5g5PJ3d6JpMnfbGeXpgEbT2O36K/eaW5JnhHtQU3N4bFldi47tudUAjPFyoLC0jnc2mseF/21iIA115iD9iR9SqW/R4Wav5vppoVw8PoC84lq25NXw6vosAP4+O9yy/ld7Slh30NxF3U6tZE60D9FuNl2W8YJEf1amVPDi+fHMCPegrKGVC97fxcaMKnakl1vmLAeY6OfExGA39hbXk5JfTbCDioCOVvCUwhrmhpqnRFMZzC2EVfUtVsdM9HPmZ2BtShl/G3f4wY5rR6xUoGk6aj0ClHW0mtiqFT2uOxCO9/zujx+J/ri2BvI6XZ9SDkC8vwuKtnY0bT0n8Tvksy15AFw6PhBtfTN/HclpMpn41/f7MRjNPU6mBDhbziOjycQ/vzW/tiDGm0vH+lqdY9vza3h2XTYlHdnQp4d7cO3UYCaFuPc6y7jBaLJMyfZbVjVZlVq+3FHId7uLuHJSMDdOD+W0CA/mXD+ZFcllfLSjiOLaFu78MomvIgp4bFEM43wceeuSRO5dnsK+ojrOe2Mzr104tlOeBw8VvH1JAjd9vY/9xfXc8tFOXr5wbK+SsD04P5IrPt3L+rQKftpVwMweht4MRsdyDh/v9TfUftcG0+/x/vwaAlztaGxs6bd9KhTmILyhobnf3p/KZMLFTs3OrEom+A7sdH+D6fM7XoP12huoOtYbTdz1ZRLteiOzIjy55C+/R13ZU1TH8qQSFMATZ8Sga2pF02T+vfpweyFvbc4H4LwEfx46bRS2JgP5JbU89Wsmv2WaG/bGBbny+KJYQj0cyC+t44vdxaxILrP0/LJTK1kQ483C0b6MD3bFyVaNzmAkR9PM3uI6dhXWkVzaQH2LnvzqZvKrm63KqFYqODvej9tnh+PlZMtHV4zj0VXpbMqt4c4v91JbP5pFceYW+vvmRbAjt5rf0ivZeKDEaow7QKK/C8nF9ezK0TA/3L3bevF3NIeRqcV1/XLfOJyuO+jdtTdkAnEPDw9UKhXV1dVWy6urqzu1eh/i7e1tadnuav1D47Wrq6vx9fW1Wmf06NGWfdTU1FjtQ6/XU19f32m8986dO7n99tv517/+xfnnn3/U92NjY0NcXByFhYVHXa8rJtPRu4L19Ppg9mdOjSUIBxgf5HbU97Kzo5vPzAhPq/Xe+DOPNr2RaB8nIr0ceXNzPpVac+v24jH+mEzmruc7CsxPGN+4OIHRfi78mlbJ0l8zLC1yCQEuLIz1wWQyT3f22S5z4H/3vEiumBTEXctTueHL/bx24dhOLWIPnhbNHbMjLE9Ng9wcOCXamw1ZGr5LKuWhBdbDEkLcHdhbXE9BjfnGJtLLHKhnVx2+0XHq6Crb3G6wer+TO6ZUyqpqwmA0WYIX/445lSsa2zAajz7u7tCPgbOtelCfPwN5fvfnsQfifaSWm8PnhEDXPh27trmdAx3Trywe49vltj+nVrCvpAF7tZL7Tom0WmddehUZleZx6f88bRSgwGQy9x55eWMOK5LNDwh8nW3556mjOOWIzLJH7qe0vpU9RXWkljdSWNuCtk2Pjco81jvGx4kJwW5cNy2Uh86OZ+0+85jv3YV1fLyziLUZVTyyMJopoR5cOiGIc8f68+muIj7ZWcSWvBqu/HQvL543hoQAV96/fDx3Lz9AcV0r13+5j2fOjmPaXxJdhXs68toFY7n122S25tfy+h+53HuK9XCkrkR4OXH5hCC+2FNsTogT4t5jht7B6mSew0P1d20wlNucMb1/h0Ecek/9+d4UCgUhHvakVWgHvM4OGQyf30A70XVwsuv4+6RS0iu05kzmC6NRdPwedcdoMvHKBnNvrgvHBTA24PDv54rkMksQftusMG6YFopCoaCwpoV7VqRQWNuCWqng9lnhXDk5GJ3ByNub8/l8d7Flyq9gd3uumxXBqRHuuNgdbmU3mcw9FGN9nYn1deaKicGYTCaqtO0U1bVQpW035waqb2VfST1ZVU38cKCcP7KreebsOCaHuvPCefH897csViSX88SaDEI9HIjzcyHMw5GFo31Zk1bJ8v1lxPtbB+KHpkErrW89at1EdyR7TavQ9niP2Rcj6bobMoG4ra0t8fHxbNu2zZJYzWg0sm3bNq666qoutxk/fjzbt2+3Gie+detWxo8fD0BwcDA+Pj5s27aNuDhzQgKtVsv+/fu54oorAHPLdUNDAykpKYwdOxYwt3objUaradN27NjBbbfdxgMPPMBll13W4/sxGAxkZmZaTaUm4JeORGdnxvmyON7vqHP2atv05HS04k4MdrMs12jbLPu5f34UbXoj3yaZx8Xed0qkZd7DrXk1tOmN+DrbEuvrTH5NM0+vzURnMOFmrybCy5FbZ4Zbvlh+Ti23ZGC/dHwgO/Jr2Zlvfkjzr5VpPLTA3NX20HgbtVJh1XUJ4Lyx/mzI0vBnTjUPnjbK6kvrUMKqHI35KWeMr/kLLr3i8FPGQ4kxWnTWY2cDOgLuNr2Rhla9ZcyqV0eSjja9kWadASfb7i/5Q93zD2VaF8PPobGisb7OPaxpLb3SHMCHeTjg7dy5O3ttczuvdgwnuWVmmNXYZ5PJxMc7zQ+wrpwUjGfHOdncbuDu5QfYV9KAArhsYhC3zQrrdI4W1DTzU0o5G7OrKaztvkXv0IwGbvZqzkoMYFG0N29dnMCfOdW88HsOpfWt/P27A1w0LoA750TgbKfmlpnhnBrjw5Kf08irbubWb5N59uw45kR58eHfJvDPH1M5UNbIXcsOcO8pUVw2IdDqmo0PcOXJM2N5aGUaX+4pYYyfC2fEdZ3E7kg3Tg9l1cEK8mtaWJ5czqV/mXZRiP6iN5rIrW5mXKBbzysPAqHuDuwuqh/oYohhqq5Fx/9tNecp+fvs8C5/z/7ql7RK0jseJN86M8yyPLWswTIDz03TQ7lxuvm1HE0Tf/8umZpmHf4udjx3ThzxAa6kVzTyyKp0Cjp+xxICXLh+Wiizozzx9XGloLSWHQW15FY3U9fcjglwsVPj52JHkJs9QW4OuDmo8XWx6zKHwv6Sev77WzZZVU3ctfwAz50zhrlRXjy8IJraZh0bs6t56tdMPr96IkqFgvMS/FmTVsmfOTUYjCbLzDkAXh35hQ7dF3YnxscZG5WCuhYdJfWt/ZqHYqQYUnfc119/PQ899BBjx44lMTGRTz75hJaWFi688EIASxbz+++/H4BrrrmGq6++mg8//JB58+axevVqUlJSLGO3FQoF11xzDW+//TZhYWGW6ct8fX0twX5UVBRz5szh0UcfZenSpeh0Op566ikWL16Mn58fYA7M/5+9sw6Pq0zb+O+Mx909TdJIU3en0BYKLe6yuLPowuLOAgvLfrC4u0ORtlBoC7RQ9yRNGnf3ScbnfH8cySSNlMKyUOa+rl7QmTMzZ6Yz73mf57nl8ssv57zzzmPRokWqdlyv1xMcHAzAf/7zH8aPH09SUhJdXV28/PLL1NXVceqpp/6WH+HvGh0WBxtkOvk5k+PJGKFY2FbVgQjEBplUM4leu4vLP9iD1ekmMcSHifFBfJHXiMXhJi7IxFwPLfdHu+oAWJQZiSAIPPdjBVan5IT5zKljaeiycefKQkJ36lmQEc6zisnUlAQMOg2r9jWqz7Wpsp0TX94KSEVxsI+efx6fo5qrKZicGIxRp6HJbKeoyUxLj53cmECCfPSMjlQ6i1LhnSHnjzeZ7bT32gnxNaiFeK+9fyGu02ow6jRSwS1nr4NEdVL06Wbb8IV4h7zgDmweeHH4QKGypQziUj4c6mTK+FDRYY+sKaHT6iQ9wo8zJ8b1u29bdQfFzT2YdBq14BRFkfu/LmJXbRf+Ri0PL80+YOLc1mvnie/K+HpfE0pjXCtAdnQg4+ICSQv3I8hHh83ppqbDSn5DN9urO+i0Onl3SzXvbqlmYnwQV85O5v3zJ/HUD+V8vLuej3fX831JK3+dl8LizEjSwv145czx3L5iHz+Vt/O3z/K5b0kmizIjefa0cfzj22JW5Dfy+LpSKtp6uWlBWj8K+oKMCC6YZubVzdU8+M1+Rkf6D+oC74kAk45LZybx6JoSXt5UyXE5USNG5njhxaGgut2CwyX+7h3TFSSG+vJVYTMtPXbCf4aZpBdeHAxe3VxFt026Vh1MTrbV4eLp9ZIs6/ypCaoDudXh4q5VRThlKdalcoHe0GXlmo/3qpnk/3dyLuF+BlbkN/LgN9KgJ9zPwE0LRrEgPZxeh0tqNJfuY1NZ64gxYH4GLQnBPiSH+ZIZ6c/kxGAyIvwQBIFxcUG8etYE7llVyLf7W7j9y328etYE0iL8uG1hunotXl/ayry0cMbFBuKj19BhcVDe2tsvylTZK5oH7DUHwqCTJvZ59d3k13d7C/FDwB+qEF+yZAltbW08+eSTNDc3k5WVxUsvvaRSzevr69Fo+ih+EydO5LHHHuPf//43//rXv0hOTubpp59WM8QBLrnkEiwWC3fddRddXV1MmjSJl156Sc0QB3jssce4//77+ctf/oJGo2HRokXccccd6v3Lly/HYrHw/PPP8/zzz6u3T506lTfffBOArq4u7rzzTpqbmwkKCiInJ4f33nuPtLT+hkV/Zny6px6HSyQjwm/EIryx28Y/10qdyGlJwert3xQ1UdluIczPwP+dNAa3CK9ukej/J4+LUadZFW29bKnqQCvAKeNjaOy28V2xJGO48YhRaASBz/bWqxEU35VIDQI/g5ZlY6Jo6bGzrli67dwp8Xy+V4o5A6jvslHfZeP9HbX8dV4qG8paWZHfyNIx0cxMCWVSQhA/lbdz7luS2/+i0RHcsTiDrCh/9fFK4Z0c6kNFm4X8hm5mp4ap9Hez7cBccJ1GwAaqKRxIzSaTTkOP3aXSoIaCcv4H4wDtxR8PHb0O2uVmS1LIzyvElRx6xYXfE9+XtLJmfwtajcBdizMOoFm/v0NqeB2bE6U2eX4obeVb+TH/PnEM4+L6T+s2VrRx18oitTk0OzWUY7OjmJ4cMqwpmtMtsrOmg9XFrXy5p54dNZ1c/N5ujsuJ4rp5qRyVEcE/vi2mqt3CXSuLeH9HHdfPT2VcXBCPH5/DfV/vZ9W+Ju5cWYjTLbIkO4q7F2eQFu7Hk9+X8fHueprNdh48NrOfWd1lM5PZW9fFtupOblshbX6Mg7jaeuLE3Gje2V5DTYeVt7ZVc+nM5GGP98KLQ4HCgvm1qen/LSTKG/miRjPhqX88/wQvfr9o6LLyoTyAuXpOSr8J8FB4cWMlTWY7MYFGzpwUr97+7I8VVLVbiPQ3SPR2QcDqcPG3zwpoNttJCZP8RoJ89Ly2uYqnZfr6nNRQ7j56NABP/VDOJ3vq6fEodmMDjYyOCiDCz4AgSAOSxm4btZ1Wms12euwuCpvMFDaZVeZnYogPZ02K4/jcGIw6Dfcfm0W3bS+bKzu47+siXj1rAiG+Bk4aG8MbW2v4Mr+ReWnh6LQasqMD2F7dSUFDd79C3EcvXb+sjuELcYCsqADy6rvZ12g+KEaYF/3xhyrEAc4555whqehK0euJY445hmOOOWbI5xMEgWuvvZZrr712yGOCg4N5/PHHh7z/4Ycf5uGHHx7mrOG2227jtttuG/aYPzMsDhdvb5Pcls+eHD/ssWuLW7jl8wIAQn31XCZvYN2iyMoCaWE6Y0Is8cE+7KzppKbDSoBRp+Ylbqls56+f5AEwLTmEuCAfHl9XikuECfFBpMuT6J21UhEeaNKhFQQCTTqumJ3M+zvq+CyvAZvTzfiEYP46N4UrZiXTYXHw2NpS1soF/ZvbatBrBd7YWoPTLfLt/hYeOz6bOalh/FTerr6f1UXNrNnfzIljY4gLMlHbaaW0pZfJiQayowOoaLOwr8HM7NQwQuRCpq135FxwBcrFxjVCp7VbzhoPPAj3Zy/+eChrkzbksYHGnz197ZUvxr4DGBVuUeQ/6yVK+tmT4smM6m9MUtLSww+lUsPq9AnSpFwURTXC7JzJ8QcU4e/tqOVf60oRkfRndyzKUKNXlMcXN/ewpaqDkmYz7RYHBq2G+GAfxscFMT05mCWTErlkWgIv/FjJ53kNfJnfyJbKdu45ZjTvnDeJt7fV8NqWKvIburn4vd0cnRXJDfNTueeY0Rh1GpbvlfR0TrfIsjHRnDM5nvggE7ev2McPpa3cuDyfx0/oi67RagTuX5LJWW/soLi5h6d+KOOmBcM3WXVaDVfNTuHWLyVa+2kT4rxNMC9+dZS09BBk0h2Uq//vAWF+evwMWvY1djPLW4h78SvipU1VOFwikxOCmJEcMuLxBQ3d6r70pgVpanN1d20n726X5I63Lcog0CSt24+tK6WwyUywj57/O2kMQT56Xt3cZ+R23pQErpqTzOrCZh5bW6IOPxJDfDh9aiIz4gNJGGaibHW4qOuyUtVmoay1l731XWyr6qCq3cLD35bwbVEz/zgum2BfPfcck8kpr2xlX6OZ70tbWZAezqLRkbyxtYZNFe043SI6jUBmpFyIN3azLLfP6NeoyiCHH+BAn05ckYp68fPwx1iZvTjssbqwiU6rk/hgk5q7OBQ+2V2n/v/NR6YR5megqdvGmW9sp0te2JTn2ChruGemhOBr0NJpcXDz5wVqUTorJZS6TquqIb9wWgIgUb/z66VC/OUzx5Msuya/urmKZ3+sUF//8nmjEAQBvVYgwt/II8uysTpczHnyRwBekfPBFXy1r5kHj8skLthESXMPT/4gUZ5cIny0u57ZqaHUdlqpaOtlcmIwmVEBrCxoUjW6UbIWvMfuoqK1tx8FVnlPmiEGcSP1fpWurL/RS5E9HFHVJunSBjqAHwyUrrjSJVewo7qTijYL/kYtF8i/HU88t6ECETgyI1ylw++o6aSkpQcfvYbzpvQ13URR5LmfKnllk8RgOT43mpsXpKl5qT12J5/uaeDTPfVDasXf2laDj17DMWNiODojjNsXpbMsN5p7vyqiqt3CVR/u5aLpiVw8I4lludE8/2MFn+1t4Kt9TWypbOf+JZncujAdnUbgo9313P/1fpwuNyeNi2V+ejhPnpzL9Z/msaWqg1u+KOCx43PQywyAcH8jdx8zmus+yeP9nXVMTw5hdurQsS/In0tGhB/7m3t4fUs1185LPYh/DS+8OHiUNPcQ+weZhoNi2ObDvsaBuQxeeHHoqGjr5Us5NeTyWckjmorZnG7u+aoIlwhHZUSoskazzcldq4oQgeNyopglp158md/AZ3sb1EzymEAT7++oVYvwq+ekcNakOB75toRP9tQDMCrcl6tmpzBnVCgREYGUVLWxsaKNmg4rHRYHdqcbQZAkhgFGPZH+BkaF+zEvLUw1NO21S9T2ZzdUsK26kxuW5/PcaWMJ9zNw+oRYXtlczQc7a1mQHk56pB/+Ri1mm4vSlh5GR/qTHS0NngoGRKf1GQMfyL4cCGV/XNXx66Uy/JngLcS9+F1gQ5lUMB+XEzVsBFBjt42tVR0AfHrRFFWPsqG8TS3C544KUzceu+WptuIq/s6OWrXgzI0JZGxsIDd9lo9bhKmJwUxPlhbVFQWN2F0i8cEmkmRdbElzD895FOFhfgaOzIqks71/F9Ck1zI5MZhtVR1kRvozOzWUMTGBXPdpHjtqOhCAGcmhzJBfSynGAVJCfdlQ1qbSCdPD+3caffRakkJ8qGy3cOVHe/jg/MnqpMMlW0xqB1xglAJ9JDNLRQs0cOrpxeGBhm4bwCFtyrtlKcRAj4FNcurAvFFhB0zcNpS18n1pK1oBVT8H8EW+5K2wKDNSnSSARAFUivArZydz/tQEBEHALYos3yttNBSqulGnYUpiMGNiAojwN2J1uClt6WFjRRv1XTY+2VnLJztrSY/w4/ypCbxxzgSeWFfGZ3kNvLSpil11XTywJJPbF2VwwtgY7vuqiLLWXq75eC9/W5DGzUemodNqeG9HLf/4tgSr081Zk6Q4tSdPyuXqj/fyU7kUTXPvMaPVTd2slFDOnBjHuztquf/r/bz7l0mqOd1gEASBK2encN2neXy4q45zp8QPe7wXXvxclDT3qJvtPwoSgn1UWZgXXvwaeP7HSlyiJHMayMIa/PgKylt7CfXVc8uRErtJFEUe/raYuk4rMYFGbjxCSsnY19jNw99KUslLZiYxLSmElQWNPLZOyim/dGYSp02I5Ybl+WyqaEcALp6RyIXTk3C7RT7b28CKwr3skn2PRkKkv4HFmZGcNSmOcH8jZ0yMY3JiMJe+t5u99V08/1Ml18xN4cSxMbyyuZod1Z2q50J6hD87azopaZYK8bGxklt6UZMZs82pXscD5P/aXSI2p3tYqZViFtzUbUMUfz3n9D8LvDtuL/7ncLrFAwrmofB5XgNuUXJJ9zSF2FHdAUg6cGXRbOiyqhfz3NhAvi1q5nXZvfkfx2UxPy2Mc9/aSUlLDxoBzpcnel1WB09+L9FtTx3f55L83o5a3PJCfuG0RLZVd7DoiR+ICTDwxIlj+uUdP7Akk7LWHiYnBCMIAnZ5IWvrdVDRZlGng2dNikerEXhCdpxWnNLz5Kio5FDpPdZ3WbE73Rh0Gu4+ejRXfbSHZrOdTRXtHDVaitFTCu6BjQzF/EOnHX5xtNgHn3p6cXigW25UBR2CK36LWYoUDPPrT50uaZYaRLmx/aNPeu0udWNy5qR4NYqv1+5inZypujQnSj3+i7wGXtwoFeE3HDFKNXzrtjq5Y+U+VcqRGOLDOZPjWZQZMajxoCiK5DV0801JK5/uqKW4uYfbVxSSFeXP349KZ1JiEA+tLmZbVQdnv7mDB4/NZFJCMK+fPYGHvy1mRUETj6wpwWxzcsP8VAyytOSJ78rotbu4aHoi4+ODeHRZNjd8mseqfU0kBPtwiUej4ao5KWypaqe0pZd/fFPMo8uyh92YzEwJITs6gIKGbt7YUsN1871TcS9+HVhkKutRowePeP29IjHExDdFzXRYHF65hhe/GIWN3Xy7vxkBqck7EvLqu3h7u0RJv21hBsGyN8pnexv4urAZrQD3L8nE36ij2WzjpuX52JxuZqeGctH0RL4vaeG+r4oAOH1CLGdMiOWvH+9V4z0fkpM5Nle085Bc2CtICvEhJcyXEF89BpltZZXTcBq6rJS29NBktvPmtho+3l3P7YvSWSSbjt59dAY3fVbAO9trOHlcDLFBJvXa8lN5G8vGRJMa5svOmk7KZOPW6ECTOtz5qbxNZZP6GbSq0W+HxXGA8bAnlIa60y1idbpVU2EvDg7eHbcX/3Os3d9Mu8VBiI++nxZ0MGyUN+RLsvvo691Wp6pDPSZLckB3uUX++nEeTrdISpgv0QFGHli9H5dbZHFmBAsywnl3Ry0lLT0EmnS8dvYEJsQF8cmeepa9uAWr001yqA9nyAVBh8XBV4WS/vz8qQkEmHQ8s6GC8pYefipvp6bD2u88w/wMTEkMUTfgBp1GLVa2y00DkLSlJ3k4d+ZEB6IRpO5kXaeVMD8DfgYtbrGP9pMbG6g6TCvmWy63iCIB9zTLEkURh0vS+Bh1wy+OFlUH7F1ED0eonfZD6FbXyhuFmMD+0/SGbun2gUZQL22spLHbRmygsd80/JuiJnodLhKCTWonvrrdwiMeETBKEd7R6+DS93fzU3k7Rp2G6+en8v5fJnHi2Bi1CLc6JIlGRVsvFocLQRAYGxvIP04ay4rLpnHpzCRZb2rmgnd2UtFm4ZWzxpMa5ktrj50rP9zDy5sq1QbXxdMTAXh6QwXvbK/l6jkpalzN8z9V8p/15YiiyMyUUG5dmA7ACxsrVV8IkKb19x2TiU4j8F1JK18XNg/72QqCoH5GH++uo73XflD/Jl54MRLK/mBGbQoUnez+Ji893YtfDoUevjgrUvUAGgpOl5sHVu/HLcLRWZHMS5Mo6eWtveqE+4rZKYyLC8LicHHj8nyazHaSQ324f0kmWyrbufXLfbhEyaD00plJXPtJnpoQ8vSpY5mVGsqzG8q5+uO91HVaCfczcNuSTFZdPo2PLpzCP4/P4baFGdy0II2bFqRxx6IMHl2WzRvnTGTt1bP457JscqID6HW4uH1FIe/tkKSVc0eFMTUxGKdb5NXNUmN7umxmvE1mkipN8bLWPibnvDSpUed5HRMEQW3ad4zgSeQdgP8yeAtxL/6nEEWRl2Q66qnjY1W95WDotDjIb5Am3J5RR6uLmrA43KSE+aqb+/K2XsrbejHqNDx50hjWl7XRY3cRHWDk3mMy0QgCn8t6oavmpJAVFcCD3xTzj2+KVer6/LRwdcq9fE89NqdbpfL8VN7W79xOfmUr576544B8b0/kxkhNhpIBhhYGD8pPgFFHlmx4VdDQjSAIpMrT8zKPxym0oR6ZMmx39RlqeFKIbE63WqCbRnBx7vFS0w9rKNr/rhFyQQfC7nRT3yUV3EkD4ss6FDd1nz46dbPZxvuy58JNC9LU7rjTLfKWbHxz4ti+BIOnN5Rjc7qZnBisTpbtTjc3LM+jpKWHcD8DL58xnrMmxaPTanC43HyR18Al7+1i/lM/cupr2zj11W3Mf+pH/vL2Tl7bXE1jl5UgHz2XzEji4wunsDgzArcIr2yq4p9rSvjXiTkszYnCLcJzP1Zy4/J8euwuLpuVzOWzpHP49/dlrC5s5uIZSVwvT6nf2FrD/30vFePH58aoTYP7viqisq1X/QwyIv25eIZU1P9rXSld1uE/85nJIWRF+WN1utXPyAsvfilKWnoQOLCB9ntHpL8Ro1ZDkbcQ9+IXYm9dFxsr2iWJ1IykEY9/f2cdpS29BJl03Dhfop473SJ3ryrE5nQzPSmEc6fE4xZF7lpZyL5GyZztiRPHUNLcw02fFeBwiSxID+faualc83Eee+u7CTTpePbUsWRH+XPXykLVP+jU8bF8ctEULp07CpNOy/rSVt7cWs0zG8p5dkM5b26tZm1xC02ytMyo0zA/PZyXzxzP2bKL+7/WlfJ9SSuCIHCJ/B5XFjTS0etgQrxEw98ts0MVYzXPJpfCmPmxrK2fS7oik2q3DN8cVrLGdRphxLQQLw6Ed8ftxf8UnRYn5TJF5vSJscMe+1NFG25RMriI9thYKJrxo+U8cICdNZ0AZEcHEB1o4qMVhQAsHROFViPQ0GWlos2CRoAj08NZX9rKl7J29ZzJ8cQFmVhV0MRVH+7BoNOoGvbTJ0hU9S2V0msG++rVbmFhk5k3tlQzLy3sAPdogPigPpq5JzSCgFaQDNscbin/PL+hWz0uNdyPvfXdKpUIUN2aLXIkmefiafBoZii6ea1GGHHSrSymXtf0wxPKb6a20zrCkf1R1WHBLUqFfNiAXF+lEeTnYfC3fE8DdpfI2NhAZnu4Hi/fU09Fm4Ugk07Nb63psLB2f//YQID/+75M3bw8c+pYUsJ8EUUpeeCpH8qo77Kpz6uYyvTYXRQ0dFPQ0M0zG8qZOyqMU8fHMiUxmAeOzWLuqDAe+qaYnbVdXPb+Hp44MYfxcUE8uraEDWVtXPjuLp48aQwXTkuky+rkne213Pd1EbFBJs6aFI9Bq+GRNSW8vb0Go17DFbOS+eu8VAqbzOys6eTWL/vHlp03JYGvC5spb+3lhZ8qh3VRVzZQNyzPl7XiCV5Krhe/GCUtvUQGGPs1e/8I0GgE4oJN3kLci1+M12Q54pLsKBJChs+4buu18+JGKdHj6jkpKiX9o1117Gs0E2DUcdfRGWgEged/rOC7klYMWoHHjs/G4nBx/fI8bE43M1NC+PtRaVz3aR4FDd0EmXQ8fepYkkN9+dvnBWwoa0OrEbhjUTrH5UTT0mPjpg9389muWhyuoVXiuTEBXDwjiZkpoWg1AtfOS8HmdMnGokWMiZnMuLhAMiP9KWwys6qwieOyJQlYXaeVLquD9Ag/BKDJbKe1x06Yn4HMSH+iA4w0dNvYXt2pphWE+h5cSo/CCI0ONPaTaHpxcPhjrc5eHHaobJeKy0h/Qz/jpsGwqUKipQ90Is6X9dTj4qRpuNPl5l1Z3zM7JZSiJjO767r60cAVCs6YmECCfPS8I1N7zpwYx7XzUmnotrGnvostVR1qEW7UaThqdAQ2p1ullz979iQCPTS3L22q4i9v7zzAgRIgzF8qYprNB3YXNR4RY0pWc7u8+CkT8XKPQlwv670dciGuTLNNOk2/bMyaTonOHuFnGHaBdLlFGuWOa7i/1yzqcIRi/FfYaEYUD8YSRoLiUJ4Y4ttP6yyKoppN78m2+KZIomKfPK5v6t1hcahGh5fOTFINYT7Pa0AEpieFkCaf386aTj6Qs17vW5JJSpgvvXYXt3yxj9u+3Ed9l41wPwNXzU7m80um8t01s/jumll8eek0bl2Yzvi4QNwifFfSylUf7eWsN3awurCJo0ZH8NpZE0gM8aGx28Yl7+0mJsjIC6ePI8LfQHlrL5e8t5u6LivXzktlfloYdpfILV8U0Npj55TxsfxNLqZf2VTFR7vq0GkEHjw2k2AfPcXNPTwrUyAB9FqNaubz0e76fhPzwTA7NZTRkf5YHG7e2e6dinvxy1HSbCY2cGht5+8Z8cEm9jd745C8OHRUtPXyQ2krAnDe1ANTPQbi2Q0V9NhdZEX5q1Fe3VYnL8nF+VVzkonwN7K5op2XZSbnbQsziA0ycd0neZhtLsbHBXLP0aO56bMCtQh/5tSxxAebuO6TvWwoa8Oo0/D4CTkclxPNhrJWTn11Gx9tr8HhEkkM8WFxZgSnT4jl9AmxLM6MYHSkPwKwt76baz/J456virA53QiCwA1HjCIjwo9Oq5NnN1QgCAJLx0jF95qiZgJMOlXfXd7ai79Rp3oU7ZWn5IIgqCzTHfIQC1D3oq09w0/EFZZnyiEksnjhLcS9+B9D6Xinypvw4aAsGhPj+xwvu6wO1Q06Q9b+7KnvorrDSpBJx8njY1ghT7qPSAsn3F9akJTbFmdG0t5rZ6dcWJ86XprKF8nRKbkxAVw6M4nUMF8um5mEVhBYVdCI1ekmKsDItJRQPjh/Eu+fP4kIuYB1i7BGnvKZbU521HQgiqKaAd45CDVYcTp3iWJfbIQ85VaiIco9NvI6OaNMMWJT8igDBxhx1bRLncqUsOEXyLpOK1anG4NW6GeC58Xhg9GR/ui1Au0WB9UdBz8Vr5W9CeIH6EzdYp/uXPk+tvXaKW/rRYB+0/DXNlfTaXWSFu7HSeOk35jLLaq/Q2XTI4oiT3wn6fCOz41mVkooFoeLqz/aw7riFnQagUtnJPHpRVM4f1piP8ptVICRk8bG8NKZ4/n2hrmcOj4WH72GkhbJsO2Cd3Zhc7p59azxTIgPosfu4tpP8mg223nlzPEkhvjQ0G3jyg/30tbr4J5jRpMS6kuz2c6dKwtxuUVOmxCrasYfW1vC1qp2IvyN3Lk4A4B3ttewu7ZvIzMtKYTZqaG43CLP/1Q57OcsCIKqUf9gZ92IdHYvvBgJpS29f6joMk/EB/lQ2darNvu88OLn4pPdUkzY7NRQdR81FIqbzXy2V5Ir3jC/j5317o4aOq1OUsJ8OT43BrPNyX1fS/FlJ42NYVFmBDd/XkCT2U5KqC8PL83irlVF7KnrIsAoTcIjA4xc+eFetlV34mfQ8n8njWFWSigrCxq5cXk+ZpuLcfFBvHrWeD6+cAoPHJul6sMfODaLt86dyMrLp3PWpDg0grR/vXF5HlaHC71Wwy1HSX4lXxY00my2qRPtvPourA6XygSo9vAZAsjzGBhly9LJ/c19LBSFATfSRFzZx4+O/GOlM/xe4C3Evfif4kdZaz1hhDgJs82pFg/ZHrTvQrlgjgk0EiAXoXtkB/YpicH46LXq9PvoLMldvKbDwv7mHrQagcWZEXxd2IxLhMxIf3XBKpWNLK6dl8olM5J4//zJHDU6gsXPbeTBb4oBOHV8DBqNQLi/kdQwP147awKnyYW8omW/96siLnt/D0/9UN6PQlvTYek3lVSm2G53n6maVd6AJMnO6TUdFtzyY5Sht/J3xeApZED0kRI7NbBAHwiFmZAU6jtsfJwXf1wYdBrGyGaI2zwMA0dCpTwRH5bWJ39llJi9hBAfleHSY3fyyR5pwn313BT1+/VjeRtNZjtBJh3z5IzWrVUd7Gs0Y9JpVHfbJ2WaepBJxwunj+OSmUmqNAOkdISfytvYWtWuFq9pkQHcclQaKy6dzmWyYVtBQzfnv7OTlQVNPHXSGOanheGQJ95FTT08f5o0tajrtHLDp3loBYFHlmVj0mnYWtWhmt9cND2RJdmRuES4/ctCmrptzB0VxnE5UYjAg98UqwaJAFfMkt7HN0XNB/hDDMTctDDSwv3osbtUAx4vvDgUtPXaabc4iPuDNlbjg024RShv9U7Fvfj5cLjcrNonGeyeNC5m2GNFUeRf60oRgaMywhkvD3t67E7e2yFduy6dkYROI/DixkqazHbig01cPz+V/6wvJ0+WUT1+QjZPra9gU0U7Jp2G/ztpDJH+Bq74YE+/6fikhGC+3tfEPauKcItSgshHV8w8IH3EE+F+Bq6fP4qnTs7FR69hc2UHD68pQRQlGdj4uEBcbpGv9jURG2gixEePS5QGOMpEXGFjZsoFc4kH4yQhWGrY1XtI1xSNeNsIBqL7vYX4L4K3EPfif4ZOi0Olmx+ZMXy8itKliw4wqrodgNWyI/FEj9gzRUudEenP6sJmGrtt+Bu1KvVGcY/MjQkgwKRTN7xLx0hTuRazTV2w0iL6JvUf7qzDbOvTYiuxYQoiA4yqm/v26k4eX1fKdyWSm/ub22rUDOQeu4sTX97aLz9c60FN13n8P0BUgAmNAA6XSJtMEVJ0RMokUjnfiAG08h67VIgPzHgeCCU+44/mruvFz8PkxGAAtsr53wcD5WI9agBrRSP0NYSccuHZ1C19D6M9ok6+L2nF4pC8D2YmS79Btyiq1L5lY6JVDetyeSJxXE4Uob4GSlt6+Eieajx4XJa6UXG5RVYXNnH+2ztZ+uIWrv0kjys/3MuiZzZy4/J8dlZJ7y/ApOPiGUl8dOEU5qeF4XSLPL6ulCe+L+PB47JYNDoCl1vk1i8LKGvt5amTcwn20bOv0cyD3xSTHOrD3+Vpw4sbK9lV04kgCNx6VDrpEX60Wxzc+1URblHk+vmphPrqKW/t5Z3tfUV0RqS/ur69LEe0DQWNIHCRPBV/Z3stZrmR5oUXPxfK7/aPSk2PDTIhgJee7sUh4afyNjosDsL8DExPDh322HUlrWyr7sSgFbhmbl985Ee76um2OUkK8WFBRjg1HRbe3ykV5n9bkEZBY7e61t+1eDRfFzazIr8RrQAPL8smKdSHqz7aq5qOvnDGOLKjA1hd2MTdqwoRgRPHRnPn0RnotRq6rA6+2tfECz9V8NLGSr4taj7gGjA1KYR/Hp+jTsbXyYOmIzOk/ejWqg4EQSBeKay7bKr7ueIZpDTVPWPTFE+Sbo/XU+JKh6Omi6KoytdGYl56MTi8hbgX/zPsruvCLUpZ2Ukj0Ib2NUiFeGZUX8fN7nTz7X6pEF82pi+TWFkUEoJNPPWDlM993pQEdYqmTuHjg9hb10VtpxU/g1Z9jrXFUvGcHR2gxiQ1ddv4aHed+hpxQaZBi9YYj9sGTrSq5fNS8Na2GrXTqMygXYNod3UaQTVgs8kFT0uPRMcP9uk7PziwELc4FA3v8EZtLfJCG+n/x9y0eXFwUJpRW6s6VDbFcHC43BQ3D97tFgRBdUQ3yx4FgzV+tsiNrwXp4apmfHVhMwUN3fjqtZw9WXJ+7bW71BhCpSn26R6pCD8iPVw99z11XZz71g5uX1FIfkM3GkEycIwLMuESpcL/xGd+4u6VhSpTJNzPwKPLsrl+fioC8PHueh75tph7jhnNgvRwHC6Rv31WgMXh4uGlWWgF+GpfEx/vrufYnCiWZEfiFuH2FfvosDgw6bU8dFwWRp2GLVUdfLK7nkCTnmvmpgCShtxzinDxdInOvmZ/MxWtw2vFF2SEkxLmS4/dxQc764Y91gsvhkJJSw8GrfCHXdNNei0R/gaKvYW4F4eAb2V54OLMiGFZflaHi3/LcqhzpiSoUg6Lw6UmWJw/LQGNIPDKpipcbpHpSSFMTgjmwdUSO/L43GhEsU9+dPORaUxOCOam5fkUN/cQ6qvnudPGkhrmx0e76iSpkyg1nP9+VDqiCM9+V8qxz2/mzpWFvLixiud/quTWL/dx7PObeeGnin4sq2lJIZwva96f/6kSURTVKXeFLGEMUgprqwN/eR+rXJ+Vwtyz6Fao+MoACA6Omm62uVT2ZvQfLJ3h9wJvIe7F/wzKhvRg6CwbK6TiOccjZzy/oZseu4tQX71KbRdFUaVZG3Vamsx2jDoNZ8kxDx/srFOn1BPig1SK7ozkEEx6LaIo8uZWyWXz6Ky+rPIVBY1YHG6yowN47rSxPHlybj/jKgUhwzgdD1Zk18p0e+W5RPp038rFQxRF9TZFS64Yt6XImZDNPcpEvP+mS9HXGfXD/9QVY7gQ3+EN87z4YyMnJhAfvYZOq7OfC/9Q2N9kxu4SCTLpVOqaJwZ22hV47nuUydwYWYPmdLl5er3EBjl/WoJ6sf+pvA2b001ckImsKH9EUVR/q0tzotRjLn1/N8XNPQQYdVw6I4lVl0/nvb9MZvnFU3n//EkszYlCEGBFQROnvbZdLe4FQeCsSfE8cGwmGgE+z2vkxY2V3L8kk0kJQfQ6XFz/aT4pYb5cLU9F/vVdKUVNZm45Mp3EEB+azHbu+6oIURRJDvXl6jlS4f2f9eW0mG0syY4iK8qfXoeLVzb1Tb/TIvyYnxaGCLyyeeSp+IXTlKl4jbp58sKLn4Pi5h5ig0yqEegfEXHBPmoj0AsvDhZOl5sfZZPdBenDsy3f3FZDfZeNqAAjF3gYur2zXWIxxgebODorioYuKytlqvtls5J4f2ctVe0WQn31nDY+lnu+KgKkZJ0TxsZwz6pCdtZ24WfQ8p9TcokP9uHf35XxyJoS3KKkL79zcQa9dhfXfZLHI18VqjG8J46NZtmYKBJDfOh1uHhxYxVXfLCn33T83CkJGHUaylp7KWg0qya7yl5OHd44RUx65f/7+y14bmGV5B0fD9lXmExNH24ibpavTwatN7rsUOH91Lz4n6FOjucaScPWYXGodHJPOrjSKc+JDlAL2dLWXsw2F3qtoHb2EkN8MOo0uEWRF36qAOCE3GgSgkyqmcdYuZCvarfQ0G3DqNOoDuvQR4E/eWwMkxKCSRxCL+tZnPvoNWRHB6h0ncEy0u/5qoi8+i5VL64R+kzalAWxpceO0y2iEfo6lO0yzT0qQPq7skAHDdCCK/nixmHy2QGVNu+NTDq8odMIak59fn3XiMfny0yUnJiAQRtPoUrHXL5QK6yTXo84PYWtoUwa1uxvoaHbRqivXs3hBlR2izI5r++y0dhtQ6sRmJIYTIfFwW1f7sPlFjkiPZxPLpzCJTOTVB0bQGqYH3cfM5pPrphJWrgfHRYHNy7P57G1JepEYVFmJLcvkszVXt1czfqyVh5dlq26qd/25T5OnxDLnNRQHC6R27/chyDAQ8dlodcKrC9rU+mJp46PJSc6gB67i6fWl6MRBK6Si/NP9tSrSQSASjn/urBJZe0MhYWjI0gM8aHT6lTXKC+8+Dkobjb/4aVG8UEmSpp7flbKgxdebK3uoNvmJNRXz5iYoXXXDV1WXpfjzf46N0W9frX32nljizQNv3xmMjqNwLs7anG5RSYnBJEQ7KM2VK+ancyja0rosbvIjQnkunmpPLOhgm/3S+aijx2fQ1KIL7d9uY+35TSMy2Ym8fej0uiwOLjywz1srGjHpNdw1+IM3v/LJG5bmMGdi0fz0QWTefDYTAKMOnbXdXHTZ/nqUMbfqGNmikS531rZrhbBynXO83KtFOV2p/RYJWXH16Pobuk5cBijxJd1WBz9JuWecMoyycH2t14cHLyfnBf/MygmUAPdmAdid20XLlHSn3g6eisUHE83zJWyC/P0pBDVIVK5v6S5h06rE5NOw81HpnHf6mKazHZiA40ckxkpP6f0mNQwX3Vhq2q3UNLSg1aAeWn9o9MGwyUzEkmP8OPzS6bx+tkT1Fxu0yDdwqp2C5d/sEedlmsEAbM8XQyQs5mV9xEdaFIXuy7VJV2hHw2uBVcWZSXubCh4C/E/D5RCvKhpZMqn8htLjxictaJ2zGUatvL9afegslmd/RtLa2RN24ljY9SNj9nmVGMCF2VKzbY8uVGQEeGHSa9l7f5meuwuUsN8pciwYdgbExJDeOOcCZw1SSr0399Zx2Xv71Hp4svGRHOuTIl/YPV+eu0uHj8+B1+9lu3VnbyyqYq7Fo8m0t9AZbuFx9eVMjrSn+vmSZPyJ38oo7jZjFYjcPORUqTZqoImihrNTE0MZkJcIA6XyLseWvHMqABmp4biFkeeims1An+RpzNvbatRpxVeeHEwcLpFylt7iQ36Yxq1KYgNMtFpddI6gmuzF1544nuZSTU/LbxfnOtAPPtjBTanmwnxQSz0GPK8vKmKXocUY7YwMwKzzak6qp8zJYF3ttdgtrlIC/fD4RLZXdeFr17LA8dmsrqoWS3u71ycwfi4QG75ooC1xS3otVLc5cUzkqjrsnLJe7vZ12gm2EfPB5fNYFludL+GtyAILMqM5NnTxqrXpg92eviPyB5G1R0W1Dp5AMVcq0H1YFEGM0pyj2dkcK0cdeuZRKLQ290iQzKzlNM9GKmbF4PDW4h78T+BzelWY348DdEGg2LUlu1BSwdUylpqeF8hvlk2oTomO4oCeZqXLj//VzKtaHJiMO29DnbWdCIA/zllLMG+en4sb+Omz/IBVJdJ8NCUJwSrC9NwuHRmMu+cN0ktShwK1Vyr4T+n5B5AX7c53eqiqdMIalGsvNZAIzWXuy+/Welodg0RX2aVNeLGETTiQ2nMvTj8kBYh/V7KDsKNuFX1Dhj8e6HQ4VrM/U3aPE1g1Kg9uXNe1ChFpkyRjeMAvitpweZ0kxzqo0pV8uVoFWWioeSbLhwdcVDdd4NOw/XzR/H4CTkEGHXsre/ikvd20yAzca6cnUxOdABmm4tH15SQHObLbQslY7ZXNldR2d7LvcdkIgCf7W3gu+IWTh0fy2x5Un73qiIcLkmusjgzAhF47icpx/UvU6Xp9/K99f3ohEo82VcFjdR0DD8VX5IVSWygkbZeB5/nNYz4fr3wQkFNuwW7S1QNm/6oUK55pV6duBcHCVEU+Unes3lGaA5ERWsvqwqkPeG181LVArjZbOMT2Zvk6jkpaASBT3bX02N3kRLmy9iYAJURdd7UeFUXftmsJKxOFw/JqToXTktgSXYUj64tUbPD/33iGBZlRpJf38WF7+yiqt1CdICRl88cx9j44CHPdXSkP9fOl5rAb2ytUQcsnhpuu7M/+1Ex9NVrNH0TcflxCqMy1KOZrUjVkkP7mnd6rUZtZCh7yYEYaC7sxc/HIRXiTz75JLW13mgVLw4dL22sxOESifQ3DDltU6BElCV70MGtDhf75NvHREsbdbcoqlnbGZG+bJWdk8fFBdJpcfCxTPE8cWwMm+SCPScmgASZknrnikL1+Ws7rGyqaEMURTbLzu6K4/PPhUKrE5BMNlZfOeOApoKnLrx9wHS6VaYMKcWQp2mHXictggMfo6BdnVQO7ZreY3eqWezeDPHDHykyQ2QkejR4MioGv1QoTSXl+6e4sXZanXT0Kl13Xb9jFD8Dz3xjRfqxODNS3RAVyIV4drS0PijFfWr48I27gZg7KoxXzhpPTKCRqnYLV320l45eBzqthruOzkCnkejmmyraWJwVqRqz3f/1fnJjAzl3ijQ5f+ibYjosDu5cnEGIj57i5h518nHpzGQ0Amwoa6O42czMlBDVcE3JSgdJoz89OQSXCG9urRn2vHVaDedMkabinpsvL7wYCUrzeiS22e8d4f4GjFoNxSPE/nnhhYKy1l7qu2wYtIKaEjIY3t5eg4h0ffD0HvpwVx0Ol8i42ECmJAbjdLl5X55CnzM5nuV7G6SiPNSXpm4b7RYHCcEmThkXw4Ori7E53UxLCuayWcmsLmzi0z0NCMA/jstialII64pbuOyDPbT1OkiP8OPlM8ePaFYMkk9KqK+e1h47u+WIXk86ukVmTfXpwV3qMUqxrOwzB2NAFsn76YwhPJuGKrNVkzdvHX7IOKRCfM2aNSxcuJC//OUvfPHFF9jtw2fMeeGFJ0RR5MNdUkfxhiNGDeto2Wy28WOZRDNS9DAgxYPZnG4i/Q1qznZbjx2HS9JSt/Y46bQ6CfbRMy42iG+Kmul1uEiP8GNOaii75OnaZDn27On15aqDZEKwieKWHq75OI/nfqpkp3zs1KRDK8SV9+dJ3Rn4npVpoU6rOWCRHDgh91zvNIKkhVdcz8P9+iaXXVaH2qwYbqEvajLjFiUWQJifdyJ+uEPxZGg22w8wbxkIX4PEpFA0ZQMRIBfZytTXR69Vp1hq5KAcn1QvT6IHasocLjfbZdPEBXLMlyiK7Jep8wqVXokODBwhim8wJIf68sLp44gKkIrxW1dIWvPUMD9OHR8LwLM/Su6zNx4xijA/iZL+5tZqLpuZzKhwX9otDp74roxQXwM3HjEKgNe2VNPYbSMxxIcF6RK18Z3ttQiCwClydu2ne+v7aVwvmCYV11/mN4yYz7psTDThfgYau21qJq4XXoyEoiYzYb56/A7ht/J7gkYQiAkyUuItxL04SKyXzTknJwb3Mx7zhMXh4utCaT1V5EsgTXW/yJMap2dOikMQBNYWt9BkthPqq2dhRoS6dz1jYqyaMX7BtEQ2VrSzp64LH72GOxePluRO60rl+xOYMyqM1YVN/P2LAmxON7NSQnnxjHFEBhxcqoFeq2GsHN+p/B6UwlojCOo12m/ANdvPeOBnMJBB6XC51ef0NE/2ZGv6DvFZuj38jbw4NBxSIf7ZZ5/x0UcfkZ6ezoMPPsisWbO4++672bNnz699fl4chui0OtVFYk7q8JrrFfmNuEQYFxvYr1O3S6a1z0gOVSdoStc82EfP/iapCMiNCUCrEdSN/sLREQiCoD5+bGwgefVd6ib39bMn9MucfEXWCoX46FWK+8/FwG4k9Gl2FCj3GLSCqt9Rcx2tihHbgbR4UZSaFS63iFYj9HNNX1/ahtXpJiXUV9USDYaSZkUHfGjvz4s/FoJMOrWT3my2DXts1CBUc0/0Ud76vttKxKDaBApRqPDS90zZHPXIxXt1h0Sj9TNo1Wl9Y7eNXocLnUYgSZ6yKxf8QTzjDgrRgSaePHkMPnoN26o61GiaC6YlYNJpKGjoZlt1B4EmPTfINMDXtlTTZXVw5+LRCMCqfU1sr+5gUWYEE+ICsTndvLRRoiaeKW/ovpGzX4/OisSo01Da0kthU5/z84S4IHKiA7C7RDWebShIiQ/S876xpdqrw/PioFDUZB7RBPWPgtggk5ea7sVB40eVlj703vKn8jYsDimhY2J8kHp7Xn0XLT12Aow65o6SHq8U3qeMi2VzZbuay+2j19LSIxXoR2dF8q4cV3vahDiiAox8uKuOtl5pWn7xjCTyG7q556si3KIUt/vYCTlqPO7BQtkDKnrtvuJbpzbDFZ+gDg8duMMtNdyVvWjngEK8tKUHp1sk0KTrZ/Co7A8MWgH/QQp66HNiN3jN2g4Zh/zJZWdnc8cdd7B+/XoefPBBGhsbOeuss1i6dCmvv/463d3dv+Z5enEYodfeR5kZWJAOhJIFuSQnqt/tiomUoi8XRZHnfpQ2xBPig9TMbiXeq9QjKq2200J1hxWtIB37jmyodGx2JNnRAf2yFRUsyAhXKTg/F9oRNDSeum6jVqNSeBX3yi75fJTpo+dmXCP0md7FBZn6GZM0yYvoUI7XChSTjqGc4L04vCAIgqoNGy4fFFAd/0uGiBBS/WE8blNofqrZWqT0GyyUteGKD4HiKN4jT7qDTDr1e9pktqvH6uQL/EDDmUNBapgff1sgmau9uLGS2k4LIb4GjpPXFyW3e+HoCHJjpEL7tS3V5EQHcLI84X7iuzIArpgtuaN/md9Ii9lGboyUkGBzulmzv5lAk15tNCrUe5A+/9MmSFP4z/Y2jFhcnzQuBn+jlsp2C+tL2w75vXvx54AoihQ1mQeNG/wjIjbQRHlbr7cJ5cWI6Oh1sKdOuu4Mpw9XNOTz0sL67Y2U22ckh6DXaqjpsLCrtguNACeMjVa148fnxvCVPFFfNiaatl4H26slz6FTxsXgFkU+kgv4i6YnodUIPLh6Pw6XyPy0MG5flDEsE3QoWAYk6ijSwxBffb8pt1vsY0lG+BtUNpm/PC0fOOxR5J+jI/37fR5KTG5CiM+Qe8iBDQAvfj5+cQtDFEWcTicOhwNRFAkKCuLtt99m3rx5rFy58tc4x354++23WbBgAbm5uZx66qkjTuFXrVrF0UcfTW5uLkuXLuX7778/4Pz/7//+j9mzZzN27FjOP/98Kioq+h3T0dHBjTfeyMSJE5k8eTK33XYbPT39O7SFhYWcddZZ5ObmMm/ePF588cWffS5/Figb8IFRWwNR1W6hqMmMVoAjBriVK07iSvFY3NxDQUM3Bq3ATQvS1NeICTTSbXWqE734YB9+LJM032PjgvAzaNWF+1h5M64sUp443yNf8udCGRZ6LmRJHkWvMnU0aAXMdhcOl4hAH81cpaYrWlu5eNJppNxGJY89ZQD9vNMiLZAjOaErn1V04OGxcfNiZCiRX23D5IMC5Mj+CwWNZtUMxhMDM+8BlT63p06K5VM8HPLqu3G5RfU3q0zIFepct82lUrgHyzRVLvTd1sHdWw8Wx+VEMTkhCJvTzVM/SHnmJ8v09PVlbbT32hEEgctmJQGwfG8DXVYHl81MxlevpajJzA+lrUyID2JsbCBOt8jyvQ0IgsAxWVL6wjdFUuF9pEy1/76kpR89fUF6OH4GLfVdNpWdMxT8DDo1SvHdHcPryr3woqXHTofFedj4fcQGmbA53UOycrzwQsG6khbcolRQxgyzn9leLa250wbIDTdXdgAwI0W6/Vt5HZ+SGIxAnxnw/LQw1TvouJwoNsjyyTExgUQHmthb10WT2Y6fQctRoyP4rriF4uYe/I1abl+UcchDHSXyN1JmPjZ6mOx6ShqbzZJMUytAhL9RLcqV636z3OhWpIgKYysrqr8+XGmmZ0b19zTyRMdB7jO9GBqHXIjn5eVx3333MWfOHB566CGysrJYuXIlb731FqtXr+b666/ngQce+DXPlZUrV/KPf/yDq666ik8//ZTMzEwuuugiWltbBz1+x44d3HjjjZxyyiksX76cI488kquuuor9+/erx7z44ou8+eab3HPPPXzwwQf4+Phw0UUXYbP1UTZvuukmSkpKePXVV3nuuefYtm0bd911l3q/2WzmoosuIjY2lk8++YSbb76Z//znP7z//vs/61z+LPhsr9RVHBcXNOxx6+SYo8mJwYR4ZAWLokh9p/Tvo7qqyg7QubGBhPsZ1GlwVICR17dWY3O6SQ3zJT7YpNLUZySHUNzcQ6OcGz4mJhC3KFIpT9s98UuK1L6OoVRU2JxuVccDfYZX4X4GauXNRmSAUdXQtsjvRXGoXiOzBLKipO6lUtB4uscDdNv6m2UNBWVRjvI6pv9poDR5WkYoxJNDfQj3M2BzutlR0zHkcZ6zqqyoAPRagbZeB9UdVtIi/PA3aumxuyhqMquab+UiHxtoQiNAt82pfhcHurxCn1mhZzb3oUAQBG48Ig0B6bdU0txDWrgfWVH+uNwia+V1Z2piMGnhfticbr4paibYV88pcsGusGiUKfmKgkZEUWRBulR4b6/uxGxzMiMlBL1WoLrDqkYjgpS3Pl8+dl3x4NcvT5w2IQ6tID2vVy/rxXBQplsJhwnDSTF1LPV+770YAWv292+ADoa2Xju1nVYE+prGING9FdaW4h3UNzkP55v9UpGfGxNIcUsPLlHagyWF+rJJLsqVKbxSsM9IDsWo06jSx5PHxR5ywepyi+pvQNnrVbf3DZhaPYpthTEaF+yDTiOoCR1xMktG8WtRmhWKMerAgltpTEwcZq+u7LW9iTuHjkMqxJcuXcppp51GTU0NDz74IN9//z033XQTSUlJ6jHHHnssbW2/Lo3u1Vdf5bTTTuPkk08mLS2Ne++9F5PJxMcffzzo8W+88QZz5szh4osvZtSoUVx33XVkZ2fz1ltvAVJB98Ybb3DFFVdw1FFHkZmZyaOPPkpTUxPffvstAKWlpaxfv54HHniAcePGMXnyZO644w5WrFhBY6Nk6vD555/jcDh46KGHSE9P59hjj+Xcc8/l1VdfPehz+bOgut3CCjky4nSZnjkUtskF89xR/RfVDouDXocLgb4CeZ8cVaZkhivd83A/g5q7eOXsZDSCoJpI5cYEqtmQM1NC8dFr+bqwibouG34GLUekD72YHyzcoqjS5GMCpHP9eHcdb3g4JiuT7KRQX/W8lc2HzelWHc2VyflyuZFx3Jho6b129S3GnlA6lSMX4kqhf3CmIV788aEYxDSNoBEXBIFZ8ubiu5IDC0aF6uY5pTboNGTLF/RdtZ1oNQIT5WiWLZXtjIuTNj87azoRRRGTXkua7ISuRJQpTadms12lpCqTdEVm8kuQFuGnGsO9vlVyPj8qQzJb+04ujD0n3Mp7P3V8DBpBOs+aDgtHpIdj1Gmo6bCyv6mHpFBfEkN8cLpFtlV14GfQMUne1G2s6H89nCdrEJXN3nCICjAyRz7+C2+UmRfDYF9jNwFGHWG+h8eEKsikw9egVRvOXngxGDp6HWyr6gD61vLBoBSdyaG+/ejUe+u6cIkSizI60ITV4WJvvXTs9KQQfiiRGrRHjQ7nB/l6cER6uLTWy3vVaUnBAKrB75TEINyiqF7XBjI7fw4q2nqxONz46DUkhfgiiiKV7dJvIinEp19BrBbssrSsuLnv7609drqsTgQgPtiE3elW71cSSgAauqzkN3Qj0McQGAw1Hf2Lei9+Pg6pED/66KNZt24dL7zwAkcddRRa7YEi/tDQUAoLCwd59KHBbreTn5/PzJkz1ds0Gg0zZ85k586dgz5m165dzJgxo99ts2fPZteuXQDU1NTQ3Nzc7zkDAgIYN26c+pw7d+4kMDCQ3Nxc9ZiZM2ei0WhUWvyuXbuYPHkyBoOh3+uUl5fT2dl5UOfyZ4GS/Z0V5T/iRFyNKwrrP+mtlCdLUQFGjDoNPXYnKwukpsiUxGBae+yqGYVBp8HicKPXCswZFYbLLVLfpUR1mdgnd0AXjpYWbqUDeOr4WG47Kp3jcqJ48fRxh/x+S1t6sDqlxTNeLiTWyhNtBS090vmMjQ1UKfeKvm9zZbsa8xYTKFH0auWFT9nIKxngA7Oe1QJ7GCd0u9OtPj7qIN07vfjjY7C876GgTBfWFbf0MxyEvoZR+QAWyXjZAGd3rUIBDAZgU2U7Y2MDMWgFmsx29XHT5WhAxWgnOtCEUafB5nRTJf/elUn6nhGo3AeL8+RosDX7m+mwOFRznu01HaqPhZLUsKe2C5dbJDrQpE5L1hW34KPXMj2p/7krdMct8qZQ+ftW+e8KpiQGoxEkCU7TQUz5j8uRGm9fFzZ7M1u9GBIFDWYSh9F0/tEgCAKxgSbvRNyLYfFDaSsuETIi/IZlgygmolnR/WnYSvE8Xt6XFjWZcbpFQn31hPvp2SVHhk1LDFEL7zmpYRQ2dmO2ufA3asmMCsDpFsmTC/hxcUHUdVrpsjoxaIV+juQ/F540ca1GoNksFdRaQRri1HoMcYqa+qLIOnodalRpZlRAP8aMSa+lUH6fwT56Yj2K6RXynnpCfFA/E+CBUH6XKQP26V4cPA5JXd/Z2ckrr7wy4nGCIPD3v//9UF7iALS3t+NyuQgL699RCgsLo6ysbNDHtLS0EB4efsDxLS1SIdTc3KzeNtQxLS0thIb2N33Q6XQEBQWpj29paSE+Pr7fMcrrtrS0EBQUNOK5/