diff --git a/ML-lectures/0.ipynb b/ML-lectures/0.ipynb new file mode 100644 index 0000000..f35984c --- /dev/null +++ b/ML-lectures/0.ipynb @@ -0,0 +1,778 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + " # Что такое машинное обучение?\n", + "\n", + "**Лектор:** Тришин Владимир Евгеньевич, ООО Инфорион\n", + "\n", + "**Telegram:** @trishin_v
\n", + "**Mail:** v.trishin@inforion.ru" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from prelude import *" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Оптимизация" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = random_points(size=15)\n", + "\n", + "plt.plot(x, y, '.', c='r')\n", + "plt.xlabel('x'); plt.ylabel('y');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "$$\n", + "f_k(x) = \\sum k_i x^i\n", + "$$\n", + "\n", + "$$\n", + "loss = \\sum (f_k(x)-y)^2\n", + "$$\n", + "\n", + "$$\n", + "k^* = \\underset{k}{argmin} \\sum (f_k(x)-y)^2\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def f(x, k):\n", + " return sum ( ki * x**i for i, ki in enumerate(k) )\n", + "\n", + "def square_loss(z, y):\n", + " return sum((z - y)**2)\n", + "\n", + "def plot_result(x, y, k, method=''):\n", + " loss = square_loss(f(x, k), y)\n", + " plt.plot(x, y, '.', c='r')\n", + " x_ = np.linspace(x[0], x[-1], 10000)\n", + " plt.plot(x_, f(x_, k), label=f'{method}, loss: {loss:0.3f}')\n", + " plt.xlabel('x'); plt.ylabel('y')\n", + " plt.legend()\n", + "\n", + "k = lagrange(x, y)\n", + "\n", + "plot_result(x, y, k, method='lagrange')\n", + "plt.ylim([0, 4]);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Машинное обучение" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_train, x_test, y_train, y_test = train_test_split(x, y, train_size=0.8)\n", + "\n", + "plt.plot(x_train, y_train, '.', c='r', label='Train points')\n", + "plt.plot(x_test, y_test, '.', c='g', label='Test Points')\n", + "plt.legend()\n", + "plt.xlabel('x'); plt.ylabel('y');" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_result_train_test(x_train, x_test, y_train, y_test, k, method=''):\n", + " train_loss = square_loss(f(x_train, k), y_train)\n", + " test_loss = square_loss(f(x_test, k), y_test)\n", + " plt.plot(x_train, y_train, '.', c='r')\n", + " plt.plot(x_test, y_test, '.', c='g')\n", + " x_ = np.linspace(x[0], x[-1], 10000)\n", + " plt.plot(x_, f(x_, k), label=f'{method}\\nTrain loss: {train_loss:0.3f}\\n Test loss: {test_loss:0.3f}')\n", + " plt.xlabel('x'); plt.ylabel('y')\n", + " plt.legend() \n", + "\n", + "k = lagrange(x_train, y_train)\n", + "plot_result_train_test(x_train, x_test, y_train, y_test, k, method='lagrange')\n", + "plt.ylim([0, 4]);" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "epoch = 10000\n", + "lr = 0.01\n", + "\n", + "x_train, x_test, y_train, y_test = (torch.from_numpy(a) for a in (x_train, x_test, y_train, y_test))\n", + "k = torch.randn(len(x_train), requires_grad=True)\n", + "train_loss = []\n", + "test_loss = []\n", + "optimizer = torch.optim.Adam([k], lr=lr)\n", + "\n", + "for e in range(epoch):\n", + " optimizer.zero_grad()\n", + " loss = square_loss(y_train, f(x_train, k))\n", + " loss.backward()\n", + " train_loss.append(loss.detach().numpy())\n", + " optimizer.step()\n", + " loss = square_loss(y_test, f(x_test, k))\n", + " test_loss.append(loss.detach().numpy())\n", + "\n", + "plt.plot(range(epoch), train_loss, label='Train Loss')\n", + "plt.plot(range(epoch), test_loss, label='Test Loss')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "plot_result_train_test(x_train, x_test, y_train, y_test, k.detach(), 'Gradient')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Классификация ML\n", + "\n", + "![](img/hard/supervised-vs-unsupervised.jpeg)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Обучение с учителем\n", + "\n", + "![supervised](img/soft/supervised-2.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "#### Классификация" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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kC2NjY+bOnQvArQunmNGvAw+uuaBWq7UxkRHhnD+4i0ndW+Dz/i3p06dnxowZqZWy+D8ZM2YEINDPhyB/X53GvHN9EWe8ED8yadMuhBBCiGTTvn17vLy8GDJkCI9uXmFq77bY5i1IzoJFiI6K4tGNywT4egOQIUMG9u3bR+HChVM5axGjUqVKZMiQAV9fX047b6NJ5z5Jjjm5axMAxYoVI3fu3CmdohDfPJnBEkIIIUSyGjRoEIcPH6Z27doAuL94wsUjzlw5cZAAX2+MjIzo1KkTly5domrVqqmbrIjF1NRUu5fu8MaVBPolPov13u0VZ5y3ATBgwACdlxUK8T2TGSwhhBBCJDt7e3vs7e25d+8eO3fuxMPDA0NDQ/LkyUP79u3JnDlzaqcoEjBw4EAWL16M1zt3Zg3sxMh/V5EhU5Y4cW9ePuPPIV0JDQ4iS5Ys0qhEiA+kwBJCCCFEiilevDjFixdP7TQ+2Z07d9iyZQvv3r1DURRy5sxJp06dfoh28nnz5mXz5s04ODjw4sEdfmlWjcr1m1G1QXPMrdLj5+XBWeftXDtzFFV0NBYWFjg7O5MuXbrUTl2Ib4IUWEIIIYQQHxw/fpzJkydz7ty5OI9NmjSJhg0b8vvvv1OhQoVUyO7radasGfv376dz5854enpydt92zu7bHicub9687NixgzJlyqRClkJ8m2QPlhBCCCEEsGzZMurXr68trnIWKEyt5m2p2awNWXJomjccOnSIGjVqsGfPntRM9auoX78+rq6urF27lipVqmBkZARo9mnVr1+f3bt38/jxYymuhPg/MoMlhBBCiB/enj176Nu3L2q1moKlytHxl/EU+qm8tmmDSqXizsUzrP97Ku7PH9OuXTtOnjxJlSpVUjnzlGViYkKXLl3o0qULarWaqKgoDA0NUzstIb5pMoMlhBBCiB9adHQ0w4YNQ61WU6x8FcYv2Uzh0hVidcTT09Pjp6q1mbxqJzkLFCE8PJzRo0enYtZfn6IoUlwJoQMpsIQQQgjxQzt8+DAvXrxAURT6TJqNkbFJgrHmllb0HD8TgHPnznH79u2vlaYQIo2QAksIIYQQP7RVq1YBULqaHZltcyUZX7BUOXIXKgbA6tWrUzI18QlUKhU3btzg4MGDHDlyhEePHqV2SuIHJXuwhBBCCPFDe/nyJQAlKlXXKV5RFEpUqs6rx/d58eJFCmYmdOHn58eKFStYvHgxz549i/VYxYoVGTBgAO3bt8fY2DiVMhQ/GimwhBBCCPFDi4qKAkBPX/e3RfoGmr1IkZGRKZKT0M2dO3do3Lgxbm5u2u+Zmlugio4mPCyUy5cvc/nyZRYuXMi+ffvkgGvxVUiBJYQQQogfzu3bt7l27RrBwcHaIun104c6j3/9RBObUm/Yg4OD2bRpEzt37sTDwwMDAwPy5s1L9+7dsbe3R09Pdnk8efKEOnXq4O3tjam5BXYOnajn2JksOfMA8OzeTY5uXcu5Azu5cuUK9erV49y5c3IgskhxUmAJIYQQ4oegUqnYvHkz8+fP5+LFi3Eev3BoNx1/GY+ZhWWi1/F885qb508A0Lp162TJLTIyErVajYGBAdOnT2fOnDn4+/vHirl06RKbN2+mQIEC/PPPPzRt2jRZ7p1W/fzzz3h7e5PeJjPjnTZjm69grMfzFy9N/imlqdKgOXOG9eTOnTuMGzeOBQsWpFLG4kchBZYQQgghvnvh4eF06dKFbdu2ab9nky0H5ums8PN8j7+PF2EhwexaNpdOwyYkeB21Ws2WBX+gVqvJkycPDRs2/Oycnjx5gpOTE+vXr8fDwwMAIyMjIiIiADA2MaVKwxbkLFAEVXQUdy+d49aFUzx9+pTmzZuzfPlyevTo8dn3TwmvXr1i69atvHnzBkVRyJ49O+3atSNnzpzJep/r169z/vx5AAbPXBCnuPrYT1Vr02HoONbNnsyaNWuYMWOGzGKJFCUFlhBCCCG+G3fu3GHjxo28efMGtVpN9uzZ6dChA7NmzdIWV1UaNKdRx17kL1EaRVFQqVQsmjCUC4d2s3/dEjzfvMa+bTcKl66AwUfnPoUEBbL+79+5cGgPAOPGjUNfX/+Tc4yMjGTQoEEsXbo0zmMxxRXAT9Xq0H307xiZmALQpEtf3rm+YOnvo3h4/RK9e/cmT5482NnZfXIOye3atWv8/vvv7Nu3D5VKFeuxMWPG0Lx5c3777TfKlCnzxfcKDQ1l6tSpAGTLnZ/chUskOaZ2i3ZsXzyboKAgNmzYQP/+/b84DyESIgWWEEKIFKVWqwkODsbU1PSz3oymFa6urixdupTz588TEBCAhYUFFSpUoG/fvhQsmPCn6yJ5nD59mokTJ3L27Nk4j/3xxx/arzsNm0CTLn21f4+OiuLiUWe83v7XJOHy8QNcPn4AY1Mzfqpam+KVquP25CFn9+8gLCQYgGHDhtGrV69PzjMqKgpHR0f27t0LQNZceanr2Fl7sPHze7c4um0tbs8ec/n4AYL8fRmzYB2GRsba+F8XrGNa3/Y8vXOdKVOmpHqBtWvXLjp06EB4eDgANlltyVf8J9RqNc/u3cTn/Vt2797NoUOH2LJlC82bN/+s+zx9+pTFixezatUqfH19AXj76hkDG5SnWqNW1G/bjVyFisY71tTcgrI17Tl/cBeXL1+WAkukKCmwhBBCJLvIyEh2797NokWLOHv2LNHR0SiKwk8//UTfvn3p3LkzFhYWqZ1msvD09KR///7s2rUrzif3Z86cYc6cOTRs2JAlS5aQK1fSZyyJT7du3Tp+/vlnoqOjAchZoDAFS5UH4Omd67g+eQBAuVr2sYqr4EB//hnRh/tXL2i/Z2xqhqGREcEB/oSHhmiLrRiWlpZMmjSJ4cOHoyjKJ+c6ffp0bXHVfshYmnbtF6thRf7ipanXpivHd6xn1czx3L/qwsa5M+g2aoo2xsjElI5Dx/F7L0fOnDnD3bt3KVEi6VmclHDmzBnatWtHZGQktvkK0X7wr5Spbofehw9ToqOiuHHuOJvnzeLNy6e0bduWEydOULVq1U+6z4oVK+jXr5+24yNoOjlGR0USHhrCiZ0bOLFzA20HjKJFz8Hx/m7SZbAGICgo6AuesRBJkwJLCCFEsrp+/ToODg68evUq1vfVajU3b96kf//+/Prrr6xevZqWLVumTpLJxN3dnVq1amnP3rHJaku1xq2wypiJID9fLhzewzvXFxw6dIjKlStz8uRJChcunMpZf1+OHDmiLa7yFStF5xGTtLNBAO9fv2RYixoANGj/336liLBQ/hrSnce3rqIoClUatqB+224ULFUORVHw9XzHyV2bObJlNQG+3ujp6TFq1CjGjx+PpWXiTTASEhoayrx58wBo1q0/zbsPiDdOURTqOXYhJDCAzfNncXLXRlr3HYZFuvTamMJlKpKzQGFeP33E5s2bmTZt2mfl9CXUajVDhw4lMjKS3IWLM2HpFswtrWLF6BsYUL52A4qUrcTUXo68fvqIX375hcuXL+t8n5UrV2pnC7PkyE39dt2p0bQ1FlYZCAsJxuXwXg5vXoXrkwdsXfQXatS06jU0znX8vD0BPvv3J4SupMenEEKIZHPlyhVq1arFq1ev0DcwoLJ9U0bNW8PMzYeZsHQrdR07Y2xqhr+/Pw4ODmzevDm1U/5sERERNGnShGfPnmFiZs6gmQv41/k87QaNoWGHHjj2H8HsnacY+e8qLNJn4O3btzRq1IiAgIDUTv27oVarGTFiBNHR0RQoWZYJy7ZRpEzFWLMXbs8fA2BmaUXxitW039+7erGmuNLTY/CsRQyaPp9CP5XXjs2QKSsOfX5h+saDZMudD5VKxY4dOzA3N//sfLdu3YqPjw+GxsY07Zb0ErUG7XtgZmlFRFgYZ/Zui/WYoijkLVoKgLdv3352Tl/i4sWL3Lx5E4C+k+fEKa4+ZpEuPX0mzQY0/524cuWKTvd4+fIl/fr1A6B0dTtmbTlKo069sLDKAICJmTl1WnVg+oYD1GzmCMC2RbN5evdGrOsEB/pz/fRRgE+ePRPiU0mBJYQQIlkEBgbSvHlzgoKCyJwjF39uO86QPxZTproduQsVo1j5KvQcN5N5+y9SuHQF1Go13bp14+FD3c8e+pZs376dW7duoW9gyKi5q6naoIV2WVQMPT09ytasx3inzRibmvHixQtWrVqVrHk8fPiQoUOHkj9/fqysrMicOTPVqlVj1apVhIaGJuu9vjXnzp3j7t27APSaMAsTU7M4MeFhmp+BiZmZtniKiozgxM4NALTsOZjK9gm3O8+YJRvD/16Boig8ffqUw4cPf3a+Bw8eBKCCXSMs02dIMt7Y1JTqjVsBcOvCyXgi1ACpdibWypUrASj0U3nyFC6eZHz+4qXJV6xUrLFJWbJkCZGRkdhky8HQP5wwNjWNN07fwIDeE//SXv/IljWxHj++fT3hYaFYWVnRoUMHne4txOeSAksIIUSy2LBhA+/evcPEzJyxizaSLXe+eOMs02dg1Lw1ZMmZh4iICObPn/+VM00eixYtAqBK/WYULVc50djchYph16qDdpxarf7i+/v5+dGyZUuKFi3KvHnzeP78OQEBAXh6enLhwgV69OiBra0t69ev/+J7favWrNG8iS5SpiK5Csbf3CBmViXQz4ew0BAArp0+ip+XB/oGhti36ZrkfWzzFuCnanUAWLx48Wfn6+PjA0DWHHl0HhNzaG6Qv1+s76tUKh7fuqbJz9b2s3P6Ek+fPgWgVNVaOo+J+TnGLKtNTEREBMuXLwfAvk3XBIurGPoGBjTs0BOAi0ecCfTTNMK4dGw/Wxf9BUDPnj2/aBZSCF1IgSWEEOKLqdVqbcFRo0lrsuTInWi8mYUljTv3BmDt2rUEBgameI7J6fXr19ozeOq16aLTmHof3sg/fvyYGzduJBGdOD8/P2rVqsWePZp24bZ5C9JlxCRGzVvDL38tpXbL9hiZmODr60uXLl3SbBGblJcvXwJQrEK1BGMKliyLsYkpkeHhXDi4G4Dn924BULxCVdLbZNbpXlUbtADg6tWrn52viYkJ8N+smi4iPsQaGpvE+v69y+d45/oCgE6dOn12Tl8ipqW8oaGxzmNi2t5/3I4+Ic+ePcPLywuA6k1a6XT9ivUaY2BoRFRkBCd3b+LvEb2YN6Y/quhoKlWqpG3vLkRKkgJLCCHEF3v79i137twBoE4r3ZbfVG/sgKGRMUFBQdpiJa34eM9LzJKkpGTLnQ9TC8s445MSHh7Os2fPuHv3Lu7u7qjVajp37szt27cxNDJm4PR5/Ln9OI069aJMdTsq1m1En9/+YsHBy5SurmnfPXToUE6cOPEJzzBtiOkaqG+QcPt/M8t0VGvsAMDBDcsJDw3Vtlq3sEqv870sPizp+5IOdEWKFAHg+pmjOs9iXvuwbyh7nvza74UEBrD+b02hUL9+/VQ7BiBTpkwAuL94ovMY9xeaWS8bG5skYz/er5guQ9LxAEbGJph9+He2ed5Mrp48jFqtpk6dOhw6dAgzs7jLSIVIblJgCSGE+GLe3t7arzMnMXsVw9TcgnTWGYH/lk6lFZ/TnhsAte57ZmL2VmXOnJkCBQpQsmRJcuTIQYECBdi/fz8A/ab8TbVGreLNx8IqA8NmL6XQT+VRq9WxzoL6XmTOrJl9evX4QaJxDdp3R09fH/cXT/h7RC/tmVJ+Xp4638vPywP4sg50PXtqlq+9ffWcu5fintf1/57fv83TO9cBsHPoiFqt5umdG0zt3YbXTx9ibGzM77///tn5fKkWLTSzehePOhMU4JdkfICvD5ePaVre69JBNF26dB+N9U4k8j+REeGEBv9XBNevX5/du3dz9OhR0qdPr9M1hPhSUmAJIYT4YqYf7Y0I/7DPJSlqtVq7VMo0ib0V35ocOXJov350Q7duaK5PHmjf+CW2Z0atVjNp0iTt3qr/7zr4/PlzAPT09cmQOWui9zQ0MqZ132GApp35kye6zzSkBa1btwbg2qnD+Hq+TzAuZ4Ei9Bo/C4A7F89wYvcmAB5cv4jnG7cEx33s3P4dAFSvXv2z8y1cuDD16tUDYNnvo/F+9ybBWH8fLxZN0LQaT2+TmcvHDjC+UxN+69acV4/vY2RkxMaNG6lUqdJn5/Ol2rVrR4YMGYgIC2PPiqSXoe5aPpeoyAhsbGxwdHRMMj5fvnxkzKj5EOb8wV065XT5+AEiI8IxNDTk9u3bHD58mBYtWnzXh5yLb48UWEIIIb6Yra2t9uDgmFbISXl86ypBHzahxyydSiuyZctG3bp1ATi6fZ1OY45uWwtAqVKlKFmyZIJxv/76q3ZWwjZvQbqNnsqCQ5dZfvoeMzcfpkH7nzG1sEQVHc3MAR21jQ4SUrxide2euJgDbr8XrVq1ImvWrERHRbFlwR+JLrur1aKdthlJ2IdCV61ScXDD8iTv8/z+Le5fdQFgwID4z67S1dy5c0mXLh1e79z5rVtzjm9fr12yCJo9V6f3buW3bi1481KznM7Py4N9a514+VCzDLdy5cocP34cBweHL8rlS5mZmfHLL78AsH/dUrYvnkNUZGScuKjICDbPn8XhTZrOgcOHD9fuR0uMsbGxdtbv6LZ12v1oCVFFR3Powz3atm2b6L8zIVKSFFhCCCG+mKmpKV26aJo9HNm6BpVKleSYI1tWA5oZgaJF4+8A9y2LeaN95cRBbpw9nmjso5tXtOcYDRgwIMElhgcOHODPP/8EoK5jZ/7YepQG7btjnTkbZpbpyF2oGN1G/84fW46SPU8BIsPD+XdUn0TfeOrp6ZE9r2aPjqen7kvi0gJDQ0PGjRsHwBnnbayYPpaQoLgNU0KDg1g9awIPrl0EoGnTplhbWwNwaNMK7WsxPu7Pn/D3cM0ht6VKlaJmzZpflHOxYsU4ePAg1tbW+Hq+Z8WMsQxsWIHfe7bm916ODGpUkSWTR+Dp7oqJiQl169alYcOGNGvWjEGDBnHt2jVcXFy+aCYtOY0fP562bdsCsHPZvwxpUpnti+dw49wJbpw9ztZFfzG4cWX2rloIQMeOHRkzZozO1+/Xrx8GBgZ4ursyf+xAIsLD4o2Ljopi+fRfeXb3JgCDBg36sicmxBcwSO0EhBBCfB/69+/P4sWLef30IRv+mUrn4b8lWEic2r0Zl8Oa2ZQvnRFILc2bN6dq1apcuHCBf0b2ofPwidRu0Q4jk/+WO0ZFRnDh0B5WzZpAZEQ4xYsX1xai8Zk7dy4AJSvX4Odfpye4V8smmy1jFqxlpEMd/Lw8uHhsPzWbJrzkKioyHAAjI6PPearftEGDBvHo0SMWLlzIiZ0buHBoN9WbOFCgZFkUFJ7euc7Z/Tu0s0R9+/Zl8eLFREVF0bRpU44cOcLqPyZy5cQh7Nt2o1TVWhgYGOL+4gnHd6zn7L4dhIeGkCFDBrZs2fL5++8+UrVqVa5evcqff/7JunXrCA4K5OGNy9rHTUxM6NChA6NHj/7mZ3f19fXZuHEjOXPmZO7cufh5ebBz2b9x4hRFoWjRojRt2pSoqCidX4t58+Zl4cKF9O3bl2unjzK2Q0Pqt+1OjSYOmFmmIyIsFJcjzhzevIqXDzVnov32229Urpz40QlCpCQlOc7iEJ9HURQ3W1tbWzc33dZ/ix9LzGGWDRo0SOVMxI/uU16Lo0aNYvbs2QCUq12fZt36U7BUOe2bUvfnTzi0eSXHt2vOZmrcuDF79+5Ns/sjvLy8qFu3Lrdv3wbAPJ0Vle2bYZUxE4F+Plw6tp8AH02b6Xz58nHy5Ely5coV77WePn2q7QY3dvFGSlaqkeT9nSYN44zzdgqUKMPva+Nf/hcSFMjABuUJDw1h1apVdO/e/TOe6bchodeiWq3mr7/+Ytq0aQm2/LewsGDcuHH8+uuv2tdjWFgYXbt2Zdu2bYneN0eOHBw4cCBFlpwFBASwZ88e3NzcUKvVZMuWjRYtWmhn2NKSd+/esXz5clauXImrq6u2y+P/y5o1KyNGjGD48OE6H5Ls5OTEwIEDY82OG5uYxml5P2nSJCZNmpQshXBS5P+nv085cuTA3d3dXa1W50g6On5SYKUiKbBEYuQ/3OJb8SmvRZVKxeDBg7VnYgFkzZUX68xZCfL3w/XJf93eGjRowPbt27V7t9KqgIAARo4cybp16wgLi7t8ydDQkLZt2/L3339ru97FZ+XKlfTs2RPrLNmYt/+iTm887191YVofzfKs1S5PMDKOu6/l8ObVrPlzIpaWlrx58yZN/7yTei0GBgayceNG1q9fj7u7O6DZH9ixY0c6d+4cbwdAtVrNyZMnWbx4Mbt27YpVFJQsWZKBAwfSqVOnNP1z+5pOnjxJ8+bNte3ss+cpQOnqdTA0Mubtq+dcO32E6KgoADp37szq1at1/oDl4cOHLFy4kDVr1sQqpGNm/AYOHEi5cuWS/0klQP5/+vuUHAWWLBEUQgiRbPT09FiwYAF16tTh33//5fz587xzfaE9EBWgaNGiDBw4kD59+mD44dDRtCxdunQsXbqUWbNmsXr1as6fP09gYCAWFhaUL1+eHj16kDVr4t3+APz9/QFNxzhdP9X/uItgaHBQnALL7dkjti3WzCh27do1TRUJ7u7u3Lhxg6CgINKlS0eFChWSHGNpaUnfvn3p27evzvdRFAU7Ozvs7Ozw8fHB1dWV8PBwMmXKRN68eb/KTMj34tGjR7Rs2ZKgoCAy58hF7wl/UqxC1Vg/w5glhMe2rWP9+vVky5ZNu+8wKUWKFGH+/PnMmjWLO3fuEBAQgIWFBcWKFZMW7OKbIgWWEEKIZKUoCo6Ojjg6OnL79m1Onz5NQEAA5ubmlClThpo1a353b1pdXV1ZsmQJGzZs4M2bN6jVarJnz07hwoXjndWKj7m5OaA5RFZXIYH+2q+NTf87QDUsNIQLB3ezad4MQgL9yZEjB+PHj9f5uqnp+PHjzJ8/H2dn51jLwQwNDVmzZk2KFonW1tZpcmnet2LatGkEBARgky0Hk1bsJEOmLHFi0ttkpsfYGZhZpGPvqoX8888//PLLL2TPnl3n+5ibm8seK/FNkwJLCCFEiilVqhSlSpVK7TRSTFRUFMOHD2fhwoVxOie6uroya9Ys/vjjD/r27cu8efMSnbErU6YMAO9cX/Dy4V3yFCmR5P0vHnHWfj2lhwPZ8+QnMiKc+1dcCAnSFGq2trYcOnSIbNmyfc5T/GpUKhXDhw/XNvoAMDEzx8zCkqAAPyLCwggJCSEkJIQZM2YwduzY765QT8s8PT3ZunUrAG0Hjo63uPqYY78RnN23HV/P9yxfvpzffvvta6QpxFchBZYQQgjxGaKjo2nfvj07dmgOoLXJaotd607aph5P71zn+I4NeL55jZOTE+7u7uzcuRMDg/j/r7d8+fKULVuW69evc2jTCvpN+SfR+4cEBXJqzxbt3189userR/e0fzczM6NTp05MmjQp0YONvxUfF1fFylehYceelKleF30DAyIjwrl8/AAGhoZERUYyfvx4DA0NGTVqVCpnLWJs27aNiIgILNNbU6le4yTjDQwNsXPoxI4lf7Nu3TopsMR3RQosIYQQ4jNMnz5dW1w59h9Byx6D0ftos36x8lVo2rUf+9YtYfO8mTg7OzNp0iSmT58e7/UURWHQoEH06NGDM87byV+8NPZtu8UbGxYawtzRfQkO8MfMzIw9e/Zw9uxZvL29MTY2pmDBgrRv3z7N7Es5ffq0trhq3Lk3nYZNjDU7ZWhkTLVGrTBxu01wgB8AY8aMoVmzZt98G/MfRUzDrgIlymBoZKzTmMKlNfvqXr9+nWJ5CZEapMASQgghPlFoaCj//vsvAE269MWh9y/xxunp69O8+wBCgwLZs3IBCxYsYOzYsQnuI+ratSt79uxhzx7N2Vn3rrrQoF13ipSthKIohIWG4HJoDwfWL8P9xRMAli9fTr169ahXr15KPNWvYsGCBQAUKVMxTnEVi6JphZ8tT37evnyGk5OT9vcgUtfndKWO+T1LR2vxvdGtTZEQQgiRCD8/P27evMnFixd5/PhxnP1I35vNmzfj6+uLobExLXoMTDK+Wbf+GJuaERAQwMaNGxOM09fXZ9OmTbRq1QqAy8f2M7V3G/rW/YkhjSvTr+5PLJs6GvcXTzAwMGDlypV06NAh2Z5Xanj37h27du0CoGHHnknvq1IU7Nt0BWD16tWEhoYmHv8DuHfvHoMGDaJ06dLky5ePkiVL0r17dy5evPjVipeYTpkvH93VtmFPyvP7mvPjvvX9gUJ8KimwhBBCfDYXFxc6d+5MlixZKFOmDFWqVKFw4cIUKlSIOXPm4OPjk9oppoh9+/YBUKleUyysMiQZb2aZjioNmscamxBTU1O2b9/Oli1bqFWrFgBBfr54vXMnIiwMMzMzevfuzfXr1/n555+/8JmkHpVKxbt37zh06BDR0dEYGBlRrlZ9ncbG/Cz9/f15/vx5SqYZy8OHDxkxYgT169enRo0aNGvWjLlz5+Ln5/fVcviYm5sb9vb2lChRgoULF3Lr1i1evHjB3bt3WbNmDVWqVKFChQrcu3cv6Yt9odatW6Ovr4+v53uunzmaZLxKpeLYDs2B4+3bt0/p9IT4qmSJoBBCiE8WFRXFwIEDWbp0abyPP3v2jJEjRzJz5kz27NlDtWrVvnKGKcvb2xuAbLnz6jwmW+78AHh5eSUZq6enR9u2bWnbti2PHj3i/v37hISEkCFDBqpWrZpm9lbF582bNyxbtoylS5fy5s0b7fdVUdEc37Ge6k1aY2YR90Dgj1mkS6/9Ojg4OKVS1Xr06BEDBw7k+PHjcR7bt28fY8eOpWfPnvz555+Ympp+9n3u37/PpUuXCAwMxNLSksqVK1O0aNF4Y1+8eEHNmjW1e59y5C9EjSaOZMiUhaAAP1wO7+XJ7Wtcu3aNatWqcezYMcqXL//ZuSUlR44ctGjRgp07d7J10WyKVaiKuaVVgvEHNy7H090VRVE+6dwyIdICKbCEEEJ8ErVaTY8ePVi3bh0ABUqWpX677pSrZY+RsQnv3V5xctcmTu7ejLe3N/b29pw8eZJKlSqlcubJx9hYs4k/Mjxc5zGREZrzsExMTJKIjK1w4cIULlz4k8Z8q5YsWcLgwYOJjIyM85hKFc3qPyaybfFsfvlrKcUrVE3wOj4e77Rfp0uXLkVyjXH16lXq16+Pr68vANnzFKCCXUNMzS3wfOuGy6G9hAQFsGDBAq5fv87hw4c/6awutVrNzp07mTdvHmfOnInzeK1atRg8eDAODg7a5ZPh4eE0adIENzc3zCytGDh9HqWr1Ym1vLJhhx48vXODuWP64f3uDU2aNOHu3btkypTpC38iCRs/fjz79+/H/fljpvftwIBp/5IjX6FYMWGhIRxYv5Tti+cA0LNnT/Lm1f2DCiHSAlkiKIQQ4pOsW7dOW1y17jucKat3U71xK0zNLdA3MCB7nvx0GjaBWZsPky13PkJDQ3F0dIz3TXVaVaiQ5k3jjXMndN7jcvPsCQAKFiyYYnl9y+bPn0+/fv2IjIwkQ6YsOPYbwV87TrLoyDWmrd9Pg/Y/Y2phSXCAP7MGdube5fMJXuvsvu2AZu9OgQIFUiznN280hYmvry/WmbMydtEG/tpxgnaDxtD854H0HDeTBYev0PGX8Sh6ely4cIFOnTrp/JqIioqid+/eODo6aosrm6y25C1akoxZNQfvnj59GkdHR/r27Ut0dDSgaYn+4MEDDAyN+HXBOspUt4t371qBkmWYsGQLFlbp8fDwSHDGObmULVuWjRs3YmhoyMuHdxjtWJdpfdqyb60ThzevZvUfExnUoIK2uGrYsCELFy5M0ZyESA1SYAkhhNCZWq3WttOu0qA5Dn1+SbApgU02W0bPX4u+gQFubm7aRgbfg549ewKas6ee3L6eZPzz+7d5evcGAL169UrR3L5F165dY+jQoQCUr9OAf/acxaHPL9jmLUB6m8zkK1aKbqN/Z/aOk+QuVIzoqEj+GdWX4ED/ONdSq1Qc/7B3p0+fPgmeK5Yc5s6di4eHB5bprZm4bBslK9eM83o3MTWjadd+9J2sKRr27t3LpUuXdLr+4MGDWbFiBQDlatfnt+XbmbvfhekbDjBv/0UmLttGuVr2ACxbtowhQ4YAsGjRIgAq129GgZJlEr1Hlpx5tO3+lyxZQpSODSg+l4ODA0eOHKFYsWIA3L/qwsZ/p7Pmz4kc2bKakKAAzMzMGD58OHv37sXIyChF8xEiNUiBJYQQQmdXrlzh+nVNQdG0a78kO75lyZGbCnaNgP/eFH4PSpcuTZUqVQBYMmUEAb7eCcYG+vniNGkYAOXKlaNChQpfJcdvydy5c1Gr1eQuXJzBMxdiZBL/PqUMmbIwZsE6zCytCAn054zz9liPq1Uqgvx98fV8j4mJCb17906xnMPCwrTFT7Pu/cmSM0+i8TWbOlKwVDlAt9f62bNncXJyAqBlz8EMn7Nc244fNC3Mi5arzPC/V9CixyDtdXfv3o2LiwsA9Rw76/Rc7Bw6oSgKr1+/5vLlyzqN+RK1a9fm7t27nDp1is6dO1O5cmVKly5NvXr1mDt3Lm/evGHOnDkYGhqmeC5CpAYpsIQQQujs/HnNsi3bfIXIW7SkTmNqNHUE4MKFC9/VeTfz5s3DzMyMty+f8Vu35lw4tJvIiP/2ZEVFRuByeC+TurfA7dljTExMtOc9/Ui8vLzYunUrAI079U7yENr0Npmp1Uzzmjm8aSWhIcG8c33BtsWz8ff2IjIiAkVRWLt2Lba2timW99GjR/H29sbQyJhazdvpNKaeYxcAtm7dmuSS2JilcYVLV6DNgFEoioJarebhjcvsW+vEtsWz2bfWiUc3r9BmwCgKfTiU9+NlfrkLFdcpr4xZsmGZ3hqA9+/f6zTmSymKQq1atVi3bh0uLi7cuHGDo0ePMmTIEKysEm5+IcT3QJpcCCGE0FlAQAAA6TPqvlE+JjYyMpKwsLAv6rL2LSlfvjy7d+/GwcEBDzdXFowbTDprG/IWKQGKwsuHd/H39gTAzMyMbdu2Ubly5VTO+utzcXEhPDwcY1MzKtk30WlMrRbtOLhxBR7urvSsXkT7/SaVlqMoClu3bsXR0TGlUgbA3d0dgKy58mCZPulW/AAFS5UFNE0ofHx8yJIlS7xxXl5e7NixA4AG7X9GrVZzYudGjmxZxeunj+LE5yxQmPwly/D45hWOHv2vBbpKFa3z84mJTckllUIIDflXJoQQQmcx3dGCAvx0HhPkr+m+pq+v/8kd9L519vb2XLp0iRkzZrBt2zYCfLy4deGU9nFDQ0McHR0ZO3YsJUvGnfF7/fo1d+7cISQkhPTp01OxYsUU74r3tfn7a/ZRpcuQESNj3X7/MQ0ePpYjRw6srKwwMzOjcePGyZpj4pI4+PgzPHr0iKioKBRF4adqtZk3pj+Xjx/QPp67cHHSZchIgK83rx7d4/XTR9rCK2acWq3m/tULOp0d9urxfYL8/QDIlStXsj8fIURsUmAJIYTQWcz+oVeP7uH+/Am2+ZLuiHfh0B5AM+OT1J6ttKhYsWKsX7+ev//+mx07duDu7o5arSZ79uw4OjrGmcVQq9UcOnSIhQsXcuDAgVjLJs3NzencuTODBg2iRIkSX/uppIiYGcvQ4EDUarVOr4GQwEDt1/v376dIkSLkzp2bY8eOpVie/y9m+eE71xcE+vnqNIv19I6mkYmxsTHW1tYJxoWGhgKgb2jIihnjtMVV7RbtaNy5Nzny/9eW3+3ZIw6sX8apPVu036tcuTIuLi4c3bpWpwLr2DZN18/SpUtTqlSpJOOFEF9G9mAJIYTQWY0aNbQHnx7cuCLJeD8vDy4c1hRY/fv3T9HcUlvmzJnp378/06ZNY/r06QwcODBOcRUZGUmvXr1o3Lgx+/fvR61WY2JmTnqbzBgYGhEcHMySJUsoXbo0y5YtS6Vnkrxi3tAH+ftx/8oFncZcOrYPAGtra+zt7cmXLx/6+voplmN87O3tyZgxI5ER4ZzeuyXpAcDRbWsBaNu2baINHGIOio6KiODCwd0AdBo+kT6TZscqrgBy5C9Mn0mz6Tz8N+33ypbVLEW87XKaM/tiNwL5f3cvndMWZwMGDPguP+QQ4lsjBZYQQgidKYrC4MGDATixc4P2DWV8Av18+WtodyLDw7G2tqZt27ZfK81vklqtpk+fPqxcuRKAkpVrMmreGpafvseiI9dYeuoOvSb8gW3egkRHR9OnTx/WrFmTyll/uYIFC2JnZwfAoc0rk4yPiozg2HbNjEvPnj1TrdOciYmJth3/vjVOvHd7lWj82X07eHL7GqApZBJTsmTJWAf+lqhUgyad+yQ6pnHn3pSsXAMAV1dX7TLJJZOGs93pbwL9fGPFh4UEc3jzKv4a2p3oqEjKlClDly5dEr2HECJ5SIElhBDik/Tu3ZumTZsCsGrmeOYM78mdi2dQqVQABPj64Lx6MeM6NuTFgzsABAcHc/jw4VTL+Vuwa9cuVq9eDYBjvxH8unA9ZarbofdhZsbE1Aw7h45MW7+fn6rVAaBv3768e/cutVJONgMHDgTg2qkjOK9xSjAuOiqKpVNG4eHmip6eHn379v1aKcZr6NChZM6cmQBfb6b2cuTOpbNxOmGGh4ayb60TTpOHA9CsWTMqVaqU6HWNjY3p0KGD9u/123XTKZ+Y86z279/PvHnzqFmzJmq1mp1L/2FQwwr8O7ofa/78jYXjhzCwYQXW/PkbkRHhFC9enP379393eyCF+FbJHiwhhBCfxMDAgK1bt9KpUyd27drFtVNHuHbqCEYmJhgZmxAcGID6Q7Glb2CAiZk5wQH+tG7dml27dtG8efNUfgapI6ZFe7la9rTqPTTBpVrGpqYM/dOJ4S1q4OflwYoVKxg/fvzXTDXZtWrVio4dO7Jx40Y2zZ3O0zvXadihh/bcp+ioKK6dPsr+dUu0s0CzZs0if/78qZp39uzZ2b9/P/Xr18fH4x0z+3cke54CVKzbCBNzC7zeunHh0F5CPhyIXLVqVTZu3KjTMrxatWoxb948FEWhTPW6OuVTpnpdFEVBpVLx7t07jhw5wu+//86SJUvw9vbm8rH9seLNzc3p1q0b06dP1y5LTCtUKhUXLlzA1dUVtVpN1qxZqVGjhhxMLNIEKbCEEEJ8MlNTUwYPHsyuXbu034sICyMiLAwAy/TW1G7ZnnqOXTA1N+evoT/z5PY1OnXqxMuXL8mYMWNqpZ4qHj16xMmTJwFo2LFXkm/ATUzNqNOqA7uWzWXJkiWMHTsWPb20u+hEURRWrlyJWq1m06ZNXDlxkCsnDpLeJjNmFunw9/EkOMBfG1+3bl06d9btEN2UVr58eVxcXBg4cCDHjx/nzcun7F4xP1aMmZkZPXr04M8//9T5GIKYs6AMDI3Q17F1ur6BAQaGRkRGhBMWFoaxsTHTp09n4sSJbN26lXPnzuHv74+FhQXlypWjc+fOaa4rpb+/P0uXLsXJyYnnz5/Heixr1qz06tWLgQMHkjVr1lTKUIikSYElhBDis8TMyBQuXYF+U/7mvdsrIiPCMU+XnnzFSsVqyT1q7iqGt6pFkJ8vq1atYuTIkamVdqq4fv06AFYZM1GsfBWdxlRp0Jxdy+by+vVrPD09EzxTKa0wNjZm/fr1tGrVigULFnDmzBn8vDzw8/KIE3v8+HFy5cpFz549mTt3LsbGiR9OnNIKFy7MsWPHePjwIcuWLePu3bsEBweTIUMG6tWrR7du3T55hijmQ4bIiHC8372JtzX9//N+90Z7mPXHXQpNTEzo2rUrXbt2/aQcvjXPnj2jUaNGPHnyBNAU5tZZsqEoevh6vuPdu3dMmzaNpUuXsm/fPm1XUyG+NVJgCSGE+GTu7u7s2aPpDti4c2+y5MxDlpx5Eoy3sMpA7ebt2LfWicWLFzNixIgfqptZcHAwAOaWVjo/b4t06bVfBwUFpfkCC0BPT482bdrg6enJmTNnAFD09ChQogwV7RphZZMZ9+ePObVnC/7enixZsoQnT558M/uHihQpwpw5c5LlWiVKlCBHjhy4ublxYtdG2vRP+kOHE7s2ApoW8vGdq5aWvXv3jrp16/Lq1SuMTUyp3647dq07kSVHbkDTkfTU7s2aA6g9PLC3t+fChQsUK1YslTMXIq60u95ACCFEqrl06RLR0dGYWaSjbE17ncbUbOYIwPPnz3n79m1KpvfNiVmmFeDrhSo6WqcxH8/sxCwn+x4cO3aMQYMGAVCycg0WHLzMlNW7adK1L9Ubt6LdoDHMP3CRTsMmoCgKJ06c0DbJ+J4YGBhom3gc374eX8/3icb7er7n+Pb1gKb5iYGOywrTihEjRvDq1StMLSyZuHwbHYaO0xZXAOltMtOy1xB+X7uXjFmz4+/vT69evVIxYyESJgWWEEKITxYQEACAZQZrnfePWGXMHGf8j6JKlSro6ekR5O/HjXPHdRpzxllzvlHhwoW/qz1r06dPR61WU+in8oz8dxUZMsWdmTMwNKJJl750HjEJgNWrV+Pq6vq1U03UjRs3GDZsGK1ataJ58+b06tWLQ4cOabtp6qJ3795YWVkR4OvNzAEd8XzjFm+c5xs3Zg3sRICvN1ZWVvTu3Tu5nsY34f3792zbtg2An8dMI1+xnxKMzZIjNwOna/bAubi4aJffCvEtkQJLCCHEJ7OwsAAgOMBP5zeUQf7/ndMTM/5HkTNnTpo1awbA/rVLkpzF8vfx4oyz5g3n93Q47L179zh16hQA7QaNxtAo8b1VDdp1xyarLSqViiVLlnyFDJN27tw5qlSpQtmyZfn333/ZvXs3zs7OrFixgkaNGlGoUCGdzy/LkiULu3btwtjYGLdnjxnesiYLxg3ixrkTPLt3kxvnTrBg3CCGt6zJ66ePMDIyYseOHd9dg4dVq1YRGRmJVcZMVK7fNMn4wqUrkKeIZonkt/K6EOJjUmAJIYT4ZOXKlQMgyN+POxfP6DTm/MHdgKb1dbZs2VIqtW/WkCFDAHh44zLLp/9KdFRUvHEBvt78ObgrIUEBWFlZpfnGBR/buXMnANnzFKBI2cpJxuvp62Pn0BGA7du3p2huutixYwd2dnZcvHgRgNyFi9O4c2+adetPyco1AU2jhu7duzNu3DidrlmnTh2OHTtG9uzZiY6K5MKhPfw1pBsTuzTjryHduHBoD9FRkWTLlo1jx45Rt65uLd3Tkps3bwJQvk4DDAyTbsOuKIq2EIsZK8S35PtawCuEEOKryJs3Lw0bNuTQoUMc3LCcUlVqJTrLEhYawomdGwDN/hH9D4fr/kjs7OwYP34806dP59TuzTy5dY16bbpS2b4JphaWeL9/y+k9Wzi5axOBfj7o6+uzZcuWNHd+UWI8PDT7ynIVKqrzrFyuQsVijU0tLi4udOzYkcjISHIXLk6PsTMoULJMrOfx/vVLNs2byeXjB5g5cya2trY67R+rXr06L168YOfOnSxevBgXFxciIyMxNDSkcuXKDBgwAAcHh+/2DKiYJjBmFrq3lDf/EBszVohvicxgCSGE+CwxjQpuu5xmy4I/UKvV8caFh4Yyd3Q//Lw8MDIy+qE3pk+dOpXff/8dAPcXT1jz50T625ele5WCjGhZk72rFhLo54OlpSXOzs40aNAglTNOXjGFta6NPgBUKk1sajd1GD9+PBEREeQqWJSJy7ZRsFTZOEVilpx5GPLHYqo1agXAxIkTCQkJ0en6RkZGtG/fntOnTxMeHq79c+bMGdq3b//dFlfwXxMXX493Oo/x9ngba6wQ3xIpsIQQQnyWxo0ba7ug7V21kGl92nL5+EHt0rfQ4CCOblvLuE6NuHVec8jukiVLyJ496fN+vleKojBx4kTu3bvHoEGDsLS0jPV47ty5mTlzpvY8oO9Nnjx5AHh08wpRkRE6jbl35QKg+dmklgcPHmgPiu42egpmFpYJxurp6dFtzO8YmZjg6+vLli1bPvl+iqJgZGT03ey9S0rt2rUBuHLiICGBSTfAUUVHc27fDgBq1aqVkqkJ8VmkwBJCCPFZFEVh4cKFDBgwAIAH1y7y76g+9KhehD52pehduwSrZo7n7ctn6Ovrs3TpUrp37566SX8jihUrxvz583n//j0PHjzg6tWrPH36lGfPnvHrr7+SKVOm1E4xRbRv3x5DQ0P8vT25cuJQkvFhoSHaZh+p+dpZv17THt02XyGd9o5ZpEtP1QYtAFi7dm2K5vY96NChA1ZWVoSHhXJky+ok4y8c3ovXO3f09PS0H/II8S2RAksIIcRn09fXZ8GCBRw/fhwHBwf09fWJjAgnyM8XVXQ0FhYWDBgwgNu3b393raWTg6mpKUWKFKFcuXLkz5//u9+bljVrVlq3bg3AxrnT8X6f8HloKpWK1bPGExoUiLm5OV26dPlaacbx+vVrAIqUqajzrFLhMhUBcHOLv/W6+I+5uTl9+vQBYJvTHM7sS7ihyZ2LZ1g+bTQADg4OqTqzKURCpMmFEEKIL6IoCnZ2dtjZ2fH27Vvu3btHcHAwVlZWlCtXLs4yOPFjmzJlCrt378b73Rum/NyKrqOnULZGPfQ+Ki7dnz9h66K/uHLiIKDZy5TSe238/PzYsGEDd+/eJTQ0lAwZMlC/fn0aNGjw31EEn7BiT9HTfIb9Kedi/ch+//13Ll68yNmzZ3H6bRhn9m6lXpuuFClTET19fV7cv82x7eu4fvY4apWKwoUL4+TklNppCxEvKbCEEEIkm2zZsv2QLdiF7m7fvk1YWBgAXu/c+Xt4L2yy2lKiUnX0DQ1xf/6Eh9cvxRrz5MmTFMvn/fv3TJgwgQ0bNhAaGhrrsX///Zd8+fKRN29eAF48uKPzdV/cvw3w3Z1ZlVJMTEw4cOAAHTp0YN++fdy/6sL9qy7xxlasWJG9e/d+Vwdwi++LFFhCCCE+iZ+fH2vWrOHMmTP4+/tjbm5O2bJl6dmzJzly5Ejt9EQyevz4McuWLePWrVuEhoZiZWWFnZ0d3bt3x9ra+pOvp1armT59OgBFy1bGzNKS62eP4/XOnVN7YjeDsM1XiDyFi3P+4C5Wr17NlClTkuU5fezp06fY29vz8uVLAMwsrfipai1MzMzxcH/N/Svnef78Oc+fPwfg+b1bPL9/i3zFfkr0umGhIdplbu3bt0/2vL9XFhYW7N27lzNnzrBo0SJ27txJ1IemOYqi0KBBAwYMGEDjxo2/++W0Im2TAksIIYROgoODGT16NKtWrYrzSf/evXuZOnUqLVu2ZN68eT90p8DvwbNnzxgwYABHjhyJ89j+/fsZP3483bt3Z/bs2Zibm+t83YsXL2oPhu06egq5CxXD+90bzuzbhoebK1GRkaTLYE35Og0oUrYyquho7l+9gK/ne5YtW0aVKlWS6yni4+NDw4YNefnyJabmFnQaNpFqjVphbGqqjfFwd2XPygWc3LVJ+72N/07n14XrEz0Qd4fTHEKDAjEzM/uuDor+GhRFoVatWtSqVYugoCDevXuHSqUic+bM39WZcOL7JgWWEEKIJKlUKmrXrs3Vq1cBzYGgleybkiFTFkICA7h8fD8+Hu/YsWMHly9f5vjx4xQsWDCVsxaf49atW9SrVw8vLy8AsubKS8W6jTGzsMT73RsuHN5DcIA/Tk5OXL9+nSNHjui8P2r37t0AFChZltwfDhDOmDU7rXoNjTde38CAOi07sHPZv+zatStZC6x58+bx7NkzTMzMGb9kC/mKlYoTk9k2F70n/olVxkzsXj4PgPtXXfhr6M/0nvgnNtlsY8WHBAawY8nfHNy4AoCRI0fKOU1fwMLCggIFCqR2GkJ8MimwhBBCJMnHx4erV6+ib2BAx6HjqePQERNTM+3jnYZN4MqJgyyfPpbXr1/TqFEjrl27lqpvLtVqNWfPnmXVqlU8f/6cyMhIMmXKRMuWLWnfvj2mH81UCA0PDw8aN26Ml5cX6W0y02fSbEpVqYWe3n9NhzsNm8DxHRvYOHc6ly9fpl27dhw8eFCn7noeHh4A5Mine/GdI38hAG3BlxwiIyNZunQpAE279ou3uPqYY78RXDzizDvXF4Cmk93QZlUpW7MexStUQ09Pj1ePH3Dh0G7CQzUHC3fu3JlJkyYlW84AV65ciff17ODg8F0fRCxEWiMFlhBCiESFhYVpmxIMmrGASvWaxInRNzCgcv1mZMmZh997OfLs2TOWL1/OiBEjvna6ABw/fpxffvmFu3fvxnls7969jBgxghEjRjB27NhYxcOPbsGCBbx58wbzdFZMWLqV7Hnyx4kxMjGlUadepLfJzPyxAzl8+DBnzpzR6cDXmCIgZl+NLmJiDQ0NdR6TlCNHjvD27VvNDFmrDknG6+npUc+xC+v//h0LCwusra1xdXXl2qkjXDsVexllunTpGDFiBBMmTEi219a5c+cYNmyYdgb5Y1u2bCFLliyMHj2aYcOG/TCHEwvxLZMCSwghRKKCg4MB+Klq7XiLq4/lLVqSeo5d2L9uCYsXL2bYsGFfvYDZvHkzXbp00b4xL1quMiUr10TfwBC3Z4+4eNQZX19fJkyYwP3791m7dq1smAciIiJYtmwZAI079463uPpYlQbNOb5jPfevurBo0SKdCqx8+fIBcO/yOaIiIzHQoWi67XIaQNvJLzm8eKGZicqRvzAZMmXRaUyJStUBCAoKwtXVlXPnzrF69WpevXpFVFQUmTNnpk2bNnTs2PGT9qUlZdeuXbRv356IiAgA8pcoTclKNTSv5+ePuXryMO/fv2fEiBHcv3+fpUuXyocGQqQyKbCEEEIkyNfXV9vQol4b3Q56refYmQPrl/Ls2TMuXbqUrPtmkuLi4kLXrl2JiooiX/Gf6DtpNjkLFIkV02XEb+xY+i+HN61k48aN5MqVi5kzZ361HL9Vp06d4t27d9p9T7qo59iF+1dd2LlzJ6GhoUkuu+zcuTPjx4/H1/M9188cpWLdxonGB/j6cPGIMwA9evTQ7YnoIKb4/pTCWt/gv2JQpVLRrFkzmjVrlmw5xefKlSt06NCBiIgIchcqRu/f/ozTwdDPy4Nti+dwctdGVqxYQY4cOZg8eXKK5pWU6Ohojh07xuPHjwkPDydjxow0aNBAmt+IH4Z8xCGEECJB7969035duHQFncZkyZkHq4yZAHBzc0uRvBIyefJkIiMjyV2oGOOdNscprgAsrDLQbdQUmnUfAMDff/+drPt70ip3d3cAMmXPSXqbzDqNKfhTeUBTsHh6eiYZb2trS8uWLQFYN2cK3u/eJBgbFRnJ0ikjiIqMIGPGjLRp00annHSRObPm+b17/YqIsNAkojVeP30IaJYqfq29hZMnTyY8PJycBQozcdm2eNvDp7fJTK8Js2jYoScAf/zxBz4+Pl8lv/8XFBTEzJkzyZcvHw0bNmTIkCGMGjWKHj16kCtXLtq0acPFixdTJTchviYpsIQQQiRIrVb/95dP2NsRsw8k1vgU9uTJE21b8Q5Dx2FqbpFofOu+w7BMb01ERAQrV678GimmCSm9h2f69OlYWVnh/e4Nk35uicvhvURFRmgfV6vVPL51lVkDO3P9zDFAUwSbmJgkWw4NGzbExMSEkEB/Lh7dp9OYo1vXAny1M5ieP3/OwYMHAeg4dDxmlukSjFUUhfaDx2CezoqwsDBWr16d4vn9vzdv3lCtWjXGjRuHq6srip4euQsVo0CJMqSztiE6Oprt27dTrVo1bYORiIgItm/fztixYxkyZAgTJkzgyJEjqFSqr56/EMlJlggKIYRIUJYs/+1PeXb3Jj9VrZ3kGK+37vh5a2YzsmXLllKpxbFli+ag2qy58lKiUo0k442MTajdoh3OaxazceNGRo8endIpftNsbTUtxz3cXfHz8tBpFuvJ7WsAGBgYkClTJp3uU7hwYfbv30/Tpk3xef+W+WMHYpUxE0XLVkLfwJDXTx/i+uSBNn7OnDnJfpaUtbU1HTp0YNWqVexeMZ+yteyxSJc+TlxUZASXjx9g9/L5uD1/DMCePXvInTs3ffr0oVevXmTNmjVZc4uxefNm1Go1mXPkomQVHRqImJhSq3lbDqxfxvr16xk+fHiK5BWfgIAAGjZsyJ07dzAwNKJx597Ubd2ZTNk1B49HRUZy/cxRdq9YwMuHd+jbty+HDx/mwoULsWbJQVOA58+fnyFDhjBw4EDZHynSJJnBEkIIkaCMGTNqZw6ObV+n05gTOzegVqnIlSsXVatWTcn0YolZ4pa/eGmdN/kXKFkGgLdv36ZYXt8KlUqVaPe+2rVrkzVrVqKjoji5e1OCcR87tk0zq+Pg4PBJbe+rVavGpUuXaN++PQYGBvh7e3Lx6D7OH9ylLa6qVq3K/v37U6xQGDFiBCYmJrxzfcGMfh3xcHeN9firx/cZ3rIWC8YN1hZXMV6/fs3EiRPJnTs3ixYtSpH8YpbXFihZVufXc6EPSzZj/i18LX/++ae2uBozfy3tB/+qLa4ADAwNqVi3MZNX7qBYec2ezJ07d2r3/JWsXIPK9k0pUqYioDnoeujQobRt21bb3EOItERmsIQQQiTKwsKCsLAwrp85xq3zJ/mpWp0EY92fP+HIljUA9OvX76t++qxdlojuyxK/4grGVOHq6srSpUtZu3Ytbm5uqNVqbGxsaNu2Lf3796dEiRLaWCMjI3r37s3UqVM5sH4Zle2bkS13vgSvffGIM/evugAwYMCAT86tUKFCbNq0iX/++YeNGzfy8uVL7dlODg4OlC5d+pOv+SmKFy/Opk2baNOmDS8f3mFYixqUqW5H+ToNCfTzZfvi2URGhKNvYEileo2p3aI9mbLnIDQkmCsnDnJi50b8vT0ZOHAgISEhjBw5Mlnzi1leq/ApSza/fov2j7tPtuw1mOIVqyUYq6dvQOSH5aB6+vq06DEI+zZdY82Wvn/9kn3rlnB8+3p27txJr169WLNmzTfbfl6tVnPw4EE8PT0xNDQkX758VKxY8ZvNV3wdUmAJIYRIlImJCUZGRqhVKv4e2ZseY2dQrVGrWC221Wo1dy6eYdHEXwgJCsDW1pY+ffp81Txz5NB8Yv70znVUKpVOn/o/ua05Vyhmedz3Ijo6mjFjxvDPP//E2c/i5eXFokWLWLRoEY6OjqxevVrbVnzQoEGsWLGCN2/eMLV3G/pOmk3J/ztoOCIslOM7N7Lx32kANGjQgJo1a352rlmzZv2qy9kAPD09WbFiBevXr8fY2Jjo6GjUKhXXzxzT7vsCsMlqy5iF67HNWyDW+DyFi9OixyAWTfyFy8f2M2rUKCpVqkSNGkkvTdVVzGvy2b2bOr+en927CXzdpbnOzs54eHigb2BIXYdOicZeOLSbJ7euoSgKQ2YtpmLdRnFisuTMQ89xM8maMw8b/pnGunXr6Nev31edDdfFixcv8Pf3Jzg4OE6Hy2LFijFgwAB69OghB5r/oGSJoBBCiCTZ2NhQrFgxIsPDWTJ5BEObVmHT3Bkc3LiC7U5/M6q1HbMGdibAx4tMmTJx8OBBMmbM+FVzbN++PYqi4OHmqj07KTERYaGc2qPZt9W5c+eUTu+rUalUdO/enTlz5qBSqciYNTttB45m0sqdTFm9h59/nUbOAoUB2L59O/Xr19e24s+cOTP79+/HxsYGPy8P/hjclVGt67B5/iz2rl7EqlkTGNiwAutmTyY6KooKFSqwZcuWNPNpvUqlYuLEieTIkYOxY8dy7949goOD423GYmBoFG9xFcPI2IRB0+dRoGRZAP79999kzbVdu3YAvHN9wb0r55OMjwgP49TuzQB07NgxWXNJzL179wAo9FM5bffQhBz9sKS0epPW8RZXH2vSpS+FPnQuTallmJ/r0KFDlCpVisDAQFQqFYZGxmTOkQvrLJrC9v79+wwaNIgaNWrw/v37VM5WpAYpsIQQQiRJT0+Pc+fO0bFjRwwMDPD1fI/zmsWsmz2ZnUv/4c3LpwDUq1cPFxcXSpYs+dVzzJcvH40aad60bfx3GiGBAQnGqtVqtiz4g+AAf0xMTOjevftXyjLlzZ07l/Xr1wPQoscg5jpfoGXPwRQuXYGCpcpi37Ybs7Ycpc9vf6Gnr8+FCxcYOnSodnzp0qVxcXGhfv36ALx99Zy9qxayed5Mjm5do/2Z9e3bl5MnT361luVfSq1W07t3b6ZNm0ZERASW6a1p1n