BwMdX1Vbv89X39r5MUiKdRn2PN0uUUaupSFxdjvWGWiPSrcD0GATRXtdFqdxAQamZ8eztcyDSgjwk81XosKMKLVCDR0WVWH8cgAo9pFVF6jVi6EMyL9CPHTc88xo4c8x4P5vBX9eW5sIHqtdKCS86igtEUqRrKjA/hKPnfJHAOVRj93VBhamWIkAj56DWF+ekDsoxkFmdRzsTvd6gQhOdR3yHPc32zGJUr0+KgAw+/6u/N7+H7/Gq/9e3gf8SHSBbe20zrieUxNDCbYR09br4PNle39THAyo/zRCBJdvLHbqjJUxscF8jqwu64LQYBZqaH8c20pu2o6sbvcTEoIZmNFO+tL2xgV7secUWG8sbWGH8vacLrd6LUasqL82VXbxe76TlLCfZmYEIRWI9G8K9t7VfbLQBzs55sTE0BGpB/7m3r4rqSFE3KjiQ00UtdlY3ddJzNTQkkN90WvFeh1uGgy24gNMjE3LYwtVR1sqergvKkJTE8O4fvSVrZXd3DRjESmJAbz4a46tld3IAhSwQ3SRs/ldqvmcwEmHWkR0uvvre/iqMChpzgAs1JDCDTpaO2xk9/QNWIj87+J/8V3+Pe8Ng2G/8VnJIoi+xq7D9C+/jfg+f7+2z5qMYFShNn/4vv2R/ve/Tfw3/oMfs3PeIPcCD0iPXzY51MSdSRjsr7bt8m68cmJwQgCFMhDmjExgRQ0SsVqVICBDqsU+xnuZyAtwpfXt0iMqkkJwei0AoWN3VidbvyNWlLDffmxTDqv5FBf9EOYEx/M56A0AsbHBfY7v+QwXww6QTVWSw715ZkNFYBknLpdlpSlhvkS4qtnd530PnNjAhCEvmb52NhANB5Ru5/LbNHjc6OHPC+3KLJXbhBkR/sfNvuj3xqHVIjv27ePgoICXC4XKSmSc2xFRQUajYbs7Gz1uMOlI/t7Q1jY0MYJB3P//xJdDknzmRIVSHj40OdZ0mTG7hIx6TWMSY3o5wZeLuvDJ6WGER4eQEe+VLxOSw0jOjKQkp+qAJifFUWv7OccH+pLeHgAxZ2SjiY+xIfIiADVNTojIZTwYB+65UlYSkzwsOfnieE+7zJ5ej19VLj6fGZHf9OrWrmQnpQewSvyoj4mMZTw8AAq5cbF1PQIwsMDKOqQGwfBPkREBNLQacXicKMRIDc1HKNOYqd8ldcg5awHGJmUETnkb7GiSGoETUwKISIicNBjfm/4X36/f83X/l++j3FOaedc2W4hLMx/xLX6xIlxvPpjBauLWzhhap8EKRyYmBjCtsp2ttWbOT9VKiaP8DXCp/lUtlnQ+BgZHx5AZnQAhQ3d7Gzq5bgJcWysaOe7slZuOjabBaH+hH+5jxaznaIOG/NHRzI3M4pdtV3srDNz8REBhANz0sP5rqiZ78o7uCkjavCTlXEwn+/xE+L559dFbKzq5JIFGcxKj+DD7TXsa7WwbIr0+Ah/I3WdVkSDnvDwABaMieWxtaXk1XcTFubPEbkxPLKmhLyGbkJC/Vkw1gCfF1DW2ovez8TMLH9CfPW09zqotbqYlNRXQE9OCWN/Uw/lXbaDWm/mZESwYk89ec0WjhwXP+Lx/238lt/h3/N1bTj8ludd32mhrddBVnwwQUG/zYQqMPC//zqpUYFsqmwnOMRPbWT9Vvijfu9+Tfy3P4Nf+vxudx/9++jxccPvLeWCdWp6pHpcr92pUtYXjYsjPNSXMll/PTk1jPIuad84OTmMUnkPOS01jIiIQPKapInwvMwowsMDKJelTRMSQ4iMCKS1UNpjpUcPv+eFoT8Ht1tUGVYLxsQQHh5AvrzPnTYqnC5RyhE36TUkxARS1W5BEGB+biwPfFkgn5/0fnfUSe9zXnY04eEB7JZlnXMz+z6PdUWSRDPQpOP0mSmYhsgQ31XdQZfVib9Rx+zsmF/1t/ln+t0dUiG+YMEC/Pz8eOSRRwgKkjYVnZ2d3HrrrUyePJkLL7zwVz1JgJCQELRa7QHGbK2trQdMmhWEh4cfMHH2PD4iIkK9LTIyst8xmZmZ6nMM1Lo7nU46OzvVxw/2Osrfldca6Vx+DlpbuwftQAuC9OUd6v7fA6plGoufBlpaho64+z5f6sZlRvrT3tY/OqlA7uDF+eloaemmrkW631cr0NLSTZkSk2TSsr+2A4BQk3Tsngrp3yAu0Eh5rUT7BsBqp6XFSZfsPOmy2oY9Pzi4z7tEXtwjfXTq87UMoKE6XCI6jYDO7qBE7taG6KT3Ui7/PVT++/4ayQQk3FdPS0s3W+QucEKID90dvShnvHG/1JyYmxpKa+vg0VMAu2TdamqIacT3+7/GL/1+H2xjZTj8Gr+t38PvNBDJUbXb6iS/vGVEM8KFo0KlQjy/keKq1n7miXNTpUL8w63VHDe6bz1LCfWlvK2XdXvrmJcWxpyUEAobuvlsezV3HZ2BVoC82i627W8kOdSX+aPC+Gh3PZ9srWJMmA8ToiTd+HdFTdQ2dGLUaTg6QyrE391cyZnjotU8dE/8nM93XKRURGwpb6W5uYvR4RKlcXNJS9/vQX6StvYeWny0hGolRo3ZJn12Ef6SRKbX7mJXSRNJob7EBZmo7bTyY0E9U5NCmBgfxJr9LXyzp44kvz7tbnKgRPnbXdl+UL+/7HBfVgCbS5tpGR894vH/LRzKd/iX/v5+z9e1wfC/+J2vl2VPEUYtnZ3/XU21IEhFeFdX73/9/YUaNThcIrtKmkn+jSiwv4d1+tfC7/W392t9xqUtPXRaHJh0GmKMmiHX0m6rkxqZph1lFNTjtlV1qBNvH7dL2ivKbMREfz0rZaZiSrCRbbJDenqoD83NXeyQjdnSgo20tHSzqVhiymaG+9LS0k2hPJGO9NUNeV4jfQ5bq9pp6pa8i9ICDTQ1d7FK9gqaGO3P6t1SVNqY6ABW75I8kbIi/bF09bK6QNpLT40LoLCyVX1fueE+1DV0sllxfJfPF+C19RLL+NicKMydvQy1g/xiuzQ4mpIYTEf7ryMdOZx+d3Bwv71Dal+88sor3HjjjWoRDhAUFMR11113UJT1Q4HBYCAnJ4eNGzeqt7ndbjZu3MiECRMGfcz48ePZtGlTv9t++uknxo8fD0B8fDwRERH9ntNsNrN79271OSdMmEBXVxd5eXnqMZs2bcLtdjN27Fj1dbZt24bD4ej3OikpKepnNNK5/ByI4tB/Rrr/f/1HcUWO8DMMe5xCyZ4QH3TAfWoUWZAPoohKP/c36BBF+nK4fQzUyF3NuCATogjlrdIinBzqS4tZOs7fqEWv1SCKkjkagEGrPaj3M9Ln3exhoCGK4HC6VXdLT0QFGGk22+mxu9AKkBDsg8Ml0qg4mgcYEUUok2ns8cHSe8+XtUiZkf79Xrde/ozi5OOG+lPhQWf6X383fo3Pe6TH/lL8Ht7Hr/FHr9WoG9rCxp4Rj0+P8Cc7WtK/fb63sd99izMj0QqQ39BNaUvfc42PlxgW26s7EEU4SvZh2FjRDqLA9GSJ4r4iX3q+BWrUVysOl0h2dACR/gZ67C5+KmtDFCVfhEh/A629Dpbvqf/Fn29KqB8CYLa5aO1xqCZzRU1m3G4RUQSrvCYYddIaodVoPBzc7WgEQY0jrGizIIqSNg9gf5P0eSiGbduqO/u9vmJSV9w88r+BKKJqDEsO8vj/5p+f+x3+vfz2fs+f0S/9k1ffRYiPnpDfwKjN8/39t6EYQXmuL4fjv99/8338EvzeP2NFk50VHYBWoxnyOEU7HR1gJMCoV2/fK0sIx8QEIopgsbtU5/H0CH9VBz0q3E/1OUqP8KOhy0aX1YlOI5AW7ocoSlGfIHmaiGKfmW5MoOmQP4f3d0iF9uLMSHQaDRvL22nsthFg1DE9OZS1slv8zJRQNshU+OkpoWyq6KDT4iTER8/4uGDWFLUgIlHWw/2M7KzpxOp0E+ZnIDVM2gN29DpUOv3xY6KHPCe3W1Rd6uenhf3uvhO/lz8Hg0MqxM1m86CO6G1tbQfka/+auOCCC/jggw/49NNPKS0t5Z577sFisXDSSScBcPPNN/P444+rx5933nmsX7+eV155hdLSUp566iny8vI455xzAIk6f9555/Hss8+yZs0aioqKuPnmm4mMjOSoo44CYNSoUcyZM4c777yTPXv2sH37du6//36OPfZYoqIkauTSpUvR6/XcfvvtFBcXs3LlSt544w0uuOCCgz6XPwNEUaRKdnlUTJ6GguLi6BkvAeBwudW8RMX5uccm0cnVPGJrX2xXsWokIW14FQfzpFBfGrr7ZzKCZ37xL6fYuNyi6nge4qNnU0WbqjVSMDkhCJAm2vvl9yxpfjSs3S+ZMgX76FWzjE1y91X5XPLliXtuTP/PqfEgDdiUi0TcCP8eXhx+UIpOxcdgJJwsZ1l/sqdedTIHKS5lVqrks6GkEEBfBIxiUpYaJkWEOd0iXxU2sXRMlPoYp8vNhPhggkw6Oq1OdtZ0oBEEFo6WmEpfFUoTCZ1Ww/nTEgF4eVOVGg14qDDoNB7rhpPkUF+0Gonm1yQ3wRTjNs9Mc1/ZLd4irxfKeqb87hSDSWUzN1E2r9tb14XDI5JtlFyIt/bY6ejta+QOBcU5vslsHzTX3Ys/N/Lqu0kKPTxiyzwRaNIRYNT9KokJXhx+UPaLmSOYoSnHpUf49btdydFWrollrb24RSkbO9RXr5qdxQebVLPc1HA/1Tg4IdgHvVaDw+WmSl7zlWasMnyKPEQz3O3VHXxX0opGgDMmxiGKIm/ISR/H5UTR2G1jW3UnAjBnVFhf5NqoMNVwbVFmBDqNoJoaL8qUmuLr5YJ7ZnKIKk/7rkQyZU2P8FOvT4OhuLmHijYLBq2gGp16cWg4pGpj4cKF3HrrraxevZqGhgYaGhr4+uuvuf3221m0aNGvfY4qlixZwi233MKTTz7J8ccfz759+3jppZdUend9fb1qoAYwceJEHnvsMd5//32OP/54vv76a55++mkyMjLUYy655BLOOecc7rrrLk455RR6e3t56aWXMBr7fjSPPfYYqamp/OUvf+HSSy9l4sSJ3Hfffer9AQEBvPzyy9TU1HDSSSfx8MMPc+WVV3L66af/rHM53FHZbqHT6sSo06iF8VBo8ZgEe0LRdGs1AkFyLFeXtX9MV4+8cTbpBNWYQ4llUMzZogOMaq6vsrm1Od3YZaq6n+GQVBv9UNHWi8Ml4qPX8NqWaq75OI+L3t0FwOLMCN48ZwLN8nR87qgwtdOaEeGP0+XmqR/KAThtQqxqNFfc3INGgJnyNFEx6EgbcGFRDNyih1n87U63+jnHeAvxPx2UKa2SeToSFmVG4G/UUttplabaHjhJLtK/zG9Um1lTEoMRkC7Yiiv4cTlS8f15XgNzU0MJ8zPQ1utgXUkrOo3A/DRpLV8jU2yXZEuF+A+lrbT3St/VE3KjSQzxoa3XwdPryw/x3UsQRVEtaA06DXqtRl1zFFaJkmVu8qDBK5IWJe88yCRNIJUYN6Uwb/AozINMOmxOtzqVAamgV5pgignlcAj20SN7PqoNSS+8AKnxu6+xW43DPNwQE2hUGWFeeOEJZcAzknO3uscaULAra3JmlH+/49Ij/Gg023C4RAxaARAQka4FYb56tfEaLUuM6rtsuETpfoU1pexHA4w/f0/ZaXFw39f7AThxbAwpYb5srGhne3Uneq3AWZPieH2LpBWflRpKUaMZi8NNXJCJ2EAj38uRa8flRLG/yUx+QzdajcDizEjcosi6Yun+eR6xakpU53BZ7ID62Jkpof1i4Lz4+TikT+/ee+/lkUce4cYbb8TplDYeWq2WU045hZtvvvlXPcGBOOecc4acIr/55psH3HbMMcdwzDHHDPl8giBw7bXXcu211w55THBwcL9J+2DIzMzknXfeGfaYkc7lcEeZPJ1OC/cbVNupwOUW1U2mpxYVUDfjIT56tYOnTLYj/IyIoqhS1UFQp88KtU2ZoAWadOTLbo/KoqxMr/wMWvyNg5tT/BwoncmxsYGslLPTFRyTFYXZ5qKyzYKvXssxWZHqgpsR6U9+QzcN3ZJZxrmTJVOmn+TiJzcmkGBfPXanWy24kzw2X70e07yE4KGnI2WtPYhIn0WIz+GROevFwWNGSghaQdqEVLVb1IbUUDDptRyXE817O2r5cGcds1L63NNnpIQQE2ikvsvGmv0tHJsTRYivgTExgeyt72JNcQtnToxjcWYkT/5QTnFzD3kNZk7IjeblTVW8u72WhaMjOGp0OJ/lNbBmfws3HTGKjEiJEl/Q0M3yvQ1cMC0RvVbDLUemcdVHe/lodz1TkkJYkP7zvTZAco23yx4NEfLGKdhHL0XOyGuFQmDxdJRVNmBKNKBOro6VWDHl99Qpr2OCIJATE8BP5e3sazQzxoPBkhnlT22nlcJGM1NHcLsWBAFfg45um1Od1HvhBUhNWYvD/ZtpqH9rxASZKPFGmHkxCBrkSNrYEbxOlOgyz0Lc4nCpU25loLG/qW9yruRkxwaZVNZShL8BQRDotCr7VGm9b5MHK8r9AHr5uvFzGUxWh4tbviigrtNKbKCRq+ekYHO6eXxdKSBF7HZanHyRJ025L5iWyLM/VgBwTFYkq4uasbtEMiL8yIwK4AF5f3lEWjhhfgZ213bSKOvOlZQFu9OtMthGmnL/UCoV7PN+QTa6FxIOaSLu4+PDPffcw+bNm/n000/59NNP2bJlC/fccw++vofnRcCLX45qeUGLDx5+sey0OhABAQg29e8Vtfb0X/g6eh0qPWhUuC+9Dpc6rVJiwgxaAY3Qf6Os0whqnrhCv1H0LuPjgrA63Xy4q07dcB8Mvitu4bXNVbjcIqIoqrQgz4JFQU5MgBr7MGeU1FEsbOzTeyuZlpMSglXHym0Dcomr2i24RUnjHuahCVSeN9LfQPAwWkFVVxU1smu2F4cfQn0NTJG/S5/nNYxwtITTxscCUpNJoesBaASBE+Wp+Ae76tTbFQrcynzptxDko+foLGnK/cHOOk4ZH4teK7C3vovdtZ1MTgwhzM9Ah8XBDzJt7tTx0vN+uKtO9XCYmhTCmRPjALhrZSEbKw6USh0MfiqXmltZUQHo5em2KNPulV+EMoFW1o6Ktl5sTrdkDCRPsxUduRJRqDQa7Z40dJkFVDkgc12hUyqbxJGgkzd2AzPdvfhzI69eigpMGqGh9kdFXKCJ6g5LP2mHF15AH1MyzM8w5DEWh0sdBo2J7jPQKmvtRURqnobKgx+l4ZMR4a8yo2KDTPTIbC+FMamswXqNtN5bnTIb00PGFC8PQxQZ4cGg0+Lguk/z2F7dia9ey+MnjMHfqOOljZVUtVsI8zNw/tQE7l+9HxFYODoCX72WbVUdaARYlhvNl/I1d+mYaNp77azaJ/399AnSNVwp4Oenh6vnu7uuE5usGU8bhpbeYraxv7kHgcH3t178PPwiIayvry+ZmZlkZmZ6C3AvRoQyvY0bZkoL0NwtT7199QfEITTK02+FPrq5sh0Racoe7m+kXo428zNoVU2n53bVsyBXLugGefOs6MenJYfw1A/lPLqmhOs/zeNg4HS5+dvnBTy9oYLnfqygss1CaUsveq1AwoCNUZBJR7CPvp8BSIfFoTYGRkf6s13OtFS0paIoskt2i58o68rVPPUwv36F9Ea5uJgywnQtTy7YB+rLvfjzQCmeP9ldf1B664QQH2alhCIC72yv6XffCbnR6LUCBQ3d6nfr6MxI9FqBQpkWB30bgbXFzVgdLpZkSXT117ZUo9MIKn39vR2S++vizEgi/Q00m+18sqdefb2/zktldmooNqeb6z7J4/F1pdR09DUHRoIoimoD4ijZ7V0URfV3GO6vTLulNUjZdClNsjExAWpR3Cw37ELljaCiodd4/C4VjeBAs8YsWZd4MNR0z+f2jHT0wou8+m7igkxDRg390RETZMLlFqlsP/jfuBeHP0RR7OcLNBT2N5lxidK02lOvXd4q7cNSw/tqmDJZ8jcq3FeVM0YFGHHL1wCFHaU0b5UCXDtIk3TuKKlQfX1L9UFdn3bWdHLe2zvVIvzJk8eQFuHH7tpOVRt+85FpvLWtlqImM0EmHTccMYrnf6oAYEF6OL12F/sazeg0AkdnRrJ8bwN2l0hWlD/j4gLptDhU35Xjx/Slbyh7x+lJwcMOZzZXdgASm2sga9WLn4/fNpDRiz81DtZATMnVHixSqVI1zVBMi6TnVChFSgGQFeWvTqUcLlFdGA3qpEpUN8nKmqloefwNWj6Up3qKucdI8NR9vralmid/kOIfxsUFqS6WCiQHdFHd0GdG+auGWQnBJvRagZ1y0T05MRiA8rZems12DFqBHLmbq+ReKromBUrBPn2EQlyZwGVH/3nyGr3oj3mjwkgO9aHb5uSDnXUjPwA4d4oklfgyv1GVioAkI1koO6MrRXSwr56jMqTb3toqFe7pEf7MSA7BLcJb22o4b2oCGgE2lLWR39DNaeNj0WkEdtZ0srWqHb1Ww0UzkgB4eWOlKlvRaQQeXZbNsjFRuEXpNU98eSuLn93Ekv9bz6Xv7ea2L/fx6uYq9jeZ1Um3gu9LWilqMmPUaViSLRX/efXddFgcGHUaUuUJtrIdUR6+raqPrSLdLqoTlGRZImJWDCQNfUWRojG3DqAopkf2GUkq+vrhoBjEmX4FQ0kvDh/sre86bPXhALGyDrfMS0/3wgM2pxslhdbXMHQTSjHDHT1AH64k6Si/nfZeOx0WBwLSeq5O230N6prba5ea1qEy47BVPkbxCmnzaLYuy40hOzqAbpuTc97cwdvbag7w9xBFkbzaTm77ch+Xvr9bpaO/dOY4xsUF0d5r5/YVhbhFODY7En+Dljflovy2RRnsbzKrhm6XzExiRX4fGzPApOOT3VID+7QJsQiCwMe767E53aRH+DE+rm8Qo9DNZ44w5d4qpxpNSRx+j+nFwcF7JffiN4PngjYcFOrmYJpVxaxllKyDUza1ist5dYdCU/cj0KRHGRopC59SnNucLoJlHWeJvEAr23TFKOrnYItMG1eguFFmRfnzTVFzv/vC/Q3sqOmkyWzHpNMwIS5I1ZNPSwphb30XNqebSH+D+j7Xl0r3T4zvo6rvkAv5cXFB6nOLokhZ68gOok6XW21qDHQQ9eLPA61G4OLpUpH7xtbqQaP1BmJifBDZ0QHYnG7e2tZ/Kq7Qxb8taqZBbqgphfua/c3qd/MvUxMAiRJv0AocI9PVn15fToS/gZPHSZP6x9eV4nC5WTYmmrRwPzqtTp74rlR9Pb1Ww52LR/PkyWOYkhiMRpAmzgX1Xeyo6eSbomae2VDB2W/u4IzXt/PGlmry6rtYW9zC/av3q+esrAVvy1P+IzPCMeo0uNyiSi9XmniK9GOCzFaAPXofAAEAAElEQVSpbLPQ1utArxXUTZ7SIAz3oEpanAeavoFEiQw06RCBGpkGORQ8DSX9fwVDSS8OD5htTspbe0c0q/ojw8/Yn0nmhRcAvR7NS59h2CDKvjJ5QLOqTJ2IS/sgxcQ3OtCISa/tMwP20RPhJzWDmrrtuEVR9eApb+1FFEUSQnzQCNBpdaqDJ51G4J/LssmNCaTH7uLf35dx9HObuOCdndy1spBbv9jHSS9v5binNrC6sBkBOD43mrfPm0R6hD9Wh4ubPy+gsdtGYogPl8xM4u5VRYhILLSxMQHc+1URAKdPiCMh2EeVRR6XE8XGijYaum0EmXQsHB2JxeHiXblRfu6UeHXyXdxsprLdgk4jDFuIi6LIVtngdao8KPLil8FbiHvxm6FDnp4F+wy/gVRM0wbr7iv0dmUirlTPynS73UMrpNUI6gZb6VD2FeJudXr3WV4DoiiqG+Qfy/sm2H4G7QGTtIEQRZHVhVKxfcWs5H73tfc66LI6SQg2ce8xo4n0N3Du5AS1sF44OgKTXssWeWGbkRKqmmVMiA9CEAREUeRrmUZ0RLpkjNFpcajT+kkJfYV4S48di8ONRoC4YbT4dV02XG4Ro05zyLEaXhweWJgZQVaUPz12l2r2MhwEQeDi6VKE2Ac762jxKN4zowKYnBiMS552gzQBn58Whgg8u0F6/onxQUyMD8LhEnllcxWXzExCrxXYWtXB+rI2Lp6RJG+6e3nux0p0GoHbFqYjACsLmvh6X3/zwxnJoTxz6ljWXT2LN86ZwGsXTOHB4zL569wU5o4Kw6AVKGvt5an15Vzwzi5u+byALquT7OgALpan7fsau1mzvwUBOHeK1Cho7LbhFiWdeLCPnk6LQ91gKUX3+rJW9T0p64tCbfRsJioJBQN1jILQZxTXah6+EdIlUzC1Ar+KoaQXhwf2NXYjcmCRcbghJtDoNWzzoh+U+FofvWZYuY6ybscMYFoqXifJcuyf4sCeFCL9lhQGko9OQ3ywCYNWoNfhoqrdQnqEH1q5+VvfZcNHryVTlhp9V9w30IkMMPLCGeO4bWE6GRF+uNwiefXdrNrXxLf7m6nusGLQaViUGcGb50zkjkUZ+Bt19Npd/O2zAnbVduFn0PLosiz+/V0ZLT12kkN9uGp2Mn/7vIC2Xgdp4X5cOTuZb/c309brINzPwOzUUD6XteBLsqMw6jR8tKuODouDhGCTGg8KfdGjs1OHd0EvaemhyWzHqNMwLs4ra/w14C3EvfhNIIqiOhEfSVPSl/V94ER8oCmH4lbslKdEvY7+lNAguRA/cCLuZkFGOCadhrpOK/ubevptkBWDph67q1+hMRi2VHVQ0tKDj17DKeNjWJojLXhnTYqjoEGanp0zJYEl2VGsuGw6kxODKZCN2SbEB9HUbaO6w4pGgAlxgXxXLG3sZ6VKXcni5h6Km3swaAWOlGm+yuMTQ3xUgxHou6hEB5pU/dJg8GQdaLxGbX9qaASBG48YBcDnexsOylRmdmooY2ICsDrdvCBr0xScLxexy/c20CJPhq+YnYxGkKJRtld3IAiC2rT6PK8Rh1PkzInS5PzxtSUYtBpuXZgOSJP6b4qayY0N5AK5AfDA6v3sazzwPH0NWrKjA5g/OpLFmZGcOyWBx0/I4avLZ3DrwnSmJ0tmcLFBJs6aFMfTp+Ri1GkQRZEn5bjAxVmRqlHNJtkEbnSUpAdX4gKjAozqZmVdseIe2+fcvluWhyj6b4DaTum3GTtIVKBRJ61XthGMqJRNp69B5zVY9EJFXn03Jr1GjVE6XBEbZKKk2Rth5kUfulR9+PDJL4rRb7hf33FuUaSus/9wp6pd+rvi7aPIGnVaAZ1WQ26sVHxuqezApNeSI3vsKNeKY2WZ09vba/pJjXQaydD07fMm8dnFU3lgSSbXzEnh+vmp/PvEHLbfcRQPHZfFaI8ItfPf2cmmynZMOg1PnDiGnTVdfFfSil4rcP+STP65tpS8+m4CTToeWZaNViPw0kYpzuzU8bF0WJ0q3XxZbjQ9dievb5Eo7RdMS1Q9Tjp6HapfyinjYof9HJV4symJwYetH8VvDW8h7sVvgnaLQ6WRj6QRV/Q24QMmR6Io0iNrcwLkaZBCRVJut6vuxdJXO1DeLCtGVEYPnaaPXqtqsHfUdrLUw7QiMypAnch76r8Hw0eynnxpTjSBJj13Ls5gw7WzOXdyPGWtFgToF6/kFkU13zwrOoAXN1YC0oStqsNKeVsvRp2GOanS9HutR16j0lgolPXdA+nniu48dQSKYqH8+sM5Y3rx58G4uCCOyYpEBB5fW6oagg0FQRD469xUQOqkl3h4KUxNCiY3JhCb082rm6WLfmqYn2oM98iaEhwuN+Pjg5g7KgyXW+TxdaVcOC2BmEAjdV02/v19KQvSw1Wq+z2rCtla1c6lM5KYnhSCVTZoO1iaaoBJx0ljY3jq5Fy+unw6n108levnj1KL6R9K29hW1YFB29cgsDndvL1dovAp7JkS1WBR+n219thVX4p5ctxLRVsvFW0WtBpB1ZEDarqDMmnxhKI59BlB9+0U+1IfvPBCQX59N8khvod9UzUuyERdl9Ub3eeFikZzX2TYcFCixjyTZDotDrXQjpD3m0phHic3TLWKl5DcI1Vcwr+TM7pnywMTRdK4dEwUUQFSlOdD3xQPei2NDTKxOCuS86YmcNakeGaPCiNAbiR0W538+7syzn1rJ+WtvYT5GXjutLFoBPiXLMu6ek4KG8raWF3UjFb2SkkM8eH1LdVUtVsI9dVz2oRYlu+px+UWyY0JIC3cj4921dNpdZIY4sMxcsMA4PWt1VgcbkZH+jM1KXjIz1Bif0pstEONDPXiQHgLcS9+Eyja7rgg07AZ4gAW+SLrN4AeY3O6VWM1H3niHSkvvoquxzVgo+qvFuKywZE8ebI6pFV1TIw0sdpR3UFOdACPLssmIdjEZbOSyIqWitw9dV28trnqgEnhpop2Hl9dpE6wT5R1rcqkapvsfJ4R6a9S5AFKW3rosbvw0Wto77WzXKYEXT4rWaXczk8LU899vdzRnO8xcVMKcU/jkaImMy9tkrqhkz0KgMGgmMMp798LL66Zm4KvXsve+i5Wyhqz4TAhPogF6eG4RXh0bUlf7JcgcMVsie798Z56laVxxaxkgn30lLf2ql35a+elotcKbKpsZ0NZG3csykAAPt3TwIr8Rq6dl8r8tDDsLpEbl+ezu66TfyzNYnSkP229Di57fzdbq9p/0fvusTvVDc6Zk+LVifVTP5SpmxrFWVZZA5Tf3aYKKbUhM9JflXgoFL/pSSEEyC6+blFU/SsGMn3coqjm4EYFDB/taNT2MXq88AJko6eGLpVaezhDKY4UXa8XXiiF80DK+UAossUQn76CXdkX+uq1ajpGS09/U2F12CNPt4+QC9Dt1R209NjVJu3Wqg7qu6z46LXcuSgDrQCr9jVx18pCld4+HLqsDl7ZVMWJL2/h7e01uNwi89PCeOe8iei1Gm5cno/DJXJEejjxQSZe+Eka4NxyZBqTEoLZVtXBS/JQ59p5qeg0gmo6fNqEOHrsTtXg7UKPaXhNh4X3d0oN58tnJQ3LtNpV20VFmwWjTqN+Dl78cngLcS9+EyiL5cAor8FgG8LUyNNtWKFyZsmO3xVtvbhFUe1aKpMBRUdpViZOcgGvLIzK1PmH0laq2i0ckR7OJxdNZUZyqOpO/urmap7eUMENHlFmVe0W/vrxXp5aW4IILBodccB0eYOsHVUMLfY1dnPT8nzOfmMHAONig/hB1oofkxXJzJRQ1YBNobnuru1kf3MPWo3AzBTJobLb6lRzkz01Ol/kNeByi8xIDuEMeZI4GFxukb1yIe5p9ObFnxsR/kYukqnfz2yoOKip03XzUzHqNOyUjdEUTEkMYWZKCC63qJqrBfnoVQr8y5skJ/PEEB8umCa95j/XlpAa5suFHvTzLVXtPHhsFtOSgrE43Fz7cR6FjWaePiWX7OgAOq1OrvpwL4+uKaFZpsH/HDhdbu77aj91nVaiAoxcKJ/L6sIm3pdd5O9aPJoAkw6ny62aKiqxgttl99ipckJBr92lFuKK4RxAs9mOzelGqxEOSIOo77JidbrRaQTVGXoohMjTnF6H66A2d14c/mgy22ntcZB8GBu1KYgJNCGA17DNCxW1HUNLfhTYnW66bf2dzsEjB1zbV3wqxylNVGXNVXyG4oN9yIkOwC3C2v0txAf7MDUxWI70lAraackh3HX0aLQaga8Lmznj9e18kddwwJrtdIvsru3k4W+KmfmPtTyzoYJOq5OUMF/+feIY/nl8Dnvrurn0/d10Wp3kRAdw4dQE7pLN2k4ZF8OJY2MoajJz02f5uERpL3lMViRvb6+hrddBbKCRozLC+XBnnToNXyybo4qiKBuiikxLCh4xE1yJTzs6K3JYHbkXPw/eQtyL3wSKUUb0QRiDKS7FAzXOit5GpxHUbl6IPGl2ukUsDhciylROeoyf7CysRJMFK/ESsnFcRqQ/kxOCcIuSq7MnpiaF4NkbVPTp3xY1c8UHu9XpfGKIDzcfmdbvsXWdVr6VqUpHyh3TN7ZU831pq+rOfu6UeJXmc2RGOGabU6XB58qTasU8a2lOlKqtX1nQiMXhZlS4L2Nj+wpxJY7s6KzIYU1Lqtot6kTeS033whNnTIwjNshEs9muXnSHQ0ygSXVAf+K7MlUiAnD9vFFoNQIbytr4XqbxLc6MYN6oMJxukbtWFWJ1uLhgagKjI/3ptDq5Y2UhF05P5KiMCJxuaQr+Q2krjx2f00dJ/zSPvIZunj9tLMePiUYEPtxVx9IXt3D1R3t4dkMF722p4qt9TXyZ38Ane+pZvqeeb4qa2VnTSWVbLzUdFr4vaeWyD/awtrgFnUbgwWMz8TVoqWq38IDsqH7+1ATVq+GL/Ebaeh2E+upVxsluuaGlFOarC5votknmjMrjoM/3IjbQeACtXGELpYT5qlOZoeBv1KlZuT8nM92LwxdKjOVgkofDDQbZXLSkxasT90JCg7y3HK4Qb5an3Aat0C9rXFmL7R7eHMq+TlmmY+TmaK1HosWiTGlP902RtH9TkkE+2V2npoUsyY7i6VNyiQowUtdp5b6v93PU0z9x7ps7uOKD3Zz75g4W/OdHLn5vNx/trsdsc5Ia5st9S0bz7nmTyIr2555Vhdz0WT49dhcT4gJ5YEkmt67YR4/dxfi4QG48YhTFzWau+nCPesztizKoareosrArZ6dgc/UlnHhOw38obWVDWRs6jcBNR6QNOw3fXdvJhrI2NAKcOzl+yOO8+PnwtjS8+E2gLIQj6Xhc7r7M74EU9oFGbNBfK6kYtnlCyZVUpnuKk3iZx4V8YkIw26o7D9jYJof6cu6UeN7Y2hfRtKmijVu/3Kf+/blzJjEuwgedpv+5vvBTBS631GVUJutbPSLOLpiWwP7mHtXdcmxMIOe9JU3Kw/0MRAUYqWzrZXt1J1qNoE4qAdVB/cTcGHXhbOq2kS9rVXNjhneyLFdc6cP8hi3YvfjzwaDTcO3cFG75Yh9vbavhhNzoAya4A3HelARWFjRS02HlpY1VXDtP0o4nh/lyzuR4Xt9SzaNrSpiUEIy/Ucdti9LZ+3oXpS29PLaulDsWZfDAsZmc99YOtld38u/vyrj3mAzcosja4hZu/XIf502J5+GlWdy5spD1ZW3cuDyfe44ezR2LM1icFcELP1Wyq7aLzZUdbK7s+Fnv2c+g5d5jMhkXF4TTLXL3qkIsDjcT44O4XNaLV7T28n/flwFS9JpOq6G1x05Vu+QBkRsr/cZXy6yA43Nj+ul1ld9c0iCu1pWqa+/BFVKpYb7squ1if1MP6RFDRxR68edAQUM3wT46dXJ3uCM2yERx8/C+LV78eaCkUUQOs7ds7lZ05MZ+xaYy9bY43Nidbgw6Df7ynrFbpq2PkocVnl5BR2VE8O/vythV20VDl5VpSSFMjA9iR00nD64u5v9OHoNGkDxCPjh/Mh/tquPjPfXUdVpVfx4FgSYds1JDOWdmChlBBqwON29urea1LdX02F0IwJmT4rhgWgLXfZJPTYeUMf7Ismz2N/dwzcd71QSQf504BlEUufXLfdicbqYlBbMoM4JXNlcdMA23Olw8vk5iq50zOX5YRo3LLfLYWunYpWOiB72OeXHo8BbiXvwmULIYPbXSg8EyTCZkp0XOc/ToaHouqp5luHKzUogrk7rxMpV7Z20nVocLk16raoGaBokOunJ2CpMSgrn2E4mWftNnBep9S8dEsTgnitZWM+/vqGV/Uw/H5kSRGubL1wPizJrNNjrlz+DfJ44hNzaAk17eqh6zvryN6g6pk3rn4gwEQVCzIKcmBqvFUJfVoU5A5qWFqefy5A9luETp/Y1E/y+X9XV/Bk2hFz8fR6SHMyEukJ21XTz3YwX3HJM57PFGnYabjkjjuk/zeHdHLcePiVYv6hdPT2StHM/yxHel3Ll4NKG+Bu5bksk1H+3ls70NjI0JZFluNPcek8nNnxfw4a46IvwNPHRcFk/+UMY722t5Y2sN26s7ufvoDHwNWr4ubObOlYXUdVq5YFoCU84IoaKtly2V7ZS09NBpd2PutaPRCOg1AiKSYWOz2U6HbNATHWBkRkooZ0yMJS5I+i1IOePd+Bu13HuMRC1s6LJyzcd71YnDaeMlV1mFlp4W4UegSU+v3aVKSwbq54oahzZH7IvVOTjH6+zoAHbVdrG3votjc6JGfoAXhzUKGrtJ/BNMwxXEB5kkZpkoepMDvDgo1/TW3sGjI4NMOow6DTanmwY5pzsm0MTe+m41WWZMTAACEpOwsdtGVICRyAAj4+OD2FnTyap9TVwwLZFbF6Zzzps72FTZzn9+KOeauSkIgoCvQct5UxM4d0o8Ve0WKtosWBwufA1a4oNNJIX4otMKBIf48cYPpTz/U6V6TciM9OfmI9NICfPluk/yyG/oJsik498n5VLR1ssNn0rT8tyYAP7vpFxMei03f5ZPcXMPob567jl6NJ1WJ2/Kw6RLZiSpw6vXt1RT3yW9nws9Bj2D4cNddRQ2mfE3arlydvLP/jfyYnh4C3EvfhMo1HCFKj4UFHdznUY4YCKuxIh5Lqae12HPvG/lf5XpuRL7kxbuR4S/gWaznYLGbibGBxMmU77bBokpk7TZoSQEm6jusGJzuon0N/D2uZMI8dMjCNJG/bG1pYhImeTH5UThdIukR/hJRlZrStRGQHqEH7NSQ/lA1uvEBZk4NieKh76RqLDnTo5nZkoovXYXn+yuB+CE3D439/WlbbhEicaqFOf1XVa+LmxGAK6fP2rYzxdgf1OP+ll44cVACILAtfNHcf7bO1lZ0MTpE+P6xXANhlmpocxODWVDWRtPfF/K/52UC4BJr+WuxaO59P3dfJ7XyNxR4cxLC2NaUgiXzkzi+Z8q+ce3xcQFmzgiPZzr56fyxHdlPCPnjV83L5WxsYE8uLqY/IZuzn97F387chRhfgbe2V7Lsz9WsK+xm9sXZpAc6ktyqC+CAOHhAbS0dDOC+Xs/7K7t5AXZ7OZvC9KIDjRhtjn56yd56ibtkWXZKn1cSTOYLuvD99R14nKLxAYa++WHg9T4AxgzCFulXd4kho4Q66hgXFwQ72yvVRsBXvx5IYoi+xrMzPdoyh7uiAs20WV10tJjJ8L/8I5r82Jk2GUmpHEYWY/CiPQ19B/uCIJASqgvhU1mSpolz5Ks6ABWFzWzu1ZiGAaa9IyJCWBvfTfrS1s5RW7ELs2JYmdNJ5/srufcKQkkh/py61Hp3PNVEW9uq6Gx28aNC0ap67ogCCSF+h4wTe61u/gsr5F3d9RRIcdjRvobuGpOCkdnRdLe6+DKD/ewr1EqhJ86JZe6Tiu3fFGAzelmckIQj52Qg0mn5e5VEmPMqNPw6LJswv2N8v7TRXqEn0qpbzHbeFOmql83L/WAoZcnGrqsPCtfj6+ek3LQ1ykvDh5ejbgXvwls8qTbNEI8j+JiGTCIEYTSJYz0uPh69sPdYp+uXIkxUybw7XKOuCAIRMvOxB0DYtKGywtPCesrWi+fldwvAuOjXfX9pvFf5kuT7OnJIdy4PJ8Pd9WxskCik09PCqG8tZdnNkiZxWdNikMj9NHWJyZIWtOVBY10WiWt6VzZuE0URT6Wi/PF8oIK8IOc6zghPojs6OELJlEU2StT2Ec61os/L3KiAzhajjN74ruyfk2uoXD9/FHoNAI/lberpmYA4+ODOFvWlD2wer/6O5O04OE43SI3fZZPUZOZsybFc+lMyXH9mQ0V/HNtKfNGSc6xE+OD6HW4uPer/VgcLv62YBR6rcB3Ja2c9to2Pt1Tj2OEHO6hUNLcw82fF+ByiywcHSFFuYki9329n/LWXiL9DTx9Sq7q01DdblHzVI+WqX576yWmytgBBog1HRaq2i1oBZiUcKA5osKUCfI5uL745IQgNIKUFKGsiV78OVHbaaXb5jzAif9wRrzMXtnf7DVs86JPnuh0D732KxI8l/vA65iyD1L8PqYnS43VrVXtdMtrs8Jw+kpOtQEp0jLER09Dt42V8p7v2Jwobj4yDa0gyZSWvbiFu1cVsmpfI6UtPXRYHHRYHJQ09/BlfgN3rNjHMc9t4h/flFDR2kuQj46/zk3h4wunsCQ7ivLWXi58dxf7Gs0E++h57tRx1HdauemzfGxON3NSQ3nixDEYtRruWlnI14VSnNmDx2YxLi6IoiYzH++WTEevn5+qyqVe3VyNzekmNyaQIzOGdz9/bG0pvQ4XY2MD1QhSL35deAtxL34TWByKE/rQnTfoo5D7GQ88rsXcp/NRIAgCiuGlyy2qhXdzj6Ibko713LCGy1oixeQjJkg6pq3XQbfVyZ66LtUYToGn8ZKy8QaobO3h3R2SU+Ydi9JVp3c/2fRJaQCARHE6a3I8H+2qU+lEJ42NIa++m/ouGyadRjWB+jxPcl4+ZXyseqHZUdPJ3voujDqNGqfU2G3jPTl6Yrj8RwVV7RaazXb0WkHVrnvhxWC4anay6oiuFJ3DITHEh9MmSNOC//u+TPV6AEl+kR7hR4fFwb1fFeEWRTSCwN1Hj2Z8XCBmm4urPtxDUZOZS2YkcZ2sM/9wVx2Xf7AHlyjyzKljuWRGohpvtrKgiUeXZpMa5ku7xcFD3xSz9MUtPLqmhFV76ylp7qHFbKO9105Tt43qdgtlrT1UtEpmbTUdFnbVdPKf9eVc+O5O2nodZET4SRFqgsBXhU2sk43c/nl8jspAsTpc3L2qSE0oyJCjzBTJyMAG17eybnyCrJEfCKUhOJJsR0GgSa8yFH5pdJsXf2woBp1/Jmp6qJ8ek15DibcQ94I+nbfS0BwMCouyaZDG5QTZaHObPAwZFeZLapgvdpfIV7Ifz9FZkWgFqVhXtOImvUQ5B8lUV6HInzo+lhfPGE92dAA2p5uVBU3ctbKIM17fzsJnNrLwmY2c+cZ27v1qP18XNtPrcJEQbOKu47L54pJpnDslAYNOw2d767ngnZ3UdVqJCzLx8pnjqem0cNuX+3DKDeNHl2XjEkWuX57P6qJmdBqBh47LYl5aGE6Xm/u/3o9blMyApyRKDYZms41P90oDnStmDx9X9kNpK9+XtqLVCNy6ML2f74kXvx681HQvfhN0yZRz/0EKbE8o0WWDZY0rRfrA59BqBFwuEZcokhXlz5f5jWyuaOeSGUmqDrqmw0KnxUGQj56sKH/WFbewrriFMyfGEWjSExtkoq7TyrEvbMLicBPuZ+Afx2UxXl6kl42JpsviYFxcEHqtRp0Q3velRA+amhjMsjHRhPsZ2VvfxcLR4Zz71k4Anj11LHaXmymJwei1GrbJlNJzJsej02rUCfoR6eGY9FrWFrewr9GMViNwjEfRr8RDLc6MIFxuMPxrXSk1HVYi/A0syR5ZL7q+TJpUTogLwjQMHckLL6IDTZw9KY5XNlfz5A9lzEoJxTDI79ITF01PZEV+I2WtvXyR16B20A06jWzItpNNFe28u72WsyfHY9JreeLEMSr17vIPdvP4CTmcPTmeuCAT93xVxO66Ls54bTuXzkzi/KmJjIkJ5M6VheQ3dHPv1/u56+h0qtutvLm1hpYeOx/srOMDOXrs52ByQhCPLMvG16Clw+LgX+skc7ZLZiSpxXWX1cHNnxewt76LAKOOG+Q4NpdbZI88UfFMMgBUvwglb3YgmuTYtXC/g6f8TU4MJr+hm+3VnRyXEz3yA7w4LFHYaCbUV9/PN+Vwh0YQiPcatnkhIyrASHFzD/Vd1iGPGSV7llS1WzDbnP0aolPkeNn9cuM23N/IiWNjeHxdKe/vqOXkcTFE+BtZkBHBN0XNvLq5ioeXZgNS0f3pnnqq2i08uLqYfyzNQiMI5MYG8tpZ49lb383a/S3sruukoq23H+MzNcyX8fFBzB0VxtjYACIiAqmp7+CrfU28s71GbbJNSQzmoWOz2Fvfxe0rCnGJsCQ7krsWj5bo78vzKWnpwajT8MjSbHVo9MyGCoqazASZdNy0oC/V561tNThcIuPjAtXifDD02l08trYEgLMnxXuljP9FeCfiXvzX4RZFNeM3coT4MlGNjjiw8+aW7xwY/6PQ0Z0ukdlyLnhefRcWh4swP4Oq1X5R1n8uHB2BUadhV22XWtwukKlHyuS+pcfO7Sv2Ud9l5Z6vithW1c750xKZEB9Eh8XBqa9uY8rj61lT2IRWgL8dKUU/zEoN5fJZyeyq7cLhEkkL92NyYjAzU0LRazU0dFkpa+1FQHJrd7lF1sla02Ozo2jstnHXykIAzpgQp1JhK9t6WSPHoSkZ4y63yBZ5Inb/kkxiRnC3hj6DqZkj5EV64QXAeVMTCPMzUNNh5Z3tNSMeH2jSq8Yvz/9U2S+LPDXMj+vnS5Pu/6wvVw3M/I06nj5lrDoZv/qjvawsaGR+ejhvy5R0q9PNkz+Uc/rr23C6Rd44ZwKjI/3psDi44dMCGrttfHD+JB4/IYeTx8WQGxdEkEmnSle0GgFfvZZAk44Aow4fvQZfvZboACPz08J4ZFk2z5w6VjX8+c8P5XRYHKSG+XKeHE1jtjm58sO9bK/uxM+g5YkTc1Sn87z6LrqsTvyNWkZH9jmZFzebKWnpQa8VODL9QApgj92pxiIOF78zEOPkYj9fpsN78edEYVM38cF/Hlq6gtggH4qavBNxL/pi+8qGibQL9zeSEGxCBDZX9mcRhfkZVHbgD6US8+u4nCj8jVoq2y18J+/PLpiWgACs2d/CjpoOQBoY3XvMaHQagbXFLTzybQlOWR4lCAJjYwO5bn4qr541gXVXz2LjdbPZeN1s1l49k5fOHM/Vc1LIjPRnXXErV72zg4XPbOTOlYXsazTjo9fw17kpPHVyLmVtPfz9C0k6tTgzgrsWj2ZnTSfnvbWDkhbJmO3508aqRfi3Rc2qBvy2helqk7fZbFPljRdMG96g7fmfKqjvshETaOTiGcMf68Uvg7cQ9+K/jsZuGw6XiE4jjGiuolX1PgdqeRQKzcC7PLMgY4NMRPobcIkSVVQQBK6anQLA+zvrqGjrJT7Yh79MkShF7+2QJmdXzEpWi/EzJsYRG2ikyWxn2YtbWJHfyN+/2Icoinxb1MzF7+5SI4cArpmb2i96yO508+52iS6+dIw0pS5qNPO3z/JZ+uIWQHI3D/bRs6minXaLgwCjjkkJQSzfU4/N6WZMTABXz5XO22xzcvkHe+iwOIgNNDJV7uAWNpkx21z4GbSMiztQezoQoiiyV57aKe7xXngxHPwMkmYNJF1Zi3lkTfKp42OJDzbR2mPn9QFZ5CeNjVFzxG9bsU9NSQgw6Xjq5FyOSA/H4RK5e1URT/1QRnSAiWdPG8tdizPUhsCNy/P517oyHl2axcnjpIn7O9trOeetnThcbm45Ko0vrpnNmqtnsuXGuWy5YQ6brp/D93+dxZqrZrL26pn88NfZfP/XWXxx6TT+eXwOC9LD1fXl631NfCZLQ249Kh2dzIC5Z1URRU3SBPKF08f1+80pHhCzUkL7NQpXedweNAj1XDFOjPQ3DOv6OxAKHb6qvVfd+Hnx54IoihQ2mkkaISXjcERCsImq9t4DJGRe/PmQESlNapUJ8lBQdN7KmuwJJYFGkWD5G3VqOsZLm6pwiyLpEf6cMFZiHz3w9X7VWHhMTKCUdAN8sqeei9/bzU45PWMgdFqNavbZ1mvn2Q3lHPvCZm7+vIAVe+qxONzEBhq5dEYSyy+eyrlTEihsMnPDp/nYXSJzR4Vxz9GjWbWvkas/3kun1UlWlD+vnz2BHNkIdHt1B3evkoY5Z02KY0FGHxPr+Z8qsTndjI0NZEby0NPw/Pou3pMll7cclT6smZsXvxzeQtyL/zqUfO64INMB0+yBUMzcLPYDL7B6+bEDDZkUGrtdvl1xJlaoorNSQ1X60eYKqRt64rgYtALsre9iQ1krBp2Gh5dmsfKyadx4xCiunpva7zV67C4+3dvArV/uU4vw0ZH+3Lssh7Mnx/U79uXNVVS2Wwj11bNM1nI/vaFcXeT1WoGLZiRR1ylN20HS8Gg0gkpTP3NinPpZvbSxipYeOwnBJl4+a4JKKVcm6VOTQkb8XFt77Fz6/m46rU6MOo26kffCi5FwdFYkuTEB9Dpc/FvO0h4Oeq2Ga+Tfz9vbatTfP0jNtDsWZxDpb6Cq3cIja0rU+0x6LQ8vzeLCaVKT7I2tNdz0WT69dhdLx0Tz8YWTOW9KPFqNwA+lrZz39k6mJoXwxIk5RPobqOu08vcv9nHGa9t5Y2OF2jQ4mIgjURSp7bTw3I8V6ibmL1MTVGnK9yWSVk6nEfjXiWP6/X5qOix8kS8V7p5mNk63yCrZ3Gco2YiyYRvMTX04RPgb0ArgEunnQ+HFnwcN3Ta6rM4R4yoPR8QH++AWoax16CmoF38OKH4ZJS1mlTU5GJQ1eEN52wHGvEohvq26Qy2wz5oUj59BS3Fzj+rzcc2cVCL9DVR3WLlzZaE6MFqSHcUjy7LxN2rJb+jm0vd3c+6bO3hzazXFzWbVJM4tiuxr7Oahb/az7MUtvLK5mg6Lgwh/A5fNTeX1syew/OKpXDIziVBfAztqOrjqwz302F1MSgjiwWMz+SyvgXu/2q9Ox184fZzqX7KtqoPrP81Ti/a/euxjd9d28tle6Tr1VzlabTDYnW7uk7XlizMjmOVlT/7X8ecRFnnxP0O7TL0MPQgNpKfL+cCcUMOAgluB0q1TaLCTEoJYW9zCpop2lX4zOSGYrVUd7Knr4vSJcYT7GZieHMqP5W3c8Gk+L505nrGxgerEfuHoCHpsTp7ZUKFudP/xTbH6mmdPiuf6I1IJC/Pnlg92Udzcw/y0MBakh/OWPAW85cg0/I06HC63mi8M8NjxOUxNDOaaj/fSYXGQGenP9fNHsae2i4ZuG/5GLXNHSRcGs83Jh7ukzuSNC9JUipHTLbJKzhlfNIT2VEGP3cnlH+ymok0qiJZkR6p0fi+8GAkaQeBvR6bxl7d28nVhM8vGRDM1aehuOsARaWFMSZR+c498W8KTJ49Rf8vBPnruW5LJlR/uYUV+IxPjglgmR/RpBIErZqeQEubHA6v3s6GsjfPf3sljx+eQHObLNXNTWZIdxT2riihsMnPL5wWcODaaN8+ZyAe76nhvRy1lrb3c9Vk+APHBJuKDfDDpNVgcLtp6HbT3OuixO3G5JcM4jSBgc7n7OeouzYniilnJgPRb+896KeXgnMnx/UwOOywO/vZZAQ6XyJTEYCbJZosAmyqkDV+QScfs1ME3MxvKpOac0ig8WGgEAZ1Wg8vpPmA99OLPAUXakfAnpKbHBZkQBNjfZPamf/zJkRDig04jYHG4aey2DSnRGxXuR64cQ7aqoJFzZVYkQEqoL4khPlS1W9hY0c7C0REE+eg5Z3I8z/9UyTMbKjgiPZwAk45Hj8/h0vd2saGsjXtWFXLPMZnoNAJHpIeTHR3Ay5sq+TK/kcImM4VNZp78oRyjTkOwjx6zzalG+YKUTnLelHjmpYcTHRmoRm5aHC7e2lrDy5urcLlFJsQF8vgJOWwoa+ORb6Xm9ZkT47h+fqp6XV1d2MQ9XxXhcIlMTwrhoeOyVIZpr93FvfLQ57icqGEZlC9vrqKstZcQH30/bbkX/z38YXbjHR0d3HjjjUycOJHJkydz22230dMzvEbIZrNx7733Mm3aNCZMmMA111xDS0tLv2Pq6uq49NJLGTduHDNmzOCRRx7B6ezvvrh582ZOPPFExowZw8KFC/nkk0/63f/8889z8sknM2HCBGbMmMGVV15JWVn/ydG5557L6NGj+/256667fsEn8seBQ8l5HMHoCSRHdI0gmba19vaf9Og0shZ8ADc9QnZBL5e744pOfFdtp5rRmxklTbAKm/roS/ccPZq0cD9E4PuS/t8LgBPGxvD1FdNZkt1nmDYpIYiN183mOlnrurWinQ921rGzppMnvitj6YtbsLtEJsYHMT8tDLvTzd76LmxON8E+ejbfMIeZKaG8s72WzZUdGLQCDx6Xha9Bq07MZ6WEqlPvrwubsLtEUsJ8melBJdpa1U6TWdrkK0X7UPi+pJWKNgsBRh0vnzme2xZmDHu8F14MRFZUAKfKVL2Hvy0ekRIqCAJ/Pyodo07Dpsp2PtxV3+/+SQnBXDYzWXq+NcWqZELB0VmRvHjGOCL9DVS2Wzj/nZ2qVm9UuB+vnDWe86YkqA7ql3+whzmpoXx+yVRuPGIU4+RJdk2HlU2V7XxX0srmyg6Km3to6bFjcbixu0SsTje9Dhcut4hWIzA+LpAHj83kzsUZ6ibmy7wGKtstBJl0/GVq3+Ztf5OZv8gavTA/A3cs6v+7+nSPNH1Ykh01aOOrvLWXvfXdCPCzc6DNNqdqbBloPHhKuxeHD4qazAQYdQQfZOzd4QSDTkO0bNLlxZ8bOo1ATKA0QKnrHNqwDVAZigrzUIEgCOoavGZ/s3r72ZPjCfMzUNtpVQ1Ac6IDeOi4bLQaga8Lm7lpeb4acxYVYOS2hRmsvHQ6Nx+ZxozkEHz0GmxOqUnQY3dh0mlYODqC508fy6tnjWdBRgQ6jUBdh4Uv8hq4e1UhS57fxAsbK3G5RRaNjuDJk3Mpa+nl7lWFiEjyL6UIF0WR1zZXcfuKQhwukSPSw3nshBx1vy2KIv/4tpjqDitRAUZumD9qyM+npKWH17dIg6S/H5V20EkeXvwy/GFW8Jtuuonm5mZeffVVHA4Ht912G3fddRePP/74kI956KGH+P777/n3v/9NQEAA999/P1dffTXvvfceAC6Xi8suu4zw8HDee+89mpqauOWWW9Dr9dxwww0AVFdXc9lll3HGGWfw2GOPsXHjRu644w4iIiKYM2cOAFu2bOHss88mNzcXl8vFv/71Ly666CJWrFiBr2+fdvi0007jr3/9q/p3H58/RydbHWqPHEWMUachIdiHynYLpc09gzoJD2QfTU8OZVt1J9/ub+aU8bHEBpkYHelPUZOZjRXtLMmOUgvx6naL6owZ7Kvn1Amx/OObYgqH0BcJgsCSrChWFjSRHOrDY8fnqBofURT5z7qSQR93zuR47vlqv0pNlc4zBI0gUNtp4dkfKwApezkxxAeLw8WqfdLF4UhZ0+N0i7wtG26cODamHztAoUotHB0xopO1ErdxdFbkAY7OXnhxsLhidjLrSlqo7rDy4sZKlX4+FBJDfLhqTgr/WlfKv78vJTPKv9/37/xpCRQ0dPN9aSs3LM/n5TPHk+hBs82KCuCNcyZy6xcF7Kzt4m+fF3DWpDiump2CQafhmrkpTEsK5u5VRZS3SXmrJ4+L5dKZiVyzOJPS6jYKG800dtuwu9yYdFqCffWE+erxN+qktAW3iChKcpEwP8MBBXNjt02dhl84PVF1291V08l1n+bRY3cRF2Ti8RNy+pmt1XRY1Gn3SeMGz159fUsVAHNHhakpCAeLrXLUTnSAUY3v8eLPhaImMwkhpoOSXhyOiA/26ddY9+LPizA/iS7eMYJM58iMCB5dW0JZay/lrb2khPXtzxeOjuCNrTWsL22lw+Ig2EePj17LFbOSeGB1MS9urGRxViThfgbmpYXx6LJsbvtyHz+Wt3HWG9v567xUjkgPR6cRpL3l+FhOHR+Lyy1S32Wl0+LAx6AlMdin3x7yh9JW3txaza7a/s3ouCATV8xKZlFmhOqNolDObzxiFIIg4BZF/rWulPflJsGZE+O4dl6q2kQGeG9nHV/tk0yF71+SOeT1QhRFHv6mGJdbZN6osH7aci/+u/hDTMRLS0tZv349DzzwAOPGjWPy5MnccccdrFixgsbGxkEf093dzccff8zf//53ZsyYwZgxY3jooYfYuXMnu3btAmDDhg2UlJTwz3/+k6ysLObNm8e1117L22+/jd0uTVLfe+894uPj+fvf/86oUaM455xzWLx4Ma+99pr6Wi+//DInnXQS6enpZGZm8vDDD1NXV0d+fn6/czKZTERERKh//P3/HDpdRb/scB8chVLRvNUOiKNwyo/Xa/tvPBQNS0FDtxorNlGeiCnZvqG+BjIj/RGRDCsUKDTT/IZu7E439V1WSlt6+mmNpiWH8OpZ43n1rAn4G3Xqa7y1rYYf9jej1Qh8cuEUbl2YzjFZkfxtQRr59V39inCjTsNJY2PIr+/inDd3YHO6mRAXqJpN/XNNCW29klZIobF+VywVPcE+ejU3HCS39A1yDNkRgzgx/z979x0dVbU2cPg3Lcmkl0nvJKQRSOiCIIoICDZExQ72a7n2ykWFi5+oF+/Fjl2xV1AELKgISC8hJEB675M2aZNM+/6YySSTQgIEUtjPWlkrmVPmzJ5zJvOevff7dnS4uLW+8dlxvgmnh7O9nCcuHA6Yz/1DRV0npGnv2tEBnB/phc5g4tF1qeRWtc3plEok/HtODDGW7Od3f33IZjmYv2C9efUorh9rzsPw+f4ibvn8IOmWL+ATQj34YuFYZsV4YzSZ645f/u5elv90hOpGHRNCPbg03o/5CQHMHeHLueGexPi6EOSuxN/VgSB3JcEeSvxcHToF4Wll9dz3bTK1Wj3RPs5clWAeEaCub+axH4/Q0GJgTJAba24cTUSH0i6f7C3EaIJJYR42iRxbHSmtsyZ4u2VicKflx9OsN7LaciNvZozP8VcWhqxj5fVn5bD0VkHu5hJmx5sXLJwdHOTmEYSto4S64+Igt04f+junymZZtI8zUd5OtBhM/GiZSw1wyQg/Yn2daWgx8Eq7HCnnRXjxzoIEAtwcKK1rZvFPR7n0nd38++c0fkottfbOy6QSgtyVjPB3ZZiXkzUIL9VoeWhtKo+sSyWpSINEAiP9XVg0IZjV14ziu1vHMyvWh2KNlvu+TabaMo1x+ZwYZFJzT/gLmzOsQfjDF0Tw8AURNkH41qxKVm3JAuD+acOsNdO7suloOYeKNTjIpTw6vftec6HvDYpb6QcPHsTV1ZWRI0daH5s8eTJSqZTk5GQuuuiiTtukpKSg0+mYPHmy9bGIiAgCAgJISkoiMTGRpKQkoqKiUKnagpkpU6awdOlSMjMziYuLIykpiUmTJtnse8qUKTz//PPdHm9dnTnwcXOzPenXr1/Pjz/+iLe3NxdccAH33HPPSfWKd3cDvPXxgXaD3JpMTW/s1bG19oJXN7bYrN+aYVmpkNk8HualRIK59Fh1kw4vJzuiLT3gmeoG67qPTI/gji8PsfFIGf88Lxw3pYIoHye8ne2oqG/h3Fe2W/d5TpgHiy8azg+HS7ko2puRlp68Uo2W2784RGldW/boRy4YRoinkhBPJfMT/Cmra+aK98zZ0R+dHmHu8XKyw04u5bEfjlDfbCDA1Z5nZkcjlUrYl1/D+tQypBJ4dnaUtYf7u0PmD9j5Cf44taudvr+whqpGHa4OcsYEux23TTVaHUdKzXdaxwa7D7hz40QMhPO7L557ILyOk3X+cC/mxPmw8Ug5z25K47Obx9jUZO1IYgm27/rqEEfL6rnnm2TeumaUNTh1spfxyvx47v46mezKRm77IonnL4nlnHbTMBRyKQ9fEMGYYDeW/5JOekUDN392kBvGBnL7pFA8HBX83yWxXD7Sj1e35nCsrJ73t+fw/vYcon2cOS/Ck7HB7kT7OFt7A/RGE4U1TWRWNJBb1Uh5fQt1WvNw78YWPSWaZoosX6S8ne148bJY7BXm7OnP/5ZBTZOOKG8nXp0fb51G0iqnstGadf22c0I6vc8mk4mXfs/EBFwc60P8CY5SeflPc4+Op6OCm8YH9st51B/n8GC7Xk5nG9U06qiob+nXQLz96+uPWDjYXUmTzkhRrdZmJE1fGcyf033tdLVBX7Wx0TLcUiLpeV/nhHqwK7eaAwU13GQpTWneVsJ1YwNZ9nM6n+4rZH6iP872cuQy8zSrRZ8d5Oej5Zwf6cUMS16eEf4ufLVwLGv2FvB1UjHqhhbWp5ax3jL0PcjdgXPDPZkU5kF8gCtuDnJKNM2sTynl032FNOmMKGQSrh8byD0zopHrdDbXUlJRLU/8eJRKS7LeVfPjrd8FX/0rh7XJpZbvjdHMHWGbEHRvfjWLfzqK0WSu3nP92O7/V9Rp9bxquclw+6QQ/E+glGZfOxuvu0ERiKvVajw9bZPdyOVy3NzcqKio6HYbhUKBq6vtlxwvLy/rNmq12iYIB6x/97ROfX09Wq0WBwfbE9ZoNPL8888zZswYoqLa5gxecsklBAQE4OPjQ1paGitXriQnJ4fXX3+9t83Q7jUcPzlJT8vPNI8Kcy+XVCZFper52LwtXy6MMpnN+hLLXc9vD5Vw6/mR+LZLyqFysaeirhmdXI5K5cLYCCOQRk5VE15ezkgkEmZ4OROzJZtjpXW8ubOA/1w1CqlUwl3TInhuw1GbY9iVW81lllJj23Kq+P6ec1mx8Sif7c63We+2KeHcPSPaZnjg6zvy0RlMTAjz5L6ZMdbHtTqDtYbl6pvHMSrIHZ3ByPvfHgbg2gkhXDIuFIC/0ivYV1CLRAK3nh+Jqt0Xrh82mpNuXJ4YiL/v8cuW/Z1UhMEE0b4ujIoYGkON+vP87svnHmjXaW+9cE0ih1Zto6imiVe25/HfaxJ6HB772Z2TuO6dXaSV1fGPr5NZc+tE4iwBqEoFX989mTvW7ONgfg3//O4wt50bzsMzo3C0a/sXdZXKhfNG+PPMulR+Ti1lzd5Cfk1T8+TFMVyWEMAclQsXjwlmS3oFn+7MY0t6BWnl9aSV1/PuTvN162IvRyGXUtuks0nO1hW5VMKseD+WXTbCOnT855QStmVXoZBJeOPGsQT52r6HTS0Gln2RhMFoYkasDzMSgzrtd/ORMlJL63C0k7Fs3khU3SQX6soPSUWsTS5FIoH/XTua4SEnNre8r53Jc3iwXi+n47iPWfIlxAZ74ObWv73irq6dR3ycCSPsFEAOJU0Gxgw/fefGYD3v+tLpboNT3b8B8/8fH0+nHr9jXhDvz6q/skkuqcPT0xlpux7kG6c68cm+IrLVDXxxqJSn5sQCME3lwt3na3hzSxbLf0knLtSTUUHu1u3+dbk7j86NY3d2FX9nqdmTU8XhwloKa7R8dbDY2mvd8abVuFAPXpg/ikhrFQ7z/4I6rY7X/sjkvW3ZGE0Q4+fCmlsn4GP5X/HB9hxrnfAX5o/imnG2o6p+Tinlwe9TadYbuTDGh/9eN+a4CXpfWZdCZaOOYd5O3D8rtsfpjmfC2XTd9WsgvnLlSt59993jrrNx48YzdDR9Y9myZWRkZPD555/bPL5gwQLr79HR0Xh7e7No0SLy8/MJCQk5oeeorKzr8g60RGI+ebtb3l8qqswJVSQmE2p1Xc8b6M0939WaJpv1CyvN+6lsaOHa1Tv5YtFY67B3T6WCirpmMgur8bOX4iEzYSeTUNXQwt60MoZZho7ecU4Ij65L5bsDhQz3dOCqxACuiPXGTynnr0w18xMC0OoNLPosyfq86WX1XP7aNrLUbcNmL4r2ZlK4B7dMi6Sqqt7a3lnqBj7dZR76fvO4QNTqOqobW1ibXMqPKaU0tph7w/3tpajVdXx/qIS9udU4yKVcFe+LWl2HRqvj4S8PAuakHPZ6vbUdGlsM/JlmHtI6N1rVY3vusiQeGRPo2ru2H8BO9fzuzU2gnvTFtTVQr9MTseziKO768hBrDxYR7+PE5SP9etzm9fkjuPfbw6SXN7Dg7Z28Mj/eZs74a/NG8N8t2Xx/qIT3tuewIbmYhy+I4PxIL2ugLwWeuziKmVFevPxHFkW1Wh78Kol3/srivqlhjA9xZ5RKyfuLxpNZUMlfmVXszqu2ViSoa9aDZTCLvVxKhMqJCC9H/FztcXVQ4KCQolTIUDnZEeXjZK7trW1BrW2hVKPlye/MN81uGh+Ehwyba6q8rpmnfjpKSpEGN6Wch84L7/Kae2eLOa/E/AR/pC061OrelR+rbdLxrCUb/B2TQhnh6dBv1/TJnMOnev0NtuvldF7nezLKsZdLUWKktrZ/SnhJJOYgXKNp7Lf3xcNRwb6sCiYG9P20q6HwOd1qoF57fdXGGktSXr22pcfPRF87CQ6Wm7F70sqI9LadVnT/1DAeXJvK+9tzmBnpSahl9NbNo/3Zm13J3vwarn93F8vnxDC1Q6LcOE8H4jyDuGN8EA0tevbm1/B3dhX78msoqNFiMoEESAxy5ZrEQC6MViGVmKisrMPLy4W84mq+OVjCp/sKrfPdL4714amLhlv/V/x6rJzlP5lLbN47NYzpYe7W12w0mfhwdwGrt+diwjx8fvnsKGqru09quC+/hk8s31kfu2AYmpr+TYA4lK476N2116+B+K233sq8efOOu05wcDAqlYqqKtv5HHq9ntraWry9u+7lU6lU6HQ6NBqNTa94ZWWldRuVSkVycrLNdq1Z1duv0zHTulqtxtnZuVNv+L///W+2bNnCp59+ip/f8b+YJiQkAJCXl3fCgbjJdPyhYD0tP9NaP1BcHRS9Oi57S893o85os/6evBrr7zlVjWSU1xNj6ZHydrYjrRwq6lswmcz7GBvszs7cat7dmc/d54YR7KHkvAgvHpg2jFV/ZfPOjjxmRJnLVEwM9WBiu5JMT8+M4v9+M9dSBKxB+HBvJ247J4QLo7yRSGBHViW/JhfjqJBxTpgHz24y15acMsyTiaEemEzw4uYsNrfLxHllQgAgwWSC9ZYhrHdODiXYXYnJBB/sKqCyUUeYp5L7zxtm0wa7c6vRGUwEujkwzMuxx/ZsTWYT5eM0oM6JU9Gf53dfPvdAu05PREKAG3edG8ab23N56fdMor2drdNBuuOutGP11Qk8tDaFQ8Ua7v0mmZevGMH4EPN1Zy+X8dSM4Zw3zIsVmzMo0TTz2A9HOCfUg0enR1i/EAFMHebFhBAPPt9fyEe7CzhSWsc93xxmpL8r14z2Z/45StyVdlwW72fNlNvQoqeivgW9wYSrgxyVsx3SHnryW9+fTHUDT/x4xDok/baJoTbv3a/HynlhcyZ1zXqc7WX894p4fJztO72/lQ0t1kRrVyUEnND7/8le85ezcC9HFk0IHhDnzpk8hwfr9XI6jjutvJ4gN4cez9/TqfU19ed7EuTmwLGy+tN6DIP1vOtLp7sNTnX/rVU87GWyHvcjk0pJCHRld14Nu/OqO+X3OHeYF5PDPdiRU83KP7J45Upz6U2ZVMp/Lo/jwe9TSCrS8NDaVC6MUnHN6ABGBbhZO4VaOSrkTItQMS1CZT3G+mY9bkqFTe+0yWS+ifvOnkI+3ZlnLW8W6qHkwfOHWasAmUzm/zPPbGzLnL5wfNv/gfpmPc9uSmNrljlJ6FUJ/jwyPRK5VNJtm9Q06nh2k3mE5RUj/RgX7DFgzvWz6brr10Dc09Oz05DzrowePRqNRkNKSgrx8fEA7Nq1C6PRyKhRo7rcJj4+HoVCwc6dO5k1axYA2dnZFBcXk5iYCEBiYiKrV6+msrISLy/zyb5jxw6cnZ2JjIy0rrN161abfe/YscO6DzDP+Vu+fDm//fYbn3zyCcHBPSffOXrUPBS6uxsJQ0llg/luZXWjzpqN8ngcLMNiOpZImhGlYnN6202R/OomayDu62IeOlrSLsHbzBhvduZW81taBduzK/n+1vGonO25ZnQAXx8soljTzK1fJPHutQl4OtpmZ79spB/To1SkltZx37eHUSqk3Dc1nGtGB1rXya1s5OaP91uHuLZmQvdxbitl1KI38ndO2wfjhVHe1oQZuZbyRVIJXBxnnt+zNrmEz/ebhxw9MG1Yp5JvWyxl1qZGePU4HNhgNFlrzcb4nD3DfIQzY+GEYJKLNWzPruKxH1P56IbRna6jjlwc5Lx21Uge+yGV3Xk1PPh9CisujbMpwXfuME++uWUcH+3O55N9hezKq+baj/dz0/ggbp0YYp2TbS+XcsvEEC6L9+ODXfmsO1zC4RINh0s0PPdrBmOC3BgT5MboIDfi/FxwspPj5Hn8f3lanYG08nqKarVUN+qoamzhWFk9e/NrMGH+nFl5xQjr0D2jycT/tmTz5YEiAGJ9nfn3nJguE7SBecqLCYjxcbbJst4Trc7A2mRzCbi7zw077jBDYehLK6+3uTF1tgr2ULIzpxqTyXTWZo8X2kraymW9Owcmh3uyO6+G39PVXD+28/ShRy6IZE/ePnbmVvNXZiXnW5LiOtnJeeOqUby+LYcvDxTxe7qa39PVKGQSvJ3tsZdLUUgluCoVhHooSQh0ZXKYJ25KBQ4KWad8Imll9XxxsIhfjpZbX0O4pyMLJwQzK9bHGtzrDUbe35XPe7vMU6zmxPlYM6eD+bvkIz+kkl/dhEIm4fHpkVwxqutqHa10BiNP/XSEsrpmQixBv9A/BsUc8YiICKZOncrTTz/NsmXL0Ol0LF++nLlz5+Lraw5gysrKWLhwIS+99BKjRo3CxcWF+fPn88ILL+Dm5oazszPPPfcco0ePtgbRU6ZMITIykscff5zHHnuMiooKVq1axQ033ICdnfkL5bXXXstnn33GSy+9xPz589m1axebNm3i7bffth7fsmXL+Omnn3jzzTdxcnKyzi93cXHBwcGB/Px81q9fz7Rp03B3dyctLY0VK1Ywfvx4YmJiGOo0lhqLh0s0PLn+CKuvSTju+q3Jn+qbbeu5PzljOOeEebA5Xc2u3Gq2ZVdxXoQXDgqZNVnLtuwq7pgUilwmZUaUN+/uzKe4VkuTzsivaRVcPzYIhUzK85fG8fDaFPKrm/guqYQ7Jod2eRwTQz34/tbxeFhKHrX31t+5GIwmPJQKYv2c2ZFjnv/99KwoPBwVfL6/kFVbsjFhTkD3+IWR1g/OvKpG7v/ePMx1TLA7Kic7Uks0PP9bBgBzR/ha74S2Kqxpst6IuGB4z3ND0yvqadQZcLKT2ZTpEIS+IJVIWHZxNIs+O0hBjZbHfzjCG1eP6nTzqCOlwtxj/K8NR9mSWcnjP6TyzOxo5sT52qxz95Rw5o7w4+U/M9mRU82HuwvYdKScf54Xzoxob2tvoJeTHY9dGMktE4NZm1zKxqNlFNZo2Zlbzc5c8zXpIJcyNtidyeGenDvMg8B282qNJhP7C2r4/lAp27Iru828e36kF0/MGG5NJmkymVj5RxbfJJnn/916Tgh3nBNizYrblZ255pFd7ZPR9caOnCpqtXr8XOxtbloIZx+tzkB+dZO1usbZLMRDycYj5agbWvA+wRKAwtDRemNSZ+hdF+pF0d68+lc2ycUaDhdrrMl4W4V4KLlxXBAf7SlgxeYM4gNcrZ/7dpbkoZeM8OXLA0VszaqkVqvvVMN8X34N3x0qQSaB0cHuTAhxJ9TTEZPJRLa6ka1ZlTbl9yaEe3Jtoj/nhnta/7eZTCZ25FTz2rZs66jMBaMDeOj8tuzoh4pqeXhdKhrL/4cXL4sjzu/4HS9Gk4nnfk1nX0EtSoWUly6Lw8luUISDQ9KgafmVK1eyfPlyFi5ciFQqZebMmSxZssS6XKfTkZOTQ1NTk/WxxYsXI5VKuf/++2lpaWHKlCk8++yz1uUymYzVq1ezdOlSFixYgFKpZN68eTa1voODg3n77bdZsWIFa9aswc/Pj+eee85aQxzgiy++AOCmm26yOeYVK1Zw5ZVXWnvm16xZQ2NjI/7+/sycOZN77rmnz9tpIGr/xXZ/QS11Wv1xa996OJp7zCsbbOdOuikVXD7Sn1RLSbKfj5bjoVTw8AURjAt2RwJkVDTw7KY0/u+SWBwUMr5eNI6vDhTx2rYc/mh393OEnwv3nzeMpT+n8fOxcm6fFEKz3khhjTkDa/tkFcHtMrLmVTXSqDPwZ4b5TqhEAm9dM4oIlRMZFfU0thiI83Ph0XWpbMtum04xNcLTGoSX1zXzz+8OU6JpJtDNgcenm0dftGZaPi/Ci2dntSX6a/XW9lya9UbGhbgzOvD4SdoANlnKI40PcbcpaSEIfcXVQcF/r4jnli8OcqhYwzMbj/H8JbE9nm92cikrLoll+a/p1gzslQ0t3DguyKZnK8RDyap58WzJrOS/f2ZRWtfMvzYc45O9hdx1bijnhrddVypne+6YHModk0OoMkj49VARBwtrOVhYS3WTjr9zqvg7p4r//AH+rvYM83JCIoH08nrK61usz+nlZEe4lyNejgrclQpCPJRMCO1chuzz/UV8k1SMBFh6se2NhK606I3WGwOTw08siGrdbnqUSlzLZ7mMigaMJs7q0mWtQixtcKysXgTiZ7HWThKNtnf5Nryd7ZkT58v61DKW/5LOxzeORtmht/q2c0LYnl1FprqBB747zKvzR+Ll1DbiK8rHmWdmR2Mwmiira0bd0EKz3kCLwURNo46MigZ251WTqW5gX34N+yxTktqTSyVcMFzFDeMCOX+kOaeQeUi2id151by9I4+UEksVJgc5j02PZFZsW8nKA4XmUWVNOiPx/i68fMWIHkelmUwmXvkrm41HzLXFV1wa12l4vnBmDZpA3N3dnZdffrnb5UFBQaSlpdk8Zm9vz7PPPmsTfHcUGBjYY8K4iRMnsm7dum6Xd3zejvz9/fn000+Pu85Q1nEYZXZlAwnHCSSDLP9cC2qa0BmMnbb3afcPd5clC3mUjzPPzY3hXxuO8WtaBYsmBjPc2xl7uZRZsT68ti2HQ8UatmdXWnuazx/uhf1mKfnVTVzyzm5qLeWLnOxk/PO8cLLUjUyL9GJiqAcNLXo2pJax8o8s2t9zfWhGFJHe5vnXw72dMZlMPPXTUZsgPMDNwTqkvbhWy8PrUijRmIcDtQ6Lr2/W8+sx80iK68YEdhpmV1HfzO+WeeYPThvWq2HpG46YS2j0NERJEE5FmJcj/7lsBPd/f5g/MtQs/yWNp2dF9xgwymVSnp0djbtSwef7i3h1aw5FtVoevSDCpldZIjF/WZkU5sFn+wtZs6eQY+X1PLQ2lWgfZ24eH8T0KG/rMD6JREK0nwte8kCuHROIyWQiS93IjpwqtmdXklysoUTTTImmrQShk52M2bE+XD7Sjxgf5x6vr1+PlVtryt4/bViPQTiYb7RptHp8nO1sktT1RuvNx+N9bgpnh7TyemQSTmhqw1BlHqkm41h5fafEWcLZw8fZjiNg85nek/vOC2dnbjU5VY08/sMRVl4xwmY0l4NCxguXxnLnV4dIr2jg+jX7uW9qOBfH+drMB5dJJQS4OXR7PRbWNLE9u4rkYg2lGi0SiXn9MUFunB/phYejnU2prrSyel7Zmm3NJWIvl3JVQgC3TAzGrd20zuRijTUInxjqzsrLR3Qa+t6Vj/YU8Pl+81Sqp2dFc+4J3hQW+t6gCcSFwcvJzvbDoaCmqYdA3AFPRwVVjTp25FQzLdL2H+zlI/3Yk1fNwSINtU1td0BnxviwJbOS39IqePvvPFZeMQIwz+ucO8KXDallPLn+KOtuM88Vd7KTs3B8MO/szLPpEWtoMfDCZnNm4+8OFXNRtDdbMm2HrEaqnLh6tD93XTjcJkvnusOl1jlD/7sinonthqB+m1TMi7+b9+vmIOfV+fHWu5dfHSyiocVAuJcjY4I7t823ScUYTJAQ4Eq0T88ZYjMrGtBo9TjZyWyS0AnC6TAuxJ3/mxvLU+uPsOFIOc16E8suju6xDIpUIuGh8yPwdbFn1ZZsvjtUQl51Eysuie2US8JBIeO2c0K5cpQ/a/YW8t2hYtLK6/nXhmP4bs3hipF+XBznY72R10oikRDp7USktxM3TwimoUXPkdI6imq0GIFgdwdG+rv26kuMzmBkzd4C3tmRhwlz5vMbxgb2uF1uVSOrLTkkFk4IOaFebYPRRF6VeVhilLfouTjbpZXX4+/mIPIEYL62g92VHCsb3BVBhFMzzMuRLZmVZFTU97yyhaejHS9eFse93ySzK6+aJ348wkuXxdn8zwr1dOTdaxN57IdUsisb+fcv6by9I49LR/hyYZQ3ESrHHm/aBrkruXaM+abw8aSX1fHfn4/y81Fzh4tCJuGqhABunhBsHRbfKqVEw/3fHaZJZ2R8SO+D8HXJJby5PReAh84f1qn2uNA/RCAunHb+rrZDxkpqj3/XUiqRMCfOl0/3FbJicwYjA1xshtt4O9vzwmVxzHprF1WNOvQGo7UH7Y5JofyWVsG27Eo0Wp25/BCw5KLhZKsbOFpWz3u78nlyxnDz+pNDuSjam7zqJkI9lfi7OnD9mv3kV5unOBhN8Muxtoznl8X78q+ZUUglEjp+/tY06nh9Ww4A904JtwnCTSYTX1tqScqkEl68LM46T7W6sYVP9poTtN02MaRTJtxSjZbPLHcwrx/XObFIV1qztMf6uXTK5ikIp8MFw1U8f0ks/9pwjM3pFVQ1tvDiZXE9JmcEuH5sEIFuSp7eeJR9+TXc/OkBVlwax4gu5rp5ONrxwLRhLBwfzDdJxXyTVExZXTNv78jj7R15RKgcOXe4N2Gu9kSonAj3crQZduhkJ2d8iAfje1Gsor5ZT1GNlrzqRlJL6/gtrYIKy027K0b68dj0yB6/iGVWNPDg2hQ0Wj3x/i5cmXBiI1SKarW0GEzYy6WiF1TgWHl9p5tNZ7MQDyUHCmr7+zCEfhTvbx5hdLDwxM6DUQGu/G9ePA+uTeHvnCqWbDzGig5Tq0I8lHx60xi+2F/Ep/sKKatr5j1L4jSVkx0j/FwI83LE39UeP1cHgt2VBLn3rqJBRX2zpfOonIOFGuvjs2K8uWdKeJef93/nVPHU+iM06YyMCXLj5St6F4T/kV7Bis3mHESLJgR3maRO6B8iEBdOu0vj/cirbiKtvJ79BbWU1fc8fOiWicGsO1xCZUMLs97axQfXJdok1HBXKpBJwGCCykadNWt6uJcj4Z6O5FQ1si+/hulR5qz0cpmUOyeH8tDaVL47VMIwLyeuGR0AmIfWhrVLZvbfK0bw9o485if481taBT+llnFxrA9Pzhhu8wFdqtHy+E/H2JdbxXBvJySYE9NFqpxs7n4eKqrlvZ355FQ1Yi+X8vM/zrFJ/LZmbyENLQZifJy5KKZzFv33dubTrDcyOtCVCyJ7Hn73V6aaj/YUAHChJdunIJwJ06O8WWUn54n1RzhQWMuizw7y8hUjejUHbVqkFx9cN5rHfkylsEbLbV8kcevEYBZOCOkyAZy7o4I7Jody84Rgfk83X6f7C2rIUjeSpc6zrifBnOdhhJ8LY4LcOCfMAz/X7gPa7MoGfjxcxvbsSvKqmzot93Ky4/7zwrk41ue4QbjRZGLd4VJWbcmiSWck1EPJf68YccI3xtIsCX0iVE79Wq5K6H96g5EsdQPzRorpRq1CPR355VgF6vpmVGKe+FlpdJC5fFhBjZbcykab73M9GRfizv/mjeCB71P4M0PNa1tzOmUQV8ik3DwhmAVjAvkzQ80vx8rZm1+DuqGFv7Iq+ctSMqyVk52MccHuTB7myYQQdwLdHJBIJOgMRtIrGtiTV822rEoOl7SN5JBKYFqkilsnBlurAbXXojfy7s48Pt5TgAmYEOLOfy4f0Wlue1f+yqzkXxuOYTSZR5TeMyWs1+0jnH4iEBdOO4VMykPnR/BNUjH7C2qtWdSPx9VBwaMXRLL0Z/P8+yOldTaBuFQiQeVsT1ldMxX1zdZAHMzJyXKqGtnTLhAHmDLMi3unhPHG9lz+tyWLSG9HxgS5d3ruUE9Hnr8kFoCxwe7W3vP21A0t3PTJQaotQ+P3W+7IyySw+KK2gP2zfYWssswlBXMJtvZBeEOLnm8tWZdvnxRq80W7pknHi5szrb3bd04O67H3rVlv5OU/swBzubT5J9j7JginamKYB+9dl8gj61IpqjUH1P93SWyv5qJFejux5oYxPP9bOpvT1by7M58fU8q4YVwQs2O88egiEY29XMqcOF/mxPlS06Rjf0ENGdVakvKqyFY3Ut2kI7+6ifzqJjYdNScwjPZx5rwIT8aFuBPi4YjeYCS5WMOPKaXszqux2b+HUkGQu5Lh3k5MDHVnaoRXj8OC08rqefH3TA6XmHs5xoe4s+KSWJs5fr21x5IHY6S/KEF4tsupakRnMNkkED3bhVra4mhZPVNFIH5Waq1w83dOFRuOlHHv1PAT2n58iAdLZ0fzrw3H+Gx/IXF+zsyM8em0nr1cyuxYH2bH+qDVGThSVkd6eQMF1U2UaLSU1jWTX91EQ4vBJkB3VMhwUEipbdLRMbH7SH8XpkepuHZyOAqdvlPtbJPJxN85VfxvS7Z1pOa8UebRWL2ZnvJTainP/ZqBwWjiomhvnpoxXJT6G2BEIC6cMa29Ws16Qw9rms0d4UtSUS3rDpdS39I5eA90c6CsrplsdaN1aBKYv/R+nVRsrv3bob7owgnBHCuv5/d0NQ99n8r71ycSeRIZI1dtyaK6SUeEtxPXjwnk1b+yadIZWD431nrDwGA0sWavuWc6IcCVMC9H7mpXJi2psJY7vjoEmOeMnxveNpRdqzNw2xdJ5Fc3IQGuTgxgbBdzxztal1xCiaYZH2fz8F3xgSv0h0iVEx9fP9raM/7w2hQeuSDSOgrleFwc5Dx/SSwXpFWw6q9syuqa+e+fWazaksUIP1emDPPkwihVl3WU3ZUKZkR7c63KxZqBtqqxhaNl9Rwu1rAnr4bUUg1p5fWkldfz7s78TvuQSmDqMC/mjPBlbJDbCQXPOoORt3fk8cneAowmUCqk3DU5jOvGBp5Ub3Z9s57f0sw34kQyKuFYWT0SzHlUBDNPRwUu9nKOltWJa+QsdtlIP/7OqWJtcgm3nhPSq57i9mbG+JBe0cDHewpY/ks64V6ODPfuPh+Pg0LGmCD3Tp05eqOJ9PJ6duZWsSOnmtTSOhp1Bhp15u+9LvZyRge5cW64B+dFeKFytkciAZWb0ibfEJgTvb34eya7LFUzvJzseHx6hE0HU3cMRhNv/Z3Lx5bRkbNjfXh2ds9JVIUzTwTiwhljstzqO5EvpK1zX7S6zrV9o32cOVBYy/Jf06lv0VvnvIwLccdOJiG/uomFnx1kdJCbNdO4RCJh6exoS89ZLY+sTWHFpXH4uthTq9VR06QjMdCNivoWfjxcypwRPgS6KTEYTWxOq+DTfYVkVzbQYjAhAVYtGI2/g5Tpw1VodQZUzvaYTCa+OljM6r9zaWgx4OogZ/U1ozrVF/5sf6H19+vHBtks35xeQX51E24Ocl6/amSXQ5U6atEbrYH/reeE9GrekCCcLu6OCl6/aiQvbM7gx5Qy/vNHJiUaLf88L7zHzwCJRMLMGB+mRapYn1LKD4dLOVZez+ESDYdLNLz1dy5jg924dWIIE3pIRujpaMe54Z6cG+7JP84152TYll3FjpwqUkrqKK9rRioxj4SZGuHFvFF+NnXGe6uwpoklG45ZM5zPiPLmofOH4eNycr10JpOJVX9l09BiIMxTyfgQ95PajzB0HCurx9fV/oSDjKFMIpEQ4qHkSGnvE3UJQ8+0CC+C3B0orNHy5YEibpnYiyQgHdx9bhhpZfXsyqvmwe9TeP+6xONOY+qKXCohzs+FOD8XbjsnFJ3BSHGtlhaDETcHBd7Odr2qevPFgSJW/20uWSuXSrh2TCC3TwrpVb3v+mY9T288xnZL9Z5FE4K5e0qYmNo0QIlAXDhjdJYxObvzqkkvryeqF9m/FZa7d7qO43mAS0b48sUBcxKzjUfKrYG4s72cC6O82XS0nKNl9Rwtq2dssDvnWe6WOyhkLJ0dzVUf7qNY08zCzw7a7Dfax5kSjRaNVs+vaeXMG+XPusOl5FQ22qx3z9QwRga5oVbX4Wwvx9lebqnRmGMTZJ8X4dUpCC/VaK0lzj67aYxNWxhNJmt5iRvGBfUqCAf49lAx5fUt+DjbcekIv15tIwink0ImZcnMKILclby5Pdea7Gbp7J4zqoOldEtiAFclBlCq0bIzt5otmWp25Vazv6CW/QWHmRTmwcMXRHSq890dD0c7Lov347J48zViMJqQSjjp0SPNeiPfHSrm7b/zaNQZcLGX8/SsKC44hfwMeoORlX9m8cPhUiTAo9MjxZcogSNldaJ+eBdCPZXsyKnqNAJOOHvIpBLunBzKMxvT+HB3PrNifE44uaVMKuG5uTHc/mUSuVVN3PHlIVZdGX9KdbYVMmmXo7e6Yq4fXsMb23I4Wma+sTQuxJ2nZgwnpJfTUSrqm3ng+xQyKhqwl5v//86O7TzMXhg4RP0L4YwxGM3BtM5g4v7vU6x/H4/UEogbOk6cwVw7/JtbxgHm8kA6Q1uv+aKJwcja/T9+c3sODe2Gt/u5OvDY9AjCvRzx6lAaIq283jqPPbeqif9tySanshEXezmXjvDlylH+PD0rqtMdV73RxLKf02yCcKkEruxQx/tQUS2LPk/CYDQxws+l0w2JX49VkFHRgJOdrNO23alv1vPBLvMw29snhfYqyBGEM0EikXDLxBCWXWweFvdbWgX3fptMdWNLzxu34+fqwLxR/rxy5Uh+vGMiC0YHIJdK2JlbzXUf7+e1rTnUN/ecf6IjmVRyUl/eM9UNvLY1m0vf2c3/tmTTqDMwOtCVz24ec0pBuFZn4OF15qSSEuCJGZGiBKGA3mgio6LBOidaaBPu6UhNk56iWm1/H4rQj2bF+DA60JUmnZElG47ZlJztLTelgtfmjyTEQ0lpnbmj5sPd+Sf1v6U3tDoDO3OqeH7jUeZ/sI/7vj3M0bJ6nOxk/Oui4bx51cheB+G5VY3c9kUSGRUNeDoqeGdBggjCBwHRIy6cMe2/7FY2tJBRUd9jb2/rdBZTF4E4mBO1tNYc35lbbe31HublxPvXj6ZOq+PRH46QpW7krq+S+eC6RGuQevlIfy63ZJ81GE3IpBJWbcnms/2FTIvwIiHQlVe35hDo5sD1Y4OYHettLYfWled/TWfDkXJzwraZUVw6wpf6ZgMuDnLra9iZW83jPx6hWW8kwM2Bxy+MtNmHVmfgLUu94ZvHB/dqfmqL3siK3zKo1eoJ81RyabzoDRcGnjlxvqic7Hhi/RGSijTc/OlBXrg0lhHt8jv0lq+LPY9Oj2TB6EBW/pnJjpxq1uwt4IfDJcxP9Of6yeG4SUyYc6afuma9kdzKRjLVDaSUaNiTX2NNnAPg52LPreeEcFm83ynPwVv+Szo7c6txkEt5bm4s03pRKUEY+nIrG2nWG3v9pfxsEm7Jkp1aUidKu53FpBIJz8yO5qZPD3C4RMOSDUf5v7mxJ9wx4efqwPvXJvL0xmPsyqvmze25vLszjxgfF3xd7HFxkOFibx5mHuqpJMbHuctEosdzuFjDt4eK+TNDTVO7qZdKhZRLR/hx6zkhnTqJjudgYS2P/ZBKrVZPiIeSV+fHn9QUK+HME4G4cMY4dPgwLKrV9iIQt/SId9N7LpFIuDjWl8/2F/LC5gwiVI7WD5/WGsSr5sXzyLpU0srr2ZxewZw43077af3y/MC0cK5M8CfY3cE6T9XLUdFpaDnA1qxKknfk46uUE+bpyPrUMmQSePGyEdYvz61B+LdJxbz4e6Z128nhHrx4aZzNPG6tzsAj61IprtXi6ajgurGB9Mbr23L4Na0CCXD/ecNE3XBhwJoQ6sH71yXy2A9HyK9u4rYvD3HX5FBuHh98UgFssIeSVfPi2ZpVxWtbs8mrbuKDXQV8sKsALyc7hqucCPFQEujuQICrAypnO1zs5TjZyXC2lx83j0JuZSO/pVewI6eKo2X1nT6DFDIJk8M8mTvCl6kRXn1y3W3JUPNrWgUyCbwyP77Lqg7C2elIWZ21FJ9gy9lejo+zHYdLNMwSPYBntSB3JS9dFscD36ewJbOS+75N5vlLYk+4tJ27o4JX58ez6Wg5H+0uIKeq0ZKjpOv1wz0dGR/izsQwD8YEudlUx2mlMxjZll3Fl/sLOVjUVjfc18WOadE+JPg5MznMs8ttj+fHlFJW/JaB3jLK8n/zRpzwjQGh/4hAXDhzOnxPrbWU/jqe1kzrLYbuhxjdMjHYWvP30XVH+OTG0TaB87gQdxZOCOatv3NZtSWbYHelTSk0m0O0JH5p5dtNoqWvDxbznz8yOz1+xSj/Tj1YeoORD3e3ZWeeMsyT/1wWZ3OMBqOJxT8dZU9+DUqFlBcvjetVQh690cSvlqzKT100XGSNFQa8YV5OfHT9aP7vt3R+T1fz5vZctmdXsXR29EkFGRKJhGmRXpw7zJMtGWrWp5ayL7+WyoYWKhta2GUp/9UVJzsZfq72BLop8Xa2w0Euo1arI7Wkjpwq25wQbg5yhqmciPZxZnSQGxNC3E/4C9Px6A1GXt1qLnV40/hgEYQLNo6U1uEnErV1K8zTkeRiTc8rCkPe+BAP/ndFPE+sP8LBIg03fHKAFZfGnvBnqkQiYU6cLxfH+pBX3URGRQOVDS3UNeupbdJRVtdMTmUjedVN5FQ1klPVyNdJxUglEKFyIszTEQ+lAr3RRLFGy+FiDQ0t5uzpCpmEWTE+zBvlz6gAF7y9Xa2VPnrLaDLx2tYcPt1nng55YZSKpbOjRaLeQUYE4sIZM324is/3F5KlNn/BbeoiE3pHTnbmD5T65u5LnrkpFbx1zSiu+3g/meoGvk4qtiZua3XjuCA2p5vnXt/19SHevGoUiUE9lwPryt85VdYg3MVeTp1l7lC4pyP3TmmrX6k3GNl0tJxP9hVSXm+eD/vcnBjOH67q1MP+zo5ctmVXYS+X8sqVI3t1bBkV9bz0eyaVDS24KxXM7aKnXxAGIhcHOSsuiWXDkTJW/pFFcrGGGz7ZzyMXRHBZvN9JzdmWSyXMiPbmohhvnN0c2XG0lKyKBgpqmiiq1VKiaabK8iWqSWfAaIKGFgNZ6kbrZ1J7MqmEiaHuXDjcm3Eh7vi72p/WRFDrDpdSUKPFQ6k4qYy/wtCWWlLX66RPZ6MIlRNfJxXTpDOImxUCE8M8+Oj60Tz101Ey1Q3c881hnp0dxcWxJ/49SSKREObp2G1C0JomHQcKa9mTV82evGoKarRkVDSQUdHQaV2Vkx2XjPDl6sQAa0WNk/m30qI38uymNDanmzti7pgUwu2TQkVSz0FIBOLCGeNsL+fLheNY/ksaP6aUHbeXu1Xr8JqduVU8u+kYd58b1mU5CW9ne+6dGs7zv2Xw8Z4CFowOtBnqaieX8s6CBP614Sg7cqp5eF0qyy6OZlK4p3VIaWvG1WNldbyyNYfbJoYwzlIyKFPdwCtbsvFyUrDTUtPxqgR//nPtaN7/MwONVs/ViQE2dyKf/y2D9all1r/vmRLW5bC5vzLVfLDbXHbs8QsjGd3LGwT/+T2TJMvwpvkJ/iJBmzCoSCQSLhnhx9hgd5b9nMb+glqe+zWDPXk1LJ45vFdlWrrjoJAxKsCVkd3MPzeZTDS0GFDXt1Cs0VJcq0Xd0EKL3oiTvYxwL6cTriF+Kko0Wt7YngPA7ZNCcLQTgYTQpllvJFPdwFUJvUveeTaK9HbCYDRxuFjTY0lD4ewQ5uXIh9cnsvyXdH5Nq+DZjWnILFMO+5K7UsH04SqmW5J0VtQ3c6S0jsIaLZpmPTIJqJztifFxJsbX+ZSD5cqGFp605FqRSyU8PSuqyymXwuAgAnHhjGvtVTL2YgxO69DwJp2RjUfKUde38MbVo7pc99IRvry+LYeqRh2Hims7DUNytpfzwqVx3PtNModL6nh4XSr2cikJAa4YgaOlddw7NZzXt+bQqDNwrKyOJTOjWJdcyoHCGlralVAL93LkwfPNtcmvGOXfaThRbZOOTUfLAbh2TCDxfi5cGO3d6ZhNJhMfWoLw68cGWksq9aSxxUCKpV7xlaP8RQ+aMGj5uzrw5tWj+GRvIW/9ncuvaRUcK6/nhUtjGe7dc4nDkyGRSKwlB8O8+reXsVSj5YHvU6hvNhDv78KVCQH9ejzCwJNRUY/eaBI94sfh72qPs52MpKJaEYgLVg4KGcvnxuBsL+f75BKe3ZSGu1JxWs8Rb2d7pkWe2Jz03jCZTPyZWcmLmzOoatThbC/jxUvjxPk+yIkuNGFA65ghdk9+DS3dlKSQy6TWrOmb09Q06402Jc0AlAoZb149iitG+qGQSWjWG9mTX8O+/BoaWgy89HsmjTrzMPj6ZgNPrj/KrrxqmyB8mJcjb1w1sst5OE06A0+tP8KMN3eiN5oY7u3EIxdEMCvWp8tkTmnl9aSW1qGQSVg4IbjX7fLezjx0BhNB7g48OSPSOpdeEAYjqcR8/r+zIAEfZzvyq5tY9NlBPtlbgL4XI2cGI63OwJo9BSz4aD85lY34ONvx/CWxItmi0ElKSR1yqYQg9xOri3w2kUokDFM5cbCwtr8PRRhgpBIJj18YyYwoFXqjicd+OMKhosF1npRotDyyLpUnfjxCVaOOCJUjH143WgThQ4DoERfOuNZSZL0ZnuPexdDQnMpGon277imbEe3NT6llfJNUzK/HyvF0tOPDGxJthrk6KGT8a2YUT100nNyqRnbn1VBSq+X39ArK61sI8VByXoQXn+4rxNNRwWXxfsyO9WGYlyP1zQaUdrIuvywX12p59IdUm3lBl4w4/nChbw+ZU3CeH6nCs5dZLrPUDXxiSc5x/3nDTuu8VUE4k0YFuPLZzWNZ9nMa27OreHVrDusOl3JNYgAzor1PqJzLQPZHegUv/5llzR0x0t+F5y+J7XLajSCklGgI9VCi6KJ6h9AmytuJH1NKadYbxc1pwYZMKmHpxTFotCnsya/h3m8Ps+ziaC6M6jxScaDZkFpm7SSSSyXcND6I284JFef4ECECceGMa+1clvUygFw4IZiP9xRY/77x0wP839yYLuf5TAz1wM/FntK6Zmq1emq1elb8lsHS2dGdEqRJJRKGeTkxzMsJgHunhrOvoIYxQW4oFTJuGBeEu1JhE3S3liPraENqGf/5I5OGFgNuDnISAt3wd7Vn3qju5/Rtz65kg2UO+TWJvRuOWt+s55F1qQBcMFzFBZY5SYIwVLgrFfz3ihGsTy3j1b+yya9uYuWfWbz8Zxajg9y4LN6PmTHegzIoMRhNvPJXNl8cKALM9cfvOjeUOXG+IsmO0K3kYg1xfscv9SlArK8z3x4ycUgMTxe6YC+X8vIVI3hi/RF25FTz5PqjXDmqhvunhZ9STpLTRW8w8vKfWdYOm4QAVxbPHG79zioMDYPvm4ww6LX2iPf2e+c/zg3jpzsnMt6SOA3gm6TiLteVSyX887xwm8d+OVbBQ+tSe5yTbi+Xcm64pzXjqsrJrtthoiUaLeuSS9iRpSazooHlv6TR0GJgpL+5R+/lK0bw6PTIbrO3/pZWwUNrU9EbTUwMdSchsOukUu3pjSZu/SKJolot0HNvuyAMVhKJhMvi/fjhjgk8ckEEcX4umIADhbUs/TmN+R/sZXNahfWzZDAwmkw892u6NQhfOCGYb24ZxyUj/EQQLnSrsqGFEk0z4f2cy2AwCHBzwNVBzp78mv4+FGGAclDIePmKeG4aZ66s831yCQs+2s9fmZUD6v9JnVbPQ2tT+fZQCRLgrsmhvL0gQQThQ9DAuwUkDHmtXzl7+5knl0rwdbHnhnFB7LX8gz1WZk5e01WgPDPGPB/bw9GOsrpmlv2cxq7carZkqJneB8OQ9uSZs643d5irfm64Jy9fMcImW3tXCqqbWGkpf3ZxrA+PTY/s1fDyP9IryKk0l1m6eXwQk8M9T/IVCMLg4GQn59oxgVw7JpBSjZaNR8r5OqmYEk0zT/10lCnDPHlyxnBrUseBymgy8dLvmfyUWoZMAv+e0/WIHkHo6LClNvYwkaitRxKJhGgfZ3blVnHf1PCeNxDOSnKphPunDeOcMA/+77cM67TCC4areOLCyH6fAnWsrI7FPx2loEaLvVzK/82NYVqkGP04VA2aHvGamhoeeeQRxowZw7hx41i8eDENDZ1r9LXX3NzMsmXLmDhxIqNHj+af//wnarXaZp3i4mLuvPNOEhISmDRpEi+++CJ6vd5mnd27dzNv3jzi4+O56KKL+P77722Wv/baa0RHR9v8zJ49+4SP5WzROkRcZzyxJEznhnuy++GpOMilaPVGrnhvDztzq7pcd3qUN6OD3Jgd68ONljufz2xK4+M9Bad01zO7soFHf+gchDvby3j8wsheBeH3fJNMVaOOSJUT/5oZ1e1w9/aMJhOf7zf3pN0xKYR/njdMJHUSzip+rg7cek4I624bz+3nhKCQSdieXcWCj/bxfXJJr6ow9IfGFgNLN6XxnaVnY+nFIggXei+pSIOnowLPIZIf4XQb4edCWnkD6oaW/j4UYYCbEOrBlwvHcvP4YGRSCX9mqLn24/3syOn6e+Xppq5vZuUfmSz67CAFNVp8Xex5/9pEEYQPcYMmEH/00UfJzMzkww8/ZPXq1ezbt49nnnnmuNs8//zz/Pnnn6xatYpPPvmE8vJy7rvvPutyg8HAXXfdhU6n48svv+SFF15g7dq1vPrqq9Z1CgoKuOuuu5g4cSI//PADCxcuZMmSJWzbts3muYYPH8727dutP59//vkJHcvZxMGSYKJjMNsbUomEYEsm9bK6ZpZuSusxsL59Uigj/V1p1ht5fVsOL/6eSW5lo812rb//eqyc81/7m58tpccAUks03Pp5Eq9tzeGp9Udp0hkZF+zG3w9OYcncWO6YFMIXN48lwK3rREvFtVo+3lPAW3/nMv+DvZTWNRPo5sDrV43sdbKNb5OKSS2tw0EuFeWNhLOag0LGXeeG8elNYxjh50JDi4EVv2Vwy+dJ7M2vHhDDC00mE/nVTXy8p4CrP9zLpqPlyCTwzOwoZseKIFzovaSiWiJUYjhqb43wc0EC7OynYEoYXJQKGf88L5yPbxjNcG8napp0PPh9Cu/uyDsjN3cbWwxsyVRz3+cHuOSdPXx1sBiDCWZEqfjspjHdJiYWho5BMTQ9KyuLbdu28e233zJy5EgAlixZwp133snjjz+Or2/nubJ1dXV89913rFy5kkmTJgHmYHjOnDkkJSWRmJjI9u3brcG9SqUiNjaWBx54gJUrV3LfffdhZ2fHl19+SVBQEE8++SQAERER7N+/n48++oipU6dan08mk+Ht3fWw594cy9nE2d582tVp9T2s2bXxIe7WzORVjTo2HCnjomifboNae7mUd65N4Iv9hby6NYfvDpXw3aES3BzkJAa6odHqyK/RsmhCMC//mQXA0xuPkVHRwM7cKutzHS4xDxH0dFTw3NxY7OVSbp86DLW6rtth9s16Iw+vSyFL3Wh9bISfC0tmRfV6+FNVYwuvbc0BzAnlVKJnRBAY5uXE+9cl8tXBIt7ZkceR0jru+eYwkSonLk0MJNRFgbO9nGa9kZomHRqtHq3eaA3UW69ZhVyKl6OCYSonhnk5nvR8bZPJxJHSOjYeKWdbdiUlmmbrMn9Xe56eFcX4EJFASui9Jp2BY+X1XJ3YfdJPwZaLg5wwT0e2Z1dxabxffx+OMEhE+zjz4fWj+d+WLL47VMI7O/M4XKJh8UXDT7iahd5gJLuykaJaLXVaPS0GIybM/yOa9UZqtXpKNVqyKxvJVjfQrjouowJcuXNyKBNFssGzxqAIxA8ePIirq6s1CAeYPHkyUqmU5ORkLrrook7bpKSkoNPpmDx5svWxiIgIAgICrMFvUlISUVFRqFRtwz6mTJnC0qVLyczMJC4ujqSkJGvw3H6d559/3uaxvLw8pkyZgr29PYmJiTzyyCMEBAT0+lhORHffE1sfH+h5fzwczSXJqpt0J3WsN40PosVS/zu/uollP6fzW1oFr1wZ3+1ca4VMws0TgvF0smNdcglHy+qp1er5K6vSuk5rEN5qzd6CjrvBQ6ngtatGonK2O257N7UYKKhp4o1tuTZB+LxRfiy+aPgJlRz78kARWr2ROD8Xrh0TMODf39NlIJzfffHcA+F1DBVymYQbxgUxK9aHD3bl88PhUjLVDfxvc/pJ7c/TUcG0SC8ujfdjpL9Lr67T+mY9v6VV8E1SMenlbdOl5FIJo4PcmBXjzexYHxy6Sdw4GPXHOTzYrpe+aKPUUg0Go4nIAdgj3v71DYBBKDZGBriwOU2NzmDE7iRLPInP6Tanqw0GWhs7KKQ8ddFw4v1dWPFbBjtzq5n3/l4mh3sS5e2Et4sdoR6OxPm54Ghn+3luMJrYnl3F+pRSdudV06Tr/YjPQDcHZsX7Mz3CnRifs7s6wkA7J86EQRGIq9VqPD1tE1PJ5XLc3NyoqKjodhuFQoGrq202ai8vL+s2arXaJggHrH/3tE59fT1arRYHBwdGjRrFihUrCA8Pp6KigjfeeIMbbriB9evX4+zs3KtjORFeXse/UHta3t8iA9wBqGjUoVKd+LGqVC6sDFORVFDDNat30mIwsiOnmoPljcwccfw74IumubBoWiQteiMpxbV8ujOP3TlVFNU0ATAy0I2Fk8P4769pRPm5cMmoAM4Z5kmgu5KDBTWEejri5WybGKqr9r71o738ccw8vN1eLuXNG8bgqlQwNsQD6QnM7U4truWrg+YM8ffPiMLbu+fs6kNdf57fffncA/06HUxUKngp1IvFl7bwc0opf2dVklleT0OzHnu5FA8nOzwcFTjayZFKJOZecQlIkNCsN1Baq+VIiYaqRh1rk0tZm1xKqJcj02N8GB3iQbCHEid7OXqDidomHSW1TWSW15NUUMO+3GpaDOYvXfZyKRfH+3FpQgCTIrxwHIAlcfrSmTyHB+v1cirHffRAMS4OcmJDPAdsZn1X14GXRG5ylA8/ppSRoWlh2ikmaB2s511fOt1tMNDa+JbzXZga58fitSnsyalia1YlW9t12tjJpZw3XMW0aB9UTnYcLqrlh6Ri6/dIAFcHOeHezng6KrCTS5FKJEgkYC+X4aZU4OfmQIS3M/GBrvi7KfvjZQ5oA+2cOJ369VvCypUreffdd4+7zsaNG8/Q0Zy8adOmWX+PiYkhISGBCy64gE2bNnH11Vf3+fNVVnY9FFoiMZ+83S0fKFR25i8UyYW1fLMz56RrYQcpZfz94Lm8uT2XD3cX8MLGoyR4O/aYMK1ViKOcxRdGABFodQaSijSMCXLDTi7l/DsmtK1oMFBZWU+IoxyTtgW11pwEprv2zqxosAbhAMvnxJDgbf6yUlVV3+vXp9UZWPj+XhpbDIwLdmOMryNqdV2vtx9qTvX8PpmbPh31xbU1WK7TweqiCA+unRBywu2rNxjZX1jLxtQyfk9Xk1fZyId/5/Lh37k9bhvu6cjlI/24JN4Xd6V5xE+jponGHrYbrE7mHD7V62+wXS99cZ1vOVbOcJUTdZqmnlc+wyQScxCu0TQOuPfFTWYuP7p+fwEjPE9sWHGrofQ5PVCvvYHcxu5SeHN+PMfK6tiXX0t+TRMVdc2kVzRQVtfM5qPlbG6XSwjAzUHOZSP9mBXjQ5SPU+9unun0VFbWDdh2ONMG8jlxMnpz7fVrIH7rrbcyb968464THByMSqWiqso28YZer6e2trbbedkqlQqdTodGo7Hpia6srLRuo1KpSE5OttmuNZN5+3U6ZjdXq9U4Ozvj4ND1B7yrqythYWHk5+f3+lhOhMl0/KFgPS3vb6Eejswd4cuG1DKWbDjG2tvG4+18suWHJNw8Pphvk0rIrmxkc1rFSWUktpfLrHNyTrTtWtu7SWegsqGFF383lyabMsyTf100HJWz/Um9H39kqFE3tODjbMdLl41AgmRAv69nSn+e33353AP9Oh3sTrR9ZVIpE0I8mBDiweMXGtiVW8Xe/BrSKxoor2umSWdAJpXgbC/Hx9mOYA8l0T7OjA1yJ9RTaR3Gfja9p2fyHB6s18vJHndji4HU0jquSRyYyTlbX9NAfE8kEgmjAlzZklnJYxdGntJogsF63vWl090GA7mNo31ciG43XNxkMpGlbuTPDDWHSzTUNxsIcLNnyjAvzo/0spmCdLLfJYWzqy36NRD39PTsNOS8K6NHj0aj0ZCSkkJ8fDwAu3btwmg0MmrUqC63iY+PR6FQsHPnTmbNmgVAdnY2xcXF1jnZiYmJrF69msrKSry8vADYsWMHzs7OREZGWtfZunWrzb537Nhx3HndDQ0NFBQUWIPs3hzL2WbJzCjyq5o4XKLh+d8yWHFJ7EnPoXS2l3Pd2EDe2ZHHx3sK+qU00OFiDU+uP0J5vbm3XKmQ8sB5w1Cd5A0GncHI5/vM5cquGOnfqxJngiD0DUc7GdOjvJl+isNaBeFkHSyqxWA0Ee0z8OaHDwaJga78kaHmaGkdI/zFlC6hb0gkEiK9nYj0Ftel0DcGRfmyiIgIpk6dytNPP01ycjL79+9n+fLlzJ0715oxvaysjNmzZ1t7uF1cXJg/fz4vvPACu3btIiUlhcWLFzN69Ghr8DtlyhQiIyN5/PHHOXbsGNu2bWPVqlXccMMN2NmZM1Nfe+21FBQU8NJLL5GVlcVnn33Gpk2bWLRokfX4XnzxRfbs2UNhYSEHDhzgvvvuQyqVcskll/T6WM42cqmEe6eGAbA9u4qrP9x3UuXMWl2TGIBcKiG9ooFjZXWs/juX93bmUdV4emuJ6g1GHv/hCLd+kWQNwu1kElZdGU+Y14nPnTMYTfxwuIQFH+3jWHk9UglcGt+5KoAgCIIwdO3MqcLLSYGvy8mOFju7RaiccLaXsSWzsueVBUEQ+smg6WZbuXIly5cvZ+HChUilUmbOnMmSJUusy3U6HTk5OTQ1tc2lWrx4MVKplPvvv5+WlhamTJnCs88+a10uk8lYvXo1S5cuZcGCBSiVSubNm8f9999vXSc4OJi3336bFStWsGbNGvz8/HjuuedsSpeVlpby8MMPU1NTg6enJ2PHjuXrr7+26e3v6VjORmOC3Lhvajivb8uhtK6ZY2V1JAS6ndS+3JQKJod7sjWrkps+PWh9fG1yCV8tGmctmXaqjCYTP6WUcbColnh/FyqbDfyRYZ66MDPam7unhGEvl57UUPuGFj0PfJfCoeK2MmkPnj/shEtnCIIgCIOXyWRiW1YVI/xcT6jChtBGJpUw0t+VPzPU3Ds1vL8PRxAEoUsSk+lsGYU/dHRXt1oiMScGOF5d64HoobUpbM+u4vELI7n6FObD/ZRayrKfO5ctundKGIsmhpzKIQKgN5r4989pbOqQoANg2cXRzIk7tZ7r93flsfrvPBQyCfdMCeeKkX59dgNhKDjV89vb+9STtfXFtTVYr9PBQrTv6XcybXyq199gez9P5TzMq2rkqg/3cc+UMEYFDNxh1W5ujtTWDtyUhElFtaz+O49vbhlHmOeJjVAbSp8jA/XaG0ptfCpEO7QZam3Rm2tvUAxNF4a2cMs/yNTSOsrrmk96PxdGeXN+pBeXjPBl7W3jeWZWFABvbM9l6aZjFNYcP/NsRkU9z/+WTnGt1ubx1ntV7+zIZdPRcmQSGBvshgSwk0n518zhpxyE1zbp+GK/eU74kplR3DguSAThgiAIZ6GtWZUoZBKifZz7+1AGtThfF+xkEraK4emCIAxQ4pu+0O9a51JvSC1jQ2oZ40LcWTE3FndHxQntR6mQ8Z/LR1j/9nKy47WtOVQ36dhwpJxf0yq4OjGAKcM8Cfd0ROVsj95oQqPVUdWoY+FnB9EZTJRomll80XD2F9Tw9cFiMioasJdLaWgxALD04hhmx/qQU9mAv48rSqPhlO7clWi03PftYWq1egLcHPol2ZwgCIIwMPyRoSbOzwV7uegrORV2cimxfi78manm5gnB/X04giAInYhAXOh3He/678uvYfWOXJ6cMfyU9qtUyPh60ThSS+v48kARu/Kq+Xx/EZ9bep6D3R1oaDFQ1aiz2W5XbjWXvbvH5jG9JQi/YWwQs2PNgfIwlRMqz5Ov7W00mfjyQBGf7SukvL4FXxd7Xro0Dnkv66ALgiAIQ0tFfTMpJXUsEoFjn0gIcOWTvYVUNrTg5WTX34cjCIJgQ9xuFfpdpMoJH2c7ZFIJd0wyz+Ven1J6SlnUW7k7Kjh3mCevzo/nv1eM4KJob4LdHZBKoKBGaxOEezoquGlcEAAKmQR/V3vunBTK/eeF46iQMSvGm/un9V3Sl68PFvO/LdmU17cQ4qHk/esSifYVQxEFQRDOVr+nq82JxgJOPaeFgHmOvQS2ZYnh6YIgDDyiR1zodzKphPevS0SrMxLqqeSrg8VotHpyqxr7bI6cRCJhaoQXUyPM9eLrtHr2F9RQ06RjT34Nf2dX8cysaM4d5smN44NwdVDY9ExfNyYQuazv7luZTCbWJpcAcMFwFU/PjBK1wgVBEM5yvxwrJ87PGSc78f+gLzjby4lUOfFXViVXjPLv78MRBEGwIT7phQGhfYkuXxd7NFr9aa0B7uIg5/zhKgCuGOWP3mC0Btqejp2Hr/VlEA7mZDzZlY0oFVKWzBwugnBBEISzXFFtEyklddw6UQxL70sj/V35KbWUJp0BpULW34cjCIJgJYamCwNOa7bw+mbDGXvOvg60j0dd38z//ZoBwNWJAbg6nFhSOkEQBGHo+eVoBfYy6YAuWTYYJQS60mIwsSu3ur8PRRAEwYYIxIUBx11pDkyrOyRRGypetWRyH+7txJ2Tw/r7cARBEIR+ZjKZ2HCkjMQgVxxEr22f8nWxJ8DVgb/EPHFBEAYYEYgLA46Ps3loeIlG28Oag0t9s573d+Wx6Wg5YK4XLsrTCIIgCEfK6smvbmJiqEd/H8qQNCrQlW2ZleiNp1BrVBAEoY+JKEAYcEI9zXXFP91XyIKP9pFWVt/PR3RqTCYT6vpm7v/uMKv/zgNgbLAbcX4iK64gCIIAG1PLcFfKiemjBKWCrdGBrmia9RwsrOnvQxEEQbASgbgw4LQPULMrG3l9e04/Hs3JqW/Wk1qiQW808fKfWVz89m4Ol5jrjY8NduOhaRH9fISCIAjCQKAzGPn5WDnjQzyQtqvWIfSdEA8lXo4K/khX9/ehCIIgWIlUzcKA07FHYHduNbVNOtyUgyOpmd5o4p5vkjnaoSdfArxwWRzTLdnaBUEQBOHv7Co0Wj3nhIlh6aeLRCIhIdCNPzPVPDo9Epm44SEIwgAgesSFAUcmlfDiZXFcFu+Lp6MCE3D3N8kU12opqG7CMIDneNU363n5j8xOQfgtE4PZ9fBUEYQLgiAINtanlhHmqSTQzaHnlYWTNjbYjcoGHUlFtf19KIIgCIDoERcGqOnDVUwfruKl3zP5JqmYjIoGLn9vDwAqJzvCvRxxtpezcEIwIwbIXOtDRbUs/uko5fXm+ucPThvGqABXqhp1TI3wRCoRd+AFQRCENlWNLfydU8XVCf79fShDXriXI16OCn5Lq2BssHt/H44gCIIIxIWB7ZELIpga4clzv6RbA1x1QwvqBvPv1Y0tvHttYj8eoVltk44H16ZQ32zAz8Wey0f6sWBMIHIx/E0QBEHoxqYj5UiAcSHu/X0oQ55UImFMsBub0yp49III5DIxKFQQhP4lAnFhQJNJJUwK8+Sly+L44kAR8xMCMJpMpJTU8fq2HJKKNBTXagnohyF9NU06srIreXHjUQ4Umoe6DfNy5MPrR+NoJ+rACoIgCN0zmUz8cLiUhEBXnO3F17EzYWKoB7+lqdmRW815EV79fTiCIJzlxCe/MCiM8Hflubmu1r/HBruzK6+affk1vLszj2dmRSE5A0O/m3QG7GRSjpXVcd93h6lvNtgsv2ViiAjCBUEQhB6lltaRU9XIJfHh/X0oZ40gdyXB7g5sSC0TgbggCP1OBOLCoHXD2ED25dfwU2oZfi723HVuGJUNLXy+v5BoH2dmxvj02XPVNul4YXMGf2ZWdkoWF+apxNfFHpWzPTOiRDI2QRAEoWdrk0vwclQQK2qHn1HnhHmwLrmU6sYWPBzt+vtwBEE4i4lAXBi0pgzz4p9Tw3ltWw4/pJRiBL7cX0SjzoC9XMrkcM9eDfcrrGniSGkdF0Z5d1nSpE6r55/fHe6UCX1qhCdv3jSO5notpoGbyF0QBEEYYOqb9fx6rIKZMd6idvgZNjHUHIj/lFrGTeOD+/twBEE4iw2aTBU1NTU88sgjjBkzhnHjxrF48WIaGhqOu01zczPLli1j4sSJjB49mn/+85+o1WqbdYqLi7nzzjtJSEhg0qRJvPjii+j1ept1du/ezbx584iPj+eiiy7i+++/t1k+ffp0oqOjO/0sW7bMus5NN93Uafkzzzxziq0iXJUYgEwCFfUtfLArn0adeah4s97I+7vyOVRUS7Pe2O32G4+Ucc1H+/jXhmN8vKcAMCeA+z65hJQSDXVaPXdbaoK7KxW8dFkcs2K8uWtyKC9fMQIXh8FR21wQBEEYODakltFiMDI53LO/D+Ws42wvZ3SQG98dKsEo7qILgtCPBk2P+KOPPkpFRQUffvghOp2OxYsX88wzz/Dyyy93u83zzz/PX3/9xapVq3BxcWH58uXcd999fPnllwAYDAbuuusuVCoVX375JeXl5TzxxBMoFAoefvhhAAoKCrjrrru49tprWblyJTt37mTJkiV4e3szdepUAL799lsMhra5whkZGdxyyy3Mnj3b5niuueYa7r//fuvfSqWyz9rnbOVoJyPWz4WUkjoAbh4fhJ1Mynu78vl0XyGf7ivE2V5GnK8LbkoFE0PdmRapollvpKZRx8o/stAZzP+I3/o7l+3ZlWSpG60BfSsPpYLXrxpJlI8zF1hqgYtqZIIgCMKJMppMfHWwiNFBbrgrxc3c/nB+pBcv/ZHF9uwqMVdcEIR+MygC8aysLLZt28a3337LyJEjAViyZAl33nknjz/+OL6+vp22qaur47vvvmPlypVMmjQJMAfmc+bMISkpicTERLZv305mZiYffvghKpWK2NhYHnjgAVauXMl9992HnZ0dX375JUFBQTz55JMAREREsH//fj766CNrIO7paXtH+5133iEkJIQJEybYPO7g4IC3t3eft8/ZblywuzUQv+2cUGqadHy2v5AmnREnOxn1zQb25NcA8FtaBc/9mmGzfZC7A95Odhws0nDYsp+OVlwaS5SYxycIgiCcop051RTUaFkwJrC/D+WsNUzlxDAvRz7bVygCcUEQ+s2gCMQPHjyIq6urNQgHmDx5MlKplOTkZC666KJO26SkpKDT6Zg8ebL1sYiICAICAqyBeFJSElFRUahUbQm2pkyZwtKlS8nMzCQuLo6kpCRrIN9+neeff77LY21paeHHH3/klltu6ZTFe/369fz44494e3tzwQUXcM8994he8T5w/dhAMtUNTB+uwtFOhqOdjK8WjUMhleDpZMf+ghpKapsprdOyOU1NTlWjzfYLxwczd4QvO3KqaTEYkUpgUpgn7+3M45N9hVwwXMXYYPf+eXGCIAjCkPLx3gLCPJVEeDn296Gc1WZEe/POjjwOFdWSEOjW34cjCMJZaFAE4mq1ulOvs1wux83NjYqKim63USgUuLq62jzu5eVl3UatVtsE4YD1757Wqa+vR6vV4uBgW7968+bN1NXVMW/ePJvHL7nkEgICAvDx8SEtLY2VK1eSk5PD66+/3psmsNHdkOjWx8+2IdOeTnasujLe5rH2dcUnhHpYf79zciiNOgMyiYRSTTM5VY2cH+mFRCLh/OG2d8XvnxbOzBhvwr0cu2zTs7W9+8tAaO++eO6B8DqGMtG+p19/tPFgez+7a6PkYg0HC2u5a3LoGSm5ebq0f32DdZp1YqArQe4OvL0jj7euGWWzTHyOtDldbSDa2Ey0Q5uzsS36NRBfuXIl77777nHX2bhx4xk6mr7x3Xffcd5553UaLr9gwQLr79HR0Xh7e7No0SLy8/MJCQk5oefw8nI5peWCWZA/jOthHW9v1x7WEO19pvVne/flc4vz5vQS7Xv6nck2HqzvZ8fjfm9tKsEeSs6L80M6BL5turoO7l79BeNDePm3dJLVjUyP6TzNcbCed33pdLeBaGMz0Q5tzqa26NdA/NZbb+3Uc9xRcHAwKpWKqqoqm8f1ej21tbXdzrlWqVTodDo0Go1Nr3hlZaV1G5VKRXJyss12rVnV26/TMdO6Wq3G2dm5U294UVERO3bs4LXXXjvuawJISEgAIC8v74QD8crKui7vQEsk5pO3u+VC3xLtfWadanurVKf+wd4X77U4b04v0b6n38m08alef4Pt/eyqjXblVrEjq5J/nBtKnaapfw/wFEkk5iBco2kcVO9LR5Hu9sT6OvP02hSiFtnjoJABQ+tzZKBee0OpjU+FaIc2Q60tenPt9Wsg7unp2WnIeVdGjx6NRqMhJSWF+HjzEORdu3ZhNBoZNWpUl9vEx8ejUCjYuXMns2bNAiA7O5vi4mISExMBSExMZPXq1VRWVuLlZR6WvGPHDpydnYmMjLSus3XrVpt979ixw7qP9r7//nu8vLw4//zze3xNR48eBTip5G0m0/GHgvW0XOhbor3PrP5s7758bnHenF6ifU+/M9nGg/X9bD3uZr2RFzdnMtzbiYSAnkdaDXSt78VgfE/ak0gkXDsmkP/7NZ1VW7J5YsZwm+WD9bzrS6e7DUQbm4l2aHM2tcWgqCMeERHB1KlTefrpp0lOTmb//v0sX76cuXPnWoeAl5WVMXv2bGsPt4uLC/Pnz+eFF15g165dpKSksHjxYkaPHm0NoqdMmUJkZCSPP/44x44dY9u2baxatYobbrgBOzs7AK699loKCgp46aWXyMrK4rPPPmPTpk0sWrTI5hiNRiPff/89V1xxBXK57f2N/Px83njjDVJSUigsLOT333/niSeeYPz48cTExJzexhMEQRAEoV+9/XcuxZpmrhsTOKjnhg9Fvi72XDnKn28PlbA5reu8Q4IgCKfDoEjWBub55MuXL2fhwoVIpVJmzpzJkiVLrMt1Oh05OTk0NbUN91q8eDFSqZT777+flpYWpkyZwrPPPmtdLpPJWL16NUuXLmXBggUolUrmzZtnU+s7ODiYt99+mxUrVrBmzRr8/Px47rnnrKXLWu3YsYPi4mLmz5/f6dhbe+bXrFlDY2Mj/v7+zJw5k3vuuacvm0gQBEEQhAFma1Yln+wr5MpR/jaJRIWBY1qkF5nqBpb9nEaYpyPDfZz6+5AEQTgLSEyms6Xzf+hQq7ufI65SuXS7XOhbor3PrFNtb2/vU58j3hfvtThvTi/RvqffybTxqV5/g+39bG2jLYeL+MdXycT4OnPn5NAhkaCtlZubI7W1jT2vOEg06438549MDEYTn9w0hshgz0F33nVloF574rPaTLRDm6HWFr259gbF0HRBEARBEITBJLW4lvu+PUygmwO3TgwZUkH4UGQvl/KPc8Ooa9bzr5+OYjAOgUhAEIQBTQTigiAIgiAIfSi9vJ7r392NysmO+6aGYycXX7cGA5WTHbefE8Ke/BpWbU7v78MRBGGIE/8ZBEEQBEEQ+khGRT13f52Ml7Md/zwvHKWdrL8PSTgBMb4uXB7vx2t/ZPJ3dlXPGwiCIJwkEYgLgiAIgiD0gUx1A3d/nYybUsFTF8fiZDdocuIK7cyM8WZ0sDtPbzxGiUbb34cjCMIQJQJxQRAEQRCEU5RRUc8/vjqEq4OcB84Lx9leBOGDlVQi4Z7zI1HIJDz+wxG0OkN/H5IgCEOQCMQFQRAEQRBOwdGyOv5h6Ql/cNownEQQPug5O8i5a3Io2ZUN/PuXNIxDIY2zIAgDigjEBUEQBEEQTtL+ghr+8VUyXo52IggfYkI8HFk0MYTNaWpe+j1TBOOCIPQpEYgLgiAIgiCchB9TSrnv28OEeip5YFo4jiIx25AzJsiNG8cF8f2hEp788Qh1Wn1/H5IgCEOEuG0rCIIgCIJwAsrqmnnlryx+S1MzZZgn144OQC4TfRtD1bnDPHGyl/HRngIWfLSPe6aGMTvGR7zngiCcEhGIC4IgCIIg9MBoMnGwsJYfDpfyW1oFSoWM284JZnyIR38fmnAGJAa68cxMJd8cKmHZz+m8tT2XK0b6c3GcD0Huyv4+PEEQBiERiAuCIAiCIHSjuFbLhtQyfkwppbSuGR9nOy6L9+O8CE8cFGIo+tnE08mOuyaHUljTxJ8Zaj7eW8A7O/OI9XVmRpQ306NUIigXBKHXRCAuCIIgCIJg0dhiIFPdQFJhLX9lVZJcrMFBLmVssHmucITKEYlE0t+HKfSjIHclN40P5prRgSQXazhQUMPqHbm8ti2HcC9HJoV5MDrQjeE+Tvi5OCCTivNFEITORCA+CHX3/7/1cfH94MwQ7X1mDYT27ovnHgivYygT7Xv69Ucbn8hzmUwmWgwmmnQGGpr11LcYaGwx0Kw3oDOYMJhM6C3La5p0VNS3UFbXTIlGS6mmmapGHQD2cinRPk4smhBMYqDrCfV+t2+joZhoW7w+M3u5lPEh7owPcadZbyS1tI7kYg0/Hy3n8/1FAMikEjwdFZYfO7yd7fBzdSDA1R4fF3s8He1wtpdhL5cil0qRSkGKBIkEJBIJpnYHIJVIkEklSC3LzoTT9TTis9pMtEObs7EtJCbTUPwIFQRBEARhqLn70/1sSik9I8/laCdDLnoyhZOk6cfs6m/fNJZZI/z67fkFQegdEYgLgiAIgiAIgiAIwhkk6i4IgiAIgiAIgiAIwhkkAnFBEARBEARBEARBOINEIC4IgiAIgiAIgiAIZ5AIxAVBEARBEARBEAThDBKBuCAIgiAIgiAIgiCcQaKO+CCkVtd1W9fS09OJqqqGM3tAZ8DSn9PIr2rigWnhJAS6ndK+lv2cxk+pZQDMT/DnyRnDAbj50wMcLatnWoQXK68Y0at9/ZxRyee781AqZMyI9uaqBP9Tru1ZXKvl8vf2AHDLxGDumRJ+SvsbSk7l/Pb2djnl5z/etXcihup1OlCI9j39TrSNT/X666tr70wa6ueheH2Dw0C+9oZKG58q0Q5thlJb9ObaEz3iQ4hEAjKZlFOMAwekjPJ6DpdoaGgxnNJ+imqbrEE4QEV9i/X3WyeG4OogZ8GYgF7tSyKBWq2Oo2X1HCis5aXfM/l0X+EpHR9Ai95o/f3D3QXUNOpOeZ9DwVA5v4fK6xioRPuefqKNezbU20i8PuFUiTY2E+3Q5mxsCxGIC4NCi8EcnNrLT+2U/fJAsfV3qQRuGBdo/fv84Sp+v3cy40M8er2/Yd7ONn+/sT2XEo32lI5RLrP9BDpUrDml/QmCIAiCIAiCMLCIQFwYsH49Vs593yajrm+m0dITrlTITng/O3Or+CuzkoOFtXx9sAiAFy+LY93tExgT5H5KxxiucrL522A0kVZWf0r7DHJX8tSMSHyc7QA4UFhzSvsTBEEQBEEQBGFgEXPEhQHrXxuOAfD0xmPUNesBcLE/sVO2VKPl/u9SbB6bHevDBZFepzyXGyDMqy0Qj1Q5kaluIK+66ZT3e2VCAM72cv614Rh782tOeX+CIAiCIAiCIAwcIhAXBrx9BbXW370tvcS9tTldbfO3XCrhiQsj+yQIB1DayVg+J5pGnRF1fTOZ6gb25FUz3NuJc8I8kJ7C84wPcQcgo6KB6sYWPBxP7LULgiAIgiAIgjAwiaHpwqDh52KPwwkOTT9YWGvzd6yvC84n2Kvek4vjfLlylD/DLL3je/JreOD7FB74PoXmdonXTpSHox0hHkoA0spPbbi7IAiCIAiCIAgDhwjEhQEr1BKESi2dyq09xL3V0KJnR06VzWNxfs7drH3q4vxsyxTsyq3mh8Mlp7TPYV6OAORXn1oCOEEQBEEQBEEQBg4RiAsD1kMXRBDn64LRBHYyCbdNCun1ti16I7d+noTeaFv8MqJDcrW+FODmwHBv8/7PCTNnXv8+uQTTKRTg9Hd1ADjlTOyCIAiCIAiCIAwcIhAXBqxzwz1JDHIF4OrEQALdlL3eNlPdQHZlIwAvXRZnfTzAzaHbbTRaHetTSmlo0Z/kEcPrV43ki4VjeX5uLHYyCVnqRtLLG056f61z4qsaW3pYUxAEQRAEQRCEwUIE4sKAZrD0aCtkJ5b0LN+SuXx0kBsXDFcxIcSdIHcHEgJcu93m2U1p/PuXdF7YnHnSx+vpaEekygkXBzkTQs294g+tS+HTfYUs+GgfySdYE7w1S3yd9uRvDgiCIAiCIAgDV0F1E4eLNegMJ59bSBh8RCAuDEif7y/kti+SKNE0A2AnO7FTtXUod4CrPWDuqf72lvHHTfa2Pds8n/zno+Unc8idPHFhJOFejlTUt/DKX9lkVzZy11eH0Gh1vd5Ha930HbnVbM+u7JPjEgRBEARBEPqfyWTi5V/TuPL9vdz6RRK3f3mIygYxCvJsIQJxYcAxmkz8b0s2ycUatmaZg0835YllOi+vMwfwPi7mQFwikSCTnlwpsaLaJu79Jpn3d+VZe+h7w8/VgecvibV5TG808drWnF7vw8neHIgbjCYeXptKqZgrLgiCIAiCMCS8vi2X1/7I5NJ4Xx6YFk5hTRNLN6WdUn4hYfAQgbgw4BRYhpW352sJqHsjt7KRfQU1gDkYPpXjuOPLJK79aD978mtY/XceV3+4l9151b3eR2QXyeHWp5T2OqD2UCqsv5uA1NK6Xj+3IAiCIAiCMDB9fbCIj/cUcOPEUObE+RLr68KN44LYlVfNb2kV/X14whkgAnFhwCms7Ryk+rn0LqAuqm3iujX7ya0yB/MRlvJfJ+qrA0Vcv2Y/SUUatO1qgRfUaPnXT0dPqGf8pcviiPV15rtbx5MY6IrBhLWnvyc+HW5A7C+oJa1M1BQXBEEQBEEYrH4+Ws7KP7K4MErF3FH+1sdHBbgyws+FD3fni17xs8CQDMQ/++wzpk+fzsiRI7n66qtJTk4+7vqbNm1i9uzZjBw5kksvvZS//vrLZrnJZOKVV15hypQpjBo1ikWLFpGbm2uzTk1NDY888ghjxoxh3LhxLF68mIaGtmzZ2dnZ3HTTTUyePJmRI0dy4YUX8r///Q+drvfzhc8WXc2N8XXtXY/4gYJaa8kyNwc5Mb4uPWzRpv3I9ZV/ZqHVG5EA/54Tzbb7z+XP+yYjk0CtVs8Nn+znta05GHsRkF8wXMWaG8cQ4qFkTJAbgDWje0+8nOxsetW/SSrmxk8PkFvVu+0FQRAEQRCEgWNHThXPbjrGOWEezE/w77T8omgVmepG9uTXnPmDE86oIReIb9y4kRUrVnDvvfeydu1aYmJiuO2226is7LoH8sCBAzzyyCNcddVVrFu3jgsvvJB7772X9PR06zrvvvsun3zyCUuXLuXrr79GqVRy22230dzcbF3n0UcfJTMzkw8//JDVq1ezb98+nnnmGetyhULBFVdcwQcffMDPP//M4sWL+eabb3jttddOX2MMUpoOGcId5FLcHHo3RzyjwnzzY7i3E28vSMBe3vtT3NGucyK3R6dHcnGsLw4KGc72ciaFewKQpW7k4z0FLFuf2uv9A3g4msuR1Tb17gaMVCJhzY2jeej8YTaPH7AMvRcEQRAEQRAGh8KaJp5cf4QR/uZh6FJJ5/xF0T7OBLg58OPh0n44QuFMGnKB+Icffsg111zD/PnziYyMZNmyZTg4OPDdd991uf6aNWuYOnUqt99+OxERETz44IPExcXx6aefAube8DVr1nD33XczY8YMYmJieOmllygvL2fz5s0AZGVlsW3bNp577jkSEhIYN24cS5YsYcOGDZSVlQEQHBzM/PnziYmJITAwkAsvvJBLL72Uffv2nZmGGUTqm20DcW9nOyRdfFB1JVNtDsQXjA4goov52ct+TuOyd3dTbanLXVjTxNcHiymra6a+2WCz7p6Hp3LN6ACbx+I69LB/vDPvhBKotdYFb80G3xsKmRSVk53NY80GMVxJEARBEARhsDCZTPz7l3Sc7OTcNjGk2yTCEomECSHubM2qpEln6HIdYWgYUoF4S0sLqampTJ482fqYVCpl8uTJHDx4sMttkpKSmDRpks1jU6ZMISkpCYDCwkIqKips9uni4kJCQoJ1nwcPHsTV1ZWRI0da15k8eTJSqbTbYfF5eXls27aN8ePHn9RrHco6BuJOdr3rDTeZTKSXm+dPR3o7d7nOT6lllGia+cFyl/HxH4/wnz8yueZD2xsit0wM7jL4D/VUWn9v/fx86fcsjL2cxzPcclxp5fWo63sfjHfsra8SpS0EQRAEQRAGjb9zqjhYWMv1YwOPW04XYGywG1q9kW29zCkkDE4nVhNqgKuursZgMODl5WXzuJeXF9nZ2V1uo1arUalUndZXq9UAVFRUWB/rbh21Wo2np6fNcrlcjpubm3X7Vtdeey2pqam0tLSwYMECHnjggRN8ldBd53Dr473sPB6wGlts7/452sl69Zoy1Q3UavXYy6VE+zgdd5uqJh0arc46lL3RcsfxyRmRBFvmcne1/bgQd5zsZIR7OfLkjEhu/fwQW7Mqef63DJr1BtLKGlh15QgC3ZWdN8YcyI8KcCW5WMOXB4v553nhPb8w2uqJt6pv1g/69/lEDYTzuy+eeyC8jqFMtO/p1x9tPNjez6F+HorXd/Y4XW1wtrWxyWTig90FRKgcifVt6yxq3w7t+3S8ne0J9VSyNauSWbE+Z/ho+8fZdk7AEAvEB4P//e9/NDQ0cOzYMV566SXef/997rjjjhPah5fX8ROQ9bR8oNN26FyeNy4Ylarn1/RpUgkAU4d74+/rdtx1FXZyaoydr/TbLhiOQtb9QBGVCv5+cjp2cimOdnJevgYe+PKgtYcd4LW/83lv4bhu93HbecN44Msk9hXW9up1Afg32d6cMMlkvd52qOnP87svn3uwX6cDnWjf0+9MtvFgfT8H63H3lnh9Q9/pboOzpY2PFGs4XKzhkYuicHfvPHXS1bVzlZ8xoZ78mVaOh6dzt8PYh6Kz5ZyAIRaIe3h4IJPJOiVmq6ys7NTr3UqlUll7trta39vb2/qYj4+PzToxMTHWfVRVVdnsQ6/XU1tba92+lb+/OTtiZGQkBoOBZ555hltvvRWZ7PhDVGyPr46uRkJLJOaTt7vlg0VZjbn02IPnD0PlZMesCA/U6p7rZ+/JNL+PYwNcelxf16zjo21ZNo/dNTmU2uqGbrawpQeaJHBpQgA/Hypiw5Fy67Kt6eUUldZ2mygu1NlcGzyjrI6yck2vPly1Dbbz0BubWnrVJkPJqZ7ffXHjoi+uraFynQ5Uon1Pv5Np41O9/gbb+znUz0Px+gaPgXrtDaU27o1vdufibCdjmJs9tbVtlW8kEnMQrtE0dmqHCA8H1jbq2JZaTLy/6xk+4jNvqJ0Tvbn2hlQgbmdnx4gRI9i5cyczZswAwGg0snPnTm688cYut0lMTGTXrl0sWrTI+tiOHTtITEwEICgoCG9vb3bu3ElsbCwA9fX1HDp0iOuuuw6A0aNHo9FoSElJIT4+HoBdu3ZhNBoZNWpUt8drMpnQ6/UYjcYTCsRNJo57gva0fKCrsiRSi/N1YbSl3FdvXk+BJYAP93Lsdv2Z0d7sya9ma1YVRZZ65SP9XVkwOoAZ0d4n1W5jg91tAvEWg4ncykZ+z1DzbVIxH1yXSKhn251OXxcHZBLzepUNLXg791yazUFue34YjKZB/R6fiv48v/vyuQf7dTrQifY9/c5kGw/W93OwHndvidc39J3uNjgb2thkMvHz0XISg9w6db60vvau2iDc0xFHhYydOdWM8Bv6gXirs+GcaDWkkrUB3HLLLXz99desXbuWrKwsli5dSlNTE1deeSUAjz/+OC+//LJ1/Ztvvplt27bxwQcfkJWVxWuvvUZKSoo1cJdIJNx888289dZb/P7776SlpfH444/j4+NjDfYjIiKYOnUqTz/9NMnJyezfv5/ly5czd+5cfH19Afjxxx/ZuHEjWVlZFBQUsHHjRl5++WUuvvhiFArFGW6lgctkMqGuNwfirRnGe6vaUhLMy6n77Z6bG8PKK+KtQThApLcjs2J9bD4cG1r0XW1ORX1zp2XDVJ2HE5VomvlgVz4arZ5P9xXaLJNLJdYyZl3VTO+Kg8L2UtX3on65IAiCIAiC0L9yqhop0TRbO5d6SyaVEKFy5GBh7Wk6MqG/DakecYA5c+ZQVVXFq6++SkVFBbGxsbz33nvWoeYlJSVIpW1BzZgxY1i5ciWrVq3iv//9L2FhYbzxxhtERUVZ17njjjtoamrimWeeQaPRMHbsWN577z3s7dt6MleuXMny5ctZuHAhUqmUmTNnsmTJEutyuVzOe++9R05ODgABAQHceOONNj3xgrmGuFZvBOhUsqsnTZYkb47HyUT57aESXvo90+YxNwfbGyF/Zap57IcjPHJBBAvGBFofL6xp4tqP9zMywJW3rm4b6RDcRWK2vfnV1t/lXQw993RUoG5oobKxd/XEOyZr65jQThAEQRAEQRh49uXXIJdKGN5FWd2eRHo7selIOXqjqcvvk8LgNuQCcYAbb7yx26Hon3zySafHLr74Yi6++OJu9yeRSHjggQeOm+Hc3d3dpqe9ozlz5jBnzpzjHLUAUGKpye3pqOixtEOrUo2Wx344QmtpbbvjJFt7Z0eezd8yqYRZMbbZKJ/7NQMTsPLPLJtAfNORcpr1Rvbl11Cn1eOqNF8+bkoFsb7OlNe3MD7EnZ+PltuUm9B1UfPb29me9IoGyup6V8Ks43zzvOrGbtYUBEEQBEEQBoq9+TWEezli103uoOOJVDmh1RtJL68nzu/sSWJ2thiSgbgweBVrzIGpv6tDr7dZd7iUY5b64QD2iq4/6GqbdNRYhq/H+jrz2vyR2MulnQJ+UzcTU46WtSVHO1Rcy9SItpJ27yxIQG808U1Ssc3rALpMxhbkbn59eVW9C6ilHWo5lGiaSSuvJ9qn63rpgiAIgiAIQv8yGE3sL6hlWqRXzyt3IdRDiUImIamoVgTiQ9CQmyMuDG4Vlh5iX5fjJzAr0Wh57IdUDhbWklRkO3fGocMdx2a9kafWH2HGmzsBCHC1Z82NY3BT9r7XPb+6iR05bZnxd+VW2yx3UMhwtpd3Oa+94/xugFhf84fp/oLez/sZHeSGnUyCv6u5bbLUvcvwLgiCIAiCIJx5OVWN1DXrGe594sPSAeQyKaEeSlJKzq5KOWcLEYgLA0prj7WH4/ET2P33zyy2ZFZy51eHOg3vlnToPf7hcAmb09tK1EX10Ivc/sPyyfVH2JtfzV+ZatqPMP/5aDnqhhYaW/RodW3ztbua197VUPnJ4R5IgLTyeko12k7Lu/LqlfFsuOscJoR6AFBQ3dSr7QRBEARBEIQz70hpHRLMPdsnK8TDkZQSTd8dlDBgiEBcGFBaDOZEbd3V4G6VXdk2pLu+2RwIjwly4z+XxXVa989M27ryEV0ky2jWGzlYWEuL3sj8hAAmhLjjZCfj93Q193xzmGNl5qHvd00OZbi3E7VaPe/syOPCl/9i/gd7rVnMVV2UImvSdU6s5uFox6gAcymK9jcJjsdBIcNdqSDcUgotq1LMExcEQRAEQRiojpTW4edq3+sRmF0J81RSommmppcJfoXBQ8wRFwaU1rnQhh7Kcylkbb3ezXpzoPv0rCiCOmQw/3B3Pvvya2wea52f3d6qLVl8e6ik2+fLqDAPA49UORHr58KD36fwfbv1y+q0BLop8etiSP3RsvpOjwHMjvXhULGG39IquHFcULfP3VHrvPBjZWKYkiAIgiAIwkB1pLSOUI/OZW5PRKilA+ZIWR2Twz374rCEAUL0iAsDiqOd+Y5hT+W55O1K0Gl15l70jncbC2uaeHN7LmDbw95xqLjRZDpuEA7mOT5gTiKXGOjaaXlulXmYuLN9272tGVEqJEBysabLpGznDzcvP1Ja1+vh6QAxvuZAXNwdFQRBEARBGJha9EYyKhoI9Tz5YekAPs52ONrJOFIqOmCGGhGICwOKiyWQre8xEG/rEW/tO3eysw3E239gfXh9ovX34A7zdEqOEwT/c2q4zd9+rvY42ckZ5mV7dzO5qBatzkBNk46nZ0YxM9qbJbOiOHeY+c7l6r/zKNVoefWvbKoaWwDzfPLWoP73Xg5PB3OwH+hm7tX/Lb2i19sJgiAIgiAIZ0ZOZSN6o4mQU5gfDubcRyHuStLKux5hKQxeIhAXBpTWGosteuNx1+tYEsxeLu2ULb241hxgz43zYbi3M+8sSGDZxdHWjOU7cqpYuukYh4q6T4BxQ4ch464O5hsFl8b72TzeOpd83vt7GB3kxv9dEouTnZx7poQhATanV3Dpu3v4ZF8h//0zy7rdjGhzDfOfUsu6LZvWlYtjzdt9tq+wx2H8giAIgiAIwpmVoTYHzq2dJ6ciyN1BBOJDkAjEhQGlNelZV7W3u1qvVYCrQ6ds6bVaPQDuSnMm89FBbsyJ87Uuf+yHVDYcKefZTWndPo9MKuH1+SORSSVcHOtjfY7rxgTyz/PCWTI3FrlUQl51E4dLNNQ3G3h7R651++Hezsy2BM2tfjlWYc0OPzvWG4VMQqa6gbyq3mdBv3lCME52MopqtWRUiA9mQRAEQRCEgSSjogEfZ7tTStTWKtjDnLBNoxVTEocSEYgLA0prKbCOvdsd3XNuGAAj/My923F+nUuStWYr7zhkvVWL4fg9ya01wSeGebD+jgksmRllXSaTSlg4IZjbpw4jvMMw9b8yK20+KB+dHoGyQy3xpzcco0VvxNVBwZggNwCu/mgfU1/ZzpINR3vsHVcqZNa54jldzD8XBEEQBEEQ+k9GRQMBfdAbDhBsSUacXt7QJ/sTBgYRiAsDis4SHNv1EIi3BscF1eYgdGaMT6d1rEG9out9Odu3BeiXjvDttPztaxKsv3s723d7TB3ni2v1Rhb/dJTXtmajM5iD7Y9vGMOC0QH8b94IlAopu/Kq+epgEQDx/q422/5yrILf0nqe++3qYK613lq+TRAEQRAEQeh/JpOJ9PL6PhmWDuDrYo9CJhHD04cYEYgLA0rr4PLezJdOKalD02zAz8WeiaEenZY367uuSV7V2MKR0jprAPvNLeN4ZnZ0p+07JnXrTld1yXfn1bBmb6E1CVu4lyOPTo9kyjAvbjsnFIDDJeZkcm5KhXW71trib+/I6/F5XSw3Euqb9b06TkEQBEEQBOH0q2zUUavVdyqre7JkUglBbiJh21Aj6ogLA0pr73VzD8naADLU5uE5k8M9O80p12h1qBvM2cmV7ebm1DTqWPjpQUrrmgFzkB56nIC7plHHy1uy0OoM5FY14mgnZ+owT+bE+RJoqUfePhC/c3IoO3OqOVxiTgB3tKyu0xzx1uyZ6nrzMcyN8+H3tApmxfowMdSD+R/spdxyfMfTWipNoxWBuCAIgiAIwkCRVWH+jtpXPeJgTtiWLgLxIUUE4sKA4mRnKV/Wi+HWtZaEZ56Oik6PX/3hPqpblzvZWZe9sjXbGoQDhHs6WhOwvTo/nvu/S7HZ1we78/n5aLnNY0dK69h4pIy1t08A2up6A8T5uXDLxBC+2F/Iq1tzyKnsPH/bw9ID3np8rg4K3rsuEYAKS3CuM/R8I0JleV29CdoFQRAEQRCEMyNT3YCdTGL9rtYXgt2V7Mitpllv7DTaUxicxLsoDCjWXt5eDLduTcbm2CEZW0ppnTXIBQjzbOvxPlpWZ7NuvL+L9fdJYZ42y35MKeWLA+Z53A5yKbdODObBacMAKKjRUmYJgH2c7ZgQ4k6Yp5IxQW7IpRJGWuZ9Z6kbOg2zd7cE4jVNnTNfWleVHD9rPLT1xCcV1aLvReAuCIIgCIIgnH6ZanOiNmkPVYBORJCHAwajiZxKkbBtqBA94sKA4uLQ+3nPWl3rHHDbQDy3XS/0uGA3AlzbhgU1WHra58b5UFrXzO2TQrvd//Jf0gFzIP/VonFILcHxT6llZKob+PfPaVw5rpELwz144+pRNttG+ThjL5dSXt9CenkD0e16zT2d2pKsaXUGm7IWWsuQ/J6yxgOMCXLDzUFOeX0Lv6VXcHFs54RzgiAIgiAIwpmVqW6w+f7ZF4LclEgkkFZeT4yvS88bCAOe6BEXBhRn69D0ngPxxpauy5MV1JjrcS+aEMxb1yR0qi8OcHViAKuvScCrhyFDTnYynpkVbQ3CoS1L+u68Gp747jB/Zqg7bedoJ2NyuLmH/dc026HtLvZyXB3MrzO3Q+mxolrzsfdmKJODQsZcS7b31JK6HtYWBEEQBEEQTjdzr3Vjn5Uua2Unl+LnYk+aKGE2ZIhAXBhQWoem9yYQr7HOsbYd2FFUowXaai6211qCTNdFDfGuMrV/etMYRga42jwW0iG521vbczEYO287I0oFwGf7i/jaUqoMQCKRWIfEb8uqstmmoNociHesTd6dME/zeq03HwRBEARBEIT+U1SrpVlv7PNAHCDIXdlpmqUweIlAXBhQHC3DtFsMpi6D2/bKLYnNvJ1te4+zLXNnOgbMAHLLXJ2WdnOq9+ZX8/DalC57trvKdhniabvf7MpGHlqb0inT+4xoby6K9sZgNPGfP7LYnVdtXTYz2pxJ/a+sSpttWpPUuTnYJqDrjo+zPQCVDZ3nmwuCIAiCIAhnVkaFObN5X5Uuay/UQ0lGRQP6Hr4jC4ODCMSFAUXa7ow8Xi3xxhYDVY3m4LP9HceyumbK61uQSszztDuyk3XuEX9obSrbsqt4Yv3RTut3Naw9sl25sv+bF4+DXMrO3GqWbDjKFweKWPzTUZp0BqQSCc/NjeH8SC8A9ubXWLcbH+IOmD+stbq2DPEGy2vuWI6tOx6WjPHVjS29Wl8QBEEQBEE4fdIrGnBzkHcasdkXQjyUNOuNnaY2CoOTSNYmDCit877lUslxg9HWDyBPRwWu7XqPk4vN9bujfZxtsqmXarQ0tBis2SuN7YL83tQsb2+4tzMPnT8MlbMdN0wMxUsh5b5vD7Mls5ItmeYe7lhfZ24aH4xUImF0kBtbMispbDd83NvZDjcHObVaPQU1TQz3Nt80UFiO7/vkEg4V1zI3zpebxgd3eyytpduqGnUYTSabueyCIAiCIAjCmZVZUU+ge98PSwcItoz2PFZWZ9MxJAxOokdcGDD+yFCz8o8swByodtUb3SrfMpc6tMPw89Y51sPafTgZjCZu+yKJ69fs50ipeV5Nb8tJaLSdh3z/cLiEaB9nZsWYh5ePC3FnaoSXzTrHyuqtv7dmzSzRtNX7lkgk+LiYh5VX1Lf1Zre/e5qlbuTVrTkcKqrt9vhUTnbIJKA3mmz2IwiCIAiCIJx56eUNBLr1/bB0AKVChp+LPUdL63teWRjwRCAuDAiNLQae+PGIdc60fw8lH0o05oRs/h3mcFdZhmh7t8s6nl3ZQHl9C+2n0zhZ5qJ3nGOT0CEx24Pfp9j8vb+ghud+zeAfXyfbzGGP87UdBp/TbsiQr6s54G6tO96qNehun5iuNTgHUMgklufsPhCXy6SEWhK2bTxS1u16giAIgiAIwulVp9VTWtdM0GnqEQcI9VSSUqI5bfsXzhwRiAsDwrFy2wyQ/q723axplmfp+e6YCKPeMrS9Nfs6QEqH0l7DvByJ9TNnLa9tauvxPifUg2dmR9use7jDtq096gBZ6rbyESGetlnOsysbrXO/W3vEKxtabOaDO7WWamtpe2xssDtxfi5cPtLPOiS9qof5361z0N/cnsvv6RXHXVcQBEEQBEE4PdJbE7WdhozprcI8HcmoaKDlBKdWCgOPCMSFAaHQUnKslbdz94F4dmUDG1PNvb9xloC6VeuHkr287dRuHdp9xUg/Pr1pDF8sHIu9XMr27Eru/OqQ5fnseO2qkYR4KK21ubtypN1QoENFbXcjO2ZXNxhNHLbcrXRTKqxzudsPWW/tEW9/M0CpkPHxDaNZMjMKS4d4j5kx75wcxpw48zD5n1JFr7ggCIIgCEJ/SCuvx04mwa+HkZ2nIszTEZ3RZA36hcFrSAbin332GdOnT2fkyJFcffXVJCcnH3f9TZs2MXv2bEaOHMmll17KX3/9ZbPcZDLxyiuvMGXKFEaNGsWiRYvIzc21WaempoZHHnmEMWPGMG7cOBYvXkxDQ1uP6e7du7n77ruZMmUKiYmJXH755fz444999poHO43Wtm748QLxDallmIBgdwcmh3nYLGsNxO0sUWxji4G/c8xlw2ZEexPt44xUIsFoMvHi5kzrXPMo77ah5Y9NjyC43ZCip9Yf4e/sKrQ6Aztz2+p+b8+uwmQy8eSPR1i1JavTcZa2mxM+JsgdgF/T2nqsvSzD59XdzO1uTSKXXKxh6c9p3WaRl0klXDcmEICkotrjZpsXBEEQBEEQTo9jZfUEuSt7Xf3mZAS5OyCXSjqN+BQGnyEXiG/cuJEVK1Zw7733snbtWmJiYrjtttuorKzscv0DBw7wyCOPcNVVV7Fu3TouvPBC7r33XtLT063rvPvuu3zyyScsXbqUr7/+GqVSyW233UZzc1ug9eijj5KZmcmHH37I6tWr2bdvH88884x1+cGDB4mOjubVV1/lxx9/5Morr+SJJ57gzz//PH2NMYi0H7IN4Gwv62bNtkRt80b5WxO6ldc1c9GbO61zzB0sc8C/OlhETZOOQDcHxga5WfeRVFRLabs52609ymAeMu7bbq725nQ1D65NYVduNQ3thpH/nVPFo98kszldzb5287hb65qrG9oC7MtHmnvZv0kq5qoP9rIjp8rai57dTQmK1ufKqGhgQ2oZRbXaLtcDc0k1uVRCfbPB5nUJgiAIgiAIZ8bRsjqCT0P98PYUMikhHmKe+FAw5ALxDz/8kGuuuYb58+cTGRnJsmXLcHBw4Lvvvuty/TVr1jB16lRuv/12IiIiePDBB4mLi+PTTz8FzL3ha9as4e6772bGjBnExMTw0ksvUV5ezubNmwHIyspi27ZtPPfccyQkJDBu3DiWLFnChg0bKCszDxX+xz/+wYMPPsiYMWMICQlh4cKFTJ06lV9//fXMNMwAp2s3/HqYlyPndchC3l6tpfe8/bCfTUfLqWk3xNvZXo7RZOKbpGIA7pwcilzWdrp/f6gEgBlR3rx3bQIXRXvbPEf7gLtVkmUo+vwEfxaMDgDguwOF1uW3nxPCP6eGMzfOHHS37+keG+xu/T2vuom3d+SREGhODHe4WNPlPJ+OowSKaroPxOUyqfWDX9SWFARBEARBOLOadAbyqpoI8Ti9gTiYh6cfLhY94oPdkArEW1paSE1NZfLkydbHpFIpkydP5uDBg11uk5SUxKRJk2wemzJlCklJSQAUFhZSUVFhs08XFxcSEhKs+zx48CCurq6MHDnSus7kyZORSqXHHRZfV1eHu7v7ib7MIak1EL1hbBBfLRpnk2ytu3Xt2gXWSoXtqezvak9FfQsV9S3IpBJmRLUF2kfL6vjlmHmI+I3jAkkIdEMikVDfrOfno+U06Qxc2sU88QJLHfBhXk7cNzW80/IIlRM3TwjG0zLkvH2SNYVMirzdMKVjZXX4udjj6aigWW/kUHHnzOh1zbaBeHn98Xu6WzN0fr6/qMd55YIgCIIgCELfSS+vN0+dPAOBeLiXI8UaLdU9JPQVBrbuo51BqLq6GoPBgJeXbW+ql5cX2dnZXW6jVqtRqVSd1ler1QBUVFRYH+tuHbVajaenp81yuVyOm5ubdfuONm7cyOHDh/n3v//dy1fXprvy2q2PH6f89oDVZBma7mgn7fH4W0NMqbTttbYPOz2UCiJUTmRYklh4OiqwV0hJKdFQXtfCn5nm9212rDfx7cqVvb0jly8PFHf7vK3zw31d7HBQmAPr9gFvQ4seiaStdNrmdDXNa1P416woVE52rLg0lhW/ZVDVqMNoggx1A1MjvPjhcCk/Hy1nQqjtfPdmvW2vfKPOcNy2CfV0ZFt2Fbtyq1mzt4DbzgnpfuVBaCCc333x3APhdQxlon1Pv/5o48H2fg7181C8vrPH6WqDodjGR8vqUUglnRL4Hk/7djiRFD/hXuZqPamldUw9zijSwWQonhM9GVKB+GCxa9cuFi9ezHPPPcfw4cNPeHsvL5dTWj4Q1Vt6uYO8XVCpjn/89nbm+d9Ozg7WdT3c2u4+rr5pLL4+ruTUm4equygVeHk5s2jlVpv93DI1wua5jheEA+gM5k/IYYHueHu7onK2p1TTNly8ySRBpXIhKritJ3tbdhX/+TOb9xeN52qVC1dPCuf2j/ey+Wg5R9RNXHtOGD8cLmVrdhXuHk42w+e9XZVA2/wfPy/n47bNQ7Nj2JVfQ2Z5Penqxh7bcbDqz/O7L597MF6ng4lo39PvTLbxYH0/B+tx95Z4fUPf6W6DodTG2TVawlROeHo4nfC2rq6OPa9ks74Sd0cFmTVa5g2x73tD6ZzoyZAKxD08PJDJZJ0Ss1VWVnbq9W6lUqmsPdtdre/t7W19zMfHx2admJgY6z6qqqps9qHX66mtrbVu32rPnj3cfffdPPXUU1xxxRUn/iKBysq6Lu+aSSTmk7e75QNZckENAN72UtTq4895kVh6oSurG6zrGpvNQfeEEHciXO1Qq+tQV5mz1suB1Bx1p/14ySXW7Y+XafyRCyJ4+c+2rOgKnR61uo5wT6VNIJ6UV8WOIyWklduWk/j9WDnHctWoLJngxwS4svloOa/9kcH/5sXjoVRQ3ajj54MFnBPWNrLi3FB3fj3SVo4szEXRY9s8PC2ce745TGZ5XY/rDjanen73xY2Jvri2BvN1OhiI9j39TqaNT/X6G2zv51A/D8XrGzwG6rU3lNq41f7cKsK9HKmt7X2uHonEHIRrNI0n3A4h7g7sy64cMt/3hto50Ztrb0jNEbezs2PEiBHs3LnT+pjRaGTnzp2MHj26y20SExPZtWuXzWM7duwgMTERgKCgILy9vW32WV9fz6FDh6z7HD16NBqNhpSUFOs6u3btwmg0MmrUKOtju3fv5q677uLRRx9lwYIFJ/06Tabuf3paPhB/6rR6SiylvmJ9XXpcv7VGuFZntD7mYm+u063R6q2PGS0NIpFIKKm1nV+tVEhxdZBb1+2YGK29KcM88VAqrH+rnOwwmeDCaNubO7tyq7nv28Ms+zm94y74fH+R9bnmjfJncrgHOoOJT/cVMj3KvJ+fUsttXufFsT5MspRnmxzmQaiHY49tE2AZDlVSq8VgNPX7e9vXP6dyfveFgfA6xI9o34Hwc6JtPFCuvYHcRoPtR7y+wfEzkK+9odLGJpP5u2x+dROhJzg/vH07nKgQD0eOltVjHELf94bSOdEbQyoQB7jlllv4+uuvWbt2LVlZWSxdupSmpiauvPJKAB5//HFefvll6/o333wz27Zt44MPPiArK4vXXnuNlJQUbrzxRsAcxN1888289dZb/P7776SlpfH444/j4+PDjBkzAIiIiGDq1Kk8/fTTJCcns3//fpYvX87cuXPx9TUn/dq1axd33XUXN910EzNnzqSiooKKigpqamrObAMNQK1J0DwdFcdN0tbKyTI0vbFdZvPWcmf1LW0BdfuLoKpDMgsfZ3tr6TOA6kYd3VE52XH3lDAAYn2drcPHL4/344ELh/OPc0NxtpfR0GKgyrKfQDcHZsV488ysKAB+Si3DYOnJl0sl3DkpFDAn9phjybK+LasSnaEte7pEIrFmW29NANcTX2d7ZFIJLQYT5aKMmSAIgiAIwmnXOhryRAPxUxHioUTTrjNLGHyG1NB0gDlz5lBVVcWrr75KRUUFsbGxvPfee9ah5iUlJUilbfcfxowZw8qVK1m1ahX//e9/CQsL44033iAqKsq6zh133EFTUxPPPPMMGo2GsWPH8t5772Fv31ZreuXKlSxfvpyFCxcilUqZOXMmS5YssS5ft24dTU1NvP3227z99tvWxydMmMAnn3xyOptkwCu1fIAE9DK5hZOd+bTdlVfN5SP9cFDIrHXDtbq2QLY1EJdK2kqetWqtE240mfh/9s47vK3y7MO3tmVZ3nvPeGQvEgJhBwhhFShltlAoHdBCC4WvZZQNLXRAKR2UQpllbwgQICSQhJC97Njx3pYsS7L2Ot8f5+jYsh3HjBAnnPu6ehVLZ+nkjPd5n+f5/ZzeUIzn90jidBrOnJ5NsiQCF0WlUvHLJVOwWgdZ2dBP3bCS9G6nj3+fP4ukOC33f9iIzROk2eahXFq/WBLZsHmCFKcaSTbqsHuD1PW6mD5MQC5emnRw+feesR+OVqOmMNlIs81Do9UTY/GmoKCgoKCgoKDw9VPX60KvUX2j465o0F/XOzjhMbTC5OKQC8QBLrroIjmjPZKxgt6lS5eydOnSvW5PpVJx9dVXc/XVV+91meTk5JhM+0juvfde7r333nGO+ttLNFudFj+xrG9inHjZftJk49/r2rhqcYlcru4f5sftkZTYDVp1TKYZIE+y+nr4kxae/Lw9JsAeC5VKxbEVY+sMAGQnGmIC8YgAG9rsnFydSVGqkdpeF794aTt//+4MPmu1c3J1BklxWhy+EH2uANVZCaxtGWBti43yDBNGaWIhXcqE93yB2c6aHDPNNg9buxwcUZq67xUUFBQUFBQUFBS+NHV9LvKTjWjU35zkd5JRR7JRR22vi+OmZOx7BYVJxyEZiCscXLj8YsCcEDexy3FeYTJPbugAYI9FFGQbCsSHytXfkYTOchLj0GliuzCKU8WM9H/XtwPQIG1nJPedXsOgL8TvP2hgRm4i27sHqc5KYEllBuZhZfTRDPtwbn67jn+vbaVfmmiwuAKc89gGAN7f3UdKvA6HL4TNHaAg2chaBnhkbRufNNl47ILZaNQqqrISxOOzumm1eShK3beq5vQcM2/t7KW+b+zfpKCgoKCgoKCg8PVR1ztIUcoXUz7/OihIjqPe4tr3ggqTkkOuR1zh4EPunZ6gceCiklRuP6USEL27YSgQD4QFIoJA24CX1U021Co4b04eOYmxgXJFuondfS5K04YemlOzR6sbHlORzgtbuni3zsJ9HzayvLaPP69s4pR/fsaPntsqLzc8EK/OSkAj/ZTWAW9MuXyULZ1OtNKsqd0bJCV+SAyuttfFp82iCn9OYhyHF6cQjgg8tLp5QucnOsnQYpu4aqeCgoKCgoKCgsIXxxsM02rzUvgN9odHyU2Kk5NSCgcfSiCucMAxSn3Q7sDE+qABjFpxnWjFeTQQBwiEIuzqEa0cpmYnUpNtpjrLTDTM/+UxpfxzTSsXPbmJpn4xWL3++HL++b2ZY+7rvd19Y35e1+vC6hrd376wOIVfHlMm/72kMoM5+Umj1g9IvuQ2T1DuBR/a9pAVxTXHlALw8Z7+cXvZo0Sz5t1OH4HQ6EkABQUFBQUFBQWFr4cGixsBKEj55vu0c5Pi6HMFJqwlpDC5UAJxhQNOtpRN7rD79rHkEAEpAjdoVdL/DwWy/lCEtgExwC5LF4PSJKOObCkrnpFgYGuXM2Z71VkJGLRqfnVsWcznO7udNFo9aFRw/xlTeeuKBXxw5eFyn3qTNAtZkZEgr1OYYuR7c/I4f06evL+xgvzo5EHfoH9U6fxwBczSNBOVmQkIwMY2+75ODWnxOow6NREBuhwTP6cKCgoKCgoKCgpfjD0WF2qVWMX4TZMnJYIarUpW/GBECcQVDjjRUuq2AS/CBI332gZEyzNznFjSbfcO2Y/t6hmkawwldr0U7LbbR5dsRx9k58/JI25Ydv3KF7cDMLcgmaPL08g0G0iM01GVKQbeN7y0jX9+2kJ+koGStHjitGrmSZZjA9IxmQ2x2e4oUSG22j7XKL/BkZnvaEZ924gJhLFQqVTkJ4vlUR0O7z6XV1BQUFBQUFBQ+HI0WNxkm0frEX0TZJkNqFXQ2K+0Ix6MKGJtCgecZKN4GXqCYSICcn/13uh3B3h2UycAhxenALGZ4jvfq5f7dIb3bjslC7PwkJ4bIGbkU/ai2O4OhMlJNHDzSVNiPs+UtttsdfOI1U1BipF/fW8m3mBYtq7okPzRDbqxA/FpOWbWtgywud3O3BGl6xZXrEp6jdS/PlyZfTzykuJosLjp/AJVBgoKCgoKCgoKCl+MBoub3KTRor3fBDqNmiyzgUalT/ygRMmIKxxw+t1i5jjBoJmQ7cPrO3pw+kKUpMVz+rRsAOqHPYD6XAG5tDtajt7t9DHgDaJRQUbCUNC9qCSFv587I2b7oUhsevqyhYWjfCGHbwPglW09JBt1MWVJDikj/qePGnlOmjgYTn6ykbL0eMLCaGG1kXZl5RmivVqj1T2hqoG8pGhGXAnEFRQUFBQUFBT2B4IgsMfqlsddB4Jss4FmRaD3oEQJxBUOOA1WMctbvg8v7yjRvucTpqTLgXtTf+xMYI9TXKZAKtHe1imWdFdmmUmQbMdm5SXywFnT5TJuEB+oIwPxkrTRxzXSrmxzh4OP91hjPovasgHc/1HjqG0YtGrmF6bE/KYo7kAYX3Bo/cJkIyrp83tWNBDZRzAe9UlXesQVFCaGIAh02L3U9g5i8+xbFFFBQUFBQaF30I87EJbHXQeCrMQ4xSnnIEUpTVc44LTYxBLukrSJ+S9G+6fTE4aC4WjPeJSwAClGndyHHfVYrM5KkP2/B8dQmGwdGN1TnZkwumw9f4yZz+te28Wdp1RxYlUG4Ygg94jvDRUwTSo57xn0j/reGwwTJ5W167VqpmQmsLvPxSvbejh7Ri6VWQmj1omSM6wSQEHh20o4IrC7z0WH3UswLJBg0DIl0yRXroQiAhvb7Ly/28Kqxv6Ye3Z2fhJXHF7EvMLkA3T0CgoKCgqTnUarGAAP1yT6psk2G7C4AngC4VEuPAqTGyUQVzjgDEjZpwzTxPproiXfKUZRqG1Xz6AciM8rSCIlXs/7uy2UZ5hQSd7k0WC/NM1EktSTHu0ZBzGj/Z/P2piSMTq4HZEgxxcM88CqJvnvk6szWF5rAeCeFQ28W9fH5k5HzDr5yXF02H1MyzHT4/RjdQcIRQRmSb3hVtdQBk6tEvcZHrHjf5w7g2MfWiMeu3/8ID+a5W8f8BKOCBMq+VdQOFSIRARe397DI2tbYxwIouQlxZFpNtBodcc8B3QaFclGHRZXgM0dDn76wjYOL06hMjOBpn4PDRYXoYjAvIJkLllQQOkY1TIKCgoKCt8emvrdGLRqUuN1B+wYolWabQMeqrLMB+w4FL44SiCucMAJSX7aun2ptElEM9lmg5b1rQOysjnAX86azrMbO3h/t0UWVANkO7OiFCPmuNGB+E+f30pYgHUtA6P294uXtvPiD+fLf3/WaqdB6kl/+vIFFCfo+N3JVXzv8Q20DXhZ3WSLWV+nUVGebqLD7mNpdRZrW2x80mRj5Z5+jixNIyNBj2VYIC5XnatUCIIgTyYkGLRMyzGzo3sQt3+E4twICpKNmPQa3IEwe6xuKjP3nj1XUDiUqOsd5M8vbGdjq3gvJxg0VKSbMGg1DHiD7LG66XT46JTaNpKNOo6rSOf4KenMzk9Cp1HT4/TxxOcdvLy1i7UtA6wd8Vx4p7aPd+v6mFOQTF5SHNVZCSypzCAx7sANxBQUFBQUvnma+z3kJBpQqw5cwiMaiLfavEogfpChBOIKBxytFIAHR6ae94InIAah8XoNHzXE9mUbtGo8Um91glSe02h1yxnxsvR41FJ22B+KyIFueJxdt0q2atGAOBrUA1z4788oTDHy/CXzmJmbOKpEHsCk12KUSsz9oTBpkkL7+7stJMZpKUs3YXEFmJlr5ntz8vntm7UAXPDfjeQnx/HIebPkjLZJ+k3uwPiBuEatYmZeImuaB9jYblcCcYVDEn8ows4eJ839HrocPrZ1Odki6UHE6zRcfngh352VK7d4ALgDIbZ3OXF4Q+Qnx1GZZUY7omIkOzGO648v59zZubxfZ8Hi9lOYEs+0bDOhiMD/NnXycWM/G9rsbABe2w5/XdXM1GwzA94gTl+IqswELp6fz8y8JFz+EO/U9uEPRTh+SvoB8ZpVUPgmEASxLcvlD6OXKkwMWjXhiEC300+DxcXOnkHqel20Dnixe4OEIgImvYbMBAOlafFUZSUwJSOB4rR4MhP08rtXQWEy0tTvGSXo+00Tr9eQFKdV+sQPQpRAXOGAY9KLl6FrjJ7tsfCHIgDE6dT0jtFbHZQz7KIW4WOftQFwbEU66QkG+t1fXIjpiue2ctrUbE6fnk2jNVYYrm3Ay7mPb8DuGbtcPE6rlgXgdBo1M3ITeW1HDwCft9mZKvWJH1uRweLSVHm9AW+QAW+QNc02FpelARAvnat9BeIgit+taR4Y8xwpKBzM9LsDPPl5B2/s7ImpbAFRe+GMWblcflg+WebRgyOTXsvC4tRRn49FcWo8P1pUNOrzeYXJtA142dA2QK8rwMoGK039HtYPs1HsHfSzuqmfGbmJNFjc8j372GdtvHLZfCV7rnBIEBEEdnYPsqbZxqYOB3W9rlHvp2i71Xg4fSGcvhB7rG7e222RPzfpNUzPSeSI0lSOLE0lLykOlUqFLximw+6jw+7F6g4QjgjkJMUxtyBJHlMoKOxvBEGgud/DSdUZB/pQyDQbxtQ5UpjcKE8rhQNOstTr7diHuFkUOahVq+lzjQ4yo4riKkTBsw/qxaz5DxcUAEMZdaNOLc+0F6ca5ax5YYqRTocvpkd7S6eYaTt9ejY7ugdH7XOsTHgUrUYlTzKY9BpOnZpFQpyWG17fRbfTR3m6KFKnVavGnPnf0e0cCsR14uSCP7TvQDw6YbGhzc7GdjtzC5L3uY6CwmTFFwyztcvJh/VW3trVK1/fqfE6arLN5CbGUZZh4oiSFKaVZmC1DjIBp78vTWGKkcIUUYvhx4uK2NbppM3uJTVeh1Gn4dXtPSyv7ZMz9AXJcbTbfTh9IVbUWzlrRs7+OzgFhf1IRBDY2uFg9SetvLO9WxZQjaJCzNAFwhGCYUEOwg1aNSWp8VRnJ1CdZaYs3US6SY9GrcIdCNHl8NFgcbO7z8Uei5sOuxd3IMy61gHWtQ7wx48aMek1aNUqHL6xJ+6T4rT89sQpHFeRvp/PgoKCaJfrCYYnRZVTltlAq5IRP+hQAnGFA05U2bzXNbFMdTRAVqthYC9ZaACVSkWT1U0oIpBm0st9M1FropT4ITX0nMQ4ORD/xVGl3PhW7SixNBD9vr/ojKNapcIuTTIkG3WoVCqOKk1FhZi9d0pBulGvQa9RkWDQxFif2Yb9Rr1WDMR9UhAyHtFMeL3FzS1v1/HWjxd+oeNWUDjQBMMRVu7pZ3ltH5+1DsjBN8DUbDOXH17I4cWpMWKEB6KKVa1SMSs/SRZfBJhbkMz3ZufSYHFTmGJkdn4ST37ewUOrm3m/rk8JxBUOKkLhCFu7nKxutPFBvSXG6cOk13B4cQrzi1KYkZNIYYoRvVaNIAiyFadWoyYxTjtOH62B0jQTR5amyZ8EwxGa+j183mZnVWM/2zodMdl2s0FLQYqRzAQ9apWK2t5Bup1+fvtmLQ+eNY3DilL21+lQUACgWbLOjTrVHEgyEwxsaLPHtFIqTH6UQFzhgFMgZZWarO5xHyBRW4ZoeKxWqUaVs4cighxAa9TIisn5kq1E+4CXd2r7AMgwDQXi0UHFX74zjSNKU5mZmxhTZhplfav42YKiZOYXJvPQ6pYJ/cZoOXxUVVOrUZMSr8PmCRIMiccb/e2z8pL4ZJjg2/Csnl4qtw+G9x2IDy/B75vgJIeCwmRAEATe2NnL3z9picm2ZSToObw4hZOrM5lXkDzpBxvTchKZlpMo/72kMoO/rW5mQ7uDN3f2cOrU7AN4dAoK4zPoC/Fxo5XVjTY+ax2ICYJNeg1Lp+dwZFEy8wuS5Uni4ahUKhIMWhIMX26oqdOoqcxMoDIzgYvm5eMPRehy+IgI4uR6Upw25hkQigjc+k4d79ZZuPntOp75/lzSTKPtRxUUvi6abV50GpWs/XMgyTLr8YUiWN0BMhIO/MSAwsRQAnGFA05VZgIGrRqbJ8juPteYio/Pb+7kvg8b+cPpNfJnEUHAG4wNSENSKRyIpevRTHRKvI5gOMJPnt8qB6Xpkj/4p002mvs9qIAqyZv7tlOquPTpzaP8vaNCGJWZZi5ZUMjL23rocuzbqzuq9J5kHOoLzU82xmS77V5xme/Oyo0JxIeryUcD8UBo3zW3I0v3IoJwQFU9FRQmgt0T5Nblu/m0WbwHMhL0nDo1ixOmZFAxzJLwYCQ3KY4fHFbA4+vbuX15PTZ3kIvn5x/Uv0nh0GOPxc3TkvvI8CqUpDgti0pSOaY8jSNKU8nPSd7vLSDDMWjVlKTF7/V7rVrFTSdOocHipqnfw5UvbuOXx5QxMzcxRrBRQeHroqXfQ7bZIIsAH0iGLMy8SiB+EKEE4goHHL1WzaKSVD5qsPJps23MQPy+DxsBuP71XZj0GvyItme+Eb3SAkO2ZCaDBq+koG7Sa9jQbo/JDCcbxeD8zvfqATEATjPpiQgC6SY9v1lSwdUv70AlbRegwy6WpWcmTHz2c3ggPbzavSbbzLYup9zv3SSVOB1enMJtSyv536ZOantdGLRDA4ho1mEiPeIjqwX8oYis3q6gMBnZ0e3kN2/U0jPox6BV8+NFRZw3J08WXjwU+OmRxXgCYZ7f0sVfVzfT5/Lzy2PKYsrrFRQOBNu6nDz2WVvMRHBJWjzHVaSzuDSVqiyzfJ1O1rmjOJ2GP5xewxXPbaXR6uGqF7ejAsozTJxSk8V5s3PRHkLPE4UDS1O/Ww6ADzTpJj1qlej0o2gCHTwogbjCpKAgWSxPd3jHFmA5sTKD93ZbOH9OHh82WHEHwvS5/HL2O4oQEdjVK4qp5SUZ2WN1AWKJW3N/rIhFNDi3ugOkGHVcdVQJKxus3PDGLq5aXMLalgHm5CexqcMhr7NVEl4antneF4kGLepkIw0WN1s7HWSbDSyv7aNGyr5HM9fbusRtq1QqTqnJorbXRW2vS7Z3A9GSCZAnGMbDP6KPPBhWAnGFyUkoIvDk5+38a00roYhAQXIcvz+9hoqMQ892T61S8evjy8lPMfKnjxp5bnMXTf0ebjlpygG3wFH49hGOCKzcY+XpDZ1s75beQcBxU9K5YG4+03PMB13FRlFqPE9fPId/rGllTbMNiytAg8XNAx83sabZxp/OnKpkyBW+FlpsHhYP0zU4kGg1ajJMekWw7SBDCcQVDjifNttYUS/alYz0843y2xMrOKk6k8OLUxjwBlle28fqRtuo5Z7b0kWXw4dJr2FuQRK7+8SgXKNWjbIt02nUsoJ6caoRo07DPSsaiAjw4KrmMY8j6lFuldTax+qLA2TBNbUKfn18OSv39NNgcfPgqmbWt9lZXtvHkZJVWZ8rgBrosPvocvjIlfrZo6dCGFb3lxAn3rIjLZvGIjRCbO6bKh9UUPgitA94ufGtWmp7xUmz46ekc9OJU750X+lE8AXDbGx30O8JUJNtpjzdNGqZUETAFwxj0mv2SyBy/pw8MhP03LZ8N5+32bngiU08/N3pY1YEKSh83QiCwIp6K3//pJl2u9hepdOoWFqdyffnF1CUuvcS8IOB9AQDN504BQCrW7QYfHBVE5+32blnRQO3nlx50E0wKEwu7J4gdm+I7Ekg1BYlw2yg1aZYmB1MKIG4wgHFEwhzzcs75L/NcWNfkia9lqMkC68pGSaW18KAZ7QA2frWAQAumpc/aiA/MtuuUakwjFAh9+zFn/uIklS5ZxXggVXNXHxYASkmPS39o2cfs80G9vg9JBi0fFBv5cK5ebyxo4dup5/lkljcJ002THoN7kCYqqwE6npdrNxj5YK5+QDysQ3PbKdJYm8j7WLGQqtWMbzDfXhmXUFhMrC108G1r+7E4QthNmi57rgyllZnfuUB8sbWAZ5f10KrzUumWc+Sygxm5iWxu9fFmzt7eW93X4y+xElVGVy+sAitRsWGNjsfNFjZ3OHAH4qQGq/j3Nm5XDyvYK8Tb1+W46dkUJZm4pZ36qjtdXHNKzt55vtzSJ0Ewj8Khy52T5A73qtnVWM/IPZ+nzMrl3Nm5couJocS6SY958zKpTg1nqte3Mbbu/rIMhv4yRHFim6KwpemWco8T6ZKpiyzgd3SpLbCwYESiCscUHoGY4XOJqI8GS2v9ocFDFq1HKj+6PBCVu4RBxbTcsSskoqhl6x9hE+5Wj20rWip995swY4qS6WuzzUqq76wNI3NY6ir77GKD2inL8Sj69rwBSOcNjWbf61tjVkuNymOBoub6iwzdb0ultf2yYG4SS/ensOVaqNelZ0O3z4tKuJ0mph147RKKZ7C5GFXzyBXv7wDdyBMdVYC958xlcyv2GvXYvNw/4d7+ExyN4jy+o7eUctmmw1kJxrY2unk3ToL79ZZxtymzRPkH5+28vGefn53ciVlY2TPvwrFafE8/N0ZXPbsFpr6Pfz9kxZulDJ5CgpfN3ssbq59dQddTj86jYpLDyvkovn534q2pXmFyVx7XDl/+GAPj33Wzudtdn6yqJgFxYrNmcIXp9nmQa36YppB+5tss4GPGqwEQpGvfeJYYf+gBOIKB5TBESXWExG9kLPYwTApRh09g37+c/4spucmyoG4jFzeHevHDaKq+lhZ57FIMGiZV5A0arB+1bHlvLu9m353YJRK+XDe3NnDi5fOGxWIR8lPFgPs2l4Xdm+QZKNOrg4YXoZelBqPXqPC6QvRYvNSmGLcq8hTslEbM3GgiEEpTBa6nT5++YoYhM/OT+LBs6Z9pZ5NQRB4YUs3D65qwh+KoNOoOLkqk+m5ieyxuHm3rg+HL0SCQcPR5emcPi2L2XlJqFQq6noHeWBVM9s6RS2IiowEjipL4+jyNLITDXy8p58/fdRIba+LC57YyNRsM5WZCRSkGEk36SlNM1GWHv+VsvgJBi2/XVLB5f/byus7erhwXj7FB3lpsMLkY2O7nWtf3Yk7ECY/OY4/fI06DIO+EJs7HWxqd7Cj20mLzYMvFCHNpKc0LZ7MBANhQcDmDmD3hlCpxEx1YYqR3KQ4ko06koxaCpKN+1Xx+buzctGpVfx5ZRM7uge56qXtnDcnj2uPLdtv+1Q4NGnu95BpNkwqMdHsRAMRATocXkrTvt5JY4X9gxKIKxxQAiP8sPOSxy/xCUcE2UIsEI6QZTbQM+inZ9DPdIbZe0kibiHZU1yFbUQpu1qtkoPTcGT8BurEOC1XLS5hQ5udfk9QFk0zGbQ884O5CAJ859/rR9mdRXH4Qti9Ie47vYb7PtxDYYqRDe0OWUDOH4xQlGKkdcBLXe8gC4tTSZICccewTL5Bq2ZWXhLr2+z86aNGtnc7eeyC2WNaumQkGGiUMvNj9cAqKBwIXP4QV7+8A5snSEWGiT9/56sJJ9k8Ae58t57VktLzgqJk/nDuLExCRNZFuO64MuzeIElG3ahS1KosM3//7gzCEQGVilHfn1KTxdyCZO77YA8fN/azvXuQ7d2DMctMyTDxi6NKv1JmbWZeEotLU1ndZOO/69v53cmVX3pbCgoj+bDewk1v1xEMC8zOS+S+M6Z+IdHRkUQEgfXNNt7Y1M76Vjv1fS7Geot2OXwTsvgcTlGKkZOqM5lfkIxOq6bb4aPd7sUfilCRYeKosrSvFPycOSOHI0pTefyzdp7f0sX/NnUyryCJo8vTv/Q2Fb59TCbF9CjR42m1KYH4wYISiCscUIYLiv18cQn5knr63nhkbStPfN4BiF7a+clxbO1y0inZisXrxQG9OyBmkaNBbIJBw8CIjHicVk1AyoRHs1mz8hLZIimjDyfdZCDNpOetHy+gZ9BPomFoAKNVqxAE0S6N2PE5p03NpMHioa7PxaZOB2fNyOGYinRC4Qg/e2Ebm6V9OXxBStLiaR3w0jbgZWExco/74Agbstn5YiC+TuqHf2pDOzefNHrQnieJvh1ZmsJ1x5Xv9ZwqKHxTBMMRfvNGLc39HjIS9Pz5O9PkFoyJMuAJ0G734fKHqOt18czGDhy+EDqNip8fVcp5c3LJTDNhtQ7djCqVipR9tL2MVzGSZTZw/5lT6XH62NThoNHqocvho8/lZ3efi3qLm6te2s5RZWmcNSOHeYXJcrXNF+GyhYWsbrLxzq5evj+/YFzPZAWFiSAIAk9t6OCvq5oRgGPK07hzWfWXuj5BnEh7dXsPL27ponNEgF2YYmROfhKz85MoTzcRr9fQ5/LT3O+h3x1Ao1aRYtSRHK8HQaBn0E/bgJfeQT8Obwi7N0Cnw0frgJd/rWnlX4xdQTY9J5H7zqgh7Sv0s2ckGPj18eXotWqe2tDBa9t7lEBc4QvRbPUwtzD5QB9GDGaDlni9Rk5YKUx+DslA/Omnn+bRRx/FYrFQVVXFzTffzIwZM/a6/DvvvMMDDzxAZ2cnxcXFXHfddRx99NHy94Ig8OCDD/LCCy/gdDqZM2cOt956K8XFxfIydrudO+64g48++gi1Ws2JJ57IjTfeiMkkzkj5/X5+97vfsXPnThobGznmmGN4+OGH99s5OFgISZnrmmwz3z+sYJ/LP7qubWjdSERWGO92ipnoFGmG3+YOEgpH+FgqVS9PN8me4+fMzGFnzyDLa/v4/QdiIBwdlPzh9BoeWdvKC1u6Y/YbFiKc8Le1LCxO4d7TqlGpRFGnHG+YPKMY/OvHmKE/bkoGSUYHdX0umqxu+XOtRs2ZM3LkQNzpC8nlePd92IgnEJZ9IH0jrMoqMiY2y1mYIk5qqFCRlzT+BIeCwv4mFI5w2/LdrGsdIE6r5r4zpn6hbMLuPhd/XdXE+lb7qMxbRYaJ25ZWUpGRsF/9jbMT4zilJrZqx+4N8u+1rbywpYtVjf2sauzHqFNz9sxcfnZk8RfK3E3NSeTI0lQ+abJx3Ws7eeS8mYpwm8KXpt8d4Pcf7OGjBisAZ8/M4brjyvfqTjIeLn+IZzd18szGDlx+8Z1kNmhZXJbKwuIU5hckkz5GSXl+spE5+clfaD8r91j5qKGfBouLcEQgy2ygMMWIVq1mRb2F7d1O7nyvnj+dOfUrCzueWJXBUxs62NTh2KfuioJCFJc/hMUdIGcSKaaDOOmcbTYoFmYHEYdcIP72229zzz33cNtttzFz5kz++9//ctlll7F8+XLS0kZ7/W3atIlrr72WX/3qVxx77LG88cYbXHnllbz88stMmSIK5jzyyCM8+eST3HvvveTn5/PAAw9w2WWX8fbbb2MwiDfhddddh8Vi4bHHHiMYDPLb3/6WW265hT/+8Y8AhMNhDAYDF198Me++++43d0ImOXLp+DgvP7s3yKZ2u6yaHsUXjMgD+ajoW1S9st3upcHqxuoOkGDQcFRZGkZJvOzc2Xk8v7mTF7cOBdsmKZOeEq/nwnn5owLxFbuteIJhPmywcv3ru7B5gmzrcqJVq/j0miP3qrzaZPXIkwW9I8rW44eV4zp8QXKShgb4f/ukhQfPngYMldlHGVk1sLd9z5UGP+vb7IQjgtIjrnDA6Bv0c8e79axrHUCjgrtPrWZq9sRsugRB4LnNXfxlZSPRWyEn0UCCQUu22cAxFemcUpO1z+Ci0epmY7uDYDjCjNxEpg3zRw6FI+zqdVHXO4gnEKYgxciiktQJCVglG3Vcd1w558zM5bnNnXzc2I/FFeCpDR10O33cc2r1Fxrc37ikgkuf2ULbgJfLn93Cn74zTekXV/hCWFx+/repkxe3dOMJhtGoVfzqmFK+Oyv3Cwea/e4AL2zp4rnNnXIAXpIaz4Xz8rjwyDLcTs/Xao2ZYNBy6tRsTp2aPeb3583J4+KnNvFJk41Vjf1fOYtdkW5Cp1HhDoTpdvrl97WCwnhE2wonWyAOYgVX0xhuPgqTk0MuEH/sscc499xzOfvsswG47bbbWLlyJS+99BJXXHHFqOWfeOIJFi9ezOWXXw7ANddcw5o1a3jqqae4/fbbEQSBJ554gp/+9KeccMIJAPzhD39g0aJFrFixgmXLltHY2Mjq1at58cUXmT59OgA33XQTV1xxBddffz1ZWVnEx8dz2223AWLw73SOLn/+NhINxMez1vq/N3axsd3BL44qifncHQhRKpVuNljEbPPUbFF4ZnOHg5l5iYAovhSn01CcGs/OnkF297nosMeW1EUDcSDG1ijKtq6hf6/hgnChiEC/O0BGgmHMwcjzW7r4yRFFAKMU14cHxpvaHUzLToz5vtEiPkgjIzY8shxvZOl6lPIMk2hhFopgcfknlcWGwrcDQRB4aWs3f13VjCcYRq9Rce9pNSwuGz0pOhYRQeCBj5t4ZmMnIJbVXn106V5bWILhCDZPgIQk8bkQjgisauznyc/bR/V1F6YYqcxMwOYJUNvjwjOi8sRs0HLx/HwunJs/IfXZ4rR4bjihguuPL+ejPf3c+GYtH9Rbeae2j1Nqsib0e0H0P37onOn84qXttNt9XPL0Zu46tZojSlInvA2FbyeeQJh/rWnl+S2dBKVZq+qsBG5cMoXKrImLsnmDYVY39vNunYVPm22yhkpJajyXH17ICZUZaNQqjHoN7n1sa+TxeYNhTHrNl9aFKM8wceG8fP67vp273mugIMX4lXphtRo1BclGmvo9NPd7lEBcYUI093tQAdnmyXe95CQa2NKpVHgcLBxSgXggEGDnzp38+Mc/lj9Tq9UsWrSIzZs3j7nOli1buOSSS2I+O/LII1mxYgUAHR0dWCwWFi1aJH9vNpuZOXMmmzdvZtmyZWzevJnExEQ5CAdYtGgRarWabdu2sWTJkq/xVx5aRIaJqe2Nje2imvHL22Kz1O5AWM4UWVwB/KGIXALX1O+h1Sb2jUdfrDPzEtnZM8jmDgfCiOLW4eWf0b5ys0HDadOyWVaTyRXPbZO/N2jVzMxNZL1kW2aVAvHhPXeZCXq0ahVdTj8bpOX6XLGB+HAhOV8ogtUdmzG3SH8LAvx5ZSM2T5DfnTRllD/6SOX5KBq1ikyzgS6Hj95BJRBX+GYJhiPc834Db+wUrcOm55i56aQpEx40h8IR7nq/gTel9X9xVAkXzcsfc2BR1zvIY5+180lTP4GwWP1RmGzE7g0yIN3POo2KufnJxOnUrGsZoE3SY4iSFKdlRm4iiUYdWzocdDp8PPxJC6/v6OH0admUppnISTRQkhY/brm5SqXiuIp0Lj+8kH982spd79UTigicNjVrwoOiotR4Hr1gNr99s5bNHQ6ue3Un/zh3BjPzkia0vsK3jz1WN9e/tpN2aZJ5Vl4iF88vYHFp6oSvO6s7wOOftfHmzt4Y68vpOWYunJfPsRXp4/puW90BWm0eHL4QgVCEQX+IDruXPRY3DRa3fC+C+I6ckZvECZXpHF2WhvYLtHBcvrCQz1oGqOtzcfGTmzhtWjbnz8mj6EtWjpSlm2jq99BodXNEqTLhpbBvmvo9pCfoJ6VFWE5iHN5gRBn3HSQcUoH4wMAA4XB4VAl6WloaTU1NY65jtVpJT08ftbzVKvZUWSwW+bO9LWO1WklNjX14a7VakpKS5PW/Tvb2Hox+flBNgEnHquaLH7cnECYxToNaBREBBv1BMhIMZJn19A4GaBsQM8rpJj0qldiHDqLXcDSYVQElafH8/KgSNnXYeWhVM9NyxMz0lMwEfnVsGT1OH+6AWN73+AWzyE40kBKv54L/bqTe4sbhC6JSQa4kHAditu2EygzuXbEHq5QJ7x3002h1y1ZHUe/yRIOWAW9wVOl61LZswBuUM4KLy1I5qSozZjlXILzXc5ctBeI9g35mHUzXxRhMhuv769j3ZPgd+5t+d4DfvlnLxnYHahX8/KgSLpyXP+4gXhAEWmxe4vUa3P4Q93/YyPo2OxoV3HJyJcumjs4q+4JhHlrdzPObu4jqPqoQM+HNUo9cUpyWs2bmcN6cPLmaxB0IsaZpgD6XnySjjspME2XpJvn4whGBd+v6eGBlEx12MSCPYtSpWVKZweWHF42bPbtkQSF1vS5W7ukXy/JbBrhjWdWE+3MzEvT8/bvT+c2bdXzUYOVPK5t44qLZE1p3f3MgruGD7X75Js/RhrYhW7Iss4HfLKngiJKUCQfgEUHgxS3dPCRVroAo9nlSdQYnVWVSNobrhkolTpatbx3gowYra5oHRom3jUefK8CKegsr6i3kJBq4ZEEBy2qyJpQpN+o1PHj2NH73zm7Wtgzw0tZuXt7azQmVGfzsyGIKUr6YJkpFhon3d1vYbXGN+nc72K67/cH+OgcH8zlu6nd/bWXpw8/D19HmkSMF3y02T0zL48HAwXxNfFkOqUD820Ja2vi9lfv6fjKRmCiWi6q1atLTxz9uAdWIvyEtPRGDViOWu5njSU+LJz/VRO9gALvUz5afnkB6upnCLHGQ4A0LFEq95QJQmG5ielkGF932Hg5vUC5hnZKTRHq6mZWtYka+JN3E4mm58v5TEgxgcRPRaklIiufYmmze2dUnLptpJj9T/D2CWk1+ipGOAS/n/Xcj9541nTidhiZp0JKXamSgM4hlhKp7iNFPoue39nDBEaUxnwUjwl7PXWmWmU0dDqz+8D7P78HCgby+v859H0z36UToG/SxtrGfTa0DvLy5k0FfCJNew98unMMxlZnjrru6wcLNr+6gZURfW7xew4PnzeaEMUq7a7ud/PzZrezpcwFw2sxcfnp0GVXZZnqcPup7BzHHaZmRnzwqg50OFOWObzX2/cxEzlpQzCubO1nX2E+bzUNrvxunL8TrO3pZXmfh2iVTuHxx6V4reh794QL+8XEjD6xo4P3dFgrSE7jltJpx9zuS+783i4X3fMCunkEGwlCRNXmum2/yGj5Y75f9fdyr6i1c/fIO/KEIh5Wk8o+L5pL6BdTEbe4Av35+Cx/tFpMGM/OTuPbEShZXpI8ZyEciAp+32HhtaxfLd/RgG9ZypVZBYWo8qSY9cToN5jgtuclGKrPM1OQmUpqRgEmvwekNUdfjZGW9hRc2tNPt9HPP+3v466oWpuYmYtRrsHuCOLxBjDoNx1dn8pOjyzANqwZLT4dnfnw4a5v6+c8nzayo7eP93RZW7rHyo8WlXH1CBQbtxMrfD6/M5OFPWtjV6xr1njxYr7uvk/19Dg7Gc9wy4GV+cSpJSV+ffkdi4tezLXOiEYNWTa/v4B33HYzXxJflkArEU1JS0Gg09Pf3x3ze398/KusdJT09Xc5sj7V8RkaG/FlmZmbMMlVVVfI2bDZbzDZCoRAOh0Ne/+ukv39wzFkzlUq8ePf2/WQk4BWzwC5vMMZuaMxlQ+FRn/X3D8o91Ha7m3ghTLxWHDxYpQyzTohgtQ7S1y8O2DUI6IaVpjvcfnp6HTF+3QDTM+PZsLuXG1/ZDsBRpSkxxxgn9bVf/b8t5CYa+M/5s0gyanF4Q8zNNeNwimWv4VCYc2bm8JeVYlXGPz9upLnfQ5xU0nR4YTI7Op00WWK77exuPylGXUw539Z2O+t398Qs5/GH9nru8s3igGz59m4umJk9bkZysvNVr++v44X0ddxbB+N9Oh6CIPD0hk7+/mkL/tCQvsKUDBN3nVpNSZpx3Hv7zR093P5uPRFBalERBMKC6Af+y2PKKM+Ij1k/FI7w7KZOHv6khWBYIN2k53cnT+FwqYd6YMBFbpoZQziEIMDOZiuNVg9pJh1VmQlyCWwoHKHT4aPfHZCVZrMTDaOCj6XlqSwtT5V/69ZOJ/9c08rnbXbueaeOD3b1cNeyqr3ao31vehYZBg3Xv76Lx9c0c2ZNxhfuQ51fkMyalgHe2Ng+IXeJ/c2XuYa/6v13sN0v38R9vr51gGte3kEgLLC4LJV7T6sh4vVj9fr3vTKwvcvJb96opWfQj0Gr5hdHlfDd2bmoVSr6pfdlFJs7wOs7enl1e3eMxkqyUccx5WkcXZ7GnIKkce0IfYNeomuWJeopm5fHhTOzeWVbD89u7KDL6eezZtuo9XZ1O1mxs4eHzpk+yvt8SpKBe5dVUT8/n4dWNbOmZYCHVzaysq6Ph787fVQr11gUxGvRqKBjwMuOJgvZiXGH1HN6st57B+s5dgdCdDt8pBo0OBxfXRRNpRKDcOfXKHyYZTawo21gn+PqycbBek3sjYnce4dUIK7X65k6dSpr166VhdUikQhr167loosuGnOdWbNmsW7dupg+8TVr1jBr1iwA8vPzycjIYO3atVRXVwPgcrnYunUr559/PgCzZ8/G6XSyY8cOpk0Tla7XrVtHJBIZ1zbtyyII45ev7Ov7yUSC9NJ2+kL7POZIZPQC4Qjy4N+o1SAIYNCIs+AuScQs2ahDEIbE0lKMOsxxQy/zWXlJ2L2j+6x/+2YdOo2KYFhgSoaJHy0sijnGhGECb11OP5+3O/jbOTNY3zqAJxCW89k6tZoL5+YjCPDAx02y2qYvFMGoE79bUW+VP4/i9IV45gdzWd86QJbZwEOrm9nRPcgeS+xygiDs9dwdX5HOvz5tpa7XxfoWOwuKx88CHgwcyOv769z3wXSf7g1BEPjrqmae3NABiDaBcwuSmF+YzOKyNNQq1bi/cWWDVQ7CT52axXXHlWHUaYgIyCXcggAt/R62dTlpsXn4oMFKl1RNsrg0lZtPmkJKvH7UftY2D/DImla5XQQgMU5LaVo8Ln+YFptH1mmIkhqvY15BMkeVpXH8lPQx+lZVzMxL4m/nTOe17T388aNG1rfaOf+/m7htaSWHFY19fx1bkc68wmQ2tNl5Y0cPVywq3vfJHcYRpamsaRngrV29e+2TPxB8k9fwwXq/7K/j3t7l5Fev7CQQFjiqLI17T6tGp1FPaF/BcITHP2vn0XWthAWxler3p9VQLlljDt9Gg8XFMxs7ebeuTxaAM+k1HD8lnXMOK2JKsiHG9eSL/laDVsN5c/I4d3Yu9X0uWm1e/OEIZoOWZKOObqePv6xsorbXxY1v1fGX70wbswKlIiOBB86ezocNVu5+r55dPYPc/FYdf5yAxZlJr6U628yO7kHWNg9w5oycmN9zMF53Xyf7+xwcbOe42fr1KqZHf/vXeQ6yzAYarV+vo8E3ycF2TXwVDqlAHODSSy/lhhtuYNq0acyYMYP//ve/eL1ezjrrLABZxfzaa68F4Pvf/z4XX3wx//nPfzj66KN5++232bFjB7fffjsgCu98//vf5+9//ztFRUWyfVlmZqYc7JeVlbF48WJuvvlmbrvtNoLBIHfccQfLli0jK2uopHLPnj0Eg0Hsdjtut5va2loAOcD/NpImZZFGKooPJylOi8MXIj/FSP+I8m27R1xPrQJznNT3Lb1zoyJmmQniPqJiaRkJBtlvvDzdxBWHF43abpTowGNhcUrMoPzlbd2jVJaf29zJxfMLeHBVMwDfnSW+zPVaNc9s7OAfw/pMoxi0GsKCwLyC5FGBuC8YJt2klxWXs81x7OgepMcZm+1Qj9NzKvoeZ/Li1m7er7ccEoG4wuThxa3dchD+q2PLOG/2xO2R6noHufntOiICnDEtmxtPrJDXjV7SDm+Qe1Y08EF9bNVSilHHVYtLOG1arABaMBxha5eDZ17bxWrJO1mrVlGSFo/FFcDuDbKlcygwj9OqyTQbEASBLqcfmyfIe7stvLfbwoOr9CybmkVFRgKlafGUpsXL+1KpVJw5I4fpuYn85s1amvs9XPnidn56RDGXLigY8xycMS2bDW123trZyw8XFH4hcaql1Vn8bXULjVYP/9vcxflz8ia8rsKhR1O/m2te2YEvFGFhcQr3nFo9Ib/6UDjCe7stPLquTRYqPLEyg98sqRiVOd7W5eQ/69r4dFiGemq2mbNm5LCkKoN4vYb0dDNWq5i5CoYjWFwBegZ9tNq8NFpFgbYOu5d+T5BwRCApTkt5holFxamcUBlbGaJWqajKMlM1ovViNkmUp5v44bNbWNcywH0f7uGG48v3+pw5riKdbLOBH/1vC6ubbKxvndgE9OLSNHZ0D/LGzt6YQFxBYSRRa7DJLISWk2hgZUO/opx+EHDIBeKnnHIKNpuNBx98EIvFQnV1Nf/+97/lUvPu7m7U6qEX1pw5c7j//vv5y1/+wp/+9CeKi4v529/+JnuIA/zoRz/C6/Vyyy234HQ6mTt3Lv/+979lD3GA+++/nzvuuIMf/OAHqNVqTjzxRG666aaYY7viiivo7OyU/z7zzDMB2L179/44FQcFyfFiQOwOhAmFI2MOTh+/cDYrdltw+oJs7Yy1fYsKnKWb9PIsuU8KkH2hCCqgQLI6ii6bZTaQLAXiyUbtqH1q1CrZriVK1K8cYI/FzT3vN4w6zh3dg9zw+i75706HuD+1Cv68cmyxQLs3yB8+2MOCMTJpI8vIU6RzZR9RQr+vAdiiklRe3NrNxna78lBW+NrY0uHgjx81AnDlkcVfKDi0uPz86tWdYiBRlML/LakYdV122L1c9eJ2Oh0+VMDcgiRK0kxMzTZz3JR0jDoNdb2DvLGjl82dDvoG/bj8IdlrXKtWcc6sXH4wP5/0BAPhiEBd7yCdDh8mg5biVCM5iXHyfeYPRdjZ42RdywCvbe+hzxXgsc/a5eMpSYvn6qNLY2zEytJN/PfC2fxlZRMvb+vm75+2oFWrxiwfP6Y8jWSjji6nn3s/2MNvl1RMuFXEHKflikVF/OXjJv70USO+YJhLFxRO+HwrHDr0Dfr5xUs7cPpCTM8x84fTa/ap3BwIRXhlWzdPfN4uT0inxuv41TFlnFiVEXPvbe10yK0XIL6/jqvI4IK5eUzPHbLYdPlDrN7cwfKtXWzvHqTb4WNfCSyHL8TGdgcb2x38dXUzUzJMzC1IpiorgbJ0E4UpRoxjiLVNyUzgtqWV/OaNWl7a2o1apeK648r2ev/UZJs5e2Yuz27q5LH1bRMKxE+flsUja1vZ1uVkTbNNUU9X2CstNg/pJn2MU85kIzsxDqc/xIA3GOMKpDD5OOQCcYCLLrpor6XoTz755KjPli5dytKlS/e6PZVKxdVXX83VV1+912WSk5P54x//OO5xffjhh+N+/20kWlauYu8WZvnJRi5ZUMhNb9WO+s4yLMvtC4b59eu7WNcyIH8vAD2DfopT4+lxiuWs2YkGkoxDJfHR/SMdw6qfH8ERD3wSs58Ou49up4+cxDg6HV4mQiQi/jZPYHRv+3DerbNw5vTsUZ/H62MHJFGv85GZ+LEGLsOZW5CMTqOiw+6jbcD7pS1eFBSiWN0BfvNmLeGIwJLKDH7wBfqWnb4gV7+8A4srQElqPHefWj1KSbzT4eUnz2+jd9BPblIcfzitJsYHuX3Ay59XNrK6aXQ/aWKcllNn5vK96VnkJg2pJ2vUKqbmJFKdbcbmCaLXqGLkEA1aNXPyk5mTn8zlC4tYUW9hfZudNpuXeouL5n4P17y8g/Pm5HH1USXyBJ5Rp+E3SyrIT47jwVXN/O2TZqZkmlhYHDuQj9NpuPmkKVz36k5e296DNxDmzmVVE54Yu2BuHgPeIP9d387Dn7QwLcfM/EKlwuXbhDsQ4ppXdtA76KcoxcifvjNtn8//Hd1Obn1nN61SBjw1Xsf3ZufxvTm5Mf3czf0e/vJxI2uaxfenRq1iWU0mlxxWKKuQRzUSXtrWzUcN1hhNCAC9RrTMzE82UpZmoiLDRHGqkfQEAxq1in53gG1dTj6st7Cpw0G9xU39CG2UZKOO/OQ4puckcvr0bMolxfbjp2Tw2yUh7n6/gRe2dCEIAtePkxm/YG4ez23uZGO7gxabR7Y63RvpCQbOmZXL/zZ1csvbdTx6/qyDVuhKYf/S1O+JSc5MRrKl42vu9yiB+CTnkAzEFQ4eGiyiIExRqnGfA9KuMaxRooF0slHHti6nHISrQJ6dv/SZzbzz44W0SL7iecPK4aIWYsNn8rWa0cfx7KZOntvcSWmaicrMifkgR2frA+HYwUr02KK2awAu/+hgPTEu9vaMDrgCIwY/Rt34s7Lxeg3TchLZ3OFga5dTCcQVvhLBcITrX9uF1R2gJC2em0+aMuFgsnfQzy9f2UGDxU2aSc+fvjNVbimJYnX5uerF7fQO+ilONfL3784gPUEcVIQjAs9u6uQfkjCcRgUnVGZw3JQMClOMJMdpSY7X8WnHILcu383uXjfmOC012WYS47S02TzU9rrwSfdQltnAopIUZuQmYjZoSTPpqchIwKBVc0pNltwW4vKH+NeaVp7d1Mn/NnVi9wa5bWllTEbu4vkFtNg8vL6jl+tf38V9p08dlYk7qiyN20+p4rblu3lvt4VjK9I5oXJigp4qlYqrFpcw6Avx8rZunvy8QwnEv0WEIwI3vVVHg8VNaryOB8+eLld27Y3Xt/dwz4oGQhGBNJOeHx1eyGlTs2My6MFwhEfXtfH4+nbCEQGNCk6dls1lCwtlG6RAKMK7dX08u6mThmGBc1mGiaPLUpmbn0xpuom0eN24z4J0k57KzAS+OyuXfneAz9vsbO9yyhNdDl8IuzeI3RtkR/cg/9vUyQVz87lqcTFajZozZ+Sg16q59Z3dvLi1m9ykOC6eP/YkYHZiHItKUvmkycabO3u5anHJPs/xlUcWs6PbyY7uQf7vjVreKf/6xXYVDn6arB5qshP2veABJDNBj1olZu/nFiQf6MNRGAclEFc4oNT2iIF4RIDrXt3J70+v2WtmvFvqjY7XafAEwxSmGAlJag5atQqHb0hw7czp2byyXVQXd/nDrNhtxeoOEK/TMCUzgXrJ8igagEdL0bVqFb5gbKAbJSLAHqubPVY3Vy0uJi/JyPSSNFbu7Ob+Dxtjlk00aJmZl8ialoFRglACMCM3kZ8dWczt79bT5fBhG6NHfWQgHicF3COzEHETsGgpSY1nc4eD7i/g86qgMJKIIHDb8t1s73aSYNBw/xlT95mRi7Kj28mvpQA+NV7HQ2dPJz851u93wBPgZy9up8PuIzcpjoeHBeGdDi+3La9nc4doJ3hYYTK/Pq6c4rShiaWN7XaufHG73MMHYgVJtC0lSnQyrHfQzyvbenhl25ATQVKclrNn5XJSVQbFqfGoVSoSDFp+dWwZs/KT+O2btSyv7aMkNZ4fLowtD7/++Ar6BgOsax3g6pe3c/spVZxYFWvddnJ1Ji02D4+ua+OFLV0TDsSjnFKTycvbuuUMp8K3gwdXNfFJkw2DVs2fzpy6T+X9xz9r42+SLsmxFencdGIFiXGxgXuP08dv3qxlh2TZubg0lV8eUyZnwB3eIC9v6+b5zV1YJR0Xg1bNSVUZnDUzh6On5dLf75JFlXzBMO12L1Z3AG8wAoKATqMmwaAl3aQn02yQy3nTTHpOrs7k5Oqh+8PpC9Lt9NNq80hWZP08vbGD3kEfdy6rRqNWcUpNFi5/iPs+bORvq5uZlZcUUzI/nFOnZvFJk413dvXy0yOK9zq2iBKn0/DHM6dy7mMb2GN187/P22XHBAUFEK/xbqeP46eM7cQ0WdBqRP2TkdpDCpMPJRBXOKC028XBZNuAl7YBL839Hlm5dTgRQWBAEmb7+7kzeHtXL+fMzKVOCqhd/iBBKfO8sCiFk6oz5UAcYFWjaGl3TEUaRp1GzlLrpfLSaLm3UaeRtzP+cfu4ZEEh6elmesewh7jmmFJ5HyNL7wD+fd5MVCoVKUYdXQ4fFtdou5l4nYZ/fNqCRqXiR4uK5NJ0dyBW4X0iycioEM/IsnYFhYkiCAL3fbCHd+ssaNQq7j61msIU475XBNa12Pj1a7vwhSKUpsXz5+9MGxVIdDt9/PzF7bQOeMlM0PPwd6eTkWDAHQjxwuYu/vNZG96g6DTwq2PKOGN6tpx922N18591bbwveSGnxOu4cG4eR5Sk4fQH2dXjwhsIk5sUR022mYIUI8FwhE0dDtY222ju9+ANhumw+xjwBvnPujb+s66NdJOec2bl8P35Beg0ao6rSOf/ji/nrvcb+NeaFsrS4zm6fGhAZtCq+eOZU7njvXqW1/Zx13sNzMlPkicTopw5PZtH17WxucPBgCewV+uzsYi2rPiUe/lbw9u7enlmo6gv87uTK5maM3bgGeW/69vlIPzSBQX89IjiUZnq7V1OrnttJzZPELNBy2+XVMiTQj1OH09t6OD1HT1iQA1kJOg5d1Yu35mRQ5JRRygSYUPrAJ/U9lDb46Kuz0X7gHeffeJmgxajTk28XkNmgoFpOWaOn5LBlMwEEuN0JMbpqMxM4MSqTD6st3DT23WsqLdSlNrKT44oBuC7s3LZ1uXk3ToLt7xTx9MXzx3VygWiAFtSnJY+V4C1LTaOLE3bx9FBaryeHy4s5M8rm3hxY4cSiCvE0Cpd41+XYvr+JMtsoNmmBOKTHSUQVzigDPpjg0qXf7SN2MZ2O0983i6LMJWlm7juuHIAWgfEh8yWzkHipX63sCCMCk7rpRL4hVKpaLQU3KTX4vAGeepzUZQp3aQnOIZN2rHlaVRkmvjXmjYA3tnVy/+dIB7DWBYL3mBEzmCPLCUfTrQst6lfDNbn5CeRbtLz3m4LTl+IF7d2A3D+3Dy5DNHuDcWUtU9k4iCq5zZShE5BYaI8/EkLL27tRgXcctIUDi+e2AB1c4eD617bhV8SZvv96TUxg+ZQOMIbO3v52+pmHL4Q2WYDD50zHa1azb0rGlhe24db0lmYnZfILSdXkp9spMfp4906Cx/UW6jtFe9vFfCdmTnccsY0Qh6/fG/OyU8mGI7QafeRaNSiVavQqjUcUZIaI74Wjgh81GDlte09bO50YHUH+MenraxutHH/mVNJN+k5Y3o2mzsdvL2rj1+/tovvzsrlp0cWy5Ndeq2a25ZW0j7gZWfPIK9s6+FHi4pizkl2YhxVmQnU9bn4sMHK2TNzJ/zvEK3YmcxCQQpfH3W9g9wtiYP+cGEhS/ZRQfHKtm4eWi06d/zsyOIxRf0+3mPlxrfq8IciVGSYuP8MMcPe7fTx6No23tzVK78rKjJMXDQvnyWVGWjVKj5vs/P6jh4+abLJ9+VwkuK0ZJoNxOs0qFRiBdegP4TFFZD/O1qg0mLzsr7Nzn8+a2dGbiLnzMrhqLI0uXf9uCkZ3BIWuPntOh5f384JUzIozzChUqn4vxMq2NrppMPu48FVTfzfCRWjjkWvVbNsahbPbOzkte09EwrEQVSS//PKJrZ12LF7gyTFjd8CoPDtoeUgUEyPkm02xNh3KkxOlEBc4YAyMoj1hUa/2H/y/Db5vzVqlTwADYUj8gA8LAiycJM3GI7xNYUhxfQayRrF4RWz64lxWv78cRNv7eoDxEGH0ze6TPyyhUVY3ENZ60BYoG/QT04WBCOjA2FBEDAMUzPPMutx+cPywCUYFtBrVXJw3TsoHs+8gmR5e8MnKf62ulm2m7G4/Og1arnPVQmuFfY3b+zo4fH14mTVb5dUyL3T+6LR6uZXr+7AH4pwZGkqfzi9Jkblf02zPgZefwAA9fhJREFUjd9/sEfWf6jOSuAPp9dQ2+vid+/Uydm4whQjP1xQyCk1mWzrcvLAx02sauyXJ6M0Kji6PJ2L5+XTM+jnwQ/24PL4yUwwEIpE2NblZEObnYA0m1edlcDF8ws4pjwNT0AsNUw26shOjOOEygxOqMwgGI7w/m4Lf/yokZ09g1z27Bb+fd5MMhIM3HziFOJ1Gl7c2s3zW7pY1zrAX74zTS7pVatUfG9OLre8vZsPG6yjAnEQS9Tr+lw8v7mL78zImbCCerREWBHgOfSxe4Nc//ou+f758RjX0XA+bbJx7woxaL90QcGYQfjLW7v4/Qd7iAhwREkqd59ajVoFD61u5pmNHbJl57zCZH4wP1929Ph4Tz//Wtsa0yOeZtIzPcdMTbaZqqwEpmQkkGYa+7oUBAGHV+wB9wTDuAMhOuw+1rUM8HFjP9u6nGzrcqJVq5hfmMyFc/NZUJzCydWZfFAvlqk/sKqJv549HRCrvG45eQo/e2E7L2/t5qwZOUzJHN23e9q0bJ7Z2MknTTZc/tAom7axSE8wUJxqpMXmZUung6PLJncZssI3R4vNQ1KcdswKjMlGZoKBXqcffyiiTNxOYpRAXOGAkmCIfZjtazA6PLh9Y2cvj65rG7WM0xcaZecS7dPONBu4bfluPqi3yPvf3G6Xl/ve7Fy2dY6eQQwJwqgHWTRI8IdGB8JajSrmGJLidLzyw/mc9I/PGPSHeHFrF9NzEkmVAvFoJYBWo5Lt9YbblEUz4yAOxIcLtEUHTgoK+4Pmfg9/+GAPAD86vHDCHrsWl5+rX96Byx9mVl7iKK/j/23qlO3PUuN1/OCwAs6Zmcvyuj7ueLcegOk5ifz0yCLmFiTTafdxzSs7ZFVnECtITqrO5KjSVD5vt3PDG7tke6axiNOq8YfECbzfvlkbI+oIok/yz48qYU5+EjqNKNg2IzeRn78k9q3/4YM93HfGVLQaNTecUMGxFenc/m49bQNefvnKDh6/cLY80I8GMHusbhzeIEkjhLVOn5bNI2tbaer38F6dJaZXdjz6pEnFzEmu2qvw1YgIAre8XUe3009+chy3L60a9/24x+rmt2/WEhHE3uifSmXcUQRB4J9rWuV35hnTsvm/JRXU9gxy89t1dEqTYXMLkvjZkSXMkPqud3Q7+dNHTWzvFt+LRp14X5w2LYujpuZis7lw+8N02L009bvZ3eeKuaei1VveQBi7N8igP4RBq6YyM4EzpmfznRk5WF1+Xt7Wzbt1FtoGvKxtGWBtywA/OaKIyxYWcfXRpXzSZGNdywAb2+2y+NT8whROmJLBinoLj69v5+5Tq0edl3LJFq1twMvGdntMK8l4zM5PEgPxDqcSiCvItNi8k14xPUqm2YCAaAValj4xkWGFbx4lEFc4oEQfaNGX9ZSM8ZUoh49D1g6zKRtOvyTKNmpdIByJ8ObOXvkzg1Yti8C9/eMFZCQYeG5z16h1d3Y7RykUR6R0fmiMjLheo5ZL00Ec7Ou0Gs6Yns1TGzpkX/EFRcnAkHq73RukRFI1j2b7h6NVQygCWrUaEPer1aj2OeMZ7Q9UkucKXwRBELhnRQO+UITDCpO5bOH4GbkonkCYa14eslm674ypxA27J9+p7ZWD8LNn5nDN0aXE6TR8UG/hTikIP3tmDtcdV45WreK17d3c92GjqJSuVnFqTRYXzMujNM1EvzvAXe/VyxUxWWY9S6fnQihMn8uPSqWiIt3EwuIUStPicXhDPL+lkxe2dMuTXSlGHQ5fkJ09g/zk+W1yQD63IJn8ZCP3nT6Vi57axMo9/ezodjJN6tE9rCiFxy+YxQ+e3kzrgJe/rmrmN0vEEtnUeD1FKUZaB7xs7nBwTEXsYN4cp+UHhxXw8CctPLK2lROrMiaUFe+T9CQyE5SM+KHM45+1s7ZlAINWze9PqxnlLjAchzfIda/uxBMMM7cgid8uqYjpCQ+EIty9ooG3pHff5QsLuWJRES9vE++rcEQgy2zg18eVcVRZGiqVih6nj4c/aeGdWrFaLE6r5vy5eVw4N58Eg5bt3U7ufruWj+p6abR+uT7U8nQTty6tpDIzgSsWFfOjw4toHfDyv02dvLS1m3982srUbDMLi1M5Y3o2L23t5i8rm3j8wtmy8NqlCwpYUW/hwwYrdk+Q5PjRZeRz8pNoG/CyrWtwwoH43IJkXtnWw4ZhE/UKCi02t+wmMNnJMovviPYBJRCfzCiBuMIBJertWZ1t5o6lVWO+RIczXIFcP4bNGIA7ECY1XkeyUReTVVarVbTbY1XDNWoVarWKcETA7g2SkWCQBeSGc9+Hjaz+xRExn0UHzdoxBs9PbeiI6Z9rsLhZ22KjJC3WOuyzVjswlF2v73Px3Vl77xfNSDDQ7fTH/PaN7Q4+qLeMWy4cPUaljF3hi/BObR+bOxwYtGpuPmnKPlWHQbzGbnyrlnrJZumBs6fF2Cw1WFzc9Z5YPnv+nDx+eUwpKpWKrZ0Obnm7DgH4zoxsbji+nLAA932wh+e3iJNj8wuT+b8TKihMMSIIAm/v6uVPHzXi8IXQaVRcvrCIi+bnk5edhNU6iCCI1Sbbu530DvrJSYwjOV4nD/r7PUFMeg1GnYZ+d4BH1rby5s5edvYM8rMXtnHLSZUsm5pFeYaJk6syeGtXH89t7pIDcRDLWG8/pYqfPL+NV7Z1891ZubLg5IKiFFoHvHzc2D8qEAf43uw8nvi8nTYpWJ+IzYxFyvhnJhwcWRmFL86mDjv/XNMCwPXHl49Zch0lHBHkjHZuooF7T4tt/+h3B/jNG7vY3OlEo4IbTqjgzOnZ/GNNK/+RsuMnTMngxhMrSDBocQdCPPl5B09t6JAdOk6dmsXPjiwmGBZ4ckMH7+zqHVV5khSnJTVej06jQq1SoVKJrWcRQUCtUhGnU5Ns1GE2aPEEw3zWOsAeq5vLnt3Cb5dUsLQ6E5VKRXFqPP93QgVatYrnNnfx6Lo2FhancsWiIt6t66Ouz8VbO3s5fXo2AFMyE6jMTGB3n4sPGixj6i1USuev0TpaOHVvzM5PAsR3si8YjplIVPh2Eo4ItA145WtjshMVRmxTHDYmNUogrnBAqckWe7abrO592rGAKPwSDEfQadRjeqhGS039oQhXLS7mzvcaSDZqsXtDhCMCAyNswsIRgQVFyaxpHuDTJhsVGQkxwXvMsoJAttlAj1QaGvUbTxzjOJrGsIy49Z3d3HTilDG3He0H3949SEaCgV8cVcKDq5rl71/64XwKU4xc8dxWup1+kuP1WNxDx7mrZ3D8QFw61okIuykogKjK/bCkvHzZwsIJi9M8/EmzbLP0xzOnkpc0pKzuDYb5zRu1onBbcQrXSEF424CXa1/dSSAscFRZGjccX8GgP8SNb9WxTqp8+ckRRVy6oBC1SsXuPhd//KhRtjKryDBx+9IqshMNNFrdtHtC1LXZWNVoY3VTv9y+kRSn5YcLCzl3dh4alRik7+oZpDDZSHGaGABcsaiIP69sYnltH7ct342AwKlTszl3dh5v7epjxW4L35mRzZz8ZPl3zS1Ilktk/7mmhfvOmAqIHufPb+lieW0f58/JGxVQxetFwbh36yxsap9YIN4v9YinKxnxQxK7J8iNb9YREWBZTSanT8sed/n/rGuTM+f3nTE15r24vcvJDW/swuIKYNJruOe0ag4vTuXvnzTzn89EzYefHFHEDxcUIgCv7+jh4U9a5GtsVl4ivzymDJNewwMfN/H+botcVWU2aFlSk8Vh+YnMykvaa294FE8gTDAcITFOi0qlwu4J8rvldaxpHuB37+zm0XVtHFmaymnTsilPN3HJYQW8uKWLLZ1OWm0eilLjuWxhEQ983MQ/17SwtCZTnnA4qSqD3X0ultf2jRmIRyfAo+KuEyHLbCDVpMfmDtBq81KZNbl9oxX2Pz2DPgJhgWzzwZERV6lUZJkNSiA+yVECcYUDSnFqPEadGm8wQtuAd1TGeCx6B/3kJxu5ZEEhDRY3m6TBOIDZoMHpD2P3heiRSs6PLE2Ty9FHBuL+UIQ5+WIgHhWh2ZvKee+gn/IMkxyIR/2Ty9KHjjkzQb/XHlV3IExB8mi7p3idGk8wQkq8jgFPkM/bBrh4fgGz8pL44bNbgKHS9SiHF6fEiObs60EbLVsPKIG4wgR5dlMnvYN+ss0Gzp+TN6F1Pqy38MTnHYCorD5thM3SHz9qpHXAS0aCnjuknlebJ8DPX9qOwxeiJtvMXcuqaOp3c/3ru+iw+4jTqrn9lCqOrUjH4Q3y909beHlrNwLidX3ZwkKqsxL440d72NDuGOOoIC8pjmA4Qp8rwJ9XNvGfdW3E6TQx/uInTEnn+uPLSY3Xc9vSSswGLS9s6eKOd+spTTNRk21mYVEK61oH+PFz28hJNHDq1Cwunl+AUafhikVFrKi38PGeftoHvBSkGJmVl8gx5Wms3NPPXe838N8LZ486tsrMBN6ts0w4SHD6xEk7Rcn50EMQBG57dzdWd4DiVCM3jKEEPpzPWgZ4ZG0rIIooDp/oeXtXL3e+V08wLFCcKraHFKfG879NnXIQft2xZXxvTh5tA15uX75bVlguSI7jqsUlLCpJ5d/r2nh6Q4dcjXZYYTJnz8zhyNJUMBrY0mhhc4eDYCSCPyiqove7g/R7AtjcASzuAH2DfrlCLGqD9v3DCvjTmdP4z2dtPPV5B20DXp7Z2Mn/NnVy/xlTWVyWxvyiFNa1DPDebgs/OryIc2fl8vSGDvpcAT5qsHJilaircFJVJg+tbmZLp5OWfg/FI8YRedIkf7fTTzgiTKiyB6AgNR6bO0C306cE4gq02MRx1sHSIw5iFeUXmYBS+ObZbzJ6Dz74IJ2dnftr8wqHCBq1Sp5djM7Cj+SXx5Si16golILYbdJgId2k52dHFscsmywpCdvcAXl72WYDiVJ/Xd8Iv+5wRJC9kLucsWXrI/EGwhSlDL3gU6TMg0mv5d7Tqvn1ceWywM1Y+EMR+TiGkygNqGfkiNUB0UmD6bmJ8rG5AyE+bbbJGcCR+2mdYCDuH8dKTUEhissf4qkNYkD9s8XFEyrL7HL4uF3q775oXr48SI7yXl0fr23vQQXctrSS5HgdLn+In7+4nS6Hj/zkOP505lQ+abJx6TNb6LD7yEk08Mh5MzmyNJVnNnZw9n8+5yUpCF9SmcFTF82mbcDLz1/aIQfh6SY9pRkmZucn8oPDCnj64jm8evlhvP6jBfx2SYXUDx6id1Bs8ShJi0etghX1Vs7770Y+bxtArVJx3XFlHD8lnYggZvkB7j61mmU1mahV4qD+kbVt3PhmLYIgUJIWz6KSFATgzV3iPRy1WdJpVOzqGaTBMlr3IUVqx3H4Rls3jkV0Mk2vnVgwoXDw8L/NXXzSZEOvUXHXsmp5sncs+gb93Cy1cpw5PTumIurJz9v53Tu7CYYFjilP4/ELZ1OcGs+nTTb+vFLUZvjZkcV8b04e79X1ceETG9na5cSoU/OLo0p47pJ5FKbG84OnN/Pf9e2EIgKLSlJ46uI53HJyJbstbs59fCNH3PshV76wnd+8Wcstb+/mrvcbeHBVM09v7GB5bR/r2+w093ti2rQsrgB/+6SFW9/ZjVoFPzq8iLd+vIDfn1bNYYXJRAS46a06rC4/J1WJVm3v1fUhCAJ6rZpTp4q/8+M9/fI2M80G2Ybw9R09o85VRoIBtUp83w/speJtLDKk9g+bZ+8CkArfHtoGvOg0KlJNB88kaIZJT4d9/LGtwoFlv2XEP/jgA/7xj38wf/58zjnnHE466ST0eqWUTmE00bLpvfUvXzA3n3Nn5/GvNS089lk779UN9UNHy/BUiB6rmzoctA14ueGNXbKFmTlOS3FqPNu6nFgGYwPxiCAqNsNQtty3l2BVAE6qzuDpjR3kJsXFqKIfP0UcMNT2Do77Wze027n++HJZhRrAI2W7q7PNfNxoY02zjVBEQKtWyQrMg74Qty0Xg5wss4HDimKF43qdvnFn+vUaJRBXmDhPbejA6QtRkhrPiZX7VvMORwRufacOdyDM9JxErhwxQdbS75H7wi9dUMD8whT8oQi/enXnUC/5WdP5tMnGHe+J1/nC4hTuWFqF1R3gwic20WwTZ/VL0+K5/vhysswGrnttJ41WDyrgnFm5fH9+PjlJcaSnm+npdbCl00m9xYVeq6Y4NZ7vzMjh1KlZbOtyolapmJJpwqTXsrvXxe+W19Fo9XD1yzt4+JwZzMpP4udHlfBBvZX1rXYsLj8ZCQZuXVrF9cdXsHKPlTslkbhVjTaOLk/jpKpM1jQPsLbZJqtWp5n0zC8Uq242tjuoGCFIqZNcEkIT1G9QJtUOTWp7B3nwY1HE8+qjS8ftCw9FBG56q5YBb5CKDBPXHlsmf/fk5+1yW9OFc/P5xdElqKX2jxvfElXVz5iezQ/m5/PYZ21y+8m8giR+d3Il2YlxvFPby13vNeAPRUiN1/GbEyqYlmPm3+vaeG17j3ytatUqCpKNJBm16DVq9Fo1ZoOWlHgd6SY9aSY9afF6sswGMsx6NCoVb9f28YcP9vBObR8FKUYuX1hIgkHLcVMyOKosjUue2cLuPhfv11s5bWoW92gaaLF5abR6KM8wsaAohcfXt8sT8lFOnZbN6iYbK+ot/PyokhixOo1ahdmgxeEL4fQFSd9HGX2UqNPBWH7pCt8+Wm0eshIME7aanAxkmPVY3QFF52ASs98C8ddee41du3bx8ssvc9ddd3H77bdzyimncPbZZzNjxoz9tVuFg5Bo2fV4qt9atYqTqzN57LN2Pm8bIBCKoNeqZQsfATEL1zPoZ3OHA5d/6MWZFKejKMXIti4nthGz4Rq1CpNevA080svWuZfMlE6tpjIrgccvnE2ycexbZ6wMRkaCnqnZZlbu6WdtywC/O7mSI0pScQdCXPL0Znl/omiUWKbfYfdSnBpPguRVaXEF5D7y5y+ZN2o/YQEGPAHS9yLgFO2lCypibQr7wOUP8dxmsZrpx0cUTaiM85mNHWzudBKv03D7KZVoh4lFufwhrn9jF55gmDn5Sfzo8CLCUiCxucOBSa/hL2dNo8Xm4a73xSD8HEkxfUung2te3oEvFCHFqOOnRxZz2rRsNnfYueTpzTh8IdJMeu4+tUru2XZ4g7z0cSOPrm6KaRM5pjyNXx9XTqbZwJz8JFptXtoHvJSkmcT7+oLZ3Px2HSv39HPjW7U8cdEc8pKM1GSb2dUzyOdtdnkCMF6v4ZSaLBosbp7a0MHrO3o4ujxtSODJ4o5xMqjJMkvtL6Mz4hHJ7Gmi5WnRIKLL4d/HkgoHCy5/iN++WUsoImawxxPsBHh4dTObO52Y9BruPa1GHmC/tr1bDsJ/vKiIyw8XXQ58wTA3vL4LdyDMzNxEbji+nH+uaZVL1C+al89Vi0tQqeBvq5t5fL34+cLiFG4+sYK3d/Vxyzt1sqjo7PwkzpmVw5nzi/AOehHGeK24AyEsrgCeQBi1WoVRp0GtUnHWjBwiEYHff7CHf61pZXuXk4vm5XNYUQpajZql1Zns7nOxvnWA8+fkcVhRCp80iVoP5RkmqqQS8Z5Bf4xK+qLiFLRqFd1OP11OX4w2BSBPnAfHsBvdG3pl0kthGK02DxkHUVk6QIZJPN4Oh49yRTl9UrJfe8Rramqoqanhhhtu4KOPPuLll1/mggsuoKSkhHPOOYezzjoLs9m8Pw9B4SDAJomOpYyjmG73BNnc4SBR6gFv7vdQmZWAUachKU6c6e5y+KiQHjRTMkz0Dfqx+0JkJxpkIThPIDbIjtdp5Ix8dJY/OvAeiVEKiqdm7/2a1Y2h5H5UWRpHlqayck+/nDGPHs8lhxXyL6nHzx0Ik59spMHiptPuozg1nnhpn8MHAtHJ2B8cVsBzmzrlDL7NE9xrIB6NpSJKIK6wD57f3IXLH6YkNZ5jx1D6HkmrzcM/14jX8K+OLSV/mA5COCJ6ITf3e8hI0HPXqdVoNWr+vLKRlXv60WtU/PHMqcTrNNzytihQdca0bK4/vpxdvS45CJ9XmMw9y6pJMop923/6qJGwIN6r959Rw6A/xN8/beHzVju7egfl6ppko468pDjqegdZuaef9a12FpWk0Gj1yBn2bLOB206pZE5+MrctreIHT2+ixeblN2/s4uFzZzInP4ldPYNsGBaIRzm5KpOnNnTwedsAoXCEbLNBfh4197upyhKfFVHti+b+0S0k0cBAP85E5HBK0kysbrLR1D9xBWiFyYsgiEFph91HttnATSdOicnmjuTjPf08KbWN3HzSFLl96bOWAe55X6w6+cFhBXIQDnDfh3vYYxUrT+45rZpnNw71iV9zdCkXzssnFI5w2/J62a7sksMKOKY8nV+8vEO2J5uWY+aqxaKtn0oFJoMWpz2C3ROkze6ltsfF1i4nO7udo7RSchIN/PyoUpZUZnDOrFz8oQh/Xd0se4YfW5HO3cuqmJUX9S8fRBAEFkqBeDQDnmDQyr7gO3sGOaJULEmP02koTzdR1+dij8U9KhCPCjZq9+K2MhbR9+XBlAFV2H+0DngnJKg5mciQRD077V4lEJ+kfCNibYIgEAqFCAaDCIJAUlISTz/9NA888AB33nknp5xyyjdxGAqTEF8wLJdmj6cCfP3rO9nc6SQtXg+EabcPqZjmJMbh8LnoGfQzXeqdtrgC2H0htGoVU7PNdDrEHhn/iNnwAW+QX7+2M+azu5ZVcdvy3WzpjC19SxrHxzXKWJmBfndgWB98bEZ+SubQg9ETiJBm0tNgccs9adGMmkolltDbPEE+bbJxQmUGVy0u4SeLirjwyU009Xv2qvYOQwMJYawDVFCQ8AbDPLNRHOT/cGHhPgeggiBw7wqxhHVBUfIohed/rW1ltdTzet8ZU0k36Xmvro9nNooZ91uXVjE9J5EfPrsFdyDM7LxE/u+EcqzuANe9uhNfKMLCohTuP3MqahXc9X4Dr20Xe0BPrs7kyiNFd4HlUvAQpTonke/OyOakqkz0WjV7rG7ufq+e7d2DrKi3Asg2Sz2Dfq56cTt3nlLFcVMyuO+MqVzy9GY2dzp5e1cvC4tSeGpDBx839o/yKa7INMmB965eFzNyEylLN7Gpw0Gj1SMH4qXSAKjR6pZdH6L4QvuuCBpOqawArSjhHgq8U9vH8to+NCq4c1mVXA49Fp0OL7ct3w3AeXPy5Jao9gEv//fmLsICnFKTGdMa8k5tL6/v6EUF3HFKFZvaHfx1tZg1/8VRJVw4Lx9/KMJv3tjF6iYbGpUo/DboD3PZ/7YQjggkG3Vcc3QpJ1Vl8Gmzjd+9U8eunkF6BwOjhESHY9JrMOk1OHwhup1iT3uaScec/GQunJfPopJUnt/cySvbe/iowcobO3tZWi1qMNi9Qfo9QSqkd2TzMCeSmbmJtA14+ax1QA7EAXKS4qjrc8WIMII4ITjoE9+PY+m07A2H9E6NtogpfHvxBsNYXAGyD7KMeGKcFoNGrfSJT2L269Nlx44dvPzyy7z11lvodDrOPPNMbrnlFoqKxJnaJ598UgnEv+UMf4mPJ0yzWQqKB7wB6f+Hgs5Ms4G6PhcWl1/2C3VIL93cpDjidBq5nHPQH4rJeK9qHBJ8iZbg5icbue/0qSz5+9qYYzBP4AXuGWNQ0jrgJU4nDrJ9I74fHuj4Q2FMUgY8el6imZGIAGfPzOGRtW08s7GTEyrFAZh2mI3beIF4dJC/t/53BQWA17f34PCFyEuKk6+x8Xinto8N7aLP+G+WVMRk8ta12GSf4htPnMLUbDM9Th93vz/UK76kMoOHVjezu89FUpyWu06tRqVSceNbdVjdAUrS4rn39Gq8Umntpg4HahVctbiEOflJ/PDZzVhcAVTA4rI0jilPY05BErPKM2UfcYDydBP/Pn8Wa1sG2NU9SGGKkSNKU9GoVdy2fDcf1Fu55Z3dFKfFU5pm4vLDRZukZzZ28NTFc8kyG+gd9LPk72tJitMytyCZXx9XRnqCgdn5Sazc08/GdntMIL5nmGdxaVq8PJG2vtUeEzz4pHLfuAkG4tHKIecXEJ1SmJx0OXyyXsjlhxcxM2/v/sSBUITfvFHLoD/EtBwzvziqBBDfKb9+fScuf5gZuYncuGQoo95i88hZ8ssWFmLUafjluzsAuGBuHhfPLxDXf20X61pFC7Q7T6nkw4Z+OTN+XEU6vzmhgl29g1wwTKthOGqVqF1SkZHAjNxEpueaKU83yUKkvmCY25bvZkW9ld+9vZvnLxXbq0rS4rnhhAoKUoz8eWUTL27p4jszcshJjKPT4aNtwCMrVFtcfgRBQKVScXR5Gm/s7OWDegvXHFMqv0ejrVwje7qt7gBhATQqSI2fuFZRq/RbDyaVbIX9Q9tBqJgO4hgyI0FPu12ZuJ2s7LdA/LTTTqOpqYkjjjiCu+66i2OPPRaNJjbQWrZsGXfdddf+OgSFg4DhwbcnEN7nzLNGrSISFvAFw1jdAdLidaRJCpY2d1AOSqMV2NFS8eGCbA+dM53z/7uRkbnheN3QQDg8RuZ4IuVpw+3RilONtNi8NPd7sEkK7oFwRB5MQGzPti8UQStNBrj8IXzBMCGpnE6nVvGdGTn8e20b27ud9A765RdC9LfZPHsfmEfPc3TQr6AwklA4Ipe8XjQvX74W94bLH+IvK0VxqcsXFsaUgjp9QW6VxAXPnpnDKTVZCILAXe83SIJuZq5YVMyunkGe/Fwskb3xxClkJBj456ctbO5wEK/TcP8ZU7G5g1zzyg7aBryY9BruOrUanVrFT57fhi8UoSQ1nluXVlIjtYxEb9OIIKBi6DeoVSqOKEmV1ZWj3LWsGk9gB2tbBrjj3XoePX8Wp0/L4qFVTTRaxXv3rmVV3PlePS02Lw5fiA8brOg0Ku5cVs3cgmRW7ulnU4eDSxeInuYAu/tcMfteUpnBc5u7eG93X0wgHp10m6iQTnTCcKxnlMLBgyAI3PHubtwBMYC+dEHhuMs/tLqZ2l5xwuqeU6vlqoq/fCxep6nxOu49rVpucfAFw/zmjVq8wQjzCpL4zowcLnlmM4GwwFFlaVx9dCmBUEQOwo06NfeeVsPTGzpY32ZHo4JfHVvGqVOz+NPKJrkSJTFOy2lTs1lQnMyMknTCXj8mvXZcLYk4nYZbTq5kZ88g3U4/97zfwC0nTZG1JE6szODPK5tosLjxBsPkJImBeI/TT1WmeF8HwgLeYIR4vYaFxakkGDT0uQJs73KOO4EBQwF1XrJxwtZl/lCERukeLs/Yt62qwqFN1AIs03zwiU6nJ+jpUALxSct+C8RPPvlkzjnnHLKysvZaDpuamkpdXd3+OgSFg4A4nYYEgwaXXyz7GSsQH379iANrgXqLiwf/0czlCwtlG7EBbxCDVi2XisKQJ3i03M/hCxKKCAiIZXPDZ86HX6XBL+m37RiWpUpPMJCTGMfalgFelyzJIoIYcEcD4y7HULmQ2x+We7n/8Wkrb+7slftt4/UaMhIMVGUlUNvrYmunQ7aHSpOy/da92L8BckbeHwrT7fQRr9OMWwKp8O3jvd0Wegf9pMbrOG1EiflYPLK2lQFvkKIUIxfNy4/57oGPm+iXvJCvOboUgA/qraxrGUCvUfG7kysBuPO9eiICnFSVwbEV6WzucPColEX/vyXluPwhrn55B3ZvkCyzgb+cNY1BX4ifv7Qdv1S2fs9p1fJzwxcM88ymTt7Y2UuX3cuM3EQunl/A4tLUvfbdatQqbj5pCuf8ZwM7ugd5dXsPZ83IIT/ZSOuAl2abhwVFKTx3yTz6Bv1s7XRy09t1fNhgxR0IMVPqaa2VqmymSTaEO7qdMU4GR5Wl8dzmLtmCMEq0ima8iqDhRJ9pes1E5d0UJiOvbu+Rq0luPbly3ABxTbONZzeJ7Ry3SMrmAJ8223hpazcAty+tku22BEHg7vcb5L7w3500hZveqsXiEqtMbj+lkogAv32zlnWtA8Rp1dx/xlQeX9/O5212jDo1fzi9hvxkIz98dovsTHDenDyuWFREgkGLSgXp6Sas1giCIDp7fNhg4fM2O91OP4lxWo6fks7J1VloJbG2G5dM4ecvbeed2j56nD7uWFZNltlAeoJBHgf0OP2kDZs4N+rU6DUqAmEBuzdIvF6DQavm8OJU3t9tYX2rXQ7Eo/dS/Ih7KVqdUpo28YB6e5eTQFhsF8uVzrfCt5fWAS9mg1YW9z2YyEjQs6tntFCowuRgv73Jr7zySlatWsWpp57K9OnTmT59OqeeeiovvPDC/tqlwkFKWtT7ey9encP1xaJj6ZUNYkn5v9e1yQFltDR7wTBrr2igbZYG6sGwIKujj8z4Dc9Ieb9k5nh4n6dWpZLFrqwuP0YpGB4+M/lhvUX+735PQM6QC0C73ScH19FyumjWr7Z36KGaJJX/DY7jQxwVfety+vnuYxu47NktRJSMmoKEIAg8+bmYDT9vTt4++5U7HV6e39wFwLXHlcWopG/rcvL6DnHi6aYTpxCn0+ALhvmLZM30g8MKKEqN54UtXTRY3CTFabn22DIGfSFueqsWAVg2NYuS1Hh++vw27N4g1VkJPH7BLFTAL1/ZgT8U4cjSVP545lQ5CG/p9/D9pzfz909a6BjwEhFgS6eTa1/dyUNSTyyImf+RKsgZCQZ+fITYMvXQqmacviB5yeLgOzpZplapyE6M46TqTNJNeoJhgSarh+JUcXDv8IUY9IUoTTNh0IruB8Mn2qKiWpYRIlbR51G0LWVfRN0TzErf6kGLzRPgr5K6+c+OLKYgxbjXZR3eILe/K1aXnDsrl6PK0gBRlfxuyerv/Dl5LCgeeu89v7mLd6S+87tPreaFrd2yyvp9p9cQr9Nwz/v1fNwoCibef2YNL2/r5vM2O/E6DQ+dMwOTXsslT2+m0eohzaTn4e/O4FfHlsVMlnsDYTa02bnzvXpO+ec67nyvgXfrLGzrcvJJk43blteL97T0rllQnMJ9Z9Rg0mvY3Onksme3yO1a0TJ2py8o78MdCEmlteIEw/De7+iE13DRQqt0b6WNsCeLvi8rx7GEG0nUp3xhUfK44nkK3w5abZ6Driw9SobJQLfTR+hLJpgU9i/77U3+wAMP8Pjjj3PRRRcxa9YsALZs2cLdd99NV1cXV1999f7atcJBhvgC9u41kBwrUTA8hhwZiJ43J4/3dosBrs0TxBsMy4EoQCgSkf5/aCOJcVpuOnGK/LdT6jHPMOmYkpnAmTNyJvRbpmQmsL7NDojqrBr5Ba6iLN3Ejm6xz6441ciSKRls7x5Eq1YRigjU97mYKYnNRemQBJlykgzy9oGY/tPh2e69ET1H4nIRWge87OoZZFpO4l7XUfj2sK51gD1WN0admrNn7vta//snLYQiAocVJnN48VCZtSAI/GVlIwCnT8uSM1XPbuqkd9BPttnA9+cXYPME+OenLYAYiKTE67nl7Tr6XAEKU4xctqCQK57biicYZm5BEn88cyrBkMCvXtmBOxBmVl4i95w6VIb7Tm0vd7/XgC8kZrBuOrWaXKOWN3b08tSGDp74vIMuhzgZtryuj2BY4LiKdH53cqX8bDh3dh6v7+ih0erhhS1d5EhZsB7naJGb/OQ4rO6ALBAZtR10+IKY47TkJBposXnpGfTJQVb0aTPyeRa1WpyoIFTU7vCLiE4pTC4eWtXMoD/ElAwT35udN+6yf17ZKFeX/FzqCwf4z7o2+lwBcpPi+NkwcbYNbXb+LN2Dvzi6lGA4whPSJNstJ02hKDWeR9e18vqOXtRSoL6pw8kH9WK7xR/PnIo3GObaV3fiD0Wozkrg/jOmkmk2EBEEVjfaeH93Hzu6B+ly+mLexaVp8ZwwJYOStHiabR4eXdfGB/VW3t9tkSu4ji5P58mLTPz0hW30Dvp5ZXsP58/JQz/MvcQg24aJGy9IMdLp8NFodcsWgdHJafuwcUOHNPGVkxSbwY5qwlSP43gynHBEYIU0SX7slH07Rygc+rQOeA/KsnQQvcQjgmj5N9zVRGFysN/e5M8++yx33HEHp556qvzZ8ccfT2VlJXfccYcSiCvImPYisBJl+Gx0NIsrDCskl4XQQmHRs/j1XTHrb+tysqAoRR4sR3vrvNL+pmSYePr7cwHY2ungrvcaZKEqlUrFp80DfNo8wOfXHrXP3xK1MwL4pMnGYVJ23qhTs6A4kx3d4oCgxeblEakE95jyND5psuEOhHH6YycjvKEIeo2KQunhWSQN6odn1aO966FxrMmSjTo54I+yq8elBOIKALKK+enTsuXM1N5osXl4r04cpP7iqNKY7z5qsLK9exCjTs1PjygGROvB/0q+xD9bXEycTsPDn7TgDoSpykzgjOk5rGoUxaHUKjFY+MvHTVjdAUrT4rn/jKnEaTVc/9p2upx+8pPjuO+MqcTpNDh9QX6/Yo888Ta/MJk7l1VRWZSG1TrI1UeXkhin5eFPWuSBdZQPG6wMeAI8/N0ZaDVqtGoVF8zN545361nZ0M+JVeIzYCy12aRh2TsQy8S9wQgBKeNgNoiTi27/0DMtqhORPKIlxPUFM9yDciCutJYcjOzsdvKG1Kp0wwkV45akb2iz89auPlTALSdVylVbHXavfM9ee2yZ/Hm308dv3qwlLMDS6kyWVmdy/hObAFGr4bgpGXy8x8o/PhXtBq8/vhytWi2LKorWaXDtK2IQfnhxCr8/vQajTsPuXhe3vbubBkusbV5avI7DS1I5bVoWs/OSYt7XgiDwyNo2/ru+nSWVGfJ3BSlGLpibx59XNrGuxcb5c/Lkyje1SiW3XUQnl2fkJLKuZYCN7XbOkTzWR1py2j1B+qV7rDh1KNhw+UO0SRPaU7MmFoivabZhcQVIjtexqDh13ysoHNIIgkCbzUt11sQrKiYTUS/xdrtXCcQnIfstEA+FQkybNm3U51OnTiUc3nvmTuHbRzSQHs8GJcpY1dTRF7hKpWJDm31Ur3SH3cuCohQSDFq8wQA6tSqmP3z48veu2EOzzcMjkrf3eMHtWFRmJTCvMJkNUlb81W1i/168XsN5s3MZ8AR4TPJvjVKcGk+fK8C2LqdcdjqcotR4ufQ36j/eOzikIBudnBhvQKdRq8hLiouxPOpz+fe6vMK3h0arm3UtA6hVYjXJvnh8fTsCsLg0VbYQBHGS7JG14oD+grn5sqf9kxvacQfCVGYmcFJVJj1OHy9uFcvar1xcTCAc4T5JOfrCufn0DvpZ1diPVq3irmVi//d/1rWxvs1OnFbNfWdMJdmoo9vp48oXttFu96FRiXZrly0sGuUTfOmCQvKS4nh8fTsVGSbZYu3aV0VLxEfWtvLTI8VM49wCMdu2x+rmx6liqfpw0bUoJoMY+ETLymWPYrV4n8pBwrB1upzi/ZY9ot80es9PNCPu+BI2TAqTA0EQ+ONHYovGsqlZzMjd+0RoKCJw/0fifXH2zBzZmhPgX2taCUUEFhQls1gS/vOHItzw+i7s3iBVmQn8dkkFty7fTb/kPnDN0aV0OrzcKtmffW92LsdWpHPe4xsBsey9JsvMpc9uxh+KsLg0lXtPq0GvVfPmzh7ufr+BYFggwaDhjGk5HFmWwvwpWeALjPleFveRxxOfd1BvcbNthKhaVNQw2r4RvZeMOrVc6RKd2DqsKJl/rW1lY7tDfu9Fl49WtETv04LkuJg+3ujEQZbZEGM9OB7R59M5c/LRa9V7/X0K3w763QE8wfBBW5qeEq9Doxp7UlnhwLPfesTPOOMMnn322VGfP//885x22mn7a7cKByFRkaKJBeKj34jyQFavGdX7KW43ErMffzjCKTVZ8vc2T1AWQLKMCE4nKqA0nJ9JmUCAJsn7NF6vpXfQT6PVPWr5RKNOznQHxjj+tGF2K9FyvGBYkEtao0GAbh/iTSP7476sIJ3CoUW01/vo8vR9zpZbXH7Zs/uyw4tivvt4Tz97rG5Meg0XzBUDepsnIG//x4uKUKtUPLupk2BYYF5BEguLU3lqQwc9g35yEg384LB8uXf2hwsKKc8w0WBxyRNjN5xQTnm6CYc3yE+fF4PwnEQDj54/iysWFe91MurEqkye+f5cbltaxdyCZOYWJMutKE9t6JDv++j9FYoIlGeYUCGWJN66fDcfNljl589Q6WyEUESQn13R6p6oTeDwXvt2aRIsPzk2EHfJgfjEnjVRd4SUCQYVCpOH93db2N7txKhTc9WwcvKxeHtnL41WD0lxWn4y7J3S0u+R78ErF5fIWea/rmqSVdX/cEYNa1sG+KDeikat4vallei1am5bXi/bnF1zdCn3fbCHAW+Q8nQTVywq4vo3duHyh5mZm8g9UhD+zMYOblteT1BSW3/ph/O55phS5hemyJNteyPJqOMkqbLk8fWxE9DRezUiiO/1aHVJklGHQXqXRd+H1VlmNCpRkDWqsRCdSI5ak9b1jd0HHn3nRgP/fdHc72FN8wAq4KKFRftcXuHQJ5rAOFgDcY1aRXqCQVFOn6TsV9nVF198kVNPPZUbb7yRG2+8kdNOO43nn38etVrNPffcI/9P4dvNUGn5vgPD6BLDrcRswwTNLGMoh0df5lGhip3dg0QEgaRhGaUup49gODLKQujLBOJjqRm32jzc+V49qxpto74zaNWjbNeGs651gGc2diAIYu9ctJfOFRAH8H7pdxn2EYjXjOiPG6ksq/DtY9AX4u1dYpns92bn7nP5l7Z2E44IzMpLZOqI6+kJyYbse7Nz5bLp/23qxBeKUJNt5sjSVFz+EK9uE22QLppfgN0b5GmpleOqxSW8sbOPHsma7+L5+QiCwO9X7CEUETi6LI1lkg3abct30+nwkZsUx7/Pm8XUL9FicfyUdGbmJhIIC7woKU/HaE8YdXK//Fs7e7nh9V2y/sPw5eyeAAKgYsidIRpUJA7LcrdIFkpFKbHKzdHn3kSfNT1SZj1zH0GQwuQiEIrwt09aALh4fsG4QWwoHOHf68TJp0sWFMY4XDz+uViRcnRZGtVSqfWnTTaekya8bjulimSjjvs/FLPpP5ifT1WWmTd39rK5w4FRp+a2pZV81mZnRb0VjQpuPbmSR9e10dzvId2k5/en12DQqnllWzd/liwKL56Xz31n1HwhH+7ob9WoxFat7V1O+fOo1WdSnBZ3IExAmlBOMepG9YjrtWr5HAxIoqwtkq9zgTR5WNsrtn1VjSg/jwZRI++7vRF9Hh1VnkZx+sSCd4VDm9YBr+gSYDo4e8RBPHYlEJ+c7LdAvL6+npqaGlJSUmhra6OtrY3k5GRqamqor69n165d7Nq1i9ra2v11CAqHItIA2DwsiI6+0FNNOlk5HZAdhH1Sn5ndKwauD65q5qWt3bLFGUB9n4vfr9gTo8oKjCpznQhxutG31dqWAT5rtY+5vEa1dyGnKH9e2cTmTtH2aKQneHSCYV/HuqQyI6YPteQLWLkoHJq8tasXXyhCWXo8c/LH9+INhSO8KnkJjxSY2tHtZIckPHiu9J0nEObFLWKAe+lhBahUKpbX9uEJhilJi2dRcQrPbuzAHQhTkWHiyNJU2VP8isOLiNNpWLmnn61dTgxaNb8+vhyVSsX7uy2sbrKh16j4w+k1ZH7JLIVKpeJcafJh+a5eBEGQq2s0KojTqrnhhAoeOme6nOn+tEmcSHMPK4vtlgLjjAQ9WrUKQRDkXtXh6s1RgcWy9BGBuOwjvu/XsSAItEl+tuMpbStMPl7d3kOXw0eaST/K7m8k7+220O0UrQTPGSae2Ds4VJFy6YICQKyouHOYevoRJak8vaFDFHJLNHDpgkJ8wTB/lyYBfnR4EVlmA3+UAvXvzckDlThpBnDzSVNIM+n5rHWA369oAESng58fVRIzAT5RilPj5Qq0aMk3iJlngPxko5zlNuk1xOk0crY8KqwKQ2Xq0YnuOinwnpIpBss7Jf2VmuzYjHi09D0ved8WZFaXn7drxYnJi+eP/2+k8O2h1eYh06TfZ9XhZCYzQU+rTQnEJyP7rcnsySef3F+b3idPP/00jz76KBaLhaqqKm6++WZmzJix1+XfeecdHnjgATo7OykuLua6667j6KOPlr8XBIEHH3yQF154AafTyZw5c7j11lspLi6Wl7Hb7dxxxx189NFHqNVqTjzxRG688UZMpqEZ1bq6Om6//Xa2b99OamoqF110ET/60Y/2yzk4mIiWWE/EvicasF61uIS/rmrmqsUlrG0RB8dJcWLfKIjqrVWZCbxd24cnEBb/N07p++8/2COrEQ/nyzx2J/I7ytPiSTLq2NjhICwMldeP5w38Xp2FOfnJ8ssgOjCZaP9aptnAH8+cyhXPbUWrVslCcgrfTgRB4PUdYmB91ozcfVr0rG0ZoN8dIMWo45jytJjvouXnJ1VnysHnW7t6GfSHKEwxcpS0fFRU7bSpWQTCAq9I2fHLFhby1q4+bJ4guYkGltZkIggC/1ojZgUvnJtHltlAIBSRS9cvOazwC9kRjcXisjR0GhVdTj+dDp/8DEg16eXzsaAohe/PL+Dvn7bIfanR50yW2UCzlOkulGzMrO4AgbCAWiUOfkAsYY+2qUwZdsyhyFDwnziBHnGrO4DDF0KtGhJuVJj8+EMRHl8v6idctrBwn9UP0aD4e7PzYqq0nt/cRTgiMCc/Sa4C+eeaVqxu0W3gZ0cW4/QFZcHQKxeXEKfT8L9NnVjdAbLNBr43O4+XtnbTbveRGq/jikVF/N8bom3gksoMFpWkYnX5uVESfVtWk8mVRxZ/JQuvJVUZvLGzVw6WQRRRBVHJvHdw6H4CRumeDHgC8jghO9GA1R2g3e5DBUzNTqRv0E/PoB+1anTlVzQQz03adyD+zEaxbWZmbiKz8safmFT49tBq83zpCd/JQqbZwOomG6GIMMq6V+HAcvBO7+yFt99+m3vuuYcrr7ySV155haqqKi677DL6+/vHXH7Tpk1ce+21nHPOObz66qscf/zxXHnlldTX18vLPPLIIzz55JPceuutPP/88xiNRi677DL8/qHs6XXXXceePXt47LHH+Mc//sGGDRu45ZZb5O9dLheXXXYZubm5vPzyy1x//fU89NBDPPfcc/vvZBwkOKQs9kg14fE4rDCZd36ykGVTs4bZ/2jk0u5jK9IpljK+nkBYLhUdyx45MU6L0xf62vp/TBMYUKebDaRLg3Tx+PYdiLdKA36dlPmO9nirh/Xa7Yto+fDJ1Zlf6HwrHHrU97lpsLjRa1ScXJ2xz+XfkkrYT67OjPENdwdCfNhgBeC7w7J3r0hChd+dlYtapaJ30M/mDgcqxAH/e3V9DHiDZJkNHFWWxgtSMH/B3Hx0GjWbOx3ssbqJ06q5UMogLq8VS9fTTfqvJWNl1GnkktXWAa88aM82xw7ao5U25jgt4Ygg952WppnYI4lBlUtlrE3DMn3R87TH4iIcEUgx6sge9pzpcfqICKDXqEidQNlj1A+5ODV+VBuNwuTlte09WFwBsswGzpDEAvfG7j4Xtb0utGoV35kxtKwvGOa17eI9FdVg6LB7eWGLeN9cf3w5cToNL23txh0IU55u4oTKDMIRgWc3ioH5pQsKCEUEHpVU0n+8qIiWfg/rWgbQqFX87MhiBEHg7vcbcPhCVGYm8JslU76yj3a0DSoqfuoJhNnUIVZ4zS9MpnNEsDxycn5blxjAF6caMeo0shhqRYYJc5yWrVJQX55uihFqEwRhKCO+j0DcHQjxinR+v39YwVf4tQqHGi0270HbHx4ly2wgFBHodiiCbZONQy4Qf+yxxzj33HM5++yzKS8v57bbbiMuLo6XXnppzOWfeOIJFi9ezOWXX05ZWRnXXHMNNTU1PPXUU4D4IH/iiSf46U9/ygknnEBVVRV/+MMf6OvrY8WKFQA0NjayevVq7rzzTmbOnMm8efO46aabeOutt+jtFQevr7/+OsFgkLvvvpuKigqWLVvGxRdfzGOPPfbNnJhJTFRM7d3aPi59ZvOYgmUjMQ+z7omWnv9rTavcJxaKCPJL3OL2y5/HaUcPXg8vFjPDpWnxo7JMX0YsNW6saH8EBclGedCxrsWGO1oSKwXVF87N49IRg4FoOWy0vDzaK6ofEZjvjXBEYGO7HRBLGBW+3bxbJ5a4Li5L26cVlicQ5hOpLPuUmsyY7z5qsOIPRShMMcrZqN19LhosbnQaFUurxeU/bRbXn5aTSHZiHG9KFk5nz8xhW5eTZpsHo07NsqliGetrUhn8SdWZ8vFFS1vPn5P3tQWi0exkIBSRy2ULU2OfA9HAuyDFSL3FhTcYIcGgoTDFKHsUV0mZ7qEgfagEfWd0mayEmKCmXgrii1PjJ1T2u1VqT5mWMzEbJoUDTzgi8IwUCH9/foGsCL43opoNR5enkTKsH3tFvQWHL0ROooEjS8UKk/+sayMcEVhYnMKCohTCEYGXJb2Di+blo1apWN3YT5fTT1KcllNqsnhpaxd2b5D85DhOn5bNs1L2/eSqDPKTjaxrHWB1kw2tWsVtSytjBAe/LNHrPOrv/UG9BX8oQkFyHGVp8fJ9F50U65IqTqI6CNGqt7kFyQCsbhQTKwsla7Fodn3miCx2n0tUu466hozH6zt6cfnDFKUYObJUsSxTEAmEInQ7fQd9IB6dAG4bUMrTJxuHVCAeCATYuXMnixYtkj9Tq9UsWrSIzZs3j7nOli1bOPzww2M+O/LII9myZQsAHR0dWCyWmG2azWZmzpwpb3Pz5s0kJiYyffp0eZlFixahVqvZtm2bvJ958+ah1+tj9tPc3IzD4fhqP/ygRwx317QMsKN7kE0d9nGX1qiG1Igjw/ox+1wB2afbFwzLA+x1LXauf13UItCN0UetkrrJTXoN950xlcMKk4d998UZL3sQ9TetyDCxRPIq/6zVLlsSRQP/0jQTRalj93DPLxQnDlbuEbOQQz3j46vOdzl8eIMRDFo1ZYoIzbcaQRD4QMpin1i572z4Z60D+EMRcpPiRpWDf1gvbufk6kz52o/6jC8uTZNFlrZJQeSComQsLjE7DqLf8VtSUH5iVSYJBi2hcIRV0mD7NCkwb7V5qO11oVGrOG3akOvBV8XmEZ8fSUYtu6QJu+G/0R+KyAP9adlm1rUMADA7L4lgOCKvE7WXqpOy1lMyhrYRXX/6CFG5qHjV1AkG1uslnYloQKIw+fmkyUanw0dinHaf160gCHwg3U8nVcVOeL28VZyY+s6MHDRqFVZ3gHekfvErJAeDDe12egb9JMZpOUG6r1+SKlPOmJ6DWqXiacl//NIFhXiDET6SngNRbYfHJXvNc2fnfm3viXd2ice5sCgFQRDkLP5p07JRqVTyZFa03zt6D5WmmwhFBPkZc1RZGv5QRJ4UjLbIRCeYZ+XF3l/R7RSlGMft7xUEgZekYzpvTt6X6oVXODTpcHiJCGJLxMFMcrwOvUZFq6QxojB5OKSMSAcGBgiHw6SlxfYvpqWl0dTUNOY6VquV9PT0UctbreKD32KxyJ/tbRmr1UpqauwMqlarJSkpSV7farWSnx9bShndr9VqJSlp4v1Ie3tHRD8/2N4hIzNbarVq3N+g06jl79c22WT11OE4fEHZX3Q4GvXQyzjbbMDuDRJ9P2eZDZSmx3PLyVM49V/r0WlUMXZII4/py5zvaBZ7Rm4i5RkmjipLY1Vjv1yKF5bEaXRa1ShV5Hi9BpUKFpel8vTGDrZ0OlGphnxUPcEwYWHv/T9Wt1/+nV9GhO5AMxmu769j35Phd7TYxDJsvUbFopLUfR5LNCg+ujxNboUAUcBtgzQIPro8Td7OJ03i8sdXpqNSiQPdaOA9LTdRtAJDvA8yzAZ5+0urM1GpYGfvIC5/mGSjjhl5iahU4mQAwNz8pHHLuL/I+XX5Q3Lpan6SkU3t4jHOyU+U19/QNoAvFCEzQc+UTBN3ScJYR5SmsrHDQTAskGU2UJgSBwhsiWatc83yb98Y3W5BUsxxRZedmZe0z+O1e4KyV/KC4pRJcR98k8dwsL3Xoscb1WE4Y1r2mO+k4dT2uugd9GPUqVlUMvRv3NLvYXu3E40KTp+ejUoFb+3sIRQRmJ5jZoYUgH5QL443jp+STpxOTafdy2fSxNFZM7NZUW+h3x0gM0HPKTWZvLOrj0BYoCw9nprsBLocXjZ1OFCrxIz6eOd8otfAxnY727udaNUqTp2aydqWAWp7XRi0ar4zIxtPMCS3XMzMS8TuDVAvXeez8hL5tLmfAW+QFKOOBUXJrG6ySZ7OeqblmrF5ArJX+LzC5JjjiU7qz8hNHPc4t3Y6aR3wYtSpOWWq+AyaDM/pycL+OgcHwzlu+wasy4afh/3lWa9Wqcg0G2iTFOAnKwfDNfF1c0gF4t8W0tLGz57s6/vJRnZKPEg9XwCJiUbS0/f+G7Qatfy9rc465jKDwQhZaaOFnAw6NXqNmkA4wuOXHUZhSjzH/fFjAGaXppOebsajEgdLOo0a/bB+s+HH9PyGdrIS4zg6zTzqfI9XWu8LRchJimNBVRYqlYrSLDOrGvtRScGNSpooSEo0sqAiNlOZIZ2Xw+PjgG30DvoxJcaTky7+zna7j6Mf/JS/XTCHE2pGZ16MA2LAEW/Qjnt+JzsH8vr+Ovd9IH/H2w1i4Du/JJWC3ORxlxUEgXVSEHza7PyYa2dHpwNvMII5TsvhVdmo1Sp6HD6a+j2oVbBsTgHJ8XrabR66nH60ahVLZubx06c3AXD67DxaXEEcvhAp8TpOmJmHVqOmThJxW1SeRmaGGGS0OMSJpIUVGRO6fidyfj/aIFpBlaSbGAiLk1kZZgOLqnPkCYeVK0R16aXTc3CiZpeUlT9nYTF/el8Myk+oySIjI5H63kG6nX70GjUnzMwjXq+lvncQqzuAQavmmOm58sRj36BPzgSeODOP9H14uK/b1oUAVGaZqSpKG3fZb4pv8ho+2N5rAA5PkDVSS8b3F5fu87rdsFnMXh9TmUl+TrL8+WNSFvuYykz53/79evEevnhRCenpZgRB4NNm8T79zrxC0tPNPLG5GwE4sjydWeWZ3P1Bo3gsi4rJyUpizXLx+j1jdj4ZGYms6RSvx1kFydSUxCYo9sZ4/y6hcIS/PL0FgO/NL6C8IJWrX9klHsPhRVQUpvHSxg5CEYHSdBOzyjN5al0rAjA1N5GaknTu+VA85nPnF5CdlcR77zbIx5yZkcjKDWIGf1peIpXD7gtBEFgtnfsTZ+SOe+4/XN0CwKkzcinKjRUxPRivu6+b/X0OJvM57tvei8mgIT8z8StrJeyLxMT962STlxJPh9N/UIz/JvM18XVzSAXiKSkpaDSaUcJs/f39o7LeUdLT0+XM9ljLZ2RkyJ9lZmbGLFNVVSVvw2aL9YcOhUI4HA55/bH2E/17b8e2N/r7B8ecNVOpxIt3b99PVtLjxIFpaVo8CQYtpWY9VuvgXpcPhiPy9x6Pf8xlumxeQj6x5FSF2PPZavMSCgvML0zm02Yb727pZGq2mR6nj6Q4LYfnmbFaB3FIGbJwROCs6VlsbB1gbkGSvM+6XhfXvyi2HLTcu2zU+ba4xj6mKCdVZtDfL874C1J/uyCJ2AhSRtxicxP2JvL4hbP47/p2PmroR68SsFoHEQQBvUZFICzQ0G5DExL7y6OiUT96YgOfX3fUqP0O2D3yvsY7v5OVr3p9fx0vn6/j3poM9+maerFUdHpWwj6vhUarG6tLDCSLE3Qxy6+pE0vKq7MSsNnEa/ojqSy9IiOBkMeP1eNnpdT3WpWVgMvhYaPU81mVauS9bWKQsbA4BfuAeA1/1ig+G6vTTfL+Wq3i9tP06nGPeaLnVxAEHlklDvKXVWfy4npRof2I4hT5t/S7A7wtCTgdW5rCf6XlDy9OIeTxs1z67v/ZO8/wOMqrDd+zfaWVVmXVe3fvNraxMcU00zsJBAIECAklX0IgobcAIRBIgUACIaEFCMU0Uw0G915lS1bvbdW3aPv3Y3ZGu+omBsv23NflK2F3uubdmfOec55nfno0Vmsv7wS3cUxWDI4eJw7go21ioDAr3Yyt24EtuP93djTiD4gqzzqvd9S/wyfB/vg5wX0dSr7NPfy/jr/D7bkmCPBNrVgxkWeJIFbNqH+3z/aI99O8kL9xIBBgebCP+6T8OKzWXuq7nJS29KJWCcxJEcdIaauN1mA2PT9aR2tbD//dLIqynVZkoaSmnU3BwPT47BiaW7pZG2xvmpUs/g60tIvjz6ASRj3WsdwDz6+vYV9TD9EGDT+encozX5RS2tJLtEHDpdOSsVp7eXmd6IJwSpGFtrYeXgr+98mFFtYUN7G6zCpO6gXP4cugtsVJubFYrb18uF28NgsyY8KOeU9TD3UdTgwaFVPjjcOejz8QkMfxkpz+bYyH3+mDxXgde4fDNS6u6yQ5Sk9Pz3fXWy0IYhDe0+P4Tq+DxahhXVXnIX9+jMThcE8cCGMZe0dUj7hOp2Py5MmsX79e/szv97N+/Xpmzpw55DozZsxgw4YNYZ+tW7eOGTNmAJCenk5CQkLYNm02Gzt37pS3OXPmTHp6etizZ4+8zIYNG/D7/bJt2owZM9iyZQsejydsPzk5OQdUlg5i6cpw/0b7fjz+y4sX+8KMWjUv/GAGOrVqyPOScHn9eH0B8fNhBmqrzSWLmpn0Gh45cyIgBvEFCeL+nlxVyS/e2SNv0+8XtykpHbu9fpYWWHj24mk8dvYk+VgkMabh/h7tNg8jMSUlWl5WUpOV5lmlbFlDdx+BgGjNkh3sFTdq1cFrIWAKnltvn5f4CLFkSpqsnZFuHvI6q5DU1QOH/G/+bf/9L/f3wWA8nMfB+FdhFSdlihJNoy4rlWtPS41GO2BsSgrhBZb+7UhZ3ikpUfJnJS3imJmYFEV1hwO724dRK2oVlAa/mxYyLqTjK0iIlD/zh9gCHIzr+0Wplf2tdvQaFScWxsvidaJ1mrjM69sacPsCTEmJIjcuQhaQO2dKMuurOuhwiCWzczJi8PsDfLpPnIQ4Pt8ib2NVsPpgUW582P6lvtcTCyyjHqvPH5A9zAdu51D9O9B7eLyMve/z39ryof/2Q/1r63XJPc0Lc+Lkz0tabDR092HQqFgc3I5Ubj4tNZoovTbss9kZosXljvoemnpcROrULMmLl7+fmGQiKcrAvhZRdNBs0MjjTHrW7Gnuxen2/U/3wLa6bv4RtB+89cQ8bC4fzwQzzzcuziHaoGVLbRc7GnpQqwTOnpLMxuoueUyeOSmJ59eL659clEBKtIHlu5rw+QNMS40mNz6SLodHFnI7sSAhbP8risXxfFxePIbgs3Oof8VNvXQ4PETq1MxKj/mf7vHx+m88j73xfo2r2h0kmb7b/vDQ6/BdkmI20On00Gn3HPLrejjfEwd6LqNxRAXiAFdddRVvvvkm7777LhUVFdx33304nU7OP/98AG677TaeeOIJefkrrriC1atX889//pOKigr+8pe/sGfPHi6//HJAFN664oor+Nvf/sbKlSspLS3ltttuIzExkaVLlwKQl5fH4sWLufvuu9m1axdbt27lwQcf5IwzziApSSwRPuuss9Bqtdx5552UlZWxYsUKXnrpJa666qrv+QqNP6akijNGJa22UQXHJCQ7oaG8v0FUGI/Wa1CrBHpdXlnQzebyYjb0F4LYggFBn9fPfZ+U4vL6ZRXyAKIlWJrZwA9f2sbf11UP2k9giJFmcw99TBKhPdwxEaKQlSuoeC4dmyTuBOD1BYLr9Q9XSazO7fPLvUuBgChsdd9pRUPuV6sR9zsWVXqFI5vWXrFqIzl6dG9d6V4cKIQEyFYoaTH925F8tfNDhJ6kyauChFC7LxMalUB9l5hpyAoKGfr8AVqCqskZIeXaacH/L/VJ/y80dDt59AuxxPXyOel8tb8dp8dPviWSmUHlZavdzRvbxCz0lXMzWLGvle4+L6nRehbnxbM8WD4v2bltq++mqsOBQaPixEKxyqm11yVfv1Dv9TabS+6tP6lw9IqofS02Op1isDDU30FhfLK9thMYeuwMZGNQiG9ikom4ELX0b2SF8Fh5onZ3UJR0ZrpZXm5Hg3ifzQp+JvWLH58vBqJSH7bkjy15ek9JiZbFyaalRpNqNtDT52VFUAju29DU08dvPtiLLyDqPiwtsHD3ihL6vH5mZ5g5Z2oyPn+Ap1aJ2j3nTk3GEqnj2eAz9rxpKVR3OFhV3o5KgGvmZ+Hx+Xlrh5i5viBok/hpSSseX4CChEjyE/p/b/o8PlbsE6twRhPIk8QX52XFjijopnD0EQgEqOlwHvZCbRKpwed9Rbt9lCUVvk+OuF+dZcuWcfvtt/PnP/+Zc845h3379vH888/L5d9NTU2ygBrArFmzePzxx3njjTc455xz+PTTT3n66acpLCyUl7n22mu5/PLLueeee7jwwgtxOBw8//zz6PX9g/Pxxx8nNzeXK6+8kuuuu45Zs2bxwAMPyN9HRUXxwgsvUF9fz/nnn8+jjz7Kz372My655JLv4aqMb1KjDSSadPj8AXY39Yy+AlAdfNk/ocAySNQhUife1r1uL1ODasQtwXJxty8wSAViYlIUapXAyv1W3t7ZGOblvejPaznrH5to6XXxj/VimZ8pxCd8qJ4h9yg2YqGqlbPSzAhAm02cKJBewHY29MiTEtIuAiHpf2mvgYDony5l1q+YlyHbog0kUiset2OMkx0KRyb+QABb0C4vdFJqOEqCge/k5MHBhKQ4bgkRT2vqCQ/OA4GAbB9YmBApewaL4mbQGzwWyde+u8+DLyDe46GibAtzREHMT0va8P8PqYOqdgc3vLmL7j4vE5NMXDIzlZe3iPZSl81Jk8f006urcHh8TE6OYkFOLC9tEkvMfzA7nebePlYHBenOmyYGBW8GfdCXTUqSfyM+LWklAExPjSYxROznw+IW/AHx8/RResMBuc94bmZMmIe7wvjF6w9Q0z54Umo4JDHCY7JiB3zeBRBmqSVVohSFBJ9SJcq0oHp/v7J4UBQ2+AyULMQkgbOipH4tFbVK4OIZqQAsD6qtHyjtdjc3vbWbDoeHgoRIfntyAc+srWFPUy8mvZp7TytCJQi8tLmOklYbJr2a6xZm8VlJG3uaejFqVVw+J53HVoraDGdNSSYnPoJPS1qx2t0kmHScXJRAIBDg7aBV20Bv9s9K2rC5fKSaDcwbcD0HsimoT3NMVsy3Ol+FI5e2oP3dWCasDwcSTTrUKkH+/VAYHxxRPeISl19+uZzRHsjLL7886LPTTz+d008/fdjtCYLALbfcwi233DLsMjExMWGZ9qGYMGECr7322ojLHI0IgkB+QiStNresYDyQny3K5pk11UxOjqK4uZfVFR3MzoghPyGSly6byY9e2S4vmxxloKLdQVO3i/jgi7zL4ycuQkuHw0O3M7x0PDc+glnpZp7fUMuOhh4uDfHY9vnDX/i9/gDzMmMoTIgkO/7AhDUmJpnY12LjlS31XDwjFY1aRXZ8BMsmJfJR0N5FoxKINWrpdHqoaHcwOTlKnqUPzWT3BIMXk16DIAgkmHTUdDppt7vl8sKBGCV1dbcSiB/NdDj6A91Y48j+4R6fn9qO/jLxgUgVKdEhAX2HXRxfUnButbvp7vOiFiA/wcQnwR7y+EgxMJWycUF5BPn+NGhVYdUji3PjiNSpabe7KWu1hwUQY+XLMisPfFKK3e0jM9bIE+dO5tWtDXQ5PWTFGjltopg9W1fVIfuc/+qEPD4sbqGxx0VchJZzpybzp68r8QfELGVOfATV7Q7ZBuqimWIgEwgEZMVsyRtd+lyyazt7angAMRyrgttenDc+RNoURqfD7sbrD6AWCJuEGYpAICAHhHND7DNdXr8cYIda1rX0hgfVXU4P1mDVV0GCieaePhq6+1ALyIGoN/gs0wcrvhqCE2ZZseETQadNTOSpryvZ12Kj2+mR7QfHQl2nk1+8u4faTifJUXqePG8Kays7eCU40XX3qUWkRBvYWtfFc8Gy9V8en4dWpeKpr8Xs+JXzMvispJX9bXaiDRp+tigbnz8g26pdMjMNrVrF2soOKtsdRGjVLJsUPr5eD/aNXzg9ZUQrMofbJ1sIzsscOWBXOPqQqrsOdw9xCY1aRXKUnkqrkhEfTyhT6wrjAqmf2z5MkPjjeRl8eN0xXDFXtID7rLRVzoqFZpSuW5BFTjBArrDa5Rd5X0AURQKxfzwUl9cvewDXdzlRCQIm/dA2M30eHwatmlevmM3Dwb7zgQxlHxapU7MgOxazQUObzS2XEUJ/Rg1EVXXp+OuCthmGYBm6KxiIt/a6sLl8qIR+b8vYYIl7l3P4/nSp5H60jL3CkY1U9p1g0o2aXW3o6sMXELUMEkyDLcOcweqKyBBbJqk1QxrTNUF7wbQYI3qNSs7GRwXHmBSwNwaPSw7MByS9tWqVnO3b2Ti2ypnQ43xsZTm3v78Xu9vHzLRonr90Ol1Ojxwk3HRcLhqVQJvNxYOfimrSl8xMJSc+gr8Hg4Zr5mfS6fSwPNgr/uN5GQD8c2MtAWBJXryc/dzR0EN1UCzq5BCv9vXVndR0OonUqcdUlt7Y3cf+NjsqQZyMUDg86O4Tf4ujDdpRfalrg5OoWrXA9LT+cvOqdjtefwCzQUNaSKWT3RU+xqRnRaJJR4ROzd5gGXpBgkm2TJMndIOtTtI2ogdUxcRH6uTgfE/T2ESdvP4A7+xs5EevbJOD8GcumkaHw839n5QCYgvIiQUWqjsc3P7+Xnz+AKdOSODMyUn86etKrHY3mbFG5mfH8re11QDcfFwOcRE6Pi1ppabTidmg4cIZKQQCAf65UaxQO3daMlEh57ChppOyNjtGrYpzRpno2lTTidcfID3GQEbs6JUpCkcX1e0ONCohrOLrcCc5Wj9I50jh0KIE4grjAsmve2AGWkIQBJKi9CzKjcegUdFmc8sv+JE6tRwInFyUIAfcUg8miLPkExLFDFpHMHMg4fb55R/aDof48hShHToQl/q1RyK0tD0uGCDb3T7+ubFO7vGr7XKGLNP/I+/y9vd8S+rr0jpOjxhAS37M+ZZIjMHvpBey4Xrmof8a+4e5xgpHB829kp/86OV2Tb1icJxi1g/ZhiFNDuk1/eNFGiPSi3+ztI3gpJG0jnRfS72dUuZPmlRyef10OsLHqjRh9vG+Fva19MoByHD09Hl4bWs9F/5zM//dIZaOXzY7nWcumkakTsN9H5fi8wc4Pj+eJfnx2Fxefv3eXqx2N7nxEdy4OIfn1tXQ4RAz5udNS+Hp1VV4/QHmZMYwOyOGcqudT4L9tFfPz5T3/Z+g0vWpExPD2lmk4zhrSjKRutGL0r4O9ghPT40mNuLIeSE80pF+i6PG0P5RHLz3JyZFyfofgFwhlhlrDBt/0i+49FFb8JkmjWlpXOSEVG0ZteJ2pckzaT9DVUhND/a0bw6xFR2I1+dna00nz66p5vwXNvHIF+XY3T6mp0bzzx/OAOAX7+yhz+tnfnYsNy7Ooc3m4ua3d9Pd52VychR3nVLINxUdvLenGQH41Qm53LuiFI8vwKLcOM6ekkyfx8ezwcD8sjnpROo0rK3qYFdjD3qNWMYuX5dAgOeDLWTnTUsh2jByNn9VRb+YnoLCQKo6HCRH6eV3pyOBNLOBMqt9SH0jhUPDEVmarnD4IcWGo2UOdBoVRYkmdjb2UNLaS058BIIgkGY2sL/NTn23k/nZsfz5myp2NHRzXLCUMxDofynpHCJrLGUN+rMEWlpt7kHLjcVGMjTLmBJtkIN7QBaNC/0RjAjJJrq8PjkQ73J65XOG/ky29NI2K6RUUXrZ6x0hEJf7ykc/BYUjmOYeSaht9HI76X5NiBx6WY8sJNg/MFQqAZ8/IJfCSqXqUpuIJ3gfa4MVGjPSovmwuEXOchu1arLjjFR3ONlY08VpE/ttIxfnxvH3dWK/6RXBdpS5mTE8cHoRlhBl231NPfxjVTkfFbfIgX+q2cAdSws4JjuWQCDAo5+Xsb/Njtmg4falBTT39HHb+3vZ12Ij2qDhiXMns6/FxhvBgPrWE/PYWtfFpyVtCMAtx+UA8Lc11QQQRdekScD6LidfB62hfhDS6lJhtcvq5xdO76+EGYkVwTL2EwsTRllSYTwh3ffSxNJISAKEEwe0W0jB/MDy8EidGpfXj90lBtE9wWea2Sg+Bzod4e0h0D9BLI2H7LgIdjT08FlJG0uLEsKevQtz4nh/TwsfFjdzXH4cWbERtNvdVLY7KG21sbe5l+LmXnlbIGo8XDM/kwtnpFLf5eTn/91Fh8NDYUIkj5w5Ebvby01v76apx0VmrJE/njeZ7j4vD34qZsx/ODuN5btbqOl0kmjSce+pRQiCwCtb6mnqcZFo0vGDWWn4/AH+uroKgItnpJIQMu7XVPYH6D8KCdCHos/jk1s+TihQAnGFwVS2O44YoTaJ9BgjNpePll7XEdP7frijBOIK44KxzM7ZXF7WVnaQEWtgZ2OPnBEHsex1f5ud+q4+udfL6fHLGafVle3cHHxxlhSj5X0TkK2LpGD3jpMLuPaNnYMy9AeqqpoeY5ADZxADFq8/EJYJCw1iPD6/3MstibVp5FJd8VikLElob19i8GWkecC5DcWRM7er8G1okTPio79gSJNB0gv+QCQBwdAJqmi9hk6nqMWQFKXHPqBUfSCSivOeph659eOkwgRe2FDLS5vrOKnQIo+7CUlR3HpCHm/uaKTL6cHm8rK5tovz/7mZ7LgIel1ebC5fWItGviWSC6ancObkJDkL//d1Nby3W8zCPXjGBCqsdu78cB/dfaKrwtMXTsOk03DDil0EEN0IpqREc+m/twJw8cxUJiRFsaW2i28qRGXnnx6bLe/zxY21+AOi33heiFDXvzbVEUAUmcwaRsshlNIWGyWtNrRqIWxCQmH8I7VaJI9hnEnPstwBuiPDVYrFR+rocIh94YWILU2AXCElPStCx6U0oStNnl04PZUP9jTzdUU7d364j/tPnyAvsyQvnsKESPa32bn+jV3DHndMhJZZaWaW5MdzYoEFg1bNtvoubntvL919XnLiI/jzBVPRqlXc9PZuKqwOLJE6/nLBVEw6DT8NiiYWJZowatV8VWZFoxJ49KxJxERoqbDa5RL0W5bkYtCqeWdnIxVWh+hNfkyGfCxur58nV1UAYh+5ZRTLqS/LrNjdPpKj9PJvkIJCKFXtdhYfYdUS6SFijUogPj5QAnGFcYFOHZ71HYoHPt3PV2VWJgezTmVtNn765k5+MCtdLntt7nGh06iwROqw2t0syInl3V1NbK3rljPVnU4vv11awCNB+6Ittd18ViLOjEvvO1NTo/nqxoUc9+e1YccgZfFGwhaSlY4ZRugmNCgJnYPw+AJyYP5lmZWWXhcLcsSJBdWAgDy0XEoSAxo4yRDGML23CkcXTQcQIEiZteHuY+ke9IbcVElRejqdHpp6XBQmmvANqHaRbPikgCAz1khylJ7mXhcba7pYkh/PpTPTeGtHI2Vtdh78dD/3nlYk7+uSWWlcEswy13Q4+NXyYmo6nbI9E4jj9Li8eC6emcrMNLNc1tvt9PDk15WyWNqvTsijoauPP3xZjj8AExJNPHLWRJKi9Nz89m6ae11kxBj4v+Nzeeiz/bT0ukiPMfDzxTn4/AH5xf/8aSmySGJdp1Pe/rULsuRjqrDa+Tw44Xd1SAAxEm/uELPxS/Isw/4NFMYn1UFl4rFMuEjtG2nm8D5lyTWgbUB1VlKUnrI2uzyWpfEnPTukliip+gX6tUak0vSiJBMPLJvAvR+X8sV+K4JQyu/OmIAgCGjUKv50wVSe/KqC9dWd9AZtP7PiIihIiGRikolpqdHMKUyio8NGICAewz831PL3ddX4AjA5OYo/njeZGKOWuz8qYXt9N5E6NX++YAop0Xoe/HQ/u5t6MOnVnDctRbYTvP2kfKamRtPn8XH3ihK5TP3kogS6nR6eWVMNiHowoaXnL26spa6rj/hIHVeNMr4CgYDscnDO1ORRK/EUjj66HB66nN4jLiMeG6ElQqemrM2uiH+OE5RAXGFcIJVWj9TjLKkSSxnmrXXd2N0+ttZ183/H5wL92b7sOCNWu5t2u5uUaD2NPS4cLi96jQqX18+8rBiWFibwxf62sNLxUIYSXRvqs4FI1moSM9Ki+8XZgqv3uDwEAgEEQcDp7e/R8/oDcu241e7m64p2CoO97dKLlFTq2BHSPxs3BrE26dgDiBmWI6nvSWHsNPWEKy6PhCRsmDhMdsmgUWNz+eTqDYCMWCMlrTZqOx1AvHzfSrZ5UnZdun8FQeD4Aguvb2vgs5JWluTHExOh5YFlE/jlu3v4eF8rKpXAvacWDupTz4qL4LUrZrO3uZdel5dogwajTs2s/ETsPQ55kqunTxRl+++ORlno8BfH52Fze3l2rSjEdubkJG4/KR+dRsV9H5eypa6bCK2aP5wzmY/2trJyvxW1SuChZRMwatW8u6uJ/W12THo11y/Mlo/pz99U4gvAsTlxck87wJ++Fj8/Pj+eCUlRo177xu4+2U3h0lmpoy6vML6Qys2HchsYSH8JevgrWXacGJjXdDrw+PxyZYgk3NbUM7C6S0Rqkdha3y3/1ktaJM09/c4kp0xIxGzUcss7e/i8tI3j8+M5ZYJYeWGJ1PG7MyfK1WoDx54giG0ogUCAjdVdPPV1JeVBEajTJiZyx8kFGLVq/vJNFZ+VtqFWCTx29iQKEkw8s6aKD4pbUAlw0+Ic/vyNqJh+0YxUzp2Wgs8f4L5PSilrsxMXoeXOkwsQBIG/ra2mu89LbnyE7CUOsK+llxeD9oK3npAXpskwFJtquihu7kWvUXH+GFtEFI4uJMX0lCMsayy1cpa12UZfWOF7QRFrUxgXyB7CIwSSA3GGvPxL2b2WYGZBsmz5qLhVfig7vX7ZY7ukxSYvG0pocDpU0D2UYNVAQhWdvf5AWMmqMRiU3LOiVJ7Z7wyZCLC5fHj84VUB0ouTNFkhnUNDV//xm3Qjq85DfyAPcPG/tvCr5cWKYMdRRiAQoD4oFJgeM/oLhtQGMZw3/VATaFJ5bUUwIyhVazRJLRXBDKEUqABy2fWqcqtsw7QwJ46Hz5yIWiXwUXELn5e2DXkMOo2KGelmFufFMz3NLJa5Bts7AoEAy3c1cd4Lm3lxYx02l498SyTPXDiVTodbDsKvW5DFPacWoteo+NPXlXy8rxW1AI+cNZHePi9/Clor3XxcDpNToulyeng62Kd67YIsYoITYRurO1lV3o5agJuX5MjH+GWZlfXVnahVAjcflzviNZd4bl01Pn+AuZkxYUraCuOfPo9PViYe2Pc9FFLp+cDJ0dRoA2aDBo8vwP62fqVjaWJMqoCSnlWSUOKMNDNmg4Z2u5vNtaI/+cRgcL69oVt2LgDRt/yaY0SRwcdWlsuZfAlBEAY997z+ABVWOy+ureKKV7Zz49u7KbeKegv3n17EA6cXYdSq+c+2Bl7aLAbId51SwNzMGP66uooXg1ZkNx2Xy8tb6rG7fcxKN/PL43Px+QM8/Pl+Vu4Xy9QfOWsiFpOeXY09vBP0Db/tpHy5ws3u9nLXRyX4/AFOKrSM6kQQ2mN+3rSUMLFUBQWJqnbRqSJxCLeQw510syHs+atwaFEy4grjgugxZMRHQrIwqw722i2blMQza6rZ3dRDYaKYkfD6AizOjaOq3cEHxc2yjUsoob14giCgEsJLuaUs9kg0hHihu7x+uezNbNCQFG2g0yn+AP5rUx0/X5wjq6CL6zrDJhgAOTCJD74wZATPtTZEMXqgoNtQ6DUq1IJo5Vbb6aS208mGmk4WZCuWSEcLXU6PPFmTOoaZfqn0dbjseXykjqp2h3yPAuQGe6Ilr1LJzquk1YY/EJB9kjfXdtHl8BAToWVSkokpKVHsaerl6dVV3BPMfp9YmMDVVjv/WF/Lw5+Xsbm2S+7jvmRWmrztoajtdPJIcB0QJwh+emw2i3Lj+ONXFbwVfKm/ZUmurLz8/PoaXtsqloPffWoReZZIrnhlG15/gKWFCbLw2p++rqS7z0u+JZKLZ4qf2d1efve5aHt20cw0cuPFY+twuPl9sOz2irnpY7JJ2l7fzYpgNvzni3NGWVphvFHSYsMXAItJPyYtBlG7wDNIwVwQBKakRLO2qoOdDd1yW1ZcpDjxIwmPSoKfDk+/wOepExJ5c0cjH+xpYX52HJOTo8iKNVLT6eS+j0t56IwJsmbClfMyWFvVQXFzL1e8uo0zJiUxOyOGBJMOjy9Ac28fVe0OKtsd1HQ4aOxxhT0rdWqB86al8JMFWfKk+pvbG/njV2Lrxg3HZrO0MIG7Pirhs+CE2k3H5bC2qoP6rj5So/U8etZEAsC9K8RlVAI8uGwCs9JjcHn9PPTZfgLAGZOTZE/1QCDAw5+VURsUePvN0oJRn8/LdzdR0mrDpFePuUVE4eijst1BUpR+VIvPw5H0GCOryttxenyyroTCoUMJxBXGBdLDe6TS6pGQRCd6XV7sbi9JUXpSzQYau/voC9p+qVQC50xN4ZUt9ayr6mRW+oFnmTy+ADrNyA/6UKVaq90tZyAnJkWhVQuUBL8z6dSc98ImWV1XLYger50DSuUl3+e0YAZTmnSoDwn4x1JkLggCZqM2rBR/S223EogfRUgZ7gSTTn4JHw6vz4812Js6XD95SvDzxpB7USqnre10EggEKEyIxKhV0dPnpbLdQV58BBOTTOxrsfHK1npuXJyDIAjcuDiHG97cxYfFLSRH6bl2YRYqQeDH8zLZWNPFrsYe2b8b4MPiFm46LodTihKIj9QhCAIur5+djd189VUly7c34PUH0GtU/PTYbH4wK43uPg+/XF7MhupOBODXJ+Vz0Qyx7PtfG2t5LugX/ssT8jix0MJ1r++kw+Eh3xLJPaeJkwMbqzv5sLgFAfjN0nw0wfLcx1aW09TjIjVazw3BKhifP8DdH5XQ4fCQGx/BT+b394wPh9vr57GV5YDYvyoFXwqHD7ubxKqoWZkxCILAaIVHlkgdjd19Qzp1TE8TA/EdDT38cLb4mST2KammS8+clhCNkGWTxED8m4r+F+7bTsrnF+/u4euKdq59fSdPnDuZxCg9Oo2KJ8+bzK+W72V3Uw9v7WySJ6qGw6hVMSMjlgVZZk6fkCRXhTjcPp5ZU8UbwR7sy+ekc1Khhav/s4OyNjtqlcBvl+azs6GHLbVdRGjVPHHuFLRqFb94Zw+bartQqwQeXDaBpUWiU8Df1lRT1e4gLkLLL5b0V5S8sb1RLnt/+MyJo+oo1Hc5+fPXYjb8+oXZih2gwrBUWI9cMbOMWAMBoLzNHtY+pXBoUAJxhXGBlO1tsw9+ERkLapVY1ufzB7C5fETqNGJveHef3L+qVQlkxhqZlir2bE9PjWZbSDZawuX1o9eo8PkDg4TNHG6fnH0ejsW5cXwT9CfdVNMpvyRZTDpOLkpgddC+yOb2YQtmQDJjjejUAuVWh2wZJVEbLEGfECxxlITp2u1uuW/QF3zTG63t2xJU25Vo6B7Zh1nhyEJ6UR+TUJvTQwDxnhrOgknK7taEVGdkxBhRCWKbRLvDgyVSx+SUaLbUdlHc1EO+JZJr5mdx63vFvLa1nrOnJJMZa2R2Rgw3HZfDn7+p4vkNtexs7OGuUwpJNRv420XTeH1bA829LpKi9Gyp62JDdSdPrqrkyVWVGDQqYiO0WO1uWQQOYGFOLLeekE+kXs2rW+p5aXMd3X2iVsR9pxWxtCgBj8/Pn76ulAOHny3K5qLpKfz6/b2UtNqIMWp54tzJGLVquhwe7g/aLV00I1UuGf/vjiZW7BXL2e87fYKcoXx+fQ2barswaFQ8ctbEUX87AF7YUCOX+d6oZMMPS6Syz+khFpMjkRFjYFdjDzUD9EUAZgbvsZ0N3XJFluQB7grqi0jtINXtDmwuLya9hknJUaSZDTR09/FVmZVlk5KYlxXL0xdO47bgvX3tGzt55qKppJmNxEboeOEH01lf3cnX5e3sb7PR7fSgVglYTHqyY43kWiLJiYsgPcZAUrSexIRorNZeevu8rCqzsrGmky/2W+UJ9WsXZDIxycSVr27H7vYRF6Hl4TMnsq6qQ+4Rf/jMicRHarnhzV2UtNowalX8/uxJ8gTx2qoOXt1aD8AdJxfKwfbOhm6eCraM3LIkd9T2DbfXz10fleDwiF7n0gScgsJQVLQ7WJgde6gP4zshJdqAWoD9bTYlEB8HKIG4wrggPfhC39zTN2y5zM8WZfPMmmqumJvOS5vrB32vFsBHvxWa9MCWvE6lDGB8SGB8UqGFlfutYdtZ9twGHj1rIhOHEFSyub3yzP9wnFSYwKNflOELiGXtHwYVlOMitCzMieO3JxfwyOdlYesszInDanNTbnXQPaA8X7Q7U5MT7K2NMWrlSYcOh2gRJZ2jXjNyllOyeZMYuC+FIxtrsPpiNGsf6G8TidJrhlUVlqy5ykPuKa1aRVKUnqYeF/WdTiyROiYlmdhS28XeZhvnTIXj8uKYnxXLhppO7vxwH/+4dDoGrZofzc3AbNTy2MpyNtd2cdVr2/nLBVMpTDRxxbz+MtIfzU3n9W0NfLCnhQqrnT6vXxauio/UcfKkJE4piMfvD/DU15WsrWyX1dsLEiK5//QicuIj+XRfKy9sqJWFeW5anMOls9K486MS1lR2oNeoePycSaSaDXj9Ae7+uIQ2m5usWCM3Bu0Q11d38MevxAz2zxfnMDNYabOuqoPnN4jWS789uUAuVR+Juk4nL2+pl9dRlNIPT6qCfdZFYxDlg5BxZLUP+m5ichQalUCHw0NjTx9pZqMciEutSMnRBnLiI6hqd7B8dzOXz0lHEATOnJzEc+tqeHFjLScXJaBVq5iZbubfl83k52/tor6rj6te3cEtS3I5uSgBnUbFwpw4FuaMXiXlCwT4Ym8LL6+rYm1lR5hzQnqMgVtPyKPC6uBXy/cSAKanRvPwmRN4Y3uT/Pz+7dICChIiue6NnVR3OIk1annq/Cmy2Fx1h4O7PtoHiBNfS/JFlecup4c7g33hSwsTuHTmyEF1IBDg8a/KKW7uJdqg4aEzJihipQrD0uX00OnwjEnQ9HBEq1aREm1gf+vg3xuF7x8lEFcYF1gidSRF6WnpdbGtrptjcwe/CPx4XgYnFyXQ2+cZFIirEOSebynrFBEMvKWXFSlLJQnbeHwBcuMjWDlgPz19Xj7a2yr3YocysIdvKKIMYjZid1Nv2OeflrSxbFIS+iF6jiyROvm4BvaIAyRH6+XeN0EQZK/mXpdYhi8dV4R25IxbXnwEX4XMAShibUcXkhhizDC+4KH45SqL4V9Yi4KK/lXt9rAJtJz4CJp6XOxvszMj3cyUFHHWfVt9FyDew3edWshlL22lpNXGPR+X8khQmO3sKcnMTDPzmw/2sr/Nzk/f3MVlc9Jot3tweHzMTIvmrCnJ/HB2Oj+cnY7H56exu4+ePi9xkVrSzAYCeh13vr0rTOBtYpKJi2akcvrERLbUdfHbD/bJmfxYo5bfniyKSf3fu2J5rFYtqjxPTzPjDwT4/RdlbKjuRK9R8bszJ2LUqilp6eU37+/DF4AzJiXKveYtvS7uWSE2oVw4PYVlk5JGvd6BQIBHvijD4wtwTFYMJxaMLDqlMH6RJoWy4ke3LoP+cVTSMlhASa9RUZhoYm9zL8VNvaSZjbLwptR2BfDDWWn87vMyXtxYyxmTEomN0HHprDRe39ZAdYeTW98r5ndnTMSk15BqNvD3S6bzf+8WU9pq475PSvnDl+UsCaqmH5MZM2RvbJ/Hx74WG6sr2vmkpDXMVi0z1si8zBgW5sQxKyOGP6wsk1X/L5iews8XZfPYlxV8sk/87Jcn5DE/O5br3thJQ3cfiSYdT180TbYBbOrp46a3dmNz+ZiWGi2XpPsDAe7/pJSWoLXgnaeM3hf+3x2NvLurGQF4YNmEI7bkWOHgUNkuBqhj0VE5XEmLMVDS0jv6ggrfOUogrjBuWJQbx9s7m9hY0zlkIC4IAukxRoqbxGAiNIT0hIiUSQrimqDnt5Qt1oYE4NCfuZNIitJzbE4c7+xqoqHLKdsthTKSGFook1OiBwXiLb0ubn5rF7GRg7ORUXq1vD//EMFxhdXBPzfUctUxGQiCgEGrAie4gutIKriRo9i2ZA/wtI0aZXmFI4u+4FgYi0CL1D/Z3eeRRdUGkhSllyfQdjZ0Mz9YTjo1JZp1VZ1srOnk4pmpzMmIQa0SqO5wUtZmoyDBRFKUnsfOmcSNb+3mqzIr935cwr2nFaFVq8iINfLsxdO55Z097G7qkdXNAT4qbuGTkjauPiaD6almdBqVrMTe0+fhX5vq+PememwuLyoBzp6SzA9mi+JpvX1eHvpsvxwgmA0aLp2VxsUzU3F7/Vz3xk7K2uwYtSoeO3sS87Pj6PP4+N3nZXyyr1V8kT+9iKJEE3WdTm55Zw8Oj4+5mTHceYrYQy4FCt19XiYmmfjF8Xlj+tt8sd/K5touNCqB3548enChMD7x+vz0Bn+PLSY9PqdrlDWgMEEMxBuCrVQD9RuKEiPZ29wrK7Gbjf1ibf5AAJUgcOaUZN7c0UhZm50nvqrgoWDQ/fCZE/nl8mLWVXVy2UtbefTsSUxMiiLBpOf5S6fz+rYG/rujkVabmxV7W1mxt5VInZrCRBOROjVOj49up5cOh3uQ1WdshJYzJiVxxuQkWTixvsvJDW/uZF+LDbUAvzwhn4lJkVzzn51UdThQqwR+c1I+szNi+MnrO2npdZFmNvDMRdNkd4aqdgc3vb2bll4XmbFG/nDOJHmC/ZXN9ayp7ECnFnj0rEmjWpV9Xd7OE0HRuBsX53DsGLL9Ckc3lVYH6iNUMV0iI8bIB8UtipXtOEB5C1cYN0xLjebtnU1squ0cUZ3cFQyGBfqDcanXWq9RyQ9syQVMqpi79N9b+fxnC+Sg1aRXyy80+ZYI/nPlHLbWdfHOriY6HB483pFV1UdiOKXcVruHVvtgQTqDVo09eFzqYc77b2urmZVuZka6Wf7hlMoBpSA+UjdygHVsbhzZcUZZXT53jBkbhSMDqUXZM4RjwEAskTqKEk2Uttp48LP9/C5EZTmU+dmxvLe7mVXl7XIgfkKBhefW1bC2qoM2m4sEk54T8uP5Yr+VP6ws528XT0etEpiVHsNDZ0zkjg/38WlJGxVWB7csyeGYrFiiDBqevmgqL22qo7bTSXykDpUg8NbORrbUdrGltgu9RsXk5CiiDRpaesUMvDRGJydH8dulBRQlmQgEAnxZZuXxL8tps7kRgItnpvLTY7Mx6TXUdzn5+X930djjIi5Cy5PnieWx1e0O7vhonygyJcA9pxVxYmECVpuLG9/eTYfDQ2FCJI+dPUn2eH5jeyObg33hDyybIJcRj0Sfx8dTq8Rg4cfzMkgzj66srjA+kSa7ACL0anrHIMMRE6ElSq+h1+WlsadvUBtDVqz4O10X1AtJjjagVYvihHWdTrLiItCoBO48uYCr/7ODT0vaOLkokSX58czLiuW5i6dxx4f7aOxxce3rO7nn1EJOmZCIQavmx8dkcsW8DHY39vBZSRufl7bR6fSEuXmEEhehZXZGDCcVWjjvmCx6uxwEAuKE91s7GnluXTVOjx+zQcMdJxewoaaTx78sJ4DYNvLQsgmYjRp+8voOOhwesmKNPH3RNPmZuaG6g99+uA+byyd/J1mMba7t5Jk1otjar07IozBxZGu4nQ3d3PnRPvwBUfjwR3PTR/9jKBz1SEJtR6JiukR6jEH8/ehyDkrQKHy/KIG4wrhhUW4ceo2KCquDCquD/ISheyqHKg+XMtW64A9nb59XVq6V8PoDrKvqkMvp4iN0RAdLdLtD+mGBMJ/Vb0P0AWaa9RqVrJg7kqDT5rouZqSbB6mkSyWKhlF6xE16Df+4ZAbnvrAJu9unKKYfZUi94ZIt2WjcuDibXy0v5puKdh76bD8PnTFx0DInFVp4b3czX5VZ+fWJ+ahVAnmWSGakiaKI7+5q4rqF2fx8cQ7rqjrZ3tDDk6sq+NUJeaJFWYGFJ8+bzN0flVButXPT23uYmGTi1hPzmZYazfVBBXKJC2ek8K+NdayubKfD4RkkuJhvieTnJ+WzIDWKph4X7+xq4v3dzRQ3ixUqmbFG7jm1UBZ3KmuzcdPbe2i3u8mIMfDnC6aSHmPkyzIr939cisPjI9ao5XdnTmBuZiy9fV5ufmcPjd19pMcY+NMFU+WsXE2Hg2eCHsW/OD53zC84/95UR6vNTXKUnh8HPZ0VDk9CC5qEMflZiMRFaOl1eUXXjPjw76QgNdQ3fGqKKDa6prJDrgiZnBLNZbPTeXlLPQ9/vp/CxJmkRBuYnBLNq1fM5s6P9rGuqpM7Pyrhje2NnFBgYW5GDIWJkUxPMzM9zcwvT8ijrM1GTYcTl9ePQasiyqAhzii2j5mNGgRBwGp3sabMyq7qdkpb7ayv6pCfozPTolmYE8fDn5fJny2blMj/Lcljf5uNa1/fid3toyAhkj9fMBVLpI5AIMCrWxv4yzeV+APixPwT50yWK3Hqu5z89gOxDWTZpETOm5Yy4vWsanfwy+XFuLx+FuXGjcnaTEEBxEBcEsU9UpHcd/a32pRA/BCjBOIK44Zog5bChEh2N/VS2zl8IC7ZfamCZaDQ3/ftDabBf/PBXiqDgjkxRg1dTvFlYHt9NzWd4ud5lgjZU1nusQ5mlPs8fvRD9Fv7Rump/rq8nX0tvSNmmo1aFc5g4Byt19DjElWcQ1+yAK6al0GvyxtmI9M8IIByef3sa+nFG5yIkMrxR+Kpbyqxu31kxxmZlqYoZh5NFATLRyVV59GYnx3Hn86fys/f2sWnJW2cPilpUGnnnIwYInVqOhwe9jb3yiqsF81IZUdDD+/tbuaa+Vmkxxi585QC7goGAU6Pj9tPKkCnUbEgO47/XjWHFzbU8sGeFva12Lju9R0sm5REbISOdoebNLOBsyYnkR5j5K5TCwkEAlS0O9jfasPm8mEx6ShMiCQ2QsuKsnYu+rRUziCCONl12Zx0rpqXIWf2v6lo596PS7C5fORbIvnLhVOJj9Dyzw21/G1tNQCzM8w8tGwCFpMet9fPr98vpqzNTlyElr8EgwgQq2Ue/HQ/fV4/czJjRg0UJBq6+wXabl6SO6YMusL4JfTv5xyDpoiE1C4SmlGXkHzDOxz9PdmnTEhgW303b25v4LxpKfKz67qFWWyo6aSszc4Nb+7i8XMnk2+JxKTX8Mdzp/D39TX8e1Mduxp72NUoTlZnxxm5bHY6Z05OQqNWMSEpigkDhOb6PD52NfawtqqDNZUd1HYOTvUnRem5YHoK66o6eHpNNSBOjN12Uj4z0828vbORP3xZgc8fYGa6mSfOmUyUQYPH5+fhz8tkYdOzJifxm6UF8qR0h8PNLe/sobvPy6RgpctIQbXV7ubmt3fT0+dlSkoUD585UX6uKiiMRCAQoMLq4PiC+NEXPowx6TXEGrWUtdk5ZcKhPpqjGyUQVxg3vLKlHmvQuksSuxmKVpv4nVYtyKXZ0ot1n8ePPxAIUwbvcnr5xZIcnvq6ij1NvfgDYm+oxaTHHfQ/lrYjlZe6fX6iDYOHh1TS6/UHeH1bPTnJZhZl9Aezt75XDMCZk4cXZ0qO0lPV4eSnx2axoriFHpdXtEYKCmlJ1e+FiSZ2NoZn9aUAXqMSj/OPqyrEh0ZQTXao/vJQvD4/q8pElfjfLC0YUYhL4cijKGiB12Zz0+30yK0ZIzEnM4ZLZ6Xx2tYGnl9fw8Ls2LCXYK1axTFZsXxZZmVTbacciB+fbyFKr6HV5mZrXRfzsmI5ZUIiNpeX368s5/09LZRbHfz+rIkkRxuIjdBx64n5XDM/kye+quDTkjY+CL6YS/xrYy3nT0/lrMlJFCaayLdEyr2pfR4f7+5u5p8bauWxpFEJTEyK4ri8OM6akkx8pI76LidrKztYVW5lS52YTZ+RFs0T505Gq1Zx94oSPi0RRd4umZnKL47PQ6MSJ/0e+LSUrXXdROrUcuZc4pUt9exs7CFSp+buUwrHNLYCgQB/WFmBy+tnToaZpYWKQNvhjk6jIlKnxu720WZzETPGeRVtcBLVO4QOSUJQV6TV5pbbtpZNSuKfG2pp7HFx78clPHTGRPQaFQatmifPmyKLoP341e388vhczpuWglolcMOxoj3fJyVtbKntYmtdF9UdTn73eRnPb6jl+Px42Ymj0+GhpddFfbeT6g5nWGuWSoDCpCgyzAay44xMTY1mb3MvL2yoxeX1Y9Sq+Omx2Vw8Mw2vz8+Dn5by/h5xPJ86IYF7Ti1Cp1HR0+fhtvf3srWuG5UA/3d8HpfMTJV/Yzodbm58aze1nU5SovU8cc6kIVtkJPo8Pm5dXkxzsL/8yXOnjEkTQ0EBRFvYHpdX1is4kkmLMVDWNrZJeYXvDiUQVxg3/CnoCQr9wfZQ2Fz93tulrXZijVq5NzpAvzhbKJLwVG0wG544oIdbemWWEsqBQACzQRvWhw79GY4HPy0VfYNVAp/dMJ9ogzZMgbyhqz9bEKFTh5XTVwX7s4/JipVFqPQalbyMpJoepdfIAYWENKkvZT8qrOL5lAQznKP1sNd0OrG7fUTq1LLNksLRg1GrxqRXY3P56BpjIA5wxdwM3trRyJ6mXrbVdzN7gD/yvKwYviyzsrG6k2vmZwFiQHLKhATe3tnEf7Y1MC9L9GQ9f3oqKWYDd31Uwt7mXq56bQePnDmRGcH7MTZCx4PLJnDO1GS+Lm8HwGzQsqm2kx0NPby+rYHXtzWQb4lkVroZvUZFS6+L9dWdskhWXkIkP5qdxgkFCfJY2dvcywOflrKuqlM+brVK4JKZqdy4OIdKq4O7V5SIglIC/PqkfC6Y3m+L9Ndvqvi0pA21SuD3Z02Sla5BLG9/bl01IKpBj/UlbnVlB2urOtCoBG5XSmePGJKj9VRYHdR1OIixjK3fXwouhxIJTYnWyz3hDd19pMcYMWrVPHTGRH72312sKm/np2/u5LGzJ5FgEgUU//XDGdz7cSnrqzt55ItyttZ18+uT8okxarGY9Fw+J53L56Rjd3tZvquZlzbX0dLr4o3tjcMeY4JJxzFZsSzOjeOY7Fiy02Jpaunms5I2HltZTn2wAmVeZgx3nFJAmtnIrsYeHviklJpOJyoBbjg2myvniaKjDd1O/u/dYqraHUTq1Dx85sQw67Smnj5ufns31R3O/gqUEawXA4EAf/hStCkzGzQ8dd6UUe1GFRRCkd6pjmTFdIl0s4GtdUNrQSh8fyiBuMK4pLXXPex3kkL6vKxYTixI4MQCS3g5oMdHfKQ2LIiN1mtQqwQcwYzyQFEzKXyV41hBQK0S0GlUYYF9h9NDT59HtmDx+QNUtTuYnmYO219PMCA4qdDCTcflcO7zm8P2NzvDzGcl/dZKz62tkfvcu4LKtPGRukGTClJQMTk5Su55hf6JBPcoIlxS73uMUatkw49SIrRiID6UTd5wxEfqOGtKMm/vbOJfm+oGBeLzs8Uge0dDD3WdTjJixeDj0llpLN/VxJrKDt7e2SgHtguy43jp8pn88t1iKtsdXPfGTmZnxjA73czSwgSy4yOYmxnL3MxYeR8/WZDJuupO3tvdzJrKdsqt9kG+yynReq6en8lVS/Lp6rQTCIjtHM+sqebj4JhVCTAr3cyC7DhOKrKQEm3g1S31PLOmGq8/gCVSx+/OnMCs9P5z/PemOrl8/K5TCjgmu/+4nB4fd35YgscXYHFuHGeNUA0Tis3l5fdfiF6CP5iVpvTpHUHkxUdSYXVQ3NjN1DEG4glBheb6zsH6DRq1igmJUexu6mFTTadciTEz3cyfL5jCbz7Yx56mXn786naevnAa2fERxEboeOr8Kby6pZ6n11TzWWkbG2o6OX1iIgty4pibERPM3mu4bE46F85IZXVFO7ubeuh2etCoVcQatSSY9KSZDeRZIkiK0mN3+yhttfHBnhbKV1ezqqRV7gOPi9Byy5JcTp+YSG2nk3tWlPDJvlYCwfO7//QieUxvru3kjg9L6HJ6SDDpeOq8KWHia1uDFoOdTo9sbZY1yhj5sLiF9/e0oBLgd2dMlH+HFBTGSrnVjk4tyC1HRzLpMUY+KWmjy+khZoyT8goHHyUQVxg3qAWQ4sj6ruGlZqX48b/bG3nnmrkkBGfItWoBjy+A2+snKUovz2wCCCqBNLNB7muTktcD1celwFevVuH1B0iO0stewwD7mnspsEQSmniWxN9CJw+kfSea9AysNFQJcMuSXB75vN/Qe0NNp+wBLinAx0dqB/mCRxvEH8vpadG8uaNRPueiRBNNPa4hqwFCkYJ9pQ/16EUz4J4fK5fPSeednU1sqO6kut1BdogOQprZyMKcWNZVdfLgZ/v520XTUKsEsuMiuGZ+Fn9fX8OjX5TT0NXHDYuy0apVpJmNvPCDGfzxqwo+KG6RldCfW1fDguxY5mbGEAiIFklzM2NIjjZwbE4cx+bE0eX0sK6qg8p2Bx6fn7gIHZOTo5iZbkajFvAFAhQ39fJRcQvv7WmWx8WySYlcuyBLDmTsbi+3v7+XVcHM+/H58dx5cqGcRfMHAvxjXQ3Pb6gF4KbFOZw5OVk+70AgwEOf7qeqw4ElUsfdpxaOOav9p68rabW5SY8xcN3CrAP6WyiMb6amRvNZaRvrKtq5dFry6CsA09PMrNjbysf7Wrh6fuYgS6El+fHsburhw+JWzg+p1JibGcu/LxMntao6HFz/5k7+fMFUihJNqASBH83NYEaamYc/L6PcaueN7Y28sb0Rk17NBdNTuXJuBlEGDXqNiqVFCSwtSpC37fMHaOrpo7TVxqtbG9ha10V5m52BvxzxkToumZka1IXo5hfv7mF9Vae83JmTk7hlSS4xRi19Hh//WF/Dy5vrCQATEk08ce5kuUrN5w/w4sZa/rG+Bn8AChMi+eN5U4Z1IpGo7nDw2MpyAK5fmB02WaagMFbKrHbSzEZUR4GmQHqMmPUva7OFTXorfL8ogbjCuOGtq+eyv83G7e/vo8xqx2p3Dzkrqdf0i9rc9VEJz10yHRADDI8vwH93NKIaoFZr0KiIj9TJgbiUsTYGA12fXwzgpfJwh8fH8X9Zy8UzUnlnVxM58RHsaeplxd4WEgeUxtk94raaewdnMpKj9WEl6wAFCZFMTIqi3R6e9R/4wx+l15AzwMZGUmNPC5a+xhi13HpiPnaXl1Xl7aOKA0mWbopv5NGL9LcfqxWfRHqMkcV58XxT0c4b2xu4fWlB2Pe/PjGfy17axvb6bv6xvoafBtXOf7IgE7fPz7+CWeX11Z3cc1ohE5OiMOk13HNaEVcdk8n66g7WV3eyrkr83/XVISXkAhyXb+GCaSnMy4ohxqhl2aTwzHN5m50/fV3JuuoO6jqdYZNlM9PN/GJJLpOS+wWoGrqd/Pq9vZS12dGqBW49IY/zpqXIgXRDt5PHVpbLpezXL8ziinkZYft8dq2YaVSrBH535gS5BWY01lV1sHx3MwB3nVI4Ys+rwuHHsTlxPPFVBRsq22nq7iN5DGWup01I5OnVVdR19fHmjkZ+MCst7PszJifx3Lpqdjf1sKG6Q7YKBHFs/v2S6fz8rV3sb7Nz3es7uX1pPqdPTEQQBKamRvPyj2axvqqDr8vbWVctuof8e1Md7+xsYtmkRLLjIvD5A7T0uqjtdFLb6aSh2zlklVVKtJ7CRBMzs+OYEGdkUlIUH5e0cuWr28NE3BbnxnHtwiwmJkURCAT4urydJ1dV0BDUZjlnSjK3npgn3/+N3X3c90mpbJ12xqREfrO0YNTx4fX5uWdFiSyUeOWAcaqgMFbKWm1HRX84iIkinVpgf6tdCcQPIUogrjBuSI8xkh5jZGpKPbubellZ2sYlA15GQCwrfWlzHQDb6ruZ+8Q3/PrE/KCAmZ+XNtcPWicpSk9sSOlNY3cfPn8Ak14jZ+K7nB76vP2BrMvr5+2dTay6aSEA//duMWurOnhhQ03Ytt1Bv/GhBObK2+wsHGARJinB9g6wSNOqVED//vu8fk4qtPDXoB0SgDFYmh6pE4dun8fPiQUWvqkQM3rdfYM9yhUUQpGE/sbiJT6QS2am8k1FOx/tbeGnx2aH9Zinxxi54+QC7lpRwosbazljUhIZsUYEQeDni3OYmBzFI8Gs3FWvbufWE/O5cIaY2cuINZIRm8bFM9Oo63TyYXEzDd19qFUCdZ197G7q4asyK1+VWcmNj+DsKcnkWyIxaFXUdDr5ZF8rm2u7wo7VpFczLzOWC6anMDczBkEQsLm8dPd5WFvZwXPraujp8xIXoeWJcyczJUUUmetyeHh+Qw1v72zC6w+gVQvcdmI+54aooPsDAZ5ZU82/N4m/Q7edlB9Wyj4SHQ43D3y6HxBL9weW+Ssc/mTEGpmXGcOm2i5e2lzHbScVjLpOhE7NzxZl8+gX5Ty7ppoTCyxhWWBLpI4Lp6fyn20NPPRZGf+4dDopIQF+TISWZy+ezm0f7GVLbRf3flzKx3tb+dWJeWQHfcYX58WzOC8efyDA6op2nllTTWW7Y8S+cJ1aIDc+kskpUczOiGFmuhlLpA5BAMGg459fl3PXRyWy0KpJr+bsKclcMD2VzGBpeGN3H79fWSZPaiWadPz6xHyOLxDFCQOBAB/tbeHxLyuwu31EaNXcvjR/0GTbcPx9fQ37WmyYDRruP61ImWhW+FZ4g62GR4t+jkolkGpWBNsONUogrjDuOCYrlt1NvZS12Yf8/tjcONb/YhEXvrhFnllfvrtJVp2dlW4mPcbA+3ta0KkFjsuLJ81skHtgtCpR9GZ1RTvHF1iIi9TRZnNjtbsHzbxH6NRyhmzZpETWVnUwMH6RetbrhrBz+aC4ZYjZVQGvzy8roEvoNOJ+JMXd2k4nk5KjeGjZBO5aUSIuEzxHf7DoT6qCjQuW0nY6Rg7EB5biKxx9GIJVIAfSIy4xNzOGgoRIytrsvLWzURZmkzh1YiIr9rWwrqqTf26s5d7TiuTvTiywMDMtmt+vLGflfiu/X1lObaeTq4/JlL2JQQxibliUE7bd8jY77+5q4sPiFirbHTwVIuwooRJEpfZlkxI5bnIKgssNCLT2uvjr6io+L20bNFk2OTmKR4Oq7VIw8OSqSnqCPa/zMmO49cR8ckLK8LscHu7/tJQ1lR0A3HxcDueP0arM5w9w78eltNvd5MRH8PNF2WNaT+Hw4+r5mWyq7WL57mZuODaHqCFcOAZy3rQUPipuZXdTD3/5ppKHzpgY9v21C7JYWyVah/3g31v50dx0LpudLj+3ogwa/nLBVF7aVMcLG2rYUNPJpf/awkmFCZw9JZk5mTGoVQIqQWBJvoVFufFyBUqbzYVaJfbGZsQYyYozkhFrJDnKID832u1uSlptvNciijZuq+uWnyWJJh2XzUnn3Kn9Vmr+QIC3djTy19VVOD1+NCqBy+akc/UxmfIydreXRz4vk50KpqVGc//pRWGOBCOxrb5LnhD7zdKCQUKsCgpjpabDgccfkCsOjwbSzKLoscKhQwnEFcYdUsBsd3uHXUajVvGDWWk8/lUFIGavTXoNHQ4P1x8rlsJ9UWrF4fFxycw0BEEgNhisppoN1HQ6ue+TUpanibP7bTY3v/1wH8smJpIcpac56OntDwSw2lzc/M4eChNMQx6LZBm2u6lnyO/3DPjc5/PT1Tf43HRB67TsOCPFzTbWVXUwKTmKUycm8klJK2sqO+RgRRKGiwqWqscHS/jbHf32NkMhTVa4R+klVzhykbLYnc4Dr54QBIEr5mZw94oS3tnZxFXHZA4S/btuQRbrqjpZsbeFpUUJYb7jsRE6HjlzIs+vr+Xv62v4z7YG/rOtAbUgOhnMy4rlhHwLBQmRWEw6edv5CZH8+qR8bliUzQfFLWyq6aSppw+X1098hI65mTGcNSWZVLMBQQBLtIHKegcvrK/jvzsawspr1SpBzqpfOD0FjVpFc08fv19ZLgfXBQmR/GJJrqz0LlHc1MNt7++l1eZGpxa485TCMWftQMzcbajuRK9R8ciZE5WS9COYOZkxFCaZ2N9i4+sKa5i2wHCoBIHbTsrjile282lJG8smJYWpiEcZNDxz0TRuf38vxc29PLu2ho/3tvLnC6bKE74alcDV8zM5uSiBJ1dVsLqyg89K2/istI2kKFEt/fxpKeg0KtQhWfKB+AMB6jqdfLyvha113Wyr66JxiKqvSclRXDQjhVMnJMr2nyD2bD/8eZlcZj4z3cwdJxeEiRKWtdn4zQf7qO10ohbg+mOzuWJuxpgz2l0OD3d/VII/IJbuh/a3KygcKOXB5M/RFIhnxBjYWNOJx+cPG78K3x9KIK4w7pCCyNFythfOSKWxp4/XtjZgd/vIiBHF2DrsHoxaNbMzzKyu7GB/m50Z6WYSg6q0qdEGfIEA9V19bGvoloPaxu4+nt9Qy0UzUul0ePhifxsdDg+/XF5MWZudsjY7KgEGJpN9fjGwLQ1aiCWYdLKAGzDox63P46NniBJyKRCfnBxNcbON5bub+ckCMeMovZb4gzvf3SgqpmfFiVmDuGBvqscXoNfllUXdBu1DI5UlK4H40YpU7trUPVjTYCycUGAhUqem1eZmb3OvXNItMTklmnOmJvPe7mZuf38vP5mfyQ9mp8sCgYIgcO3CLPISInlurVga6wuIrR3v7W7mvWDvtE4tMCEpirmZMZxQYKEo0YRJr+EHs9IG9c+GYnN5efebSv76ZZms5jwjLZofzk5nbmYMJn3/Y8/j8/PvYPbQ6fGjVQtcuyCLH83NkEXtJD7d18qDn+3H5fWTGWvk0bMmUjDM5NxQfFbSyj+Dom93nlJAniVylDUUDndOnZzM/pZy1lZ2jikQB5iQFMXFM1N5Y3sj931cyr8umxlWVZUUpeefP5zBZyVt/OWbSmo6nVz7+g5e/OHMsGxwRqyRP543hdIWG+/ubuLz0jZael088VUFb2xv4Aez0piRJtr/dTg8VHc4qGp3UNvppLG7j8bgRFcoAuIzpyjRxNTUaJbNTCdaCBAqg9Lc08crW+rl1g6jVsWNi3O5cEZK2KTd56Vt3P9JKa6guOrvzpjA9LSxlwR7/QF++9E+Wm1usmKN3HZi/pjXVVAYitJWG3ERWiL1R09olB5rlEvyQ10LFL4/jqi7rauriwcffJCvvvoKlUrFKaecwp133klk5PAvPC6Xi0cffZQVK1bgdrtZtGgR9957LxaLRV6msbGR++67j40bNxIREcG5557Lr371KzSa/su3ceNGHn30UcrKykhJSeGGG27g/PPPl7/fvHkzL7zwAnv27KGtrY2nn36apUuXfjcX4jBHyjCPZq+lVglcPDOV17Y2YHN55QCjMRhgSC8vkid5Zqw4E1/T6SDXEkl9Vx8dNhez02P4cG+LvN2qDgdPnjuZL/aLpXL7Wvr7Z4aq6F5b1U4gEMAfEMXfXrp8Fi29Ln786nb5PEIV4a12T7AfPBzpZSY/QbxfW3pdsq1EaEn5X1dXyaV4M4MvLnqNigitGofHR5dz+EBcCi6+TX+wwpFBVrBvs7pjeGeCkdBrVMzPjmXlfitrKzsGBeIAt5+UT7vdzZrKDp5eU807u5r4zdKCsOzeiQUWTiywYHd7sbl8VLc7+KrcyvrqTlp6+nD7Auxq7GFXYw8vbKhlZrqZK+dmMC8rRp7c8vkDbK/vZn11J+VWG202N9UdDvn+zo2P4OYluSzMjh1UJVLaauPej0tkh4PpqdH89uTBAbLPH+C5ddW8uFEcc4tz43hg2YSwgH40ttZ1yX3hP5ydxukTx55FVzh8WVKYwF++LGdzbSc+f2DMmd6bjstlR0MPpa02fvvhPl64dDqakAldlSBw2sREZmeY+dl/d1Hd4eTGt3fzwOlFTEiKCttWUZKJ3yQV8H/H5/FhcTP/WF9LfVcff/iyYtTj0GtUFCaYmJluZk6mmakp0fJ9LwhgsZiwWnux2lysruzgy/1WNtV2ys/JY3Pi+PVJeaSZ+8vMff4Af1vbr68wPzuWB5dNOCD7pEAgwO+/KGNLbRdGrYpHz54kl7orKHxbSlttZIyxJeJIIT34nry/zaYE4oeIIyoQv/XWW2lra+PFF1/E4/Fwxx13cM899/DEE08Mu87DDz/M119/zVNPPUVUVBQPPvggN954I6+//joAPp+P66+/HovFwuuvv05rayu33347Wq2WX/7ylwDU1dVx/fXXc+mll/L444+zfv167rrrLhISEli8eDEADoeDoqIiLrjgAm688cbv/mIcxvQH4qMvawqKlrm8frmcqKaz3zoMxIAWYEKSCbUAjT0u+QfntW0N1HX18YslOUxJieYnr++ksbsPg1aN2aCRM2ojsb2+h+31Yvl5kkmP0+1jcog6sxAShIOo2G7UqjBoVPSFZBx6QsTb4iK0dDg8tPS4iDFq5QDaHwjwwZ7+jGFoWWy0QYPD45O9wodirNZKCkcuBcGJnpLW3lGWHJ5FuXGs3G/lw+IWLpqZKldkSGjVKv547mQ+3tfK06uraOpxccs7e7h0Vhq/WJIbFpBE6jRE6jQkRellyyGvP0BDl5OdDT2srergm4p2ttd3s72+WxaPMhk07G+1yf3coeQlRPLDWWksm5Q0KLMdCARYvruZP3xZjscXIMao5RdLclk2KXHQ+Ojp83DXRyWygvsVc9P52aKcAxKD2lrXxa+WF+Py+jkuL56bj8sd87oKhzczMmKIDj5HdjR0j1mYT69R8fg5k/jhS9vY29zLCxtquT7oQhBKgknPU+dP4Zr/7KSq3cGPXtnOxCQTJxZYOHlCQlgArNeouGB6KqdPTOL9Pc18UdpGdYcDr18cAxkxRnLiI8iOM5JmNpIWYyA52jBo/Ei02918WFrFO1vr2dUY3n41JzOGq+ZlDGrt6HJ4uHtFCRtqxPH0oznp/HzxgY2nQECcjF6+uxmVAA8um0C+Ul2i8D8SCAQoabFxXP7gNo0jGYNWTaJJx/5WO0w+1EdzdHLEBOIVFRWsXr2at956i6lTpwJw1113cd1113HbbbeRlDQ4A9Hb28vbb7/N448/zoIFCwAxMF+2bBk7duxgxowZrFmzhvLycl588UUsFgsTJ07klltu4fHHH+fGG29Ep9Px+uuvk56ezm9+8xsA8vLy2Lp1K//617/kQHzJkiUsWbLke7oahzfSy/BY9MRMeg0CYhm7VJb3/p4WzpicREowMG8IepKb9BomJUexu6lXLnuv6xKz52sqO1iSL1ZBdDrEsvIEk35MgXgobXY35/9zM2/8eLb82VAWbC29LgoTI9nV2B8MSSXyXn+AuAgdHQ4PnU6pxL3/mkhq629fPTesFDFU/GY4JCs1JR4/epmcHI1KgPquPhq7+76VVcvSwgT+vq6Gph4XF724hWvmZ/KDWWlhgawgiBNFJxRY+Nuaav6zrYHXtzXQ6/Jy9ymFI758a1QCWXERZMVFcPbUZFp6Xby8uY7PS8V2kZLW/ioVs0HDorx4pqVEkRRlICPWwKyCRNrbbQQC4HD7cPv8mA0aupwe/riqkk/2tQJidvueU4tk3/BQKtvt/Gp5MfVdfeg1Ku46pZDTJiaO+Rq5vH5e21rPP9bX4PEFmJ1h5ndnTFAUnY8iNGoVJxZYWL67mde3NRyQQn5ytIHfLM3nzo9EF4L52bFDlm6nmY288qNZPPlVBSv3t7Gvxca+FhtPr6mmKNHE0kILZ09NlifLInRqLp2VxqUjtHcMRbfTQ0W7nd2Nvayr6mBHQ3fYM3pychRL8uNZWphARuzgrOKO+m7uDJaSG4Lj6dQDGE8gTkQ/uaqS17c1AHD70gL5ua2g8L/Q0uuix+WVlf6PJtJjjHJrpcL3zxETiG/fvp3o6Gg5CAdYuHAhKpWKXbt2cfLJJw9aZ8+ePXg8HhYuXCh/lpeXR2pqqhyI79ixg8LCwrBS9UWLFnHfffdRXl7OpEmT2LFjhxzIhy7z8MMPfwdneuSjPwBBMbVKwGzU0uX0kBylR60S8PkD3PFhCX+5YAoAZW12nB4fRq2awkQTu5t65Z5rnVpUkD1nSjLV7WIm3enx4/MHuHZhFre/v/eAjt0e9PH+urydP5w9iY/2tnDtgqxB9jCtNrdsQSYRqmQuBdWSsrovGECrVQJmgxar3U19V7g/rbSOYwQvcannT+rXVTj6iDJomJVuZktdNy9vrhvkBz4WDFo1f7lgKr9cXkxtp5MnV1VS2+nkN0Nsy6hV88sT8piSEsU9K0r4qLiFmg4H8zJjcHj8eH1+ChJNnFRgCbNDCyUpSs+tJ+bzyxPyaOjqo7LdjtPjJyVaz+SU6LCsnSCI9/lbOxpZvqtZDtqjDRrsbp9YIizAT4/N5sp5GUNWiXxdbuWeFaU4PD5So/U8ds5kisZYttfn8fH2ziZe2VIvWzqdUGDhgdOLFHG2o5DL5qTz3u5mVpW383V5O0sOION2yoREvqlo59OSNn61vJhnLpo2ZPmoJVLH786cyK8ceawqb+fz0ja21XVR2mqjtNXG8xtquWRmKj+elzkm9XaH28euRrECZU9TL+VWOx1DOHJMz4hhaX48JxZYhlUr9/r8PL+hlhc31uIPQGaskd+fNUluwRorbq+fBz4tldXVbzspf8xuBQoKo1ESbEHMiDl6hNok0mMMfFlmHVHoV+G744gJxK1WK3Fx4X7NGo0Gs9lMW1vbsOtotVqio8N7HOPj4+V1rFZrWBAOyP892jI2m42+vj4MhoM7sIcbJ9Lnh/s4MgVfFHpd3jGdS0q0ni6nB48/wDtXz+GSf22l3e5mdUU7aWYDDd19fFPRzmkTE8kN2hD5/AG5NPyp8yezuqKdt3c2ydt0+0QP71evmMVlL20b87Fr1QIeX4ApKVGiAnSheF+8c81cmnv6eHp1FcXNNm5/fy+JUeGZcimzr1EJSO2ADrd4DSSrqQidmgU5sXywp4Uvy6zMzYqR14/QSsG7b9jrFhqIH273yXi4vw/GvsfDefxkQRZb6nbx9s4mFuXFsyg3bvSVBpAdH8F/r5rDm9sbeXJVBW/vbGJWhplTJwyd5Tp1YiJqlcADn+xnT1Mve5rCS+Of/KqCk4sSmJYWjV6jQq9RMSHRRFpIz55aEMiMM5IZN3TWwusPsHxnEy9srKOtN1zhWSphn5hk4tYT84bMLrq9fp5dW81Lm+sBmJNh5tGzJg2ZMR+0b5+f5bubeWFDrSzWmBSl54ZF2ZwxRNn74cyhuIcPt8snHW+uJYLL5qTzypZ67vukhNeumH1AVSh3nFJAfVcfxc293PDfXfz5gilD6jKA6J5xwfQULpieQqfDzarydt7d2cTeFhsvba7n3V3Ncm95bIQWl9dPm81Nc08frTY3bb0u6rv7qOt0DimWmhylZ0KSiTmZMSzJj2dqbgLt7b1hYm2hlLbaePDT/XKQs2xSIrcvzR80CT0a3U4Pv35vL9vqu1GrBO497cDcCr4N4+F3erzwXV2D8XSN97X2Em3QHJBWwcEi9DoMN5a+SzJjjdhcPpp6+sKet4eC8XRPfF+M+0D88ccf5x//+MeIy6xYseJ7OprxQXx81P/0/XgnL1V8ie1werBYRj+XSWkx7GuxUW/zcNGCRB44Zwq3vb2LFzfVcdkxWbywporiNjuXL45iUmYcUIHV6eX82em8trGWf2+pZ3ttV9g2TeYI4iJ1WCxRcnA9Fq6Yn8UxufGcMjmZyjYbX+9v44oF2fJ5/Hl1NSAG3C297rB1o41aup0eLLERBAQxEr/vk/38+PgCelxiIJ6ZFEV6QhQf7GlhfU1n2PWJCfbECzrtsNctpkfcp6BSjenajkcO5f19MPd9KM/jNEsUl9V08erGWu5eUcJbP11IUfK3O56bTo3Go1Lx55VlPPJ5OVOy4pk+TAnupZYojp2YzPs7G2nqdhJl0BIIwKrSVkqae/mguIUPilvC1pmfG8fVx+awpCgBvWbojLLPH+Dzvc08/tl+yoMZ8LQYIz9ZnMOZ01KJMmiobLNj0mvIiDMOCoq9Pj8rS1p54rNS9geDhquOzeaOZRPHZOmyu76b/3tzR9i+bz4pn/NmpstOBUci3+c9fLg+1+Ljo7j73CkUt9rYXtvFIysrePUnx6AaY4uCBXjt+gVc9eImttV2cdv7+/js/44jJmJwy9PA9Qoy4/nJCQV8WdLK7z8pYX+Ljf/uaOS/OxpHXBfEe3heThxzs+OYnBpNfqJpSDXpof4ubb0u/vplGa9srMXnD2A2annw3CmcPT11TOccSk27nWvf3EVlm50ovYa/XT6bRQXfXzn64XrfHUy+62swHq5xqdVBQWIUMTGHTm8gOjpi9IW+AyZrNUA1jU4f0/MP/d8Cxsc98X0x7gPxq6++mvPOO2/EZTIyMrBYLHR0dIR97vV66e7uJiFhaG9Ji8WCx+Ohp6cnLCve3t4ur2OxWNi1a1fYelarFSBsGemz0GVMJtNBz4aLxzf0DLQgiDfvSDPUhwMmxKxtfaeTltaeUXsqs81iAPp5cTOXz0jmhGwz8RFa2h0e1H4xgN3b0I3V2osxIG67sdPBA6cV8trGWvY1Dvb/bmzpxh8s+zbpNMN6Lp87I5XWbifrqkTxmZRILbOSItlR3sq5z28GIEIIcFJhAp/sE4ON4YgLBuJ+t4dOW382r6q+k2qr6G8ZSYCUGANqlUB9p5PtZa1yP54mmMNo67RjtQ6zH5d4Hl129/DLjFP+1/v7YEw8HIyxNV7G6c8XZFJc38WOhh4ufW49P1uczUmFlmEV90fih9OSWLe/lS113Vz47DounZXG5XPSZX/7UIzAJVPDs1nXzEllZ0MPK8us1HY48fj92Fw+Slp62VDZwYbKDiK0auZnxzI7w4wgCFR3OGjq7qPL6aG20ynrOZiNGn55chGn5seiUanA5cbmcpOoEyDgo71dDJb7PD7WVnWwtlL81x4svY0xarnj5AJOLLTQ3Wkf9dy/3G/lro/24Q4Kv127IJPzgj7NPV2jr3848m3u4f91/B3q8XKgDLxG955SwKX/2sr6ynaWb67huCG8u0fiqXMnc8Ur26jucHLX27u47/SiMa87PSGCly+byYbqTlaVWylrs9Pr8qJXq7BE6kiK1pMUpcdi0pEabSDPEjlo7Dp7nThDHhkDz8/t9bOlrovPS0TPcqn66qRCC78+MQ+LSX/Az5ydDd38avleupwekqL0/On8KeTHHvh2vg3j5Xf6YDBex954ucb+QIAdtV2cVGihu9vxve9fEMQgvKfHcUiugwDEGDVsrmhjbsqhVU4fL/fEwWIsY2/cB+JxcXGDSs6HYubMmfT09LBnzx6mTBF7gzds2IDf72fatGlDrjNlyhS0Wi3r16/n1FNPBaCyspLGxkZmzJgBwIwZM3j22Wdpb28nPl58cK5btw6TyUR+fr68zDfffBO27XXr1snbONgEAiOXr4z2/XjHEqlHoxLw+gO09rrC+qCHYlqqOImyt7mXbyo6OC4vnlxLJO21XQQCYhDf0NVHIID8ctHd5yUhUocAYcrlEjaXT76GUYbwQDwlWk9TjxgoT041owm52DFGMcP3eIg1TE2Hk94+L7/7TLQvSo7S0xwsm9WpBdzBbLsjWH4eZ9TJ/x/gvd3Ncq9qVmwEapXAlOQodgatndKDpURS37fT4x/27y95lbu8fmo7nGjVwqjXd7xxKO/vg7nvQz1OtWoVfzhnMje8uYtyq53ffVbGw5+VkZ8QyfysWK6clzFsz/ZA1CoVj587mTs+3Me6qk5e3lzPu7uauP/0CWMMOASmp5kHlYu39Lp4fVsDn5W00mpz82WZlS/LrENuIdqg4cLpKfxobgY56bFYrUM/yG0uLy9truO/OxqxufrHmdmg4dxpKfxoTjrm4DgejbWVHdzx4T68/gCLc+O47/QieSLjcP4NHivf5z18qMfLt0U67jSzkYtmpPLylnpe3VLP4twDC8SNWjV3n1rET/6zgw+LW4jUqZmXFYtercJs1JAdFzGiBoFKEFiYExdmITjacY9Gt9PDh3taWFXezobqDlnTBGBKShQ/W5TN3MzYMW+vf9+is8FjK8vx+gNMSDTxx/Mmk2DSf+/3wOF63x1MvutrcKivcU27E7vbR078oclIS+d+KK9BRoyRfc22cXOvH+p74vtk3AfiYyUvL4/Fixdz9913c//99+PxeHjwwQc544wzZMX0lpYWrrzySh577DGmTZtGVFQUF1xwAY8++ihmsxmTycRDDz3EzJkz5SB60aJF5Ofnc9ttt/HrX/+atrY2nnrqKS677DJ0OjGou/TSS3n11Vd57LHHuOCCC9iwYQMff/wxzz33nHx8drud2tpa+b/r6+vZt28fZrOZ1NQDL9c6klGrBGIjtLTZ3HQ6PaMGipOSo5iSEsWepl7qgwrp5uDLsCTiZLW7sbm8mA0aOfjt6vOQFmOgvqsPlRCu0r62skP2E44aUI5XmGCSA/G5OXFEqeGtYH/5s2urWZgTFyaYVt3hYFt9N06Pn9RoPb9ZWsCTqyqp6nCgVatw+8RlW4PBeXqMgd4QtXbJ6mVpUaJcHZBniWRnYw81HQ76PD7KrXbZdz0wwq+XURJ08/j44Utbcfv8rLll0ZjKbxWOPGKMWl784Qze2tnEB3uaqWx3UNZmp6zNzpqqDv5xyfQxB+OROg1PnTeFtVUdPLu2htJWG7cuL+bOUwo4Z+q3E1VKitJzy5Jcbjouh30tNr6paKcyWB2SZhZ7xeOMWhKi9BQlRKJRj6x98FWZlUe/KJOFp1Ki9ZxQYGFhdhyzMswHNA7K2mzc+ZEYhJ9SlMADyxRFdIWRuXhmKq9ta2BrXTc7G7qH1CkYiWmp0Vy3MIvn1tXwxvbGMBFQo1bF4tx4TipKYF5mzAH53B8IXU4Payrb+bLMysbqLty+/uDbEqljSX48p09MZFpq9LfSRehwuHlsZTkr94sTbicUWLj/9CKMitChwnfEnuYeBCA79tAE4uOBjFgj66s6FcG2Q8ARE4iD2E/+4IMPcuWVV6JSqTjllFO466675O89Hg9VVVU4nU75szvuuAOVSsXNN9+M2+1m0aJF3HvvvfL3arWaZ599lvvuu49LLrkEo9HIeeedx8033ywvk5GRwXPPPccjjzzCSy+9RHJyMg899JBsXQaiQvsVV1wh//cjjzwCwHnnncejjz76nVyPwxlDMLs7FuV0rz8gW39J3uHS+7ReI5ARY6Cuq4+XNtfxs0U5JEcbqO108uqWBk4qTODfm+oGWaX9ZXUVJoOG86elDFIYL0yM5JuKdiwmHVNSo0nQCqiDXuHlVgdrKjuYlBzFtvpuAD7Z1yqX6c1IN7MgJw6nx8ftH+yTg2cIWrCZdJj0mrAsfUUw8MgKEahKDyp7Nva4+N3nZbIdE/RnvYfCpOt/mZH2UdXuGFKJV+HowKBVc/mcdC6fk47V5mJLXTd//qaSqnYHT31dyb2njb0EVhAEFuXGc0xWLH/4spx3dzXz0Gdl2N2+QfZmB4JKEJicHMXkb9nHbnN5eXJVBe/vEfvPs2KN3Lg4h+Py48PG4FjpdLj51fJi7G4fszPM3H96kRKEK4xKcrSBMycn8V4w2/vCD2YcsJL+TxZkkWeJZMXeFlp6XXLlWHefl89KxbJwjUpgXlYM505N4bi8+P/p3uxyeihrs7GzoYcN1Z3sbuoJe17mxkdwQoGF4/LimZBk+lbjCUSR0f9ub+SfG2uxu32oBbhhUQ4/mpv+rbepoDAWdjT0kGY2yImKo5HsuAhW7G2lZQxVqAoHlyMqEI+JieGJJ54Y9vv09HRKS0vDPtPr9dx7771hwfdA0tLSRhWMO+aYY1i+fPmI3w/ct8LwSOXamjFkqLbUdlLf1YdaJTAnKBIlTdJrVCqunp/J/Z/sZ2udGBhfMz+Tez8u5b87Gnn58pnsa+5lU1CsLVKnZmFOHJ+XtvHJvtYh7VG0ahUv/2gWJr0ajVpUd37vJ/M48x+bxGP3+lmSF88rW0TlZX8AeXbfqFUTCASQtN8Gvl5cNCNVVneWkBSYY0Myk1KJfYfdLR+7RPQI9jQGrRq9RiVPDIDofV447BoKRxMWk57TJiaSajZwTbAE9oxJSczJjDmg7WjVKn67tACjVs1rWxt4clUlqyvamZ0Rg8cfwO7ykmDSc/aUJGJHEZ06ULqdHvaVtVHZ2I0gQF2nk3d2NdNudyMAV8zL4LoFWd9aRM3t9fPr9/bS1OMiI8bAY2dPGtPvlIICwM8WZbOqzMr+Njs3/HcXD50xgTTzgSkVn1Bg4YQQwbJAIMDe5l4+K21jTWUHtZ2ibsm6qk4yYgxcNied0ycmyRaXoXj9Aaw2Fy29Lpp7XDT2iKrpNZ1Oajud8iR3KAUJkRyfH8+Fx2QTr/nfSkhdXj9v72zkXxvr5BawokQTd51SwISko0ewSeHQsa2uS66APFrJCmoN7W3uVQLx75kjKhBXOHKwucRg1DSGGUqpzHRmulm2GfIEI3GtWpBfcqQXimWTknhtawOlrTYau/s4ocDCptouEk06nrtkOn0eP5+XtlHWZgtuK/wtw+H2UZRoCiuBTQjxUBUEKEoaOsP89s4mkqP0sn2NKuT9vSjRxBXzMmjo6hty3dAAOzKkxHwgCaah/Vz7v9dRH7KPkUrZFY5OpqVGc8H0FN7e2cRTX1fy0uUzDzgrJQgCv1iSiyVSx9/WVrOlrpstwckwiZc213H7SfkcmxvHxupO1lZ10NPnZWpKNMsmJ2EZQuxtKGo6HKzY18rayg72t9qGtF