0Ao+auZtS8NTj2G4F15v8aVlSq1yTB4iqGgaERzbr3BzTNL5LzWIKCBQtqfweb5s4gLCQ40fidS/8l0M8HY2NjevTowbNnz7Qza0WLFqV8+fL07duXGzduJFuOgLY4NzFN/HBlt2ePeHb3JgD2bXVrWmL/4ey9bdu2ERCQ8L/nr+nMmTO0aNGCoKAg9PT1MbNMx6Kj1/h373kWHLzMn9uOYd+2G/oGBly7do369et/M7mLr0cKLCGEEDrJkCEDGzZs4NWrV0yZMgU7OzvKlStHzZo1GTZsGA8ePODo0aPkz58/1XKcPHkyxsbGuD17zNTebXh+/1acGH9vT1ZMH8vBjSsAGD16NNbW1l871RQRFRXFnDlzAKjbujPtBo1BL559cIqiULtlezoP/w2A1atXx/qkvUCBAhw+fJjHjx8zcuRI6tevT7Vq1WjSpAlz5szB3d0dJycn7dLCtGDEiBHadvzFK1ZjzIJ1dBgyljI16lKmuh0OfX7hz+0ntPG1W7TT6bpla9QjXYaMREdHc/LkyWTNedKkSRgaGvLy4V2m92sfp9kGQFCAH+tmT2bvqoUA9OnThx49elCgQAFmz57N5cuXefjwIdeuXWPp0qWULVuWatWq8fDhw2TJMUOGDAB4vHmd6LEM791eAWCezor8xUvrdO2Y/Z4RERFf/Uy9+ERHR9OtWzciIiLIWaAIVtY2mJiZY27534cMOfIX5udfpzFq7moMDI24ffs206ZNS8WsRWqQPVhCCCE+Sfbs2fntt99SO414VahQgY0bN9KhQwdePb7PhM5NyV+iNCUr18TA0BC3p4+4cvIw0VGRAPTo0YNJkyalctbJx9nZGXd3d/T09WnZa0iS8fUcO7Nn5QL8vT1Zvnw548ePj/V4wYIF+euvv1Iq3RSnUqlYv3498+bN49q1a9rv37t8ngmdm1CodAUatv+ZSvZNURSF8NAQbYzNR13wEqNvYIB1lmwE+Hrj6+ubrPlXrVqVNWvW0KVLF57dvclox7oUK1+FkpVrom9ggNuzx1w86kxEWBgALVu2xNnZmZcvXwKa/Uw1mrYmg00WggL8cTm8l5cP73DhwgWqVq3K8ePHKVOmzGfl5u7uzrJly7TL99yfP+bpnRsULFU23vioSM2/OUMjY52XlBoYGmm/Dg8P/6w8k9P+/ft5+fIlip4ew+csQ9FLeGaqVJVaOPYfweZ5M1mxYgVTpkyR/Vg/ECmwhBBCfFccHBw4duwYw4YN49q1azy7e1O7NClGlixZGD16NMOGDUsz+4d0ceDAAQBKV6tDxixJNzowMDSiZrM2OK9exIEDB+IUWGlZREQE3bp1Y/PmzdrvZc2VFwurDPj7eOHp7srjm1d4fPMKdS6do+e4GRh9dJhxeEhIfJeNV8zyPTMzs2TL//79+xw+fBgfHx+6dOnCsWPHcHNz4/5VF233xhgZMmRg6NCh7Ny5k5cvX2JqbkHfyXMoX6dhrOYYTbv25dHNKywYOxAfj3c0btyYO3fuYGNjo3NearWauXPnMmrUqDht/3cvn8eIf1fG25DDMr1mljjA15sAX2/SZUh6j+abF0+0X+t6zlpKWrJkCQBla9QlS8484H470Xi7Vh3YseRvfHx82L59O126dPkKWYpvgRRYQgghvjs1atTg6tWrXLlyhZUrV/LixQsiIyOxsbGhVatWODg4YGRklPSF0hhvb29AU0joKiY2Zuz3QK1W07NnT21xVbVRSxp36kW+Yj9pH3986yr71y3h6snDnNy1EUMjI7qN/h3rLNnwef+WyycOkqtQ0STv5frkAe9cXwCa1u9f6sCBA/z111+cOnUqzmPW1tbkyJEDCwsLVCoVmTJlolWrVrRv3x5nZ2du376NvoEBI/9dRdFyleOMVxSFImUqMmHpViZ2bca7d+9YsmTJJxXWM2bMYMKECQBkyJSFuq07Y2Jmzvq/f+fGueOsmP4rP/86PVaXUdCcOWdmkY6QoABO7dlC8+5Jt/Y/vmMDAGXLlv2kTp9qtZrr16/z9OlTIiIisLGxoWbNml+8pPXmzZsAVLJvplO8hVUGSlSswY2zx7h586YUWD8QKbCEEEJ8typUqECFChVSO42vJuZQ6IjwMJ3HxCwvM/lo9ialhIeHExgYiIWFRYre7/Dhw9pGHx2GjNM2ooihKAqFS1eg0E/l2bLgD/auWsiRLaup3tgBu1Yd2e40hxM7N9D85wEYGSeeZ8y5byVLlqRy5bhFja7UajVTp06NtWQ1S848ZMmRm/DQEJ7evYmPjw8+Pj6UKFGCQ4cOxSo6YpbqVbBrFG9x9bGsufJSv113di2by5IlSxgzZgwGBkm/JTx+/Li2uKraqCV9J83G0MgY0OxtdF6zmJO7NnHr/EnsWneiTPW6GBmb8Nb1OSd2biQkSLOk7vCmldRs6hjr/Kv/5/bsEecP7gI056zpMtMcHh7OmjVrWLRoEbduxd5/aWVlRffu3Rk8ePBn7xMNDv4wU2lhqfMYc8t0scaKH4M0uRBCCCG+E4ULa9qv3zx7AlV0tE5jrp85EmtscgsJCWHVqlVUrFgRExMTMmXKhKmpKSVLlmThwoUp0mEtptgoVaVWnOLqY4qi0G7QGPKXKA1o2ojXadUBfQND/Lw8cPptmHbvUHzOH9zFiZ2aWRZdi4CEzJ07V1tcFa9YnYnLtvL37jP8unA9k1buZP6Bizj2H4GhkTF3796lUaNG2p/d+/fvOX1aczRBPUfdZknsHDqh6Onx+vVrLl68qNOYf/75B4AiZSrSf8o/2uIKoP2QsbQdOBo9fX18PN6xffEcxndqzChHO/4e3oub5zQNRPT09PD1fM+M/h14//plvPd5du8mM/p3JCIsjNy5c9OhQ4ckc/Py8qJ27dr07dtXW1xlyJSFTLa5MDQyxt/fn7lz51KqVCn279+v0/P9fzEdM3083uo8JiY2ffr0n3VPkTZJgSWEEEJ8J7p3746enh5e79y5fvZYkvFvXj7jzsWzAPTu3TvZ8zlz5gx58+alR48eXLlyJdZjd+/eZdCgQeTMmZO9e/cm2z3d3d3Zt28fAA3a/5xkvKIo1G/bHYCLR5wxMjGh8/CJmr8f3ce0Pm25dvpIrIL19dOHrJg+loXjNY1E6tatG+ew2U/h4eHBmDFjAKjWqBVjF66naLkqsQq29DaZcej9C2MWrMPQyJg7d+5oz976uANk3qK6HZGQMUs2rKw1e6/evXuXZPzLly+1e/ya/TwQ/f+b8VIUhZY9BzNvvwsOfYbFankP0KxZMw4ePMjBgwe1nT6Ht6rFnOE9uXB4D7ddTnPGeRvT+rRlYpdm+Hl5YG1tzf79+5Pc2xYcHEyjRo24ePEievr61G3dmVmbj7Dw8FXmOp9n8dHrdBv9OzbZchASEkKrVq0+q+NjnTqaroZn9m7TKf7965c8uKYpXmvXrv3J9xNplxRY/0fRqK4oyl+KolxUFMVPUZQIRVHeKIqyQ1GUOqmdoxBCiO9bdHQ0Bw4coFmzZmTIkAF9fX2srKyoW7cu27dvJzKBWZXcuXPTtGlTAFbNHI+Hu2uC9wgO9GfBuMEAFCpUCDs7u2R9DidPnsTe3h4PDw8MjY2p3aIdE5Zu5a8dJ5m8ahf123XH1NyCgIAAWrVqxfbt25Plvg8fPkStVmNgaMRPVWvrNKaCXUMAIiPC8XBzpUSlGtrHHt+6ypxhPRnYsALjOzVmhENtxrS15/gOzRJEOzs7du7c+UV7+lasWEFERATpMmSk929/xttaP0ax8lVo1k0zK7d06VKioqLQ/yhepdJt5hLQFo36idwvxsmTJ1Gr1aS3ycxPVWolGGedORuO/YYz/+BlRvyzQvv97du307BhQ+rXr8/x48fJnTs3apWKa6eOsGDsIGYN7IzTpOHaBh6lSpXCxcVFp31tf/zxB1evXkXfwIDhc5bTc/zMWPvnzCzT0aD9z0zfcIA8RUoQGRlJly5dEvx3lJABAzT7xp7evcG9KxeSjN+3dglqtZr8+fNrzzQTPwYpsOKyA84CI4EKwHvgLmAJOAAnFEWZmnrpCSGE+J7dvn2bYsWK0aRJE/bt24efnx8qlYqAgABOnDhBmzZtyJcvH+fOnYt3/OzZs7G2tsbX8z2Turfk2PZ1hAYHaR+PiozA5fBeJnVrycuHdzA0NMTJySnezm+fy8vLCwcHhw/nBRXm791n6TNpNsXKV8E2bwEK/VSe7mOm8q/zBQqVroBKpaJz5848e/bsi+8dc/CtkYlpooXKx4xM/mufHejny+LffgEgZ86ctGjRAj09Pfy9PXnx4A5vX2pyLFGiBIsWLeLQoUOkS5fui3Jevnw5ALVbtk9yzxeAXeuO6Onr4+7uzsGDB8mePbv29/fw+iVAU0C/eHCHx7eu4v7iKSqVKtY13J8/IcDXW/s8kxLTgj5j1uw6/VwVRSF7nv8Oavb399d+Xa1aNZ4+fcru3btp2LAhmTJlwszMjKxZs9KmTRtOnjzJzZs3KVSoUJL3iYiI0Hb3a9lzCGVr1ksw1jJ9BobPWY6+gQHu7u6fPHNaoUIFqlSpAsDcMf2ITqBAU6vV7Fm5QFuEDxkyJFn/fYlvnzS5iEsBngJ/A5vVarUvgKIoRsBkYCwwQVGUS2q1el+qZSmEEOK7c+3aNezs7AgICEBRFEpXs6N6EwfS22QiyN+PC4f3cvXkIdzc3KhXrx7Ozs7Y29vHukbBggU5dOgQTZo0wdPTk5UzxrFp7gzyFi2JoqeP27NH+Ht7AmBsbMzGjRu1S5+Sy8qVK/Hz88MifQZ+XbiBDJmyxBtnmT4Do+euZmyHhni+ec2iRYu0ByV/rphDo0ODAgj088UyfYYkx3i9/e8Q2zV//sbbV8/Q19dnxYoV2Nvb4+rqysmTJ/H19cXMzIwSJUpQpUqVZGnxHxkZyfPnzwESLQ4+Zp05G3mLluTZ3Zs8fvyYZs2a0axZM/bs2cPuFfO5eGQfl47tJyoyQjsmk20u6rXuTO2W7bFMn4Fj29cBUKxYMcqVK5fkPWOW6YV9QrOGjwv7/1/mZ2BgQIsWLWjRooXO14vPnj178PDwQN/AkHqOnZOMt8lmS/k6Dbl0dB9OTk60bt1a53spisKmTZuoUqUKb9++JcDXG0NjEx69uUDOAoWJiozg9oXTHN22lhcP7gDQpk0bBg0a9NnPT6RNUmDFdRkoqlarYx3uoFarI4BxiqKUBhoBvQEpsIQQQiSLgIAAmjVrRkBAAJmy52TkvyvJWaBIrJgKdo3wfPOa2b/04PXTh7Ru3Zr79++TI0fsQ3ErVKjAlStX+OOPP1i3bh1BQUGxzk4yNDSkdevWjBkzhtKlSyfr84iOjsbJyQkAu1YdEyyuYsQs31r/9++sXLmSqVOnftF5UmXLliVjxox4e3tzxnkrTbr0TXLMyV2btF+/ffUMQ0ND1q5dqy1ec+XKRbdu3T47p8RERPxXBH08k5aUmJmusA9dIPv27cuePXviPfcNwNPdlU3zZrB39UIc+4/kxM6NgO7NOUqW1Oztcn/xBPfnT7DNVzDJMZePa/Zs5cmTJ1nPCPvYjRs3AChWvjJWGXU7K6uyfVMuHd2nHfspcufOzblz52jatClqtZqIsFCm9+0Vb2zPnj1ZvHixzF79gOQ3/n/UanXA/xdX/+foh/9Net5aCCGE0NHatWt5+/YtpuYWjFu8MU5xFSNT9pyMW7yR9DaZCQwMZPHixfHG5c6dm0WLFuHu7s6aNWuYOnUqkydPxsnJCVdXVzZt2pTsxRXA06dPefFCcy5U7RbtdBpTs3kbFD09/Pz8uHr16hfd38TERNtw4vCmVQQF+CUa7+floS02AJo0acKZM2do37699nseHh4sXryYiRMnMmHCBBYtWhSrscSXMDMzw9hY040v5jytpKiio3nv9gqAjBkzolar2bTpvyKxYKlyDJw+j5XnHrL+6iv+3n2GZt0HYGGVnuAAf9b8MZHIiHCKFy9O9+7ddbpn1apVKVasGABHtqxOMj4iLJRTuzXnkPXt2zfFDvSOaX9uaqH7Mk2zL2ydni9fPm7evEnGjBm1v7sYpqam9OzZk6tXr+Lk5ISzszNt27alRo0a1KxZk44dO3LgwAGidezyKdImmcH6dDGLo0NTNQshhBDfDbVarW0tXrNZG7LkzJNovFXGTNRv152tC/9k+fLl/Pbbb3He6MVIly4dXbt2Te6UExSzVwcgs22uWI+Fh4by+NYVAv18MDA0JmuuPOQqWBSLdOkxt0xHkL9frPGfa8CAAcyfPx+vd+78ObgbI/9dRboM1nHifDze8ufgbgT6+WBiYsKZM2dinZt2//59ZsyYwbZt22LNNAH88ssvODo6Mn78+C86YFhRFBo3bsyuXbs4uWsjle2bJjnmlstpfN6/RVEUGjZsyIYNG1i3TrPkz6HPMFr3HRaroMmaKy8dhoylQfvuzOzfCfcXT9DX12fXrl06H76rKAoDBgxg0KBBHNu+jsJlKlC1Yct4Y6MiI1g4fggBvt4YGxt/UYfFpMS0Tvf1SLoTYgyf91/eOt3IyAhTU1NMTU3x9vbGy8sLIyMjsmTJgqmpKcuXL6d58+a8efMmzthNmzaRN29eZs2aRdu2bT87B/HtkgLrEyia/1q1+fDX86mZixBCiO/HixcvePDgAQB2Dh11GlOnZXu2LZ6Nh4cHV65coXr16imZos5MTf9b5hYWEoyZZTreu73iyOZVnHbeTkigf6z4/CVKU9exC2GhIXHGf648efKwceNGHB0deXrnOr80q0qNJq2p2qglFlYZCPDx5Oy+HVw4vIeIsDAMDQ1xdnaOVVwdOXKE1q1bExSk2UeULkNG8hQpgaIovHh4lwAfLzZt2sTevXu1HfI+14ABA9i1axd3Lp7l4fVLFClbKcHYqMgIdi+fB2hm2/LkyaN9k165frM4xdXHrDNnY/T8NQxvWYvoqEiuXr1KwYJJL/WL0bt3b3bs2MHJkydZOH4ID65don67btrZ1uioKK6dPorzmkXaZYrz5s0jc+aEDxT+UrVr12bq1Kk8uX0N9xdPsc1bIMkxZ5w1bdZr1Uq4G+KnsLa21u79Axg/fjwzZswAQE9fn3K16pO/+E+o1Woe3bzCrfMnefHiBe3atcPNzY3hw4cnSx7i26Go1erUziHNUBSlD7AEiACKqdXqJNsdKYrilsjDWW1sbPRjTpsX4mMx6+pNTJLuKCVESpLXYsqLiIjAw8MD0LwJRsfVVH6e71GpVNjY2Hwzvx+1Ws2bN29Qq9VYpEuPoqdHkL8vMe83FEVB0dMDtTpOZzuAbNmyJdg2/FNfi2FhYfj4+MR7nxj6+vpYW1vHmgGMiIjA09MTtVqNvr4BphYWmj1PMYWLWk1EeBihQUFER0ehKAqZMmX6olbtHh4eREREoOjpYWmVAYP4rqVWE+TvR0S45ueQKVMmFEXRvnasrG3QNzRM8l7B/n6Eh4VibGxMpky67VuKoVKp8Pb2Jjw8XPs9fX0DFD0FVXR0rJ91+vTpsbCw+KTrf473798TGRmJsakZ5umsEo2NiowkwMcL0Pz8Epr51UV8r8fg4GDtLKyRiSlmFpZxui6qoqMJDvQn8sPPMGPGjMnywYJIHp07d8bLy8tdrVbnSDo6fjKDpSNFUcoCcz/8dYIuxZUQQgihi9gzDmp0rbC+xQ9JFUXBzMyM4OBgQkOCUEVHo1ar0dPXx8TMHGMTU02BBURHRhIWGkL4h9krPT29ZG0IYGJiQrZs2QgJCSEoKCjWuUdGRkZYWFhgamoaZ8bH399fU1wZGJAuQ0Ztvh89SYxMTDE0MibA15voqCj8/Py+aKYmY8aMeHh4EB0drelOZ2SMsakpevoG2oIuPCwU9YcCJn369BgbG2tn2PQNDHQqrkDzxj88LDTOskdd6OnpYWNjE+tnGh0dBR+2FCmKgomJCZaWll9UcH4KCwsLfH19CQ8NQU9fH1Pz+Iu66KhIgvx8AM3v/0uKq/io1WoCAgIAMDYxxdwqfbxxevr6WFpZE+jvQ2R4OAEBAVJgfWekwNKBoih50XQMNAE2ArN1HZtY9asoipuxsbFtgwYNvjxJ8d05fPgwAPL6EKlNXospL+bNeWRkJENmLaJy/WZJjnlw7SJTe/cE4MmTJxQokPTSqM/x6NEjzp49i7+/P+bm5pQrV47y5csn2rTg6tWrsZbb5SlSkrGLNmCSPgPh/xerD9w+uo/5YweiVqmYPn0648aNi/e6X/paDA8PJygoKNE3/zdu3NAu95u8aheFcpZO9Jqv/W/wW6/mAFy5coXy5ct/Vm4Abm5uODg4cOXKlQRjzMzMmD9/vra9+LRp05g4cSLFyldhwtKtOt3n5aN7jOvlAEBQUJDO+7D+n1qt5tKlS9y7d4+QkBCsra2pXbs2tra2n3W9zxVzjlpMo488RUpi37YrP1WthYGhMW9ePuXEjg1cPLqPqMgIMmXKhIuLC/nz5/+i+/7/63Hr1q38/PPP6BsYMP/AJfRtEi+4PaOeMbJLbQBOnDiR7McliM+THIW3FFhJUBQlK5rOgdmA/UB39bf4kaEQQog0K3369LRu3ZrNmzdzZOsanQqso1vXAJp9JClRXO3du5e5c+dy4sSJOI+VLVuWQYMG0bVr13iX85UvX55GjRpx8OBB9A0MGfHPikTPo6ps35SXD++yd9VCnJycGD16NAYGmrcoL1++xMXFhcePH1O0aFH09fU5ffo0lStX/uQ3QsbGxkmOWbFiBQB5ipSgYKmkz4cqUKIM+YqV4vn92yxfvvyLCqwcOXJw6dIlzpw5oz3EOCAgAENDQ4oUKULv3r3p2rWrtrEDoF2CF+ine3OQoA+xiqJ80cyJoihUrlyZypUrf/Y1koOenh5r1qwhXbp0LFmyhJcP77Ds91HxxubPn5/9+/d/cXEVn40bNd0oK9RpSPokiiuA7HnyU7xide5dPseGDRukwPqOSJv2RCiKYo2muMoPnAbaqNXq+I/tFkIIIb7AgAEDAHh4/RL71jolGnt23w4uHt0Xa1xyUalUDBs2jBYtWmiLq4xZs1OgRBmy5soLwPXr1+nRoweOjo6EhsbfVDemBXaleo3JmCVbkve1b9sNPX19Xr9+zcGDBzl69ChNmzYlX758dOzYkcmTJxMYGIifnx+1a9cmc+bMjB07Fje3xLY6f7rHjx8DULq6nc6txcvW1JyX9eTJky++v6Io1KpViy1btuDv709kZCTh4eHcvn2bwYMHxyquACpWrAjA66cPef30oU73uHBoN6AphL+XM5oMDQ1xcnLi2rVr9OrVK07hWLVqVdavX8+9e/coXLhwiuQQ0zGwQMmyOo8pUKJ0rLHi+/B9/KtKAYqiWAAHgBLAFaCZWq2W1uxCCPGDioyM5NGjR1y5coWHDx9+1v6VxFSvXp0uXboAsPHf6SybOpo3L2Nv9/V848aGf6biNGkYoFmaFLNULLlMmDCBf//9F4CfqtZm/JItzNt/kd/X7uXv3WeYvuEANZo6ArB79266du0abxOJmENcdZmNA8iYJRuFftLM/vzxxx/Ur1+f/fv3o1arSZchIznyF4rVLCAgIIBZs2ZRtGhRjh079iVPOZaY5g0xB/nqwtBIMysW0/QgORkYGCRa6FWpUkV7CPDBDcuTvJ6flwfnPxRY/fv3T5YcvyVly5Zl2bJleHt78/z5cx48eICnpyfnz5+nU6dOyb7v6mMxvyc1ui90kkVR3ydZIhgPRVGMgT1AJeAe0FCtVgemblZCCPF9iIqKYt++fSxevJhLly4RGBiIpaUllStXpn///jRp0kS7POxb8Pr1a5YuXcqyZctiHS6bMWNGevbsSd++fcmXL98X30dRFJYvX05oaCjbt2/n5K5NnNy1iQIlymBlk4kgP18e37qqfUNWp04dtm3blmDHvc9x584dZs6cCUCD9j/TddSUOG/u8xYtSf/f/yFfsVKs+fM3tm/fzu7du3FwcIgVFzODZW6p+wGwMR3gzp/XnIRSrHwVmnTpy09Va2uaZLjfJioiggp1GnLl5CFAs4eoSZMmHD9+PFla1WfMmBGAt6+e6zzmrasm1sbG5ovv/6kURWHw4MH06dOHU3u2kKtQMRp2iP/cqUA/X/4a2p3I8HAyZsxIu3a6HQSdFpmampI3b96ves/s2bMD8OT2dZ3HPL2j+SAiR47PblgnvkEyg/V/FEXRBzYDdsAzwF6tVvukblZCCPF9uHz5MgULFqRVq1YcOXIEf39/VCoV/v7+HD58mJYtW1KoUKFEN/l/TevXr6dAgQJMmzYtVnEF4O3tzZ9//kmhQoVYvHhxstzPyMiILVu2sHDhQu0ypqd3b3Dt1BEe3byCWq0md+7c/PHHHxw6dAhLS8tkuW+MmOeRs0BhuoycnOjMSYP2P1OhjqYZxMKFC+M8rj0A1vN9nMcS8nGsnUMnxjltpkyNurFmrgwMDanj0FF7b9C0Ve/UqRNRUVE63yshTZtqDvq9dGwfQQF+ScaHBAbgcnhvrLFfW48ePWjZsiUAa/+axF9Df+bW+ZPamcUAXx+cVy9mbIcGvHhwBwMDAzZu3IiZmVmq5Pu96tSpEwDXTh3G1zPpg4/dnz/h/tULscaK74Ocg/V/FEXpgKZTIMATwCOB0LdqtbpNAo/pei83W1tb2+RePy6+D9K5TXwrkuu1eO7cOerXr09oaCiKnh7latlTvbEDlumtCfD15tyBnVw/cwy1SoWZmRlHjhyhWrVqyfEUPsv69eu1S/ass2SjXuvOVG/SGquMNgT5+3L+4G6ObluHp7srAAsWLGDgwIHJdn+1Ws2pU6c4d+4cAQEBWFhYUKFCBRo0aJCss1YxQkNDyZw5M0FBQfQYN4N6jl2SHHPv8nmm92sPxO1k2LJlS/bs2UOpKrX4dWHS5z26PXvE6Db1AMiUPQf/7DkXq7Dy9XxPep+nhIeG0KNH/DM0a9asoWvXrkneKzEhISHY2tri5+dHs2796TA0/o6GMbYs+IM9KxeQLl063rx589kd+b5UWFgYXbt2Zdu2bdrvGRobY2hkQmhQgHbm08zMjM2bN9OsmW5LN0XC/v+/jZGRkeTOnZu3b99SsV4ThsxalOAet6jICP4c0p27l85SrFgx7t69q/OeP5GycuTIgbu7+xedgyUzWHF9vDi3IFAtgT8V4g4VQggRH09PT1q0aEFoaCjZcudj9s5TDJ+znIp1G1O0XGUq1WvCiL9XMHvHSbLlzkdISAjNmzfHy8srVfJ9+fIlPXtqWqCXqFSDv7afoGWvIdhks8XQyJgMmbLStGs//tp+nPJ1NG+uhgwZwt27d5MtB0VRqFOnDhMnTuSvv/5i0qRJNG7cOEWKKwBXV1ftmUofzw4lpliFqphZaJYAPnjwINZjMc03bruc5uXDpH8uzmv+a+zRpGu/WMXV8/u3GNuhIaHBQahUKvQNDMmaKy9Zc+WNFde3b1/u37+vU+4JMTMzY8iQIR9yWszu5fNQRUfHiVNFR7N39SL2rFwAwODBg1OtuALNmV9btmxh3759NG7cGEVRiAwPJyRQc6aXjY0Nv/76Kw8ePJDiKoUYGhoybdo0AC4f28/c0f3wfBP3Q/S3r57z11BNcQUwffp0Ka6+M9/OIvdvhFqtXg2sTuU0hBDiu7J8+XJ8fHywSJ+BcU6bE+wqly13PsYt3sTYDg3w8fFhxYoVjBkz5itnC05OTkRERGCTLQfD5yzDxCz+N85GxiYMmrGA8Z2a4P78MQsXLky25YJf28fdAI0TeL7/T1EUjE1NCQkKICQkJNZj9erVo1ixYty/f5/Zv/zMr4s2kCNfoTjXUKvV7Fz6L2f3bdd+r1K9Jtqv3Z8/YUb/ToQE+qOnp4eJmTkLDl3Gylqz38nH4y0ndm7i4MblhAYFUrduXS5evEju3Lk/6fl/7LfffuP27dvs3r2brYv+4sSuTdRz7EyBkmVRFHh65ybHdqzXzl42a9aMyZMnf/b9kouiKDRp0oQmTZrw+vVrHj9+TGhoKNbW1pQrVy5FGzwIjR49euDq6sqUKVO4cuIgV08dpnQ1O/IX/wm1Ws3jW1e4c/GsNn7evHna5Z3i+yEFlhBCiBQVHR2Nk5NmdqKuQ6ckW3ZnzJodO4dO2jORRo4cmWKzNvEJDw/XnoVk36ZrgsVVDCNjExp26MGK6b+ybt06/vzzz8/aG/XgwQOOHz+On58fpqamlCxZknr16n21NtoZMvx3TpXXm9fkyJ90K+vQ4CDt+UsfjwfN2UTbt2+nWrVq+Hi8Y3ynxlRr2BI7h05kz5OfyIhwbpw7wdGta3jx4E6ssabmFtqvV8wYS0igP9ZZspHO2kYzY2X9XzMJ68zZcOw3nMr2Tfi9dxvevXvH0KFD2b179+f8GADQ19dn69at/PLLLzg5OeH11o3N82fFiVMUhT59+jB//vxvqjELQM6cOcmZM2dqp/FDmjx5Mnnz5mXSpEm8evWKG2ePceNs7E6XhQoVYubMmXGaw4jvgywRFEJ8t9RqNRcuXKB79+789NNPFCxYkAoVKjBq1CiePXuW9AVEsrhz5w6urppP+u0cdNvIbefQEdAs1UvOZXe6ePz4sXZpYo2murVAr9aoJXr6+gQHB3Pz5s1Put++ffuoU6cOxYoVY/DgwUycOJGRI0fSoEEDChQowOzZs1Ok/ff/y5Url7axxsldm3Qac+7ATqIiI7CwsIj3sNmiRYty+vRpcuXKRWR4OKf2bOG3bs3pVas4/e3LsnTKSG1x1aFDB+047/dvAXB98oCH1y8BMGDq3FjLAf9fjvyF6TX+DwCcnZ159eqVTs8hIYaGhixcuJDnz58zbtw4cuXKhYGBAQYGBuTKlYtff/2V58+f4+TkhKGh4RfdS3x/unXrxrNnz3B2dqZTp07Y2dlRt25dunXrxrFjx3j48KEUV9+xb+vjFiGESCa3bt3i559/1p7F87GrV68ye/ZsmjVrxooVK8iUKVMqZPjj8Pb2BjRnBWXKrtue4UzZc2JgaERUZIR2/NcSEBCg/doqo26vDRMzc0zMLAgJ9Mff31+nMWq1mnHjxjFr1n8zI5lz5MImqy2hwUG8fHiXFy9eMGrUKHbt2oWzszPW1tYEBgayfv169u3bh5eXF8bGxhQsWJBevXpRuXLlz97LoSgK/fv355dffuH03m007tI30dnGsJBgDm3UzPR16dKFdOnib8desmRJHjx4wObNm1m4cCHXr//XwtrIyIiGDRsyceJEypQpg4uLCy9fvuT0ni20H/wrJ3Zqek7lLFCEouUqw5s78d4jRvna9bHJaovXO3eWL1/O1KlTP/XHEEfu3LmZPn0606dP1zaKSI39MsHBwTg7O/P69WvUajXZsmWjWbNmpE+f/qvnInSjr69P06ZNU627pEg9UmAJIb4758+fp2HDhtoN+0VtTKmWyxIzQz28Q6I48cKft0GRODs7U7VqVc6cOUO2bIkvWxOfz8jICICoqEhU0dGJzkLEUKtUREdFAnz1fSMfNyoIDvDDwipDItEakRHhhIdqzn2ysLBIIlpj5syZ2uKqZOWatOw5iCJl/yuQ3ru94ti2tRzYsJwLFy7QvHlzqlSpgpOTk/a1HePs2bOsXLmS0qVLM3/+/M8+D6pbt25MnToVb29vZg3oxOj5a+MtioMD/flnRB/evnqOoaEhgwcPTvS6ZmZmtG7dGh8fH3x8fHj58iWgaa++d+9eHj16RL9+/fj555+ZNGkSJ3dtolGnXrg+1jSsqFSviU5FjZ6+PhXsGnJw4wpu37796T+AJKRGYfX69Wtmz57N6tWrYxX/oPm5duzYkVGjRlGoUNz9bUKI1CEFlhDiu+Lu7k7z5s0JCgoiq4Uho6rZUsDaJFaMY/GMuLwOZN6ltzx9+pTmzZtz8eLFr7rP50eSP39+FEVBrVJxy+U0ZarbJTnm5vmTqNVqFEVJlkN8P0XBggWxsLAgKCgIl8N7sW/bLckxl48fIDoqCiMjI0qUKJFk/KtXr5g4cSIAtVu2p9eEP+LstcqSIzedhk2kYKnyzB3Tj/Pnz2sP4DU1t6BKgxZky5OPqIgIbp47waObV7h58yZ169Zl+/btn9UpLn369OzatYv69evj/uIJIx1qU6VBM2o2a0uGTFkIDvDnwqE9nHHeRkiQ5s3+ypUrKVq0aKLXffToEY0aNeLFixfa71mmt0aNmiA/Xx49esSwYcPIly8fFhYWBPr5ML1fe3w9NOdimVrovqfN9ENXw/9vupEWXblyhSZNmuDp6QmAsakZuQoWRVEU3J49JiQogOXLl7NlyxZ27txJvXr1UjljIQRIgSWE+M7Mnz8fHx8f0pvoM80uF5nM4+6N0FMUquVKh6WRPpNOvebq1ascOHBAWhenkOzZs9O4cWP279/P0a1rdCqwjm5dA2gObv3as4vm5uZ07dqVRYsWcWTLGuq06ohBIntsVCoVhzetAqBNmzbY2NgkGBtjyZIlqFQqbLLloOe4mYk2sqhYtxH1Wnfm6La1ALToOZjm3QfEagTRoscgXj2+z+KJv+D65AFt27bFxcWF0qVL6/is/1OjRg2OHz9O69ateffuHWect3PGeXucOAsLC1auXEmbNokfCenq6kqdOnV4+/YtxqZm1HPsTN3WncmaKy8Ab14+4/j2dZzYuZHnz5+TKVMmgoODcXv6SHsNn/dvdM4/JjatL5179OgRDRo0wNfXF6uMmWjZcwg1mjhgZqkpIMNDQ3E5vIedy+bi9daN5s2bc/r0aSpUkFNkhEht0uRCCPHdCAsL03Z/a1HYOt7i6mOlsppTIbvmTeqiRYtSPL8fWcyZSDfPneDY9nWJxh7duoZbF04B0L9//5ROLV4DBgxAURTcXzxh6ZSRREVGxhunUqlY88dEnt7V7PXT5aBhlUqlfZ3Wc+yMvg7d5+zb/nd4bpnqdrGKqxi5CxVjwtItZM9TgLCwMGbMmJHkdRNStWpVnj9/zpo1a6hUqVKsx4oUKcLcuXN5/fp1ksUVaH6Wb9++xSJ9Biav2kWnYRO1xRVA9jz56TJyMhOXb8fMIp12tuZj5w7sIioyIsl7hQYHcfHoPgDq1KmTZPzXEhkZyY4dO+jcuTMNGjSgadOmDBkyJN49ojGGDRuGr68v1pmzMmX1bhq0764trgCMTU2p3bI9U9fuJVue/ISGhtKvXz/tPjEhROqRAksI8d04ffo0Xl7/Y++sA6M4mzj87F3k4kqUBPcixd3d3d2lUD5apBRqQClQtHiB4h4suLu7Fo0RIO6eu/3+OHKQxg5ICKXv8w/kbt59Z4/lsrMz85tgDBTQoKCVXmuaFrEG4ODBg3qLEwjenWbNmtGuXTsAVv06kdUzJhPg553KJsDPm79+m8Rfv00CoEOHDjRtqt/A2+ymVKlSTJ8+HdAq5f3Ytw1n9nqQmKBV80tOSuTiYU9+GdBBl1maMGEC1apVy/LYYWFhBAYGAlC+TiO9/MlbqBiObvkBeOH1JEM7cysbOo8YC8DOnTt58UL/zM8/MTExoXfv3ly8eJH4+HgCAwOJjY3lwYMHjBo1Sq8M0dOnT9m3bx8AQ378nXxFS2ZoW7BkGQZO0vakpQQJNVt2QGlgQERIEKd2b81yvyNb1xAfG4O5uTm9evXS4yxzFlmW+eOPP8ifPz8dO3Zkw4YNHD58mH379vHHH39Qvnx5qlWrxoULF1Kte/r0KQcPHgRg4OSZOLi6Z7iHlV0eRkxdAMD169e5fPlyzp2QQCDQC1EiKBAIPhsCArT9Gvamhlip9Pt6K2j9pj8rKCgIKyv9AjPBuyFJEhs2bKBjx47s37+fw1tWc3jLaoqWrYiFjS2RoSE8vn1NZ9+iRQvWrVuXK6ICKYwbNw61Ws3333+P14M7LPlhNCumjsfUwpK4mCgS35JOHz9+PNOmTdPruKkG+qpM9fbHWGUCoAvyMqJ87UbY5HEkLCgADw+PLAUo9Nrb2Pi91DaXL18OaNURv6yVdX9QpfrNsHV0JjTgJeVq1GP4L/NQSBKnPbezZtaPNN60CUNjVbprz+z1YMuimQAMHDjwvWaRZSeyLDN8+HDdDDiFUkmF2o1wLVQUdXIydy6exvvvu1y8eJF69eqxdetWWrduDWj72mRZxjFvPspUq5PlXgVLlqFw6fI8uXOd5cuXp8k6CgSCj4sIsAQCwWdDikhFXJKaVdcDiE7UYGQgkc/KmNr5LDEzSitioX6rnOZzErnQaDQcPXqU7du3ExgYiFKpJF++fPTp04eyZcvmik8mJibs3r2bhQsXsnDhQp4+fcqjW1dT2RQuXJivvvqKESNG5PrgVkmSmDhxIg0bNmThwoVs2bKFxMQEIkK0JWwGBgZ06NCBESNGUKtWLb2Pa2trq/t74HMfvaTrk5MSCXndW2RuZZ2prYGhIfmLfUFYUMAHZbCyg2vXtEFz1Uat9BqYrDQwoGqjluxf/yeSpLXvPfYXfB49wOfhPaLCwzA0MubmwwMULFUOZJmHt65wdOta/r6hzdzUrFlTl33MTaZNm6YLruq07kyn4d9i6/Cmn7DryAk8uXODFVPH4/fkb7p06cLZs2epUKEC9+9r1RPL12mk96DpivWa8OTOdR48eJD9J/OB+Pv7s337dvz9/ZEkibx589KpUyecnJxy2zWBIEcQAZZAIPgskGWZq1e1N+sRCRp2PwxL9f7qm4HUyW9Fj9L2qbJbdwO1SmNGRkY4Ojp+PIdzkPXr1/PLL7/w+PHjNO/NnTuX6tWrM3PmTGrUqPHRfTMwMGD06NGMGjWKo0ePcvHiRaKiorCwsKBatWo0aNBA7xvKj0XlypVZu3Ytc+bM4fr160RFRWFubk65cuXe65oxNTWldu3anD59mhO7NlGqctb/DpePHyAmMgKlgSGlKmVtL5N785reJibmtXR9FkHh25hbam3jX8vem5pb8P3STcwbOxTQSuLP/XZwumtbtmzJpk2bUKnSz3J9LMLCwnQ9cI0696Hv+Clp/i0kSaJImfJMXrGNn/t3wP/ZI3766Sc8PT11WU5jk3fPcL6dIc1tbt68ydSpU9m1axdqtTrVe2PGjKFDhw5MmjQpQ+VNWZY5efIky5Yt48aNG8TExGBlZUXdunUZNmyYXoqdAkFuIAIsgUDwr0etVtO3b1/Wr18PgASUdjTFwcyQuGQNN17GEJuk4dCTcG69iuGXem44mmtnMx14HA5o1d9MTfW/mflUmTx5MlOnTtX9XM7JlALWKtSyzJ2AWLzCEzh//jz169dn48aNdOjQIVf8VCgUNG7cmMaNG+fK/u+Dvb19tvk7YsQITp8+zaWj+2nd7wHuRTKWOU+Mj8Nz9RIAqjRqkeXw46TEBJ7d186AcnV1zRZ/35eU4cMpWT99CAvW9qeZviXNbm5lw/fLNmPofY34uBgUSiWaf9ywA2zfvv2jz01LjzVr1hAXF4ephRXdv/4+00DX3NKa7qO/Z9aoPuzbtw9vb29dljPQ31fvPQOf+wCpM6S5yZ49e+jSpQvxr0tpbfI4UrBkGWRZ5tn924QHB7JlyxY8PT3x8PBI02959epV+vTpo8vmpeDv78/9+/dZvHgxDRs2ZM2aNbi4uHy08xII9EEEWAKB4F/PmDFjdMFVw4JWdCplh9PrAAogPlnDCa8IVt8M4lV0Ej+d9GNW4/yc843iQbD2aa8+6m+fOkuWLNEFV1XzmtOnnAMuFm8+B1mWeRgSz9Irr/AKT6B79+6cPHlSL2EGQfbStm1bChUqxNOnT/ltRE/GL1yXrgBEbHQUC8YPw+fhPQCadOmb5bGvHD9AZGgwhoaGeqn85SQ1a9bk8OHDnDuwiy5fTchU7h60/WUXD3sCULRc5VTvSZKEgZER5kZGrDz9gMiwEAC+blUdZBkzM7NPIrgCdN9HdVp1xNjEJEv7stXqkMfVnSB/XzZu3EjTpk3ZtGkTV44fICo8DAvrzIddJybEc2b/DgCaNGny4SfwgZw7d45OnTqRmJiIS/7CdB4xjgp1GukUM5OTkrh68hBbFs4gwM+b9u3bp5KYP3XqFM2bN9fNMitVuSZVG7XE1NyC0KBXnN6zFb8nDzl69CjVqlXjzJkzuLtnLAQiEHxsPq06DIFAIHhHHj58yIIFWgWtzqXsGFnFOVVwBaAyUNCsiA1T6rthrJR4EZXEr6efs/jKKwA6duxI1apVP7rv2UlcXBzff/89ALXzWTK+pmuq4Aq0N6jF7U2Y1sCd/NbGJCYmMmnSpNxw9z+PkZERnp6e2NraEh4cyMTuzZj9v/5cPXkI74f3eHDtImtm/cio5lW5feGUbt2tcyczPW5EaDBbF88CtFlZBweHnDyNLBkwYAAGBgaEBwdy7sDOLO1Pe24jKjwUA0Mj6rTunKGdsYkJeVzyolEnw+s+ykaN9FNk/Bg8f/4cgGJfVs7CUotCqaRImfK6tZ07d8bW1pakhAT2rl2a5fqj29YRHR6GsbEx/fv3f3/HswFZlhk5ciSJiYm4FynBT6t3UrlBs1TjCAwMDanaqCU/r96NS/7CxMXF8fXXXwPg5+dH27ZtiY2NxTlfQWZsPcL3SzfRoEMPqjVpTYueg/ltyxHGLliDqbklvr6+tGzZkqQMRikIBLmBCLAEAsG/mpQmchcLI7qXznzAa1E7E9qW0JbP3AvSZq4aNWrE2rVrc71X5UPZsmULYWFhGCklBldwRJHJ+ZgZKRlYXnvjffz48U+yKf6/QIkSJTh37hzFihVD1mi4duoIc8YMZGK3pkwZ1IlDm1YRGx2JmZmZLiux4895rJ31ky57k4Isy/x94zI/929P4HNfzM3NdQF3buLi4kLnztpA6a/fvufOxdMZ2t44e5y1s34CIG+holjaZF3qdnzHRt3fJ0yY8GHOZiNvZlHp/70ivbaVZRmVSqVTf/RcvZi9a5emO99KlmVO7t7ChnnazHW/fv30GnSdk1y6dEk332voz3N0PXXpYWljy+AffwfgwoUL3Lx5k4ULFxIeHo61vQOTlm/BrXDxNOskSeLLmvUZ98caFEold+7cYc+ePTlyPgLB+yACLIFA8K9Fo9GwZs0aAJoXsdYrSGpcyBrFa7Nu3bqxb98+TPQo4fnUWbdOO7y3lrslFsZZqyF+4WBKXktthiulnEnw8SlevDj37t3D09OTZs2aYfi6hE6SJEqVKsWCBQvw9/dn7969ukDl4KaVfNW0Mn98NwKPZXPZ/MdvTOjSmF8GdOCVrxempqbs2LGDkiUznjn1MVm4cCElSpQgMT6eGSN7M2/sEO5dPkd8XCzxsTHcuXiaOd8M5PfR/XTDhEMDXhL+uhcrI0JeveDErk0AFClS5JOSJnd21qoFPrt/Sy97WZZ59uB2qrWTJk2iVatWAGycN42xHepzcNMqvB7cwfvvuxzfsZHvezRn+c/fIms01KhRgzlz5uTA2bwbKUO0i5SpQP7iWYtQFClTXme3bNky3fpmPQZhkydzlcGiZStSsZ62d0sMixd8SogeLIFA8K8lIiKCsDCtWmBZJzO91tibGuJmaYxPRAK1atXS3dD+2/H11TbDl3TQL1iUJIlSeUx5HpmoWyvIHZRKJS1btqRly5bIskxsbCwqlSrN2IBNmzZRtmxZ5s6dS3BwMBcOpX1iX7NmTebNm0eFChX02js2NpbNmzdz4cIFIiMjsbS0pEqVKnTr1g0zM/3+T2WFjY0NJ06coHXr1ly+fJnLx/Zz+dj+dG0rVarEgwfa/qrpw7vz7bzVqWXsZdCok7l64iDrZv9CdEQ4SqWS/fvTP15u0bVrV27dusXJXZvpMOR/GBpl3ht2/8p5Xno/BaBLly6AVnFz+/btDB8+nJUrV/LC+wlrZ/2Y7vr27duzdu3aT+JhUYp6abma9fSylySJcjXq4f33Xa5cuUJISAhKA8NMS0TfpmGHnlw+uo/jx48TGhr6yYh8CP7biAyWQCD41/J2zb3yHUr8DBRp1//bSSkfUrxDSVJKJk+j0eSES4L3QJIkzMzM0p3JplAomDhxIn5+fqxbt47OnTvToEEDmjdvztdff83t27c5c+aMXsFVbGwsY8eOxdXVlQEDBrBixQq2bt3KihUrGDRoEC4uLowZM4bo6OhsOS9HR0fOnTuHh4cHDRo0SPN+kyZN2LVrFxcuXGDnzp0YGRnh9+QhY9rW5o/vRnBi52YWTx5NWHAA4SFBzPlmEEEv/ABtQPIpBBZv079/f4yMjIgMC2Hnn/MztY2Pi2XjfO2Q6oYNG1KsWDHde0ZGRqxYsYIHDx7w9ddfpwoeLCwsGDRoENevX8fDwyPbAuJ/EhoayuzZsylTpgyWlpaYmppSoEABvv32W548eZLGPjFRm4XMKqh8G8PX4iQpsv62Dk56lYgCuL8lDhMUpL9apUCQk4gMlkAg+NdiY2ODUqlErVbjG5GAq6VRlmsSkjW8itYGVrktAJCdODo68vTpU56GxVMfK73WPAnTyienlCQJcp+QkBDOnDlDWFgYKpWKUqVKUaZMmVQ2KpWKnj170rNnz/faIywsjKZNm3L5snYwr7HKhC9rN8TK1p7IsBCunz5KZGQkc+fO5fTp0xw6dAg7O7sPPjcDAwPat29P+/btCQgI4OXLl0iShLOzc6r/iw0bNuTo0aN07dqVFy9ecOHQHl22rm+7ZmmOu3HjRjw8PFi5ciU9evT4YD+zAwcHB77++mtmzZrFrpV/kJSYSLuBozC1sExl99LnGUt/HIPXgzsYGBjwww8/pDmWLMsUKlSIefPmMW/ePOLi4tBoNJiamuZo76gsy8ycOZOffvpJJ7Wegre3N7Nnz2b27Nn06NGDP//8UxfkplwrL7zSBl8Z8cJLm72zstJ+d6nVyXqvVSe/eVCW28PJBYIUxJUoEAj+tRgaGtKqVSt27drFwSdhVHOzyHLNGZ9IYpI0mJiYfBJyxtlFly5dOH/+PCe8IuhVNg8qg8wLFJ6ExvM4JF63VpC73Lhxg/nz57N582YSEhJSvVelShVGjBhBt27dPvgGUq1W0759ey5fvoxCqaTz8LE06NgTM4s3QXlsVCTHdmxk66IZXLt2jbZt23L8+PFsLad1dHTMdEhzrVq18PLy0pXHAdg758XU3BIjlYrV5x8RERrMmX0eHPfYQGjgK3r27Iksy+8deGY306dPx8fHh61bt7Jv3TL2b/gTMwsrTMzMsbLLgyzLPL2rFYNQKpWsWrWKWrVqARAfH8+2bdtYunQpV69eJTExEZVKRc2aNRk2bBitW7fOcWGeb7/9VtfTZW5lTZ3WXShVuQZKpRKfR/c55rGBAD9vNmzYgK+vL4cOHcLExISGDRuyd+9eLhzaQ88xP6QJKv9JZFiormS0SZMmXLp0idCAl/h7PcG1QOEs/bx3+RygzfY5OWXesyUQfCxEiaBAIPhXM3z4cABuvorl5suYTG2jE9Vsv69VX+vevTs2NpnPlvk30bt3b0xNTYlJ0rDpTnCmtklqmdU3tAICFStW1M2eEeQOf/75J5UqVWLNmjUkJCSgMjXDyb0A1vbarM6lS5fo3bs3bdq0+eCSvd27d3Py5EkkSWLUb4tp3W9EquAKwNTCklZ9hjJ61jIkhYKzZ8+yY8eOD9r3fXjy5Al//fUXAOVrN+R3j+OozMxQKJUYqUzI4+JG+0GjmeVxglKVawJaWXhvb++P7mt6xMXFYWpqikKhvdWSNRqiI8IIeuHHkzvXdcFVvnz52Lt3L7169QLg2LFj5MuXj969e3P+/HldyV18fDxHjx6lQ4cOFClShGvXruWY72vWrNEFV/XadWPhgcv0+N8kytWoR+mqtWnZeyizd56i33fTkBQKzpw5w8iRI4mJidEJ7iTEx7FnddbCE7tXLiApMQE7OzsmTJigK5E8tl0/8Z0j29YC2gdFOVUmKRC8KyLAEggE/2oaNGigm2E1/exzLvhFpStnHBCdyA8n/HgZnYRKpeJ///vfx3Y1R7G2tuabb74BYNffoay8HkBskjqNXXBsEr+eec6dQO0Azx9/TL9pXvBxWL9+PYMHD0atVuNWuDhDf5nL0qM3mLPrNIsOXeWXtXuo2bw9APv376dTp04kJ+tfPvVPFi1aBEDlhi2o3KB5prYV6jSmWuNWqdZ9TBYtWoRGo8Elf2FG/bYYI1X6fVYmZuaMmf0n9s55SUxM1I1uyE3Cw8OpU6cOq1evRqPRYGlrT4teg+kz7hc6Dx9LvmKldLZhYWG60rh9+/bRtGlTAgMDMTQyplbLjoz7Yy2/rNnDmDkrqFS/GQqlEm9vb+rUqcOlS5ey3XdZlvntt98AqNKoJQMnzUj3s1coFDTq1JueY7RljWvWrGHw4MFcu3ZNl13b89cidq1YgDqdazY5KYltS37nwEZthvJ///sfJiYmDBs2DICj29fx4NqFTH09tHk1j29rA82UdQLBp4CU3o2I4OMgSdJzV1dX15SBhALB2xw6dAjgsypjyykCAgKoWbOmruHazdKIRoWscTAzJC5Jw4XnUVx9EY1G1tbob9u2jbZt2+au0zmARqOhd+/ebNiwAdAOWK6T35IC1sZoZLgdEMNlf+3nADBv3jzdcM/MENfihxEWFsb27dvx8fFBrVbj5OREu3btMDc3x83NjdjYWMpUq8OY2X9mGESc3LWZ5b+MBbRS1oMHD35nP/z8/HB3dwdg0vKtlKxYLcs1f9+4zC8DOgDw9OlTChYs+M77vg/R0dE4OzsTHR1Nv++m0ahTbwBU/lop83jXMmnW7Fm9mM0LpmNvb8/z588xNtZfZCE7kWWZJk2acOTIEZQGhvQe+xP12nbFwNAolc2jW1dZ9P0ogl8+x87ODk9PTxo2bEhsbCz5i5dm7PxV6cqUv/R5xsyRvQl47oODgwMPHz7E2to62/w/fvy4Tojk9x0ncclfKFP75KQkvm5ZjbCgAF1PbK9vf+TBtYtcPaH97rBzcqF+++4U/uJLZFnm8e3rHN+xgbCgAAA6dOjA1q1bUSgUxMTEUL16dW7fvo2RSkW3UROp3aoTJmbmuj3Dgl6xf/2f7Fu3HNCO3NiwYcNHn2covhs/T/LmzYu/v7+/LMt5s7ZOHxFg5SIiwBJkhvjifjeCgoLo06cPBw4cyNDG3d2dVatWpati9rmg0WiYOnUqs2fPJjIyMl2bvHnz8vvvv+vdeyWuxffj2bNnTJs2jU2bNhEXF5fqPYVCQcmSJbl79y5mllYs2Hcx1Q1kevw5ZTwndm6kdOnS3Lp1651vJs+dO0fNmjWRJIl1V7x1pWuZIcsyvasURJ2czIkTJ6hbt+477fm+nD17llq1aiEpFKw4dU/32WQWYEWEBDGsUXkAbt68SdmyZT+Kr//k9OnT1KlTB4BRM5ZQtVHLDG2DX/ozuXcrIkKCqFSpEleuXMHW0ZlfNx7MVEUv0N+X77o1JS46ivnz5zNq1Khs83/06NHMnz+fkhWrMWn5Vr3WbF08i10rFgBgaWPHHwcuIUkK1s/5hSPb1iJnoVS6dOlShgwZovvZ39+fhg0b8vfffwPaLGXZGvUws7AiNOAlty+e0mXFmjdvjoeHByqV6n1O94MQ342fJ9kRYIkSQYFA8FmQJ08e9u/fz7179xgxYgTFihXDwcGB/Pnz06JFC/bs2cOzZ88+6+AKtDfuP/zwA/7+/ixdupQGDRpQunRpvvzyS9q2bcvOnTvx8vISwhY5zMWLF6lUqRKrVq0iLi4OM0srylavy5c1G2Dr6IxGo+Hu3bsA1G3TJcvgCqBJ174A3LlzhwsXMi+dSo+U0kJJodA7OJMkCYVCmWr9xyDl4YDK1EyvzwbA0tZed14ZPVz4GKQMvC1RoWqmwRWAvbMrLfsMBeDq1asANO3WP0uJcgdXd+q06qzbLzsflgcHa3s4nbPIXL3N22IUNZq3w9DIGANDQ/qOn8KCvRdoO3AUDnndMVKpMFKpcHTLT4chY6jcoAWgzZqlOp6rK+fPn2f48OGYm5sTFxPNxcOeHPNYz42zx1AnJ+Ps7My0adPYvXt3rgRXAkFmCBVBgUDwWVGyZEkWLlyY227kOubm5gwZMiTVU2HBx+Hvv/+mWbNmhIeHY5PHkc4jxlGtcStd+Z9Greby8QMsGK/tGanSMPOb8BTci5TAtUAR/L0ec+vWLapXr/5OfqWo9mnUap4/fYhb4eJZrnnh/ZSkRK2q4ccca5AiVpAQF0tSYoJeM5Xiot/0X+aW2EFCQoJOEKRhx156ranTqhOb//gNdVISCqWSOq31e/hRv303Dm5aycOHD3n27BmFCukfEIWEhODj40NiYiL29vYUKlRIF5waGWlLGZNfi2voQ9Jbypd5XNxSvWfn5ELn4WPpPHxsmnXblvwOx9ANjH8bGxsbFi1axPTp09m4cSM3b94kJiYGKysr6tSpQ9u2bT+bQfGCzw8RYAkEAoFAkI2MGzeO8PBw7Jxc+HHlDuydXVO9r1AqKVWphu7nrGSs38bEXDuKIGUg67tQrFgxSpUqxb179zi6fT39JkzNcs3Rbet0a0uXLv3Oe74vX3zxBUZGRiQmJnL52H5qNGuX5Zrzh3YD2uCqaNGiOe1iuoSGhuoGmBcspV+JormVDda29oQEvMTc0hoLa/3UTZ3cC6TaN6sAS5Zljh8/zuLFi9m9ezdq9RsRnBIlSjB8+HB69+5NkSJFALhz8TTq5GSUeowGuHn+pO7v8TH6K13Gx2qvY1NT0wxtLC0tGTp0qN7HFAg+BUSJoEAgEAgE2YS3tzd79+4FoN+EaWmCqxRM3sqwhAS80OvYGo2GsKBXAO8laiBJkm6swek9W/F9/CBT++dPH3Jy92ZAq9D2MQUE7Ozs6NSpEwCHNv2FJosenuSkJA5vWQ1Ar169MDfXr6wwu0n1Gb1L2Z6kvR1LTIjXu9wv8a3hv1mVyMXFxdG1a1caNmzIjh07UgVXAA8ePGDkyJGULFmSChUqoFQqCQ18xbVTR7L0IyzoFVdPHNT9fPn4Qb3OQaNWc/XkYQBKlSqVhbVA8O9CBFgCgUAgEGQTa9asQZZl8ri4Ua5GvQztDAyNKFpOO3/s9J5teh373pVzhLzSBmMpIgrvSu/evcmfPz8J8XH8Oqw7966cT3MzLMsyD65d5Ndh3YmPjcHNzY2+ffu+134fwogRIwB4cvcGa2ZMzjDIUicns2LqOJ4/fZRqXW5gZ2enC3Ye3ryi15qIkCCdml58bAwPrl3Ua93100cBbUlfijpkeiQnJ9OpUye2btUKVpSqVIPRs5bz17lHrLvsxYytR2jcpS8qUzP8/f3p3Lkz9evXB2DtrB8IepGxEFdifByLJ41Go1Zjb28PgPffd3h8+3qW/t84e5wgf18kSWLgwIF6nbNA8G9BBFgCgUAg+E8SFBTEpk2b+OOPP1i+fDknTpzIMlOSFY8eaW/yy1Svg0KpzNS2USdtj86lo/t45euVqa1Go8Fz9RIAGjdurCvjelfMzc3Zv38/Dg4ORIYGM21IF77v0Zx965dzdt8O9q//k0k9WzBlUCfCgwOxs7Nj//79ujlNH5Nq1aoxfvx4QDtM9peBHbVZm9fxYFJiAucO7OTHfm057bkdgGnTpvHFF198dF9TMDQ01AnIpJRXZsWJXZvRqJN1vU8pmbjMkGWZw1vXANoBu5n9+8yfP599+/YB0Hf8FL5ftpnKDZphbGKC0sAAt8LF6Tt+CtM27MfOyYWIiAi8vLywsbEhNPAVP/Vry2nPbSTGv1HC1Gg03L5wiimDO3PvyjkkSWLZsmVUq6aV/l80aRQhAS8z9Omlrxcrpmr/bZs3b06BAgUytBUI/o2IHiyBQCAQ/Ke4ceMGc+bMYevWrST+o5G/UKFCDBs2jKFDh76XUELC62Z/Iz1EGSo3aM6mBdMJDXjJjK96MWHxBhzz5ktjp05OZtX0idy9dAbQBkmyLL93yV6JEiW4cOECffr04ezZs3j/fRfvv++msatWrRpr166lcOHC6Rzl4/Drr78CMGPGDB7dvEJ0RBiSJPHtgP7EREWkKpNr3LgxcXFxzJw5k8qVK1OnTp2PPhcJYPjw4axZs4Ynd29wfMdG6rfvnqGtv9cT9q1bBkCrVq3w8PDg8rH9nNi5iXrtumW4buef83lyR5slymzArlqt1on+NOnaj8Zd+mZo65yvIN/MWcnE7s148uQJCxYs4OeffyYkKIClP45h/ZxfKFq2IkqlAb6PHxDw3AfQKpcuXbqU9u3bU6hQIWrVqkWQvy+Te7Wkdb8R1GrZATMLbQAYGRbKqd1b8Fy7hOjwMOzt7Zk/f36GPgkE/1bEHKxcRMzBEmSGmK8h+FT4nK7FtWvXMmDAAJ3kuJmlFXlc3EhKSOCF9xNduVz58uXZt28fTk5pB71mxpAhQ1i+fDnlatZn3II1Wdo/u3+bH/u2QZ2cjLHKhOrN2lGvXVfyuLiREBfLlRMHObptHQF+3qnWTZ8+nQkTJryTb+lx48YNli5dyoULF4iKisLc3JwqVaowbNgwKlSo8MHHzy5Onz7NwoULadq0KbIs60rKDAwMMDc3Jzw8PM2a4sWL89VXXzFkyBAM9BBqyC5kWaZz585s374dSZLoMGQMTbv1TyVmolGruXb6CCunTiAyLARXV1euXr3KoEGDdD18jTr3oWn3ATi/JWbh8+g+e9cs5dyBnQAMGjSI5cuXZ+jLgQMHaN68OZIkMc/zXBqFv/T4dVh37l46Q4cOHZg5cyZTpkxh06ZNuocHb9O4cWMmTpyYqmT17NmztG7dWqcMaKwywSlfQZDlVKqUTk5O7N+/ny+//DJLnz5VPqfvRsEbxKDhfzkiwBJkhvjiFnwqfC7X4o4dO+jYsSOyLONWuBit+42gcoPmOgnwAD9vjm5fz8FNq1AnJ1GuXDlOnz6NhYWF3nt4enrSunVrJIWCeXvOkccl89/PSYkJDKhdiuTEtDevbyNJEu2H/I+QVy85uWsThoaG+Pn56aTXPzdkWSYuLg4TE5NUWaj9+/eTlJREbGwsy5Yt49SpU7r33IuUwMrOnqjwcLz/vqN7vWXLlmzZsiVTpbrsJjY2lpYtW3LixAkAjE1MqdKwOfZOeYmLieLKiUMEv9T+7nd0dOTIkSOULl2amJgYOnTooPs/B1o1QnNLa8KDA1MJk/To0YO//vorU6nySZMmMW3aNEpUqMrkP/Xr9Tu9dztLf/gfjo6OvHqlFVUJCQlhy5Yt+Pj4kJycjIODA+3bt8+wVNXHx4e5c+eyevVqIiIiUr1nZ2fHwIED+frrr3F2dtbLp0+Vz+W7UZCa7AiwRImgQCAQCD57YmNjGTRoELIsU6JCVcYuWIPKJPUNt6Nbfnr8bxJlqtVm1tf9uHnzJrNmzeKXX37Re5/mzZuTL18+fHx82LF8LoN//D3TMrUDG1fqgqvKDZoT6O+bqlzP3MqaOq270LBjTxzd8pOclMiNM0eJCAli5cqVTJw48R0/iU+XuLg4tmzZwpIlS7h69SoajQYDAwOqV6/OsGHDaN++PUqlEqVSyZ49e3TBVc3m7WnRewj5ipbUHcvf6wkHN67kmMd69u7dS8+ePdm+fTsKxcdpPTc1NeXgwYNMnjyZpUuXEhkZqesTS0GhUNCyZUvmz59P/vz5Aa3EvKenJ0uWLGHhwoU8fvyYZ/dupVpXrlw5Ro0aRd++fbMsgUzJ7FnZ2uvtu7VdHgCioqJ0r9nZ2ekUKPUhX758zJs3j2nTpnHw4EFevnyJQqHA1dWVJk2aiMHAgs+eHMlgSZLUDDgoi/RYpogMliAzxJMxwafC53At/vXXX/Tv3x8jlYoF+y5haWObqf2OP+exfclsnJyc8PHx0QkQ6MOiRYv46quvAGjecxBdR07AwDD1eo1Gw/EdG1g1/XuQZQyNjPnjwGUsbWyJDAslJjIcI5UJVrb2GPwjQ7F18Sx2rVhAwYIFefr0qd5+fcocOXKE7t27ExwcnKGNq6srS5YsQZZl2rRpA0Dn4WNpO3BUhmuObl/Hql+1Qeju3btp3bp19jquBzExMWzYsIFjx44RFhaGmZkZpUuXZsCAAeTLl7bnLgWNRsPJkye5cuUK0dHRWFpaUrNmTapWrap3b1nZsmW5ffs2pSrX5Pulm/Rac/7gLhZOHImDgwMBAQF6rfmv8jl8NwrS