7KiDFw5ymFzB5G0X0seH1+7l5Rws7GHkx6NU+cO+VbidspHL3EReh44tzJ/HJ5MXuaevnBv7fyy+PzOPd/8MQWBIHJKdFMTonm/47Po7rdwYd7W1i+q4m6rj4e/aKcp1ZVMiPNTIpZj9cXoM3upqHLSWOPC9/AkrABpJoNTEqKYk6mmWNz4kiONiAIohDR/yKc9k1FO098WU5jsNUrzWzgJwsyWTYpScmCK3wvtNvd1HX1ccowtptHC2ajllijluJmGycWDi1wrfDdoATiCuOOQCAg91gPZZcyEKnEOiKkxM8XDC41KpWcBQjt247QihFwAEgLlnmb9BrSY4yyZ7fN5cPm8srbkrc94KVlR0M3zhDRp16Xl30tvcRH6mi3h1uUATy9ppr7g4q3WbFG3F4HDo+P/IRIVIJAywD/Y4nQzKEmGMEP9QKVMspsZnK0ISwQH0rZWkHhpwuz+XhvK6WtNrbWdcmiSweCIAj8aG4Gx+dbWLm/jbouJzq1CpNew+rKdiqsDu78qGTQeqvK2/nb2moW5cZx6oREluTHD+rfDgQC7Gzo4d+b61hTGe6YkWOJJCFSFFwzG7QcmxvLKUWJ/5OVmNXm4v5P97OhuhOtWuDRsyYdMnEfhcOb6Wlm/n3ZTB74dD/b67v53edlWO1ufrIg66BsPzs+ghsX53DN/EyW727mrR2N1HY6Zb2RgahVAkkmHUlRelLMBtJjjGTFGsmKiyAz1njQ+7M7HW4eW1nBF/vbALEl69oFWZw5OUmpLlH4XtnRIE4O5x/lGXGAzDgje5sHuwgpfLcogbjCuMMXQM5oaf/Hvkt/ICAH6Fa7m8e/LOf/js+jJ5hxN2rVcsa8qaePQCCAUavGpFdjc/k44a/rSI4KzzC/vKUel9dPY08fEQYtn+0N9z3+6zdV2NyDM9WhSMJssRE6Lpph5t+b6+Xsf1XHYPsMjUoIOw5/cHJgqJ7bFPPIGfG0aANbQv47L155ACkMJiZCy2kTE3lnVxOflbR9q0BcIiPWyI+PyQz77Ppjs3l2bTWvba3H4wuQZjZwQoGFuAgtX5VZ2d3Uy6rydlaVtxMfqePsKUlMTo7C5fWLYnKVHZQH9RMEYGFOHKdMSOCY7FgmZMUPq5p+oLT2unhpcx3Ldzfj8vrRqQUeOWsSx2R9++uhoJAeY+TZi6fxwoZa/r6uhufW1ZARY+TUiQcvM2fUqvnBrDQunZlKWZudPc29tNvdaFQC8RE6Us0G0mMMJJj034vGQSAQYOV+K3/4spwOhwe1AJfNSecnC7IUMTaFQ8LWum4STTpiI5TKppy4CD4racPnDyiaJ98jSiCuMO5Qh4x/7yglc9Av7BZapi195vL6idT3P+Df2N7IwpxYajtFwb6sOCPxwUyz0yN6F0cZNMRF6LC5xGWah8hQv7mjcdBni3LiqOpw0NA9dGl5KN9UtANiGbmU0ZdeRL4pbx+0fEFCZFg2Ty69VwmDFN8jdSMP6wSTeL7H5cVx9TGZ/1OWUOHIZkl+PO/sauKbinZu8/kPqrq+RiVw4+Icrl+Yhd3lw2zUyBNLP5qbwf5WG5+XtvFhcQtWu5sXN9YN2oZOLXD6pCSumJtBZrDH7WBVtNrdXl7b2sBLm+rkMTo5OYq7Ti1UsicKBwWVIHDtgixcXj//3lTHY1+WMzvDjGWU9qIDRRAEChNNh1SUc1djD39fV83Gmi5AFHm7//QipQ9c4ZCyubZTEasNkhMfgcPjo6rdQX6C8oz7vlACcYVxhyAIROrU2N0+qjsco5ZOSy/g+1ttsvWCFIza3b5B9mPfVLTj8YkzfslRBtQqAaNWhdPjp8vpIcqgwRKpk4P1sXL70nxUKoEzntsY9vnJRQm09LrY1dhf8rO7Seyry42PoKxNzOrpNCoausXyQQHC+lxDHxT1XU6+CgbrWo0KtUrA7xt76k8q1Y/QaZicEn0gp6hwlDEvM4YEk442m5snvqrgliW5Bz1zpVWriIkYHOBLgcN1C7P4qszKqvJ2Grv70KkFMmMjmJ4WzXF58WO2Vxsrle123tvdzPt7mmWfcck2al5mjGLtonDQ+enCLDbVdLKvxcZfVldx/+kTDvUhHRSq2h18VWbli/1t8nNOqxa4cm4GVymTwAqHGKvNRXWHk5OUnmhAVE5XCbCrqUcJxL9HlEBcYVwSH6nD7nby0zd38eIPZzBlhICxIEEMUnv6vHT3efH6/BiDPeDdfR60ahUFCZHyi8CeJlGELcaolctvjFo1To9f7g+PPEAbC51aID5Sx/7gPkI5Pj+erLgILn9526DvZqab2dssBuUalUBxMECX/M0lJEVLrz/A9W/spDWopK4RhEHWa6MhnbP/QFdUOOrQqFVctyCL331exts7m/iouIWzpyRzzYJM4g6y2vlwaNUqTpmQ+J2L6Wyp7eLfm+rC+mgzY41cvzCLk4sSlABc4TtDo1Zx+9ICfvzqdlbsbeWiGakjPvPGMy6vn89LW3lrRxPFzf1Cblq1wGkTErl6fibpMQemEq+g8F0giYcWJSpBJ4BeoyI9xsiuxp4hHYMUvhuUQFxhXHLqhAT+sb4WgI01nSO+lOg1KqL0GnpdXiqsdn765i45Cy6Jpf39kumUttr46Zu7qGq3y+uFbgPAHSz5zomPYPUAAaihuGJBFi+tryE52oBWraKha3AWPcaolVXgQ8mOM5IZY+CDYrHHvNvpxR8Q1481asMC8cxYURRqfVWHHIQDBAiEqZ6rxxArSIsrcYXCWDh3WgoxRi1PfV1JQ3cfb+5o5Iv9bfx2aQFL8uMP+wC1uaeP368slwXfVAIszo3n3GnJLMyJU9SbFb4XJidHccbkJD4qbuHBT/fzr8tmHjZ904FAgP1tdj4raeX9PS2yQ4laJXBMVgwn5Fs4vsBCzEGuXlFQ+F/YXNtJmtmgOF+EkBMfwc6G7tEXVDhoKIG4wrjkuoXZaNUqnllTPaydVyhRBjEQ314v/oD0BgNfSRTNpNcwM90sB+wQnhHWh/SUA1wxNwOH28eKva04PD7Meg3dQwTTMzNieGl9jfzCVNk+WGitttNJcrRe3s9Nx+Wwcr+Va+Zn8vKWBnm5t3c2ctaU5LDjkciziIH4QHXogUntK+dlDH2BwtYRV1LEOBTGyvEFFpbkx7Optos/flVBZbuDX7+/l6JEE9cvzGJxXvyhPsRvxdflVu77pBSby4daJXD+tBQun5Mu2wsqKHyf/OK4XNZXdVDZ7uDn/93NPacWkj0OlfmlwPvt4lbW7m9jV2NPmN94cpSeC6ancPbU5O+tckZB4UAIBAJsqO5kaurhWXnyXVGQEMnX5e1Yba6DrlWhMDRKIK4wbpFE1CSf8JGQSsm9fn/Y56HCaSpBIDc+gp3BXu3uPo/cU24KZtAl6zCzUcvtSwtod3j4qswaFoQ/feFUSlpsxEfq+OPn+4PbFr8rbbWF7V+tEvj9ynKmB3/sXV4/f1tTzaqbjgXg2bXV8rJ9Xj89fYPP9eSiBNKCgcGOATOVodnw3yzN56zJycNeIwkpeFcyfQoHgiAIHJMVy78vm8kLG2p5fVsDpa02frm8mAunp/Drk/IPm3vK6w/w3Npq/rVJFICbnBzFvacVKXZkCoeUmAgtj58zmZvf2c3uph4u/tcW5mXFcEpRIovz4sIsLA8Fjd19fFjczIq9rYNESQ0aFfOzYzljUhKL8uLRKBO9CuOYuq4+Wm1uJiQpQm2hFAZ7w7fWdR9UBweF4VECcYVxi6R2bncPzkQPRLL+cnnDU8StNjfdTo8s6JQcrWdno2h35PT4ae51kRJtkIP+ez8uRa9RyeIdUfrBpYGdDg9XzMtgU20ndUFBt30tNq59fQc7G8I9GCWf750hQm12t492u5vn19dQPqCn3DHA9uyKuencdFyu/N+NA15+QlWsj8uLH5P4jZQRV96TFL4NBq2any/O4bI56fx7Ux2vbqnnrZ1NqFUCvzohb9yWqnv9ATw+P6UtNv66ukoek5fOSuOW43IU/2KFccHU1GhevnwWT62q5OuKdjbWdLGxpguVIE4Yzc6IoSAhkuRoA/GRWuIjdBi+oxL2QCBARbuD9VUdfF3eHvYc02tULMq3MDXJxJSUKCYlRx1UVwUFhe+SjTWdqAUoUBwwwog2aEmJ1rO1vksJxL8nlEBcYdxi0IgvF30e/yhLIme0HSFBe5pZT0O3i5IWG8dki56/icFSG7NRQ5fTy23v7eXZS6ZxYqGFr4OWYv/eVMcJBRZUgiAfQyjPrKnipKIESlvCs987gkH4xCQTk5Kj+Hhf66DAWuK5ddW8u6t50OeSLZlUmm4PWb/P45NtlCR0ahUqQcAfCMhB/3AEAgHe3tkkB/OHS/ZSYXwSY9Ryy5JcChIiue/jUt7Y3ojZoOXq+ZmoVQJenx+PP4Beozpk95o/EOCrMitvbGtgV2MPvjCbPzV3nFzwnYvAKSgcKOkxRh4/dzL1XU4+LWnly/1W9rfZ2d3UKztuhBKpUxOl12DUqTHpNMRHakmPMVKYGMnMNDPJ0YNbLfyBAJVWB7sau6nt7KPP60OrVqFVCTg8Puq7nJS02Oju63+mCsDszBjOnpLECfkWMlJjsFp7CSi6nwqHGRurO8m1RH5nk1iHMwUJJjbXdh3qwzhqUAJxhXGLNqg85vGPHohHG8Rb2RUSqE5Kjqahu43i5t7+QDxKDMRz4iLZ19JLSauNT0vaOH9aCvOyYjnv+U3sa7Hx+rYGfjg7HYM2fIZfJUBjj4utdV3Dlswvyo3juoXZnFRo4Wf/3T3kMnXDWKNJ2cTYCDGDXxIS7NuCQbmAGKj3ef0szotjc20XXr8PzygWZhtqOvn9ynL5v5UecYWDwbJJSXQ5PTy5qpK/r6/hlS31CEL/JFKkTs2C7DhuWZITFhB0Oz18U9GO0+NjaVHCQekl7XS42VrXjU/TQYPVxmclrVRYw3UbIrRqTii0cP3CLFKGCFAUFMYL6TFGrpmfxTXzs2jpdbGxupNdjT1UdzhotbnocHhwef3Y3b6wSduBZMYamZ4aTarZgNvnp6rdwc6GHjqdo7d96TUqZqaZWZwXx5J8C0nBZ6gyj6twuOL1B9hS18WJBZZDfSjjkolJJr6paKeh20maWXE4+K5RAnGFcYsUKHrH4JEtlZ5/VtJKniWC+VlxpJoNfF7axqbaTq6enwkg91rb3F4umpHKy1vq2dXYQ1askVnpZm5YlM2Tqyp5e2cTP5ydjndAlln6z12NPcNmoLOCCuedwwTqZoOGG47N5vo3dzIgwY02eM7SNvY299Ln8WHQquVsuVYt8OJlM9nT2MPZU5J5dm0NDo9v1BL+qgFCckoZocLB4oez09GqVTy9umpQQGB3+/hifxvb6rv4ywVTybNE8s6uJp5dW01PMNv2xvZGnrtkOpbI4YPxPo+PkhYbWo2KiUmmsCy7y+vn+fU1/GdbQ9hkHIgTAZfOSuPMyUnERmiJ0KrHbfm8gsJwJEXpOXtqMmdP7dcBCQQC2Fw+2h1u7C4vDo+PXpcPq81FTYeTPc29lLb0UtvppHaIyV+jVsXUlGjyEyKJ1Knx+AK4fX6MWjUp0XryE0wUJkQqzwqFI4q9zb3Y3T4mJiv94UMxIdGESoAN1Z1cMF0JxL9rlEBcYdwiPfwHBsNDERsMxD1+aOp28Yvjc2nodvKHL2F7fbfcJ54fFKKoandwQdAn8aPiFj4qbuGhZRM4e0oyf/q6ktpOJ1a7m5TooVUjq9odpMcMnU0zBbPzXUNkG6L0av58wVSxdNcv2o0tzotnVblYFi/1qUbq1Jj0amwuH409feTGh/cx5VsiyQ/2NsVGaLHa3bSPImqnG/AyFaFVXq4UDh4XzUjlzMlJNHb3oRYEYiK06NQqKqx2HvmijLI2O1e+up1InVoud82MNdLhcFPb6eT29/fy3MXTBvVqdzk8/HtzHe/sbMLhEYP83PgIfnfmRPItkexs6OZ3n5fJE015lgjyk6IQ/H6mppg5bWKCYk+jcEQiCAJRBg1RhuFf5WxBN5G9zb202d1oVQIZsUYmJyt93QpHJxtrOonQquWEh0I4Rp2aPEsk66o6uWB66qE+nCMeJRBXGLfogqXpkrf3SEil3AAOjw9/IECa2UhmrJHaTifFzb0szIkjOUpPUpSell6XbGMm8dq2Bk6dmEhKtIGG7j7+9HUlK0tbOSYrBpNew8r9VnnZuk4nM9L6bS+W5MWTajawo6EbR3C7Q5Wuz8mMZVJyFFvrugCx9PDcaSmsKm9nakqUnOXzBSDBpMfmcmC1ucmNjwz7LpQ0s4GyNjuVVjvH5sQNe41UA0rRzYqnq8JBxqgVH+ChTE2N5rmLp3Pre8Vsq++mu8+L2aDhuoXZnD89hcbuPq58dRu7Gnv4wUtbmZ5mJivWSHK0gZIWG2/vbJSz7HERWpweH5XtDi57aSvxkTrabG75u98uLeD4gngSEqKV3lUFBUT9lMV58YetxaCCwsFmXVUHRYmRSnveCExKiuKz0lbcXv+YRIAVvj1KIK4wbonQSQJsw/e+SUxODveCtNrcJEbpKUo0UdvppMJqZ2FOHIIgsCA7luW7m2nqCVcgl7LqiVF6Grr7+GRfKwAba7r44ey0sGXruvq9wQF+fEwGU1KiOe3ZDdzxUQkqlTCkp7gxmIWWvkuLMXBsThzPXzqdzFgjj39ZAUAAiAlmOaQJA+mhERgQXUxJiWZVeTt7mweL+IRybE4cOrWARqXC4fEp/bEK3xtRBg1/u3gaZW12uhweZqSbZUHCzFgjDy6bwG8/2Ed1h5PqjsEltEWJJn56bBbH5sTR5fTw4Kf7WV3ZQZvNjVolcOakJG5cnENMhFbpXVVQUFBQGJKePg97m3v5way00Rc+ipmWFs17e5rZUtfFwhESPAr/O0ogrjBukQTY7G4fXp9/RHuh/IRI/nPFbG747y66nB7qupwkRullX+AKa79N2KwMM8t3N1PWFh4oS6XksQMyxWlmA70hyrGqoBCVNFEAooK03e2l3S5m555eXTXIZ1VaLvR48i1ij9L0NDMgBuAgCrJJap7OYDnucOk9qdx+qAAmlKQoPW9dPZfznt8EQGGiYtuh8P2hEgSKEofuyVuUG89H1x/DqvJ2WnpcVHU4aOrpIznKwMkTEjg+P16uCImN0PHH86ZQ3+Wk1eYiOy7ioAi9KSgoKCgc2Wyu7cIfEK0AFYYnNVpPgknHNxXtSiD+HaME4grjlmiDBpUgCqSVtNrYXNvFRTNSZauygeQnRDIhycSG6k7qu5zMzoiRX/z3hFi+TEwUf4DL2mzcc2ohD3y6H+gPxAeKPTV094UF1WlmA3VdfXh8Pjmr98b2BtZXdcrL1HWJy59QYKG110VxMFs9P6jeXtMhTgLkxof3KIUKsmkGiNW5g/87sKcvOahi22ZzDXldQilrs+MLQEq0nlQlI64wjog2aDl7SvLoCwZJjzGSHqMIySgoKCgojI11VR2kROuJG0EYVEHUn5iaEs3X5e3cdlK+Ynf7HaIU/iuMW1SCIIssXfXaDp5ZU81/tjaMuI6kii55Zc9Ii0YtQE2nUxZzSo81olEJ9Hn9zMmM4e2r5wLQ4XATCASIj+zPiJ86ISFs+1q1QFacGDxXdziJ1Ktxef28vq2RmiFUaWelmzlnajJxEVruPrWQBdlxYcc3UPBNyn4bNGo5Oy79ANqCJeqRunDfy+gBJewjsadJ9Do/JitWUY5WUFBQUFBQOCrwBwKsqexgSkr06AsrMDM9GqvdTXHTyG2PCv8bSiCuMK4xD1CD/bqifcTlpUBcymBHG7RyWc2XZW0AaFSCvNy2um6So/SoVQJOj5/qDifXLsji1AkJvPKjWfxiSS45wcDbbNDw5o/nyGrlX+630mEfWak8PlLHedNS+OSn8+VsXyAQwBosYU8whauyS3ZOUQaNnJmXhDLaHeI6ocJ0AFqV+L0/ID5oRkLafoJJmQ1WUFBQUFBQODooabHR4fAwLVUpSx8LefGRRBs0fFlmHX1hhW+NEogrjGsGKnvXdDhGtDMbmBGH/nLw0PL0EwstAPx+ZRmNPX3MzxKXWVVuJTnawENnTKQo0YTFpOfxcycD4PEF8Af6y8l3NPSMeOxGrUruQwrNPvd5/XKZudkYPtHQ3COWlyeadIMy4NI5DRRZk1Tl1QKjlg+5vVLpuzL0FRQUFBQUFI4OVle0E6FTD7KDVRgalUpgemo0K/e3DRIJVjh4KG/jCuOaScFAVhu0Muvz+qlqtw+7vNQzWtXhkLPDkphZqGDbNfOzmJhkwunx8/HeFtmKLHQZCSkr7/D4uOCfm/nnxlrZWg3gJ/MzuTREgfOqYzJ48rzJfPLTBaSaw4PmQCBAbVBUTSVAhLa/zLypp49OpwcByIqLoDvYsy5NRpS22oDBfeU9wYB9uN75UJRqdAUFBQUFBYWjjZVlVqamRCm2ZQfAzHQzTT0u+f1T4eCjBOIK45pbjsvhjR/PZuXPFzIrXVQWL2kZ/gchNz4CrVrA5vLJ9mTZwdLyph6XnGXWa1ScPy0FgN1NvfIytUP0eUcZNGE/3NUdTs6Z2i8qtSAnliUhHq2z0s0syo0nYkAvN8BbO5u4/JVtgOi5DLC+ugOr3c3vPhNF46akRGPQqOTy9fhILYFAgA3VohjcjKDCukS7TVpu9HJzTbCM3TvQjFxBQUFBQUFB4QikusNBVbuDmenm0RdWkClKNBGpU7Nyv1Ke/l2hBOIK4xqNWkVufCRGrVruzR7JpkujVsml21KZd6xRS2KwJ/of62vkZSVrs/ouJxmxYia9ttM5qARHJQhED8g2n1hgIT5SR36iiSkp0czOMDMjLZpYo1bO4g/E5w/wx68q5P+2u318WtLGzW/v4fRnN7Cxpgu9RsVvT86nusMpl69bIvXUd/XR1ONCqxaYkxkTtl1pwiHU13w4DEEfc9kSTUFBQUFBQUHhCOarMit6tYpJSUp/+IGgVgnMSIvmi1KlPP27QgnEFQ4b4oJq5t19IwukSSXadrcYbAqCwM8X5wCwprJDXk7KIHc5PaTHGGV/cCkTHYpRGz5U2u0e3rlmDh/etAi1SkAQBJ65aBorrj9GVnqXaOrp483tjRQ394b1txckRPLBnuawZZcWJVCQYGJNpShKNyvdjF6jYn+bWAVQmGCSM+mh24fBveMjXZuxKKwrKCgoKCgoKBzufLKvlWlp0bL4rcLYmZURQ313H/vbhm8LVfj2HFF3ZFdXF7/61a+YNWsWc+bM4Y477sBuH/nGcblc3H///RxzzDHMnDmTm266Cas1vASjsbGR6667junTp7NgwQJ+//vf4/WGBzIbN27kvPPOY8qUKZx88sm88847Yd8/99xzXHDBBcycOZMFCxbws5/9jMrKyoNz4kcJkbpgr7Z75Gyu7L8dEvRK5UhNPX3yrJ4hGNA6PX70GhWZwaz4/lY7NR0OdjZ0h/h6hw+Vxp4+InUaeRvSMpoBy3U63Fzznx384ctyfv1eMQATEk0clxdHhdVOS2+497ek0L4vWH6/MCcOfyBAQ9fQdmcArcHS9KSo0TPicUHF9Q7HyJMZCgoKCgoKCgqHO2VtNirbHcwdUE2oMDYmBMvTvyhtO9SHckRyRAXit956K+Xl5bz44os8++yzbNmyhXvuuWfEdR5++GG++uornnrqKV5++WVaW1u58cYb5e99Ph/XX389Ho+H119/nUcffZR3332XP//5z/IydXV1XH/99RxzzDG89957XHnlldx1112sXr1aXmbTpk1cdtllvPnmm7z44ot4vV6uueYaHA7Hwb8QRyiSYJuk/D0aoXIckte2xxfgmwoxKx6it0afx8eEYMnSL97dw4UvbuEnr+/kb2uqg/sOHypdzrEFsl+Vt9MWDJSl4HdeVix7mnrxBxjkPZ4YJWbpqzvE++KdXU1c9doOmoMBe/IQWe/W4HdjsSST7NLabK5RllRQUFBQUFBQOLz5eG8rJr1adrFRODDE8nQznyvl6d8Jo8ssHyZUVFSwevVq3nrrLaZOnQrAXXfdxXXXXcdtt91GUlLSoHV6e3t5++23efzxx1mwYAEgBubLli1jx44dzJgxgzVr1sjBvcViYeLEidxyyy08/vjj3Hjjjeh0Ol5//XXS09P5zW9+A0BeXh5bt27lX//6F4sXLwbghRdeCNv3o48+yoIFCyguLmbu3Lnf5aU5YhDGKPkt/VCECmOGqpPf+l4xL/xgRlh2+fi/ruPC6Slo1QKeECGzXY2iRdnA0vTXtjagVauYnBFLZ4+DdruHbqeHX52QhyAIrK/uYG1lx5B2YguyY3lze8OQx26J1NHl8Mjq7Y3dfTR292fxB6qwQ3+ZecwAq7ehSAoG4gMz8QoKCgoKCgoKRxJen5+P9rYwNzNGUUv/H5idYWZtVQelrTY5aaVwcDhiMuLbt28nOjpaDsIBFi5ciEqlYteuXUOus2fPHjweDwsXLpQ/y8vLIzU1lR07dgCwY8cOCgsLsVgs8jKLFi3CZrNRXl4uLyMF8qHLSNsYit5e0dPabFYUHMeKN1gmrlGP/GMqBeyhduOCIMiCbQAf720J+97nD/DG9kZuWZLL1JRoLpmZCvQHrAP9zAH+vamO297exSOfl/P3dTW8sb2R+mAJ+c1v7+GN7Y38Z9vggPudXY1MThF/yAY+F5KiDKyr7gjzK4f+UvW8AdZlw53vcEi+5T19So+4goKCgoKCwpHL2qpOOhwejs2JO9SHclhTlGgiSq/hsxKlPP1gc8RkxK1WK3Fx4QNNo9FgNptpaxv6xrFarWi1WqKjo8M+j4+Pl9exWq1hQTgg//doy9hsNvr6+jAYwrOYfr+fhx9+mFmzZlFYWHiAZzq8F7T0+ZHqFS0pfUdo1SOeoz4oxrGnqYfc+Aiyg8Hr/cuKeGlTPeurO9lU28W1C7MGrWtzeXnxshk0dvfxxvZGOhxuIIBJP9iKbCh8gYDcVz4UiSYdn5daiTFoOKnQwvqqThwhCubpMQZe3lwHwIy0aCrb+1sXdGqBCUmmQeceEwyuO53uUf/2bUEhOr1GxaclrZw2MXFM5zUeGA/398HY93g4jyMZ5fp+9xyKa3y4/T2P9PtQOb+jh+/qGnwf13j57iYyY42kxxi/u538j4Reh/Fa+a1WCcxMN/NpSSs3LckZstrzYHA0jrtxH4g//vjj/OMf/xhxmRUrVnxPR3NwuP/++ykrK+O11177VuvHx49cFjLa94crnqAHdmJsBBbL8OdojhTLr1/aXM9Lm+upeHgZapXA6ZYoFk5IYcaDn1Hb6cRgGlzmHdCosViiMJnF4N3tCyAY9UxKj+WTfUNP6CwusLC6TBT4y0o102kf3D/+6PlTSYkx8uN/bgKgq8/LzScXsfLptYD4o3PBrHSSEqOpDmbVJ2fG8c6uflX1yWlm0lNiBm3bEm0EOkGjGfG6AFQGz8Hu9nHfx6Vctih3zCX/44VDeX8fzH0fqeN0vKBc3++e7/MaH65/z8P1uMeKcn5HPt/1Nfiutt/Q5WRdVQdXH5uD2Ty4mnC8ER09vo/xhIlJfFPRTq3dy5zs77bC4Ggad+M+EL/66qs577zzRlwmIyMDi8VCR0dH2Oder5fu7m4SEhKGXM9iseDxeOjp6QnLire3t8vrWCyWQaXtkqp66DIDldatVismk2lQNvyBBx5g1apVvPLKKyQnJ494XsPR3t475KyZIIg373DfH+40tYt909qAH6u1d9jl1IHwjPS+amuYyFm+JZKyNjsbSlsGrdvR3SdvO9qgoafPy5yHvuCy2WmcOiGBSL2Gd3Y2ha1z/tQkVpdZEYCA083mssEBu0WnYnKcgfhInWyP9shHewE4ZUICd5xcgEGrxmrtpS4o1KbxhavD58cZhzxvn0csM+/u7RvxugCsDzk2rz9AdUMXUYZx/zMA/O/392iTFGPhYIytI32cHmqU6/vd822u8f86/g63v+eRfh8q53f4MF7H3nd9jV9cU41OrWJKQgTd3eNXGFkQxCC8p8cxru+1JKOauAgtb2yoJts0uibRt+FIGncwtrE37t/A4+LiBpWcD8XMmTPp6elhz549TJkyBYANGzbg9/uZNm3akOtMmTIFrVbL+vXrOfXUUwGorKyksbGRGTNmADBjxgyeffZZ2tvbiY+PB2DdunWYTCby8/PlZb755puwba9bt07eBogCYg8++CCff/45L7/8MhkZGQd0HUIJBEYuXxnt+8MVh1sMsE06zYjnpx/gE9nY7SIpqj8Qn5BooqzNTnmbnQunp/D2ziYmJUdR3NyL0+OTt50RY6S4WQxsX93awOZfHYc/ECBSqyYz1sjW+i4SzBHkBi3HBEG0VtvV0DPomLLiIggEwBWi+L6huhOVAD+aky5bs/n8ATodYqCuHpCpLko0DXneUonQWP7uldbwh1Gvyyt7ix8uHMr7+2Du+0gdp+MF5fp+93yf1/hw/Xsersc9VpTzO/L5rq/Bd7F9r8/Pu7ubmJcVE2YzOx6Rzn2832cqQWBORgyflbTxy+PzBtn1HkyOpnF3xIi15eXlsXjxYu6++2527drF1q1befDBBznjjDNkxfSWlhZOO+00OcMdFRXFBRdcwP+3d9/hUVbp38C/U9JIbxACoQiEQEIawRAMS5OiqHRQEQxYVnRFFhARC3UFBS4B27LKvriCuitEfkBAxd2luBBQJKGlEBJCIKSTnkkmmfP+kcwwTzJpkEwJ3891cek8ZeacZ+aeJ/ectmHDBsTGxuLixYtYsWIFQkJCdEl0ZGQk+vbti2XLliExMREnTpzAli1bMHv2bFhb107+9eSTTyIjIwMffPABrl69it27d+Pw4cOIiorSlW/16tXYv38/Nm/eDHt7e+Tm5iI3Nxcqlcqo18mytSwq6y81dqtYeo17140Zv367AktG98WhP4Zjon/tZ6S08s4kZp3rrct9u7wKcpkMC0c8gMmBXbFu4gCsnRygK5VGAKM+Pol/xWVKznO2VcLFzgoaIXQznGs9FdpdMgNleVWNbtK1mnrfQsHdDE/sp03tW9LBPKfesmX6M8QTERERWbrjV/ORX6bGH/q4m7ooHUp4TxcUqapx8tptUxelw7CsprBmbNq0CWvXrsWzzz4LuVyOcePG4e2339btV6vVSEtLQ0XFnbWbV6xYAblcjoULF6KqqgqRkZFYuXKlbr9CocBf//pXrFq1CrNmzYKdnR2mTJmChQsX6o7x8fHB9u3bsX79evzjH/+Al5cX1q1bp1u6DAC++eYbAMCcOXMkZV6/fj2mTp3a5teiI7Kva7ltbg3v+i3iWcXS5LNb3RJgN4tUUMpl8HCwgXun2m422m7jAPBUaDccvZKnS7SvFVTAtVPDtbpzDSwF1r+zA2o0Ail5ZZgV2g05JZWwNzDh20sPSSeM005IJ5dBMunbW2P7oaeb4fFDNXWZu7yZpTlqNAJlVdLu7pY1OpyIiIioad/FZaKPeyeznqTNEnVzsYOPiy1iLmXxR4420qEScRcXF2zevLnR/d27d0dSUpJkm42NDVauXClJvuvr1q1bsxPGhYeHY9++fY3ur/+61Hr9POwBAGczCps8rn43pBuFFZLH2rW4bxbeaSnXflmnF1RACAGZrHaGyP++OgxL9l3C2YwiZJWoUFjeCVuPp2KQtxOmBXWFukaDF/4pnUMg0NsJW6YEIL+8CmczCnGrSIWJfzuNd8c3nCG/flm1LdRWCrmuZT+shwsmB3ZttL7a7u7WzXQT0u8Wr1X/RwsiIiIiS5WWX47fMoowP/zuh4BS48J7uuL/LmShsEINFwNL+1Lr8K9wshgj+3lABuDczWJk3K5o9DjHemOerxVIj/VxrU26b1eoUVhe27re270TrBQylFRW4/cbRRB13cLtrZXwsK9tBX/3UBLGfnYKBy9lY/2RKyhRVSM9Xzrm+i8T/bDjqWA42irRy60TpgV548tfbwAA1v6YrDuun6c9tk0LaLK+PnU/DlzJKdW1ehuSVdf1Xn+ddEOqNQ0TcScLmaiNiIiIqDl74jLhZKtESHfDw/no3oT3dIUGwKHLDSc8ptZjIk4Wo4ujDYb2cgUA/JiY0+hxbp2kv9Cl5pdBozfe2t5aiR51yfi5m0UAalug+3d2AAC89K/z+OM/43UJrqeDdKy41pnrt1FYfqcre4CXI0b0la4nr59Aa//PRinH13MHI8LA8g+Kuu7lNRqBAV6OUMhlKFJVS7rM66us1ujWGteOfW8pJ1ul2U9iQkRERNQSJapq7L+YheEPuDWYL4jahqOtEkHeTth3PkvXaEV3j59SsijaCcvqj/vW5+UkTZzLqmqQmF0q2Tb8gdqxLfoJ/YM9XXX/f+5mMbYeSwMAuNsbbmm+nFUqmT5u2cN9G3T1vl3eMIFWNjGW20pRu69aI6CQQTd2Pd9AIl6jEfjHrxmorNbA08Fa9+NCY+R6s7DvnhOCf0aFNXk8ERERkaXYd+EWqjWC45fb2fA+bkgrKMfvN4pMXRSLx0ScLIp2zevierOP6+vf2QGeDtYI9HbCGN/aFuoDF7Mkx4zzq10D/mRagW5StPnhPfDhFH+se9QPAHA6/TY0QmB0P48GrewAcDWvDJ2s77Qoyw1MfZZd2rpEXH/JshqNgJNt7euWqBrW9y8/JeNvJ9MBAOP9OkMma3rqNf0fCbo42uq63BMRERFZsspqDXafvYEHe7jAmWOX25VfZwd4O9ngm7M3TV0Ui8dEnCyKc10iXtTEzOn21krsfyEcf50ZiKl1k5ztv5glWZpsQBcHuNhZoUKtweW6tcJtlHJEPuCOMb4eUMprx4vnlFTC29kWPy6IwPNDe0heJy2/HO72d1rftYnu4YRsrP4hCRXqGlyrN4YcgCR5b45dXdfxcrV0tvOqag2OJOUCAEK6OWHukO7NPpeVQg7ruhb3+rOnExEREVmqg5eyUFCuxvgBnU1dlA5PJpNhVD8PHL+aj2sFDf/OpZZjIk4Wxa1u+TBDXbX1KeUyWCnkGNLDBV6ONqiqEUjKudM9XSaT4cEeLgBql7mQnKuQ67q3n0kvhKouCbavNwlcZpFK0sosl9X+IvvuoSQcvJSNHbHX8e3vDX8tbGqWSXXdmHIZaseL63dVl7x2sQqqag06WSmwfVaQwWXVDHFsooWdiIiIyNJUVmvw99jrGNzdGV0cDc/rQ21raC9XuNhZ4e+x101dFIvGRJwsijZBvlWskkzA1hiZTAa/LrWTsGlbvrXmDqld2uLHxFxJkg7cmaBt7U/JmPTFGZy4mi/pnu5ubw0BIC2/TDc2+9Xoi4jc+ovumC/PZCAxpxSd6k2I1tRY7rzS2rHvnawV+PBoqm78Tf0JMbSzvbvbWzXbJV2fa92PALcrmv4hg4iIiMgS7I3PRF5ZFR4P8DJ1Ue4bVgo5xvt54sfEHCTX+xuaWo6JOFmUrk62sFLIUFUjcKtY1fwJuDPB28lrtyXb+3dxwMO+tWPF99RrFffUGz9dUK7G6h+SENzNCWP7e2L5w33Rz7N2TfMTyXm4XreUWmaR4fKM8/OUTBwyaVDtjaJYpcaGn6/g299vYuL2WMz/Og5vxyQCAHq5dcI3eq3p9Wf/PJVeWxelQt6qWStd7LRd+9kiTkRERJatqEKNL05dx7DebmwNN7LhfdzRxdEGH/w7pUWNY9QQE3GyKAq5TLe+9rX8cvx2vVAy9tuQkf1qk+Cz1wt1S5JpzQipHUP+U2Kurgs6ANjpjeO2t1agSFWNP+25gIV/6I1pQd4I8HIEAPy/k2nNlrmfpwOiHvTB6H4e2Dk7BEN61M7OfvhyDvbG38Lm/15FTmkVLtwqRvrtCijkMvR0k7aa67eqa4TAvvO3ANSOU//Plbxmy6DlUNe9vrSKiTgRERFZts9PpUOt0eCJgC6mLsp9RyGX4cnQbojPLMbu326YujgWiYk4WRxtIv5DQg4WfHcei/ddavL4bs52COnmBAHgRGqBZF9IN2d4O9mgXF2DWL0W8/F+npABiHrQB189EwpvJxtkFKqw+b9XAQBhdePLtV3Ex/t5YlpQ1wavbauUY7CPMwZ5O+H9JwbCvy6BB4CMwgrJsS52Vhjo5Yg1j/RHYb3J6Jzt7oxPv3irBAXld/b/r16dmqJtWVfX8JdLIiIislyXskrwr3OZmDiwi26VGTKu/p0dMK6/Jz755RpO1+t5Ss1jIk4Wx8Ohttu4dvz0uRasY6hthb6QWSzZLpPJMLyu2/jxq/mS448vfAivDO8NH1c7vDuhP4A748yDvJ3QS6/VerSvp66bOwC8MaYv/hUVhh8XRKCPh73BMpXoteSP9/PEkZcj8OXsEIzz64zCel3HPRzudLc6lSZNvHMNLJHWGO1SbU0toUZERERkzlTqGqw+nITuLrYY3c/D1MW5r00a5IUBXRzw+v5LDf7OpqYxESeLo13CrDVtutoJ25JzG04oMaJvbSJ+4FI2vj57A2V13bZt9bqD96ybYC2ntApzvvodm/57Fe8/MRCdrBVwtlMiopcrgrs7w7Gu63dYDxf0du/U6FJlpZXVqK5rlZ48yAtvjfOV7K+svtNNPvIBN7jrTRQXd1P6w0P9lvWmaJN2VwProhMRERGZO40QeO/IFdwsqsC88B5QsHHBpBRyGZ4f2gPdnO3w6t4LOM9kvMWUzR9CZF603Y80mpan4tpW6fSCClTXaKDUm/wspJszujrZ4FZxJT48moryqho8H9FTcr6bvTWUchmqNQKJOaVIzCnFy5G9cGTxCNwuKNWt9/3ts4ORV1aFXm6dGi3LDwk5eOdQou6xu7217nytmrq6/XVmIAb7uEj2ZRRKx7lnlVSiRiOavRHlllbqZof39XRo8lgiIiIic1Ndo8EH/0nBDwk5mD+0B7ydbU1dJEJt49WfhvfCJ79cw6t7LmDbtAAE1U2WTI1jizhZHM+6rulVeuOcK6s1TZ7j5WQDe2sFqjVC16VdS6mQ442H++ke11/KDADkMplk+TKgtmt8Nxc7eDnduQl0drTBQL1x4PUJIbD1WKpkW6yBMTXa+tgqpSGaXlCO3LolzrRqNAIVehPNGVKjEViy7xKqNQJ+nR3Q3YU3LiIiIrIcl24VY/43cdh/MRvPhHXHkLr5esg82Fop8EpkL3RzscXCvRcRf7P5oaP3OybiZHG61f36qZ98ljUzC7hcJtON4T6Wkt9g/0O93fDxtEEAgNT8coPPUX8ikMTslq+bmJhdgrU/JuG3jELklUnHdCfllEqWfajWCL0u5NaSY5ftvwRDHQFsrQx3ga+u0eD787cQff4WErJL4WCjwPrHB7Rq7XEiIiIiU0nKKcXi7y8i6us4lFRWY8moB/DQA26mLhYZoE3Gu7va4k97LuB/aS2fUPh+xK7pZHF6udd2+67Wy0jLKmvQRG9wAEB4L1f838UsXM4uMbj/AY/aJ7hRWAGVuqZBcmtfb7x3Uk4pyvV+AKjRCAg0nAitRFWNObvOAQD2X8xu8LrVGgGVWqMbT341rwzVGgF7awW8nGwkx6Xm3xkPHtrdGfGZxXj/8QGNTr72r7hMfHj0Tgv8EwFe6O5iZ/BYIiIiInNxq1iFT0+k4YfEXHRxtMG8cB8M8XGBnGPCzZqtlQJ/iuyNL2LTsfj7i3huaA9EPdgD1kq2/9bHRJwsjr21El6ONsgqudNFu7mu2QB0s5xfvFWCqN3nsGVKAFz0upt72FvD2VaJIlU10gsq0L+LdBy1i520RfyX1AI8uvUEerraIuO2CmVVNajRCGyaNBA3i1To6mSDY1cL4K2XTGtFPeiDf/yaoWvd1v9y0k5yMairE+R6Ldd59bqkP9jTBRseH9Cg1Vxf/Rnl+3kansGdiIiIyByk5Zfjn+duYv+FLNhZKzB7cDcM6+3GSdksiLVSjpeG9ULM5WzsiL2O/RezMSPYGw/390A3ZzYIaTERJ4vUpV4iXlXT9BhxAOiqN5b7UlYJYi5nY3ZYd902mUyG3u6dEHezGNcKyhsk4tqx6fqu5ZfjWr2u7FFfx0keGxoz/niAF45dzUda3bn6LdoJdUuk+XeVnpdZLJ2krUKtaTIJB2onqTuq1xXfRmm4CzsRERGRKajUNbhwqxi/XS/EidQCXMktg5OtEo8O7IJR/dwbHX5H5k0ul+HxAC8M6eGCwwk52P6/a/j4RBp8XOzwYE8XhPm4INTHGW7N/C3bkTERJ4tUv5t4c5O1AYCDjfTj/ktagSQRBwBvZ1vE3SxGcm4Zxg+Qnu9ke3fhkl33g4GTrRLFqmrMCPZGD1c7vDW2H17+7jyeGyqdoT2xbrK4/p2lPwSk5JZJHrdk1vhnwrqjsEKNi7dKaseit2KmeSIiIqK2IoRAsaoamcUqpOaVIa0oHWdS85GcW4YajYCjjRJ+XRzw4rCeGNTVEVYKdmXuCLycbDEvvAeeCq1BQnYpLmeV4JfUAuyNvwUA8HayxQAvB/Ry64R+3s6wERo42ihhZ6WAnZWidqlgW6VkxaOOgom4BWpsni3t9vthHq6BXo5Iv12OIlUNwnu6wNnOqkX1/uNDPXHwYjZkAAZ1dWxwTg9XO7jZW2NKUNcG+6YEeuPg5Wx4OtggvaB2rLajrQIQAgtHPIArOeVIKyjHr9cLJecFejuhslqDuUO6Qy4Dgro5QyYDgrs745dFkZLu5xohENrdGUq5DEHeTpIyeDraoIuTNcoqNfC0t0JfT/tm6+xoq8SbY/th+//S0c3ZFp0drS3282EOn++2eG1zqEdHxuvb/kxxjS3t/ezon0PW7/4hk9XOgfPJiTTsibsFAQGNqN2mnRvnXrl1skIfD3t0dbKBXCZDTkkl/l1S2fyJHYSNrRUqVWpTF8No3O2tEWFvjdsVaqTkluFmkapBr8+7oZDLoJTLIJcBMsjaJH6FAARE3X9r/07Xzq8sl9X2ppWhNk6UcjkWjuiNKYFdW/z8MiEEm8iIiIiIiKiBwvIqhK37WTJJ7r2yVshhb8Mu5yRVXSNQUtn0SkjmzM/LEYdfG97i1YmYiBMREREREREZUcfrbE9ERERERERkxpiIExERERERERkRE3EiIiIiIiIiI2IiTkRERERERGRETMSJiIiIiIiIjIiJOBEREREREZERMREnIiIiIiIiMiIm4kRERERERERGxESciIiIiIiIyIiYiFuYwsJCLFmyBKGhoQgLC8OKFStQVlbW5DmVlZVYvXo1wsPDERISgldffRV5eXm6/YmJiVi8eDFGjBiBwMBAPPLII/jyyy/buypmaffu3Rg9ejQGDRqEGTNm4Pz5800ef/jwYUyYMAGDBg3C448/jmPHjkn2CyGwdetWREZGIjAwEFFRUbh27Vo71sCytOX1VqvV2LhxIx5//HEEBwcjMjISy5YtQ3Z2drvWoT1iEgAyMzPx4osvIigoCBEREXj//fdRXV2t2//TTz9h3rx5GDp0KEJDQzFr1iycOHGiXepobKaIw7t5Hy2Vsa/vjRs3sGLFCowePRqBgYF4+OGHsW3bNlRVVbVH9dqEqeIaAE6fPo0pU6YgICAAY8eORXR0tGT/Rx99hP79+0v+TZgwocmymWtMJSYm4umnn8agQYMwYsQIfP75502Wy5Lqd+PGjQbvU//+/REXF3dXdTQ35hwj27dvx7Rp0xASEoKIiAi8/PLLSE1NbZN6m+NnDWi7WGopc7wOp0+fxoIFCxAZGYng4GBMmjQJ+/fvb7M6twtBFuW5554TTzzxhIiLixO//vqrGDt2rFi8eHGT57z77rtixIgR4uTJk+LChQti5syZYtasWbr93333nVi7dq04ffq0uH79uti3b58IDAwUX331VXtXx6zExMQIf39/sWfPHnHlyhXx9ttvi7CwMJGXl2fw+LNnz4oBAwaIzz//XKSkpIgPP/xQ+Pv7i6SkJN0x27dvF4MHDxZHjhwRCQkJ4qWXXhKjR48WKpXKWNUyW219vYuLi0VUVJSIiYkRV69eFefOnRPTp08XU6ZMadd6tEdMVldXi8cee0xERUWJy5cvi6NHj4rw8HCxefNm3THr1q0Tf/vb30R8fLxIS0sTmzdvFv7+/uLSpUvtVldjMFUc3s37aIlMcX2PHTsmli9fLk6cOCGuX78ufv75ZxERESE2bNhglDrfDVPF9fXr10VQUJBYv369SElJEV999ZUYMGCAOH78uO6Ybdu2iYkTJ4qcnBzdv/z8/EbLZa4xVVJSIoYNGyaWLFkikpOTxcGDB0VgYKD49ttvm7zOllK/jIwM4evrK06ePCl5r6qqqlpVP3NlzjEyf/58sXfvXpGcnCwSEhLECy+8IEaOHCnKysruqc7m+llrq1iy9Ovw2WefiQ8//FCcPXtWpKeni507dwo/Pz/xn//8p12uQ1tgIm5BUlJShK+vrzh//rxu27Fjx0T//v1FVlaWwXOKi4uFv7+/OHz4cIPnOXfuXKOvtWrVKjFnzpw2K7slmD59uli9erXucU1NjYiMjBTbt283ePxrr70mXnzxRcm2GTNmiHfeeUcIIYRGoxEPPfSQ+OKLL3T7i4uLRUBAgDh48GA71MCytPX1NiQ+Pl74+vqKmzdvtk2h62mvmDx69Kjw8/MTubm5umO+/vprERoaKiorKxstz6OPPio++uije6yVaZkiDu/mfbRU5vI99/nnn4vRo0ffS1XajSnj+oMPPhATJ06UPPeiRYvE/PnzdY+3bdsmnnjiiRbXx1xjavfu3WLIkCGS77SNGzeK8ePHt7hu5lw/bSJ++fLlVtXHEph7jNSXn58vfH19xZkzZ1pdV33m+llrq1hqKXO9Doa88MILYvny5a2vpJGwa7oFOXfuHJycnDBo0CDdtmHDhkEulzfaJeTixYtQq9UYNmyYblufPn3g7e3dZPeokpISuLi4tFXRzV5VVRUuXbokuU5yuRzDhg3DuXPnDJ4TFxeHiIgIybbIyEjddb1x4wZyc3Mlz+no6IigoKBGn/N+0R7X25DS0lLIZDI4OTm1Sbnra6+YjIuLg6+vLzw8PHTHREZGorS0FCkpKQafV6PRoKyszKLj1lRxeDfvoyUyp++5kpISODs730Nt2o8p47ql33Pp6emIjIzEmDFjsGTJEmRmZhoslznHVFxcHMLCwmBtbS15nbS0NBQVFRksmyXVT2vBggWIiIjAU089hX//+98tqpe5s4QY0VdSUgIA9/SdY86ftbaIpZYy5+tgiLnnM0zELUheXh7c3Nwk25RKJZydnZGbm9voOVZWVg0SEXd390bP+f3333H48GHMnDmzbQpuAW7fvo2amhq4u7tLtru7uzcYv6SVl5cnuVnUP157fVvznPeL9rje9VVWVmLTpk2YOHEiHBwc2qbgBsrUHjFpqK7ax409744dO1BeXo5HHnnkrupiDkwVh3fzPloic/meS09Px65du/Dkk0/eVT3amynjurFjSktLoVKpAACBgYFYv349vvjiC6xatQo3b97E7NmzUVpa2qBc5hxTTV2Plt4jzbl+nTp1wvLly7F161Zs374dgwcPxiuvvNIhknFzjxF9Go0G7733HkJDQ+Hr69uKWkqZ82etLWKppcz5OtR36NAhXLhwAVOnTm1h7YxPaeoCELBp06ZmJ1U4dOiQUcqSnJyMl19+Ga+88goiIyON8ppEbU2tVuO1116DEAKrV69u9fnmFJMtceDAAXzyySf49NNPG9zIiMxJdnY2nn/+eUyYMMHoP/ZaWlw3ZsSIEbr/9/PzQ1BQEEaNGoXDhw9jxowZJiwZ6XNzc8O8efN0jwMDA5GTk4MdO3ZgzJgxJixZ4zpKjOhbvXo1rly5gq+//trURSEjio2NxYoVK7Bu3Tr069fP1MVpFBNxMzB//nxMmTKlyWN8fHzg4eGBgoICyfbq6moUFRXB09PT4HkeHh5Qq9UoLi6W/AqZn5/f4JyUlBRERUVh1qxZePnll++yNpbJ1dUVCoUC+fn5ku35+fkNfsXT8vDwaPDrn/7x2uubn5+Pzp07S47x8/Nry+JbnPa43lpqtRqLFi1CZmYmvvzyy7tqDTd1THp4eDToaqWte/3njYmJwdtvv42tW7dKunVZIlPF4d28j5bI1N9z2dnZmDt3LkJCQrB27dp7rk9rWUJcG7reeXl5cHBwgK2trcHXdnJyQq9evXD9+vUG+8w5phqrq3ZfS5hz/QwJCgrCyZMnW1Q3U+hoMbJmzRocPXoUu3btgpeXV5P1ao45f9baIpZaypyvg9aZM2ewYMECvPnmm5g8eXLrK2lE7JpuBtzc3NCnT58m/1lbWyMkJATFxcW4ePGi7tzY2FhoNBoEBgYafO6AgABYWVnh1KlTum2pqanIzMxEcHCwbtuVK1cwd+5cTJ48GX/+85/bra7mytraGv7+/pLrpNFocOrUKYSEhBg8Jzg4GLGxsZJtJ0+e1F3X7t27w9PTU/KcpaWliI+Pb/Q57xftcb2BO0l4eno6du7cCVdX17sqn6ljMjg4GMnJyZIb3cmTJ+Hg4IC+ffvqth08eBBvvvkmNm/ejJEjR95VXc2JqeLwbt5HS2TK7zltEu7v74/169dDLjf+nx+WENct+Z6rr6ysDBkZGQYTIHOOqeDgYPz2229Qq9WS1+ndu3eLx/Kac/0MSUhIMOsf9zpKjAghsGbNGhw5cgRffvklfHx87vXSmPVnrS1iqaXM+ToAtUuY/fGPf8TSpUsxa9ase65vuzP1bHHUOs8995yYPHmyiI+PF7/99psYN26cZOr+rKwsMX78eBEfH6/b9u6774qRI0eKU6dOiQsXLohZs2ZJlotISkoSQ4cOFUuXLm3xcigdUUxMjAgICBDR0dEiJSVFvPPOOyIsLEw3e+frr78uNm3apDv+7NmzYuDAgWLHjh0iJSVFbNu2zeByDGFhYeLnn38WiYmJYsGCBVy+rE5bX++qqirx0ksviT/84Q8iISFB8lluaqbxe9UeMaldwmX+/PkiISFBHD9+XAwdOlSyhMv+/fvFwIEDxa5duyR1LS4ubre6GoOp4rC597GjMMX1zcrKEmPHjhXPPvusyMrKknxezZWp4lq7NNP7778vUlJSxK5duxoszbRhwwZx+vRpkZGRIc6ePSuioqJEeHh4o/dsc42p4uJiMWzYMPH666+L5ORkERMTI4KCgu5q+TJzrF90dLQ4cOCASElJESkpKeKzzz4Tfn5+Ys+ePa2qn7ky5xhZuXKlGDx4sDh9+rTk+6aiouKe6myun7W2iiVLvw6nTp0SQUFBYvPmzZL3/fbt2+1yHdoCE3ELc/v2bbF48WIRHBwsQkNDxfLly0Vpaaluv3a5jNjYWN02lUolVq1aJYYMGSKCgoLEK6+8IvkDaNu2bcLX17fBv1GjRhm1bubgq6++EiNHjhT+/v5i+vTpIi4uTrfvmWeeEW+88Ybk+EOHDolx48YJf39/MXHiRHH06FHJfo1GI7Zs2SKGDRsmAgICxLPPPitSU1ONUhdL0JbXW/vZN/RPPx7aWnvEpBBC3LhxQzz//PMiMDBQhIeHiw0bNgi1Wq3b/8wzzxisa/1rZolMEYfNvY8dibGv7969exuNTXNlqrgWQojY2FgxadIk4e/vL8aMGSP27t0r2b9o0SLx0EMPCX9/fzF8+HCxaNEikZ6e3mR9zDWmEhISxFNPPSUCAgLE8OHDG13+qDnmWL/o6GjxyCOPiKCgIBEaGiqmT58uWbrL0plzjDT2fVP/uLthjp81IdoullrKHK/DG2+8YfB9f+aZZ9rhCrQNmRBCmLpVnoiIiIiIiOh+wTHiREREREREREbERJyIiIiIiIjIiJiIExERERERERkRE3EiIiIiIiIiI2IiTkRERERERGRETMSJiIiIiIiIjIiJOBEREREREZERMREnIiIiIiIiMiIm4kRERERERERGxESciIiIiIiIyIiYiBO1Unl5OZYtW4aQkBBERkbi73//O+bMmYO//OUvuHr1KoKCgnDgwAHd8YcOHUJgYCBSUlJMWGoiyzZnzhysWbMGa9asweDBgxEeHo4tW7ZACMG4I2pnTd33Pv74Yzz22GMNzpk0aRK2bNli/MISdSBN3fsYe5aPiThRK33wwQf49ddf8emnn2LHjh04c+YMLl26BADo06cPli1bhtWrVyMzMxNZWVlYtWoVli5dir59+5q45ESW7fvvv4dCocB3332Ht956Czt37sR3333HuCNqZ03d96ZPn46rV6/i/PnzuuMvX76MpKQkTJs2zVRFJuowGrv3MfYsn9LUBSCyJGVlZdizZw82btyIiIgIAMCGDRswYsQI3TGzZ8/G8ePH8frrr8PKygqDBg3CnDlzTFVkog6ja9euWLFiBWQyGR544AEkJydj586dmDlzJuOOqJ00d9/z8vJCZGQkoqOjERgYCACIjo7GkCFD4OPjY7JyE3UUTd37GHuWjS3iRK2QkZEBtVqNoKAg3TYXFxf07t1bctx7772HpKQkXL58GevXr4dMJjN2UYk6nKCgIEksBQcHIz09HTU1NQAYd0TtoSX3vZkzZyImJgaVlZWoqqrCgQMH2CJH1Eaauvcx9iwbW8SJ2kFiYiIqKiogk8mQm5uLzp07m7pIRB0e447INEaNGgVra2scOXIEVlZWqK6uxoQJE0xdLKIOj7Fn2dgiTtQKPj4+sLKyQnx8vG5bUVERrl27pntcWFiI5cuX46WXXsLUqVOxdOlSqFQqE5SWqGPRHwcHAPHx8ejZsycUCgXjjqidtOS+p1QqMXnyZERHRyM6OhoTJ06Era2tCUpL1PE0de9j7Fk2JuJErWBvb49p06Zh48aNOHXqFJKTk7F8+XJJl6GVK1eia9euWLBgAZYvXw6NRoP333/fhKUm6hgyMzOxfv16pKam4uDBg9i1axfmzp0LgHFH1F5act8DgBkzZiA2NhYnTpxg11iiNtTUvQ9g7Fkydk0naqVly5ahvLwcCxYsgL29PebNm4fS0lIAwL59+3D8+HF8//33UCqVUCqV2LhxI55++mmMHDlSMqkbEbXO5MmToVKpMGPGDCgUCsydOxezZs1i3BG1s6bue1q9evVCSEgIioqKJOPJiejeNHbv02LsWS6ZEEKYuhBElm7OnDnw8/PDW2+9ZeqiEHVIjDEi81I/JoUQGDduHJ5++mnMmzfPxKUj6hhacu9j7FkutogTERER0V0rKChATEwM8vLyMHXqVFMXh+i+wdizbEzEiYiIiOiuRUREwNXVFWvWrIGzs7Opi0N032DsWTZ2TSciIiIiIiIyIs6aTkRERERERGRETMSJiIiIiIiIjIiJOBEREREREZERMREnIiIiIiIiMiIm4kRERERERERGxESciIiIiIiIyIiYiBMREREREREZERNxIiIiIiIiIiNiIk5ERERERERkRP8fs4ttzr1+40IAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot beam \n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style('darkgrid')\n", "\n", "sns.pairplot(df, kind='kde')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d0b872a2-7812-47ce-8dcd-a9c37a007f7a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [ "myt0_gMIOq7b", "5d97819c" ], "name": "03_frequency.ipynb", "provenance": [] }, "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": "3.11.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 5 }