8ilnsPYBLyRJWg+skWU582EbAoFAIBDkIMuWaYUEqjdtm2VwBdCgfQ92/rmAV69e4enpSYcOHfTea/jw4dy8eZMVK1awf/2fnD+4m3rtulGifFUUSiXef9/lmMd6Xvo8060pULKMzi9LG9tMfSxbvS67VizAy8sLtVqNMgu1wk+dvXv30q5dO5KTkzE0NqZ6kzZUb9oGcysbIkKDObvPg0tH9+Pv709QUBDGxtqSzmLlKtFmwMhMj92wYy9unTvBtVNHWLx4ca4EWGZmZgwePJjBgwe/0zqFQkH9+vV1kunvyrVr17h9+zYAD65dICzoFTZ5su4pPHdAO7C5UqVK77WvQCDIuQDrHlAKGAuMlSTpCrAa2CzLcngO7SkQCAQCQbrcvastu6tUr6le9lZ2eShWrhL3r57n7t277xRgpUhWOzk58dtvvxEeHMjOP+ezk7RqaW6FS+D35AGGhvpnyFIyWrIsk5yc/K8OsHx9fenSpQvJyckUKFGab+f9hU2e1H1l5WrUo/MIX2aO7IMsy8S/Vg5s1KWPXpmcRp37cO3UEQ4dOoSPj0+mWaPsRpZlLl68qOtdcnR0pHbt2rog8X149uwZK1as4M6dO8TGxmJjY0ODBg3o2bNnqn7BxYsXA6A0MECdnMyhzavpOjJzYZSXPs+4efYYkLk6oUAgyJwcKUaWZbk0UBFYBIQAlV///aUkSZslSWoq5YZ2qkAgEAj+k8TFaWf4qEz1l143eS3THhMT8877KRQKpkyZgp+fH1OmTEklRmGkUtG4c19m7zxFw449AHjp8xSNWq3Xsf29ngBgYWHxQTfqnwKLFy8mNjYWW0dnJizakCa4SsHB1Z3vlmxM1UNVvnYjvfb4okotDF9/To8fP/5wp/UgOjqa+fPnU7x4capXr063bt3o1asXjRs3xs3NjYkTJ+Lv7/9Ox3z69CktWrSgcOHCTJ8+nb1793L8+HE8PDwYPnw4Li4ujBkzhvj4eOLi4ti0SVsS+GXNBgB4rlnC+UO7Mzx+aOBLfv9ff2RZxtXVlaZN9XsYIRAI0pJj3Z6yLF+XZXkU4AK0B/a83q8z2hLC55Ik/SZJUomc8kEgEAgEAgBra2sAgl/qf1Mb9ELbH2tjY/Pe+zo5OTFp0iRevXrFuHHjAEiMj+fsgZ0c3b4OQ5VWJS808BU3zh7X65jHPTYA0LZt2/f261MgPj6elStXAtCkSz8srDP/nO0cnTF+S5jkn31tGaFQKDA0Uun2zGn8/PyoWrUqo0eP1g2etnV0Jo+LG0oDQ4KCgpg+fTplypTh7Nmzeh3z5s2bVK1alf379yPLMg553WnRawgdh35D3bZdMTEzJzo6mrlz59KkSROePXume6jQ85vJFC9fBVmjYeF3X7FgwnD+vn5JN5IgLOgVHsvmMrF7c156a3v6hg4dmmFm9Pr164wdO5bu3bvTo0cPxo0bx61bt9K1FQj+q+S4iqAsy8nALmCXJEl2QHegL/Alb0oIrwJ/IUoIBQKBQJADNGzYkK1bt3Jy92Zqtcy63O/pvZs6SexGjfTLlGTFb7/9hoODA5MnTyY2KoIDG1aken/H8rmUrlITI5VJhse4fvooj25dBXgnVbdPkWvXrhEcHIwkSdRp01mvNcYmJsTFRANw7/JZylavm+WaiNBg4qIjAa0aXk4SEhJCgwYNePz4MYZGxjTs1IuGHXvhnK8gAJFhIZzavZX9G/4kNCSIZs2acfr06UxnQQUEBNC8eXOCg4OxssvDoMkzKVezvi6bJ8syddt05ZjHes7s3c7p06f5+uuvdetVphZ8O+8v5o0dwt1LZ7h42JOLhz0xVpmgNDQiLjpSF2xJkgJZ1uDu7p7GjyNHjjB58mQuXbqU5r1Zs2ZRvXp1pk6dSr169T7oMxQIPgc+jl7pa2RZDpFl+Q+0JYMTADUgAZXQlhC+kCRppSRJBTI5jEAgEAgE70RKMPLg2kX+vnE5U1tZltmzahGgbfSvWLFitvggSRLffPMN/v7+zJ07lzJlymBlZaUr8/N6cIff/zeAyLDQdH26fOwACyZo+2Lq1atHlSpVssWv3CI0VHuephaWWNroF/goFG+eCx/emvUgZ4CTuzZrsz4ODpQvX/7dHX0HJk6cyOPHjzFWmfDdko30+uZHXXAFYGljR6u+w5i6bi+OefMRHR1N3759yUx0ecGCBbx8+RJzK2t+WLGd8rUbolAoiI+N4fCW1Yzr1JCf+rXlzN43MvDHjh3T/d3/2UNMzS2YsHAdo35bTIkKVQFIiI8jNioCWZaxyeNIq77DUb4eyJwnT55UPqxYsYKmTZvqgqv8xUvTqFNvGnbqpZPHP3/+PI0aNWLt2rUf+CkKBP9+PuocLEmSSgF9gB6AE9rgKhjYCDgCbYB+QBdJkprJsnzmY/onEAgEgs+T2rVrU7FiRa5evcqcbwYybsEaCn+RNmugUatZ+/tPXDlxEIAxY8Zkuy82NjaMHj2a0aNH6177888/GTx4MHcvnWFks8pUa9KK8rUbYaQyIcDPm+M7NuL35G8AihUrRp8+fVi0aBGyLOPs7EyzZs0wM9O/v+xTIGUWUmJCPBqNRs8ZVW8CkdvnTxL80h97Z9cMrSPDQji8ZTUAAwcOzNGetfDwcNatWwdAjzGTKf5l5Qxt7Zxc+HrWMiZ2a8rt27c5d+4cNWvWTGOXkJDAihXaTGeLXkN0wVqAnzczRvbmla+XzjalvzA+NnXP4DGPDZSoUA2FUknVxq2o2rgVAX7eBDz3ISkxEUsbOwqUKM2RrWtITkrE2tqaOnXq6Nbv3buXwYMHI8syRctWpOc3P1CoVDmdwIgsyzy+fZ11s3/i6d2b9O/fHycnJxo3bvw+H6NA8FmQ4wHWW2WBfdCWBUpoM1cHgVXAHlmWk17b2gI/AyOAmUC1nPZPIBAIBJ8/kiSxfft2qlWrxsuXL/mxb1vK125I/fY9cMlXkKTEBG6cOc5Rj/UE+fsCMGrUKLp06fJR/Bs0aBBWVlYMHz6ckJAQTntuTzOYFiB//vy8evWKvn37pnrdysqKPn36MGbMmI+qkvchFC1aFICkhATuXjpDmWp1slihDcZSUCcnM21oVyYsXIejW/40tqGBL5n1dT/CggIwMzNj6NCh2eZ7eqxfv564uDhMzS2p1aJjlvb5i5WiePkq/H39EkuXLk03wDp69CiBgYEoDQyp27YroD2vKYM7ExrwEiOVijqtu9CoUy/yFioGgO+jBxzZvpaTOzehVqu5dHQ/zXrcpFCpcrrjOrrlT/WZRYQGs3/DnwD069cPU1Ntr5ssy3zzzTfIskzx8lWYsGg9RsaphwRLkkTRshWYtGwrvw7rxuPb1/j222+5deuW3vO6BILPjRwJsCRJMgBaog2qmgGGaAOrx2jl2lfLsvzyn+tkWQ4FRkqS1BgomxO+CQQCgSAtGo2G48ePs2zZMm7cuEFMTAxWVlbUrVuXli1bYviPYbfpERQUxOXLl4mIiMDMzIwvv/wy3V6O3CJfvnycO3eOVq1ace/ePa6dPMy1k4fT2EmSxKRJk/j5558/6g1i586dadWqFdu2bePPP//k4cOHxMfHY2trS8WKFTlx4gTe3t4AGBob41qgCAAvvZ8SERHBggULWL9+PXv27KFGjRofze/3JV++fNSpU4dTp05xeMvqLAMsWZaJj40FtP9GsiwT4OfNtx3qUbFeU2o2b4+1fR6iw8M4d3A3Fw97kpyUiKGhIdu3b8fNzS1Hz+fGjRsAlK/dEGOTjPvo3qZqo5b8ff2Sbu0/SVEadM5XACtbewD++m0SoQEvMbWwYuKSDRQsmfp2yb1oCQZMnE61Jq2ZNrgL6uQkZozszeiZyyhZMe1z6wA/b+Z8M4iQVy8wNzdn5Mg3s8WOHz+uE+oYNHlmmuDqbYxNTBjw/XQmdGnMnTt3MszKCQT/BXIqg/UCsEMbVMUAm4BV71Dy9xIonEO+CQQCgeAtrly5Qu/evfn7779Tvf7q1SsePnxIpUqVMDY2xt/fH1fXtOVYly9fZv78+Wzbto2kpCTd65Ik0bx5c7766iuaNGnySTzNLlCgADdv3mT//v0sXryYw4cP6/pf7O3tGTBgAEOGDKFAgdxpBTYxMaF379707t1b99qjR4+oVq0aoaGhWFjb0rrfcGq36qxT3YuJiuDMXg/2/LWI0OBAmjVrxrlz5yhdunSunMO70LZtW06dOsX100c5vGU1jbv0TddOlmV2LJ9Hs0rafh9zK2uiwsOwt7cnODiYS0f2cunI3jTrHB0d2bhx43sP630XUuT8TcwtsrB8g6mFVaq1/+SfvVlBL/y4fuoIAIN/mJkmuHqbkhWq0f1/k9kw5xeiw8OYOrgzhb/4kjqtO2Pr6ExMVCQXD+/hxtnjyBoNRkZGbNu2LdW1v2aNts+tdNVaqXrJMsK9SAmKf1mZv29cZvXq1SLAEvxnyakAyx64gLYEcIssy9HvuP5rwDq7nRIIBAJBak6ePEnz5s11ks7lnEyp4W6JmaGC0Lhkjj2LALS9INWqVePMmTO6EjRZlpk1axbjx4/XHc9YKWFhrCQ2SUNskoZ9+/axb98+hg4dysKFCz+JobgGBga0bt2a1q1bEx8fT3h4OMbGxlhZWenZB/RxGTVqFKGhodjkceSHFdvTlMOZWVjRtFt/KtVryi8DOxL0wo9hw4bpLQGemzRp0kT399UzJuPz6D7Nug/QlbuBVvxj37plnD+4m2aVVqAyMUWt1gCwfPlyNBoNixcv5ty5cyQkJGBoaEjlypUZNmwYHTt2/GizwqystMFSWNArvdeEBmqLeVLGCPwTZ2dnAAL8fIgKD+OYxwZkWSaPixsV6zZJd83bNOnSF8/Vi4kMDQbgyd0bPLmbNluWP39+1q5dS61atVK97uPjA0DJitX1PqeSFavz943L+Pr66r1G8P7Exsbi5+dHXFwcNjY2uLu7fxIPs/7r5FSAVVyW5Ufvu1iWZTFQQSAQCHIYPz8/2rZtS1xcHC4WRnxXyxV3q9Q3oy2L2pBorCQ6UYOfnx8tWrTgxo0bGBoaMm/ePF1wVchWRZtiNlR3s8BQqUCtkbnxKgbPh6HcfBXL0qVLkSSJRYsWfVK//FUqFU5OTrntRoY8fvyYQ4cOATD4h1np9hqlYOfkwrAp8/hlQAfOnTvHrVu3KFv20662d3d3R6VS6eZTndi5iRM7N5GvaEnMrWwIDwnC/9mb2wljlQlGKhNio7SBf8mSJSlWrBgdOmil9xMTtSWBuXGN1a1bl+XLl3PjzHEiQoN1JX0ZIcsyp/dsA0glKvE2jRo1wtbWltDQUE57buXpPe3tUbUmrVHo8bDCwNCQGs3acmDDCmrUqEHhwoU5efIk4eHhmJmZUa5cOYYOHUrz5s3TffiRnJwMgEKh/4ORFL9S1gpyhjt37rB48WLWrVuXKgNatGhRhg0bRp8+fT5ohp/gw8iRR3UfElwJBAJBZiQlJeHt7c39+/fx9/fPVN5YkDkLFy4kIiICGxMDptZ3SxNcgbbMz0ipwMJYiVKCe/fusWvXLp48ecK3334LQO18lsxslI86+a0wVGp/rSgVEhVdzPmprhsdS2oluJcsWcKRI0c+3gl+BqQoyDm5F6C0HiIQxcpVIl+xUoA2u/OpY2ZmRo8ePQCwc3QhbyGt8IXPo/vcu3JOF1wVKFGaob/MxczKmvg4bR9W7dq1KVasWKrjGRkZ5VoA3759exwcHFAnJ6WZcZYe104d5oX3EyDjmWYmJib0798fAM81S4mOCAPIcijz21hYaW0NDAxYvXo13t7ehIeH4+/vz759+2jVqlWGmWVHR0cAfB7d03s/n0f3U60VZC8ajYaJEydSpkwZli5dmqa89NGjR/zvf/+jSJEinDkjxLhzi0+vFkIgEAjSwcvLi/Hjx+Ps7EyBAgUoVaoUefPmpVixYsydO5ewsLDcdvFfRXx8PCtXrgSgdTEb7EwzF7EwVEhUddP2lixevJilS5ei0WhwNjdkVBVnDBTp39RKkkTPMvaUcdSqki1atCgbz+Lz59497Y1txbpN9CpflCSJSvWaplr7qZMSXIQEvKB87Ub8sGI7PcZMpuPQb+j1zY9MWefJtA37qd2yI4lxcSTGa8tZhw0blu7x1Gp1rjx4MTY21p3Lnr8WcXT7ugxtH1y7yJLJowFo2rRpmkDxbUaPHo29vT2RocG88NIGZBEhwXr7FfG6PNDS0lLvNSl07KhVQ7x87IDuOJkRGviSa6e0wjGdOnV65/0EWfPNN98wffp0ANwKF6P/xF9ZcuQ6q849ZOa2ozTrMRBTc0tCQkJo3Lgx586dy2WP/5uIAEsgEHzSyLLMnDlzKFy4MDNnziQkJCTV+48fP2bMmDEUKFBAZEfegdOnTxMSEoKBAhoWtNJrTdPC1oC2bysls9KsiA2GyswzBpIk0aqY9in63r178fPze3/H/2Ok9MalzDjSB+PXEtuxrxX3PnXKly/PV199BWgDk8NbVlOifFXaDx5Nsx4DKVSqHC99vVg9YzLRkeEANGvWLNUN/LVr1xgwYAB2dnYYGBhgaGhIsWLFmDFjBkFBQR/tXCZOnKib/7Tq14n81L895w7sJDw4kMiwEO5cOsO8sUOYNrQrcTHR5M+fn9WrV2d6TFdXV/bu3Yu1tTVJiQkAnD+4C7UeJXhJiQlcOLQHgOrV9e+jSqFDhw7kyZOH5KREtiyckWngKssymxf8hkatxsXFhdatW7/zfoLM2bNnD/PmzQOgSdd+TN98mIYde2FllweViSl5CxWj1zc/MmPbUVwLFCE+Pp4OHTrovkcEH4+POmhYIBAI3pUZM2bw3XffAeBoZkjTItbUcLPAzEhJcGwSx59FcPRZBBEREbRo0YL9+/fTsGHDXPb60yflptPWxABLY/1+FeS3fiPRHBGh7YGp6a6fYloFZ3NUBgrikzXcvn07xyWzPxdSeiiCXugflAa/eA6Ara1tjviUE8ybN4/Y2FhWrVrFxSN7uXhkL3kLFcUmjyMxkRE8u38bgM6NaqJSqdi6dStKpZLQ0FC6devG4cOp5fbVajWPHj1iwoQJ/PDDD/zyyy+MGzcux8sHDQ0N2bVrF71792b79u08unmFRzevpGvr4uJCgwYNmDZtGo6OjnTs2DHDTFaVKlU4d+4c/fr14/Lly4QGvuLCoT3UbNE+U3/O7ttBZFgIRkZGulLDd8HY2JjvvvuOMWPGcHLXZpQGBnQbNRHTfyglxkRFsGHOFM7u3wHApEmTMDAQt5jZzfz58wEoW70uvcdmPEbCztGZ8QvX8U37OgQEBLB161b69OnzMV39zyOufoFA8Mly/vx5XXBVO58lo6o4p8qWmBsp6V9eRbsSdvx80g+v8AQ6deqEl5dXhqpc2YUsy1y5coWrV68SExODpaUlNWrU4IsvvsjRfbOLlJuf12JseqHWpH16bW6kX/O7UiFhaqgNsDKSpBakpVGjRnh4eHDxyF56fftTmhvbf5IYH8e5Azt1a/8tKJVKVqxYQb169Zg/fz5Xr17l+dNHPH/6pqW7SJEiWFtbY25ujrm5OWFhYdSpU4e7d+8CULBUWRp06IlrgSKokxO5df4UJ3dtJjIshAkTJhAaGsqMGTNy/FxMTEzYunUrFy5cYNGiRWnGFzg6OhIUFMSLFy90ZbqgDUoaNGjApEmTqFu3bprjlixZkkuXLtG0aVMOHTrEymkTsHV0Tne2FcDtC6dYPXMyAN26dcPBweG9zmf06NE8evSIpUuXcmz7es7u20HN5u0pXPpLZFnm8e1rnD+wi4TXpZujR4/O8aHO/0UePnzI8ePHAWjZZ1iWDwvsnV2p1rg1pz23sXjx4n9FgJWQkEBsbCwWFhb/+gBdlAgKBIJPlpSndUXsVHxd1TnDUjQbEwN+rOuGmaGC8PBw1q5dm2M+qdVqVq1aRYUKFahSpQojRoxg3LhxDB06lNKlS1O7dm08PDw+efGN/PnzAxASl4xfRIJea2690gZGRkZGutdC4/RTCktI1hCdqAberxfkv0qPHj2wsLAgIS6WgxtXZml/dPt6oiPCUalU9OvX7yN4mH1IkkTPnj25cuUKly9fZvbs2fzwww/MnDmTY8eO8ffff2Nubq6z79OnD3fv3sXQyJjRs5Yzdd1e6rXtStGyFShRoRpdR07gjwOXqNumCwAzZ85ky5YtH+1cqlevzoYNGwgLC+PJkyesWbMGCwsLAgIC0Gg0WNnloXKD5lRt1FI3Y+rYsWM0aNBAV4KbHuvXr6dIkSIkxMcxfXh3Fn4/kke3rqJOTkadnMzf1y+xYMJwZo7qQ1JCAiVLlmTu3LkfdC6LFy/mt99+012LxzzWs+ynb1j+87ec2LmJhPg4rKysmD17NnPmzPmklEI/F1IEK+ycXDIMqv9J7VbaMtrLly+TkKDf9/zHJiwsjLlz51K8eHFUKhW2trYYGRlRp04dtmzZQmJiYm67+F78u8NDgUDw2fLq1St27NCWm7QtbpuhiEIKNiYG1C9gheejMBYvXszIkSOz/Zd8fHw83bt3Z+fOnbrXXC2MMDdWEh6XTEBMEmfOnOHMmTMMGzaMhQsXfpJzlQAqV65MiRIlePDgAQcehzG4YtZS5fufhAPQuXNnTp8+ja+vL8e9IuhRJk+Wa8/5RpGollGpVFSuXPlD3f/PYG5uztChQ5k1axYey+ZgaWtHgw490722z+z1YOP8aQD069fvX1Ui+E8qVapEpUqVMnz/wYMHeHp6AjD05zlUbtAsXTtDI2MGTp5JVHgo104dYcaMGXTu3PmjBgBmZmbExcXx1VdfERUVhb1zXrp/PZGK9ZpgYKh9WCHLMvevnGfLwhk8uXuDwYMHY29vT9u2bdMcz97enhMnTtCyZUtu3rzJ+QO7OH9gV7p7V6pUCU9Pzw+W65YkifHjxzNixAg2bNjAxo0beflSO8PL1dWVHj160K1bN8zM9O8VFLwbKWXZ1vYOel+/NnneKDlGRkaSJ0/W39Ufkw0bNjB48OA0/aKyLHP69GlOnz6Nu7s7u3fvply5crnj5Hvyaf7mFwgE/3nOnz9PcnIypoYKqrjq1+dT/7VYw8OHDwkMDMxWfzQaDb1799YFV/XyWzK3SX4WtyzIzEb5WNaqINMbulPZVfuEfcmSJYwdOzZbfchOJEnSKZ4dehrB7YDMy/bikjU8DNaWAH311VcMGTJEu/ZJOFEJ6kzXJqk17HkYCkDXrl3/1Tf+ucHUqVOpX78+siyz6teJfN+jOSd2bsL/2WP8vZ5w2nMbk3u3YskPo9Go1VSrVo3Zs2fntts5ypIlSwBwLViUqo1bZWqrUChoP/h/ANy4cYPLly/nuH//ZPz48URFRZHHxY2fV++iauNWuuAKtP8fS1WuwaTlWyhZsRqyLDNq1KgMZ0m5urpy6dIlNmzYQI0aNdK8n/L0/9y5c9kql25ubs6QIUM4deoUjx494tGjR5w4cYKBAweK4CqHSfl8YyIj9F7ztu3b2d9PgT///JOePXsSGxuLmaUVzXsO4qe/djFz+zEmLFpPtSatURoY4OvrS+3atbl+/Xpuu/xOiABLIBB8kqQ8rbMyVmapUpeCvembpHx4eHi2+uPp6cm2bdqhoAPLOzC6mgsFbd+IPkiSRMk8pkys5Urb4toAYs6cOdy4cUPvPSIjI1m0aBHNmjWjcuXK1KpViwEDBnD+/PkcKTns378/5cqVI1kjM+XUc/b8HUpsUupgKTg2iZgkNTGvy/u6detG5cqVGTBgAKampkQkqJly+nmGQVaiWsPsCy/xCk9AkiRGjhyZ7efxuWNkZMTevXvp0kVb6ub9913+nDKOsR3rM7ZDPZb+OIand28C0Lp1aw4fPoyJiUkuepzz7Nu3D4D67brp9TS/QInSFCxZBtAqWX5Mnj17xoEDBwDoO2FqqqzCPzFSmTDsl3lICgV+fn6680zX1siI7t27c/bsWXx8fLhw4QIXL17E19eXkydP0rlzZwwNMx+/IPj3ULFiRQBe+Xrh9eCOXmsuHNoNQIkSJT6p74QbN27oxiyUqVaHBfsu0nPMDxQtW4G8BYtSplodRk5fxMxtx8jj6k5UVBStW7f+V6khigBLIBB8kqQ8rYtN0ugdXMQkvlFsyO6nqSnzmyq7mtOqWMYZGEmS6FMuDwVttEN7Fy9enOWxk5KSGDduHC4uLnz11VccPHiQK1eucPbsWVatWkWNGjUoX758ts8zMTU1Zd++fZQsWZJEtczKG4H02/WEGWf9WXT5Jb+c9GPQnqfEJWk/15YtW/LXX38hSRKOjo5s3LgRhULBw+A4Rux7xrpbQTyPTCA2SU1QTBI77ocwYp8XF/yiAG3AWb58+Ww9h/8KJiYmbN68mWvXrjFw4EBMX0uxA6hUKvr06cPly5fZvXv3J/ekOicIDtbOZHJyL6D3mhTb0NDQHPEpI1avXo0sy+Rxdads9bpZ2ts5uVChjlagZNWqVXrt4e7uTtWqValSpYpQ6PxMqVChgu778+CmrK+LmKgITu3RPhRMqTj4VJg3bx5qtRq3wsUZM/tPTMzS/85yzleQ7xatx0ilwt/f/6P1UGYHIsASCASfJCn11hEJau4E6jfP54xvJKBV6XJ2ds42X7y8vHQztloUybqXQSFJNH9tt2HDBqKjozO0TUxMpG3btsyaNYuYmBhMDRU0LWxN/y8d6FUmDyXstU8db968SYMGDbL96buLiwvnzp1j5MiRWFhYEJ8sc94visNPI7j2MgaNrFV4s7KyYufOnRgbG+vWtmnThp07d2JmZkZEgprtrwOqbtsfM3DPU9bcCiIwJgmlUskff/zB6NGjs9X3/yLly5fnzz//JDIykpCQEEJCQoiOjmb16tWZ9ix9bqhU2uxxYkK83mtSbN++hj8GT58+BaBM1dp692SWrVY31VqBQJIk3by4M3u3c2jzXxnaxsfGMPebwcRGR2JmZvZJKQgGBwfrAqWWvYdipMo8s+bkXoDqTdoA/65B9SLAEggEnyRFixalXr16AOx9GJalfaJaw6HXIgyDBg1CqdRPPlwfHjx4AIDKQKKMk2kW1lqq5tX2jcXFxeHj45Oh3YgRI9i/fz8A3b6wZ1Wbwgyr5ESb4rZ0LGXHb43yMbdpfvJZGZOQkEDnzp25ffv2B55RaqytrVmwYAEvXrxg+fLlDB8+nD59+jBq1Cg8PDxwdnbOUDa3devWeHl5MX36dPLly5fqPXt7eyZMmMCTJ090NwaC7EGpVGJra4utrW22Xuv/FlLmRd04c0wv+/i4WO5dOQ9ov1s+JikS7QZvqW9mhfJ1ad+nqvwmyB169+5Nu3btAFgz8wfmfjOIe5fP6ao84mKiObp9Hd/3aM79q+eRJIm//vorx8eWvAunT58mISEBEzNzqjRqodeaum27AXD16tWPnoF+X4SKoEAg+GT56quvOHHiBJf8o9l+P4SOJe3StUtSy8w5/4Lg2GQMDAwYPHhwtvoRH//6ybdSgUJP9SaVwRu7fyokpfDs2TPdHJx+5fLQtkT651fQRsW0Bu6MO+LDi6g4fv31VzZv3vwup6AX5ubmDBo0KM3rhw4dynRdnjx5mDBhAuPGjcPPz4+IiAjMzc1xc3MTPSCCHGHgwIGcOXOGC4f30H30JCxtMhdOObd/J3HRUZiamtKtW7eP5KUWe3t7APyfPdZ7zQuvJwCfnOqbIHdRKpVs3LiRXr16sX37dq6cOMiVEwcxNbfE2MSEqPAwkpO0suaGhoasWrWKTp065bLXqQkL0z4wtc7jiJGxKgtrLQ6ub8pew8LC/hVCSSKDJRAIPlnatWtHz549AVh3K4hpp59z61WM7mldklrDSe8Ixh/x5sJzbRne/Pnzs70HIUXiODpRrZvllBUBMW8Gi2b0y2DZsmXIsoyTuSGti2f+C8PCWEmPMtobNQ8PD169eqWXHx8ThUJBvnz5KFOmDAULFvxPBVdXr16lf//+FCxYEDs7O9zd3WndujX79+9HrdbvmhHoT+fOnbGzsyMpIYFF33+Vaamg7+MHbJr/KwA9e/bEysrqY7kJaEtpAe5eOkOAn3eW9kmJCZzasxUgXZl2wX8blUrFli1b2LFjBw0aNAAgNjqSsKAAkpMSMTc3Z/jw4dy6dUv3+/NTIqW8NyFW/4HzCXFvHlJ+SmIdmSEyWAKB4JNFkiRdhmf9+vVc9o/msn80FkYKTA2VRCSoiU/W6GznzJmjkx7PTipXroyVlRURERGc8IrIVOQihSNPtSqIhQsXpkCB9BvxN23aBECTwtZ6ZcaquFpgo1ISFp+Mh4cHI0aMeIezEOQEvr6+dO/ePY0ASWhoKH5+fnh6elKwYEHWrl2brpy24P1QqVQsXLiQbt26cefiGaYM6kT7wf+jbLU6KF6XTEZHhnPGczsey+YSGx2Jm5sbP/3000f3tVGjRhQuXJgnT56wZdFMRk5flKny4YENK4gKD8XY2Jj+/ft/RE8F/xYUCgXt2rWjXbt2PH36lPv37xMbG4utrS1Vq1bFwkK/0Sa5QcmSJQEIDXzFs/u3KFiybJZrrp7UVlHY2tri4OCQo/5lFyLAEggEnzRGRkasXbuWjh07smjRIo4cOUJUooao14qBRkZGdOnShZEjR+ZYk39Kk/CCBQvY+yiM+gWsMDPKuO8lJDaJo8/CARg2bFi6je2yLOsGdRa10++JnKFSooCNirCXMbq1gtzj2bNn1KpVixcvXgBQ6Ity1G7VCVsHJ2Kjorh4ZC83zx7j2bNnNGjQAE9PTxo1apTLXn8+dO3alYiICIYPH87TuzeZNaoP9k6uOOcvhDo5iSd3b5D4urzX3d2dgwcPZqv4jb4oFAq+++47BgwYwMXDnpiYWdD7258w/seTeI1azYFNK9mycAaAbtiwQJAZhQoVolChQrntht58+eWXVKxYkatXr3J4y2qG/jw3U3t1cjJHt60DYMCAAen2An+K/Du8FAgE/2kkSaJNmza0adOGJ0+ecPv2bWJiYrC2tqZatWof5Sbkq6++YtmyZbyKTmDKqedMrJ0XS+O0QVZQTBI/nfQjOlGDra0tffv2zfLY7zLjKgfGYQneg8TERFq2bMmLFy8wt7Lm6xlLKVU5dYaqVssOvPL1Ys43A3n+9BEdOnTg9u3b5M+fP3ec/gwZMmQIJUuWZMaMGezfv5/gV/4Ev/LXvW9tbU3fvn2ZMGFCtg7cfVf69evHnTt3mDdvHid2buTS0X3Uad2JkhWroVAo8Xl4j+M7Nup8b9y4Mb///nuu+SsQ5CTDhw+nf//+nPbcTslKNajdsmO6dhqNhlXTvyfguQ+SJH1ycvOZIQIsgUDwr6Jw4cIULlz4o+9bpEgR1q5dS9euXXkQHMfgPU+pV8CS2vksMTdSEhaXzAnvCM74RJGkkTE2Nmbnzp0Z9l9JkkTevHnx9vbmQXAcpR2zntuVqNbwNEz7RD5v3rzZen6Cd2Pnzp08ePAApYEB4xeuo1CpcunaObkX4Pulm/m+ZwtCA17yxx9/MHv27I/r7GdOrVq1qFWrFl5eXnh6ehIUFISRkREFCxakXbt2qWaG5RYpJcxOTk78/PPPxEZFcGDDCg5sWJHKTqFQMGDAAP744w+M3kF1UCD4N9GrVy82b97M4cOHWfrD/3h8+xpNuvYjb0Gtwqcsy9y7fA7PNYu5c/EMAD///PO/KlMnvcuTU0H2IknSc1dXV9fnz5/ntiuCT5AU5bYmTZrksieCt9m1axd9+vQhMjIyQxtHR0c8PDyy7LmZPHkyU6dOxd7UgOWtCqFUZN6HddIrgrkXX2JsbMzz588/WvmQuBbTUqdOHU6fPk21Jq0ZOT3r2Sz71//J+jm/YGNjg7+//7+mUftT43O4FsPCwli7di1r1qzBx8cHtVqNo6MjnTt3ZvDgwWJQ8L+Iz+F6zC2ioqLo0KGDbsYkQN5CRTE1tyQ04GWqTPSECRP49ddfM+1dzE7y5s2Lv7+/vyzL7/0kU6gICgQCwTvQtm1bnj9/zuLFiyldunSq96pWrcratWvx9vbWS9Bg8ODBKBQKgmOT2XYvJFPbsLhkNtwJBrQKaqI3I/cICQnh9OnTADTooJ9KV+3WnTAwNCIsLIxTp07lpHuZEhISwubNm1m4cCHLli3j2LFjQuXwI2NjY8PXX3/N9evXCQkJITw8nIcPHzJlyhQRXAn+M1hYWLBv3z4WLVqkE754/vQRj25d1QVXDRs2ZO/evUyfPv2jBVfZhSgRFAgEgnfEwsKCYcOGMWzYMBITE4mOjsbCwuKdZcnd3NwYOXIk8+fPZ9PdYGKS1HQqZYel8ZuvZlmWuRcUx8JLLwmMScLCwoKJEydm9ykJ3oHg4GDd3/MW0m9orbmlNTYOTgT5+xIUFJRTrmXInTt3mDNnDps3b9bNdUshf/78DB06lOHDh3/S6mMCgeDzwtDQkOHDhzNs2DDOnTvHrVu3dP3VdevW/ehDwbMTEWAJBALBB2BkZPRBQw9///13Xr58ydatW9nzMIwDj8Op5maBi4UhiWqZqy+i8Y3QDo40MzNj165dFC9ePLvcF7wHbwfS6uSkTCxTk2L7seeDbd26lV69epGY+Po6MlTgYGZIkkbGPzIRb29vJkyYwPr16zlw4IDo7xMIBB8VSZKoWbMmNWvWzG1Xsg0RYAkEAkEuYmBgwKZNmyhTpgzz5s0jODiY0z5p+7tq167N/PnzKVeu3Md3UpAKZ2dnVCoV8fHx3Ll4htqtOmW55vmzR4QGaKX1CxYsmNMu6ti/fz/dunVDo9GQ19KIDiXsqOFugbGBtkMgIDqRg0/C2fMwjLt379K4cWPOnz+PtbX1R/NRIBAIPjdED5ZAIBDkMgqFgu+//x4/Pz/WrVtHly5daNiwIS1atGD06NHcuXOHU6dOieDqE8HExISuXbsCcHjrGr1k9lPmuJQqVSrH5rX9k8TERAYMGIBGo6GYnYpZjfNRv6CVLrgCcDQ3ok85B36u54aRUuLBgwdMnTr1o/gnEAgEnysigyUQCASfCCqVip49e9Kzp37CCR+b8PBwPD09efHiBZIk4ebmRqtWrTA3N89t1z46w4cPZ/Xq1Ty7d4u9a5fRqs/QDG3vXDrDMY/1AAwdOvSjNWvv3LmTV69eYaCA8TVdMTXMeDj2Fw6mdCttz5qbQaxatYopU6YIpUOBQCB4T0SAJRAIchxZljl37hwHDx4kNDQUlUpFiRIl6NKlC5aWlrntniALkpOTiYqKwsXFhbi4uFTvWVhY0KdPH8aOHYu7u3suefjxqVSpEn369GHNmjVsmj+N4Bd+tOwzlDwub1TgoiPDObFzM9sWz0KdnEz58uUZMGDAR/Nx2bJlAFR3s8TONOu+r0YFrdl0J5iwsDC2b99Or169ctpFgUAg+CwRAZZAIMgxZFlm/fr1zJo1izt37qR5f8yYMfTq1YuffvoJBweHbN8/ODiYnTt36jIuefPmpV27dtjY2GT7Xp8rR48eJTAwEI1GQ1xcHKbmluQtXAxkGZ9H94mKimLhwoWsX7+eefPm0ahRI1xcXHLb7Y/C8uXLiYyMZOfOnRzZtpaj29dRsmJ1bB2diY2K4M6lMyS+VuwrXbo0+/bt+6hZobt37wJQNa9+GUYLYyWlHU259iJGt1YgEAgE744IsAQCQY4gyzKjR49mwYIFuteK2qlwMjciIVnD7YBYoqOjWbJkCQcOHODIkSMULlw4W/a+f/8+v/32G1u2bNEpp6Xw1Vdf0b17dyZMmJBt+32uXLlyhdatW/PHH3+gUCoZ9MMsqjdpg/HrICE2Ooqz+zzYuWIB4SFB9O3bF4CaNWsyfPhwOnTogJGRUS6eQc5iZGTEtm3bWLBgAQsWLMDb25t7V86lsrG2tmbAgAH88MMPHz1bGxsbC4CJof7t1iav+7NS1goEAoHg3REBlkAgyBF++eUXXXBV3c2CLl/Ykd9apXs/NknNSe9I1t4MwtvbmyZNmnD58mXs7Ow+aN8DBw7QsWNH3Q2ihbUt7kVLgizj9fddYqMiWLlyJR4eHuzZs4datWp90H6fK7IsM2zYMOLi4lAaGGBpY0e9sg1T2ZiaW9C4S1++rNWAn/u3JzTwFQBnz57l7NmzlC1blr17937Wst9KpZL//e9/jBo1ioMHD3Ly5EkiIiIwMzOjXLlydOrUCVNT01zxzcbGhpiYGIJikvVeExijlZIXKoICgUDw/ogASyAQZDv+/v5MmTIFgGZFrBlSwTFNY7+poZLmRWwoZmfCxGO+PHv2jN9//53p06e/974XL16kffv2xMfH45g3Hx2GfkOVhs0xNDIGICEujguH97B96WxCA17SokULzp07R+nSpd//ZD9Trly5wrVr1wDtkFxJkXEWJI+LGwMnz2TmyN4AVHIx5/rLaG7dukWdOnW4cOFCjpSAfkoolUpatGhBixYtctsVHQ0bNmT16tUcfRZOk8LWWdr7RiTwKERb0tioUaMc9k7wb8fHx4dLly4RGRmJpaUllSpVokCBArntlkDwSSBk2gUCQbbz559/olarsTUxYGD5tMHV2xSyVdGplDZrtXLlShISEtLYREdHs2zZMtq1a0fdunVp2rQpY8aM4f79+zobWZYZPnw48fHxuBYsys9r9lCzeTtdcAVgbGJC3TZdmLJ2D3lc3YmKimL06NHZd+KfEcuXLwegcOnyKPUYjFumWh0c8+YDwN3KiCn13VEZKHj27BlDhgzJUV8F6TN8+HAAHoXEc/NVTKa2siyz7V4IoJWSF5ldQUYcPnyYli1bUqBAAbp06cKgQYPo0qULhQoVonnz5hw4cECv0QUCweeMCLAEAkG2s2rVKgCaFLbGQJG1JHXDglYYKCSCgoLYt2+f7vXExETGjx+Pi4sLQ4cOZdeuXZw6dYpDhw4xd+5cSpUqRb169bh37x6XLl3ixo0bAAyfMg9LG9sM97PJ48TgH2YBcPz4cR48ePAhp/tZkvKZVKzbWC97hUJBhde2zyMTKeVgyqgqTgDs3r0bb2/vHPFTkDGVKlWiZs2aAMw868/9oPT7qjSyzOqbQboB12PGjPloUvKCfw8ajYYxY8bQpEkT9u3bhyzLWFjb4pK/MBbWtsiyzIEDB2jevDmjRo1CrVbntssCQa4hSgQFAkG2kpSUhJ+fHwBfOpnptcZaZUAhG2MehsTz7NkzAOLj42nTpg2HDx8GQGUgUdPdEkdzQxKSZS4+j+J5ZCInT56kevXq1K5dG4AiZSpQoETWJX8lK1bDtUAR/L0es3LlSn7//ff3Od3PlhQ5dmMT/fuHjFRa8YsEtfbpddW8FjiaGRIQk8SyZcs+qPxT8H5s3ryZ6tWr4+vry8SjvlR0MaNJYRvyWhqRrJG5/jKGg0/CeBGl7b0aOHAg/fr1y2WvBZ8iEyZMYO7cuQCUqlyT5j0HUbZ6XRQKBRqNhjsXTrF/w5/cuXiGhQsXYmBgoLMXCP5riABLIBBkK0lJSbq/G+qRvUohJdOVovo3aNAgXXDV7Qt7Whe3STUotWcZe+4ExLLg0kuCIiM5ePAgAF/WaqDXfpIkUb52Q/y9HvPw4UO9/fyvYGurzQAGPvcBKui1JtDfFwALI21xhFIhUSe/JVvvhXDmzJkc8VOQOa6urpw9e5bWrVtz8+ZNrryI4cqL9MsFv/32W2bMmCGyV4I0XLlyhVmztFn/Jt360+ubH1G81ZepUCgoW6MeZarXZeO8qexbt5x58+bRqVMnqlevnltuCwS5higRFAgE2YqJiYlONc03Mm0/VXqoNTIvorSBVZ48ebh79y7r168HYHAFR7qWtk8VXIE2QCrjZMb0hvmwMTEgOVmrlGas0n/OkKGxVtUw/vWsIsEbmjZtCsCZ/TtAj36KqPAwrhw/AMCXzm8yl7Ym2ud4kZGROeClQB/c3Ny4evUq+/bto0WLFqlujG1tbfnmm294/Pgxs2bNSvWeQJDCokWLAChYqmya4OptJEmi29ffU6RMhVTrBIL/GuKbVCAQZCuSJNGmTRsADj0J12vNJf8owuLVOiW2JUuWAJDPypjmRawzXZvHzJBOJd9Iu7/y9dLb11d+WtsPlYb/HOnXrx/GxsZEh4cRH5f1TKS9a5eSlJCAhZGCmu5v5j1FJWr7MMzNMx92K8uyaIzPQZRKJc2bN2fv3r3Exsby4sULQkJCCAoK4vfffxcz4QQZEh4ezubNmwFo0qVflkG4QqGgSde+AGzbto3g4OCcdlEg+OQQAZZAIMh2UtTL7gfFcdU/OlPb+GQNW+9q1cvatWuHs7MzGzZsAKBpEWu9ypXqFbDUlRieO7BLr4AgKjyMK8e0GZfmzZtnaf9fw87Ojv79+wPagcIJcbHpBkCyLLN37VI8Vy8GoHlRG4xfD6uVZZkzr4UTKlasmGatn58fkydPpkCBAhgbG2NkZIS7uzvjx4/Hy0v/QFnwbhgbG+Ps7Iytra3IWAmy5OHDhzp11yoN9fuurFS/GZIkkZSUJEqwBf9JxDerQCDIdmrUqKETnZh5zp8LflHp3pyHxyUz5ZQfXuEJGBgYMHbsWGJjY4mIiACguL1+5X6mhkryWRkBEBsdycENK7Jc47l6MUmJCdjZ2dG5c2d9T+0/xezZs7UqdLJMTGQEE7s15dj29Xj/fRevB3c4sHEl33aox8Z50wCo5GJGl1L2uvW3AmLxjdCWfg4dOlT3enJyMqNHjyZ//vxMnToVb29vkpKSSE5Oxs/Pj5kzZ1KoUCGGDBmi68kTCAS5Q8rQdqWBoU7IJisMjYwxel2CHROT+YgAgeBzRIhcCASCbEeSJLZv306tWrV4+PAhv531J5+VMY0KWeFsbkSCWsOl59Gc84siWSMjSRJ//vknlStXJjr6TcbrXVrt35aD37bkd0zMLWjcpW+aDJhGo8Fz9WL2rl0KwKhRo1CpVB90vp8rJiYmHDx4kN27dxMXF4fPo/us/PW7dG0bFbJiSAUnlK//HXwjEph74QUA9erVo2TJkgCo1Wq6d+/Otm3bALBzcqF+++4ULVsJSZJ4cvcGxzw2EOTvy/Lly3n+/Dm7du3CUI9ZXAKBIPuxtrYGQJ2cRERoMFa29pkvQFshkBCvVSK1srLKSfcEgk8SEWAJBJ8RGo0GSZI+CRWwPHnycPbsWXr37s2BAwfwiUhgxfXANHYODg4sXbqUdu3aAWBmZoalpSWRkZE8DImjgE3WwU9sklqXKfniiy+4e/cua2b+wOGta2jYoSeFviiHLMs8unWNo9vXEfRa7a5du3Z8//332XjWnw83btxg9+7dBAUFUbt2bSwsLOjduzc7d+4kKipKZ5fP2oiepfNQOa8FAK+iEzn0JJyDT8KJTdKQJ08eVqx4k1GcPn26LrjqMGQMbQeMRGnw5ldRyYrVaNl7KPvWLWfT/Gns37+fyZMn89tvv32kMxcIBG9TsmRJ8uTJQ1BQEKf2bKV13+FZrjntuRXQiqiUKVMmp10UCD45RImgQPAv586dOwwbNgxHR0cMDAwwMjKiaNGi/PrrrwQEBABa6fMtW7ZQv359bG1tUalUODk50bVrV06fPp1j4gL29vbs379f52OBAgWwsrLCycmJunXrsnHjRnx9fXXBFWizX927dwfgwONwvXw75R1JXLIGc3Nzjh07Ru/evQF46f2UdbN/5qd+7fi5f3s2zZ9GkL8vkiQxbNgwtmzZglKpzOLonwfx8fFcu3aN48ePc+nSJV0Z5j/Zu3cv1apVo3z58vz8888sXryY6OhooqKi2LJlC23atOHIkSOUKFECAJ/wRKad8aeHxyN6ejxiiOczdjwIJTZJg5ubGydOnKBgwYI6H+bNmwdAsx4D6TDkf6mCqxQUCgWt+gyl3aCvAa0S2dtBnUAg+HgYGxszcOBAAI5sXUNsVOaKoHEx0RzesgaA/v37Y2Kiv7KrQPC5IAnVptxDkqTnrq6urs+fP89tVwTvyP3791m3bh1+fn6o1WqcnJzo3LkzVatWzbbs0aFDhwBo0qRJuu9HRkbSu3dvdu/eneExDA0N6datG0eOHOHly5cZ2pUvX55t27bpboRzm9u3b1O2bFkAhlVypGlhmwxtQ2KTGHvEh5DYZIYNG8bixVqxhYcPH7J06VI2btxIYGAgkiTh7OxMz549GTJkyCdzrjmNl5cXS5YsYdWqVYSEhOheV6lUdO3alREjRugEKGbMmMGECRN0Nu5FSpC3UFGG9uxEcmKiTvQiT548eHh4cPfuXRYvXszdu3dT7VmwYEGGDh3KwIEDsbF582+3bt06evfujaGRMX8cuIyljW2mvsfFRDOiSUXiY2NYtGiRTjxF8N8lq+9FQc7g6+tL0aJFSUhIoPiXlflm3irMLNKW/sVGRTLnm4Hcv3oBIyMjHjx48Fl/14rr8fMkb968+Pv7+8uynPd9jyECrEyQJKk5MAYoDxgDD4G/gEWyLGuy4fgiwPqXceHCBSZOnMjJkyfTfb9cuXL89NNPOpnyDyGzL+7o6Gjq1avH1atXAa2cebMi1uSzNkatkbkdEMvhp+GEx6t1awwUUC2vBTXcLTE1VBASm8wxrwjuBmobmB0cHDh79ixFihT5YN+zg65du7JlyxYkoGeZPLQsZoPK4E3SXZZl/g6OY97Fl7yKTsLa2ppr166l+8tcrdZ+Dv+VbFUKGzdupF+/fqmEIgwUkPyPb6+JEydSoEABBg0aBECpyjXpPHwshUt/iSRJqPxvgyxz5OYTNs6fRkRIEPb29ly+fJn8+fNz69Yt/Pz80Gg0ODs7U7FixXTV6bp06cLWrVup3qwtX037Q69zWDF1Asd3bKBZs2bs37///T8MwWeBuKHNPbZu3UrXrl2RZRlzaxvqtelKjebtsLLLQ2RoMOcO7OLEzk1EhYcCsGHDBl01wueKuB4/T7IjwBI9WBkgSdIEYPrrH58B0UBZYAHQUJKkdtkRZAn+PXh4eNC9e3fdzaqbpRGlHExRSPA0NJ6HIfHcvHmTtm3bMnv2bMaMGZNjvgwZMoSrV69ioJAYWdmJOvktU2XOSjuaUdPdktEHvdDIUNhWxXe1XLE3TS0UUL+gFX8Hx/Hr6ecEBgbSokUL7t69i5GRUY75ri9//fUXgYGBnDhxgnW3g9jxIIRa+SxxMjckIVnm4vMovMK10sHm5ubs3r07TXAVExPDpk2b2L9/P6GhoahUKooVK8bAgQMpXbp0bpzWR2Pz5s306NEDAAczA5oVsaFBASusVAYkJGs46xvJvsfhPA2N59dff8XY2BiASvWaMmrGkrSle5JErZYdKFquIj/1a0dwcBA//vgja9eupVy5cpQrVy5Ln1IyaM7u+j/Rds5fMNVagUCQO3Tu3BkDAwN69epFdHgYnmuW4LlmSRo7ExMTVq9eLdRZBf9pRA9WOkiSVA34FdAA3WVZLiTLclm0mawAoDXazJbgP8K5c+d0wVV+a2OmNXDnj+YFGFbJiSEVnZjZOD9zm+anjKMpAN988w0bN27MEV+8vb3ZtGkTAEMqOlK3gFW6ZYkHnoShkcHJ3JCf6rqlCa5SKG5vwk913TBQwOPHj9mxY0eO+P2umJiYcODAAUaPHo2ZmRkxSRoOPgln9c0gNt0N1gVXNWrU4MyZMzpZeNDKgE+aNAlXV1cGDRrEzp07OXXqFIcOHWLBggWUKVOG2rVrc+vWrdw6vRzl1atX9OvXD4DSDqbMb1aA9iXssFJpgyZjAwUNClozq1E+mhW2BiAhIQFjlQmDf/o93b6oFBzz5qPH6EkAbNmy5Z2GiKYEcUmJCXqvSXo9fydlrUAgyD3at2+Pj48PM2fOpECBAqney5cvH7/99hs+Pj4iuBL85xEBVvpMQqsQvUKW5U0pL8qyfIs3gdUESZKEbvB/hAkTJpCYmEgBa2N+beDOFw6maYKagjYqfqzrRgUXMwDGjh1LUlJStvuyfPlyZFnGwcyABgXSl7+NTVJzwkvbiNy2uC0WxpmXxhW0VVHdzRJA18P0KWBsbMzcuXPx9/dnwYIFtGjRgmrVqlG/fn1GjBjBzZs3OXv2bKrsSWJiIm3btmXatGlERERgrJSoX8CSHmXs6VjSjnxW2hv1M2fOULNmTU6dOpUjvvv6+jJv3jwmTJjA999/z9KlSz9aFmbFihXEx8djrVIysbYrpobp//srFRKDKzpi8rr0snqzdun2VfyTyg2bY2FtS2Ji4js9SChatCgAN88e11tY5ebZ4wDplq5qNBquX7/OoUOHOHr0KE+fPtXbF4FA8H7Y29szduxYnj59yqtXr3j8+DEvX77k2bNnjB8/njx58uS2iwJBriNKBP+BJEmWQMPXP65Mx2QbsASwA+oBhz+Sa4Jc4vbt25w9exbQZozMjDIOVgwUEiMqOTFwz1NevHiBp6cn7du3z1Z/9u7dC0Cjgta6mUP/5F5gHPHJGoyUEnXyW+p13CaFrTntE8mZM2cICwtLJU6Q21hZWTFy5EhGjhyZpe3w4cPZt28fAB1L2tGuhC3mb/2b9Sxjz/2gOBZcesmr6GjatGnDlStXsq337MqVK0ybNg1PT080mtRVxKNHj6Zr165MmjSJwoULZ8t+/0StVrNs2TIAGheyzjC4SkEhSaQ8KyhbvY5eexgZqyhRsRqXj+7j4sWLjBo1Sq91/fv3Z968efg+fsDDm1co/mXlTO29H97j0S1tn2GKihlAaGgoK1euZMmSJXh5eaVaU7NmTYYPH06nTp0wyCQTJxAIPgxJknB0dMTR0TG3XREIPjlEBistXwJGQDxw/Z9vyrKcBFx5/WOVj+iXIJdYu3YtAAWsjSlun7XcrJ2pIVVezwRavXp1tvuTkgVxscy4TyoyIVnri4lBljfYKeR963hZlX0lJSWxc+dOfvnlF7777jtmzpzJjRs39NonJ3n8+DErV2qfi/Qtl4deZfOkCq5Ae1NQysGU6Q3zYW9qQEREBDNmzMiW/Tdv3kyNGjXYvXs3Go0GO1MDKrmYUcHZDAsjBQkJCaxZs4ZKlSrpgvbsxt/fnxThnLr59RvwmRKnKw30T8obvB78e+fOHb3XlC5dmlq1agGw/OdviQgJytA2OiKMJZNHA1rxmKpVqwJw/fp1SpUqxbhx43TBlcpAwvD1SZw9e5bu3btTv359QkND9fZNIBAIBILsQjzeS0vKY2xfWZaTM7B5BjR4y1bwGePt7Q3AF45pywIzorSDKRf8ovD19c12f1J6URKTMy6xMnh9s5mk0V8lNEn9xjY8PDxdm+joaH7//XeWL1+eRvZ9/PjxVK1alTFjxtCpUye9981Oli5dCoCLhSFtimcuAW5rYkDXL+xZePkVGzdu5Pfff8fa2vq99z5y5Ag9e/ZErVaTz8qYHmXsqehirssyJiRrOOcXxfrbQYSEh9OiRQvOnz9PqVKl3nvP9Hh7XpSVSr/g2tJYSXSiBn+vx1So0yhLe1mW8X/2GNDOtnoX5s2bR61atXjl68UPfdvSadi3VGnYHEMj7XWdnJTE1ZOH2LZ4Fi99nmFsbMzChQuRJIn79+/ToEEDwsPDMTNU0KSwNU0KW+NkboQsyzwIjuPA43DOvM7ENmvWjBMnTmBqavpOPgoEAoFA8CEImfZ/IEnSWGAmcEmW5aoZ2MwAxgF7ZVlulcXxMtNgd7K3t1euX7/+vf0V5DwhISHExcVhYqjATM9sUHyyhuhENYaGhu9dPpFy46pSqVK9HhwcTHx8PMZKRYa9VUkamYh47fMBa5WBLuDSx2fQzs9ycHBIFVBqNBqCg4N1KooSYKCUkJDQyDLJbwVzFhYWWFnplz3JTl6+fIlarcbMSKnrK8oMGZmwODUaWcbW1vaDbsRfvXpFcnIyBgoJK2NlhsG4WpaJTFCj1sioVCrs7e3fe890j69W64JfGxMDlHo8FIhJUhOXpEGpNMDKPm3/hKTW9hLKSm3WKjkpichQbZbTyMgIBweHd/IxISGBkJAQXQmlQqFA+Tojpk5KRqPRXoeSJGFnZ6f7PxAYGEhiYiIKScJKpczw3BLUGqIT1Mjk3rUoyBky+l4UCHIDcT1+nvTs2ZPg4GAh057NpPwvSczEJkUCS4wn/w+QMjsp+R2yQSm2OTF3yczMjPj4eBLVGjSyAkU6N5mGCgkDhUSyRiY+WZOmTC494t8ajpSUlERsbCxmZlrBDlmWdcGVJIGJgQKVQeq9kzQycUkaEtUaoqKikCQJS0v9+r+yi5R5V/oElAASEkoFaNRv1r4P8fHxJCdrA1qLTIIrAKUkYWaoIDJBrVuXnb1CSqUSpVKJWq0mIVmjV4loSqCiVieTEBeLsUkmgaYMcdFvsmRZ+Z6cnExMTAwJCQloNBoUCgWGhobY2NgQFxdHXFwcGo0GTcIbZUFJkjAxMcHCwgLD14FXYmKiLri3NM44uAIwVipQG8rEJmmIiYnB0tIy2waACwQCgUCQFSLASktKvUtmg4BS9ILjsjpYZtGvJEnPjY2NXcWAuk+bY8eO0bVrVwAWtyiIaya9T6BV8Bu46ynxyRqWLFmim0X0rmQ0wDApKYn8+fPz4sULSuUx4ce6bhink625+DiMpVcDUEjwfa28VHQ1T3cfWZbZeCeYrfe0vV1V85pz8Xk05cuX5+rVq0iSxOzZs/n2229RSjCpTl7KO6c9lhFgIMssvxrAgSfhKBQKnj59Sv78+d/r/N+V5ORk3c34zEb5KKZHvxzArGO+3A2MZcqUKUyaNOm99u7cuTPbtm3jSyczfqrnlqW9oSwzae8zXkUn8f333zN16tT32jcjfvnlF3788UdsTAxY3KJApkGWRpaZetxPN3BaoVTS/7tfqdu2q25YsMr/NgChlvlZPmUcl4/u063funVrukM2AwICGDhwoE6UJT2qVKnC7NmzuXPnDs+fP0eWZZydnenYsSNOTk6pbHv16sX69espmceE6Q3zZfkZqBPUDN/9hES1zOrVq+nTp0+WawSfPmKwq+BTQlyPnyfZMRZEiFykJez1n5lJqKW8F5aJjeAzoX79+hQrVgyA1TcDUWeRydp0J5j4ZA0WFhbvHVxlhqGhIUuWLEGSJO4FxfHdUR8u+0el8is2SU2yRkYpgUaGX888Z/OdYMLjUrcV+kYkMP/iS11w1byINZ1LaUvWrl+/zoMHD9BotIEiQIMCVjwMjmPsYW+G7X3KqP1ezDznz81XMWhkGYUkMaiCIw5mhmg0GpYvX57t558RBgYGulK1RyFZPvsAtH1R3uHaZyouLi7vvffjx9p+pBSJ/qxQSBIVnLW2T548ee99M2LQoEEYGxsTFpfMjLP+xCWlPxNdI8usvB6oC64ANGo1K6aO55u2tdmzejHXTx8lKSGe2MgIRjStlCq4cnJyom3btmmO+/z5c6pVq6YLrpzNDele2p6vKjvRt1weCtlqCwUuXbpEy5YtqVSpElOnTmXatGl89dVXaYKrFFuA2vn0y4paGisp//ozvnz5sl5rBAKBQCDIDkQGKy2PX//pLkmSQQZCFwX/YSv4jJEkiR9++IEePXpw2T+a2RdeMLSiI5bGqf/7xCVp2Hw3mD0PtXH3N998g4WFRY741Lp1a1atWsXAgQN5GpbAtNP+2Jsa4G5lTLJG5lFIfKqSP7UMm+4Gs+1+MKXymGJqpCQkNolHIW8ECurlt2RgeUeUCgmVgUR8soyfnx8BAQG6+UJHvSL4Z3zpE5HAOd8oXCyMGFHZiS8cTGla2Jq1t4JYuXIlU6dO1WVCcppu3boxf/58DjwOp2VRmyzLws76RhKdqEGlUqUbKOhLSumakVL/8zR8bfuuIhH64OzszMqVK+nZsyc3X8Uy+qAXzYvY0KCgFeZGShLVGs77RrHvcZjuGqhWrRoXLlzQHSPguQ+bF0wHtHO1ABLiYjFQQMqlNW7cOF3WMIWkpCRatmyJl5cXJgYKvq7qTJW85qnKSduVsONBUCyzzr/QCX7cuXMn0/k5KeIdllnMdHubFNvo6Gi91wgEAoFA8KGIDFZabgBJaHuxyv/zzdfDhSu9/vHSR/RLkIt0796dH3/8EYBzvlH03/WUeRdecORpOMeehbP86iv6737Crr+1stA9evRg8uTJOepT3759OXPmDK1bt0ahUBAcm8z1lzHcDojV9l2Zm6eZwZWsgVsBsVzwi0oVXBkrJco6muoU7yS0f2o0Gm7duqWz08ha9b1OpewYWcWJwRUcKeek7dd5EZXIjyd8ufQ8ioou2hLCwMBAIiMjs/W87927x1dffUX+/PkxNzfH1taWqlWr8ueff+rKwPyjEtn7KPMEc3hcMpvvajN33bp1w9Y2c9XBzLCzs9PuG5mQheUb/KO0QVl2i1yk0KNHD9asWYOhoSGvopNYdSOQHh6P6bz1IZ23PmLuxZe6a2DcuHGcPn2aLl266NYbKSXMjRSoDCQkSUIhSRgrJV1wNWDAAEaPHp1m3507d3Lr1i2UEkyuk5dqbhbp9gmWyGPKtPruWBgpCAgI0ClAZkRKP194vP69chGvbXPqQYdAIBAIBOkhMlj/QJblSEmSjgLNgAHAP2tLOgGWQAhw8uN6J8hNfvrpJ1xcXJg4cSIhISGc8I7khHfq4MHMzIxvvvmGH3/88aNkbapVq8bu3bvx8fFh9+7dBAYGYmBgQP78+enQoQPPnj1jx44dOns7EyVuVsYYKxUYKCTikzXcDoghQS0z79IrYpNlyjmZEff6LtrZ2Zlx48YBoJRgUAVHGhWyTiUi0aKoDc8jE/j93Au8whP4/fwLxtdw1b2fXRma8PBwevfujaenZ6rXY2JiuHTpEpcuXcLS0pIaNWpw7tw5VlwPJCZJQ+tiNql6kGRZm+Gbd/ElgTFJWFhYMH78+A/yrWXLlpw5c4YT3pH0LJsny0xWcGwS115osyqtWmUqRPpB9O7dm+rVq7NkyRL++usvwsLCSHgtx29kZESXLl0YMWIEVapoR/pt2LCBfPnyMWfOHBKTk0l8bSvLMjLo1trY2FC/fv10M4SLFy8GoKqbBaUcMldldLYwonlRG7bcDWHZsmV89913GYpmVK9enUePHnHKO4IWRbMegh0Rn8y1lzG6tQKBQCAQfCyETHs6SJJUAzgDyEBPWZY3vX69LHAIcATGy7I88wP3ee7q6uqaMhRU8O8gPj6e7du3s2bNGvz8/FCr1Tg5OdGlSxd69eqVbZLQ2dE827x5cw4cOIChQmJUVWdquVukuSmOSlAz9+ILrr2IQUIrcnHheTTFihVj/fr1VKqkTdj+r5pzpoNroxPVjD3sw4uoRMo4mnI7IBZJkoiLi/vghtHw8HBq166tG2rrbmVE40LWuFoakaSWufoimhNeEaS0Gjk4OBAYGAhoFQ9r57PEycKQxGSZyy+ieRqqDfpMTU3Zs2cPDRo0+CD/goODyZs3LwkJCfQpm4f2Je0ytJVlmYWXX3H0WQRubm48e/YsW1UEMyIuLo47d+5oZ0iZmVGiRIl0s3bz5s3jf//7n+5npQTLV6xAQmLy6GG6zBvA9OnTmTBhgu7nwMBA3ViCqfXdKO2YdU9aSGwSA/c8RSPD6dOndYOI/8nly5d1geBvDd0pkSfz4G3jnSC23A3B3t6e58+fZ0vTsiD3EaICgk8JcT1+nuTNmxd/f38h057dyLJ8TpKkycBUYKMkSVOBaOALtGWV+4DZueiiIBdRqVT07NmTnj175rYrmXLjxg0OHDgAaIOjGu7piwNYGCv5rqYrk4778XdwHJf8tZmV4cOH68QtCtmqqJOFuIC5kZIupeyYe/EldwK0ogmNGzdGlmXCwsKwsLB470CiZ8+e3LlzJ02gmKjWsP9RGLcDYnlbxyEluFIqlcQlqzn0NDzNMatWrcrChQupUKHCe/n0Nvb29gwcOJBFixax9lYQxgYKmhWxTlMal6SWWX87iKPPIgD49ttvP0pwBWBiYkLlypUztfHw8NAFV+WczBhcwRFXSyNkE22f1eKWBXkZlciK6wFcfRHDd999h5ubm07MJSAgQHesFCGLrLAzNcRKZUBYXDKvXr3K0K5SpUpUqVKFS5cuMeOsP7/Ud8fdKv2g6ZR3BNteC7cMGTJEF1xFRESwfv16Ll68SFRUFBYWFlStWpWePXuKWVkCgUAgyDZEgJUBsixPkyTpFvA/oALgBNwB/gIWyrL8/kNzBIKPgC44sjGmulvmPSiGSgXdvrDnx5N+aGRwdXWlT58+uLlpJcebFrbWa45QdXcLVlwPJOr1wOI7d+5gYqKVS5ckiTp16jB8+HDatm2bRhwhI27fvs2+fVrlutHVnKn5OlCMTlQz7fRz7gdpFQMloKCNMSaGCoJikgmISdLNtipcuDB58uRBpVJRvHhxBg4cSPnyaVosP4jZs2fz4MEDjh8/zvJrAXg+DKVpYWsK2qrQyHAvMJYjT8MJe90X1L9/f0aOHJmtPnwIGo2G7777DtAGV5Pr5E13npizhRETa+Vl+ll/rvhHM3HiRLp27aqbv6U73jsUR2j0mBsnSRLr16+nWrVqBAcHM/awN/UKWNG0sDXuVsbIMtwKiOHA43Auv35IUKtWLSZNmkRkZCTfffcda9asISYmJtVx169fz/jx4+nTpw/Tp0//6LPbBAKBQPD5IQKsTJBleS+Q8RAXgeATZvfu3QA01jM4KuNkipO5VhChR48eGBkZ6ZTbCtnol40wUipwszLSBT0vXrzQvSfLMidPnuTkyZPkz5+fXbt2UbZs2VTr4+LiCA0NxcjICFtbW5RKpS5QzG9tTI3XgWKSWqMLrhQStCpqQ7MiNjhbGOn2uhMYi8f9EG6+iuXJkyf0799fF0DkBMbGxuzbt48hQ4awdu1aXkYn8dfNoDR2BgYGjBs3jilTpnxSw2+PHTumk5sfUtEx02HNSoXE4AqOXHsRja+vLwcOHKBly5a4uLjohhzfDYylat6sxSX8IhKISNAGne7u7pnaFi5cmFOnTtG8eXN8fHw48DicA4/DkdDWc79NkyZN2Lp1K1FRUTRq1Egn1mJqqKCKqzlWKgMi4pO55B9NTEwMixcv5ty5cxw5ciRTNUOBQCAQCLJCqAgKBJ8hsiwTHBwMgJulfr0nCknSDVFWKBSpRDo079CrmZK5MFJKtC1uy8xG+fijeQF+rJuXGu4WKCXw9vamdu3a3Lx5k+TkZHbt2kXjxo0xNTUlb968ODg4YG9vz//+9z88PDwAaPJWoHjkWYQuuBpbw4X+5R11wRVosx1lHM34oY4bDQtqS78mTZqEj4+P3ufxPqhUKtasWcPjx4/59ttvcXNzw9DQEJVKRZEiRZg6dSp+fn5Mmzbto0nX68uGDRsAKOdkiotF5sO0ARzMDKnwWi1y/fr1AFhbW9O6dWsADjzWb0zggSfhAJQsWVKvcs2SJUty9+5dlixZwhdffAG8Ca4kSaJZs2Z4enqyf/9+TExMaN26Nbdu3cJAITGwvAOr2hRmdDUX+n3pwOhqLqxqU5iB5R0wUEjcunWLNm3akJSUpJfvAoFAIBCkh8hgCQSfKYaGhiQkJJD0DrVayW8pzBkbG+Po6EhAQAB3AmMpYmeS5froRDVeYVoBiaEVHWlQ0Fr3nruVMeWdzXkemcDPJ/0IjIykefPm2Nracu/evTTHCg8PZ968ebqfXSy0JYWyLOtu3psUtqa6W8YlXUqFxLBKTtwOiCEwJpnly5czbdq0LM/jQylcuDCzZs1i1qxZOb5XduHv7w9Acfus/51TKG5vwhX/aN1a0Pbu7dy5k5uvYjnpFUHdAhn3Nt0PiuXw6wBr+PDhemf0zM3NGTp0KEOGDOHx48cEBgZiaGiIu7s7zs7OOrstW7Zw8eJFFBJ8V8tVNz7gbUwMFbQqZouzhRHTTj/nwoULeHh40LVrVz0/BYFAIBAIUvNpPUIVCATZgiRJFCpUCIAbL2OysNYSk6jm72BtaV/K2t69ewNw8HG4XlmsE14RJKhlTA0Vul6pf5LX0pgf67phIMHLly+5d+8eCgmq5DXnhzp5Wd6qIItaFGDAlw66oApg999hyLLMw5B4fCO0SnbNi2Qt122gkGhSSGu3YsUKNBpNFis+PWRZ5vz584wcOZL27dvToUMHvv76ay5fvkx2KcGmHCdlBpo+pFi+7UODBg1o3rw5APMvvWTr3WCiE1O3rCYkazj8NJyfTviRpJEpVaoUffv2fWefJUmiaNGi1KxZkypVqqQKruCNZHxNd8t0g6u3qehirrtmU9YJBAKBQPA+iABLIPhM6d+/PwDHnoWTkJx1UHHCWxscWVpa6gYUDx06FEmSCIhJYvPd4EzX+0cmsuX14N4GBa0wNsj468XVwghTI62ggYWRgt8a5mNirbxUcDHH0dyIvJbGtC5uy6IWBWlbXCslfv1lDCe8InkeoR3m62xumKGK3D+pnPfN4OOwMP1K1z4VPD09+fLLL6lRO5zNCwAAkPZJREFUowYLFy5k586d7NixgwULFlClShUqVaqkkwr+EFKCk0chcXqvefza1sXFRfeaJEls3ryZmjVropFhw51g+u16wuzzL/jrRiB/XHrJgN1PWHT5FQlqmSJFinDgwAHMzLKWdH8XvLy8OHv2LADNiljrtSbF7syZM3h5eWWrPwKBQCD47yACLIHgM6Vfv36oVCqiEjUsvvIKdSalgj7hCWy8rQ2g+vTpg7m5NiApWLAgo0aNAmDL3RCWXnlFcGzq/pRkjcw530i+O+pDVKIaa5WSdsXTzld6m7+D44h8LWwwoVZeimVQlqaQJPqWy0Mtd61Yws6/Q4h/HSyqMgng/omx8k1WJi5OvwBCrVbz8uVLnj17lmtB2R9//KHrIQIoYW9Cm2I2tC5mQ1E7rfDItWvXaN68OStWrPigvbp16wZoA9lX0YlZWGuHJadI+qesTcHCwoIjR44wbtw4rK2tSVTLnPaJZNffoRx9FkFUogaVSkX//v05f/68Tq0yO/Hz8wNAIWk/N30oYW9CirZHynqBQCAQCN4V0YMlEHym2Nra8uuvvzJmzBhOekcSlaim2xf2qXqp4pI0nPKJYO3NIGKSNLi5uTFx4sRUx5k9ezaBgYFs2rSJA0/COfQ0nAou5jiZawf3XnkRTWhcMqC9mf2xrht2pplLsB94HA5ob2i/cMh8YKwkSXQsaccZ3yh8IxJ1gVlQbBJJahlDZdYlba+i3wSFNjaZlxV6e3uzbNkyVq5cSVDQGxXAihUrMnz4cLp06YKpaeY+ZwceHh664La0gykDyzuQ/x9qjk9D4/nzWgAPguMYMmQILi4uuvK8d6Vp06YUKFAALy8vVlwP5LuarigzUBLUyDKrrgfqJP1btWqVxkalUjFjxgx+/PFHNm/ezOnTp4mIiMDc3Jzy5cvTp0+fdAcdZxcpEv2ZiCGmi0LSCrWkrBcIBAKB4F0RAZZA8BkzevRoQkNDmTp1KtdexHDtRQwFbYxxsTAiSa2VMo99PaE3b968HDx4ECcnp1THUCqVrF+/nooVKzJnzhz8/bXzj95GoVCg0WiwUSkpqIek++0AbV9YisJfVuS3UVHEVsXj0HhOeEWilCA6UcPF51HUymIAMsCR14OGa9WqlWEpmizLzJw5k4kTJ6bbp3X16lX69+/PpEmT2LNnT7YMKM4IjUbDuHHjAK2q36TabukGkoVsVfxcz42fTvpxPyiO8ePH06xZs/eSf1coFEydOpUePXpwxT+aGWf9GVTBkTxmqYPlkNgkVl4P5JyfVsL/559/znRYsqmpKf3799eVrH4sUq7jZA34RiSSzzrrclLfiERSqmn/+f9AIBAIBAJ9ESWCAsFnjCRJTJkyhe3bt1OpUiUAnoUlcNY3ikv+0cQmaTAzM2Pw4MFcunSJkiVLpnschULBmDFj8Pb2xsPDg0GDBtGhQwd69uzJ1KlT2btXOy4uJE7Ns9cqgpkR8zqo++fNe2ak2P6fvfsOj6L6Gjj+nS3Z9N4TAqH3LqD0XhUpIigqReliwVfFXn5YAQu9iWJHkN57B+m9BEJ6QnrP7mZ35/1jkyUxbcEUyv08j8+D2Tuzd5IhzNlz7znx2bnkFTvk78tJZe4vC0/VcSTKHAxMnjy5xHEfffQRb7/9NiaTCW8HNc8382LBgJosf7I2X/asTo+aLtgoJWJiYujSpQunTp2yeu536scffyQ0NBSAYDdbTsVmYihhiadGpWBCa3MwcOHCBcu+o7vxzDPPWKosHovOZNyGG3y2P4qcXBM5uSa+OBDFi+tvWIKr9957j7Fjx971+1Wk+vXrW8q4b7lubcl487gmTZpQv379CpubIAiC8GATGSxBeAgMGTKEIUOGcPz4cTZt2kRSUhIajYY6deowfPhwXFysyySpVCoGDx5sKYKRT5ZlWrRowenTp9l0LYWX2/qVcAYzG6WE3ihbsmfWyB8bEBBgKQsemqLji4PR/F97f+zVyiLHhKVo+WRfFAaTeT/ZoEGDij33jh07+OSTTwDoFuzM5DZ+hRrtutupqO9px9CGHny0N5K4zEyefPJJQkJC0GisK7RhjZ07d/L111+zfft2y9fWXE5mTd4cetdy5Yn6bkWutbqrhkZedlxMyOGnn36iY8eOdz2Hd955h2rVqvHuu+8SGRlpbsSba14udyTKnLn09/fnk08+qfDgKj09nfDwcLRaLR4eHgQHB1udnZMkiUmTJjFp0iR2h6bRq5ZrqdnV0BQtu0PTgDsrGS8IgiAI/yYyWILwEHnkkUf46KOPmDNnDjNnzmT8+PFWB1elyX+YBdgZmsbesLQSxxpNsiV4OZKXCSlLus7AhfhsAGbOnMmpU6cYMGAAYC7K8OK6Gyw9eYuL8dncTNFyLCqDGfujeG1bGEk5Btzc3NiwYQM2NsU30P3mm28AaOxtz5R/BVcF+TnZmEvMKyQiIyP5+++/ix23Z88eHnvsMby8vHBxccHX15cnn3ySa9eulXiNX375JT179rQEV94Oapr62FPP0w6lBMk5Bn6/kMjbOyJIyi7aCLdR3l628ijO8NxzzxEaGsratWt56qmn0Gg0aDQahgwZwurVqwkPD6/Q4OrYsWO88MILeHt707RpU9q0aUOtWrVo2LAhc+bMIS2t5Pvr39dRs2ZNdEaZD3ZHcio2s0hZe1mWOR2bxQe7I9EZZWrWrMnIkSMr4rIEQRCEh4RUXj1UhDsnSVJUQEBAQFRUVFVPRbgH5Zfe7t27dxXPxDq5ubn069ePnTt3IgF96rgyoK4bgc7mDI9JljkXl83qy0mcu2UOllQKiSVP1MLdrvRk+qqLSfx8LgFPT0+ioqIsWaOff/6ZiRMnkpVVcq+vOnXqsG7dOho0aFDs66GhodSuXRtZlvmwcyAty+iXBDD7cAz7wtNp3759oSV5Bw8eZMiQIcTHx5d4bMOGDdm1a1ehPT4LFiywBKiNvOwY1siTpr72KPKyKEnZuWy/kcrqS8nkmmSqu2j4omdQoUzWH+cT+f1CIj169GDHjh1lXsOdqKx70WAwMGXKFBYtWlTqOG9vbzZs2ECbNm3KPOfVq1fp0qULcXFxAAS52NC5hgsuGiVpOiP7wtIsfdV8fX3Zt28fdevW/e8XI1SI++33ovBgE/fjgykwMJDo6OhoWZYD7/YcYomgIAjlQq1Ws3r1agYNGsTu3bvZEpLKlpBUqrtosFMrSMzOJTHbYBmvUUrojDJfHozmwy6BxS7xAzgbl8XveT24XnzxxUJL8gYOHEhCQgJ//vknV65cIT093TKXbt26MXnyZPr164dSWfy5Afbu3Yssy7jbqWjuZ10vph41XdgXns6hQ4fQ6XRoNBrWrVvH4MGDLQUyarlp6BDkjNZg4mRsJjdTdBhluHTpEoGBgcyfP58xY8aQlpbG66+/DsBj1ZyY9ph/kQyah72aEU28aORtzyd7owhP07H+SgrDm3haxlzP2/vm4+Nj1TXca2RZZsyYMfz8888A1PWwpX8dN1oHOKJRKojN1LP9eiq7bqYRHx9Pt27d2L9/Py1btiz1vPXq1ePo0aOMHTuWXbt2EZGm5+ezCUXGde/enWXLllG9evUKuT5BEATh4SECLEEQyo2zszNbtmxh0KBBbN68GYDwvMbA+Vr4OvBEPTdMMsw4EMWVxBze2BbO4IbudAxytjQojs3Qs/V6KhuvpWAwyTRt2pTp06cD5r057777Lj/++COZmYUrGgLY2dnRuHFjunfvXmpwBViWm3nYqSwZo7J4FijOkZaWRlpaGkOGDMFkMuFhr+KNx/zxc1Tz3dE4TscVza4ZjUbGjx/PjBkz6NOnD1qtFicbBa+2K3l5IkBTHweGNHTnjwtJbLuRytBGHqgUEvFZuZyMMX8fnn76aauu4V6zYsUKS3A1vLEHwxt7FtoHFeSi4cVWPjxez40P9kQSl5nFkCFDCAkJKbWKIUD16tXZuXMnFy9eZOHChRw9epSMjAycnJxo164dEydOLLHAiyAIgiDcKRFgCYJQrmxsbGjatCmbN2+mnoctnWu4oDOYcLBR0sTHHn+n2/ugpj3mzzdHYonO0DPnWBzLTsXj7aBGb5SJybjd7LZFixZs2rQJZ2dnEhIS6Nmzp6X5rp1KQZsAR5w1SlK1Bv6JziQ9PZ1Zs2Zx4MABtm3bhqura4nztbMz9wW7k4IbWfrbPZIcHBx45plnMBqNONkomdEtCFuVgrd3hlv6bwW52NCjpiveDmq0BhNHojI4Hp1JREQEixcvBqBHTVdLcFmaXrVc+etiEsk5Bk7GZPJIgCM/njb3pAoKCrrrPlhVSZZlvv32WwA6VXcuElwV5ONow/udA3l5803CwsJ4//336d69O40aNcLPr/TiKo0aNWLOnDnlPX1BEARBKEQEWIIg/GcGg4FNmzaxd+9e0tLSuHLlCmAOWvrXLbmxb4cgZ6o5a1h/NZk9N9PIzjURlno741W7dm0mTpzI+PHjcXBwQK/X8/jjj3P27FlUCokXmnnRo5ZLoeWFmXojW6+n8uu5BP755x8GDx7Mjh07SsxkNWvWDIDoDD1hqVpquJbdx+twXnGOmjVrolAo2Lt3LwAD6rnh46jmrR3m4MpWpeC1R/1oG+BYKGDoGuzCrUw9Xx6M5kaK+XofCSh77xeYlwvWdrflapKWG8laDkZkWMqmf/jhh2Vm7O5F//zzD2fOnAFgUAP3Miv4BTpraBvgyJGoTL744gu++OILlEolTzzxBJMnT6Zbt26iCqAgCIJQZUQVQUEQ7prRaOSrr74iODiYJ598km+//Zbly5dz5MgRACLT9Xx9KJrMAhmff6vuquHltn7U8zRnkpo3b87SpUvZu3cvV69e5fXXX7c0B/7zzz85duwYCgne6RjAE/Xdi+zdcrRRMrShB//X3h8Jc0W/DRs2lPj+7dq1o0mTJgBsulZ2vyStwcTOvHLeEyZMYOHChRiNRhQS9Kzpwrm4bK4lmfdDTe8YQLtAp2If9n0cbXiv8+39s9Zkr/499q9LSewPN+87mz59eqU38y0vBw4cAKCGq8aqRtVgDlLzqRUSRqORNWvW0KNHDyZOnIjBYCjlaEEQBEGoOCLAEgThruh0OgYPHsxbb71FVFQUCsm8v6pHTRcereaErcocVByMyGD6zvBiS4vnu5qYw6WEHABmz57N2LFj6dy5MwpF4V9R8+fPB6BzdWdalVHt77FqzrQJdCx0XHEkSbI0IN5+I41doakljtUbTcw8FE26zoitrS2jR4+2ZOvc7FR42KvZnNestrmvA819Sy+a4WarIj+uii2wJLI0JlkmLlOf92fw9PRk/vz5fPbZZ1Ydfy/KL07iamv9ooqClSd/HVKH6R0DaJJXqn7RokVMnDixSEl2QRAEQagMIsASBOGOybLMSy+9xPr16wEYUNeNxY/X4qOu1Xi5rR9vdwjgh4G1GdPCGxulRESank/3RaEzFN3ndD1Zy4z95lYFzZs3p0uXLsW+57Vr1zh69CgAfeuUvOywoH61zeN27NhhaU5cnDFjxljK7H5/LI5vj8QQkpRjeT3XaGJfWBpvbg/neIy5aMX8+fPx9LxdxU+WIdcoczzaXGyiT23XMucnSRIt/cxB4PYbqVZd09m4bOKzzNmZmTNnEhUVxcSJE6069l7l6Gj+HpSW6fy3DJ15rEohYaOUaBfoxKfdqvFUIw8Ali5dWmrm8l525coVXn31VerXr4+3tzfVq1enT58+rF69mtzckj+oEARBEO4NYg+WIAh37Pjx45aKb2NaeDOwvnuRMQ42SgbWdyfYVcPH+yK5mapj1uEYnm/uhVohEZORy7YbqRyLysAkm3sbrV69usS9M+Hh4QDYKCXqeli3jKyxj73lz1FRUQQEBBQ7Tq1Ws2rVKp566im2bt3KnrB09oSl42mvwlalICXHQFZeEQyFQsGcOXMYPXo0YN4nBuZGwKEpWkx5SZMgF02x7/VvA+q68U90JuduZXMxPtvSMLg4BpPMXxfNJet79+7NtGnTrHqPe13r1q0Bc7Adna4nwLn4htAF5S+NrOVua7lnJEni2Sae3EzRciImi7lz5/LEE09U3MTLWXJyMqNGjSo2MIyIiGDbtm34+/uzZMmS+7KYiSAIwsNCZLAEQbhj+Uvu6njYFhtcFdTU14HeeZmkY9GZTN50k3EbQvlobyRHIs3BVf369Tl06BA1a9Ys8TxGozljoZAkqwsYFBxV1p4cR0dHNmzYwPLlyy0P/InZBqLS9WTlmrCxseHZZ5/l6NGjlqbAYN6Hlb+UcW9Y2u35Wrk8ramPPTZ5pdk/OxDFxfjsYsfpDCZmHY7hYt5SyjfeeMOq898PunTpYmnuu+Facpnjk7JzORhhLuzR91+ZQkmSeLye+Z7csWMH169fL9/JVpDExEQ6dOhgCa4CnGwY1dyLtzsE8Fo7Px6r5oRCgpiYGB5//HH++OOPKp6xIAiCUBKRwRIE4Y5kZ2dbHu76WblUr29t12ILSHTv3p1Jkybx+OOPo1ariznytvwGulqDie3XU6njYUsNV02pwVZ4gYqE1jTgValUjBo1ilGjRnH69GkuXbpEdnY2bm5udOrUCW9v7yLHODk50b59ew4cOMCOG6nYqRTkGEycjcsqM4uVa5T59VwC+ry0V6bexDu7ImjqY0/PWq74OZpL1v8TncnO0FQy9eYs2hdffEGPHj3KvJ77hUKhYPLkybzyyitsCUmllpstPWu5Fjs2XWdkxoFock0yLhol7YOcioxp6mOPi0ZJms7IiRMnLFnGe5Usyzz11FNcvnwZG6XEK+38aF+tcHGULsEuJGbn8vWhGK4k5vD8889Tt27dMhstC4IgCJVPBFiCINyRuLg4dDpz4NLMp+TlbAVVc9HgYa8iKdvA4sWL6devH25ubtjbl318ZmYmP/30U6FCFfOOx5nP62xD3zpudAt2wU5dNCG/Jb/gRPPm1KpVy6q55mvRogUtWrSwauy8efNo3rw5uSYTJtkcBG0OSaV/XbcSmxdrDSZm7I/i3C1zxkoCbPOCs3O3si1fL8jW1pbZs2ff93uuijNx4kQ2b97Mtm3bmPtPHCdjs+hfx5XG3vZIkkS6zsiuUHPj6cRsA0oJXn/UHxtl0Z+7QpJwyguwimtEfa85fPiwpdT//7X3p01A0aARwNNezYddAnlrRzgRaXpmzpzJb7/9VokzFQRBEKwhAiyhwkRERBAVFYUsy/j6+t7xA65wbyq41E6lsL7XkCov0LC1tS1xL9S/hYaG0rdvX65du2b5mr1agQRk5ZqITNez+OQtNl5L4YPOgfgVaGIcmqxlb5h5n86kSZMqtC9SkyZN+Omnn3j++ectSwNjMvT8fj6RZ5t6FRlvkmVmHo6xBFGDG7gzoK4b7nYqzt/KZnNICidjs9Abby8zrF27NocOHSo2i/YgUKvVrF69muHDh7Nx40aORGZwJDIDW5UCjVIiQ2+07G/TKCXeaO9Pc7/iqzQaTTJpWvOSUmdn58q6hLuW/+FBQy+7EoOrfPZqJcMaeTLzcAyrVq3im2++sSo7KwiCIFQeEWA9xJKSkvj777+JiYlBlmX8/f0ZPHhwocpodyo3N5e///6befPmWXrb5GvdujWTJk1i+PDh2NnZ/dfpC1Wk4P0RnqajqRWltdN1RpJyzIGZtQFCTEwMXbt2JSIiAhulRM9arvSp7WpZdheRpmPr9VR23EglJkPP+7sj+LJnddztVJyNy2bm4Rj0RpnatWvzzDPP3MWV3pmRI0fi7u7OM888Q1qaeS/WyotJJOcYGNrQo1DwdzQy01Jt8OU2vvQosByuqa8DTX0dMJpkknMMHI/OYNHJeK5fv86+fft46qmnKvxaqoqDgwNr165lzZo1zJ8/nz179qA1mNDmxfRqhcSAum70reOKj2PJhTBOxWaRoTeiUCho165dJc3+7siyzJo1awDoXcKyyH9rF+iUtwQyl02bNt23/c8EQRAeVCLAeghdvXqVzz//nD/++MOy1Cvf1KlTGTZsGNOnT6dBgwZ3dN74+HgGDhxoKaWdTwJk4MSJE4wZM4avv/6azZs3U6NGjf92IUKVcHd3p3Pnzuzbt4+t11Np6lN6ryeA3aGpGEwy7u7udOrUyar3mTJlChERETioFXzctRp1PAoH5UEuGsa18qFrDWc+3BNJQraBj/ZGIiERnma+r319fdm8ebOlUXFF69evHykpKaxevZpx48aRkpLCztA0doam0cTbHi8HNVqDiaNR5gINrfwcCgVXAGGpWraGpLInLB3tv8raz5gxgyFDhhTpD/YgUSqVDB06lKFDh3L9+nVCQkJYuXIlP/74IzZKGNzQHWdNyf90mWSZtVfMhTL69etHUFBQZU39rmRlZZGTYy5cEuRqXeVJtVIiwNmGtIQc4uPjK3J6giAIwl14cP+VFoq1e/du2rRpw08//YROp8PJRkFTH3ua+djjZKNEp9Px888/06ZNG7Zv3271edPS0ujRowdHjx5FIUHHICc+6x7E30/X4+/h9ZjZqzo9arqgUkhcvnyZzp07ExsbW4FXKlSk/Cp6RyMzuJqYU+rYlBwD66+a90KNGTPGquxlREQE69atA2ByG98iwVVBdTzsmNzG13xcmt4SXHXt2pWjR49Sp06dMt9PlmWOHDnCvHnz+PLLL1m0aBGXL18u87jiSJLE0KFDSUpKYt68eZYCC+fjs9l9M43DeZUToXCREINJZu4/sbyyJYwt11OLBFcAZ8+e5ZFHHuHWrVt3Nbf7Te3atenbty8ffvghAFm5Mp/uiyJdV3y/LKNJZuGJW1zIq8Ro7VLUqqRS3Q4WjSbrGyMb8saWVRxGEARBqHwig/UQOX36NE888QRZWVl4O6gY0cSL9tWc0KjMcbbeaOJwRAa/nU/kVmYmTz75JPv27eORRx4p89z/93//x/nz51ErJKZ3DKCVv2Oh1+t42FHHw45etVz5eG8kERERjBs37r5tBPqwGzRoEI0aNeLixYt8si+SNx4LoLmvfZF9TlHpOj4/EE1SjgFnZ2emTJli1fmXLl2KyWTCy15Fu8DS96SAecmUl72KhGwDrVq1Yvny5TRp0qTM4wwGAz/88ANz587l/PnzRV7v0qULr776KgMHDrRq3gVJksSkSZOYMGECO3bsYOfOnSQnJ5Oens6qVasAaOZrzqwZTTIzD0VzJMq8bLC6i4a+dVxp6uOASgGhKeblkGfisjh16hSdOnXi0KFD/2k5b1WIi4vj1q1bSJJEQEAAHh4eVh23adMmy5+vJWmZujmUXrVd6VHTFQ87FTkGE4ciMtgckkJYgcqRO3fuxGQy3dMZP1tbW/z8/IiNjeVsXHapHybkS9MaCE0xX2dwcHBFT1EQBEG4QyLAeohMnTqVrKws/BzVfN6jOm52hX/8NkoFXYJdaO7nwDs7I4jOyGHKlCkcO3as1PMmJyffbjrb0rtIcFVQPU87Xm7rxxcHo9m0aROhoaGl9j4S7k1qtZqNGzfSsWNHoqKi+GhvJDXdNHQLdsHTXk2W3sjBiAxOx2UB5ofINWvWUL16davOf/z4cQDaBzmjtKKQhlIh0SHImTVXkvH09LQquMrOzmbYsGGFHt6rOdvgYKMkOcdAfFYue/fuZe/evbzyyivMnj270IN6SkoKly9fJisrCxcXF5o0aVJsdk6hUNC7d2969+4NwMGDB1m1ahUSkF8Ab/3VZEtw9VwzL4Y0cC8UrPo42vBoNSdOx2bx+YEorl27xpgxY1i/fn2Z11nV9Ho9a9asKbIvU5Ik+vfvz6RJk+jdu3epQdDixYsBaO3nwPn4bFK0Rv68kMSfF5KKHd+vjiubQ1K5ceMGu3fvvudL2o8ePZrPPvuMrddTGNTAvcx7fmdoGgaTjJeXF/3796+kWQqCIAjWunc/1hPK1blz5zh48CAAU9v5FQmuCnK1VfHqo34A/PPPP5w8ebLUc//0009otVocbRR0D3Ypcy5tAx3xdVQjyzKLFi26g6sQ7iU1atTgyJEjdO7cGTBnWZaeiueLg9HM+SfOElzVqVOHPXv20K1bN6vPnV9a20mjtPqY/LHWlOU2Go0MHz7cElx1r+nM6BZeeNiriM3Qk64z4KxR4m5nPud3333He++9B5iDv1GjRuHn50f79u3p1asXbdu2xd/fn9dff73MxrZeXuaqgjIQla7HaJLZkNcjrH9dN4Y29Cix4mELPwemtjP/3dywYQMhISFlXmtVioqKok2bNgwfPrxI0RtZltm4cSP9+vWjd+/elsIg/2YymSzZxUENPVj4eC2eaeKJx79+h9mqJPrUduW7PjUY39qXWm7m/Uxnz56tgCsrX+PHj0ehUJCQbeCnM/HIpTSpDk3R8tdFc2A5duxYNBrr9m0JgiAIlUdksB4SS5cuBaCGq4YGnmUvQanrYUdtd1uuJ2tZsmQJrVq1KnHs4cOHAXiswHLD0igkic41nPnzQpLlWOH+FBgYyN69ezl9+jQLFixg7969pKWl4eDgQPPmzZkwYQI9evS44yVa+aW1U7WGMkbelpI31smp7CWFq1atsixPfaKeG4ciMtgVml5ojNZQeJ/P559/TmJiIkuWLCn0dRulhN4ok5qayjfffMPcuXNZsmQJL7zwQrHvXbduXerXr8+VK1fYdj2VJj72JGUbUEjmcu1leayaE/5OamIyclmwYAGzZ88u85iqEB8fT+fOnQkNDUUpmefdp44btdxskZG5FJ/D5uspnIzJYufOnfTu3Zvdu3cX6Y2m1WotAYe9SoG7nYqnG3sytKEHMRl6snJN2ColfBxtCvVCs1ebg+Ps7KL9xO41QUFBvPnmm3zxxResu5pCqtbIsMYeBDrfDp50BhP7wtP58XQ8OQYTNWrUYNq0aVU4a0EQBKEkIsB6SFy9ehWA1v6OVvcDeiTAkevJ2kI9iIqTkWGuiOZqRbnufC55VcDyjxXuby1atLAs4yoP7du3Z/PmzRwMT+eFZt6olaXfs7lGmYPh5gCpQ4cOZZ4/v+9QfU87Nl1LwSiDQjLv5XqsmhMOagWJOQZ2haZxpUARj/zgqra7Lf3ruln2MGbojOy5mcamkBTiMnMZNWoUCoWC5557rsh75+/Nmjp1KjtD00jXmQPDFn4OeNqXXbBAIUl0r+nKz2cT2LlzZ5njq8pLL71EaGgotioFH3QOpJF34cCpdYAjrQMcORiRzqzDMRw7dox3332Xb775ptA4Ozs71Go1ubm5JGTnUtPdFjAvC63mUnz2RpZlErNzAXB1dS3/i6sAM2bMICkpiSVLlrAvPJ194ek08rLDx9EGndHEmdgssnLNhU+CgoLYtm3bfbcHTxAE4WEhlgg+JPLLsWtU1jdbtcl7qNVqtaWOc3Q077lKK6GyV3Ey8sZak20QHj5jxoxBpVKRojWyL7z4pWMF7QtPI0VrRKVSMXbs2FLHXr16lf379wNwI1mLUYZabhoWP16LtzoE0LG6My39HelVy5Uve1bns+5BONncXqrYu7YLX/WsTrdgF0vG1kmj5In67nzbJ5jmvuZA4sUXXyQ6OrrYObzwwgsEBATklWw3L2n0tiK4ypc/NjU11epjKtONGzcsGcKpbX2LBFcFdQhy5rm8ZszLli0rssRTkiS6du0KwK6bZd8LAJcScojNNAdY+cfe6xQKBYsWLWLx4sXUrVsXgIsJOey+mcahiAyyck3Y2dkxduxYjh07ZhlTni5dusTLL79MnTp18PT0JDAwkJ49e/LXX3+Rm5tb7u8nCILwoBIB1kMiv1pXbIbe6mPyx5ZV6att27YAHInMQG8sWlr630yybHlobtOmjdXzER4evr6+PP300wAsOnGLM3n7uYpzNi6LRSfMZcuffvppfH19Sz33pUuXAHPT2lyTjI+Dmo+7BuHlUHyA08jbng+7BJKfRGvq41BiEQI7tYK3OwTibqdCr9dblub+m7OzM5s2bcLV1RW90bz8LaeYsuwlyR/77+V094ovv/wSWZbxdVTzaLWyP0TpU8cVW5WCjIwMfv311yKv57cFOB6dSXiqrsjrBZlkmdWXzXuUOnXqROPGje/iCqqGJEm89NJLXLlyhR07dvDGG28wZswYJk+ezNy5c4mOjmbp0qVl3uN3KikpiQEDBtCoUSPmzp3L9evXSUpKIjo6mp07dzJs2DCqV6/Oxo0by/V9BUEQHlQiwHpI9OvXD4CDERlk6svONGXnGtkfbl6+V1aVqtGjR6PRaEjXGdkbll7qWIBTMVnEZJg/DR0/fnyZ44WH0/fff0/9+vXRG2U+3hvJ14eiuRCfTa7RRK5R5mJ8Nl8fiuajvZHojTL169fn+++/L/O8+U1d8/sIDWrgXmYxjToedrTLCxS2hqSWOtZOraB3XvPgRYsWYTAUv4+sWbNmHD58GH9/fwBOxmQSkapl7eUklp+O56cz8WwJSSm259PhSPPfs3sxeDh69CjLly8HoEsNZxRWLEm2Vyt5NNCcCf93MQww/w6qXbs2Jhk+3hdJZFrxQZbRJLP4xC1OxpgD8ldfffUur6JqSZJEjx49+Prrr1m2bBlz585l8uTJuLm5lX3wHUpISKBDhw6Wgi/VnG0Y08KbdzoG8PqjfrQPckIpQWxsLAMHDuS3334r9zkIgiA8aMQerIfEiBEjmDZtGmlpafx9KYnnm3uXOn7dlWS0BhNOTk48++yzpY719PRkxIgR/Pjjjyw5eQs/RzVNfByKHRuaouXbozEA9O7du0KWuQgPBnd3d/bs2cPjjz/OiRMnOBiRwcGI4vfstW7dmg0bNuDuXnaRiPwxMuZlsJ1rOFs1nz61XDkUkcH5+Gyy9EYcbEoOyjrXcOb3C4nExsYSFRVFjRo1ih3XoEEDzp07h6+vLxl6Ay9vCSsy5ofT8XQIcmZYIw/8nGyIStdxJs5cuOFe+4Di2rVr9OvXzxJUllat9N/yxxZXTVClUrF27Vo6dOhAUmoqr20No32QE71queLrqEZvlPknOpMtISmWpYGvv/46gwYNKoerenDJssxTTz3FlStXsFFKvNrOj8eqORXap9u5hgtJ2bl8fSiGy4k5jBo1inr16pVa+EgQBOFhJzJYDwl7e3umTp0KwOrLyay+lISpmFLAJllm3ZVk/sjrLzNp0iSr9knNmjXLkm34aG8Uc47Fcj359t6tiDQdi0/E8faOcDL0Jvz9/YtUYxOEf/P19eXw4cP8+eeflnLwBXXq1Ik///yTw4cPW71s6rHHHsPGxgYAT3u1pdpcWQILFFQoLqtUkIvt7XMWV8hFp9NZWifMmzcPo/H2+bwd1LQNcOQRfwecbBTojTK7b6bxf9vDOBGdwVcHzR9Q1K1bl+7du1s198oyffp0UlJSyN/qmam3ftljfmY9f0/nvzVq1Ij9+/dTvXp1ck0ye8PSeWdXBGPW3WDCxlB+OB1PbGYukiTxwQcfMHPmzP98PQ+6Q4cOsW/fPgDeah9A+yDnYosgedir+aBLINVdNOTm5orvrSAIQhlEBush8sEHH3D27FnWr1/PirMJbL+RSu/artT3tEMCriVpC30C3LdvXz799FOrzu3u7s6uXbvo378/Z86cYWdoGjtD0yyFMvL3mQDUqlWLzZs3U61atXK/RuHBo1arGTZsGMOGDSM6OpqYGHOA4efnR2Bg4B2fz9nZmQ4dOrB7924MJusDgPwlhUCZVQ3TtLcDpoIfUISGhrJw4UKWLVtGcnJyoWNquWkY2dSL5n4OlmV1OoOJQ5EZ/Hw2geQcA//bH40MaDQafvjhhzsuf1+RoqKiWLduHQBNfBw4HZfFgfD0Ik2Ti6M33i72UVpmpEmTJly5coVVq1Yxb948jh49annNzc2NMWPGMGHCBGrXrl0OV/Tgy6+m2cjLjtYBJTeIB/MyzqcaeTDzcAyrV68mLi6u3PeCCYIgPChEgPUQUalUrFq1ipdffpnFixcTl5nLT2cSih07ZswYFixYgFptfWUzf39/jhw5wh9//MG8efM4ceJEocCqUaNGTJo0ieeff77ET6kFoTQBAQEEBAT85/OMHTuW3bt3E59lIDJNV2K574JOxZoDAFuVwtJmoCR7w8zL3Pz9/S0fJPzwww+MHz++2D1ZDb3s+LBLNWz/1UdOo1LQLdiFJt72vLUznKRsA0qlknXr1tG+fXurrrWyrFixAqPRiIedipFNPTkdl0VYqo4L8dklLhnOtz8snXSdEY1Gw6hRo0oda2try8iRIxk5ciSpqakkJydjZ2eHl5cXKpX4J81asiyzZs0aAHrXdrXqmHaBTrholKTpctm0aVOZFTsFQRAeVvfOx59CpVCr1SxcuJDr16/z5ptvEhAQgCRJSJKEn58f06ZN49q1ayxbtsyyjOpO2NraMmrUKI4fP87ly5fZsWMH27dv5/z585w/f55JkyaJ4KqKyLLM0aNHGTt2LO3ataNZs2Z06dKFGTNmcOvWraqeXqUaMWKEpbjEluupZY6XZZktecUtutRwLjWDlZ1rZNsNc4A1btw4lEolP/zwA2PHjsVgMODjoGZUcy9eaesHmPtvvf6of5HgqiAvBzXjW/lY5tKwYUNrLrNSXb9+HYDmvg7U9rCjoZe5ofmsI7FEpZdc+e9yQjZLTpnvv+HDh99RbydXV1dq1qyJn5+fCK7uUFZWlqUFR5AVHzCAOXPr72T+dyExMbHC5iYIgnC/E/8iPaRq1qzJl19+yZdffokpb5lUeS83ql+/PvXr1y/Xcwp35+TJk4wbN45Tp04VeW3fvn18/PHHPPfcc3z//fc4OJSebXgQSJLEG2+8weuvv87WkBTa+DvS3K/k6/7zQhJheeXBM3RGjCa52FLtObkmvjgQTUqOAY1GY2m2m1+MopWfA291CECjUjBjfxQAj/g7llgivqDW/o542atIyDbw448/8v7775c4Nicnh5UrV7Jx40aSkpLQaDTUrVuXsWPH0rRp0zLf627o9ea2DvnB58tt/XhzezgpOQbe3B5O3zpu9KntarnWiDQdW0NS2H4jjVyTTO3atfn6668rZG5CUQUD0oLLX8tiyNu7eyerGwRBEB42IsAS7ql9HEL527NnDwMGDCA721x5rp6HLe0CnbBVK7iVmcuem2mk6XL54YcfOH/+PDt37sTZ2brKevejsLAwFi1aZCmyYpTh0/1RjGjsSa/aLjgXWP4Xla7j70vJhRrcHorMIG57GP3rutEhyBmNSkG6zsju0FQ2h6RyK8u8h3HZsmX4+/vz5ptvWjJX+cEVQExen7lW/tZldJUKiRZ+Dmy/kUZISEixY4xGIzNmzOC7774rssdr69atfP/993To0IHvvvuOli1bWvkds05+v7yodPN1+TvZ8Gm3anyyL4rkHAOrLiWx+lISzholJhkyCrSLsLW1ZdeuXXh5eZXrnISS2dra4u/vT0xMDGfjsqnjYVfmMalaAzdTzFmv4ODgip6iIAjCfUsEWILwALtx4waDBg0iOzsbfyc1rz/qX+RBamRTL3aEprL05C2OHz/OiBEj2LhxY5mFCe5Hy5cvZ/z48eTm5hb6usEk8/O5BP64kEhTH3vs1QoSsw1cTsyxjHn22WepXr06n332GTdSdHx/LI7vj8VZGhbnU6vVLFu2jGeffRadTscPP/wAQN86rpbgCswFLMDc8NhaaqX5eJ2u6JI7g8HA8OHDWb16NWAuQf9ooBP+zjbkGmVOxGQSlqrj4MGDdOzYkfXr15drFcInnniC77//ngvx2USl6wh01hDsZst3fYPZfiOVbddTiM8ykFagAqNSMge406ZNIygoqNjzGo1GlErrKj0Kd2b06NHMmDGDrddTGNTAvcQG2vl23kjDYAJvb29Lb0VBEAShKJG6EIT7mCzLRYKFgmbNmkVaWhqe9ipmdK9e7KfUaqVEvzpuvPqoeU/S5s2bOXbsWIXNuar88MMPjBkzhtzcXJxsbv/q0yglarpqsFcryDXJnIzN4kBEhiW4kiSJt956i59//pkZM2Zw4sQJxowZg62tLYAluHJ3d+eNN97gypUrPPfccwBcvXqVpCRzy4OuNVyQZZkT0Zl8uCeChGxzsYvS9if9W3Te2OL2Kb3++uuW4OrJ+u4sG1ib1x/zZ3hjT55r5sW3fWrweY8g/J3UZGdnM2jQIC5fvnxH38PSdOvWjXr16gHw27lE5LylZM4aJUMberBwQC2+7FmdtzsEML1jAE/Wd8Mom5eqTZo0yXIeo9HIpk2b6N+/P46OjqhUKmxtbXn00Uf56aefLI2ihf9u3LhxKBQKErINLD8Tb/mZFedGspa/Lpnv5bFjx6LRWLdvSxAE4WEkAixBuM9kZGSwYMECWrRogY2NDTY2Njg6OvLkk0+yfft2y566jIwMfv75ZwCGNvTAvYymr52qO1PP0xyALViwoGIv4j8IDw9n+fLlfPPNNyxcuJCDBw+W+mAI5gIM+fugGnrZkWOQLX9eOrA23/QN5qdBtXn9UT8GN3CnXx1X+tR2xc1WiSzL/Pjjj2Rm3i4jvmzZMuLi4jhy5Ag7d+7kn3/+ISoqiq+//pqaNWta3jc9Pd3yZyeNgiWn4vl0f5SlUTDArptp5BrL3gMTm6G3HPfEE08U+Z7MmzcPgBFNPBndwhtnTeGsjyRJNPSy5/Pu1fFxUJORkcHnn39e5vtaS5Ik3n77bcC8jHL+8ThLlg7MSxzre9rRNtCRlBwD66+mAPDCCy9YCo5cvHiRhg0bMmDAADZv3kxWVhZgztgdPXqUUaNGERQUxJYtW6yakyzLHD58mPnz5zNz5kyWLl1qKcYhQFBQkOVntuFqCrOPxBKZVjjgz8k1sSUkhfd2R6A1mKhZsybTpk2riukKgiDcN8QSQUG4j/z++++MHz++SPParKws1q1bx7p162jSpAlr1qzh5MmTZGZmYqtS0LmGdXuq+tZ25WpiDr/88guff/655cH3XrB3715mz57Nxo0biwRUDRo0YNKkSYwbN67Y6pcLFizAYDDg66gm0NmGSwk5+Dmqeb9zoKXRsI1SQecaLhRsZzy4gTtTt4Rx69YtfvnlFyZOnGh5LTs7m+3bt7NixQoiIiIwGo34+Pjw1FNPMXHiROrXr1+oB9bik/FszatY2MLXge7BLnxzNIZUrZHNISkMrO9e4rXLsszv581V22rVqkXPnj0Lvb548WJMJhNe9iqeauhR6vfR1U7FM009+eZILH/++SezZ8++o8p9t27dYunSpWzdutVSIr1hw4a89NJLPP/885w9e5Zvv/2W7TfSOBKZQfearjT1sUcpSdxM1bLteqql117Hjh2ZM2cOAGfPnqVz586kpaUhAa39Hega7IKHvZosvZGDERkcjEgnMTGRxx9/nJUrVzJ48OBi55ibm8uyZcuYN28eFy5cKPJ6r169ePXVV+nbt6/V1/2g+vTTT0lOTmbhwoXsD09nf3g6DTzt8HVUozXKnI3LIjvXHCjXqFGDrVu3WvbbCYIgCMWTyvrkV6g4kiRFBQQEBERFRVX1VIR70LZt2wDo3bs3AEuXLuWll14CwE6loGuwM+0CnbBTK0jIymXHjTROx5k/8ffy8mLcuHHMmDGDWu62zO5dw6r3jEjT8fLmm4D50+39+/dTvXr1cr6yO/fll19aPmkHcLNV4mmvJsdgshRVAOjSpQtr167FxcXF8rWcnBwCAgJISUnhuaaerLqUTI7BxITWPvSt41bmey88EceWkFQaNWrE+fPnkWWZ999/n6+++qrYnlb5RowYwZw5c6hVqxZpabeLZAys58boFt5IksT8f+LYdiMVhQQvtfKhT21XS5PhfHqjieWn49mcVyZ+0aJFjBs3rtCYGjVqEB4ezsimnjzVqOxgKddoYsy6G6TrjCxYsIAJEyaUOn7btm3Issxff/3Fzz//XOKy1CZNmpgf1Pfv5+OPP7aUAS/Os88+y5IlS7CzsyM7O5t69eoRFRWFp72K9zsHUsPVtsgxqTkGPjsQxdUkLba2tpw9e5a6desWGpOZmcmQIUPYvn275WuBzjY4qBUk5RhIzL79M5s+fTozZsx4IPcb3glZllm+fDkzZ84sdtmog4MDI0eO5OOPP8bHx6cKZnjbv38vCkJVEvfjgykwMJDo6OhoWZYD7/YcIoMlCPeBEydOWB6Cm/s68H/t/XG0ub0ErK6HHe2DnAlJyuHTfVEkJCRYquRxlx+iRERE0K9fP44fP469vf1/voa7NWfOHEtw1cDTjiENPWjp52DZkB+ZpmNTSApbQ1LZu3cvTz75JNu2bbNksi5dukRKink5mp+TDTkGE2qFZHVWr1dNV7aEpHLx4kWioqL4+OOPWbZsGWAO9HrVdqWxtzlDE5qiZev1VKLS9fz+++9ERUUxcuRIy/K9Ou62jMoLrgBebOVNVLqOiwk5LDpxi/VXkuld25VgN1tMssz5W9nsDE0jPa8wxOTJky1Bdj5ZlomOjgagvmfZleDAXCyjlpstp+OyLMeWRpZlEhISLAU7XG2VdAt2wdfRBq3BxLGoDC4m5HD+/Hm6devG2rVriYqK4scff+THH38kPDwcg8GAt7c3Q4cOZcKECdSuXdty/vzvlY1S4uOu1Qh0Ln5/j6udig+6VGPatjDiMrXMmTPHkgEDc6GPp556yhJc9a7tyoC6bpY+TyZZ5tytbFZfSuLcrWw+//xzHBwcePfdd636vj2oJElizJgxjB49mr1797Jt2zZLdrJBgwaMGDGi0IcWgiAIQulEgCUIVtLpdKxbt45Lly6Rk5ODm5sbvXr1Kvdy18WZPXs2RqORYFcN73QMKFSNrqA6HnZ82KUab2wPIz4+HoCIND3pOmORPTnFuRhv3uOjUUoYTTKXLl3i119/LfJQX1liY2Mt+z3aBznx+qP+qP5V6ayai4YJrX1p5GXPrMMx7N27l6VLl1oKJ+Qvp1RKYMzbEuRiq7QsDSyLr9Ptfj/z58+3BFcD67nxfHPvQvNp5G3PgLpubL+RxsITcRw4cKDQcqr+dd0KZahslAo+7FKN+cfj2BuWTmxmLj+eSSgyBxsbG9577z3ee++9UrMtd5KJyR9qzSqG5ORk9Ho9SgnGtvShVy3XQs2WB9Z3JyxFy8zDMUSm6xg6dCgnTpxg2rRpZe7XkWXZEoB2ruFcYnCVz9FGyRP13Fl88hY//fQTn3/+uaV5+S+//MLWrVsBmNrWl+41XQsdq5Akmvs60MTbnvnH49gZmsb777/P8OHDqVWrVpnfhwedJEl07dqVrl27VvVUBEEQ7muiyIUglCE9PZ13332XatWq8fTTT/Pxxx/z1VdfMX36dFq1akW7du3466+/rDpXdnY2MTExpKSkWPVgC+Y9L6tWrQJgSEOPEoOrfLXcbWkbYH7gVKlU5JpkdoWmlvk+siyzJW8ZWrdgF7rXcgXMQUVVLSVeunQpubm5uNkqebWdX5HgqqCO1Z3pU9sVKDzn/MbJRhlkzF/TGWSrr0lnuD3up59+AqB7sAujW3gXOx9Jkuhd25XRzb0B2Lhxo+W1x6o5FRmvUSl47VF/Fg6oyZP13fGyVxUq3T5hwgSioqJ4//33iw2gJEnCz88PgGuJ1lXYyzXKhOb1Myprn92JEycslfumtvWjf123QsFVvhputszoHoSPg5qsrCxmzpxp1Vxu3brF6dOnAeiVd8+VpWuwM2qFREZGBgcPHrR8ff78+ebXazgXCa4KUiokJj3ii6+jGlmWWbRokVXvKwiCIAjWEAGWIJQiJiaGDh068Nlnn5GQkIBKIdHE255HAhypnrfs6NixYwwbNow33nij2Id2vd68XKxjx444ODgQEBCAu7s7gYGBfPTRR2Uu0dq5c6eltHi7wKIP6MXJf1DN3yO0+lIy0QX2KhVn47UUwvMqiPWp40rfvGDlzJkz5VrO21qyLLN48WIAetV2xUZZ9q+rfnXNe6ouXrzI4cOHAahfv75liWNchnnvUIbeyBUrg5Fj0eYMmK2tLbGxsSgkGN7Es8xsUd86brjaKi0/A4Vk7k1VEj8nG0a38GbpwNqseroetnmB9MCBA8tswDtixAgAtl5PxWRF4Hg0KoNUrRG1Ws2QIUNKHZtfUVKlkOgSXPoyMRdbFcMamTN2v/32m2VpZmnyy9iDuTmxNezVStzslIWOP3PmDMePHwfMmcKyKBWSJSD/4YcfSt1PJwiCIAh3QgRYglCCzMxM+vXrx/nz51ErJJ5t6smygbX4X/cg3usUyHd9a/B1r+o8kpctmjVrFv/73/8KneP8+fPUq1ePZ555ptAn7WAO3j7++GNq1KjBt99+W+I88h8gvR3UxWYOiuNX4EHV29ubDL2Rd3aFcywqA6Op8AN4us7Iz2cTWHrKvKSwaw1narjaEuxmawkIrNmnU94yMjLILwBjbWAZ5KIhIO/aL168CICTkxMjR44EzOXDG+TtU9p0reyHf1OBrF5wcDBgrgDo7aAu5SgztVKie4GAxCRDco51D/HpOiPavBLnbm5lBwvjx49HkiRuZeWy9kpymef+7bx5GeLQoUNLLVogyzIrV64EsAR8ZelY3RkHtYKcnJxC2buSFOynVLCse1nyM4v5/cjyf94edqpi+70VJ/++SkpKsiypFQRBEIT/SgRYglCCuXPncvbsWVQKiQ86BzKskSeutre3LUqSRF0PO97pGEDvvE/CP/roIyIjIwFzcNWxY0fCwsJQKSQ6VXfm067VWPx4Tb7rW4NnmnjiYafCYDDw2muvMWPGjGLnkf8AqbOiV1I+fYGxq1atwtXVlVStkc8ORDNh4w0Wn7zFz2cTmHU4hrHrrrMqr4FoKz8HJrfxvaPvU0Up2FDWzsqHewBbtXlsdvbtXlOTJ08GIDxNZ9l7dCAig503Uks8jyzL/HQmgbBUc1YvICAAsD7LAuDvbB6rVJqzLbtuppU23GJ33pJOd3d3mjVrVub4mjVr8uKLLwLw05kEfj2XQHausci4G8la3t0VTkxGLvb29kyfPr3U82ZlZVn6f5W2PLMgjUpBYF52Ny4urszxAQEBlgzjyZgsq94jJCmHtLzCH/lVBPMrFlobCP57bMH7RRAEQRD+CxFgCUIxjEYjCxcuBODJ+u409XUocaxCkhjfygdPexUmk4nFixej1+sZOHAgaWlpeNmr+LZPDaY95k9TXwd8HG2o4WrL0409WfR4LTpVN1eze++999i1a1eR89evXx+AqHQ9MRmlL/PLdzza/FDs7e1N+/btWbt2reW1+CwDm66lsOpSEvvD09EbZZxsFAxr5MG7nQJR5y3Fu5mitQRq+cFFZSpYtexWVvFlwf/NaJJJzBvr7n67r1TTpk0tAeylhBzs84KwOf/EseB4XKHmqrIsczkhm88PRFuyQW+88Qbe3uY9VXqT9YFufgPh/EIXW0JSydAVDXwKytIb2ZSXNRs7dqwlwC7L3Llz6d+/PwArLyYxeu0N5v8Tx9rLSay8mMib28N4fVsYEWl6NBoNf/31F02aNCn1nArF3f0Tkb9U1prj7ezsLBnGzSHW7U3cHGLOPrZp08ZyDfmZvuQcA3qjdZmw+AL3VcH7RRAEQRD+CxFgCUIxdu3aRXh4OAoJS3aqNEqFZBm3dOlS1qxZw82bN1FK8GGXalRzKb4ymlop8Wo7Pxp6mZc0ffPNN0XGdOjQwfIpff6DZWmMJpmt183jXnzxRRQKBZ07d6Zdu3YAVHex4dFqTrTyc6BzdWdeaevHsoG1ebapl6X0OcCWvKa4zZo1o0GDBmW+b3mztbWlU6dOAKVmmgo6EZNJms6IQqEoUglt+vTpfPrppwCWxqlg3rc0ZfNNXtlyk3d3hTNpUyhv74zgWF6QOmnSJL788kvLz+BUTGaRZZYlOR5jPkerVq2ws7MjOcfAp/siSdcVv1QwU2/kf/ujiM/KRaPRFGpsXBYbGxvWrFnDW2+9hZOTE1qDiW03Ull+JoFfzyVyNcmc4WnZsiV79uyhX79+ZZ7Tzs7OEhzmWnnNmXqjJetXrVo1q47Jr/h4M1XHL+cSSw2y9oens/tmOkCh70+nTp3QaDTkGEwcjsgo6fBCtufdV61atRIBliAIglBuRIAlCMUICQkBzHt6rNlvA9Da37wXKy4ujrlz5wLwaDWnEoOrfEqFxJCG5ofYzZs3ExYWVuh1hUJheZDcdC2FE3kP/sUxyTILT8SRkG1AoVAUakibv0wuKl1P/zqufNClGq8/5k+3mi5FKhNeTcxhd2ia5biqasSa/+B9JCqDiAJZpuIYTDKrL5szTgMHDizycC9JEu+99x7Hjh3jueeeQ60u/HMNS9VxIT6HmLxCGO3bt2flypXMnTsXhULBqFGjUCgUJGQbOBFT8s8gX1ymnlN5S96mTp3Kb7/9hkKh4GqSlgkbQll68hY3krUkZucSmqJl+el4xm+4waWEHCRJYsWKFfj5+ZGamorRWHrWK59areaLL74gOjqaBQsW0L9/f9q2bUvnzp158cUXOXbsGCdOnODRRx+16nySJPHcc88BoDWYrMou7Q5NQ2+UcXV1ZcCAAVa9T7NmzXjllVcAWHUpiZmHYwhNLtyk+FamnuWn45l9OAaA7t278+yzz1pe9/T0ZNiwYQCsuZJc5n6u2Aw9+8PNgVr+fSbcuYiICP7880+WLFnCb7/9xtWrV6t6SoIgCFVOqqryywJIkhQVEBAQkL+RX7h3zJ49m2nTplHHw5aZvWpYdUxUuo7Jm24W+tpHXarRwq/k5YX5jCaZF9ffIDnHwLJlyxgzZkyhDvE5OTl06dKFf/75B6UEgxp40LeOK5725iBBlmUuJ+aw6mISJ2PND/Wffvop7733nuU9dDod7dq148yZM2iUEhMf8aVjdedCe2uMJplDkRnM/yeOHIOJBg0acOLEiSprNKzX66lXrx5hYWF42qv4sEs1S9PYQuOMJr45EsvhSHPmYt++fZbsV0mSkpI4deoU6enphIWFkZNjDmycnZ3p1KkTjRs3JjMzEwcHB1Qq8967gQMHsn79ejzsVHzRs3qJwXd2rpGP9kRyNUmLu7s7a9asoWPHjmzatIlnnnnG0purOPb29jz55JMcPnzYEmwrlUp69erFpEmT6Nu3r2VPV2W4evWqpUDLvu+nM7SRR4ljYzP0vLkjnHSdkddee43Zs2db/T5Go5Fx48ZZmhkD1HDV4GGnIjPXxLXEHPL/terUqRPr168v0vz21KlTPPLII5hMJlr6mRtyF9fvLCZDz8d7I4nLzMXPz4/r169XaTPt+9GuXbv47rvv2LRpEyZT4WC2S5cuTJkyhcGDB5f7hzMFfy8KQlUT9+ODKTAwkOjo6GhZlgPv9hyi0bAgFMPT0xOAW5m5GEyyVRv888ugKxQKywOHl4N1f8WUCglPexXJOYZiS1vb2dmxceNG+vfvz/Hjx1l1KYm/LydRx8MOO5WC+KzcQvuz3nzzTd59991C59BoNGzcuJGuXbsSEhLCt0dj+elsAp2CnHCxVZGuM3IgIp2kbPPytRo1arB58+YqffC0sbFh/fr1dOzYkcS0NF7dcpNHqznRs6YrXg5qtAYTR6Iy2H491VL04Ouvvy4zuALzvqiePXsW+ppWq2XVqlVMmjSJI0eOWDI2LVq0YMKECXz44YccOHCApJQU3twRzrNNPOlU3dmSATSaZI7HZPL7+UTLMrnk5GQ6d+5M48aNefnll7l58ya//PILCxYsKPRpf+3atWnUqBGbNm3it99+KzQvo9HIli1b2LJlC40aNWLdunWV1hi3Xr16nDlzhszMTH4+l0CazsCQBh642t2+t/Ove8HxONJ1Rnx9fctsMPxvSqWSpUuX0qVLF7799ltOnTpFWKrO8n0E8z05adIkpk6dWqj6YL6WLVuyYMECxo8fz6nYLF5af4MeNV15rJoTDjYKErMM7LqZxuHIdAwmcHR0ZMOGDSK4ugOyLPPee+/x2WefWb7mZKPExVZJlt5IitbI3r172bt3Ly+88AJLliwpki0WBEF40IkMVhUSGax7V1xcHNWqVcNgMPBme3/aBzmXecwn+yI5GZNFnz592Lp1KwAze1W3umT0lE2hRKbrWbBgARMmTCj2k7Hs7Gxmz57NokWLKO6+6dChA9OmTePJJ58s8X0SExN5+eWXWbVqVbG9fxQKBYMGDWLevHmllvCuTOfPn2fgwIHcvHmzxDE2NjZ88803d73c69ChQzz11FPExsaWOMbV1ZX33nuPzz//3FI+30GtoI6HHUoJwtJ0lgAVzPvdFJLEzQJBwqBBg/j999+xsbEhJSWFjIwMnJycmDdvHh988IH5fWyV9KzlSpsAR2xVCmIz9OwITeNEdCYy5uIlR44coWbNmnd1rXdq27ZtJCUlWZbkqRTwSIATfo7mIPd4dCYJedft6enJ9u3badGixV2/nyzLHD9+nH379pGamoqDgwMtW7akZ8+eVmXvfv75Z8aPH1+oEuW/VatWjbVr19KyZcu7nufD6OOPP+ajjz4CoLG3HU/W96ClnwNKhYQsy1yIz2bD1RTLHsbRo0ezbNmycstkiYyBcC8R9+ODqTwyWCLAqkIiwLq3DR8+nD///JNgVw1f9qxeZJ9SQZcTspm+MwIZ2LRpE5MnTyYsLIyhDT14rlnpTWIBItN0TNlsDh72799Px44dS/3FbTAY2LJlCxcvXiQ7OxtXV1d69OhB06ZNrb6+mJgYli5dypEjR8jIyMDR0ZG2bdvy4osvWl2coDLp9XrWrl3L/Pnz2bdvn+Xr1atXZ9y4cYwdO/auA8J9+/bRu3dvdDodaoVEhyAnugS74GarIlNvZH94OnvD0tAaZBQKBfPmzePkyZP8+uuvxT7EN/Wx5/lmXpbgOiJNx7oryezM29c2fPhwfvvtN8tD5/bt2y0/507VnXm5rW+xjZVDknL4dF8UaTojjRs35uzZs3dd6e9O5N+LJ0+e5Lvvviu2Z5RCoeDxxx9n1qxZlZZdK01ycjI//vgjCxcutOypBOjYsSOTJk1i8ODB2NhYX3JfMPcaa9y4MQC9arkwobVvocI4+WRZZuXFJH47nwjAli1b6NOnT7nMQTzQCvcScT8+mESAdZ8TAda97fjx4zz66KMYjUaa+tjzZvsAnDRFPz2/EJ/N5weiyNSbaNasGadOneKrr75i+vTpuGiULHmiVqnBGcDCE3FsCUmlQYMGXLx4EUmSyv0Xd1hYGKdPnyYrKwtnZ2fatGmDr++90fPqTun1elJTU7G3t8fBweE/fTqelJREnTp1SElJoZqzDR90qVbs3qo0rYEZB6K5mpiDra0tly5dws3Njf/973/MmjULgDb+Dox/xNeyN+7f1l9JZtlpc3BS8KGzV69e7Nixg8be9nzStVqxD635riXl8Ob2cGTK98G1NAXvRb1ez+rVq9m2bRvJycnY2dnRoEEDxowZQ1BQUIXP5W5otVrLfS+Wq929KVOmMG/ePIJcbPi2T3Cp96ksy3y0N4ozcVkMGDCADRs2lMscxAOtcC8R9+ODSezBEoQK9Mgjj7Bo0SJefPFFzt3KZuy663Su4Uy7QCdsVQpuZeWy40YqlxLMGYyAgADWrVuHQqFgzJgxfPTRR6TpdMw+EsMbjwWgVhb/MLI/PJ2teX2PJk2aVK6bwmVZZsuWLcydO5etW7cWqgKnUqkYPHgwU6dOpX379uX2npXBxsbG0pfqv1q+fDkpKSk42ij4uGs1PEoIjlxsVXzQOZDXtt4kPkvL/Pnz+frrrwkPDwegibc973QKLPXn90R9d07HZXEqNov58+fTp08fQkJC2LFjBwBPNfIo9aEVoK6HHS39HDgZm8W8efMqJcAqyMbGhhEjRjBixIhKfd//wtbW1up+Yg+D6Ohodu3aRUpKCra2tjRs2JAOHTqUeu/m5OSwYsUKAPrVcSvzPpUkicfrunEmLotNmzYRGRl5T2bGBUEQKoIo0y4IpRg7dix//vknrq6u6Iwy22+k8cm+KN7ZFcF3R2MtwdUjjzzCkSNHqF69OmDeI/P9998DcDQqk+m7wvM21t8OcMJTdcw/HsfswzHIQNeuXQuVVf+vDAYDEydOpH///mzZsgVZlnFQK/B2UGOnUmAwGFi5ciUdOnTgf//7n1UluFNTU/nuu+/o168f7dq1o2vXrkyePJmzZ8+W27wrk8lkYsGCBQD0rOlaYnCVz9FGyYC65n5JP/zwAxEREaxZswaA/nXdrAqO+9UxN8TduHEjMTExluDK20FFUx/rii30rOUKmJcWilUIgrUOHTrEkCFDqF69Oi+88AKvvvoqEyZMoFOnTjRs2JA5c+ag0xXfDuHmzZuW6pePVXOy6v1a+DmgUebtzbpwodyuQxAE4V4nMliCUIZhw4bRv39//vjjDxYvXszFixfJycnBzc2Nnj17MnnyZNq3b1/k4XrcuHFkZWUxbdo0QpK0fHkwBmeNEg87FVqDidjMXMvYrl27smbNmnLbEyLLMi+//DKLFi0CoLmvA0/Uc6OFnwMKSSLXKHMsOoN1V5K5lqTl/fffR61W89ZbbxV7Pp1Ox5tvvsmSJUuK7Dnau3cv8+fP57HHHmP+/Pk0a9asXK6hMly/fp3Q0FDgdtBSlm7BLvx4Jp7k5GQ2b95s6VGV3wetLC39HFBI5p5l169fJznZ3LvL28FcECNffmW+U7FZZOqM2Cglqrlo6Bbsgk/eEka9Xk92djYODmW3ArhTsixz6NAhVq5caemb9X//938899xzd7TXT7g3fPvtt7z++uuWgNxFo8TTQY0210R0hp4rV64wdepUVq5cyfr163Fzcyt0fHZ2tuXP9mrrPptVKiTs1Ap0RmOh4wVBEB50IsASBCs4ODgwduxYxo4dC5gfPq3JVrz22mu0adOGb775hrVr15KuM5Kuu900tnHjxkyaNImxY8eW64b7nTt3snDhQgCGNvRgZFPPQvNVKyU6BDnzaKAT3x+LZW9YOtOnT+fJJ5+kXr16hc6VnZ1Nv379LIUlHNQKOtVwxtdBjdYgczQqg5upOg4fPkyHDh3YvHkzHTt2LLdrqUgFS+L7Olq3N8dJo8TRRkm6zkhionkTv1IyV9azhlIhoVZI6IwyWq0WOztzIQxtXmNckyyz4WoK664mF6pImO/Xcwk08r6d6aqIpW9r1qzhww8/5Pz58wCWoHnmzJnMnDmT9u3b89lnn1lVDl+oekuWLOG1114DoI6HLUMaeNAmwNGyzC8yTcfmkBS2Xk/l4MGDPPHEE+zcubNQKXxXV1fLnxOzDfg5lf37KifXRKbeWOR4QRCEB50IsAThLtzJPqn27dvTvn17oqOj2bNnDykpKdjb29OwYUPatWtX7o04AebNmweYq9n9O7gqSKmQeLmtHyFJWqIz9CxcuJBvvvmm0JhRo0axb98+JOC5Zl4MqOtWqGjH0409uJyYw7dHYrmVmckTTzzBqVOnCA4OLvfrKm8FgxOtwYSDTdklwE2yjC4vGPLyMleINMoQn5WLj2PZD51J2bnojOYsgru7Ow0bNgQgNEVLXIaeX88nsj88HQCFBK38HPBxtEFrMHEyJpMUrZFzt8zZgBo1apR70+FZs2bxxhtvWP6/gae515qMufFvWKqOQ4cO0aNHD1asWMHw4cPL9f2F/yYyMpKYmBgkScLf3x9bW1umTp0KQNsAR/6vfdH9oNVcNIxv7UsTH3u+PhTDwYMHWbBgAa+++qplTHBwMNWrVyc8PJydoWlWVUfdF56GwWT+gOqRRx4p1+sUBEG4l4k9WIJQSQICAhg5ciQvv/wyY8eO5dFHH62Q4Co6OtpSsWuAFfuCVAqJvnVcAXPBB61Wa3ntzJkz/PXXXwBMesSXIQ09ilRElCSJhl72fN4jCA87FampqcycObMcr6jiBAcHWz6lz+/bU5azcdmWAKlnz56Wynk78kqwlyV/nJ+fH82aNaNXr14EBQVhkuHrwzGW4KpvbVeWPFGL9zpX46VWPrzc1o+lA2vzxmP+OOdVs0xJSSEuLs76Cy7Dr7/+agmumvs68F3fGnzRszoONuas3bd9avBFjyBquWnIzc3lueeeK1QyX6gaer2e3377jQ4dOhAUFES7du1o27Yt1apVo02bNmi1WhzVCl5/zL/EYjsAj1VztuwRnD9/vqVhOpgbQU+YMAGAHTdSSdMWza4WpDOY2HDVnCF+7rnncHYuu5egIAjCg0IEWIJwHzMYDKxdu5aXXnqJwYMHM2LECN58801MJhMapWT1vqCOeY2U09LSCjXznT9/PgA13TT0rOVS6jk87NUMbeQBwIoVKywb4u9lzs7ODB06FIDN11KsKhixKcT80Ni+fXtq1qxpeejcdj2VpOzc0g4lNcfAlrzjx40bh1qtRqlUMn78eACuJ5uD26cbezChmHLvKoVEx+rOfNY9CEcbBWlpacyePfsOrrhkubm5vPnmmwC09nfg/c6B1HAtvPxQkiQaeNnzv+5B1HK3xWAw8Pbbb5fL+wt3JyYmhnbt2vHss89y6NChIq/n/31WKyW0uaYir/9b/7rmACskJKRI8Dx27FicnJxI0xn5eG8kqSUEWTm5Jj4/EE1Uuh6lUsmUKVPu9LIEQRDuayLAEoT7kCzLfPvttwQHBzNo0CCWLl3KmjVr+OOPP/jtt98AsFMryiylnM/B5vavgn/++Yfff/+dH3/8kZ9//hmAvnWsq5DXpYYztioFmZmZbNy48S6urPLlZ6BCkrX8ci6x1CBrw9VkjudluvILS7z44ou4urqSrjPy4Z5IbmXqiz02ISuXD/dGkqo14uTkVKhi5CuvvGJpkuzrqGZ4Y89S51zNRcNTDc3B7LJly4ptdnynNmzYQExMDArJnK1UlXLv2KuVjG9lnu/Ro0c5derUf35/4c4lJibSpUsXTp8+jVIyN6n+vEcQq5+ux6ph9ZjRPYgOQU4oJEjRGnlvd4RlT1RJ/J1sqOFqzur+u/Kfl5cXK1euRKVScSNFx6SNoSw9eYsbyVqScwxEpOn45VwC4zfc4HRcFgCLFi2iUaNGFfMNEARBuEeJPViCkMdoNJb7fpaKYDQaGTNmjKUnjUKCVv6O+Duq0RtljkSlk6o1kak3oTOYymxyDBBXICgYNWpUkdfP3cqiibd9mRvb7dVKqrnYEJKkJTY29s4urArk9wnLt+pSEtHpOp5s4EE9D1tLUBmaomXD1RR237y9DPDAgQOkpqbi5eXFmjVr6NOnD5HpOiZtCuWxas50ruGMi8ZcDGNfWDqHIjMwmGRsbGxYvXo1/v7+lnM5ODhgMJizAX1ruxaqJliSbjVd+fV8IsnJyWzatMmSibtb+fdTu0CnMsvVA9T1sKWWm4YbKTpWrFhBy5Yt/9P7C3duypQphISEoFFKvN85kCY+hatJNva2p7G3Padjs/jsQBSR6XqWnbrFK+38SzijmW3e74ziKv/16dOHjRs38vTTT5OWlsaGaylsuJZSZJxGo2Hx4sU8//zz/+EKBUEQ7k8iwBIeWrm5uaxfv54FCxZw5MgRsrOzsbe3p23btkycOJEnn3wStdq6ynKVafr06ZaH4d61XRnWyKPQUrJnmngyet0NDCaZA+Hp9Cij/Hia1sAHe6IKfc3DXoVaIZGcY0BvlDkQnsE/UZm80d6fNgFl9MC5j9oyxcfHc+bMGcBcAOBYdCZHosz/+TmqcbNTka4zEpV+OwB9JMCRs7GZ5OTkcPDgQQYMGECXLl3YtWsXw4YNIybGvI8qfy9VQb6+vvzxxx907ty50NdzcnJISkoCKPKQXBJnjZIarhquJWktzY7/i/xzNPa2rheXJEk08rbnRoqOyMjI//z+wp2Jjo5m1apVAEx8xLfU+6aFnwMvtfJh3j9x7A/P4IXmBlxti//n3yTLJOQtdXV3dy92TO/evQkPD2fFihXMnz+fK1euWF4LCgpi/PjxjB071pKVFQRBeNiIAEt4KB07doxhw4YRERFR6OvZ2dns2bOHPXv2EBAQwJ9//kn79u2raJZFRUZGMmvWLACGNHDn+ebeRcY426roUsOZnaFprL+aQqcaztgoi89i5eSa+GBPJMk5BhQS9K7lSt86blTPWyKUpTeyNyydtVeSic/K5YsD0XzYpRrNfIt/mMvSG4lMNzcqDQgIKI9LrlD5PagAprTxpeOtbDZeS+FKYg6xmbmFepUFu2roX9eNbsEuTNoUSlxmbqHj27dvz82bN/n7778tQXtubi4qlcoStA8dOrRQ6et8+b20wJyRtFZ+pqvg8Xcr/xx38/752Teh8ixduhSj0Yi7nYpO1csuING1hjO/nE0gTWdkZ2gaQ/OWmP7bmdgskrINSJJEt27dSjyfi4sLL7/8MlOmTCE5OZm0tDQcHR3x9PREoRC7DwRBeLiJAEt46Bw8eJBevXqRk5ODUjIviepcwxlXWxVpOgP7wtI5EplBdHQ03bt3Z8uWLXTt2rWqpw2Y+9mYTCY87FU827TkMskD6rqx+2Ya4Wk6Zh6KYdpj/sUuFfz9fAJhqTpUCpjeMbBIUQwHGyX967rRsbozH+2J4EaKjm+PxrLkiVrF7tHZE5aG1iDj7OzMgAED/vsFV7D8HlQAOqNMx+rOdKzuzM0ULZcScsgxmLBTKajtbkvdvCWDsixbelYVPB7AxsaG4cOHM3z4cGRZRq/XY2NjU+b+NQcHB+zt7cnOziY0RUuwW9m9rfRGE9F5wWx5ZAp8fX05f/48N1K0ZQ/OE5o3VmQqKt/hw4cB874ra/ZaqpUKOgQ5sSkklSsJ2UDRAMtokll92ZxJ7dOnD7Vq1SrzvJIk4eHhgYdH8QGbIAjCw0h8zCQ8VBITExk4cCA5OTkEONkwr39N3uwQQNtAJ+p52tEmwIn/ax/AggE1CXKxQafTMWjQoHIthf1f5C8N7FPLtdSHqmA3W15saX7oPRadyaRNoay8mEhcpp5MvZHINB3LT91ifV4Z5WGNPEutOOisUTK9YyBKCZJzDByLKlohMD4rl1UXzQ9no0aNshSBuJf5+/tbykf/U6BMe7CbLf3rujG0oQf967pRz9POEiRdS9KSqjVnexo0aFDiuSVJQqPRWFUcRJIkyx6qrddTrZr7wYgMMvQmNBpNuQSzTz31FAD7w9LJKqMQAkBUus7Sj2vYsGH/+f2FO5Oebl6C6mpr/b5RVzvzZ6o5hqLVBHONJr47GsuFeHPBlPzGxIIgCMKdEwGW8FBZunQpycnJONko+aRbtRKLNvg42vBx1yBcNErS0tJYsmRJJc+0KJPJZNnr0siKfTL967ox8RFzkJWYbeDXc4mM3xDKs6tDmLL5JmuvpiBjLv3du7ZrmefzclDTLtC8/6pgECDLMmfispi+M5wUrREPDw+mTZt2x9dXFWxsbCxFPTaHpGA0WVGmPW9D/6OPPkrjxo3LbS6TJk0CzAHcoYii+7cKytAZ+etiIgDDhw8vl+zBM888g4uLCzqjzK/nE0sdazTJ/HQmAYC6deuWupRMqBiOjuYPRDJ01i8PzR8bna7nTGwWsRl6bqZo+eN8IuM2hLIvb9/gJ598Qs+ePct/0oIgCA8JEWAJDw2j0cjChQsBc3GIf/cY+jd3O5WlAe+iRYuqfJ+JLMuWxp/W7pPpU9uNhl7m5Wb/zii5uJj7WjX2ti9xw/u/tQ8yB1iXE3JYeSGRn87EM3nTTT7cE0litgEXFxc2btxoKX1+P5g4cSIAUel6lp66hamUMu07Q1MtD6H5AVF5adOmDX369AFg9pFYdtxILTbgi07X8/7uCGIycrGzs7M0Bv6vHBwcLH2wNl1LYcnJW2TnFn14T9UamHU4xpLx+/DDD8WemyrQpk0bwJzJtOaDAYNJ5mCEOfOcojXy4d5IJmwM5dWtYfx+IZHkHAMqlYrZs2fz/vvvV+jcBUEQHnTiX0XhoXHp0iVLpbReZTTNzdcrrwJfdHQ0Z8+eraipWUWpVOLtbS5qEZqis+oYg0kmNsNcqOHzzz8nLCyMCxcuEBkZaSmf7KC2/teAg9q8HCnXZM5y/H05megMc4W97t27c/jwYdq1a2f1+f4LWZY5ceIEK1eu5Ndff2X79u131Q+qfv36vPPOOwBsDknlf/uiuBCfXagfVkSajvnH45hzzLxUtG/fvgwfPrx8LiSPJEn8/vvvtGjRAoNJZu4/cYzbcIPfziewOzSNLSEpfLgnkkmbQrmZqkOtVvPHH38UyqIZDAZSU1PJzS294XFJpk+fzujRowHYeC2F0WtvsOB4HFqDCa3BxOzDMYxdd4NDkeYH9Y8++ohnnnnmv1+8cMdeeuklJEniVlZuoeWtJTkckWEuZqNQ8OijjxZ6LSAggI8//pjw8HCxNFAQBKEciCIXwkMjvwy2UgJvB+vKr3vYq9EoJXRG2XJ8VRo2bBhz585lS0gK/eq4lrm/51hUBilaIyqViqFDh+Ln52d5zdXVFYDEHOszc4k55gd3jUbDo48+ip2dHQ0bNuTFF1+kfv36d35Bd0Gr1fLjjz8yf/58zp8/X+g1Nzc3xowZw8svv0z16tWtPuf//vc/cnJy+OabbzgZm8XJ2Cx8HNR42KvI0psIT7sd0Pbq1cvSbLW8ubq6snfvXiZOnMgff/xBYraBPy8Uve/q1KnDkiVL6Ny5M1qtlpUrV7JgwQKOHj1qGdO8eXMmTJjAs88+a1lOVhZJkli6dCk1a9bkq6++IiMjg63XUxmatycrP3vn5eXFjBkzeOmll8rhqoW7UaNGDR5//HHWr1/PnGOxeDmoqe1efHGUq4k5zD9u/nBgyJAhrFy5Eq1WS2pqKvb29jg5OVm1V1AQBEGwjshgCQ+N/PLYRhmK2eNdLKNJJjdv+Y2tbdmV3Spa/nK2yHQ9O0LTSh2bpTfye95emsGDBxcKrgBLZcSriTlEpVuXEduV956DBw9mz549bN68mZkzZ1ZacBUfH0+nTp2YOHGiJbhys1Ph7aBCpZBISUlh1qxZNGnShB07dlh9XkmSmD17NmvXrqVLly4A3MrK5VJCjiW4atiwIfPmzWPjxo1WByx3w9nZmV9//ZWwsDDeffddWrduTc2aNWnUqBFDhw5l+/btXLlyhc6dO3Pw4EGCg4N54YUXCgVXAGfOnGHChAlUq1aNzZs3W/3+CoWC9957j+joaBYsWECXLl1Qq9Wo1Wp69+7Nr7/+SmRkpAiu7gHz588nMDCQrFwT03eGs/hEHJEFPgwIT9Wx8Hgc7+2OIMdgokaNGsyZMwcw/z7z9fXF2dlZBFeCIAjlTJJL2W8gVCxJkqICAgICoqKiyh4s/Gfx8fH4+/tjNBqZ3jHAUrChNCdiMvl0XxSSJBEZGVmpvZ22bdsGmJt6FjR8+HD+/PNPFBKMbu5N3zpuqJWFH5Ci0/XMOhLDjWQtGo2GI0eO0KJFi0JjZFmmYcOGXLlyhe7BLkxtVzgA+7fLCdm8vdPcN+zAgQN06NDhv17iHcnIyKBTp06cOXMGhWRevtm3jis1XM2Bb4bOyO6baay7kkxSjgGNRsOuXbvuqo/ZpUuX2LdvH2lpaTg4ONC8eXM6dOhwTz2I7t27lz59+qDT6VArJDoEOdEl2AU3WxWZeiP7wtPZl1c2X6lU8tdffzFo0KC7eq+S7sWymEwmtm/fzuLFizl//jw5OTm4ubnRs2dPJkyYQN26de9qPuUpKyuL33//nRUrVhAREYHRaMTHx4ennnqKsWPH4unpWdVTLNWNGzfo27cvISEhlq/ZqRTIYGknAOaKl5s3b6ZGjRqVP8lydLf3oiBUBHE/PpgCAwOJjo6OlmU58G7PIQKsKiQCrMo3ePBg1qxZQ1Mfez7tVnYhhk/2RXIyJosBAwawYcOGSpjhbSX94s7OzqZ3794cPHgQABeNku41XfBzskFvNHE8OpMzceby2SqVij/++IMhQ4YU+x6LFi1iwoQJAIxo7MnTjT2KDSJCk7V8tDeSNJ2RVq1acfz48UoPNt566y2++uorVAqJdzsG0LKEsvKpOQbe3xNBRJqe4OBgQkJCUCqtL2V9P0hKSqJOnTqkpKRQzdmGD7tUw6uYZa9pWgMz9kdxNUmLra0tly5dIjg4+I7f724eIvbt28fYsWO5ceNGiWOeeOIJfvjhhyrroTRv3jzeffdd0tKKzwZrNBqmTJnCF198USFLQstLZmYmK1asYN68eVy6dKnQa02aNGHSpEk899xz90XrhLKIB1rhXiLuxweTCLDucyLAqnw7d+60lB8e08KbgfXdSxy76VoKi0/eMv950yb69etXKXPMV9ov7pycHF599VWWL19eYkGDOnXqsHDhwlJLaJtMJp5//nl+/fVXAIJdNfSr40ZLfwdUConodD1br6dyODIdgwm8vb05cuQINWvWLIcrtF5OTg6BgYEkJyfzXFMvhjYq/YE8NkPPxI2hyMDGjRvp379/5Uy0knz99de8+eabONko+K5vMB6lVMTM1Bt5betN4rMMtG3bFhsbG9LT03FwcKB169aMHz+ehg0blvp+d/oQsWnTJgYPHoxer0cCWvo70C7QCTuVgvisXHaGphGTVxylXr167N+/31LApbK89957zJgxAwCNUqJzDWcaedujkCRupmjZGZpGel5Z80GDBlXYvrvyJMsy586dIyYmBkmSCAgIoHHjxvdU5vW/Eg+0wr1E3I8PJhFg3edEgFX5ZFnm2Wef5ffffwegZy0XBtZzp5qLxjImKl3H+qspbMvr9TR06FBWrlxZ6Q8p1vzivnXrFj/88AMbN24kOTkZjUZD3bp1eemll+jevbtV5bMNBgNTp05lwYIFpY6rU6cOmzZtok6dOnd2IeXgl19+4bnnnkOtkPjhydo4a8rOSP1vXyTHqyj7WJFMJhO1a9fm5s2bDG7gzgvNSw9M0nUG3tsVQXiavsQx3bp1Y8mSJSUGznfyEHHlyhVatWpFdnY2wa4a3uwQgP+/+s3JsszhyAy+OxqLzijTvn17Dhw4UGl/x3799VdGjhwJQKfqzoxv7YOjTeF7Sm80sepSkqXIyFtvvcUXX3xRKfMTSiYeaIV7ibgfH0zlEWDd2x/HCUI5kySJ5cuXo9VqWbNmDTtupLHjRhq13G1x1ShJ0xm5nqy1jH/88cdZsWLFPfsJsI+PD9OnT2f69Ol3fQ6VSsX8+fMZN24cCxYs4NdffyUrK8vyeocOHZg0aRKDBw+2FAqpbKdPnwagma+9VcEVQIfqzhyPyeLUqVMVObVKFxISws2bNwHomddGoCRJ2bm8uyuC2ExzltPbQUXnGuZ9Wll6I/vD04lM17N7927atWvH7t27/3Pz5NmzZ5OdnY2vo5pPugUV+/OSJIn2Qc7YqRR8vC+KQ4cOsWfPnkppWCzLMp9++ikAbQMdee1RPxTF/P22USp4pokXJhn+upjE999/z9tvv22pvikIgiAIJRFVBIWHjkaj4a+//mL+/Pk0aNAAgBvJWk7GZlmCq3r16jFnzhz+/vtv7OzsqnK6laZ58+YsWrSIpKQkwsLCuHr1KklJSRw4cIARI0ZUWXAFWAK+f2cZSuOY17OrYLD4IEhJSbH82aeUdgMGk8z/9kcRm5mLrUpi2qP+LBxQi5FNvehf141hjT2Z0y+Yj7pUw0WjJCEhgX79+hU6/51KTU21LDcd0tCjzGC4pb8jTX3sAXNFvMqwZ88erl69CsDzzbyKDa4KeqqhBw5qBTk5Ofz000+VMUVBEAThPicyWMJDSalUMnHiRCZMmMD+/fs5cuQIGRkZODo60rZtW7p27XrPZq0qmkajuaMeUpXBxcXcGDop2/qeXUl5/b0etIxDwXYBOqMJe0XxQcyxqAxCU3QoJHivUyBNfIoWOJAkiRZ+DvyvexBv7QgnMjKSJUuW8Oabb97V3LZt20Z2djZ2KgWdqjtbdUyf2q6cu5XNunXryM3NRa22rkfd3Vq9ejUATbztCXQu+0MDjUpB12AXNl5LYfXq1bzyyisVOj9BEATh/icCLOGhJkkSnTt3pnPnzlU9FaEUnTt35quvvuJCfDa3MvX4ONqUecyu0FTLsQ+S4OBgNBoNOp2OY1GZdA12KXbc5pBUAB6r5lRscFVQkIuGPrVd+ftyMgsXLmTatGl3VXkxPj4eAD8nNbYq6xZIBLuZA0aDwUBKSkqFF7tISEgAoIar9RnZ/LH51ycIgiAIpRFLBAVBuOf17t2b4OBgZGDN5eQyx1+Iz+Zqknm556RJkyp4dkXl5uZy8uRJdu7cycGDB7l161a5ndvFxYWnn34agE0hKRRXqCglx8CFeHOp/r513Kw6b5/arkjAzZs3OX78+F3NLT8oM1rZyBvMSxnzVXT2Cm7P0XAHBZ6MeWPv9SqCgiAIwr1BBFiCINzzlEolU6dOBWDL9VT+vpxUbGABcD1Zy5cHowFo164dbdq0qbR5xsTE8OGHHxIUFETr1q3p2bMnHTt2JCAggCFDhrBr164S530n8oPGkCQtv5xLLHLOFO3tpZS13W2xho+jDU55e6ZiY2Pval75TWwj03UkZRffPuDfzt0y75FzcXGxLAWtSPl9wM7FZVv9szib11fufm/SKwiCIFQOEWAJgnBfePnllxk8eDAAP51J4P92hLM7NI2UHAMZOiMX47OZfTiGt3aEk64z4uvry++//15pe+nWrl1LrVq1+OSTT4iLiwNArQAJMBqN/P333/To0YPRo0ej15dcMt0abdu2ZcqUKQCsupTElwejuZKYYwkYCl7xncRz+WOtKe9fnJ49e+Ln54dJhh03im/eW/j9ZLbkLWV84YUX7vp978QLL7wAQHSGnnO3ssscn5Sdy9GoDABGjx5doXMTBEEQHgxivYMgCPcFpVLJ77//zvjx4/nxxx8JSdLyXVLxmZa6deuyadOmSsk43Lx5k2nTprFmzZoirzlpVPSs6YKvow17wtI4dyubn376Cb1ezy+//PKfAopvv/2WnJwcli1bxpGoTI5EZeLnqMbNTkVKzu0M1qWEbFr5O5Z5vsg0HRl6c2PdwMC7a/2hVqsZN24cH3/8MWuuJNE6wLHUDNrKi0lEpZuDzQkTJtzVe96pevXq0b17d3bt2sXik7f4vEf1Eqsd5hpl5v4Th0kGf39/nnjiiUqZoyAIgnB/ExmsAiRJcpIkaaQkSb9IknRNkqQcSZKyJUm6KEnS15Ik+VX1HAXhYWZjY8Py5cs5duwYo0aNKlRRD8w9u3777TfOnTtH7dq1K3w+e/bsoXnz5pbgykYpUd1FQ6CzDQoJknMM/HkxiT8uJDK+lQ/PNfUC4Pfff+eXX375T++tVCpZsmQJv//+O4899hgAsZm5XErIsfS9AvOSSmvkj2vQoAEtW7a863lNnTqVWrVqoTXIvL87gu03UtEZCm/Kis/KZcHxOH47nwjAxIkTLS0TKsOXX36JnZ0dUel63t4RzomYTEwFUn2yLHM1MYeP9kZwKta8hHHWrFmVskdMEARBuP+JDFZh84GReX/OAK4ADkA9oCEwWpKkvrIs390OcEEQykWbNm1o06YN8+bNIzY2Fr1ej5eXF56enpU2hxMnTjBgwACys7PxsFMxuKE7XWu44JDXqyspO5cdN9JYeyWZW1m5fLA3kq97Vic8Tcf+8HTmzp3L888//5/mIEkSw4cPZ/jw4Zw9e5ZDhw6Rnp6Oo6Mjer2eadOmcSI6kyORGTxazanE81xNzGHHjVTAvL/rvyyrdHd3Z+vWrfTo0YPw8HDm/RPHT2fiaenniJ1KQXxWLmdvZZFf2+Lpp5/m+++/v+v3uxutWrVi9erVDBkyhOiMHD7dF4WPg5pG3vYoJAhN0RKaorOM/+677xg+fHilzlEQBEG4f4kAq6i1wFxgnyzLBgBJkmoBvwFtgNWSJNWTZTmn6qYoCAKAvb09tWrVqvT3lWWZsWPHkp2djb+TDTO6B+FuV/jXqYe9muFNPGkT6Mh7uyJIyjbw45kEBtZ3Z394OsePH+fEiRO0bt26XObUrFkzmjVrZvl/k8nEhg0b2Lt3L18fiuaF5t70quWKnfr2woVco8yBiHQWnbiF3ihTv359Ro0a9Z/nUrt2bY4dO8Y777zDb7/9RqZWy/7w9EJjgoKCePXVV3nllVcqZe/Vv/Xt25dDhw7x3nvvsWXLFm5l5XLrZuF9Y+3ateP999+nX79+lT4/QRAE4f4lAqzCXpFluUgNaFmWb0iSNBS4DlQD+gBFN1wIwn1Ip9ORkpKCUqnEzc1NlKK2wqFDhzh37hwA/9fev0hwVVBNN1vGtfLhm6OxHI5MZ2xLbwKdbYhK13P06NFyC7D+TaFQ8Pfff9OrVy9OnDjBD6fj+eNCIo9Vc8LdTkWGzsjhyAzSdOZ9V8HBwWzZsgVHx7L3a1nDx8eHZcuW8fXXX/PLL79w8eJFsrOzcXNzo0ePHvTv3/+uem2VpxYtWrBp0yZCQ0P55ZdfiIyMxGAw4OPjw7Bhw/7TUklBEATh4SWepAooLrgq8FqkJElXgKZA3cqblSCUP5PJxO7du5k3bx4bNmzAaDQ/ZDs5OTFy5EgmTZpE48aNq3iW965FixYB0NDLjppuZZdBbx/kxA+n40nTGdkdmmYpqpCRkVGh83Rzc2Pv3r289dZb/Pjjj2RlZbEztHCWRq1WM2zYMGbPnl0hTX7d3d0tJfbvVTVr1uSDDz6werxWq0Wr1eLs7Fwl2TdBEATh3ib+Zbgz+U9SYnmgcN+Kj4+nY8eO9OzZk7Vr11qCKzA/8C9YsIAmTZowbtw4cnOt62X0sDl//jwAj5Wyr6kgtVJBm0BzZig8TUe67nZAW9EcHByYO3cu0dHRzJkzh2HDhtGnTx+GDBnCZ599RmRkJL/88kuFBFcPklu3bvHZZ58RHByMnZ0dbm5uaDQaBgwYwObNmwv9PRIEQRAeblJ5NL18GEiS1Aw4k/e/rWVZPmnlcVGlvOzr6emp/K/VxIQHk1arBShSKe+/MJlMJCQkWAInG6UCjUpCpZBAhlyTjNZgwpBXgcDOzg4PD49ye/8HRVxcHAaDAUcbJbYq6z6nyso1kpNrQq2UyDWav78+Pj73RWW6irgX7yeZmZmkpaWV2phYrVbj4eEhlthWsIf9XhTuLeJ+fDCNHDmSxMTEaFmW765nCSKDZRVJkpTAnLz/3W1tcCUI95qUlBRyc3ORJHDWKHHWKNEoFSglCaVCwlalwNVWhb3avIQtJyenwpex3Y/yl4WZ7uADKlNepfL86nk2Njb3RXD1sMvIyCA1NRVZllFIEvZq898RV1sVzholNkrzvZCbm0tCQoLIZAmCIAhiD5aVPgM6Yi7dPu5ODiwt+pUkKUqj0QT07t37P05PeBBt27YNgPK6P0JCQujTpw8AbzzmT8fqziWOdQB+PXmLTddSCAwM5ObNm1X+ybxWqyUqKoqcnBzc3d3x9/f/T+XE/4t33nmHzz//HG8HFQsH1EKpKH0eqVoDY9fdsGQGAVasWFFuP9uKVt734v1i27ZtPPXUUwB0qu7My219LQFVPg1wLclc6j1dZ6Rp06acPn1a7M2qIA/rvSjcm8T9+GDSaDT/+RwPzL8AkiR9JUnSlbv479EyzjsBeBMwACNkWb5RKRckCOVs4cKFAPg7qWkfVPben8EN3FFIEBUVxYYNGyp6eiW6cOECkydPxtvbmzp16tC0aVMCAwNp0qQJ8+bNIzIykoMHD7JlyxYOHTpUKRm38ePHI0kS8VmGIuXHi7PuSnKh4OrZZ59l5MiRpRwh3AtmzZoFQGNve15t51ckuMpX18OO9zqZP0s7d+4cO3furLQ5CoIgCPeeBybAAvwxNwS+0/8cSjqhJElPA/MAGRgly/KmCpy/IFSo/Ie+7sGuKKzI/Hjaq2np51Do2MpkMpl45513aNKkCfPnzy8SOF28eJEpU6YQFBREx44d6devHx06dMDPz4+JEydy4cKFCptb9erVGTp0KADzj8dxPDqz2HGyLLPhajJ/X75doHT06NEsX768yrJvgnVCQkLYsWMHAE818igzS1nP044Wvua/L/Pmzavw+QmCIAj3rgdmiaAsyyOBcvtIWJKkfsDPmIPQybIs/1pe5xaEqpCamgqAl4P1f+29HMx7hFJSUipiSqV6/fXX+e677wAIcrGhXx032gQ4YqdWEJeZy84bqey+mU6Owby5SaOU0BtlsrKyWLhwIYsWLWLWrFm89tprFTK/xYsXc+nSJS5evMj/9kfRzMeevnXcqOmmwSTDhfhsNoekEJqiA8DPz4+ff/6Zbt26ieDqPpC/9MfbQU1TH3urjulZy4XTcVls27YNWZbFz1kQBOEh9cAEWOVJkqROwCpADUyXZXl+FU9JEP4zOzs7AEtAYo2cXPNYB4cSE70VYt26dZbgqn9dN15s6V0o61bTTcm41r482cCDD/dEEJORi6ONkm/71OBoVCYbr6UQnqbj9ddfR6FQ8Morr5T7HF1dXdm7dy+DBw/mwIEDnL2Vzdlb2cWOHTp0KL/88ku5rOsWKkf+hwo+DmqrMr4Avo42gLl5d05ODvb21gVmgiAIwoPlQVoiWC4kSWoFbADsgM9lWf6iiqckCOWiSZMmAByJLH4527/pDCZOxpjHVnbT4W+//RaAVv4OvPSv4Kogbwc1H3aphkohkZRj4HRcFr1quzKrd3VLj6rXX3+dK1euVMg8PT092bdvH7t27WLIkCEolUrLa/b29rz00kucOnWKv/76SwRX95n8ssvaO/hAIn+sJEni5y0IgvAQEwFWAZIk1QO2As7AfFmW36niKQlCuRk3zlwA80xcFlHpujLHHwhPJ0NvwtbWlueee66ip2dx+fJl9u7dC8CQBh5lLrPydbShfV4wtSUkFTA39n39UT8CnGwwmUwsWLCgwuYrSRLdunVj1apVZGVlER0dTVxcHKmpqSxevJgWLVpU2HsLFadRo0YA3EjRkpBlXcPtY1HmfYL16tUrFGwLgiAIDxcRYBX2PeCJuahFc0mSDpbw35gqnqcg3LHu3btTt25dAL46GEOa1lDi2OvJWpadjgdgxIgRuLu7V8ocAfbv3w+Yl2Y19LKz6phuNV0AuJyYgzGvWp9aqaB/XTcAfvzxR7Kzi1++V540Gg3+/v73TQNhoWS9evWiWrVqmGTYej21zPFag4ldN9OA2x9mCIIgCA8nEWAVlr+mQwIeA9qX8F9QlcxOEP4DhULBDz/8gEajITxNxxvbw9gSkkJ27u3GqInZufx6LoF3d4WTnWuiRo0afPbZZ5U6z/xiHO52KquLBLjb3d5OWnCPWeca5l5f6enpXL16tfwmKTzwVCoV48ePB2DN5SROxZa8tDbXKDP7SAyZehN2dna88MILlTVNQRAE4R4kilwUIMtyl6qegyBUpPbt27N27Vqeeuop4jMzWXjiFj+eicfX0QajSSY6Q09+u6batWuzZcsWfH19K3WOjo6OAGTqjWWMvC2rwFhNgV5FDmoFCglMMpXSH0t4sLz66qv8/fffnDp1iv/ti2JgfXf61HbFJ6+YhdEkczI2k1UXk7iapAXg+++/r9SMryAIgnDvEQGWIDxk+vTpw6lTp/j2229ZsWIFmZmZhKXe3pMVEBDA+PHjmTJlCm5ubpU+v5YtWwIQma4nLFVLDVfbMo85EGEOnqo526BW3s56ZehNloDRyans5sqCUJCDgwObN2+mf//+nDx5kr8vJ7PmcjLBbho0SgW3snJJzjEvtZUkiVmzZvHiiy9W8awFQRCEqiYCLEF4CNWpU4d58+bx+eefs337duLj41GpVFSvXp3u3bujUlXdr4Z27drRpEkTzp8/z8ZrKUxp41fq+Ey9kT15e1/61HEt9NrevK+7urpSv379Cpmv8GDz8fFh3759zJ07lwULFhAeHm7pbQbmpbcDBgzg9ddfp3PnzlU4U0EQBOFeIQIsQXiIOTs7M3To0KqeRiGSJDFlyhTGjx/Pjhtp1Ha3pU/t4jNpObkmPj8QTXauCVuVgq41XCyv6QwmNoeYexmNGTPG0gdMEO6Ug4MDb731Fm+88QY7d+7k6tWr5OTk4O7uTq9evahevXpVT1EQBEG4h4gASxCEe86YMWNYv349mzZtYsHxW5y7lU3/Om409LJDkiRyck3sC09j3ZUUYjL0SMDUtr442JhLY+sMJmYejiE2MxelUsmECROq9oKEB4JSqaR379707t27qqciCIIg3MNEgCUIwj1HpVKxcuVKRowYwfr16zkUkcGhiAycbBRoVArSdUb0RvPmKoUE41v70D7ImQydkb1haWwOSSEmw9y7aO7cudSpU6cqL0cQBEEQhIeICLAEQbgn2dvb8/fff7Nq1Srmz5/P/v37ydCbyNCbCo0zybDg+C0WnbhlKWgB5mzD3LlzRfZKEARBEIRKJQIsQRDuWUqlkqeffpqnn36aq1evcunSJcveF3d3d1asWMGKFSvIyMiwBFeurq6MHj2aiRMnisyVIAiCIAiVTgRYgiDcF+rVq0e9evUKfa1NmzZ8+eWXXLlyhczMTJycnGjQoIEoaCEIgiAIQpURAZYgCPc1BwcHWrVqVa7nNBqNbNq0iR07dpCamoqdnR2NGzdm5MiRoomsIAiCIAilEgGWIDxEZFnmxIkThIWFYTAY8Pb2pkOHDmg0mqqe2j3BZDLx3Xff8e233xIREVHk9bfeeosRI0bw2Wef4evrWwUzFARBEAThXicCLEF4CGRnZ/PDDz+wYMECLl26VOg1Ly8vXnzxRSZPnkxAQEAVzbDqGQwGRo4cyZ9//gmYqxM283HA21GNNtfEydhMMrVali9fzu7du9m5cye1a9eu4lkLgiAIgnCvEQGWIDzgYmJi6NevH2fPnrV8zc1OhVKClBwDCQkJfP755yxcuJD169fToUOHKpxt1Zk6daoluOpb25UhDT3wclBbXtcZTOwPT+eH0/GEh4fTp08f/vnnH7FkUBAEQRCEQkSAJQgPsJSUFHr06MHly5dRKSR613alT21XglzMSwJTtQZ2hqax4WoyKSkp9OnTh/3799OyZcsqnnnlunz5MgsWLABgRBNPhjf2LDJGo1LQs5YrNd1seWdXBDdu3GDOnDl8+OGHlT1dQRAEQRDuYYqqnoAgCBXn/fff5/Lly9goJT7qEsi4Vj6W4ArA1VbF0IYezOpdAz9HNVlZWbzwwgvIslzKWR88+cFVoLMNTzfyKHVsLXdbBtU3Z60WL15Mbm5uhc9PEARBEIT7hwiwBOEBlZ6ezk8//QTAC829aOLjUOJYT3s1b3Uw77+6cOEC+/fvr5Q53gtMJhMrVqwAoG8dVyRJKvOYnrVcUEjm5Zc7d+6s6CkKgiAIgnAfEQGWIDygfvvtNzIzM7FTKege7Frm+GA3Wxp72wOwcOHCCp7dvSM1NZW0tDQAmpYShBbkYa+mmrM5ExgWFlZRUxMEQRAE4T4kAixBeECdPn0agNb+Dtiprfur3iHIqdCxDwOj0Wj5s9KK7FU+Vd63VCwRFARBEAShIBFgCcIDKisrCwAHG6XVx+SPzT/2YeDq6opKZa73E5aqteoYrcFEbKY5sPLx8amwuQmCIAiCcP8RAZYgPKBcXFwASM4xWH1McrY5aHB2dq6QOd2L1Go1AwcOBGDr9VSrjtkfnk52rgl7e3v69OlTgbMTBEEQBOF+IwIsQXhAderUCYBTsZmkWBFkybLM7pvpAHTu3LlC53avmTRpEgDnbmVzKiaz1LHpOiOrLyUBMHLkSEsgKwiCIAiCACLAEoQH1qBBg/Dx8cFggvVXk8scfzI2i/A0HXA74HhYdO3alfbt2wPw+cFoDkakYyqmVH1shp4PdkcQl5mLvb09r732WmVPVRAEQRCEe5xoNCwIDygbGxsmT57MBx98wN+Xk/F2UNO3jluxY68k5jD7cAwA3bt3p3HjxpU51SonSRJr1qyhY8eOXL16la8PxeDvZEOPmi54OajRGkwcjczgVGwWMubv7Z9//kn9+vUrbE7Z2dlcvHiR9PR0HB0dadCgwUO1dFMQBEEQ7lciwBKEB9jbb7/NoUOH2LZtGwtP3GJ/eDp967jR1McelULiZoqWrddTORKZgVGGatWqWXpCPWy8vLw4dOgQY8aMYf369cRk6FlxNqHIuFq1arFs2bIKW0YZEhLC/PnzWb58uaV8PIC9vT3PPPMMkydPpnnz5hXy3oIgCIIg/HciwBKEB5harWbNmjW88MIL/PXXX1xKyOFSQk6xYxs1asSmTZvw9/ev5FneOzw8PFi3bh0hISEsWLCAnTt3kpycjL29PY0bN2b8+PH07NkThaJiVlcvWbKEiRMnFiodr1ZI5JpksrOzWbp0KUuXLuWTTz7hvffes6opsiAIgiAIlUsEWILwgLOzs+PPP/9k6tSpzJ8/n1WrVhXq3dS5c2cmTZrEk08+iY2NTRXO9N5Rp04dZs+eXanvuWzZMsaNGweAn6Oa/nXd6BrsgqONEq3BxMHwdDZeS+Fmqo4PPvgAWZb54IMPKnWOgiAIgiCUTQRYgvAQkCSJDh060KFDBxYtWkRsbCwGgwEvLy+8vLyqenoPvbCwMCZMmABAK38H3mofgEZ1O0tmq1LQo5YrXYNdmPtPHLtvpvHhhx/Su3dv2rZtW1XTFgRBEAShGCLAEoSHjJOTE05OTlU9DaGAhQsXYjAY8HZQFQmuClIqJKa08SUyTUdIspa5c+eKAEsQBEEQ7jGiTLsgCEIV0uv1LFu2DIC+td1KDK7yKRUSA+qZq0GuXLmSxMTECp+jIAiCIAjWEwGWIAhCFbpx44YlSOpcw7oy7O2rOaFWSOj1ek6fPl2R0xMEQRAE4Q6JAEsQBKEKZWRkWP7sYmvdqm21UoG9WlHkeEEQBEEQqp4IsARBEKpQwf1waVqDVcfkGk1k55qKHC8IgiAIQtUTAZYgCEIVqlWrFp6engDsC0u36phDkRnkmmRsbGxo0aJFRU5PEARBEIQ7JAIsQRCEKmRjY8PYsWMB2HI9FZ3BVOp4o0lm49UUAIYNG2YJzgRBEARBuDeIAEsQBKGKjR8/HpVKRXxWLl8fii4xyDKaZOb9E0dIshaAKVOmVOY0BUEQBEGwggiwBEEQqlhwcDALFiwA4HhMFq9uvcmGq8lk6o0A6Awmdt5IZdq2MHbdTAPgww8/FD2wBEEQBOEeJBoNC4LwUMnMzCQmJgaDwYCXlxdeXl5VPSUAXnzxRUwmE5MmTSImI5elp+JZeioeG6WE3igXGvvxxx/z/vvvV9FMBUEQBEEojchgCYLwwJNlmUOHDvHss8/i7u5OvXr1aNSoEd7e3nTq1Inff/8dvV5f1dNk3LhxXLx4kVdeeQUXFxcAS3BlZ2fH2LFjOXXqFB988AGSJFXlVAVBEARBKIHIYAmC8EDTarWMHj2aP/74o9jXDxw4wIEDB2jQoAGbNm0iODi4kmdYWL169fj222/57LPPuHDhAunp6Tg6OtKgQQNL0CUIgiAIwr1LBFiCIDywDAYDQ4YMYfPmzQA08LSjXx03mvnao1RIhKfq2Ho9lcOR6Vy+fJmOHTty9OhRAgMDq3jmYG9vT5s2bap6GoIgCIIg3CERYAmC8MCaOXOmJbga18qH/nXdCr3eyNueRt72PJ7kxsd7I4mOjmbkyJHs3bu3CmYrCIIgCMKDQOzBEgThgZSbm8ucOXMAGFjPrUhwVVBdDzveeCwAgH379nHmzJnKmKIgCIIgCA8gEWAJgvBA2rBhAzExMSgkGFjfvczxzX3tCXbVAFhKpguCIAiCINwpEWAJgvBA2rdvHwAt/BzwsFeXOV6SJLrXdCl0rCAIgiAIwp0SAZYgCA+ktDRzQ153O+u3mnrYqwodKwiCIAiCcKdEgCUIwgPJwcEBgCy9yepjMvPG5h8rCIIgCIJwp0SAJQjCA6lFixYAnIrNJEtvtOqYg+HphY4VBEEQBEG4UyLAEgThgTR8+HCcnZ3RGmR2hpa95C8iTcfZW9kATJgwoaKnJwiCIAjCA0oEWIIgPJAcHR0ZPXo0AD+fTeBsXFaJY5Oyc/n8QDQA9evXp1u3bpUyR0EQBEEQHjwiwBIE4YH18ccf07hxY3JNMp/si2LhiTjCU3WW19O0BlZfSmLatjBiMvTY29vz888/I0lSFc5aEARBEIT7mfXltQRBEO4zLi4u7Nixg/79+3Pq1Cm2hKSyJSQVN1slSoVESo4Bo2we6+rqytq1a2ndunXVTloQBEEQhPuayGAJgvBA8/X15eDBg8yfP59GjRoBkKI1kphtDq48PT15++23OX/+PJ07d67i2QqCIAiCcL8TGSxBEB54dnZ2TJw4kQkTJnDy5EnCwsLIzc3Fy8uLjh07otFoqnqKgiAIgiA8IESAJQjCQ0OSJFq3bi2WAQqCIAiCUGHEEkFBEARBEARBEIRyIgIsQRAEQRAEQRCEciICLEEQBEEQBEEQhHIiAixBEARBEARBEIRyIgIsQRAEQRAEQRCEciICLEEQBEEQBEEQhHIiAixBEARBEARBEIRyIgIsQRAEQRAEQRCEciICLEEQBEEQBEEQhHIiAixBEARBEARBEIRyIgIsQRAEQRAEQRCEciICLEEQBEEQBEEQhHIiybJc1XN4aEmSpFcoFGo/P7+qnopwD9LpdABoNJr/b+9eQy2r6zCOfx9sRstRc/KOgVkq2ZCplBRllBopWRlYaEZWdtN6oWQ3nF7UqGWmZmVlpogmhtnFUiQHychKRUvMiEjJDM3I2zij5uj8erHWkExnTnNZs//77P39wGadtf+LzfNisc969n9dGifRtHNf1LhwX9Q4cX+cTPfffz+rVq1aWVXzN/QzLFgNJVkBzAP+2TqLxtJO/fIfTVNI7osaH+6LGifuj5NpB2BlVW25oR9gwZLGVJK/A1TVrq2zaLq5L2pcuC9qnLg/am28BkuSJEmSBmLBkiRJkqSBWLAkSZIkaSAWLEmSJEkaiAVLkiRJkgZiwZIkSZKkgXibdkmSJEkaiDNYkiRJkjQQC5YkSZIkDcSCJUmSJEkDsWBJkiRJ0kAsWJIkSZI0EAuWJEmSJA3EgiVJkiRJA7FgSZIkSdJALFjSHJFkqyTHJLk0yZ+TPJHk8SR3Jvlykp1bZ9TkSXJYkqVJHkqyIsltST6exP8f2uTSeW3/HffbJI8keSrJfUmuTPKG1hk13ZIsSVL965TWeTQeUlWtM0haB0kuAY7pVx8D7gK2BHYHNgMeBA6tqlvaJNSkSfJp4PR+9W5gObCI7se5q4AjqmpVo3iaAkkOApb2q6uAvwArgD2ABf37S6pqcYN4mnJJXgr8Hpjfv7W4qpa0S6Rx4S+Q0tzyY+BgYGFV7VtVewJ7ATcDLwCuTPLchvk0IZK8GjiN7qD26Kp6cVXtA+wHPAC8FTipYURNh9CVquOB7apqr6raj+77bnX5PyXJW1oF1HRKEuDbwErg+sZxNGacwZLmiCQLq+qhtYy9kO4gZD7wjqr60UjDaeIkuRo4DDi/qj68xtjRwPfoZk13rqqVDSJqCiTZGni8qp5ey/g1wKHAVVX1tpGG01RLchzwHeBTwN7Ae3EGSz1nsKQ5Ym3lqh+7F/hTv7rnaBJpUvUHtQf3q9+dYZMrgGV0swheA6NNpqqWra1c9a7rl37vaWSSbA98CfgjcHbjOBpDFixpcmzRL59omkKTYF+62dAngdvWHOxnrFZf63fACHNJa/J7Ty2cDSwEjncGXzOxYEkTIMk+/PcX3BtbZtFE2KNf/m2W2YO719hWGqn+Gpgj+1W/9zQS/Y1X3g1cWlU3tM6j8WTBkua4JJsBX+tXr6+qW1vm0UTYtl8+PMs2q8e2nWUbaVP6IN1s61PAOW2jaBok2QL4FvAo8InGcTTGntM6gKSNdhrwOrpbt3+ocRZNhtWnXT01yzb/7pfetVIjl2Q/4Kv96ilVdVfLPJoapwAvAT5WVQ+0DqPxZcGSRiDJGXS3tV5f76uq38zyuR8BPgk8DRzlQYYG8mS/nD/LNpv3S6990UgleRHwM7ofAi4DzmybSNOgf+bVyXTXpX6zcRyNOQuWNBq70D2van1tubaBJO8CvgEUcGxVXb2B2aQ1rcvpf+tyGqE0qCQ70d05cGfgarrvPp83o1E4j+64+aM+YF3/j8/BkuagJIfRPXR4HnBCVZ3XNpEmSZLXA7+gm8naaqYbXSRZChwEfK6qvjDahJpGSRYCNwCL+uWhVeUMqkYiySPAAuBfMwxvQzejuhxYAdxbVa8cXTqNG2ewpDkmyYHAD+jK1WcsV9oEfgespDtg2A+4+dmDSeYBqw8ebhptNE2jJAuAa+jK1S3A4ZYrNbAZsOMs4wv615OzbKMp4F0EpTkkyf7AT+luLHB6VX2xcSRNoKpaBiztVz8wwyZHAlsDD9LNdEmbTJLNgZ/QPXPtTuDNVfVY21SaNlX1/KrKTC/g4n6zxf17uzWMqjFgwZLmiCR7AdfSHdieV1WfbRxJk+1Uuuv7jkty1Oo3+2eundWvnlFVs91pUNoo/WMoLgfeCNwFHFJVD7VNJUmz8xRBae44F9iO7qD3FUl+tZbtLqyqC0cXS5Ooqm5MshhYAlyWZAnd9QWL6H6cuxr4SsOImg7vBN7e/70KuKJ7vvD/uL+qjpxpQJJGzYIlzR2rb4sd4DWzbLd0ljFpnVXVqUluB04E9gd2Au4ALgK+XlXPtMynqbD5s/7eo3/N5J4RZJGkdeJdBCVJkiRpIF6DJUmSJEkDsWBJkiRJ0kAsWJIkSZI0EAuWJEmSJA3EgiVJkiRJA7FgSZIkSdJALFiSJEmSNBALliRJkiQNxIIlSZIkSQOxYEmSJEnSQCxYkiRJkjQQC5YkSZIkDcSCJUmSJEkDsWBJkiRJ0kAsWJIkSZI0EAuWJEmSJA3EgiVJkiRJA7FgSZIkSdJALFiSJK2nJBckqSTXJckM45/vx+9IsnmLjJKkNlJVrTNIkjSnJFkA3A7sDpxYVec8a+wA4EbgGeBVVXV7k5CSpCacwZIkaT1V1XLgPXQl6vQkLwNI8jzgEmAzYLHlSpKmjwVLkqQNUFW/Bs4AtgAuTTIfOAvYA/glcGbDeJKkRjxFUJKkDZRkHnATsC9wHXAIsAx4eVXd0zKbJKkNC5YkSRshyd7ArXQzWQDHVtXFDSNJkhqyYEmStBH6UwPvAPYEHgV27a/RkiRNIa/BkiRp45xKV65WAdsAZ7eNI0lqyYIlSdIGSnIgcBLwON31V48AxyU5vGUuSVI7FixJkjZAkq2Bi+n+l55cVdcDJ/TDFyTZvlk4SVIzFixJkjbMucBuwM+r6jyAqroM+D6wA3B+u2iSpFa8yYUkSespyRHAD4GHgUVVdd+zxrYF/gDsAry/qi5qk1KS1IIFS5Kk9ZBkR7oCtR1wVFVdPsM2bwKuBZbTPRPrryMNKUlqxoIlSZIkSQPxGixJkiRJGogFS5IkSZIGYsGSJEmSpIFYsCRJkiRpIBYsSZIkSRqIBUuSJEmSBmLBkiRJkqSBWLAkSZIkaSAWLEmSJEkaiAVLkiRJkgZiwZIkSZKkgViwJEmSJGkgFixJkiRJGogFS5IkSZIGYsGSJEmSpIFYsCRJkiRpIBYsSZIkSRqIBUuSJEmSBmLBkiRJkqSB/AewRZxtPTxlpAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "c1 = cluster([-0.7, -0.7])\n", + "c2 = cluster([2, 2])\n", + "\n", + "X = np.vstack([c1, c2])\n", + "y = np.append(np.zeros(len(c1)), np.ones(len(c2)))\n", + "\n", + "plt.scatter(X.T[0], X.T[1], c=y, cmap='Paired_r', edgecolors='k')\n", + "plt.xlabel('x'); plt.ylabel('y');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "##### Логистическая регрессия\n", + "\n", + "$$\n", + "f(z) = \\frac{1}{1+e^{-z}}\n", + "$$\n", + "$$\n", + "z = k^T x\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "z = np.linspace(-10, 10)\n", + "fx = 1 / (1 + np.exp(-z))\n", + "plt.plot(z, fx)\n", + "plt.xlabel('z'); plt.ylabel('f(z)'); " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = LogisticRegression()\n", + "model.fit(X, y)\n", + " \n", + "plot_decision_boundary(model, X, y) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "##### Дерево решений\n", + "![decision_tree](img/soft/tree.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = DecisionTreeClassifier(max_depth=3)\n", + "model.fit(X, y)\n", + "plot_tree(model, feature_names=['x', 'y'])\n", + "plt.show()\n", + "plot_decision_boundary(model, X, y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "##### Метод ближайших соседей\n", + "![knearest](img/hard/knearest.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = KNeighborsClassifier(n_neighbors=1)\n", + "model.fit(X, y)\n", + "plot_decision_boundary(model, X, y) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "#### Регрессия" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x, y = random_points(size=15)\n", + "\n", + "poly_features = PolynomialFeatures(degree=5)\n", + "X_poly = poly_features.fit_transform(x[:, None])\n", + "model = LinearRegression()\n", + "model.fit(X_poly, y)\n", + "\n", + "plt.plot(x, y, '.')\n", + "x_ = np.linspace(x[0], x[-1])\n", + "plt.plot(x_, model.predict(poly_features.transform(x_[:, None])))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Обучение без учителя\n", + "\n", + "![unsupervised](img/soft/unsupervised.webp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "#### Кластеризация" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "c1 = cluster([-2, 2])\n", + "c2 = cluster([0, -2], sigma=[[0.5, 0.5], [0, 1]])\n", + "c3 = cluster([2, 2])\n", + "\n", + "x = np.vstack([c1, c2, c3])\n", + "\n", + "model = KMeans(n_clusters=3)\n", + "model.fit(x)\n", + "\n", + "plot_decision_boundary(model, x, np.full(len(x), 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## О важности признаков\n", + "\n", + "### Предварительная обработка\n", + "\n", + "* все:\n", + " * Заполнение пропусков\n", + " * Удаление аномалий\n", + "\n", + "* числовые (вес, рост, возраст и т.п.):\n", + " - Нормализация\n", + "\n", + "* категориальные (пол, права, гражданство):\n", + " - OneHot кодирование\n", + "\n", + "\n", + "* текстовые (описание товара, текст комментария, характеристика с работы):\n", + " - Мешок слов\n", + " - word2vec\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Метрики качества\n", + "\n", + "![confusion](img/hard/confusion.png)\n", + "\n", + "* Accuracy (доля правильных ответов) $\\dfrac{TP + TN}{P + N}$\n", + "* Precision (точность) $\\dfrac{TP}{TP+FP}$\n", + "* Recall (полнота) $\\dfrac{TP}{P}$\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Ансамбли\n", + "\n", + "![baging-boosting](img/hard/bagging-boosting-algorithms.ppm.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Градиентный бустинг не топ?\n", + "\n", + "![boosting](img/soft/boosting.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Градиентный бустинг\n", + "\n", + "* Scikit-Learn\n", + "* XGBoost\n", + "* LightGBM\n", + "* CatBoost" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Что в следующей серии?\n", + "\n", + "![to-be-continued](img/soft/to-be-continued.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Анонс\n", + "\n", + "![wanted](img/soft/wanted-ds.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Вопросы" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "interpreter": { + "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a" + }, + "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": "3.10.4" + }, + "rise": { + "enable_chalkboard": true, + "scroll": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ML-lectures/1.ipynb b/ML-lectures/1.ipynb new file mode 100644 index 0000000..a40c1b3 --- /dev/null +++ b/ML-lectures/1.ipynb @@ -0,0 +1,907 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Deep Learning Introduction\n", + "\n", + "**Лектор:** Тришин Владимир Евгеньевич, ООО Инфорион\n", + "\n", + "**Telegram:** @trishin_v
\n", + "**Mail:** v.trishin@inforion.ru" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Зачем нужны нейронные сети?" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading networks from \"https://api.ngc.nvidia.com/v2/models/nvidia/research/stylegan3/versions/1/files/stylegan3-r-afhqv2-512x512.pkl\"...\n", + "Generating image for seed 403 ...\n", + "Setting up PyTorch plugin \"bias_act_plugin\"... Done.\n", + "Setting up PyTorch plugin \"filtered_lrelu_plugin\"... Done.\n" + ] + }, + { + "data": { + "image/png": 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NFrwdxTtQ2QxOOpDKFhWEO1Nh0+BjwMaAzQM+B8Qn2ZauGSUriaJa38CqWayJS8YB8LD8nGAKoTXMOTBtcKPuPEgDDglDhPAglYBrbUh5CAGAObzx4CCAZDpMRLgpwjGdh5iLwxVw53V1JYuGCNg0qHTIVhGLk6IWAGpw5UamAFme/MdZIbaAm6QplPwxAG78PgaSqFsLPyEMVByOAoVkgxAG2IHwg+xSWPImApGNwIhJKW4eqggfMJ88w5CvhXtAxg02oLCBZPcl3yY3Ym0dQAei5mCDOw8UlZ4sRB1wODdzBPd0bYxIq8NOiVLyGlWKICIy8r0/5ARvp4fibsPNKaV8BAi0kxDkodcULYDny4ZXzxc8PT+h7U/oz19F21+h70942p8hUGytJ4PCqBUARDsCwLCJaTwYPRxbExgU0wdcAiYOg4N8nSEUCAlMd+wbN1q+T2FaSYCtBTQC3YOMhii6ALsq9gWKNJlU4ypUrD+33hP0OAoaLKC6dpMCzbHYrALvZIoqqGLwIcXQZhQNJ/sY5tAANm0w5RxFxitmjmGGabmv1F6EkzlS4dJvwYfm1yaCBjLDXgdixGIWNfGX5udqUqDoHhidoDB3FJRuSFHpOKA3wd4VvTVsW0vgtXg+ABkUtrYYI7Ic95szirBY81Al1r4sKPDjECTrLX4H2ciQqHAvJVitJ1WI1L282+eh5wfMNdka4AUeQwAlY+eiZKILyIDpJqxrkuBBTomGtI1ptZZnju4ERskGLXAUnK8eJUsgGIpiYyolrSdjhCX1OL9f16pAcX7ipmSYQ3M61nVWBnpc4+DnLXCk52eSZLCktVNqoudZsy4n6skrWKu5jwRJQoozge6XMX6UwdH/B8AAtUd/CcAP8jn6l/Pb/+iP/nLClJkWGOJNvEexFXG72/37IIDIyYsFjBxuhhiWICqSyTkBEVCUY0ZPnWkWAZ/T3Yi+Pe6AEUFRlG4IkbokyUMGKxJaYWS9T0EecPz7Dq39IaOuALRBY8O0gWkTxSUglBoD5XntcDRpeRjmptkCobmpN34OVYGZQ5qg6wZxap4IjAKmRWor3M4oLNSAJrAwYlIBo0fNPwMID4T4is6icv15mIcwPcSNUTGMIK9ASEWGvA+xDlbEJOCKCfjgA3G/V64USaUDXVJgoB0uwIyAIRZbsFgjxmw5z1JngA1hDRaCpp0bZXRENATqoQRTRiauEF6849YhIMiUjDCB2t14CC8G0h3THNPutQQ4D436vjDXAl45j0i6AShgRMq/QQiM9h3vv3rGe69eoV+eIPsT+vP72PYnbH3H0+WJEbgItAmzlgL03uFxYNpgyrk39OgJNic2FcxoGDagYWiYUPDvHYEjDD0jUC1wVGyROvZGwNwk0DWwaWDfFJe9o7eGlnOM7+suXZCBgAqgW+Pc82SM63oUOQcglKDIAaaDQxgUFChCsiGZ3i3mshjnpcUw57pwWTqZlRJyWfqi0hg1MIMvfp7zi9HJdaCRe4pgRfDUDOWWERVPLd6DrNGCQDlDam4UyZJ/LGDUVNCbYts6U5NCxrGponXNVBoAiZWqXOhb6tmKVcwgAI1gJtmk81FQQMnq5WFc96ckDZW2ORk8PefzAkUEE0nWvhUcQIxLKriXxjS4MFA5eU+ySos5knrORna4cY1L2zNLwT+TNSKICeF68jxbtIBsbfEJYE4AlOBoPeoO3l/H/OwRCNiKl7QC0ASuFnbuF4tNqvuSM6LWSeqKCrQVULtnVpMLRN2KunY54+421ZpUX874kQVHEfGpiPw1AP8GgP8e3gFHAP67oAHkBwD++h/5BeXtNEGxQDXdawKSRbkLZZIijDp07HxgZiS4cHosYFTRDr8GtGfU4liaFXgyFO6IMRBzMK1mqVFAZLAjqYng7hyia84Fikauz5BaqZqsgkT/CY5ay0PgAhkHjnHjRpkiXCctgZ7MAden5e8IZAvM41hSIM0NhU9NMSFUUszJw9qc7y3l32jSESpwn7nNJbWNlgeLL9AWQRF3XVW960VMuXhAIRjODUYRmBnFCxwaAe2NYsqYS2ukcKbPfKT4k2CXhLOvPTxE4ME0mEWQbJRKATk1I6lHAJj6FGnwZCUVGwQbFBsQClhPFkr5WYK6CDJsvOZmhtb6ilIXoASpb17W3KZFeIi7Z/qG19znxJgTYxhQUWjcHX21i+VzvBvIr8Mwo3kIr70C2FvHV56e8N7TMy6XZ/TLM+TyCtvTKzxdnlLztkFCkglLgiyj8xmk6B0NFgYLhXmDhQLq1NtMgYXAgoAMXXDMZJ7ywNOMYps62aGu2DTTR5optKZ42jv2jTqWpsqiCO0pLk3BaUbMTRkMIEF/eORBANyn0CL/UPNxzgn4ZDAjBLFeczks7w01RynYW49wps9sGGwabBjmMNh0+GQqO1IWhyAwajhBTrFB7R4Yae4NfjJGBYwkWSKupxMY1XG25kKcB1qFkRInmGkq2Dr3Csl9pwLBCuaacu9ZCccCRXUI80kZ0NVOLD3XYCRQyj0QKW5nqLXwPMFG7cO6nqdms4oiNDLASmCR7ExNdq3UVTC1Fp4BZXPMiNRp8pYFUkS9XkOTaclUmu6LPYIwnSZtA9odOMIdbMgzptX8yqt1olScZ1LtB3frtW5uZMq2AqaqcnTP7MY0ni2Z6fCUVRQzvUTY0ij9DF7nBicklQKRsd5BhYZv7R96d37WJUZquwRvv/cf4viRBUc5/h0A/y0A/30R+esR8X8GABH5DQD/m/yZ/1VE/EEVbV9ocA0kc3HerpVCE03RKDhZ16KLc+K5cXK5UXkfM4XaGWZVPh6SIGmluZwCwhWw5wpLTQirx5It8tQogAd9HZhcE2Q/LAKyno+HXmkLlLQPad6MapiGV7g4K50k9S5PT0Au+J70q1igaUdrHeEH3A4EJqQreuch0trAPAY8AVzTnmwb02tQwbSJEp+Ke6ZklAu1AREGC0MTggxGOJ5Q5y4VscAqwznPKrCKihwUqUok95K/1/KAasjXnax24aWk1ih8AGHUu4wbKtonCDm5IFLgjRUkxhNmOOAhGY0BCEDbhkCDuQCuaGiAUlMkuqHJhghFpF7CUzNFFiCju6KgJeAWK7qtsm6XyKqTgGdVTbitNG8B+DEmrreJaZ5Re+opcl7WRlVaplj/irWhESDmppgRo/SO533D+09PBEbbE/r+jHZ5hW3bsXVWfqkoD2utzbSWlKFph1mn5syZ0uldEdJh4RiW0fk6zB0hgr3z4BfN1KQEtBiiptQUCcXXfLA6rcFTc9R5fKa+kNFwRcftPCDBtdQWDo9zR6+UrbH6U5vCbEJT7B+o4CfTaG6AzxWp36e3JARhAZ+GeUzMwzBvE7frwPU6cLtOjJvBR7BWIHFVAdcSRVMrlIG8B/+y2O4EOAWgqN87GQnFPTDK+//O752/c85FCaBrx5bXsfRfGRuRWRKmYCXB/Tm5CCYqApF6IUFq7Aq6xRlkZlpZkt3zil7qxlQgClbBLUYp57t7vAUAIIq4S++1nkB5nRYE5qrC1BoKoBVbmOze0iJVSo1ASHUD094d0I5IIC6tLZYlp1OeQxUIIgN0rOv9LutyXssFo/iu5MxZcF/ICrtpMOP5ZXO+Val2BkgASnfrDWgGiawKpDoQiH7m2wtYLgx6Qp7S9iKr5tZblKIhvhx49CMNjiLiPxCR/zmAfxvA/0lE/m0AnwH48+C8+fcA/K//Wb2euC3oyoOo6NBkiMzIDHisw/5kjlJf5DyAYL5K+888L5cO89An7c802rkg+F7IRLE6lWgeS6eQ7IUWnXwe1O7Mn1tuICl0AFRR8dmJm85TzgGYCkYEK4AisG8XaDzj9nLAveF4GfCQrJQQzMOoewKZo60p9n3D1ljX4n4g3LPKjNom7R0dCh+AWaYiJTfrei9ma4FHOIbTniDEc/PiQaI4WaPIUuqmDZZA9YzQcyNNbYVyKaMJReLuug4osoeVghpQOCYaxpxMW6b+JSSoWSqQJCDoEQKiabL4LiitDTwUboomDS1TagJGjxYNIdw0S6SokaXixo2x9bxWDphPzlPVFWV6ZGrQWFZvxvvDx0GAPSfmGHhzPXBMXk935zwMZMqSB4nmXKl0CydmsgfFzHByLQayt4b3ni64XJ6wbU/o2wVte8K27di3Hb03lpK3RpZGAJbvK2hRQMpftaFFxzRDgEybh2E6kpVQWCha8Ot0I+MDA8SXGLQ3YG/K9M4CRW+Do94aOhI0tQ0RmSpoBYj63QHsKM0egLOyKg+oxAoESc612qpqNJyptZxfGg4K5xlpU58WCEuG6DD45IPMkWOOwHE4bjfDyNL9zLDz/Mv7dBcvJVMkdT4uhquYAyDffsV8GdWfKbXzXhcoWh80ZL1e3kF0EeytYe8UYu99w75tKXCXpUmSjOokpQV1mp4aTz3f3PowNd8EK3eI0n5GYSu+Vy+GKNNCuae86xcmomgg+1PCTwqXE8lJlsxrR6WuIqFi5HWZZnCRnB0MPqt68ZzbDUjRdZRljGTqW/Tu9Ut7g/V+V3aigFJqzApZcArWORDrmixwVE+2gmWmay0BkZnBx+TemaxRuN95oGW6rKrTWke0jvAN6oOSlJKlpFj7Xih+XvIz9XdGRLmhLInA3UH4Qxw/0uAIACLi3xGRvw3gfwLgXwTwswD+DoD/A4D/bbBs6J/JeMtbA61enyi6KqWMGybuypsRJcJOQDRTJBnBQzpYkqtCsWFrjSLHwibB/0kZhxUQ8wDmBGwm+GJKjQejMRWWMyzC4TOr45S+Gyu6KmYgI6o1F6WiNEoZ0QShnDIaitvV0NsTrm8GPnv9OY4xMaYhoGjbhjmuEDhaA8btDcQNTxdqTbbeYOMAwrB1xX5peLp09MuO1lne7QNkzIK+QOKR5bGppUhNDKNqQUQJgmNFVFU1E0ZaXHrPe0M2YdVBAwsccWsLVuaAQKYJED5Tl0FGSoMHrkfgGJMRb9MER06tgWT5OmcIVMszJLdkUTTpmJZ6CG1w1v9AokNkg2cJr0dDb6wpitpMo7QWfDFGczPjq9IdxWLJXEBvpXlgzgN23ODjCh83+KRm7fpyw8vtADc8hc3aaO/Tk2S+NA9tuduvRM7Dt8rRVRtEgEvveLo8Yd8v6NuOtl3Qtg29bwRGnd5BrFSSTMvepToyTRkQbNrRmtHXKPWc6gJxgZgs1qKhQc0JeJX2DwXWt6ZMoTWCsibKyisRbCILHG2tpWZH0HodXFXxVLzZDxoJimJ9t6R+LiDbmykm6Y3xjseqYqQuLYMqc8SY8MEUh0+HT4MNx3GbuN3IGL1cJ243w3E4xvDC9bg/B5NIQRZP3QXxeZ2XliT/aJnFQ5AtK2BUQVx9eq99Ku97zpqG8jRS7Hnd6amkqT1q6K0nW3hWNdWEkqXx5CG5dDo40zQiSPbtBE4nz4XzAxd/I+eNiQyO6ncqdVVoigWZksBIgWRyKJBmgYT2ztA290wRcsyiCritPXftN9qqtgPlTRbJFKGAkTYAVTiRG0oxL0jwXci1QhFtzBBY6jELFNXkC6w0O+Arpc/rIHku0S/PpmHOkX+ecD9ZpNI78RbpqkjT1hnc9I7mE807PP9O3wJIfYm1WbEna77B48S+BVJ/4Pr64Y0feXAEABHx7wL4d3/Yr9N7T5EjD2fLdM8JnhUOgxeb5Jy0nqkKGlnZAkfMrSZA0gZpudmg8u2S0U0wCiqO0Q0wVqHNwVL9yqeLFnNQB31VzsXSN1k+pSpFkcjUmafGp+hhVnbkpqMCdE0huQCm+OiDD+F2xZur41vf+hDDHG9ertC24dWrV7iNA7dj4vJ0gSBwe/M5FJ/ja19lKuq4vcGuwKvnHc+Xhq++/4SveMfTc4e0S5ZYDzRhCm36hJuR+QBZulqg4skAeWkD+HnE5U4n4bBjLvaMlTh5aqyNg+kMFWDmwSfhrFDC+W+aqZ5pBjdGVqo8lD31XQRGTJFUEO1zwtOugHYCG8bkhqra6cEiDSEdoQmCokFlg0jDjI7WLwSzmtFY2+6i0ooIgaqc5Gboyy3ZfdLm4bhivLyGXd8g5gEfN9yuV7zcDpjfi7nzeKF4g1YMIVl9g6xY5KRamHp9ZdUQjUoD+7Zh7xt629LPpR65YQqoOVlCTiw2IPKztYzIaW+RyyNfkGmMjD7z3jsI0qalfswi9S4NCoKkpunVUwBJdZkUbnl4J/0HVa5BnlENVZ4txWBUFiNHBb+4u0r1dy6p6bgPVkpnFDMf1INFzjU3AiMzaouOgynQl9vEm+vAy23gdpsYw2ETp+MG3j5gtG5vVUE2YJXH188WY7SA1Sm8LlB0Qua7lFuuOUkAVdeSD7JHpd/q6dvTtCWgTrPAO30gwcoZrCEP4yXaTYZWMjUpS1fpdxPSF8kEYO2HFbze3aj1Wc+Xz3STFBBoQNuyZF5pBty31JfJYngUTL+1vJA8F2j6GgHaE0SeKVX5nG5RIXfM0d3skDs2RYQ6y8jPSbcKzc9WsLD0VbHSZRGl1CxrjLoUvBY+J+acsDFYoZyMsheLFKk5qiulcurvOu0I1AzdHc0crVvaFMysPGxQnZQIWGc1W6v0ogKaFX+55xT7/GWOfy7A0ZczglVg0RBnQUluAJGbD29ikZY1Cbn5cVOLWULqALy8Obg5aCB9TECmyTayVTZxwnuWh7YIMi820LOSzNzSWyjXebBaK0/pxcDAGGExqmgEPEhfj+YQcfRAyugUrsrSU22wm+HNy8Cb1wc+/N4bvLkaPn79gjEGvvfRx/jk08/x1a/+ONonb/Dt736A19cb+r5DNfDpJx/DxsBX3n8Pz08XHNc32Jviq+894Sd/7H38wp/4Gn7hTwi+9tVX2LaM0pqg70BvBmkDQw+o0W3bgqaR7pU+zA3BnSknJ2vUoBDnYhMH3CZjxzs/jRPlniXTlXaTKH1Gpt0E698QsSJcs1ipq9p6kFqbcsVeGiPc6Q48Mq2W4s98ONJzJDoC6WckG52y2waVDrQdc0XqDPG58eV8iQTY7qeGwAbm8YLx5lOMl08R84oYB27XK67XG+a0tTFRtJtHouhiGW1FjBTyMuD0vB5YbAqWCJOgY992tPRyadpzw+yMOpsmSJKsVJIVMC9wVjoNp+M1JEFKqT1Kc+ICdYE5gZRNmg2Kkh3deqd4GkBPk7y+QBG/NlGyWWlSKtLo6K5k5KrqCplOvd8rzv/n0o3z7K3DKHXPQNDA0rM8H8lKIp3VI4oVPgHSNDoVH8NwPSZuB5mjl1uyRsMxZqxM+/1Y502+yUoziZyfqdjIKAUxb2UWa3BG0Io0DSMTMJFikfqueJ7U87EEogv1XZXGbOlKTsYxUzOLfTmBwQnS69+ychclyOabjJXaLE1QpWVPUACcbH5kUEgHeMnPK3mdJMG3ZIq0LqBy/WmH9EyxSUfrnVYBQKJPMimrArHAXLpN+wrmgki5jFy/7zPn+6izAwR8Hp5MGw0TNQNGOnqf/mrFHlN7GPk1sxk4NUslvrY5YGNijok5jrSHmdwbzBagL9lD6YS0N7TZ4NtEix0RNANu3qHKQhFtDm1Gk08XiE6od7iVg3YD8lyE1r6TE/VLHA9w9IcYkvl+cUlOPBYFiDsCoiYycuGFOSxGOmFX/MjBliC5G2lSvgIgKAJuGwESMt0j7kmpD4QNqDOStXmD21g7YXmLwMF2AzmhuXhYbuqhTDdF1nYFAFj6bUhuaZk+BNDREdPwvW9/gI8+fMHHn7zB733nA0w3fOUrX8HEhmGKr3/ru/jgk0/xre99FxZO75dwXG83uFHvsW09I1NHV8V7z0/46Z/4MfzJn/sp/MrP/zR+4ad/DD/+/gWvnnc8PXf0C1t+9KaICzcLu72sSK82xBIrukcCpARBY0I9DQ2X1T8jLpZc55EV9IxqrTQB9GUKoa+OgIdp07Oipg48gBuTm1Pj0sjAjcFWFrWh1XuWkGVPsOJCwdpoBAqJEsQjnW5bpuSCOpWZfIp6+pDEOngrGlyb6uSmN443mLfP4Mdr+HyBzxuO2xXX6xXHtMKI0BS7M82V6VRpSTQkG8kPknqiDslNt6oG18EKYOsN2zKG61Dlo8zietuyxUBFoiwdE3EgWVS2YjEEy2Go2RMCWZTXjkpaQgi8UTPlPdlEM4iyLUhPfctiLiqNlgCp3WlgWr5XCMXDog3mZ1Xi2yPWZ767BVgJuMTh655riv7NMaXAbXp8uxMYpWje3dImgGamYziO4WwdMgiWjul0DM9U2Nq/UKD+/L63BP6KJYa+/3dBCbGRh1NxynrHGiVzFOdvMmg8X7PSb02KJeJ1bG+xRsWg6tKjvAsQ5A40lZM1sfOKVnnNpWBTgg9kwHnHECMC7oNtiYpg8WSG6gbp+frcW842G6wgK/8hRTSBS0Pb9lwjCRp6mdSC7E6J3c3yjBBmAxYorfeHJangtp7BXIu0WmDFnEukia9SNF1WMmkovPonZoBU82ixkPV9lD1Eiq8LHB0ESjYytVbgCAW0OXGkCaIpsHV+NjPEtkHnzLTahtnpl6e9M4UeClUCNlG2TRJtECufpPzqqbV6i5P94Y4HOPpDDIp1Mx1TOXzmo74PIDF94dlPZ8Iw07G2wBE3C6hk6mPFk9TCTEZS5gQXAgAZNcJY8tuy2k3CgEHDx7WXZBmx1aKMSPAkMMnFM/MgSSDgXfL1WZpqpoBskM6PN2+Gz15f8Z3vfIrf++ZH+O5Hn2KG4+nVM377d7+Fjz/9DN/+3gf4/HrFbRyYRgdrmfTnJNOrcADXg3+XckV8dn2N7378Gn/vd76B58uGn/3JH8ev/amfw5/55V/AL/38T+FrX7ng1VcukKx46zt39HF9YYVVpTBzaxdoptVYEE8mjkxTTG5KyGi9lKZcetSFqXQcx+DviKD3Vkw2gZKf2qTT6ZUPz0ow0YbjGMz9Zwq1WAYBDwxfuo7A6QNC5iMcCAVk4/cIT3+fgKrDG6DtAg8yLCGxSEKPc3rCiyof8OMKGy/w8QKfV9i4YRw3XI8bDQPzUGuiOKal58yWd0qY8hAhQ4WyCADSn5HMj0Wm5XKTbwR4ZQKnd5qDptQY9dYzAk6eKq8FEhSyL1oyb6W3yAA6kBVowErlSFa7uQtmkCKaPtGV1XMKmjxqZC8xKb1Rpnnq0G5VsWlMVWuDOJY/DwHSqffguN/A5Z39nJOkax2SlVZzZlBCMEaCoUjWqA6v3E88yDoMcxyTOr/pgTGdvbycXl33WpLSgdWfmwKbEhxtcrpk99R9GJI1jChYj/v0TqXXijGSqIAQK2jkfSDorC5Fy99Iyci1ZI7KrZpzoC3NzgJJd8BMko/CYo4k/51av+R/8/OzhpUWKMWiBipXuHqDGegoTTrmvJ1+ajLdg+mzqiKTFGHfmTNyffdzNijTZNpocltapnBHCNFrgbMF3hLQsFoRyYZpYiYBpme/tHPTiXGCIBWW1px9yhyVOqTEg+kxr1SZG9xHaonmEmJ7giMbA3NMjHEwvWa53wqW/UKr9i6twYdBu8E3Q9uM6cbGv2u9I3pH8+ossEHTeFVU4dooB3F+r+6ngDvlH1/WeICjLzoCQAyEtzx9gFWZUX4jVptdrJysewpGwxAT6zCp/jstXUEj6LgTlSKJMx0RZmtyS/LkpUGQYB+dhvRHUVq+I6sjVBumVSkwRXoGAxpjKqmKp6onaZL+HZH7uGZZ9YbXr1/wjW9+B9/98DW++8mnuLlDe8Nv/+7v4Xe/9V1893sfwMPx6tUzWbIAK/TyEq4c/l1+of6V4kUgXPD65cDrr38L/+ib38Xf/vv/CH/mV34Rf/5X/yT+zC/9LF49CXRreHrvPezblgCQeq5VeiwCBxvnalPMOSHiaE1hZog50AIIL0FGrLcFQTJ9E2YUvNZGp43RfUvrA88UW+kpaq+KoIFiiGPOsd7TYoxUsfWNIldzqDRYeNYwJ8BRoG8s77XUt0H1rBoLtpZg65UOm7EqYO6klpyLqSGImeLreYXPG2KOdchO56auygqUrXUaj1Y5bR5Q1UCydaDNwY0ySjOTB6roakwqQmNKswm57HfRfhkodjTJh/bFxhFIoQp1yLDl6b7amyxKg+wLDVdPcKSisAR00wy7JrBDQGAESpGO0NKW/kXy9ckeeh4EWWhRRnh+oLcdvbMNzu9XXlxrvSqoVmojjTatbBSK8dVIrypqO8wyHbvUa9xXpjmmO6ZH3sOJYTlncx7fp8/WHE4gtDU+eoKkTYAtmTKPOAu/1lJdPBBXcpzPKkhWbyHyTHLWewgwnZYasgKdLfe3sxINCxQVCJKcczQsPSu3CkRX2m3pvZIr8qieZnUjyL7wUcCI7Fr6C8CnYWsb108GNARt1dOxLd2e1H4RJ0xESPZCa7nmSzjN993atvb/UFZdQgD3sebVWe1XPmQpjUAyyBWUFxDTusmV9guMO1Pa+7kWxRZlY/JZLabmSECdc25mZdqYsDlwHAduxw23Y3COldt63setKQsqGtPOqmSGrG/QBEi6b2g94FugeR2bzFi0YnxDCJICqL6VkQEuJVz14X8gXfvPfDzA0RceqfFxCmQXV57CZ5bvMwpYwMg8TepGGsIloEKBDkGowlWg8XauWVwQMldEBXegzB1zlbeIpNtpVheIJRBmGbTgNg82n63Fpo7qDC8uzOlqgqRl5wZA2ioN19YxXPDZi+FbH7zGN777PXz7w48RCHz3g4/w9W9/D6rsag4ANiaB3FvXb20n/G4ZT979U2CV64s2DAe++b0P8Z2PPsbf/fu/hT/3y7+IP/+rv4j/2q//Et20L4qugdkM3gPAyGvOg1RFMMfBa1XlsmZZeVagKFNqQVDj5nCfQG7IUVnOAOZIC4EEH5HgzhCwStNIwJIpcxjmUc57gKgQWKAhLDCnrYMhjFVY3PiAfaMAe8zUKrRibEBdaQQZi8k+c1YGh6ooTyNLHRr9tQ7EPBA+4DbIQC6qv6G1PdM5NG3jW1Y4Unya0Vt5b3VR9H5Zh7hHdTm/g8LClNac7H3GLEWlRgiMNIGRQKmdTc+gpVkRgE7v9efKNdRXz7RUQu+k9iR75Aga3xd0HfgB9oMrANbyc7V2AiNtbPgaATTZVskxWzIAIQRI23ZBV1nXv8hBIBPbeXAt9i6yiCPhTrVF8RQyBngIaFPAJjwYqRMkEZBbapSmGcY0tlHxdwHx3UGaS6yAUE9gtBVbJLQzUC3wVufzCXbCaUGxZDzvAiPLKjHPa1xVY+ssiwyyqtjkZOd0AR1Z+91qA6INmqJkqa931WoFOtenFAYHlrnoro1BUGgyR4s0Qrhki5wM3IJAs+b4ut8Q+JzQvqfYOeBhtFq4K+gg05XtY5LZynw4EAo4A4tihpDmsWpAqAPiCJ+nDuo+WAaNXt/Sj+lpSqlN19kCyS4DlVkQUOOUf+dzYN6umDc2JjdjiX7pjCjGHpjjwPW44c31iusxMObkda1rUyxgPys6e+sJlHb0bYduO2xzqAX6zkCEBScBlXTdFvrKIUOMs0o7qBuVKlKo+/zl0EcPcPSHGK0xouOmISt3ERan6DU8v8/crU+yGk632kAKeBMYhWuWjeVigBCAQZKur/PATxdjOHTpZICYByYYSYekJFwaxhw0mkzxqqfQ2GF8idAVUcEEqobyCXIXhO1QBMb1hk9ff44PPr7h2x98gg8+/gQ/+ws/i+9++BH+3u98Hc9PT+hNWPJ9bwyWQ+6209OiHliT/DxP3wJJAYIkC+CDTz/Hf/i3/3/4z3/zd/CvfvsT/JXf+LP4qa8x1dbxFQSAoQDkYNpMgWPMPAiBiAl4SzulyNJ+XyyEzZkUuqJn7y52M+dh5LlJqjaYJdhZb57334TmlW6Obdtw3A4yaAKWtQrLwVmduKH1vg7pav3gLukIzPQKM5EbNKsWWaF16pTQDCI0ZLPUc0WmXXyB58lHTNg8gOy3F6EQdDR9gmwUzY9pZC/A5q3Qlr2oEhylU3pV+mjb0VfqZ8J9YAxfflJjTBp75k19K7UGHnxNOjo6NBQtGhoKQBFoOOa63ot9UdK3gtKz1Ewr+i7FnEG6SaOKzX0xYACW5qWnCFhXqgIEWZJoFJZRvGY1VR1IY0X4TPMVwM1iBneacUaiBOFzlvB6GeTBYD5PoatTZEzPMLIaZhNzOsbMdJqVhQh4rSd1jWTvmMYCZVtocscU5ddKdXXBAt4FrNwiCwyU3y9GW5bnmiCbz1pWFuGM6U/tzNt7wNIb3Wv2FsUl5zVCsneaTtIO6EZWZjVJrfTbAkglECZo8XBYCBSdAY8X+JMy9M/PnHN5gZAy8Mw0c75e+ASgp4bILPU/+bZbVjPnzxeQQzQWWRRA6h2iggmHzwPSg/qcaUxK+HmG1Psty46Fx04VfepH4w4cYc1vGwNjHAg3KMCS/OOGebthHBk421z9OMe44Rg33I4D1+PAdRhm7SWolDbnugGYBgwXqIwESw1b67hsF1z2Z2zmaB5sri4N0XjNiOR5X5FmtRCcjKMC1cAXUqAwvkzi6AGOvugQAboGtQtzZiSQE3KJPALVlyrs9B16q7Es+KsUiZAajVBENC6eFW1yw1wIOoL510yPsfLjFPBGngchwAyWmKPcpW0gYJg24EKHaQ8gGilf6dQB0RClpdago8PQxPH568/xne98jt/5xkf4e//gt/Dhp6/xi7/263j5zodoKni+7GwgG+9csDvQszZHZe7cq7LsBwQBRRAQdHANVbPJDz97wb//H/8t/NY3vom/8Gt/Cn/+134eP/PTz3i6/Dgcmg1qg9RxepnQb4jCdWlpytdyp8la7zDDvu3wCNojZCqkGuOKNt6RcoxG7UtkcNzoOg13tNYwjsFUksgS9roZxc29M/L12hEyyszDxoNWDARhiiUWlxRiVgomI3LAMKel2LgtMIzwjJr5dYyRGhbPUuqNAGWjfgkQPAVgIayWC4GL0ttqddfm5uhV0VJ+SRgJuCyjaIX7TDF3I+OZB55mibNKg7YN2vbUHpWVRfW/4ueTEGhkFd+KpM+zoemaMGs9JI2SlWXULay6h86Do4wGWzEZ6xV9lSWbG9MaSr2RdoG2TF7GoA7l5LlQbtC1yUfaNqzDP3UuUVWFQfDqztRZCRcrkKmfKbojKjWeaWsyGdQg9gZs/ZTMWF5CRTJFglVpea8Bqs9dc86D89w9vZZCFjjSOMv1eVhnJIMz8MH9FYlY4uxi91rqwRYwqp+/B0gFkLVzY2tkjTT9pSjm31g8Uqm4KNsM6gmR1g/pN57sXb5nVOWaLDaIXegntWpBYLK4fAfbdwT3VW25Ks3gatTliXDtJfPJ38w2I5nuXXKncrzWYIWwdkAGApoVidn2JVniSDGh12fIOSVNUvdWQQHZRXdbVX92G7i++RyeBSV2u1E/dL3CxoAbQdFtXPFy3HAdB26TDHz5ZEqCsHtLg9q+ydRJGooahgUfHniOwA7q++JG6YhDaYmRBUd9v2DLfa/1Do30OANBkySj2lo7A+gvYTzA0RccEYE5XiCxJSskgJfpHhccUzJOBsl8gSPYBMyztB6JfjMaKZDkDqbVeqr2i1qkKLLaaAgSGBU40nvzM5L0TIlE6pIyjSKkbWcMGs1JRSTGA/LSYUnzVuuR3hXb/gybL/jg4xd89OkVb66G737vY/y1f///gU9ev8ar5ydqeopOv4f1cv9Fcu1yE2poP2CSx7rWlfKplgZhkVhCMR34zX/8Dfzj3/s2/vO//5P4V/7ir+HP/umfw49/9StoW0D3hiNegDkz2nGw5DsP0GAKjEZR1B7UoW/jttpqtLZRNJ17bUVQtDWpA5AU+33V4XG7IbI0uO2d/EBuBC4NZhSAigbTGkmJt+w3McaANqYoyQQQ+TKKxUp1lVv3sANjMJXXWqCclyMPCDIOM0FZzt85AAF6z407tRvs29ZYiaMsS5ZGcFQAlSW/WVI+bxjHC47bC27XzxkfuAPzhiaNm5tHshea0eAq7kYEGSSRnoApGYXgYQd/J71wl2Z4i7HJ+UPrhThnYs65rgSZkd46AFDOvNW/rcAWIFAtli6ZDBVoLyfzYq3u5nrUe+J7tHCWeqejd2ly3Esom8aOkQxRPhxIDVNOugxyKPzHer9NFQi2IFIAe2+wbQecrUgaHEaNMgTJGPVkk+KuKi1KMhmrum3O/DMkAVK2wnhLwCTpE7agzN1Kf3sUYCVA4vtff1dPWenW9V9jf700O1VkE+asFNPqQ5Zu1Qyo7przqqwPH1UQsg7zBByIVbGqrWF6BpTK2SNVEJHvm2XnBKPmfH/cBOjltUrbo+FuSnJe3LFjofVGFKIbII6QCR7HMxUUnj3xsio0Gf4CR+4Bben2D1/p+SrPt6xEa9ow58Sbzz/LbgXAPG6YtysZpHHgGFe8Oa54GQduNtkLLimaU3eV/QOlgorUw9aqy3UfHhhhuJnjZo4RgVcIPEGwgcHJ7RiI1vD0/ntQ7WRF7wT3yJQ4WX9ZesK3HNu/hPEAR190ROC4fg7FjogGG7lpG4HRzP4zZqc4NWzygM5FFzg1SVT4p/OpMzISy+7eQT8WNu5LxihDjntgpBXDZd6W7wgr7WGDEUHEpGOzMjo1NxinXnaHJvjSbWP1HJKBmgE7BHMqPn8ZOKbjaz/5U/iHX/8GPvjmd/FjX33mQjU6Iv3+492Ikpv7zDYgmhQ7o9FINi3WowSAqkxTHDGxXzYMd/zd3/o6vvnhx/iNb/0KfuPX/yR+4Wef8ZWvvcJlE8Q0jKDeSpRpx2mT6cdMmaTVEHTTFYnXBRDhARBp/NdFssN2blhaYueB3jvmMVcaDSBglWBD2r5tMAduMfK123r9PQRby8Mlq2Jutxu27QKm2rIKJRwiaTaZKRCbB8EcskedzQWOTsZoom97sjngvAtqcTQbqEIaVDrBGwR9f0LbntgYV9sJjgAAd+JOOzDnFfvtDdq24+VzHgyl+Qi/QeHY+87NNdMDlqBP28bu45peR1KGgiko9WAvPJzsxWLXExgRHFWVRDGuxeRy7VSmrMAFgMVclLdPEReSIDeApTVCVhFGPu9yxr4rCauNuw4WR1aYlZuwl4/R+V741k+WCB6r+a9k6vItsXeCLEGsEvwukZ7pBNue8joHv1aKbVOg0hJLW1T4E4FwNkieFvBgFa25wMBAKvKr1DqNBEXr4D9X+oKwcpraKmKZ3ArKBkOSaaxUaqajtEGq6ap0QDdo24BkHFfFWDlJJ9IrPSZc00T3WG03IkEKSZjcXxSYk/3rJJkXzbpVrrGcLyEEUUGLBfiAGf262PlgoGmxm4WqcnKmTii07jfBz4TBJFOWwjvoGQRVatOz6jgs9xoD5pgUzYtgZJBT751p0ZlFKLy215fPMedAg8DGDfO4YRxXXI8bXkYxRYNFQ4l2170LQQctOMrzq1cjchFUxSrnja1CgUqmvLnecJjhaU482cTlaTLoQqOtSgDoNI7s+87HttMtvafTdqNzfjx8jv7LOgJmLGVUfaIobzLnY+lVo0LR4pzjFF76QKkjPf0nemvMJ1vQ50VieYE08SIes7NxpDAtO837fUotoJ4/iKR+EUt8Z8bXVgVcglF+TEwEXIFwgcyJ1nc6MsdMliJYjn0Arz+54nYE5gzMmZ4cInj/vQv2vuF2HEuvwK0yd993Bs8XLqiK3BVZhSVZrpsLvog1ZEQiIplGiGRyHPOY+ZINH71+g//wb/59fOPbH+Ff/nO/iL/0G38Kr957hcsWAD6jqFk0y+Cz8scDl72nm3IAg+Jppln62pjoQ5T6gtK2JBtB2pt+Rm6OaRPV9JIFgMpUWwla4edhurx7/M7m39EaN9Zx3GAz0LdLHhRn5Y0ZjRwRI68PWaTwrIzL6BHCFCHp+05GQpOdbC01E2komV3APajl6K/eR+sXuv9mw0tp1dss2EA5e7K1eUXrT/QuEmqobhAoXsjQhUPL4T14Xenzlk66bV8HI0FMznl+WlBfn6XUJcJmuWg6ZHsyngWMCiQli5bgCEKgJTmnzsq4PFzSsBLI1JQUa6RL4F9zObcEfn/35wXuEaz6yWDJ7zSJVWXFOTSTb0q0gsi1wqnShOmxSoex2itrS4Wl9951FV3eszM2+ZeCZGsQCwxZElPViF0kWaO71jbuZIx8zVldDFFUuqxSzCj2KO6+z3WvBXhPtuiebdLUDZEdTA8hYQ/B+jMNHynih2Z7nax6TGtvfj4hY65949wJA6QtY9XIAKfkLnH3KGuNw2Yaf+a9SnF01i6mUa9CfWKMW+quCb607yxgAFmOYjffAqSSHlSqcMl0pns+h/LeOP/ePRDTueYn96ORvkPSlGdNFr8QpKTdS96jcdwQ2eB7joExXnA9rvj85QVvjhuGzWRCl0tcziHJti6CLa92i/yaAXzt54w4BOiAxV0lZfCrmeHNywtuc+AyDuyXJ4h0uDuebSJUofuG7YnrxWfAd0f3YIWbOeaY6NuWgdGXQx89wNEXHBHIXLDBJ0iZpw+FLs8S6k+aBj1yllcJ2RoerpS6tqaApQ4D7AzfQtGC0YlmKkKrGi7s1B3lJC7maFntVjrKHD5SCxIs3feNhy/7fuHu4XC7oYO6mkhWoCX0f7nd8OEHb/Dxp5/h408+wde/8bs4bjfse8PLy8sJBvD25udFgea+ytLos5TazdF7X7oPlRVg4YxBuak0Zd8rTzEFc+ppwZ9X4zYm/uHXv4WPP/kErz+/4V/4r/4CfuqnnrBfuHCP4wUOpgp9GmQDoIJ5Zdlrva8uG9wJalQErbfz9cqW4C481qzICjdu2oJMeYHgKNkZpxFRpsKSsQDZD42JGI6pBptlPimMLOeAtB1NZwLpRjCUwtQyrDsrIc9DFiCQ2vpTHjya0faWqacO0SdI38netAskBH17Qn9+H9o3yNagW7oAt8wxRBYclLjz+gJtl1VZ1EWxacPRGmzcEDYgmIAoLAJqJTpO8EmKBqf6hQCo1h0ypUN3YPoKiVD7RZqKgEjCEKDwnMY1FIkLGBy0JsuPRxoyxXce1hXgeDK/VTKOxTDp0g2+lWFaVCH/zLc00+sJOL1mEqws3daEnNP8ZF/SqToSvHUVmEYaNUp6LBVoIWN2HqYJwF2gnQxEAZPqTT0zW1dvqV7bkgGIZI24nWSAgruUV2LUk427B0jngwFfsYGxWEECvfqs3HcYIynnpu4nY1RVpmjJXtGZWqsx6+pBls8XDvQOVYHZjQypszFxAZjFu4tyHgMQ4VpFXtHpTquBXIu8kMlEItsLzYEwge4NULq1ByYBo26LGYwgaOOxHgQ5woo6k0pppsYwTnDkxp/lI5sNz4l5GMbtxrSmYJk5VhFQMe/jdqOcEY450uj1uOLNyxXXg2fD28xkfa0qaoN5Bt2l1fJAtIaWBXjFIDHNpujCPbCFo6dVxQjHDMCn4WovOI7BSrbbFRGObbsgrjfYMWHDsD8nW7Zz/rVEKdPK3fzLGQ9w9IcYMY0l137LTZq27zZPB+qwZHHEMe2GZcmeoYNlFKudztcSE4pGlgjUZEiZzQXuWCOKcVvcLe88qJARYUXKPinypCcSu5DbMIQmfS+nXiMY2mH6gWaMnlU7FA1wxccffYJvfedTfPTxp/jmt7+Nb3zrm+mbkbFfRkRAbQJlqCfLE+Sta1ggEtxA942uw+E/yG043yfDOgIOiYzEFc2Tws0N3UPw4esX/PX/5P+L73zwEf7yb/wKfumXvop2eUJrE6KOiAGSQYGpDheDZn8j6ak/cqTHTbWq4OaJBLoipSkI6hSyXLb3LX8PSU0LeqZOA5KbFkFqMSPL2BesbakDmakubtLdA9ET9KR+KlLAXVfyFLbWlSsOj9F21HNrP8uNVSDbE3R7gvZnoG1oaNieX2F/9QzsHbJ36NYgGyts6obXPGvHgO5PmG92VB8oBUuo57ZhHC+weYU7AZJXisFyTlpW2WkgygX7xGDnB0Lehyzdp6DdARhEHIgJ4KzKA05gJHWaN80qMIFEaigAVAugVUaeLyxUoBKgt7aCgEohn1e81lP+2X1pEYstW4+6NyWqX896P+sJImotnSyXojdB75nu6tkvTrPgVYHeJFMzgBhgYAA3p78FjLJAi+Aor7FZiX1lrSduLwXmdaXtqxarhNcnD3QPjtJJHjg/A86KRbLIncCoKQFPtuSgpmgHcFakAanPTHCDtINAO/VwRZ8xyGN/stCef+75mImODdVM1tIEUcBgd+nlxClCz7S2ZiA350AgaMY4JgQTUs/vDigD3zJrDKMOygEycnCYkBW0oL6INiQEvSzK4D2ZRjbmHiC5+/oKAOGGOY7cnwTH9QqzgSaA28DtdsPL9QW3MTDGWGxR8TDLf2ltIJ77SsoeGgP63hq2bBC9tUDvjc7qJzW49pmmYBZjzmV7MC1gc2AOithVP897pog7EEbmng/NvosrGPqSxgMcfeFRZdGkOCz9MSIpUc+8sKXmg9Ehy3NJcbICQan2Yyl5Y4d4OuNWYOkUp1mWOwcSHAFa/hfuMOSkkRLPFWtU9u8jS4MN0bI6pn4GDmj5YtyBHDdG8NyZIaE4ZuCzNy/4+JNP8N0PPoTNyYad2u72+zPl43UArLLowL2OqGj2hsxbI6PIbPPA8VZYzquf7E31SwoJzJUCyYjMecBep+Pv/MPfw+fXgb9y/RX86q98BfurCzwjO8/I3DTgjRoOtEDbCJLqGpPOjwQ6dNrWOP2k1lGX7VbatsNTiC2t1bTJj0HQRGv/Ep9G4h0ezCTvCSx5S8k8OlhyTpqeFvux9Bly93zFcpxfeYk0S+d5AJVarW072vYM3Z7R9ldA62jbhsv7r9CeLpAER7I1Pkp/cweO/JjQfVudtfn+WYJtvWPrG8axYc4XuI/lgNEiMI8bjusNbXtCa6TZDWn+puehXa7l4QYRppPDJyRbbADZUiRyvkf2EIxiYAiQJAFLGS3WwS5Jo7JZbYIlKWDEaqauPPSaVB3dHX1YfyOaAYEXvEHlVmqdNCWkCCuQ9hYCzJkicCnB99391fR0amy5sA7ypqxS8xJXkzGyLCywyTSOGQ/cOoTWtgFk+jE/zwJFuQ9A1rwsnKklqsb9oxjtfF85XyRZo3q/y8OotfUb7NJGHVHTbK5cCZ0UYq8u9ZkeA5gi47UXPl9wr4MLRDsLB2QiZEPIgKMjomHpe5I9YvEf92YzsLoV6XPUYlUMezh8jHwvtD2h4JuAPNxZfdY4D8IG2ec68EVgQnA0aVJB3yqbiNQilb6OM7tSm3EaP1TAHaVJ4g21kRWyYDXpuF1xTSB0DDYknvM0yy0exiIr3HjKYVmaSu5vec+okzVsvWPrkQ/H1ny5zAvIBLZO0DqnY04K3rV1qPti6MQc4+WKsGDz6c0XQ2/D6I82Lmhb6Y86Ss/3ZYwHOPqiIxjtIpuZnhUoWLsShbCTG7mRmlf1LLOOPDoyP5wAiv2peDjz5xt6cuAxLQ9A0rnuniJMYdQwHa1TAFiVFzbT6XTSX8kjaWMFYKn+91xQdUDkxNemKX6mu3SgY/qBl9uBjz59jddv3pAyzb44M8uJ78GMAOmw60tofc9qlOZI4qT7sf6+PExq45X1A+5x5tcz8tyyYqzElWpOelpZtfEPvv5tvP78DT786BfxX/mzX8P7P74h2mQZbZbAokpyaS8OH47ABOTOElOpIYkOQASW91aiqrcA7dlOQAxtu8DAgwoINuhMcLhsCdbGdjIMPEQYYbaeaZwoQ79AqC+egUEyRfUljCSjWNe70g8lKm15ePNQaf2C7UJgpJdntKdnyLahPV+wvfcMuWwna9R7NoI971jZVdg2ID1t/QtYMHTP95KapUNg84aAwb2q0djM2ceE98kiAal1QmFpyCCgDT5EJ9Qm3A805RGDmPAYBEcxgShTytSwCRBKfZ6k7kukKj2T/0iRO8XOAmQKTqDoumVIXU44Nc7vQgoWVHFCarOyjLyATlM2euZ33A945z3v4FkplIqX9XMChUokKGTF5BacpWxvQjG1wNcBGAmQViCz5trJ+KZ8i5/o7Zz7+oQlpNbIyrn8RLVECxg1lF5FsyLuFMPXT6oqU+ra6eGVaTRVNlVu/RkiO5As0vp6D4zyESiwJWmSmWsqK6ccxaQpPBoCHcAGhyGEgHoaV2lVmwlOwKDOIpumfIgSrLEowvjQiYiBiA6NDnVlpXDOAveB6WnUIAl6JDDDMINgofRJ0wwWhFquihA7cWzOzwVqHevG8jxgGt6NbHh44Hq70p5kOsbIAoH8bBOZ2sughE+d5fv397YYTOWedNOBnixSz56KW1NsrWW/vHTR33ZqqYxtQyAK90GJbIJlTIfFwfMzwXgA6ywb+0DbN/RtQ+vbyjp8GeMBjv4Qg208NDeOkyavpn5ZusWNyiYEkgI5h0QDUFQlwNmd5n9C0bSC4EqylUGMceLkoPiyKj5EBeYTzTUj5Tps+fo0PZwg4xWJjgBxQe89q9XqUBX2YhPLsm3+2/WY+Pj1G3z3o0/wze99SCSffd7YOoOAiq9tKE1N0bTIRaB34IjibZoE7n2DzXFqthDo5adzJ+qICBicZeXK9JWlnxSaIuWPWW6bEZYLpgZ+74NPcf3bv41PPn+Dv/Dnfgo/+TM72iXY+2cckN4SXCbr5Q5UCsstncMJgrQrQsnGhFRZKT2ByBphdZtnRJ4tUSo1Eo5ISsQjHa2LJSqWROg5JVEeQGQqY+kvVmyec4mgrmwhCJbaelB7AUDS66crWr+gb0/QfoFuF6Ydny98vOKf9bJBty0pbVa0Seo6VgdvszQZAmLyIMYko6SWFZaewt3gZ3Ub+fnJQJjRvFBnIzTQgEF5qPsBaB5i8ExXHQAGmDbjV/OZbtb14CEpQaAMDXRpmR49GxJLBH2LRJeeojQwkp5jdHXurDBdIOd+UyhYAFSvr9KSFetXmKQ17h3ulpU6dESKtRbr4EtgFmfaSlB+V55afhpXhhI0d1EWc6SupwWBCudeFJZA6q+Bd74SdMvS/WkC+whZr9WF12yV5XP2AzhBFFNSTKeJytJJafpG8UFAh9AEGhukXTgf246zEq1nWuwUVHvtJ1KFG7IYO69PUi7WIOgoK4LaouGS8gjAXOBoeWUjU7eRVyMrgJMNdLd09vZkMRk4SVNIDHg0tGgMKFyySrZj2sH0vwj90AuYoNzOPQMwYcXr9DUfkbq4uJ8Ti62PBRJXoJXIxqZhHAdL66fhdjswzCiYjsCMyD8z60FdZaz02ho5b05wJIsV7GmL0VtD10q3tQRJDT1912ZaKfR9gx8T0tqqRNNk4BA8g9BZ0TnixnT7NLQxYbuh79Wh4MsZD3D0hxg+6RtDkWKcHkeWZbpejf3uSnhzgssKzfIBY7lpb9nOgqWU4i01Jx2qdMYty/1I87dQRdcGiwlPcMRyz2x9AWqTUl69tD8NgulsGCpdCPScBxtFrnloN8bIt2Pgw48/xde/+W28/vwztM7Njci+DhKFWOXiyYhopsiqVUTlFU4Rcm7gNAzKVhmC4zj4cwk8i2GJ0lmJYNsp/L3dnKLBFOn11IRIhsXDGEm7CD54fcV/+l98A2+uA//SX/w5/MzPXrBtBt0C069oCQa9JfCUBoexjNU1dWQ8vGjDAGzZQ8lTJEotRBCQpMldh8LuQIyEQWMmM5aGcgFuDkVJrwoQwEXRtw3irM9q2jMKv0uf5e7FvyNbJCnchvblJyW6MY3Wd1bU9D2B0QX6tEOfd7RXFz6eL2j7Tk1A21J0qetAYlqN5ncQRqg6HW1M4GmHHRe0bCsiRr2BukEt2aEgQHE/+4LpHBAJ9BDMcDShTxirC08GCZiwuKF1zvUAGVKLZEmdlX9e1Z2i2NKZHAGyFsIHQP2QuqR/VdXitJW+JTpv6NoJBmv5LmRxl1aDZkqqKpUk2SCgWq+YzcWM3Z9CyysmCqQnaPY8DIMgs9CWvPsAwVAX0HCvKcQVHYBpwIQH8qzzM3Xb4B/ZC48zFUVOrOeVrA2Lc/u6l8+THbrzqFoptwJ9J/tQVbl6V7Zf6ydCuZ9Jp9s0Q0F49VS7g4qIEnULe0lKCl/ug4x8BMgaWdCBni4XgnB2KPC0LIi37ityfsQSkdMrK0EdKkA2wA9WvTZFC7bD4T8rRAXTRzIzDPIsYpW7h2iW0IOf1+li7eYJ1OS86HJ3A4QBIQq0NH42iQbMWD0dzRy324HbmGSq3CmQdsoQ7A4cEUAukcYCRljgKCuqExwtgGSO3gzDGjZrmL3jsvO9dV4K2BjoW8e+7wxkEyRrq1Rpsq9OaYjNQLTyC7Rsipv9Ot+Gbz+08QBHX3BEcMJxyImy0zgNAR7UmQMu7U+sNNxpSlflyDBjHlwYWXG3kQUINNM/kqI2SZ8jtwBkZ3WOOZ/PWf1SvXRabkKVV565IKnAZFWBATgmq2rUgS12yKaABQ4beP3ZxHc+/BDf/fAjIFsZ8GIg04GOaIwW5uCuXV4YBYbOa2cLvPRGPyebB/Ztx947mxZCcLvdSq2BUu/WJtxVsPUOFcUAeDArm8l66UGyDQsCkKwYchF8dp34O7/5Lbg7/vK/8Av4Ez/fcXm1ofcDIsF0WrCjdReFZF7MZ1ouJGNIgaKi9Z1RdnoWRSjEqbqJ7FlXLtCBYou4gbfUI4naotPrkD1LnTMdJA1974wms7+ZrJ87QRVQbS2qoi0N8xbr0yF9y8eOtl3QnnboK7JF/ZnAqL+6oF+e0LcLtPf8/VMAFHlQO8vxaDTeHb5NtH1DpAYJ84mmc/MCO24wb7Cg4Z37IMsWjHjnNOicOEXTZHvCiv0kCIIMiLBPnILO1WMesDjgMZhSy7UVnkaqXRdYAU42pgwnJVhRxXmWJeLSk9FNXyMTgk4hQBLBOjwjktUpBtCdbGOc5PJK+xgBN8XkUQsp0yW6bAeCmnvSPM7zl7XnkeAoAyErti5YseeBDgGaou8dU8r2IWDqGOowSSFwGsGKsC/flJNhwfnxIBD2DATB12ISci1TCqB3c7KYdCyBPecsmd2tUYfWW0fTtJAolijOajKLClJq9WOBwvDIdHHwnitd/s+9+mTrEiKDRg+6UmyCNOjUTHf5wPTx1uvUkOD7DjSM4RBMpje1qm2DGQM/0LHB0WlfFwJRx5iWbtOeTFECEQhCaRha4DhyJto8+1OecCX1oskEttayOCYrIEX5GslquTuOMXGY4bAERvmYHnfvhUCJwNzfAke5zS7mqGQdTYKpxkZWsbli69QKwgU6k9C2WHuHjQP7fkHfL+wVmRYhqIAbcvoneeQ9yLMyz8DSrX4Z4wGOvvAITB+nJgGSjtgAIKuU2lPvUNPcs6fN6rsEScFmARravEtGt5WjD2MlApvazhU0rA3VB5B+ParceHsaSx7GlhEmpGMBui4jNyg4S1E9TQIBIKZgxJFaoB3DD3z48Q2/+83v4M3tmmXaFZblJRE23NwuDfu+QwBsmXYrATW1Bw1bO8FHS3+fYN1wVm7lEc+wf/nDVHRUUWlD0vyZzmuikE4fJFFBz47Y0ridixn1Aw683Cb+7m9+E+6Bf8V+Fr/0KxfsTw7D54jgplPpSWwpsHdfqa1qnVA6H480VNQOQYdGI8tjARFqKM4SdR4c2rAOEe13lzPLsu9BNNMZpJ8hbIKKtqGqqlQ0fWYq9VfptARIWZlGU6EG6RubZ2479LKfYOi9C/qrJ/T3ntGfnrBtz9RQZWS3wFHu3h7U3gE8CLV16NYRW4fuHe2yA8Ogx44jGmYotF2w7YBbx5xXpiUCTOeOidnSBiGcHlwBaMQpdo0B6ADkoI5PDFDOEfaRq0f20yvPotJsZQHBybpUcYRUDRYQmfLJlhQAIJHVUtFoJZBOfpzjWODAsyhDQA8YViRmOiR1SOE1132BzKVQr5RPgiJGzMh0ZSBm+mrNyL8HIl2UfXAtqTt6BHrjRDNlwGYWsB6YwzBbwIbDZmCaYBowlcz2PTCqJd40mwxnwBUgm8IDU0+RPgC5QxTr93P+lA6pBOkn/XGmxUSU/kTaEiDhZOG80mbcQzT1atAUyBvI3r6V+i2hcTVmkfTx2sgUR2Rj8EprIXVxd+Bo7buK20EfODqqVxWxQDQ1NT5hfkV3AXTCPTk2ERwj2SPPFi3COem16pXgyNzP4gQzVNshczaHrYKDEBrblhsTzdYZoGpTTD8ZQAcwgu08hgdmPsyDmicvcBTn+8mLsDhR4b51MkfBueECa44WukhUM0OgQ7ti2wQ92/W0JlnxRtPH1jdI67SQEcFbPenUcg9Lx/4uic5xauV+yOMBjr7gCABuBw+htifvLBSBekWJsXxQWuu5UVse8nc8thiabmlI945pGoB6QndGg8KXWswLEAmwkKLrmnBtMSUegg6FI3AbAwJhlVkDrj4An1BlWwEm2kgvj2OgyYT5wEefvsaHn75Gpa3wjj6m9BdjGvatr4Vc7t+1gKp8l3YhFHN66qDcDDcPjGNAUtsAAPtly27vsUCSCGlcEcXT5QJzx/V6zTeTBpOtoVq49Ly2mqyZheBlBP6zf/B7+OzzK/41+5P407+2Y79cALxJxz2m5GhSGFnek2yN36WvoNh6h2uDR6aysFForIF9f85NnQtecPaFcq+2BUiGjTeY8oFYUdqaDxFro5C2rVLolZrI569u95IsR5k/otH0cYGjyxPa8xPaq2eColdP6O89YXt6xnZ5Rus7D518aAnl6704nboRgWjUb+ls8M452Db+WZSRv7adG/bB+6JtxxxXpg08gDERyWTKJojGoKEz3wyfA4oJzQOB7s8OA9NpTFUYZgL9SksSd/AAiWI7pdivZOqyKnPpOkpZFKygkrJMGJFzvuU94UO0Q1yyeCJF3RXAUFVCVgGBTTYCkARnFNcG4EI2uLQwM43w7Pxqw+lYPx0+yCbVQwLoqU3pCQpVBCYBb5JSyMBUhTXnwwXHYbgejiMDPMlrVodPVR72OhQFqNBQhUDkPoiP3BNEziq602gzq3QLtDjNbAE6VMsGsKmzQ+YEpPM+e9DupAXCmMbvkFU5RiuSSa1k9v6LfDeUOmQnekublewIT7a58WHKqmJRhGyY87buMQM6SSNGtqExT7Vm/Vsc6Ea9oQddokU7qwYN2eYjcBw0ibUiABs1VBYswliVWEExMkTSqsSyTchglwPJfn/c3PilU08onilbEbIzvWPzQPfA9JnrBkyzanktBSt374Dkvfaozh/N951691NegrxOWSgQIrhcdqQiH9u+ofcNAuDp+RnbRqNMqZQaToPOSLDXpVJuyh6g1Qyw3tCXMB7g6IuOYImotA1zMp1VHb09tSPLQ0UEc9gd2+OZuSao2XqnaK2AQ7wNjCKBESoS5Yy7AyXcfFUVNp0VblvHtLkinYqO55iAUwx6HQOQji703dAG9NQXeThEOiaA4xi43a744KPXeHO95iFZMcTbZZ4AP/c4xuq0HUEn4m2rJragcy2wmCvJSKQO/6pgscn2GL31Bb5aUq3HGNnxPgXrGf0XE1cCwSyWX0wUxeOCYaxCmQH85jc+RP+bHVv/OfzJX7lgvwA23mBiZoVWwzyMxTJ5B3ldJfVg9PXpbYehIWQDpEOCzBhky7L+6v2UvdE0/YKmMfUm572X3JELAAN3wLghWbfyiCkgpO88SoidjFaCI209dUY72tMF/fkZ/fk5AdIztudX2C6vaM7WN5T2qQASr2ZFlNRIqFIXoJafkerb9aD3DAEd00Xp0BX1EGgausQ0uAgjXnWITGCnt0kkS+cpOI05IG0CjWmKYQMzBoN0TReiFESXfGdd2chNHScQirynEUig1CC6ASi2KAFXVqutUyMEYtzgNb2Faq8ATuYIkUJ0FWztgjluySwh02YOMZb3uwV8BLLzEKYFjhE4hmPMfCRQqt6q4qUBYgBCP5hYwmVUDYkIKzl7wxyBq0dKHz2b1Mo5+4T6rKZ6NqgVAJX0znl7AvwEm0rNUb9je98yfMR5nQRCYNQpARjjgLog0GB+Q2+Bvu0wB1Q9F4jC5ul9w0rNIItIOuutdH54GiRaptulJYhucDg8esIFCpcFpHTHOAhga48B2baooCUi5wpZbt8cIoNssg6IbhSTF8iQDccxsAonROBGbViAoJf6oUZXeyngwXPHQL+6UL+7BXKeC8yRUhNa0goVXLaNOq8G7Bs1Qbc5McwyvWarZ6QlS3cGpDmkArVkkNZ/fB8xAW+AiaO3BhdgjAn3nfNEFdvlwrnQFG1j421p1Xy3LbawzDmhku78ykri3Ae+rJQa8ABHf7ghHWOyKkvAiIdli7IEyuF0xzYbQEbzkU64Ho596wmeDjRs7HnlDimnYP4WuijLkz2IqJNRqdQDjRrZNX3vnakk5+9KamXmJJiQnl3ig+9DdkYnlbpoSe/OcPTWYVPw+vUVH33yGabRV4cRzXku3F2UfF96Ah6R9O1gxV6Dom9sPbFvG47bDVvviOkY1wP7Zb/b0ClIDPN1OIc7KVjwuplNVMf0ptRICWg8qKIQCq5olFfpjhL1RVDf0Tp+6/c+wuU/BcR+Gr/wKxe03dEvbBTsx0Soo3VCI6TYsaOhbxcg/VK67FDZmbbRjt43hCs0GtTA3mGZtnGj3ospygRO2XSWm23qCRArRSHyDrMo9+CIYEjvwVHpiwoctXz0jcajlwv6PWP06hn78yvsl1fUGW1bArpKmZRX0nngIBkZUaabqhIp1bYER7mhqTSWpKdPjWojg5SpVLI4Dp+TrsRToT3QO3v7QbJFgw9GpmI87N1g44A0AjVzoNKLJCkyF4NIcBLQ7bxOyDldLFJTOjBL23ndfB39WJWewGJ/IxknrosEv9lXTzL9GHVPIei68/nMIK4r3xHOdSulJ6ITAdwk+2gB4wiMwRY+Y2RaJl2T2cQ2Sd1kkxvYHBVysrvIfoJ7b/AAjnC40cesq2Bk0qqSwNuap3krzwuw0pMrSJI6mDN1JhTvvguM1vXO+zSnQXRDV8UcB6QJqxXNEKFwOzI1JQht2WPPMe2AHMoqsdXahvM1jICi8mJeVa0MlWiUaLx/ZtkiZRZg6zjGpJFrJHALltz3BoQr5jHRpC2bh0qHUlZxI5BrA5KO3BYBbRsCN4xp9Ooh8iQgsBMEQMD3l9erTB3orl41jQkAI4HCIpsUvesC/K6ZKZDAtgEXb3gvqP0cWSwxp2MYATfbxpQ4G3evnY96dal7mXu9nqaeKpx7TQjYYzpTncjKOm2QCtSUfT2lMeUPLYF+GXfWPtKyEW1VhX556OgBjr7wEAxz4I5Wp9B4Ml0C9lgbBzsft9YxB4EFW0c4+pZCTydIggcrotoGDTpwdBEgD3EFFzdEueGqAEKGZNOGMQft+XHWhQio53Gja7eIIqangZ2k5QD1F+pIf5cgU9OYupfY8Pmbic9ebkTregKjqvpZVyUvhruhC8XZuuh0LF2VJ3s1jgPVmFdbgzf6vujW0brCRjbl1YY5B2wObH3DbV7hcOz7hjno49Qa04RbZxWXZxlrU1LXaBuAWdXmmKmdqaqM2+H4e1//EHDHv/jyE/i1v/gTgH4OOKM0bdz8PIC+N+jcIJEmip7pJqfPR0hHbNRLQBWqF+gAyjUacbLC2jZIRsI0wosTIHmpI+IOGJ2M5L0Yu8TZwcvMjTGUKdvtcgKjttGr6GlHe07W6B4YPb3KRrMbN6w7LckyQ6z7nSdxJ+nA9G8rxkDXIVW/03vDceXpIdowboYxaCRaa4ii7COtAwgWj9uAzYC0iTEHulJAmorc9KcS9sPrgogGMYq88/xlxZIB7bKhigL6RtGvB1mZlt3dgZPmlzpMl+AdSb1wH0AyTGeVomB1hk9Li2JwC7hWo15aGygZKRfAmEqrlFqYwE0whuF2OK7DcByG25gYyR65nwClTrDIud8795r7/nFVKVsMsE1DCHAAyHKB7FmYXkXa1j6XZAxEYh2SizbKh65SfUmW6fy6OIZi7ILXbAzqdC5bozePBFQ29pqLNMGUDWWdomowFGhvTK+aA2qZbk4X5fTkIuY+A84Cory+Z99E9ilOXVoEbASiAT4Dc3AdhjtmGPWFLjjGLe+vLoF/mb9OM/hxI0ME4dpr8wRGNlDWGyjvMZHU3vD3tSQMa93xRqsgN5GTxZZIRnCwbZX2xhZUl46pIAAMTRDtKUjv1BlVz7Y0XmS6P8Flab3irKD0sq3IYEl7TyBJXA8pCQVwuXQ8P+249B1dNzTp2LYd27ZTo9j6sgmRlimMDKrYKDiZ6LxG1dVB7vaiH/Z4gKMvPKKKp5J+J7CxSU8jbvIBkRMpF0W5pVi5zBf7JXUjYMTc9gu1NBF0Xw0yHapsdoisPhAQCOytweeB521DgTIKg4HDWNG2tQY10qWkvsFNpvQpGd0iAA2yMNpZMQZnhcXn1ysiCPRszCyKixX106lXl04oJNBaw771NHmTbBMxMfMatdZWtZo4sO/bW+mF1XG8scdXCbPHGEyvJaiyMVa3+3peCaPmKhusNsmIUBWXfUeUADFSoB7AbQR++9uvcTsm9v2CP/1nXmHbdkCvsLhRUyPpt+KsWmq6Q0H2COm2K22ntmbbyNqgQzbJzxVJYnDDa31LzURQyJkgoXxuxLOPXrrOlEifh1WCo9pY61DcWIFW+Xvdn5gea9n6Y98ynXZBf35Ce37G/uoVtqdXaPvlLNu/Z4yW2PbcpCOy2XFLf6iqVKqIlrs2MUSUyaLi+nKDzyvsuDH9mWCWXjKWfjI8KA87vYzYa9JxSAqzU4hN1AMEGivICiZW1GpgtOlcl0/7TnNVoe6rqvia9NWTrG89zSnzYCqFaWkF19fkV+orBDCQQcRAtQahzsZYdZf7BUBg5C4pvCYwIkji+7YJzGSL3Mq4UwEhcxY+2ew6QLCRQFqBtJ3wxfaweXWyOGl9cZ8YqfY1m7J5LbTlnF7YcDGHrJTKe12aFtUFws5S/bvfE/AzS+M6yoqvCEffUn8XVD1aHGSBhf44rbOflkiDlVBeG0RtmZJKFBikOHqOgW2/kN2sfTn7ABKcZkWgBWIa5rzB5gGzG8wOBDivxphn6XjwWk/c0BsNQedBTy3up2BKsPUzUAbBuURg3N4wze2TgEk7mSIne4IMnrX1xJvFdFUaiVq7sn+QTKlVk3BHoO8EtG6C1iT9zMquIL3v3GiEWeX7ZQiZlddWerAoJqxSbAmQLGAVfADQvq3fv1yeuX7SABIAni479gsBVN86WivjT2qhtBMYMeXfgd5otFvp+LrfdabWsvyCJ/YfdTzA0RccjM7ZnFEAaiWi0hw8CKr3y0xQIhDY4MYoAWwC9I0d30PpqWPjwM2MnjZC5qgOwDDD1hrgE02Ap75RLzQHc8n5zlQAG0bUbsY+Nu4EXGPQcHGjvwRawzA6nAbonbIq7aZBLx1tU3z2csPnb26IJGqjtBf1X3K61QC2AFGZP1Z0uqVQMjICsyDNvfeNJpAx0xyP6TQA2LYNLVsB9J55e7elp/CTKsHeOz77/DMAG3rb0FSovUoNU1dNbydAm2LXlvwaGzqKCN7cDL/3yYH/93/2HXT5Gfz6n/sJLsqumKCHiZmjb0JrBm1obYfIBWaK/vQqI5+O1neIdqbZPFjWmgchTe9IqYcTxK7FH1WwG3Dv1OEEvarKmu8+bbkYCQ1o69j3J+i2k8qHQp+euPlsnYzMZUd72tGfCI760ytsl2f0/YLeqTOi+eY74GhFigl2ELlJVSuXmq8rk4FC3ZF/0VvDzA2u9R1hTI2uA12Q1TkCC4GluSMBUtCyQg72BhRHdkXmz0jwEAcDFhHPgoRYaUy3gI2Jbd/RlGnOMFYGudiqoHQDma+1A999BU6wVIBpGUDmQaZg815NEbaNZIoAginOh4hkiqo1fII5T+eCMAFCYcNwDMO0wPTz71Vo1FoNj+kaz/vShMLmpoAi0IrBAkpqzrWQoCk8PafW2i7GqFQlyYygKpeSkWpnr717YJR/tUTYXRvFtUL/KDMaEPbOlBJSS+eo4Ig+bhqCw14g6XnE9Zg+VNGgrgnM+Kh2Rtoaht1gNhfDQWsBS2H2pP4r28uEyzumi9zn7GBPs5MNTAChtFiZI6uMqzoOwDwG2HcTyRg1+ByYXmBvW0BIoiqxIlPOkTi7gAFv0JKa5tpaBTypfXKPdKNWQJkxEA/oBHqnhEDKPypdwJf3XdnReFWoJTiynKrL80iy715W2wUxJhkuMmT75QnV0mTfNmz7BaLCNdcbNA0i2x0oOlP+bemPWCXEPZINvM/q0Vjz8csZD3D0hYdgehZaR0YeybxUF2t3agFmpsW2LGOfw7D3htY2AiewO7yKsKor10XLDdQ9WLWYUdVl27AJgDkRAjztW1L/uQkFdU1mLP0PM9iYrFgTxXXSlZRap4l916wC0ez343QmhWRVGvUeY/I13nIllXPjVLCskxojw9YplL5erwin8Fx2cKXZ+RRNOytwYASLdwLtnsBhFE0HrFLyKP1ARsIi9DjqjelKd4MKIxcRMnU9P/dtHGgpXA8EfHawc5HgmAbohm+9PvDX/5Ov4/npCX/yl96DKNjkMwzaFfMIsPqQYdXWc8PbOqI1aL/QRyi1NaaUhsfMuWK5+c7sl9Ya2R3grXDINeDK6hpPgLS2BsECLqqaKQh6uFDL0LA9PaFddsjW0faNbtf7jnbZ0Z6e0C5P2C5PaPslQVFfIE3uDpwCRnWgEg6nti6pAb73eCt9cdoRl7BTKML0DWYHLPVfkECL1JWFwSZSK0abiogJiUATY6Vod5jk9Yfn2ReZQooszwetACBo7QmtN3TN1LOnr5LRj6X3jWBJd0BTG+UEF6UVOh84ld0pKi/IUTNVjKCxfM4EZIuWcDZSc+PJFjkoUr8DRpYPt9Q0mWMebDg6q8rRgXIVJhPEtdOEFWJLQB20NFAED8ykcjTdw31WCjAF3lHaKlnrHKkfolPRXTq3/i21Rop7YKQr3e/GyqjqTbapJGvCAxeDLBCryAQu2TYGRnavAaTYyAzTTDOLDkC9nWrDjInWOySAUQAl39ACR1X1ZQafR3phOczB1hrTYD7Sk1WzanCkZ1UGK437Fhnb8hXCXcpHcRw3iBqDRQE1n/OAhTF4iqzJkp4WLznL0gzRY2ZqE2vuBbDSo0H7clpqZErbbEI3Rdt4Fmhr8A2AKyJaztIMWnKt6l1aFu7JJOW+49U/VO/SalzalmceG3BTm9WyGhYQtG3DfrmkH1zD/rRDt7Z6pBEQ3WvGzspY2pFwjmgBqDv2CEto9cMfD3D0hxikGNMh2zmBSgJRjQUtDbbgLHFsWX7etTESifRXsch+Ximhi5zsAP8uIzkbE8NZTXHpDfuelT+pFajy4U3ILxzuC7QhI+etdRzGKodto3GYaKClWZ30BpfAZdtY0umB6zGzz1pGvMFVzJzy29i9nFLZr02TlQL2TruCOQbNFOHovdPnKLjRX4sdg6zFNI3AalUbpV9SRFbfCVugzDFwXB370wURzJujyfI/0uz78/S0Qa6Knq0rzCk8B8gevHp+BUBxOwy/d5v4v/9Hv4N/3X8ZP/+Lz2h7Q+uDm2tjJZOJYgqrQaR3YOt0nd4uQFU9ieZhGkCnlYMoD0UFq4Co71l1H7z1CZSjIsecSywdrjLtM1qWFHZKI0Mk+wV66eyTdtmg+90j+xO1rEhT3dJeQNZhdw8G7gER7vDPag1T4CcZDO6cTo3bdB7+9TPBa21O3YzNSZbHBW1jax07DLo1Ho6ZPpJwoAUddiMAzVYhudnTlPPkb1xph9LaDodiTqBvgl3oXCyZGluNTqMeWSkzAWwEPWy7c2pmUNVnycV4toIpvx9erCqGPu9rREX/koFULqnUwdD7hqaOZtS92Aj4BCQUXZiGUTCwmj5hM9Cb0knaLcXQku7TQDk7l4N2CUPcyJaw2zsSGPjypESxcAv88GotNnvldxMMaRIeCaYaCojy6ZqytURL9qi3HZftgq3vaG1fVZ8hpwHkmVLJ5tjJ0ocTBAecIFQcIYoRBw9SDYxxI8NZBQI5X+lDRdbI52TBTCqpj+stU59kkOYgOG/a4DHZ/mIBJAWW41L2QUsRePWTmx7YmuB2HHCf2F49AapkS8vJP7DSrEBk27igZQEUlg2mHb6oo+JxEGTQGbQEBmb25G2olkrREtw5iyJoG0OA1eLsG6l3qz3SQNJznkw/t/5yHLegvcC0tJbwYIpMO5YNRqYHOSkUve/oe4deGvTS6bOWtiYr/7rmVb6rDH4129AsnWWu3i9jPMDRFx2RtGKw6sOtUmvplu1YHZK96NhMLUjTNDysnH2CqsrnIs5cagooq9M8dTsT2hv23lHIX3BG5QhWshzTYLhz7wbfkwdZK4fDxwS604ME3OwUFHnr1jA6N6aX28BwT68YzRQi3pqkTck0tVyoEmyAuG2Z5hEKylmmn73Csrph21naaZ5W8gAp4dbQsiGoD9JN20bPo00b9V28HdguF26CQJoVkja2OTF8QrYdul+o09p3yAA3OufnpSMvP9O83WA+8fy047e/8xr/1//gN/Hf+Jd+Gb/8p7+Gy74B28j72XiQNoW3PNgzfSWqFAp7UFRYeocAskctU6+pwcBiaU4dRw3NCqZIBka8GJLaNM5KHe3M4UuyWPV3cv+49y3K16y0Q07wE/1Iym7v/mr9SJ7qke+NaYr0kplslhzTgMnUbglB+ZVNPKcxgkc4e+H5ZCNgHjGZMhpgk1imW3lAOUv43eDC54UGKwqDKSUPQHWHWRUaNJgJRl7DVxemo2m4eFc6nBVnCEFMZBRMG+nI4GVVqi3okVV6QKYUPI93hYNaD6C0IcUaYVU4VSaHhoyBYfw6LWAzy/ozncHDlOtOu2IMMhrbdoEbr1XpjHKGkWnIs1WlrZYUbhQbj0mgVK0/QjtdiiFrfryDl/P7uwMLstiiCvIkuC9srdPElBwP9r7j+fKEy/6E3tlsFm1DqCKQ2psy4FzalvPaVyqfm5EjFBjOrgCb7BiHZ6Vb5HvXlapmumjCnZ3rS0A6x42FMdoQjO0AVbjdMI9BwbAEbDLF66AFB6V+cpqW42zB4uEYkxW1klIDt4He9wTPSDF1FmLAERKYdkCFgRb78tEscuWrJX9+MStVZce/Y0eGnDcgcIGAbZ+iUqnMJtBMV08wnZbu5UHFM4TFKyEC9A6XhunAy/XAmIYLklUykgPHwYbrMIOBFY/01mtofUffL2hPHfqUKbT7YOF+L6pJt4ogag7KuV19CeMBjr7gCCDTZYyK2DYZWekQZzVEUt8qKWBUYZnuyp1kNJb57kitgPOUBoDUEmFF5JXDr0Wy4npBpt7IVk1zTGFVHe3hKQy0SJfcoDZB07yropaAw8NYQVVs1rZDGjUCmqLfs7UFcjGmIDc0KWfS6ZKT2jMF1lRZCaU0aUQtcME6MJGpucIHFo6+b2dKT4qx6gglACytw8jS/nE78rIopg0cfgDBHnHQs2S+ZVpAVRFz3IESVj31bcfvfnzF/+tvfRNjCv7Mr/0ELnsHugHogJ3VJq4C0cC2kS5eUbZ2pgGCUbyDAMnA75HME1bVWZFzdyApQPt9r7RE8RFCtig3X1S1R+XuK6dfgurFemQUXWAlDeZYqu4pdwgayYkmOqrZlkLWcqOeEzYOzOOGeTvgx0DcDvh1IG4DMQiYVisdn9n7L3sOGkWi5RjMvTIwDmeU2ZEgyWDzChh7Q8EG0NL4sRmk8/MIWGW0ocM8o+K+nelHJTNxDOB5p30GK2+qgELSpZf3lUJWXjdBMUZMJ0RFx9J44KZlAIGjwYWMcSzGKR9+skVRe4aBazMfBEeeIvGqYgSF06i1p2jZfHkTge48TFnduIwjgLT0K5AtAYSxas+drUUilGnuNf9qDpKlgcjSod/lzdZeUExypQ9VFZt2bK2TLUpotPUNl+2C3i4Q3eDCdGakHxCEvdRKW2KRME0qpSvr+xPYB9hkm62d2PexAhLuPRVkRqaN+PMUb1eLDhWlSWxlAwCobohO8NRao73HzCrSNEwszRk1c2SWVAWtd9gcCDi2y4aVO0OmNrWuLSeGJxvGZRqwGKjUpi/6744zEUE0XUoFFYKUEEFMSSPgQLRgD0FNsb9I8npngMXKwvuqWOBeW8cloEDf4drY1qVfmVILwfV6xRi25pFNy8xFOYmnYL839D3bFm2NyEPyfdWauFsq69D1+vx1vb688QBHX3QEnaA9hZE+qDuimC9p6NxhOMnoTh35y5H9cGquW+IQl4DJOoPyZxL5h90ZK+YGDC6gmicOwXRguOMwxy0CNzeMIL1rQuM3Q4nJKbjTCcRGPUC0iVDDy/UFBsFnnztev2E5quYCXoaNdxQ78/l10N8xEkFBdq+O7Vbl+QobBDIOW+0EIvAWaCp2pITa0+i86k4g1VIB4ZZVTkrxerizNFtlRZBjHLDjmuCMAkpFChlV06BSsPUN6qR6j9uEB/Bb3/oo8/DAr/7yT+L5aUuWjJU3liyKumP6ZIWetHVdDNkfL4FwMTKVTo2l32irck0rPVPTrpL8qVe6F0Ev5+t6bCluTBNLJCCoVFIBVp+GKQMBQUtGNFq7Y5Yq1Xb3PjwWA1SajXm7Yby8YL55gb3cYC8H7HrAbwN2zARQAz4rlUFB7CprDzpHIx2LAQr2j8Ox7Q3Sc4YLW/CYGRz5vNOALa0PxNA6j08zhQ1aL7iBeiyh6y56B6AwV2xty2tbESq1T6wk7Ax+gmA3KV1ehwDZDd15AIaASK7QTxYPpG6F7gPyVhrt/uELMDKAuS/TL10fEJBMRS9BfusEcOHoSrEzkIJ5dzJCnmmpTIO6Batr09dGMnVY5dnlVROI9X2xRiudVgBJsGAYnNduUxZAkEVikNS0Ye8X7H1Pg9EnRLtA2o5oO6A0T61UWrHpfUvN23npF3orto6DWkM2WaX8oD4zQVECqLfQaTEktlL3qEpC/haJpQJqHhDt8HSF10wZUkZwGj1Ww+DWqdMK5dwWocSgAFJb7TICLpaZAEnaytOQt8pt8lMmYJFMM0Hy9WpIIIR6qEjAhQw4AsI/O86Er8gKjQMZFInm87c0vqQlA6vrNnimP7V3UOrGiuWZZ+DRJ47bQebKIxUZmf6GZKDSobKlFx0QPc72OHcZj/XJ/Dw/V4TwJY0HOPqCIxArN+8jYEcsnwyvlAc0hYnJ6gQrQawRFWlGYZ57sohX4ArP9GuLTGWZE+M3TmH2jeLzhie7lOm9MQO3GbhNw9UdtwBG0MdkaubE0yo+3JYjt+qNDsetFrdDHLjdDK8/e5OUPhLwlYHbOXrvKA+ep6dLpgy4EVd1WV2X+uVSYuz7zs+YgoWebE61X9FsqgjEElh7hkqtK72ghCksReqMGr1zVGVVztHficJWipvbsl6Yg9G0p7dI14YxJm63K7ZOr6Tf/s6nOP7WP8abw/Hrv/wz+LFXHT3FuwiWQIuWiJQMHFBu2JwR5et0CjsY+fGGKxwU5m/7zugWFSkKpIMHjQM+5kqBQHNu3FV9rFRauVTfixgLzHpkA8esEJsT2gbTktUMsgDY4igr8rbs+ZWs0csV480Vdr3CbgmMrgN2G/AxYOPgI8FRASOkWWEdZBEGD2qJzAc3wWjoodA8aLgG0jHaJqJxzfmYaJugLJCGcr71xqAgjIyQQ+EmQN9gJtgyxZu97MGGsxsiWi1OVJrt+/eCTK1KO4PsFbzUX+TPRh2axSqfD0utkVnAvDSNuUqSFaWhYlt6mwpSzuAk9UUia43yQAfgbNu6yrDrdRyYWWyhXSEm5b7ANXoSB4u1IZiXtYIl6j1qaooyOIpiJ6g1uWwX7P2CrV/Q9idof4LoJc026QsmQtBa28uexqiW67/aAgmYOkIyHgge6prl6VW5t0wTwxdw0tQfeZx9G+u2VZBDeFRBbQr8tdODqzWo9wToQeCUmqVWa7KItQxs9+0CyfSv6pYaKs8qNB72FKHzfjoMEpamkWS3FnMJJADS9ICqGxVrWynGLHCyqZyV/HPLwoRC38UWrZuutEmRnmB1AZoN0L48+zZRSHZmaH2DTccYBpEDLe0i5jR65DVeZPe7XpoQaLBHZLQsPhEHpme24Z2DJoDVd+dLHA9w9IWHJHMkWVViFLxlj1nujUyndSUjFK5Ypby9GIFAwDKaJSjaWuaEk7K1pS+pA44U+DEdW3Z/FPBAsGwvcJuOmwVuFjgicAQwRDACeLEbbe+bwN1YIRRAhKFtQN8lRb8Uoh6Dgmx3P6PD+n9GXQA3mr4ADatW3A21hdpktVjvLPt99+BXPXUFjgRbmV6DgFUMfElIir6ZrqxoBwhjpUTgBA9u1F9AtYpx1uuUdmzbNvhxJCgSHHOuQ2zf9nXYXQ/DP/7ua4y/+7sY1vAXfu1nsb+iQ27LTuAeAdhE97lMM1drgyCjKJUWXSyELuEkINB9Syd0ZNVKnk4CAIomHeg90xi6ro/2th6VSrvf2KiD0mSROP94HwY3Ip3L4Vpay+eWFbkCOFNj2YYh5oQfA/Zyw7ze4GPAx4QfTK+R2ZkYtxuOW/57/n6V+54z6tQujXnDsCPFqRswhe7ReZgE6GN1jNQ8TQfU0b2tzvVNWMxgma4OAcFORubuyTxEyyi2QxtFwRZMq7LsvKqzijmqjZn3zkPJfhjB3n1Jv2aasoD+2QQ1U5ILGNlqBEotO3siFpOgWZEmEVmhJCc4StAQ2UurlcYtKngSQFqyraw+ncauNYdVyr3SJvnJ7nHgIswydYRiVpIZqoq0BAY0Q0SKrjfsbce2XbBvF2zbM/r2Cro9Q9sFUAIj0Q5kxVOxYlvvCCRor946CUZaVi4Vp1QAJrLRL9ktUvIejhbZm87tDAwS5LM9Ez8oDQbpsdUzaEkSiEayEewusO2IuDEY1gJInJetWOl8v1sXCNIgOE0rJaNSbw7XQPphAh1wHakvYi+72verepTEFn9HVZCFbelrhRPwFEhLT7iTGeP7hAIdkUEs96SuwsrIfL0CwjTX7GT2WrrApwC7C+dxb6e0WyGwvmHOiTkN5pkqDFb92e1A2zZEy36PQT2aNIOLkSxIgBT+tgC9GCQuju8PWH4Y4wGO/hCD5dL0MaJLMytMkGWNFD962sHTfTaEbreIgCvFz00kF74kE29ojTFsOd02aTB3HMPz0Gq4HobY+tov4MAxDNfDMBw4ZuBmTnAE4BDByzHxxgZCBdu+8bVygUUujJgCycNFnN2nR4rKK8LnmisB5rlJt97RRPDy8lISVW6auVm0nuWpCXjKSba1huM20fe+1qk2pR1Bui2vxZXsEVuiGLRlWsEc0wdL8UFhd0VZRb1bRmS8R1i5dss+Sr01tq3IT6rJ1I1Z7J/gNgLf+N5r4L/4Ol49PeH5V38RFwV2BEt93bPdhVG3E2XKxyq8PDU4iRwL+FAvG28BGEUCmgxDyxEY6a/Ez6gLgK2Gk3fO1KutRT4vnZ8z8g9GkjCh7sEErpZsVJXvy0rbMv1j8JFCa2NaLo4Jvx3wMRE2CZ7G5GMa5nHgluCIfj8s36eeBncVnhNmE9MGxuSj9QBakC2Dp0bDUamDMQw2DJEHjrsgdn62rkCLwOETOwQRCmwFwziaNvgMmAJoulJUZIs2Vk4JAwVBLYJYTxBCY0ZBiWLTvRGZ9sz0IyLF6HFqXugTkz2tLKt+LKgTNDtTazjfMB3qJaPugmDpfp1FCjZzepWY27MxdQimASMB0jDgNoHhghkgIBQ9Aw4UQ1TmERWglTYLJ3gTzUxHpNZoY/qs79j6Bfv2hH1/D/3yHlp/BelPkLeAERnWCE9dYs91PzNd5esiFHOk4qk9DFTzWUmRc3mfVSVYhKKaw4qkLkiQn6+d3j6eZqxKjkU1y9gRgLBEnXojpB7NkplB3n/OUW1aGUcWSEgQvG8b1dDd4Qp4m/R+U4FrAJ3sUYDsjTVbqTPR/Cx5r+lKTRd7Bo1k+1FMfVP6ss0sEIrcdIReVcMt03lYbGvBbdGT3KZFAlsQeVZjerKbvW+YYBq8SYcIsxxNBNYi+3wa5qAzOIOfZJJvaQbZGeyJCp9DBd6zgGFyz743OK/UMO7WxQ97PMDRFxwBLhiEYhyGOSPFlFiLW8khJq3tGOFoWS7NHD+7RlsEKcY8/KCkiz0AqKA39h2KILiCB/ZcoEh6VAD4JJvkUBzTyBoZWaMbAm9s4A0MUwXDDP1GfyWYo/fMXTegBZmrLh3mDZ99/oZNEnFHu74zSMxUtQM/ExdYgRCgdX7e9QtALjLHy8sL6WZXtH1nBOKO43ZLujZN2BKE0SSQfi8tNNNuXD2raibBVSO3jbZt6BE4bgfFp05PJwI8bmAIVjE14aZcmgcBP1NTRt/HDHzju5/gb/yd38a+PeGXfu6n8L5QELulhsBsMmXpAITRISHaWTVTflPlKVQXi2L5dpaFa4miyzhSTt1UXWetcv667ncUwF11WmmcUGmbJRBNkBtOEv8ulYa7VFDMExxFleofZIsiRa1hBj8mtUb1s5NsEaw8ZrzsjzCG0awz1wtLuNlOYNoNOiaNAGPCVRKAOFpj9D9Y507A5AB9cADLrNhwumrvDswQdCh9x8BNnix9Mj2NLXx43wnxgbZYkxOllD6Hq8IjmYICRMG9QOI+tZMC+MUasa3PGJYNZO1OgH0eTqXbqHtiq0dYgpOog5ztaSra5nMIpgl1XWCPQYKiwJub42UGDhfMKICUAD0KOKRGS5jy9YraBSXnXa11BMCWhq69ERj1dsF+eYXL5SvYLu+jba+g/fkdxiiDl6A3VVtpXRCgOgXl1Nnx8rvRgqSKXcq5Gl6pRv7P02STOceWJe6WGr+t+DKIxKoG5dwDtPG5PQFiS9bKs0AhUgYg4NxrG0FNb4CU4ya4vpsELSmaw9TYXX7r6WMWkA54tUJprN7S1mi1kaXu4g0tCBq199wDqIVToahcI6ApmRAAEoZxu2EcNxrr+po0CARmpvREFGonQGLtBwt2mnD/cdx5nOX1nTaXnIEgNXcTEbZJaw3aZLFYbNRusHnAjwbvG2LrwMzWIdGWVACN52By8qiODIs1WqfxD388wNEXHRHM01uayXmsCBjS4KHpxyPLD4kdkiUPRoFqzw1sLhM9BaDaclMM9CyXLHffok6ZsqqDl9UhwyacIQtGJEUfgoHAy5x4iYnRBTc4TAW3OfAkG7qyv1BvdG82B3o0KDqgFzQ91ob4ttaIiyqogmal3DQe3KLJGgl6Y5+01ttaOCGkZCsSp2lkR1hAsv3JGIbLtme/MaCpr5QEo8YNXdsCSe78vdIk8WezozXymgWP33BuBpZ0b8/+RZ6RpTbqR8ac6/W6KCuP8oAbFvhH3/4Q7W/9fcwR+OVf/Gn85H6hhmyMFHnnpqOd6SANiPTUINERd1UgRbY4Oa8uI0QpYJTGjI3M5NkMNoFRVqIU0DmpEbljizhfTpHqORZLhDtgVc/zDjiKYo6mE/Qcg815Uwgfc8IOao0i7RIahG0pgo7UIpKahGxVIQ1NO1s4WGSjWa6TMQbdzCMwzGhDEYbmQeO+aXn/yoOGvblsE0wEtAOzAUMdvQWwsxnvTKGt9A3asloKjYc2ClS285rmXKpLs9JMedDY/eb9ridN/sxKqd35PI1pmX5IvxgLpmBXlqR4HLb2sUyfVNGO54FnMVeFrGefLP6+YAxg2sA0x+2YeJkzU+9Mt1sIQtsyltQsDKi5x3LwmhZMnTGdVo1XBfu2JSDaCIq2J+yX93B5+gq2p6+ibe8B+sTqtLalPo7gn/sG7gIqycuc6bJCisnESbIbbH1ENk1DAHUCInGIOjR/frpBwVT9GMHXl4B6Bi50OkRFbgosn60uWwIN0NUfZGUUBMIEAkytu7MgYPk2Ink3MfrGbYYpTv+sDUDbqTPqspyie7+g6Z7BNK+nzyzObFvOhY7wjtuNDMu+bZgD6JqVwl2wdQXCIKCOS3SstillNREgU8k9sqGB/kXuuANG9HMrdaD4HXNTfy5Re+0TpSvNdR4t4N7Oqsss5ojJatbY0hsttXSKhopNPLIYwe0Unn9JjFGNBzj6wkMAdMzhCGQEkjfWA5jua9G21rKhZRqbOVkis6wsydJtUQG0YUZw0SdbocgqFyIhtN55cCDFmXfUtxkZKlYGCwzBCh2l1cwB4CWjJguDT+BV9nrTSJ8Op9fKRXdA2Cjw6fKEz26TufnUE6CoWPE8kN7mldrWsKXJI/uuZQ8idxb0tmzp0ToBiVaaRzCOcTpbCzecAiqVZt4am76qKo6RzJZkzyhn5F5/BkBzNwTfz9bgLquipX4mhFqnvu+AbZj2Bm5HGlJ2HMmMIFNS18PwW9/8Duag39Lze+9js5kNTRVz3ggU81D2xtRPRILjyEbCmdJihNi4kRjBowvvjS7tUla13bFBkjYA5XrM3buoeP5d1AdMUFRNXrFiwTvW7Y41knUmcXLEdIIjIzCKY8IP6o7KvyvmmVJjqo3tbHpF3dogbau9ENaN9hFIX5YZgAEGR9+Z1jrmhCbT6bDU8RmaJKui1LUBMysWBcd1AhsovO/U2DCd0ihGFqZQQrd8dIR2oG2nxi9PuYKLQJwgUwpw8gpHtsOpdGnUuvAE6wmQuEdk+mzaSqdNi1W2T616nGsr+LSWn2EZ6iS4Rv1e3lfLB98xtYMvt4nbmDg8cDhws8BwxwwGcdr5+audi2iW9gfS+TmZIqGRI80EOd/2nbqiphv6dsFzskX781ewXb4K7e/BdYcjbS56h2wN2BraXo1Hay6fn43012k3Uc744mc1Hn/G7kk96vVKRKUKDE/DQWFqKDVvbk4rB3OocnOpytdwAlI6VFeqsaHJhlCjXxprJ8F6CF2MoZbeUABRg7eAYwKXnYFKU2DLqlI09LQ22Nozmj4BsQPR0PSCho7bHBgWOExw3NgG6jheKAkQQW8HrrcXbF3xdNnwdNmwNYHEJMZoF6hs8DbhsJX+DXcMDMxQiJWIXtCEexHu5CNNCQKRadqag2VFURY2bnd6Uinri6D3WGpLRZAasew3OA3R0yE9bRoA3AEkFjeFpHHylzwe4OgPM5L+GzYRphkRRqZ2Aik1IoCoJqkQbI1tNZCMUEtwkOcttJFlUYlMC5GqFmdqKoIpvadtX1QlQdPGliLOpoVwUsVojDbsmLj5hKngSD+W1ja8TEPXpD+dXcBFNkbeplnJEni6XDDTVp8MVgKLBCQCcPOCou/0NpljYEokEGIrj/3piT4oUqaR7LXGDw/S9Z0NRKlHUnz++Qv3PSEiW+km5AGfqYBpDj+OxTBVlE+gdIqSWTJNYUZ4IDryfSCpbG4sz1DAX1MbVdFLgkMzag2uIvjtb30P+Nv/Bd7/6lfw83/ia3hWLCO1CVLZ4oEYI/Ur3AyRKSTNvkFz0t2YlhCsItOQ7L7dSC8v4FIPXX8m4+A8sIRNghfbZ9ygIi9IsReRTEcFZLJSAfk1BfvwTP9Oo/g52z0UMPIxs1VIptBSc1SeOqTK2QtLWqfeDkAXhQRwPa4A6FbuuvHN5KG3XTbcBqvbtt74/CmSIEfDtir8HYCd3lk5xMMne5CJJABJ+wxVhG5ZKUVNhbQd0nek2hUZqdyxP4IoFk6zkCAcAcvrRMHpqkjLiqHU4tNtKAhKhhmm+xJiz1W9lvOyDp9gap4JnLZEtaj5gYA5mady5i822xw45oGX28BtGCYEw4FbCcBRvjiKnmxRSGcqXDtcelZkMVDTTEdqaiQFyA7rF/T+jMt+wfPT+2SLLl/Ftr8P9FdwuSBKJ3PZ6MO1KfplR3/aoL26z4Mf2k/gE+6QKq0zX8C86HNRQ7hkeboso02oooRRijLTpVmr9hL/n9WXnq+lqvDG36VYfjLVrwHpnRYHcSCMbUEUCviEgPs1NVLGirNNEKmbU22wHuhPFzgUul/Q9mdI7Oj6hC7P0HiCyBOOCXz++YGIiU8+/QTf/fhTHCH4/PM3+PTT13AXjDEWUKhM1Ffeew8/8eNfxY+994qzRQyXreH95w3vPXe8ujyhbw3SBBEHbAzIlcJyGDAHNa7sgcm1KWmZYm7Yc29Y7UYcWX0WFITnPrHAkSY4Su1lq8KbtUd6Ms4zkX/1mSsbESArlDLFVnt60ZhfzniAoy88BBIbFI6tNTYTRGQvoEhUnk0AhQfz1jodQpXNN3tjNOJpQsaSc4FsCu3ZNLIF4khTra65iANPF5YeF1OSUlFcnhowHLfj4PMEoKD1/S47/PoGx5wYZrhcLjCwaiNEoNPRe2Mlyy0QpnBtOIZjzJGl+orhUWgjN4cNT+k8jQQ0VZq/Z6PBvimeX72ifup6IygU0tAtBebMYihebldYOmlXWuXp+TlL+bHSTBQYUrvRtw1t3zCPgeN6zRRAChmL+cjPmkIbgkHzLDHtaRQXGMdgFN02fO3Hvor3n3d8+ulrALkJ9J4VLSDN64Ghgt/59vfw//wbfwv/2l/5S/iFP/ETUMm2JzZhwYotFfZPAyQtA/pK43nw+cq9WEKYOkpqIsSSHeI804quAcCRLBjSBC7ZFBoD3GmLYkW2UVREpn2xAOVb0zwP5/y57F4Oc4gFZAQNHo+5aJmqYIuZPxOSVUsXMh9cPTzoReFKpkcFOOYN7fk9NAHGqOqpA30TQAwvxwukU4enwXYR0wZTGWnwqJpaMzWI7GA/KJbbN2HvvmMYtu0Crg6mjQIKbRva9oRAz+qcdl6H1JiECDyDCSgPTs8y7vj/s/dnTZZlWX4f9lt7Oude94jIzBp6KKABQgIMIiHSBNIgAZJIGA0GGY2izEi9UCaZzPQt9CC98U3fQQ80kSJFGUmIgAQIIho9dwHd1aie0UN1d1V1TVmVGRnh7vees4elh7X2uZ4NSswmiTQ+5C3zisjMCPd7z9ln77X+6z/QCMmejVGfXUkv1Ge53nRYUdSVOtwN24uZ0R0EmXlr/i3akENFqhj3bbQOww5dNNDVCqPexS09BtfdiiIrhobFPhDYRsAMJwI4x6cykQ7bT7oXxma4CKgZ9Q0n9UaJnj6fgEQMmZLvSOUlsbwg5BeMeIeGBcnZrCWWBCURciKthbwUJN9EBHJcMkeJunPW6jD425VMA+j1+SEcICSC7wm20Gd1aXvuTDUwdK0zBe5TAMLo9FqtwbXNhiILe1W7r4ILOqxVkZgJMjk+HKIBDYOwRPuzJSBF0CSW35czLCdCPgEZxkpoK7TCVgMPDzuv377h/Q8f+cPv/oDvvf6I9z94zeNmBczj9UrdK9Ubqanss303c15XXt7d8+K08vK08N6Le959ec+rFyde3q988b0X/PAXX5Bioo8N4UJSN/HtzTyRhrhJpNUlOVsunHrhPbceOVAjPQpLncG9kyM70dU5rgxW7CPzsVJDsLp9WdfidgtTLQdIbB6OHI597NMcrX1WHP0xXkkyKsNGJWIQdmudrqbECthBVVJkiZEcTflgN3yGJIYDNZpNqs6kSJkFUkVcDSfAuqw+cpJjMxH/wwaCNqIoSY24OnTQRTnlwInOdr0SUmZdCmNvpOSEbjUpcIoJIdNrQEvmqXZCynbI0NwQbBzFy1IKtVZyiCzLYhlPIqScub+7I5XEclrIJfH45iMzSIwZHdBapZSFmDKtVvoYB3J2oA1isQiIKZr2Wmm7bWDbdiWGwPl8thy5GEhrYXu6unz3phCzadg0hLQH/u6uoCKUUnh8fOTx4dHGdntlPYGMTpRASYlaGyJW5HYsaFY6NDejrAR+6+vfIiD89b/6VyhfeIV0T5r3wiNIYNRq3IRW6X0QUjmM8lI0d+KpwTbDRjsQ1FEr8E1JjTwsTD8Q8fwnV9yEiAw5RoZg6IchRBNxc5nslMtOUqvO04G5ujhy05yELWNAU3RrLn9y0p1vkk4k8oIwoMG4bkGs6B4huteRjQhSjKQ90nql5MS+PdJ6QGMkZqAO+tjZ+k7H/LhGa9S6EXPy4tqend4HmjO1qxX9UajNuE05J/atcVqFmIuNioLxPFI+2ShBrFCaU0oENKgriiB4YHEbO8SbmswI0MY5saLMruM8p1X0yKKazvWzMKqHO7b/2YEdUopnrdnP6N1J7j7KsK67HsV/c9frrXau1YQZbQidRBVlH4MRAj0u5g3mH7Jjz5tzjB2TvCnSUIhi6yo4OpNiNl5RXjmtd5xOL1lOL8nLC0J5wYgnSBZ8HJZkoceLNTLJs/4k+T4Ynwk2mMWRowqxM0KD2FAza8PbHUeZm7usO29nwgzq0Ib6nA2IijvMm2FrdxNRAbSZT5I4d0hHI0Rr9nDTx6TZn7WE9IZ2s6YIEtEwzKU9DHqx+CPNSlyzBT/nQigrpDtGP9H2hbYnvvt641vf/Q7f+u4HfOM73+fb73/A67ePXLbdxBnOextjHKPHLtOQ8kaWbnvjWh/54O0jZoIbOC+FL7x6yZ/4wuf40hc/R9cE+WTnUhLulkI5FereuDy9AbHnJYqQSiaGZArgMSyyiTnOltkzHCifepDvPKuOsRrAIRQJx94y+WQyHHH2YvjInBNrhmdpMrQSvDiazfKn9fqsOPqEL0HIkhlx0B0sN+M/G2PhcGR0hCi6rBOZlbDxRqLL1GdwIDIVC66TUcghQaiEoaw5u2FdOEZZiBy8JYqQGORhh47Uqy04YMjgTgY9BCQlYohUdsIARIkjwBDqdZCTQI9crsq1J+s896uN3fyhE0cZ5Bmsm2K0z6L4hneT8YcQKctKr0YIDCGyrneAsF2vhiAhpJAOF+zm6Bso217Z246IcFpP9NaIPRmpFzXpd+2sKbKcVmK1ZO7tekWHktwvqE+UxDvHmMxh+3w62bjtiC8ZfPiDD1gW42TFIJxK4Vp39tqOkV3AuF2tm/rsH3/9W7z4h7/MX/urf5kXp+yxIIPeKpFBaw1FCGlhOn+HGN23JXh3aqdR8NEXtYMGxF19Z1GEBFdD2bocajLq6OthuJP2UfDg46GDYH2Tlt++vOt71pUdTv2Tp9RtrKZ9wO4dfXcty1CXdAdHxez+WxhwZqRsB7wXRtobOiznKpeVbb9Q+0ZZM0NPDDZqt3+Xc2LQXO1SGTpYFkMp67YRkyOAIjRV81QyLTelCLVHlmJo3eV6JS8nUiqHHHoMGwGHKS13AaEVRkbIJwkahTbqoVZSv/bq7GhFIdkIz4hVdk/b8HGac37aMPVcHSaxb8PGZ8PdAMYzRZ+ZvCp17863MVS0qzgPyVDlWocXRka4bpgJbMOtLEJy4bWVP/YMP+MRMhs7K8CnTcA0oZyREyll1uXMWk6cT/es60vK6SVlfUlaXkE6Qc5ojoQ1k8+rhx8baiSOVomv/5kr6AuNSbzWENHQLZOymtWEBhAd7lCvhGGoet134/u42nWoI22+nid2Z4dyQIYZIyYv1BliwalAUEN5O80Ur61Cw32cAqLNlYeGjGgEsqlkJSVIkJZisR2nhZALMa+k9ILRzrz/QeO7P3ji13/3m/z6177Jd77/EW8fH6kuLpjNZ84u8mgDfHhsThE+Up/9jBOZhxckEgxJ/Ohp483T9/jG+z/gi996xZtr5e1l47wuvLxf+OI7d7z7zj2aGzE3pAzonbpXpMnB6UvHPtsM7Qnc1LhzrNbcMX9yU2dhJIY+2l/yM0OG82hnU+XPTr+hSHMkjTjvK/r9HANp7b/K0f1f+fVZcfTHeGXJ9GCjne6BhzMbDYc6JSabP4s7n3rBgPNMZG4KYbqq2sMVQsTwGyVKg1BIQW22X/LxfSynxkZTswDp2im9oW1j7Antu78faDEixRRgow+q2AZBFNiVPIQsglYhjszbpytf/8Nv8/r1RxZnMSwaRKJ7oYxB742X9/c2XmyNIMJpXWm18vT4REyBx0dlWRdSLizrPRE7uGsb5By5u793tY59nV6cWZbC9XrlzUdvkSCc787klhnDTBtzztyf7wF4fHpkSZkwDJ3RIEhQcsroihGD+6DV6tfNiNr75YkQI7nloygQ4HK52GhQ7e/EmVk2Ojkn6uhWnLnKxpTlg9YGkoR/9Bu/zeffe49/+X/8L9H6bgaTACFSFlNKSRCiB9S6GNgJP7425BmfyOdRCpZiEW68isPmf/7PoW59XhQdv85/7yO0cSuMDq7ALJj02fdgfg+8+LG/K13nCe+jCDEG+fAUrRwPou3s9npfrCvHOk2rAhraKr1tlPXEdXtgb09Ehdo7MiLrsiLRMv+kDRMrpGjmkrvl6A2aWTI4QjhQQhdiF65NWQeUMViTuY8/+f2fMQYpzc5WDvjEzPnER2ocqr8xf884+G3q6fBT2j2cC4T22yhN1b+gqsX97I4k1b3T2+Qa2f19PiHqzUaCZiYrrnKbBS3sbbDtna0PqgoVqFhRNAsinUTyOdeYozTf12yQOO/3xKXturjzFjEkTuWOJZ9Y84kcz0g8IfGMhjOaVtL9mZEiUiLLnaFHFmWTbg7sR+afqy6P4ggrjmR++TMrrrgKmLJUoxXXzdCVQGY0Q3s0BsKYjYMy1YJgyFEYyqjdkRhDqkIw2bmd4z7eaUpoQlSXlI+BkZQDQqQHM1/tcRiVIWdSDlCEsC70EIhloaR7rlfhO9/pfPU3f5df+51v8gfffp/vvv+aphwNUsp2DKs3MK12v//zvU85vTDFFeAmoAeU82w/caSmDuWbP/iAD7/yy/zuNz7Hf/dLP8yXPv8edf8cSuZ8LpT1JVAZujG6rdmhDVEPnVVB+rCSWnE+oXqjZNdzTMWqzoLI0FzjS94aLXGu3GErqgMOQYN/Tb6fN4CGPEX63n2v/PRenxVHn/BlHKFkEHoIZugY/IBwkqKlwrvPhiQmTiiu8ggpO+fkmVGigMZESIGMEPsgBWU5JbcQHMR1JeXsZn8md4y+4bShRO2kutPrhSZC6pm5OZxiRLIlX+/XK3EopRQ0JtplR54aWSJFMjmvnF5kyrpwOp8RxFynMUfwGKzLUu/QevckdoHRG0vOXK9X66Yj7HWj90FJhVIWggqn8wmJgddvP6K1Rsq2OYSc2EcnL4X1tFrnkvLBN+q1W06aWIbZ6MM6khCOTkWHpWHnnOnBgmiHw7j4+IUQLOC2yoFQIUY+RzBzwGZxIoZ8GCF4zeb8GqMlu23q1vxqzsNPovznP/3zpBj5F/7Cn+Pkqe5breSYiejBGTMVEwcaaByO6J41XgCpqRrtPrsfSHD3j2fcIX/7HJyJWdDM2cizr1vg6bgVRX0cad4fG7PN1zGSsJ8jA+jqaz4cNQUTMUzBDC1dmahjECccPn2JmJtiQ+tGq1fWds++P9L2B0Zf6LpS24Vtz5QceLgoe4eQAn3r5DglwuP43OJKp4mG2Ro1L7CUFQnROU22jiUFj2OY5HEbVc8DR0UNQdLJ8VFT/fjX0AaYcmioIZltGLpgjuA+Rhs22tq7KTD3WqnVydQY2bv3QdurOTr3qSq0w7h1aHvz5qKz1+4TTBMk1AYVsbgghCb4+MzRoqMw8hEtfuhzgIvM4miKSARzGjcRRWZd7ljLSkkrudyTlleUk/GMpJxJd2dkLUgSlhdnYrGxUkgTMUofQ4uef91+vltdSL8Vc8dyVsQPYQmGHqvL+KY1gPUW4Va0zmfCxRFDjERvBG610eoSPATVIzlaI8YFejPE1uNNdLgDdzCumkbjVYYcSGuGHBkpQl6I4cTrH1z55nc+4Fd/59v85tc/4Lf/4Ls8PF0JQShLcZsKDu7OnObO+6PKYdoKOLXBzpPD6ZtxNNhH4eCUjcn7EQk8Xa/81h9+i+99+CH/4p/9s7zz3ud489bsWl69c4dIog4lLI2xGUorbs4Z1J735Idc693uQxto8+ZqkrJxTizeTAuIh6vfDG2cV+Yc3WO81huMScaW43OYCs7QpI+pGj+F12fF0Sd8KTCITFffEIwvErtlaSUE6d45dnvwSjblUJJEyYtJuYWjeDKzw0jItnHEYedKEtucYorkmCAIcV2JJUHykUwyY0kjtDViMiWbKERdgcF1u9J6pfdAioUlC7UHzqcz+1DCEoljhzYIcianO6JGyno2XxU/FMH5URjHw/hDikQjBAYx1dSSA69evrSxY4SUkxkwOl8gLwWJwmW7mEeTmidJyolttz+35MRpPSGISfn7YNsvzCiTp32n1UpZCjkkE2Rhx0gpmeu2UYcVMZIi53y2mIbWDOFNgYgVrlOtgtrfnaaSirLvG9Oxtrmb9pKLW/wbMVUFO+AHjChcUX7q53+BF3dn/vyf+zOM3lkdtZMQrUMM1i3GlC3kNGZizMRoxm69G6Q8EcghchTCkxAzD41bIYRzkriNx+ZsZvIwZmHk40Vt5jJtMTh2nWeukTUC84j0sctEibxgZijZ40yO0XEQYimU82oQ/7AiZoYTT16dHAVS81DaK71trO1Mq3e0/S379Q1xC4TYCbGRkvL2aTBksJQEo1tm4AS6vMBJXrwmsRH13LwnZy3lFYsK8emXzDEauJ/iAd7pJLRjHmfiBF5Ldp8Fn33OVjd6r34wi9tqmGBw4JYZQFcjFktKpCi0OrheNra6m7N1Uwvh7Gr8F2+Ruppj/NBAH8p125GYqV3YVU2RJjAkTItDbpYf/lb/yKHigiAmVhSeF9pifmVLXliWE2s5WWG03FHWl+T1FTG/IJSVdHcm3K2MaIVRWoqhRTnbyGoiRnJDjAzEeo4E+DqVZzfl+BNK0Ewc6nl907dnjpWCO0jfHglxU9CJIqlMEUwkBNvDSWrcOBcxWEKLNwghQEqGEGu10TwDwkByssKoBKQYn05DARbefND4ja99l5/6hd/g97/7AW8ull4wFM7ns60rH08f5onATYXs1z88vzb2+3GgYv7nFU8UCLNvOvxd9fjGtoJjDHz48Mgv/e7XOJ1P/NgXv8D9mvmT+sN87nMvQJONa52XNZutoELoMwNU3cfsRpifhZHPm+3cipHoJqrWkPoeQvDRmQtiRic+t23o5hGn6CGMsFxB9WLJV+sfXcj/lF6fFUef8CUixLwgITO2C22rCJFMJqp13gEoKZJDQLsQSiLFQE5m7tUVUszkXIgxu0cNhGBGhjFGl+kCIdJFnMi4MFIk3a1ORDWeQlwCUUD3K227kggkSWivXLcLXQblnNBW2ffdjNpKJqaF2HbSkkiyoHVQ7l4w8oleLeNJET/LhOCzbQmGBpRcLEZjWUnBokPabt1wSpGcMwQjaMdgaqEczWSvNVN7LctCzpl92yllMbfkYNEYMxhy33c/dAzBiR6fUZZiPkiuDhq9s1criE53Z4bIcdCjJh+vtbLtOylE//vDDxtDGy4XcxM+CIQAcYbXViQETosd+tXdnlWVkDOohYfG84kHHfy9n/4yiPDn/+yfdtM725QHYvlwKdqoz9GWlEz90zqUxUz1rBgKplCZyBFMfra/P7AqD5/fq/8BB969M9Xjvzmy4ofwaMNcrWvzYNhx+CAd63EakTreoEDb6sEV03DrakMurPd3h4eN4ll+OXnRMT1t5hHm9gV9Z4yNXi/UrbBfA3qF/jgIj5WoG6s0CCcu28V8Y/pGdC8voqmxLEMrktJ0w7bPX3dDAVJaGB3zKnMSNC69h+5XLd4gMi/i5jgZNT8yjktpsQijO+9Fwk0NOos28KI8EporJVMghmBk7G23MZzvBeYvZGIPnb5X3ZDb2mZBGNhHoNUOKbPrMMM+Cbb2uYGHvkIOdC1wMEGIatP1pF78qpGvS84sqRjim1dDjPJKzCdiuSMtLwj5jOSVeD6R7k6MIOT7lbQW59pYYSQhHs3BYWAqN4Ua3AQD83kV/wzP0UCR4REi2T7jLkZtEHOaNr85NVWUy8jtU49nQKpTIBJIsqJeRJARSDHYWpRoEnM3bUU9GSHgnWsiLEpcI6RER+gj8fB28Dtff5+f+aXf5je+/j0+fHgylao4gqLiOWh68LusBvQzwEflJqCw999HP0boOvTm4aZGdZgZhbaPWUNzaE+dVjGLpFo7JSdePzzw5V/5Na5/5s/wp370i7x45yV3L8/kWLD5fTX1HY4aDWswZMaOtIruzRSrszhSjuLIDEJdlBLisS9J9JZOByGYqEdmYaom59fefYQdQIcX0l5UyfgjBeM//ddnxdEnfCm2wFSVGDJ7d8WDCmO3BaICe2vEUpCS6M0XAZHWhbKslh/mQnwJmZTM7yPmZFbu2CglRiusJAbi+WQbzVqI60Jzybz2aqTUJSHq2TcBajOvl5JPjHYl54GkTt134royQjDUQiGHzP2rE+urO67Lgj50VDyaQ/yAmTB7CKScyUtiWRfW08qpFCQGPvj+B+i+IUFYp5HcUEQiSymA8SfMPdqM+E4nQ4gYasWTNARhazv7thNjOLrYnBIp5UNW+nSxIMNSsik7oh6QdwziRmnWWQWFpSxMh+59M1+kXBZiVBu/PTOIC2KFXfCCcIhSa2MAa8nQIYUAJdFaozYr3ratUpbEH37wIT/95a/wuffe409+6QtHBy24ssaNQEOIpJxJuTA0UHKmlAVVCDHRh5JyJJbse70c12NyjgDrdIcePADpA3VHPFO86cFnmCfngRZgniRj3DpasHGUBjvwj3BRb8V7Gw7vO0cAEwikYp+TaChSKoU+uiFfKVrO2xxvCsix+1ZG3+h7IW2R9CTEPJDQUKkoO+yNU+wMrcQAjM6+d1MnJhsL7K0b8XvYIVLbjFZNLKeVkIofTWYIOjr0qNC75QuKAn22zEzUSG0uY+ujNR+rDUePhm3oAy+41bg+c4zp6GuQ4BYXmdY2e6omOiI3hERVD6K1IO65M8yOo6qbNwq7u1xHohGY4RmKdsP8tDtiIgGzKX0WkKIYh4xbUVRScQuSzJIWlnJiWc7kciaVM7HcEcodYTnfCqMoxDWRl4WQM7F4cTSDYg9nd5Pnim0p/mb12a8KTngOatdQNGJS/md5dxLcI8nGNq2ZO71VMDqvpFmmeJ00GKYowwwRrdQ3QQgJN4kFaiXmxMCQxjZMnYwkQo7ERZEiEDN1RH7w+sJvf/07fPW3v8Wv//63+cHbNyzrmbycaN3CycWhzUPtJc7jPO77s+LIx/WtNTeixItF27tiSjejzzmWH8MVuXogSjy7vNbrmdN8SZHXlwu/9vWvs6wL73z+XV48Xnjv5YmUF3RY1qGN2cX2g9FpWgl0y1P0iKBe+1EciXMhNaTD3dxyNFcTk+jNdyoFYfIOY7QIJ0PgxTIfvcTT6TgubkU6u41PBzj6rDj6xC9/dtveTLkzoLp/z3D+xxBzW65tkFOgDWHfB5nIuhbbMLuarFsNxjUDxRMzKDWEbAS/ko2PExPptBqUe1qRpZA0kNeFul0I0YI9oySkC9rEZuZ09u3B3nSvpFKQsNpIcM2M3kgSWOLKutwxEsjpBZcPX/PRm7ds+26EZ8Hn/0rrneSBghe5mu/OGJSl8PkvfI7Ht2+fEUk7T08XQoyc15OjIxbSGP33tZoD9l6rk6HNSDPn7EWobdh134+NddsvB3enlEJZFtJygqdH2r5ZEdCUzYur0Qc6IKfE3fkOBjw9PdkD2Ro61WNB3G3YDsFaK6F3ylLc0ds6wNZMQpxzou+e2aZTft14fOqUlPnGDz7gJ778Ff71v/5X+ZEv3tno1JGxmIsVZmkhpmKF6jB5+eQ1DIyon90jSZ+PIp6hW7dRmhUzhOEohKs+DkM233Ic0tBjfGJk8BiGq1+mb5dvuGK8mOCoRMQ2TA3BiikBdQXmdPI2RZJ5OTERspI95DUc/C/7CIMxPOPJLTIClaAb0q5IuxL7xhaqF7AL226+R9t1c4NDtTiCiQQw/GCMpJTIxa5xzIWYyqwjaR8jmncv/uTZHNG+VKaCZvh/npTSYIjFwEdoQhfLCzu8dQ5Rjn3vnDItWiEdxaNvCJi2zEu3kCx3q2PKRAwtGmJbz9YGFUFjZGeiTWrX92OoTPACw4r5IEdqnHM9LDC0pMJSiuWjBTNzXfJCzgs5rYS4ImFB4omQzoR8QsqCpmhRLTHY/pKMV2nFcD54dEcg8qFOezZCYgKJk+8mhm6KccRkmGoQuX1NsYtRFGykY0HdzU0fDWU51E9ihdFwX7AoFmIb3bXXfI/miM2+jwybtWo309vhiN+IiV6V779/4Te+9j2++lvf4GvfeZ+3150hSikrMS08XR48r9KqQFOU2v4nqjdj4DkoEFfYYbye6KgVk5clQkrJEGuvsCYvaeY12mV8Vmw+O7tEDIVrfVBy4sPHR7727W/z6r17Xr33gnfee0XQSuiJtkEbDRmD2HGu107o0/y1MnYvjtrcU2yP0GhNd1IlpUiv7UDJxfmMAXXTVCvyYlp9HDqVkc4FVQvn1aEeYvqZlP+/va+u0DrdAzeHj4iM14ArnOyhGgOCGJmyBEMGtJvqSsTGKBKSeauE5L4WIKkQlkIo1oWl1QqiuBRkWQhLsXltCOTTHVwv6L4RU2YJmR4LtN0KIlU0ZuJoxv8oid46uQRqr5SUbc2dT8iSqFL41ne+z9PlYvwYh6aPfUzVRjBilgCbBMbeeOfdV7x6911EodXGGINWG90VB5fLxlLMcDKkQxtzJEhLsGDNcBRhzQspe6rLevLvc6GPznK6I5eF0TsxxYPQN2FbgJTisdnUttNa9TFgYllXRGCvJitvntOmt4/ph9pgXK6ob0yp2DWxBHKhhmbFi0wlhW0UtSsaA7/2+1/nnV/4Kv+zf+Uv87n33iHOAyMVI7iIkbElJbIk6+snL8Mz48yD5xl5dfKO5PZedVakMjB/pHmFJwnDEaP5mq273OJfhCnDnZ8DGJYrJQjNIwmCTKNRIxET3FHX7SgUjGcyxQPaTcadzEvmCNWNUzHUDfTLEW2RJgMdV1JbKXVF90IohTgyNRR6tuBQJRNTYNt3Qh/ElD1J3bhHy2K+XjE4GtHNUmFZ7+wAdNRIxiCM7lFAdpFkFkc3Qo7xj+Y1D/Pa2VjA8CnjFbVhnMPD/aAbf+hQLw9zr9dRaToIktyVWp0cbohUm4TtjqnahhHS96Z0ggWY+s/talhWdBRvKn2MM2gRLoYUCSlMXyMjuMYQKSmTQyaL2YakmBBJPmZJIJkQF4ujiAuSshdCdk9jvsnzZ0FkYoPbKG2OsAw5muvYAaRJDpoWBvM0n6iaPC+Obs8AGhjNfLW673FHjl0wtEi1+1hUke5YqSOvJuiYWXLqQpPGcEQwp4hKsX0PeKid97//yO9987v86m99g699+30utboqOZr8XwW6BYXTB3MSlFMhpUSrO4JboDgybSiwF9DgEwl7XzOQV7JxD/e6s/leNTMkrS6+iTW6+409D3eaSLEoLmYJfPf1a97/8A1fetp5vDRWV9O20Ki6WwZdd5Vfq0ivaKs3J/x2Q6tnHqUkvSULDPv8ozfowRzS8dy8Xg1QwFS4khe7byiB7IXRsGdNQUdHxsyG+3RenxVHn/ilNmttzWDGuh+yxt7a4aEhY8LoUyHiLE+dnX44vkSsUGpdyTGY90rMSCpILsTTiXA6mRR/LZAzLCuhZBTz2pGU0esTEkwBVyQwrhekV0YQZL/S+k7CHrZRPGLEuUOtdi46ePfVu2ybbcRg46PhxEeRxFKKoVse3RHEvSdC5Hq5MnykoWqFkQST99tDHGhtZ4xACashB0OdB2U+SbVaYGyIFg6LmtR138znaJpg5pwtmiQm6rY7qgTLUijZiOL7Xn3c5TEeuRxmkvswuDwkH2R4O22dpCexDyUmU+O13qwARonZeDiiyt5ugafipOnqeW+9GwgeWuUrv/KrfOHVK/7q//SvsK7FxnUx2drwQmFyMoJELGD29mtw1+bZdf9RBY/CTZ7vDlzzv0+zNmK4jdXUOzGZ47ngiFNwdGwqSyb/wYnrXoDJwNAj9wmSEBjRN0fxgnQYlj/GsKLIlXYSk4/WgvOwDNUSAjIave+OPBRG9DFqzowY0ZgYPs7Mp5U2OqoNCYVFOMjZ9owNs36IhpDkmMkpE9Qd3tfk5Ghbh2EYv0ieF5D4geJEcyuK/Z4dNtbDxnM2eTi8imwc4byuZ//++HNqYby9DkRtyKWj01zF1pvx2UYfbNVdtbvQ1FRSSrA+ba4DB7tab7doCabWzYtZVTP5I5BjtHHtIdOPJEmGZJGIUkhhoaSVUnykls/EfCIU24esALbCfipG9ahpvHjxhahzyDcBI/9PMmdeR/v1X8QpmSjdM8ROBUa4CQzwuBzs3hzeYT5qmoXXgbo6ufgIgfamxkY7avYi2wbLQjidaC3w3Q+f+MpvfoNf/e2v863vvc/bywXFeZUyTTVM6UocrNn8kkQgirCuCylFNjGj1xhN/RhcsCBACLaXtBjRMUztqeOIXBo6KMk8u/bdDHQNKX0uTHimiOVm2SC+H4jMIky5XDe+/f0f8KPffZ+7FPnRH3qHnI1ScXiJj2ZKv268RNyvbAo+nhvKWhNVPRcysG8XJMCaTobiNS8GVQ8C9m19GCLIMOQ+JEOaD46lF1+TR/dpvD4rjj7pS/EcGKVtO23bLHNMxOFCg3cZLm9GPDIj0mon59Xn34Ko5T6JWAdLEoYGUsoQE8REKCvxdA9LIZ5WZMnIYl20JDOFZHTqviHY96Z3Qh8kBWl2EGkQpFpn13vDfH6VHI3oVpYzj9vG0z5Ip3tCjEcHdhh6YR1JwE0uUyKFQAqR3hvb1efLjp7M8MWj6x62YdloL1j8hyNIQ4cfIoa+zE5TsREl2CgrpWSdV6uGSlU7GmKKLIuZ+l2eLkZSVXEy6UJtlX2v7rfT6WNGbvjoR50Hk2yMd902Wm82/oq2IfXWaM4piln995sxT9TIywO/XuplxejUHnn9dOFnf+Ef8cNf/CH+xb/4z5vCMWcI5rWTshG2Z7EymZohzs77pvSZ98HR6BuMzjMfG7zACWpOzvocCTE/HUNsZjNuypDgo+G5+RjzyMYcNs4x2EPGDEm1jTkky06LqhYxEUy6O3TY903RDqTkneOE2MN8ToIRMt3g0vhW2VEZ8bGfr4kxKDkbZ02FoZmM+SIZL0UOs1LElGui4RgXGSLipV+I5kSsTnIVwXOej4PUUAv8v1tRGI/rPjlGw6X3jvqPgDz7CtMiwYmt6oTw3izDS1tnv1YuF1Orga/HYdd9iBuOitAkUNXHdtyI13M8yvH7ySsSz7ITskRysK8kiRLtKwVTSiZfj8Z1zJYSnwoxrUgoELJxm+bh63VNmP/svJfQOhIHEgwDuLF67QDEfeEOaowX+Acvzq/tdAw/vLeeF04+xvZqwBBM9wK6PYfj+EYyv8fxcz1jcMJ5WDSPDqtguw62oQwi29Pgt7/xPl/+td/lq//493m6XrCyw1WEeyeWfPi8qQzzXnPEBzVVZ3GFMaOAGnI0keDqnl2zQTstixe5hkBq717QeGRIMoPE6vtSH/Y5/CMexdHHjq+5ULp6Uwa1N37wwUc8vLnw9M4Vpt3nsBHc0G5EbM+4U7en0OErrw8r5F15FxDGaDRHsnqAHiOaLaJndEOJtTU7O0YHrd6weQEcE1IbmjpSkvvr2XN4/NxPqUD6rDj6Y7x0DOp1o9Xdt243Y5M5hjDlQ1DbCEN0P45hJNa0LI4OJHQIbe+UxdABprw/L4S8ENczlEI4nQjn1Sz4l2Jkx2Sybxnd4g0AGd2QpeiGg9GUcwSh5YoyaG237mY0Yo7m55MjoSXePl14cf8u0ZVcFn3hyIJanlQUrLMPgRQjOSVzqHUppo1PEoi5SffRDn5MjHZodzW+TkyGGKEYibjY5l7yQgrJ/YXS0fmM3qj7duSJxTiDWyuX7oWPy0qNB6aknLluV/teJVlMSbB+OeVIbSa9DjHQ6g5OqjWPHJ9vO9IyGLR+JTQjRNbeyItB5602UyNJcKWHdaKtdjQF/vAHP+Dv/fTP8e677/DP/vk/Rwjd3n9ySD1wkFZDiCb3D88UPtM00ouXEOZ4Aic+qvuJ+IjCD87u/fYEoidviclZCHZ/Q7SCK6gV789a+9uGe2y2Vvj10Z2DNoiTq+VfBoZ4QRQFcoASPU/rmQng/L4K8MwgdSJSzwqxVquto5AY/UoQoUSLNiDgfCkoIuZ+PPRAG1O0Qjd6lMnMpRpqWjQGaLBf5wFq4bv2dVwHvRGmVW+hpeOQ3jtqpAE0HXw9UUeUWqA3Zb+an5F2qNfKft2d1y3U0am1s9fBtQ62BrsKVYJ7GNl7mUjBJPveIJnb/Zu8miyJJURymAVRInuxmLwYij4Oi2ESqTMSiqHb4dnof8qpvTgxoZ8Rq8yM1EjrIJDEx0OeEKB6jLGeWwyAF0HPzAAP93bnd846Rg90To+Cwe6JEa17b17QVnpvjvjZe52ZlsMjlg5nczFUUIeNjXtYeP/hkQ+//W1+42tf59d/7w/41g9es7dxNEDgSzumYw9I/vvknlj2jPq4c1g2W8yL8Y9ipNXKTB9gFj9ixO0lZ7MyMWY6KmYZY02r7RdrKVz3ndaMUhC88A/P4bm5RtSK0uAQkngzdtk2+phKzsGQas93bTCaUTN6c/hTjzEe7gc3nhVH1jhY1ZxSpDeBURitElgRtaJ97DvB154R9jrDRQoaTTFIbEhLls8XLai8937rBj6F12fF0Sd9qbI/PTGaFUYd20S7w7IWiApgTMqgc7OYh28jSiLnSNNOD0rJlgQ+ui3sMUzWn8oKKZs55LIgSyasC3FxJYh74og7Aktvhg65q/NUdShCLidCTOz7xcYUvR0GhE2s64g501NCo5Fu9z8SxPic6zKhTXEV07ouXC9Xe0ADpJgoMTN0sPmYKTlSYHlERjjsB1wcOEJR4djQRmtUP4hGb+yb/Yy5iaaUWM/37Pscuxkc0jw3qY1BSIFUElrNkymKyc9nvEOIxgNrdTe0SLuRs320JhJQ7aQYTbKrluQtIn6/nKEzBjqCk0Bt5Gjo26A12CL81te/wU/87D/gc5//HD/6w1/A7K+te7XNTm7ERZkKHzmuv0jw9+SHvvt/dHHUxVEjMKNDUaM1jdGMkDqh7DG9sYbxBeZhNAM7gxOp7W6YYsQPMhXjNanauGqG8areDqv5axCMqJ0CoSSkJCiW/A3PSMNDjByshlxoTOaKPMeHwzbh3pXk67j3SohCDBwoEclI9VmE7IY3NvZY3InYfMMM9TzwH193ekMi/MCX4OHOwqEiqr27isqM7MYMSZ0ddbfPozr1/tE5MMIYFvmxbZV9H4wu1K2zXXd6tyert06rnb0rW1P2plQNVAlUxJRq8GzU4L/+kcJICAdatITEEjJLyiwxU2I2O5FoobGzKArBbRuCG5LG7F/GcbS4Ii8WVZ1r0hnV1l3J2YsiLzCciR5SunGNhnBTrT0rwud9cCGAIWxupNmeXd9matLRhnt0NSuKhkfTqBVmEqH3Su/VnrFgiPYYg5jEi3jfWzx6JsRESIU6Ar/1jT/g537hl/n9b3+X77994No6PgHy59tGZTkGckzHew4hUdKCYv9cUvYC1dVaauP3UhbQQd+NdxNmRQ4HLSGlRO1mvBvd42w+Z92f4elCH2fxMG6X9fkISpnFEDdUX81W4nK98MHrj9iuO5enC1KeqJcnettJAVNn1mbCgG4o0nDe7WjjKI7CRFrDbGZvztkmC+3uQ2ZF8th2CN3Urd0L3RChR3dFb2hLFuEyP//xgH7yY/u/zuuz4ugTvowDYLPW3ptJPN0PQn0MIoi5f3onpb2b10M0f5RaK6qQUqYUS7wfYxC6db+jD/MK6gPpdihLjLY55Xib8Ue7bSEIYQxC3A+JOM5XUWzzCPF2wAQx74xwIAYGky/nE3E5M1D2unME/B2cAI7DCpQYTD4b3KtoIitDB3vbKaUYRD+GoTPBkQu/jn10AoGtNXtYMFhefCzHHPm4H44FQtrIQYcZF8aYuTxd7HrG6MiRdTchRl69uKeshb3uzImDYO+7bjt99AOCN5+bcNzrmRFnXA4vpEQIakjVzDMbzs9KMdnGhXWgvduIzgouy9d6rJWv/Ppv8KM/+qP89X/1f8KLeEJC8wN0HHzTeW8kzgLh5igcokVXgBfTwrPrOs/2mxuyhEhIs6S17n24oFul+1jBu/YgzofxFl1w9ZOY1B1HnoIjBz46kPnPZsfsy2W+32BoYk6QbQ0fmYDzNRS6HAWJeNdtKFE8uuHJTxm9O+WnO/KolKmWC0Y4ThIc4rfrlHMhJScbB/OuoneP9RnHtZt7r2P4DvuLF4yJPjq1DUzR56GZfnhPH6mJHo0h9AmEdKitc73u7FtjDGhtsG07+27PwujGLdqH2K8dqgaaxzj41NPXMUfzMpEjF4mbASZCkcgSMmtaOOWVxf2KzHPNSOBhonQSnRT8TBAwHdslGJG8D0MvdLcA4hyRHqF1Qok2PhmKZkMRVAKarfGaCOgkZc81I17UTaRVfc9Eoe27FTx9GAHYHavtYK7U3Yqf0aoh1L0bKt4r0ochVHM+N7DnfXRTAEYr1o7nRiJDCq8/uvCrv/Hb/Pwv/Qq//+3vcG3mxj33rYDx5GIIRiuIZnUSU3GSsaFAfagVn46OZjc8NOpAMMXzMF+x3mZmo605D7hzPo4SxbI6jzPIkUiLkbFmMYbJxbqJSiZZG72hRBwcK3/m3U/uw9cf8fqjj/jC51ZO0Yqgvm9Gsu/j4Byh6vusjZNngC/DvOREoosCrHlATShjwdXdBQC3xme06p/f10ayYHcbzUcf40dIrlrzz/NpvT4rjv44r9Fpo9G1070YUDcfG364JvWxQzPF1QgGPcZkEtLoUSLTFGxEh+TdJKu3bh4/57ONtAwv9TlxPA5KwBQSU81gtfux4c3N81a9z1GRHn8u+Pih9WGFRjfUIJeM7qZOkmgEQHXPEPu5RozuOsjA/f0dbXTaqNRqhpMlF5ay+PtLHzt4QggmhfcRWUqJ0TqlFGK6FUu1NpPYzwRulx+fT3cQ0kG83bfN4WST3OaUWZeVx4cH3j4+sJ5O5OScpNbIJRMU9svVQ4KNMGwOrpVpDDiVLYAdhGNuNgZ9T86ZcZP0Nl0NeqBrYOhMC4EPn574iZ//B/zwD32Rv/QX/4IdNBKITrycLdHczOaB9zxq4eBjqBUTUZNtQoorrsQrS4PALVfLx1kJYNoCBN+IIvSBJkVjM37VbrwudR6ZpIiZQxs6132NyzSKjM8OVQkEMXK5IRA+jgl+CM8DUuxYNHm8FVfafTT4jKQ+FTsAU6YsqCth3CxOA8nBiODE8qCCRvH7MhxHVY9CcWRL/JCAo0j0KtDWphds2m1sbcIC468FuKFwc841Rz/Pi6JqXLVtq7SuqET6UFpTtq1S907APJm2rbM1pWswxAg1xAg5yOb/RGGkcvz7oJAlsMTEmlfO5cR5OXMqZ5bigbvBcxqfS/H8wJ1NuSrQpwmhLZG5w7j9k72PoYbstEjtEJZGyImWdkKOsHZGbremTqak33/mRAf1VhyJj6PbXkmuhKQpbas+buvUWk3g0auNdrpl2YmLCXpv0DpDDalWTB0lKERXEudw7IGP++B3vvYNfu4rX+Uff+0PePO00XUe0PaBrRiygicGI7VbQ2fuGRYzYhcvxUyUcIzNku/3vVpBtPULUcQ5kB5JlAJj+DVRG++XVFwg4S8RooBoQKMXCmrnz3TQn+a0IsaKGhMVxTFFI1fZfiNmTru3xrbdBEam7qxmsWGhdrbWPapHZ2HUp1DDfkDQbhykYHuaqDLajoyFse/GqQ0utpn77bz/wGgdZnEU5ng1Gvl+Rod8iq/PiqNP/DIi7tBBl8HwAkmZM3VHR3S4gZclxA/vWOgQohUlDBgzYKAFJAx66KSkpiCR22jn2LyPd8HsM+ygDtZhf6zwkhuBre4XxnBlVR/EFNzky+DQvVbq3thiYVnuyLlwPt8Bj3TPVUspIeqQtnhRqEqtlRQDp3UlEhFPCm/NVF5J4O58RwiBy+XqBYwVkX0SesXcrFMx+L1VQwTqXk01FhMpFij22cqygAitd+7uzlwuT/TROZ0tj828p5RtuxJi4HRaWU4250fs/eWl2OE30YhhMSaGDN5gWz38cmycEMTGRD6TI4gRItWJ3iln2hi+6Rtna/hhPvqgifDN736Xv//TP8uf+pNf4sf+xA8x4QWdSIQ0iNELB1fSHCehFWLqyIVrkc1nRiIjWO7RCIMRIiLdxw3t8NiakpVJLZqeKRJAZnJ6ysRqCFur9UDjLHZhoA3r5rxwsvysG9ogYaJXN9O+j395DYcYSRwxFVsKB2Fbg22IUyaNI1vi40zm+le1CBqxEW10CM46bGso0uz0haNIAs9km8Wv/78q7m1jm7TMke+AmDLg/CedyMSsiGdxpIdtwLZt7NtuXf5Qk+RvO21vTsgW9troXalN2RumTBsDlUTFFGn9eH8cP28WzmCHZUTIIbKmhXNZWT0gdiknG62nBWJmPLs+qNwUjUdV9PHifKqhDvRQlfDsUNYQSetinMeqaOp273KA6yAunrFWMpJnPuD83j7+nD972B6zb5uN7RxF7LXR3eV8jEpv1dWx04hz7r02dp5KYe2u3lTfg4M9wxILIRY0FT5488CXv/Ir/MxXvsp3Pvjwlqk85lq5FZ7TkWpaWYSYDoRnxskc5IPIrdhw6X3vnSD254f/M74HzvGm6iDPqCB1wUptdo0cIT1M5l0hlnwCECIkjXbmHMtFfU+y7xVDdKGZ3c+97TxtZt1ykPoxekFUQdUagUl10DYMsXOUyhqL2TVPwFmIEkhi410Zg7HvRgXYmwX9Dvc0m+txGD1AQ7AnU8dB5leVW3H0GXL0376XAp1BF+tIBv1AjfCHZmgwCWTvzpMYxAAaxhHN0KVzSF4ARBghoJIYsaHFPC7wmS1eIB1/Xj/+ng733RhJMTOCIT22qVS0Dy+GnJwYrRO4Xq5GRlXz8KGsltm076QUzUCx+gOOGTNOmWWtlewjvForT5cLy1LIPmPfQ3WnYidqe4acBcByFCmqZoZmxZfYoROE1ucYUNwWIFKW7FYHVhitdydTldT9GBESIfRBWaNBuShlvRHMYwyEKNR9O0iM81lre2X0YSRBR7hijKbKclK59GFFVjDnYgFKzrTRzWtmzDFb9A4OhJvnTOum4PqV3/pt/u7f+0n+zX/jX+O9d+6JtRKieaBo6+QBZXXDxCNqQ+Zy8RGqe+gM99pSxwSfjS7MrsALFRVG8gPRR2xMp2dxqMNNIOMkgYsVKnXf6T5KVFVC8REVAWI8iPizqBlYVl1yyfcxTvnY17z4AXGPH5m2BR4kquFm+CchmudKTIw2V3/wA0JJRPPzcbRpqKGIwXltkwNoV6P7NVBuVeKzQseRMfyQBPv5vVULP677DS3SZ0WRc3F669StGgLSh3nTXDb2rdKulbp5Hp8KxGzZfzrovhe00WmqDIk3t21/I4I1ExIMoVM1wm8JkXNeKWkhx4UUV0q543R6QVlOHn3k/B9HJwy4M2TNUFFXPQ37/IrtIZ05ak5EL7AGEEIml8V4VnFAshEIMRh/8dLRtSBLQkpDygyfjT7Ovj2AqlMM0d0XatCHo7jdGgfweBsnTpOimz5yIH/GeevuM2p3eRon2jOxoLFAWvn2+x/w//6Jn+Erv/GbPGw7XQPNC8Xo46gYo3NqrPCWYaTyKIak9YmaiEUDTeFEDpHh3nXHc5OS+QypIS4xJTd7NCQmlYKqkLMYd7IbsT1KRIONBruPg2XMfV8gymE8GkMghnzssYggrYFAbeqjYuVWoNojkHIiJzuYYgpI9YGnTjsEM6bUAM0RpDlJgAODdLUo5gOIQIy0bSMvYmG+zIZJj0bJ2qMp0DCrAw0uqVW3wdFn3m7/5cf1fyOvz4qjP8ar0/CBmnlkzIMPt3ynuwGW0oYpeTS61HfMTWdwZDBbbDGhDRu/OeGNfvuzcyQ24XT+C361EY5Dpt6JTLhffRMczfKJ+makxI5yXs+kdeGpDnqI9D54enzi8fHRHKJFGDI3m2zBt86p2vbNjM78gUwpsqTCcndH2nd7sH2Edsj8A15MYoWU4MTQQN3MHK276qO4N5HJ+DOn04rEyHXfGK3SanXejx4bfm+NdbWYkMtmxo+KE5hV2P1QE48lsWIOci7UUrlerqSYvAA0z5NSihW13jmjSpDIwNVKfRzcH+MC1ENdARyHsM34OxXhSRp/9yd/hndevuKv/7V/mXPvnCVAyki0DWm/Xikr1vEfPZp7l3hhEOMcjVoWV3M+wPznI+7CvUluadg2wrOiL7rsfB709l6DWGcYgxUZve5e5GCj11TMdTmawWNwI8CBethosrDO0c29fWIdsziaBZ96gaORgXFcnudwMTlHPmIOKRJ6ZurYR9cjOVzirbm0qcGMzZiy9ulpg/2B4SOeeXmdECy4l+vkcIgwWqW2ZuGy0+OlT1WVj8b7VNY1L1wHl+uV7bLRdjN23D2DULvF6ex743Ld2epAQ0ZDoIG5fgc9xhZTaTmc/JokWmODsMbMKS9EyWQpnJd7Xty/w93dK0o5E7OTqp8XRsOLuzFsfWg7xA/D0dAphxeBjmA1qV3TnBckm0BBgwUoi68F4o0n0rdqYpJ1EMpgZLu3rbmc3utTO9R9NnrMJe2zT5ejNvk5wcbLxv3JUyxnnJweoHIc3oqFIQcglhNhOfPmaeNXfuVX+Mkv/yJf+9Yfsqtl9I0xyRE+lnJUPsVMCs79mcostSK1twYSKMuJ4oVUdy7Q6WRothUg4hxQs1KY6yr4z+le0PWhR9j0LDZas7OhZAvHHpgaLGLPRPUx77T/6H0cdinVDW7nXmSFtr0nvNHaW+XN41uGfh4Y1P1qY7Xuhc5ohsiqBSfnmNHd9muZHmBqJPUoQhhKTPb7XitZHIGtO5D9+iohzD0y+Fkq9u8RswVx5Hl+TT+vTws9+qw4+mO8OhancINxcem0Q7o66KpEH6P0bl2QJPvvfXRE4zG31WBBgbYwbEG33tj3jVh3yhyreZEzIdu5v8/S3dendZSYwsBgytkN28MwWiPlhA5YfdQ0+uB8OnPdTSnz8PDAvm1ODBbfkG1slFMi5gDJzS7FVWL4vLjYgXQ6neyzD+PCDDd1HP4hUkoOhNgGY2MK/CAT745xyNg29doNUYvBwnl77aQSWUth23fuTmfKuqA6ePvRW+zyWAFxPp9AIVwD18uFbdu8gOic1zNrWUghsi4rIQSLF8Fg7+Zma/b9nEyqVlikFM1DaSI4PgLTMdznxAnOQ45DeagRtF/XC3/7x3+CP/PP/Gn+wj/353h6eKCcTsSyoKkQUqJuG5lgjtqqVn0dY9apUJOD9zSLgd4HIfj6czRCJDCodh52I9DrsEJcbt/p4FhNp3chEjUbOVPk6ORDMgm4iJh/UTLvJquevMsbViDQmqkGneJkLzk2aJwkHiSCJLrYACNM3xUv/o3TNSyLriq9Xpn5bto7WgN9uCotRLrOosiz4eaPc5IuYv4qx3PiMH7vA4mCBpfuq3nfzENbHckwRdX0MboVRvvWUBXjEV0v1GqFkZGI+7Ff1Nq47ruZlUoyJLYPE1PGcBwE3leg3Q7BKMEPaFhi5K5YYZRInJcTL84vOC935JARJ1RPddJRGHlmls6i2RVfRoJuHtXSb8WSWlkeYyLnxdCY1oixEGKD0F3Vlnw9eLRIyYRmzUZcM2kpDDVkJMRkfE0dSMng+9Fwpactk+n87QVijogovQdar0iEEAYzHV5c9ckw1/SmnSGWy6ah8PbNhZ/9B1/hx3/uy7z/9iM0RuOLjgPUZgbOxmABxvarkY0l2og9p4yq+W7FslJKIQdlu1x8bZjVhRUyJgIIwSgNEqwxmwrS1rsFNev0e5vNrnnfpWkwK1Mhq27nAiNAIJrXFziSbKh5HabKEziQbWt8bO1PP6Ta+nE/iY0yFYVYA5Ak2/po5iQfVFhSZh/VvpcLg1K4PbNGpu6kWIww3qutPyfDEwKMeOg7bgafOPdqnq16/O+zsdp/q1+z67R/mputl0fHRjowdn9vFS0eQFgrKuZsm9OwgFHmvNo6xNYq1EDShVqtSCrj7vCpEOaM3o0HJyluWNJxipHdodc5JTjgU+zvtdZIS+bp8RHxVOmXnzvxzotXvP7eB9Rt4xla6jlmptJqIZiVgEu0k49LWq0sOZuF/9W4N4h1KWNKcocpslK2A/VQbqg5WqcQCLkQUj7Wv2WnZVprXK4bKSVisKy2XAq9D9Z15Xw+oSiPT4+HN857776HBDidV/a98tHrjwgIp9OZ+vDGfW8MdXl8emK/bvaQp2Jd390JVHl8fKJft6PLldlJz40MqweiyQIhGLJCsMPxZmDmj/gwDsCyLHz3zRv+xt/6O/zJP/En+PznXtKuVy96AwWIaaHuO0uIh0szMv2Gj7rXZcl+SB97h43YjGrl7tcxGSekdLR2Ru0ul3ZVkN66dT8l7EAq+VhDDBu1MNQKIsVGam4jITF6MOY0CvT1XZs5X49hVhRzo3NmdMSd40MkuHdzcLB9fk2iPqirjxx5FGAIoytLStbZSjQn71l0D5ehHxfOitbbo+22BmLO28MVpJPYbnyXdhQLw2XlJqu26z66+ZnVutPaQDXQR6PVnd77gZyN2ozw7mGdIWZ0ksDVkQS8ZJRb43W7JhBRigjnmDmnwpJWUiis5cwpFpL/6TTHQZNPYqePOx6b4kvbTm+7c3kMHZuFkh1bfg1jtCiJXVGphJAZsRLSQggdgnkihZToAMlUcYSBSGfv1oAZF3PQtnqMlwZCU7ueyEQ1nROVObhmKmoFSkiEMIjRSOIh+PXvAUY4kIcUEiqRqoHf/r1v8lM//wv8+u/9PrvAev+S63WzmI+533mjERBKyiY88Adt9ObSfVsPJWdevnxJzJlt2xAdxBjo7m13WJT4V0yR7NzK3sxOQ+SGrJtppKEx2gd739FgYd8hBDtHHDmq1RTKdk0MtWnexE1pv3l4DSs6OsYzQ5lk+MkrOxS5Aep+Yd8utG0nDjkaURkQ3KZCMHRriZk2nJPovFdDp0wINETQ2E1oEQRGc7TWHZGEg3s4vAmKYv5mARjTewonlj+f430Kr8+Ko0/4sorbYxjg5gj6jKswu9Khwzr2PmHXyLr4QZOiS+Yry7LYQ4wTbEdgzZlcCsu6IMH4HlnPtwNxGKSqzv+5eYYA3IjDzrrj6Ipx/5G2QwqsZXVVQOTp8cK773yBH/7iD3NaTzeFhfgcOVkApI3a7DDM2TxSuhc2vXcu16v9hev12fhE/NrIM+m3WrevdlAuJ0OAAmKGeF05LSfSYuG7MZrtQXcO1vl8JkRYloX1dOZ6vRKDsDmX6N133uHli5fcvzjz+qPXfP/73+fh7VtCMH7TuqzufRN5eHjger0Y+TtMWb1wvV6Na9PHx9bA8MJzGjlwREW7660nz9fWya4kbK7qqK0RgjrxEtKy8Gtf+xr/8d/4W/zv/rf/K+MqXTdiTFRs/YRYqDGQs0zakRfjN+uB4/1xK5gm/+JAHn19WKvmqFoyuwVDE8YxVuOfWNMgc9TbBzoW+t58Uw8u1Y9olKMo3mtjKYbkmU9NIDqRWqOaWso3a4m2Fro/O0QrAaLa5uzm3gR1p25HZoP7FU2jQc+JNQKvduPZiHlPiYB0RdtA0+QvDB95zi51MDC3bSeH2PiU7nyP5l9uOtrm+HJK+LkhSHu1g0TdYFACe9upl0rbO3VvXOugu+xf9ei5zW+L2/0+yNFAUCVhXk6nkFhi4hQz57JyWu44rS8p5UzKqxct5sRv99GOTLC6cMyCQpQu9u960FtwLuIWGr4IenfLhbn85kE4EGkQCiGYNLurUE4ntlbREsl3ZyjJlGKLj/6HPz59UMduOX5hSv0xVChFL4aEMKI9dYrtHcmQB9XoRGwlRqGioAmSIUbXBr/ya7/D3/q7P87vfutbLPdn9r0ZJ1SMEtD7uBVGEijJRnF7NaRHtVHyQsnFChnf30a3MfX18eF4MmOyoqU3w0Omw/vedlMPriv7tlG3akhQgLrv1rDlmy/UGOYFh6rz/gapZPsptdJ6M8QoTEd992uKxglr094EYYzJs7udFeprbChslwv1+kgOG9qqcfSamcsGDX6WdaTDETIrylIW840bivSbTQCzkZnTkinf7AaDynGOCtBtdKhAtELQIhFl8tL9GXgORvzTf31WHP0xXr1bwrA1N8MNIGHesqEdm5/axtJrY4+VU1nZtgtdO8uyUtaT+5o0lmwRFXuvrMWg2n2/EutKCfeu/qqsXo3PI3GiFvbT7V3s+24QbbSCYoYcShBMJDEs8dvHENt1N25AFj768A2y3nE+rceChHnIDidDQ2uVFKPJWkMknxLaG7U3dxPmKEKmMdjc5Wee0NBxmBjGFF32CTKE03Kyrm0xBMmcxiOlFOq+8+LFC0IQ9rqxbRdiCpRlQdRQJBBz7m6Vj96+5YMPX3O9bizraqPNPrjuG32YS/W2bzCUFBLbtqFsB39h8m8UzDbBCfhm1//xx3TyJazOsGI3pUx3flTMmWVZHOmzdbPVyrpkfvznv8wPf/GL/C/+jb/Ovj+Q6k4uBbdVttFHbAdUeWugbpYNx0n6bOQ7f52FkdlCTC6Pq0GGF6t2HD8bPXEgRcavscJQfCOMi9J2V22VDNmIuMNHsb03ao2UtTALdPNVESRaAXRbwOKdYTCLBjEzQiGQNbCrmEKqDzchHFN096yesw+qzU3/VOhUUlnpdVgALUbGNpQooBEbnYl5+Aym2MI5hTJdv92+o9uB1LspMnsf9DlW0+fFkSl7WlNQYeyNeqlQLcpD3PusNX12vwZNJk4jzy7NDe0KCJlAIbCGyBILayysMbPGwimvlFTc8dqwI3P59p9zmFZa4LLWneGSeG2V4YjRHLXN6zzvUXDSPGDjoGEqSLGHF2goEVUhpkILAWkRBnTZ0doJq18vX4uIWFEUw8fWXQjie0M4irEYnxXU3mS1uiOuWBs6yBKRsBg3NCUeNuUn/8E/4v/1936cD958RDitbNUEMylEH4FnlpMFWQuGYq4503azDxgqrKcTp3VBEDcRtUL94e3bo0hq3ZS2IYgR6tWI27b3BZJaSv0eduq+OW/KonuqC2amGELH4HQy9Hq6vQcsemkMCzDPpSDblb2Z8MZCjM0bDGazhyHER6Psy+kZkGjKygvt8kiVJ7R1gkXEodXQ0Dk+nmaWxguyRiDyjFeqVnb5rMz5hIZ8Go/MBEvHuaTK0GooaUy0YaRtc7CX25435Nlj8emUR58VR5/wJQcSNI4ZaIgG5c8REdhoTIctvq6dnE5s1wvRlTu1ViREUiq0VsmajePgs1dzds2HXDXq7NhMIq7eqYWYbGx3zFEmSuOE2phIOVu1j41Gck6mPqnd7rxCr51B5en1az64vM+HH752/xgAk9IHmb83KX1Oma3ulJg4ryuxZFfFmcIl5cShJZVpYWCQaxBDz1SVvKzmwzPsusaYWdbi/iPhCFZMKUFUC5ddFi/erIXtHd6+/YB935kmaaUsRJQffPADNjcz630c4bYxB4IGlnVlWRcrXoJ5LdXa2fb9hrrhXIupghrjCLU9JOUePzAwn6pZN80IlNYqvVbcY5gxjLA5sGJzzZn/6D/7m7x6ec9f+Sv/EtenJ3NPz9nnBY3RK95QHgKrG5Q0OU1/tDCah/btvx3VVQy+iT1b48++ju/ucJSFKrtayEmpy6lYtyjG05BkSr6BbfK9d0NI18WaBicphxgYYg6/x88Kz95XCEiycYgOJXQYe4XeySFYE3KrKz6OlrVpIhfQ1iEY76KFTkpyG3OMYSblU01Kp9Ho2hi0f7I4cuTIbCo6rflIbaJGR3HkKsLa0eZjtq0Tho2F6m4HsxVO9iy3Eahikv1njEYsL2yiRrZmE4ElJC+KFjN5jCbdz9FGaykUgiR75nQiztMZ3cKztdVbYeTFEv2WfB5FUJzhPucfal486gVeCNn9rBIiCUgmoqjD4if0SlwWs+a4XKFHIoPWfUw8Pb4EJAZSsVDpkKL5ECWB6PfIr4wVxV5COlqUSiaJsD24YaEII2S++4M3/M2//7P81C/8Ete2E3Jh98T7FF0kEMPBezytK3RDNZeYKUvk5HFNwS/DGIM2bIowHEUMvnlnHxeGGDjnwnW7WkEYTKhQysIYnevlaqPfYHv6QTWYUh1VWrP1OlH7gTWSrXekGWpLFJbTSurZkgIw9HqoUredgY3wp5KuKaayhmN/tmauE6NQAui+IaMTNbiPhIJaQzVRR9E5anWF4X/B3nHsG2pCFIIgwdGj8ewPezxTStlQwq7svaFjKhoHiAkR2hxTfkqvz4qjP87LW9UgdgjAoB2+8la5azBUZ6+Dkla2fXc/GDt8uxgpLwYLLtQ+pdTqbqF4l+hRGh6k2lsjOfIzg1hDTIy+2wzZu7roqFGYRnpSbHarHR0VNFnX53AxjkjltfDi5Zl1MVQreTpzo7Eui4UnpkzJmVobJSVSjux1J4XI4puIMg7Ok3gYJOoqI+8UA9FGZtH+/rosSLENK2CGk0e3FAwuVu9CrtcLBhMP9nql98bj4yO9D9577z3Ui6m6XanVya4+Z59ht6mc2bYNFO7vLYLkermiqpSSKaXw9HSxA/w22/CuMB5NkTbQ0WyUM7pxMsSKpOgBvm0Yv6w1M7Rsk6TsxUwfg03gB/vG//n/8u8TgvCX/qV/nu1yITtpfIxBHpZJLHF26snrnOhv76YCm+PQQzI/TSH9Zoh/HnFY/fZ3vTGX41PfYHKXeItHO+AdpIEGw/6gjxTVD/rkrrZ7rSRHLkKKDEeNQpo/cL5HXy8ecBpzsRFNtQiDRSLD5d1RjexuI2S/H6KMpkgYbiaJqUCBtlUrFIJY9El3k8hgB0an09SMTFX6gSZ17fSjODLOzESNJr8NYEppdIiN26q5Mfe9EUag18F+bbS90dpgr4PaB/sQGmreOrjvzTFEm6O0QMJy49aQOIWFNSxWHOU7Tss9S7kjpxM5rZaPJmlWFXbvunr0Q/Ov6s7ejsLNcbwERxv1WOcmvTcVWo7ZxsIELIfPpdkhEFO26SydEo1g3unUfaBdEExirj2iIZiyDQvgTWuh1p0REktxxNm//TEUduBIHJsPIqQkNmKqVrS3KJALv/O1b/Af/+3/D1/93d9GY0Qlct0agtq6dDuEdVmsoGh2HUrORALnZTWjQze/tcK4+RuIgEWaiHrB7WhWWQrraSUVs1QZeRzX0Tbc7shqd5WvqXVFMDVkbb6eYLte/XsulJKtMMIKIE3m2N6aNc4pWqT4tm+HOAMdpjYdUxn4rKPAEVffG3urtLaxaLcMTf9sEqNNQZrzmSaSoxw/N85GZOizVatOPVG0VbO4cQuCWRzJNPgdxjvrbbe/LaDDOLo8Q+UOztSn9PqsOPqEr8nhADk6cXFTsa72YKhv2LNQ6cPE/7JXQkkeJmpQd2udnKwAiWO4j0ozcqCTJ9u+E08r00Swt05Ijhp1z/iKyd+Xm2yFuVElRo80bY7OmK9EKmJ13aZ0HTauwJ75tSyc1pUQohVAxSSsvXWKqyMu142S5/jP0CNV5XK5GAweI809iqoXDJKNINn3zYiaIsQ9cj6dKSUD2Kzdd5GyGHx9zLmTzdRnptX1evWix7bJXAqLozrryQnYb96wrmdevPINWZWHtw8WI5ET67ry8PjEmzdvWJaF2qqPiYTz+Y5lsQJp2jVMtckkxfuqOI4xxVVcM/7CDdv66AwVYppjwnYkcnfftHq1ZO/3H9/y7/77/wH35xN/8S/+99mvV0JOhxoqjeHqIPNakZDtsPfOdQYFC9DdzyiIuu2E3lB11VkFWVH0LH7D1q58DJia0IwVrdNewiqS4EWrMZ+xwFnfQIejhiShYwimEKwJMNOh4/0ab+gm3ydYbE5IxXyuUqFeH6nbE6itr9GHjQmfwfg20PYuXMPBC5I4MH8VQws0WabhcFe/Tj88o1r34sitO9poXuh2U/YcBoQ31GiiO9qHoUMDeh30ZnO//WqopJG3xb78oDCM5tZ/W1ce7XBxjtESA2sorHFlzStrMpPHdbljWe9J+UTKKxIKEBlDbvdt3q+uRqcaEJ4VNt1PK8VyGYNzx27Bx9Ot/Jk5IVhx5NYLIWZCSOytU0qy9Y7FmdTemf6jfbdmgqQQxYrZaI75kuTmwxNua9YaEy+OGIhbkevohDbcDXtAiTxed778i1/l//Gf/zh/8P3vEUsxmX5v3EwdDa3J0bBcbZ3zekKwgl+rIUmtN7Z9d+BMDid4nFMTg/nBTdsMCcbt2fbNYovUkgS2baMPJYRnylDxPcMVxnrwnfwZFhvb1WZBujFFQ4H8nBHPi+t9kIIhVt09iYYYetWrvS8mJ2/OSOdSYyotB71t9LYTAsShJBcGyDDbFzmY0fNZ08P2QFslutYvGthHxEfIPipMwewwJC4OsQJD8JRStJtVxrAPy8zwE7eCEYSc/X4d8NQ/3ddnxdEf41Xy4ryV7moZK1QI1lV376Al+vikK1U70hNxb6TYyHk5uBsSE9o6Q8zF1zbWnaU18/3Jix0CbZr9OcHOJerqqM/otojMjC8es/yQEykqcQR6F/p2tVwfLJRV2/RzUd68eU24g97cP4jIaJ0mnVIWNk9/Pq1ndHSa4iOjhiTLF6t7RRb7/EOV4O9loMZjEEyC6mMzsy9ww7lhHZXNyU22m6OhOBNKbb1BEM73d4bsDLVObVnt84fAtm08PV3IuXB/f8eMeNm27ShwdAxyKZwUPvrwA+7vM++88w6Pj4/2UA49RoRjmvv5fZ+HcPc4kbnZzX1j9Gaz8mEbnjiJv085tKM5fcah+Gfba2VdF7778Ib/23/8n/LOOy/5Z/70n6Ber8dDqgoaBzEpIdlGjvp6E/Mk0gMFMlNBdXXLczj6GGGBH4J27ST6r47WyfNNyMe1RxL94Z1ihY26dYSha7PYseLD5NVG8B86HC3FURJ/K4dKzmNwUqJ57EiIGfUiXVq3UZDzFSYCMN/qYDBNBhlQrzttDPOyotr3j9FCTIMiKdB0p45KVyvaDCWqTpkw9GiSX1vv5kXj6sU5nphKut4Hw0mrfYe6OSpc1ZCkru7xg43KJiry/B6pcdhKTCQSRQo5ZEpYKHEhh4Uln1nXO5ZyR4grEheUbORkH4Og7r80r1lv5mTtU8XW1GtcK0Sj3w87tuW4b2FmoyETuvF37D8nRCQkhppI5WPZgGrBqxM17tghbgR7U1IZNaFaTqOrvG+O02FuZ1bciDuTj2amgsNsF3oIfOM7P+Dv/PjP8vf/4S/ypm5Iyuz1Jl+PYu9j+hfFmMkpksX2MnFScVMzzk05ObnaiNEhBtvjnP8FhhDnnA1N9GdguHihtUbO6aZ0dS6NhWvDFO/0YdfRYkSSnQ8SrBjw+2jFQWbfroa0hGTPg5o1StPG0MGSDWE6Zs0YBzTQD+Nam3jdivGIcLeunEoibDZ2LGJrU32EnaPxqObIt/s1PZSrmH3GLIpSEHKwRrzESMnJ6CG9eZyUFbjzDO1tdzsUQ7xk5lUOK0ZzLl4UzQ7vn/7rs+LoE77MFCweM+UQArU373Rsbw8HWdHmuEGE1htBI6lmdDUEZ7/urOtqh0wfliMTzc9jtMF+3UlLOxxZbynVfrD4qGC6GIdgpOWYE2kptC0jLYE2Qkje6Ax6i0hrhn6UgGK8iNEbeV3YWkWc56FjuAHkIGsmThVBCIy2HzN7/AAm2IM3hitiBIZv/ua5JMScOJ1XT8zwUFovikIMx3Wurdrh7Ne51XZ0/CJCySbjX5aV9bRaFw/H/P/dd981rkjvPL19g0ShlMLd/R2Xy9Xg4ta5XJ4wt2vbQIcqdd+QIc5PcqXecdAMPwD1eK+oF5hYZzZ81m7TVrfuD9PIcHKOrBOSZ6xiRbluO2tJ/MbX/4B/99/7D/nf/Nv/S37sT/4IXK8c2LyPcXrvhNBJZTXS5/NKxmXE9Fl8ftwra5KyQ3B1nUv25yh2Kl+mnBpu+9EsjCZMP4vDWeAiXpt7tyno7b3NzzoLTSOzHUZyk7BpEEH0TDgrpo33EI/x1ajNzDy7MoI9Oyqm+tJgyEzrzcbeIRiC29U+exo0VWKJjFrZ++4IUXXEyIpVZRLwbXwx/WAMwTx2Blsb2h1FUiNpd2UMYd+Gy/4NqVU1i6F9jk/8uIre8ExuVpbIGgqJRJRMiSslnVjTieLjM5EFlYLEBZFiRY6/B9UbwqeuVBpdqbsl1XezGSfE4g2LOMppnMrgCqjoRS1H8WZihHnMKsEk3F4wmX8PbosQj+9FDNRhtAFDVBsyzDeJYBlcvUMswWJqMAQ+eIROFFsuwkCG8aZG35EU2HThF3/99/ib//lP8qu/84+pKBojtXY3JrQFbK7ilpFWUjJRTOvm8q7CGgsSlFB8DO2oTgzhUI1pn6MsW9cx3Nzfh9r6j34tJzdVgo1Fw+EUb0ovdeqA+SDh+wCugLY1HqMFWO+bcSr73qm9EaqjZXAY7qLQqlEaYk6mcG2NbvMzR2b/SKOkSk6RV+eFNQSzKkiR0JWoahE+Q55RFh1J8r0+OM0kqmIUMRNPRDdDziEStCPd9uAZXWXmtc33kGgjS0BC9GfJCtk6rJgKYvYFn95Q7bPi6BO/bEQRnx0y9pDRLVbEwlltcStqhYU2kkT2XmGzDCoGrMtqI6NqCd8aDKGwAM1EkkgW499MP5XR9PALClPt4YfejHkIOZHWxRyqR2XI5P4AMog9HVlUQ5SRbXGf80I/n7k+GTIVc6Lv5qgdjlRqg0J7d2TpmYeHxERrvgE3U/vE5G7KfvXmjGb3Qge1TmnfNlLOLMlQuVkD1DaVMBbWaAo566xabaScOd/d8fDwyLKeWNcTT09PPDx+RMmR09n++XQ62dxarUATgbpvnu0GosLr1x/ZIYCRZi1Q1qDgmSqODgeO5YhMqc0VerOLFIN8Wzeof3Zqc4w1hh86vjmKumMtt+Jsq41TSfyj3/rH5P/oP+V//W//W3zpSz9E266GUCkmsaajUT0014tLmQGltrFPh2MnkRxNl46pQhK/pjMk1sjyhhbMUdu0+LfX4eXlheK8u3gxqtoPXoihIV4geSF0bMzdKNAwRzzciqPJj4iJVFZyXukEYsw0rECajuMppFuB5ONA7T4C64OhhhT2UY9REbXTUeJItFEt/gULATWlGlz35oWQWTA09zSa/84MKb3w9PGq5Sp2V/dgHMQuVizpbZoQsGDcMeZhanLy6CP3lBNLXEmSiZpZyonz8oIln4mhEEMhxYVczqR8MuJ6B9xleO4LDHe/Ht1HJPgYzxyQELGmJyYrBsIgiJsQetePj7DE4dFDPYfQfLQYyPZZ1Aru6Byf4WtOYrQolzFpB9NwUUGGxxVZ4ZNT8n3HlIXCsAIHMbJ470ivjGEo8vc+fOJnfumX+Ns/8w/55ve/h4ZgyF7rNpJ03iLqhYgrbQOB3i0ou4sQemE5JTeobbTarWhTM7BMPvKyRHqjNEyuoWCF19y7AuZ1JtEK9sM8VQc5lsNQ1dCpbLmSCPW6M2kCqkpzrylrBq0JX7IJVoxvZ8NYu6BC7bb/TnQ8hEAphb029t7sjArWoD8zKGHNiZenhSUKKYoXRI3RBstyBglcLxs5mg3NqNVFOz7FYHpvQQ4BnMsWgvhobYDavSzJKCEx2nNh6u/mDXY8NikdDZFkRWkQQ3L1Jlf4NF6fFUef9CVCSicCm6Ut+z0yzxrf6OY49khEHzRtJAnUVrk8XkyOm4oRRId17T2MG/9AbetigLZu8H8daLVfR/ZxgBulOSB/bPwxZ9K6mJEbZpSnw7gnoXu+mm+agcCI9n1qtZGfJbHb5jg5BfM8O+a/7hbLmF4z9vBPdUGI5qx82PiFcPAzenWulBtKkpN1QKoQbEMVda8Vt+E38jUuZTUlx4sXL83Ne+987gsvybkYkfrxwdEJeHp6YrrtXrcr120DTD6bsPe0ZOdjuVx3yQvbdnVEyJQfSCC7Z0/dd3urIRKjH3qOCHhdQnKfk6EmFya4IaaP1WDiBRjKNOFvbMyxVbN4+Opv/WPu/sbf4t/6N//n/MiPfIH98oQWg+xDNIfd/YrJeFNBYrbvMuXuz38OenT3PPvFfisHXyymSJgH9cFDeo5M3cZro9/QIx0elTOaFUQzNNfhc8FRlfFMdTRHaROdG+N2sIMRs1MiLickLYgkYiz0eoXBIbmPIRwy4j5s1KJERrccqDaUyeYVV8lZcdSpvR6ISdeOipnpPW2V5mOyvTkZu0/kyBt1L+Ks8zcuko26rTiKcrsD3Z2fJ2cl+phE/Z6YoihSYuGUVk7xRJJCILOWO0q+I4aCkFESIVh+mqqhzZP7NjlG02NGu5kJ2f3qxGDcRxUTDgzxuIocsSg+O8hmzEwIjnjM6nqupjEIw2TwOEqlHhqpmFFjSkZu7vh+ItGcrH1kGyJW5ONK2DyRDUfN/ZkwM0IvjIYVLZIS3/jD7/M3//6X+emv/iqvr09273ykNce1058uBPEIEIvlmLYo61KIIdJq5fFy4f7+jlor23U78gEVH4v78xCfiSCic/TmeNqaAUNdt7oTUyCKeS7Nx2+O5HIulos2lJzMfbs5ohhCPNaHKbZsvaAmXNmnYta9oSYVIYlxFGttqJv1NjfznI39fOYnOfC0FF6dCyUYCt69qByBwz4jzPXlf9eEM+L7lhjPSIQkATcpIoXgHCSPuxmdVEwm3dzxW1L0MeNNcTvFIaM3+2w+yZgT3U+rPPqsOPqEL0HIy5kh1vVp244R0uFzgt848S1CjBzXRieJOZxu10qQK1oUHeIKs8xorihpakVQ7eg+0HpzMz4KpDAI8dBwHIvcghUTsWRiLSRtxsNsoEGJahtZGNYdB4XgadVlWRjhzlLBpypDxaXM4SCAz+gCEEtvd05NiqaCi07eZELI4GM9IzJPmT5i/hoSAsURoQPZ8G7Luqt+OAenSRiWwbTR763x8PCWdT1R686yFM7nEw9vH1jXEykG9n07RpiIEXmH2iw0ILy8f8FQc9ie8Pu+7cQSWfJi1gQIdd/N3M2LguzzfbNicFUVSgrZCiRgxi6Mjy2QCbhzjBkMWeqG6g1ha3Ydfu4ffZVXL1/yr//rf42XL86MVmHtSEgQKtEdm2OqRC+QxFFHDdhhNOVccy17oRNcLZOSqRtjSgdyFFM8uEfIx/lHh+u1S9lRG53qGEQ1uJyJGDHHE2qGcDE6p6vaBqiz2POCbo6OvSglZjRlYj7RQiakQogZGd03aMyM0wsvS1LzazuE3qENxcNd7DmJdphIszRwi15QM0HUwXXfueyNvTWuezuKo+rFkvgOPUY3JCINuy++1kcf1hxIm009M8/KAjeFkKN9Zr/3KSZKLKxp5ZzOnPMdJa6IZmJYSelElIJIonWAiB6hnPPgGx9HjYanwqvZigSJPsZyubzbjXSmkaB4125/N9igznhRw0nQ3ghYZpghPn2GWrs83xC15lwkz3nE1lIOGY2GtscojGA5fiIdEbv3MUZoxosM3daEjWg7kiOXOvhHv/k1/vZP/0N+6Xe+xlNvhjE1u8PR1/Y0aoxipeNajMM5Ze+COs/RRDXbvpO2dIzwB4bezDiao7HxKUH3mKbgXKLgI9U6qnkQ+bRhIkGjd3oz5NyeL9+3xUU+Ygy0rtZ0To+4AOb+vqz2Pbopl1XNQ6o2Q9HMzFJow0K1a6smCPDvc0SyOK6L2s9eU2BNgxI6os2KGMmQE7XaPcliHCdUSWIh0ClaYxsVUrDw40l6DyFMHeOBKgV1r64YuW71CCM3qX/0g+LjTl/aK9O//HB5/5RenxVHn/AlIbCcX1LdrXkAvV6P3C2YZ59vzOKjLxkM7TQVRAPb1VQMMlzSngojjWN8ZmZ7XiDtXiBtnZ47IXVi6mgyFMaxaXt/PsuWGAk5E5eC0hle54xhc3RUoVVTJThSEQFiYFkX7l+9w3r3gto22rYzFUrDkSJDjox/NIbpeVJM1jUx0Sy7Gublc9NzDd+sg7cA22ZxGS9evPBIATXehRgPqE1+i2Jd9bJYRzXMa2g9rdyXgqDUekV1cL47cX26crk8mWlbNJnLsqzc1/3gKL158xGPD4+M1llXs1wAQyOiJCN56iBop9eZmbUbcjUMRZhS9T5RmmixALVV47YEJ5vOMdEcvU7yj3M5rDC0Q7M1y5kbQ6lBeQJ+6h/8Q5Yc+Vf+5f8R77x8QQQjLLLR005IlZhWYm6kvBDzQggZELdBEIaMo9NDOAjX4h1p8GIoRkOODu6Rn+4fK47ACiKdahdFuvm+iAhBoxHwHQ6VWU14F2nhukpvFXzdx2iHsEy0Y/hzFBKkAmkhpBPKWyRm4ugHpyiKK0bV/XkUVBtDI70Z/6uarRGzpSCAbphgwEfE3ceal63yuFUeLjuXvVI9I2vyQhBcLdeJweXSvU3zcWsARAk0d20ONhqK9vem47ORzScHprCmE3fljvtyz5LuSGFFWIhhIUjBtutgBU0zvswkgesk+E8lLRyI2vARS0jZIl5S9IwrT5v30Smjoer5bSEyuhk3KlacGDrkQ0SPExHUGxl8jOuiFAyttqLsAO5ADCuSoMRsDQ9RSdF+fpRI8CJPKoQxYFQ0KOG08OHDxt//8i/zd7/8Ff7g/e9zHcPGaGrFXPC9OsZwhFobAhWOGJCZ1TYGlvsonRQNual1dyTbkLDQzYl/otvizaGNorPFwPiznHIiZ5sS5JStYbT5qxVEOZvpYb+h5zZWMlrFsixWGAosixVX23VD2+C0LLRWKTnT2obqIEQoKSMjcN0382gK8fBbihPJitaomdu/jze8KAsEXt0tvFgDSxx0NdfusTezXxgR2tzDA6O1I6tQVcg5ERWyo0dJIEVDjNwpy5ICgBwzUc3wMnlBKK6mGz6etHPT+YNitkgqg4/N9j+l12fF0Sd8iQjn+1fUmNiwLrcP88HoN3am/2FbgBpspm4eM9NQbrDXToqmXiu1M4p1HJbkre5H4l4pe2PsHdk6vTRHmHyjGj7ntlOEw+soJfKyIKK03RCl3ncnvpqDe/T5cZJoxpaqSK+8uD9zOp3Qy3Bpu2/oEiFkkEBXNRmsOjFYO2raBg899aptFkpinUSO0aT0JdNGZ+zqtgDK9Xp1k7SpfIIpjw7BMtlCmj5I5ufRtfPi3hyzu+fMXa4XHt8+0Fo7fKNCCLx48YKXL17y8uVLJArX6xe4XC68ffvA6w9fE0Lkxf0LLtvVzBuLzfkv29U6Jmb3H8glI4GjMA7umDsmt0jNguDIPJsYim+SB4pk00gzeXPYeFYhhqpAi8LreuWnf+EXuTsV/vJf+h8gvZGXxXLomCROP5gcN5cMiHXBMdr9m5A6YkXT4YcCR1E0VTOGLMjHlG1zSmRcInH03IqGEQOjOSJDYITgo2YPa3ZIXyZC5GO73nwM1jEEYVjmFBNJlQi5IOWEpDMxn9m3R1pXWjWFUBMjxjKGe6EEU2mhjC60WSDptBLUo0OfaFL3ce21dh4uO68vVx736ryl+Uwfy5nDiLAPUgyGQg4rSGxj14OAL0NJyYz45kEaoiE1wVVp57Rwv5y5X16wpHtiOCEspLASwgIa7bI4n0k1ULdm45M+lXM3lC7F5CaKhl5MQrskM2CUgHONBozmvA9DDXBUxwpN++/iBoVztmHIXIdekZBsP1Efk6mZx06eYvZQWXWivtJt3BTU0KEUSAHjmQRFuhBHIOpAaNY85sw3v/shf/unfpGf+qVf5fuPj1TVQzk4359IcNWdIc85JVdTeYs2aQO+r8wxWHRLCMVUfCIuhJGbVN8Uwo0QTZiTPUPSUKHh9izhKIzqfnWOlV3HXIpdJ2/uQgwH0mk8nHhYaky1b1kXnt48GAWgFFprln7QK5MEvp4W0lJ48/YNda+uxEtUV7PpuO0LHz+mzPPpC+/e87lXK7G9NaK8YnEeDfNx6l4I6yDiRGwPmdZhESwRYQmBHMyWwpSFPm5DKCkZX7Lu5CiUktmbcaqSCLtHLGmIZr7qxZEKZvDm1/jTfH1WHH3ClxVHL6gxWdDCMLln7Z1mNLVj033+UrfWVzWvnxnG2txRuk8ew5gFj04OJOoFUqgmYdY6jPBcOyPahhDM/OOAMpUIKTMJsQLsGI8gqFLWk7nx9koOQkwm9S35xOvLju47vdYjud4anwlCB/+uN+I5AkOES91J03NGzWPGDjfrHOb4T70qyDmzqqVZhxhdag9LKQe0DxxjH8WksQcsLnA+r4QoPDy8Zbtu1FZtCxRznu6t8fLVS5bFyN7X7cp47aGlPqNflpXiPkf1YhvD+XxGBdbzynbduDw8Hd5TEhIpm9Ptdr2wXa8GX/duUlX1LtYnEQQvIPDiyd+fOkcrxknyv3FtYgiuoIPW4JqU958e+alf+Aqfe+eef+Ev/HmCs2uD+poTjMM2IoyE6owRMHDbDoKPe2IHeRbJIB6BMhVrU63maMixtpUDSRJsqoNCGJEePFagN6IqfQRGF4Y4QZPoo4/5Mw3VG72h/mwEH61x7OcBiQuhrIRyJm5n8nKPDgtu1VatEO52ENiAxQqx3hX1cUDrShtYrANKk1uGmKqN3rbWeNwqr582HvfGPuzP/NGnetaLQQx1Na+ZqZazfyc+T56mgyX64eyoXcCQrhIip1R4Uc7clxeUdE9K98R4RkdENaMjWgZbV3SY4mrQabXRdhNpTPZzwEZ0YapOUVLOjBBowVRfsSRCCqAmdpjjDIPcnFSPEI0E6UpUHwX7Gh6IqenrjsaMpOwjXVs7MOhjJ+ZCCCY6CWlydgKSxZpGDD0Iji5r3UlkUziFga6Blla+8mu/y//zJ77Mr/3BN3jojTbJ7SLmqi3hyEULPs6fVg8xWDTOGN24Lo5Ez5UdU2I+GSklyvkl9ErfLl7c8uxZdVPI0cmSKUtm2ppv1426mcJsLHbtBKzYqTY+mirjGIS618PQN8Zw8HBKKYYcbzvF7VI+fHrNq1ev3AFbyLmwt53htiwvT3fEnLg8Xrg8WcZllEjT6a11Ow98u7C1KcqLJbDEDnvlcHzHOGlTJZ2CNXHHqGKYfYuIkr0wSgyidvKxpQgJIepA94qkQJku+qqUGNlaZfgzVXtz6xVTnA5w5N+fO0f+Pq3XZ8XRJ32JsLw4k6IQhxUUfd/Z6s7WjBNzu3dzZKFOzvbi6ZjZ6yGHtlTv7miQPcy1VsK+k0oh1c7YdkbO9JzppRFiM1M2wgHRTxWCmZVFhOxTm5nzZZ2MNljWE60GRkxcunkCSSnEbed+vXM0yTPA1EZqQ8wrZUikq5oM34l7OhoBG0OV5KaFnokW441jpI407XUnhwIi1NYoweh+rZkbd3fkCHVekpiZYqX6gQ9392dO5zOtmVnldjUfo5RMXfbOuydOpxPn04kYA2/evOXt4yNBLsRgztzbtnHdrsQQWU8ncsqoKOf7e/bWePnqBYryjd//Bm9ff8ToSogR3ap7dXC8T5FATrYrtNbQ3olhzs76MUob6l5LwtFhxzC9kNqBIEkIzwJrhQvwzfc/4B/80q/yxfde8qUvfh6tFSkLITeX0t8OL0GQDOIWDCriE5dJpNQDybQaxVFH58LINN2bfKM/gmrPMZuptPzPDiPvz6gYGZEeAuK8KMQUPqM3JCb3q7HoZdQPM3UlmDvPG2KZkLQQ8mroUboQ0+aInj1brfajQ55cjTFm4SNcrpV9eOahF0dNlTbM12brnae98XbbeaidOtSRpuckVm9CML5eEkhi6EUbVngkv44M2/BTFKICvROzq4uGGZiKRlIS7tOJc7mjlHvK8g4x3RFkNRPXfdCG/1Sxe2au6R766ujJPPCjK8+Ge4KJeN7dWiAJqRRCMvWPqY2UY9yunTEaCffQ6hV0t/U7TTJ9rSs2Qg6Sidnl+M6xHL6/hZRNhWZWyb5X3XyMVA1BGm47EYaSJBCbj6rOmQdVfvJnfpm/8fd+hm9++H1aEKrnfMVghVEM6UCFzNncXPKDIxu1d5esZ1LK/my6pxfcxmxOQo9js7WaM4zhcnrfD8XI3EbCV66XK6MNzqcTp/XE08MTtVWGq/DE38OyFhuBtkpZV8SbvN46Iyg5RwhG0g7RiOVLDIfyLS2Bh8cHXr54ac9SiJzO92hQTvf3SIzUWhnFCtvL9Wp71c7NosERUDnWshmMnnMi4qroHiwap3ue7FBDFZut2+miPknuQYSEj5GHkoOQgrptgVnRZAkkV8LNPRA/m1IIbK05yqrG3QsuKhGBaJmaik0PPs3XZ8XRJ3xJEPK6kBRCMw+KfbuQtysBk5aOoy5XaxFnbAPT/K4ZvK0GrfZuGUS9NnQxVOh6uRrioBa8pwROMSFpR0KixUQI6XCsFUw9oX34CGQiSZZUPUaiyGobdYpcngYMIcfA/vTE6XzHtlmh8M6rd/iTX/oT3K1n3ucH4AefPVienD5uhFawbmx0U2WFlEyRBd4NCCEk97Qw+3iFA1a2AM/qnijuI+UHZM7l6Gq7cx3AHqx1XVmWwuPjI9frxnldUeyBLMvi0mBhWVZUhbdvHwkhsJRiKF3vPD0+8vDwYHP/pZBz4od+5IsMhR98/wd88P0f8PU/+DrnuztGHzw9Xa0Aw8woFbVxilqBkHM5vJu8CWYMQwU7cyRnne0tcgJL7s5gBbWtlzYNI53kCVD7oKbEr/7u7/HylPjX/pW/zOdevEKGQfKjVmKppF69QLA1G8A6/5CIwTyDVG9mkbPkmU7ZEm7F0Me/prT7/9cDwlH8qEwOS7DCxjoFk7fDUbCP2cuGYKrMORL09WMFhhisHjKUhZBPyLYicYWwg9jGX0ejVW8+hnvx6DHEYR/K3pRr27n2xt4H+xh0CVQdXHvnsXWufbCrF048Q8z4eGEUsVFcR0lYVApA6PZ3QsDRIY4RU63W5ceYWMpCCpk1ruS4UspL8vouKie6ZpAMIRGzHVBtb+zVIixs7BOYWJE9O3IEO3fnYUlIFumSIiEnQo7EHOmjcjNZdAy4W35fxNC7vm1ovyLSnZ/miLDfPxuHQloSog1V8zsKMXrnH32M1p3vJM6RVJfIm4pURqNIQHbLkYwpQFzgfuX7+8bf+Ds/w9/5uV/kba9WGDlkZAR/9RR7aLVS8nI0Z223WCIVYd+roRzeFCzLYn4+qkezpWOQPay71XqM6MQl+ckPbxOaWCDuFMTHGKl748XdifQi0ejupg3TOVsxv63kPLDoiQMj+QSh3a6z+P0Ubw7fe+89Wqt89PoN23Yl5cx12xi7jd5UIqkYPWHfLjTPF6RzePOlmNh2M1rUZL5UooPzcuKdF2eCwn7Z2fdBrU7zUEzUMJwkLm7aqkosTvwegxQtYy+6/UOUGbUUgHFwAUVvvD09dh5Dr/fWmc78zc/JkJJRI4K5sLe6H3vVp/H6rDj6xC9hWU60gTlO753l6UIMjyBXlOpeOhxttVW/hhh0BtFRFxmdbW+U2N3h2tRpOzurp2kHhKDCftlQfcs5RELK9OtOS8mI1zFBSBbNkKxbsmRxH3lhC2y4cyvzofSxXcgJ0UDrg9A7OUdevXzFi7sXvgFxGKfN9aiT1yG2WahLs/toRI0+ajMUy1RcHjooE0a3h8Ky3WxD33YjGsZ8GzFt2+ZQuXV1MU64/hYCm2JiyYaUpJi4O9+zrguX6xOqkX3fWZaF+xcvSVFY1tXI8a0dI4KcEuf7M3utfPjBh5Ri0SXalMc3T1yfdjeBy5zePdOGhanWuhl5c3RitJyjy/VqEL0EuprDsknUfV1wG5vNcc7QwbaZak+HdZvLkvwQtON5IiF7HzwMU+r86R/9Iv/Dv/DPcnKzte5F5Jij2l4po7OcX1jEDOpqMfPUwTec+IxbZFC43aHJ0ZhGlc+3Izn+b/KoODhUNj0VX33Y/6e5Hp1jlQaiidCHjdwcwgeTEQseGxCCxVmEhMaEpJUeC1UTXQsSFhQ76IdGtt7ofXoOWUHanbi9NeXt05U3153LUK7DiyNghMA+BhWoWFE0UCdw315T/xCZ/DJHclBah+KKIYtUMa5VFxjDvIvwkNRSFta8kEPhbrnn7vwu6/k9BkbADuEEktBh16X2ndobdXg0abRndp9eWmrPBGJ+XNPmQwUkGc+oqwV+RszTitHMO2Z0D54152d6o7crQXd07IxRD0NI4GYAOpSUivGU5tq2WZaP10xU0XUcIb4hJF8/QormRZTGHKsNQ0zCILzMfOP1G/7Dv/Hj/NRXf5ktCl2EVv358S02ujS/1spSFnPv741cMruLJYKIFUJjsO9XktsYdKzozDmRU8LU7reiE28ewgxCnmMBHUdhX0qh5MRoSg4ms2+9mQt475xOJ169vLNGJxrFYt939m1jv26kXMhLYYzOvm3GJ6qBEsqhcBxO32ite1oASIzkpfDw9ECvV56uT4Bwd3fP6XTHddvYni5Gzi7FPJCczP20eZ5eCGZnMAaZQa+VWjv73uhDqOrcNkcoUUfYhpJTYR+NXis5RFKH9ZkZpjMH7PkXb9RmRI1yEFDU9wnxBrO3YWpr1EdvzqUMM1zn2abzKbw+K44+4UtEWO/u2RG2/kRcCyEXxgjUOmidg0QG8wBxib+obWiuzkFAQuJp24gxUXLlGjZitHT769MTvTXWoZxfvISBkfIkmArNZf20QQs7gUgpxb6/qBuSGYoUPaSw7VcUMxjrW88YfQABAABJREFU1YqZvCxsT1f381h4+/TI9emRkrJ5fwx3qZ3zeTEvJVWTjy6lHIs7+gLuzh+QyQUI4nNkJ1cfozJTSsQUD56O+qjngE/V/i/lRC7FVB5+L3obrIvlwOkYnM9nUiqHq6+hMo0dI6M/Pj4Y2pMjW92BwTvvvWPz9JT47ve+x9Plwue/+AXeefdd/tT9Hf+dP/9niSHw8OaB/XpljM7T0xMfvX3L4yUcxZZ24zU0bYARtmMOXC5XI6IHz4wSe08hRpZc3BhOTYbs6Ni+bZxOqytOLI8rRnMS3lpFUuL7T1d+4Vd/ix/74uf4sS/8EHl0Qx6TjdfGGDYSGlYwrWclr3eucLNrHB3RiyEe44XbwuWGGB1r+fafPv5ccANKefZ7xSwZDLqClD7W8aXZQR5cu3GQqC2WIkCKqEZGs7+vKTFiIi5n6n6l6wVCQaUxCPQBl22n9eFekkpryrV2rip89LTxUAdXVXaFKsO9fsQCoTFF28Qp9fm1YLK3nu3Nw7togRxwKbfLyl1lj4D6GDWESIqZ7D5h53LifHqHvL5DSPcIK1DofVpnGFevI2hISLbYk+26sV23A1mdhpQpJdKSGc2wt5Ai4iMhYdjIazNllnX1yYnYNk7SviNaycH4bMOFJK01PBn32AttlDVM+j0vVvdxbJwoqBxolbntV2IOvg+YaiyoMmjmxxOV8c7CL/7m7/If/M2f5Ne+/g1YM1WNP2ZqNDmMVGfDFETcv0iPQ7+1Sk6JnAqildaqIVvAjANJKXjjY6Ttg4+U3adMlLZvFJflW/xQdATYyvllXVmXlUTier1yvWzc3d3RauODDz/germQUkISvHr1indevcP1euXy+GQjdrF8TFlsX1RVC5xFjH+JoeuzkQwhsq4LQ2zMpAL7vvHw8MDDR2+sABUO88cg5p300Ucf8eLlPSUldrU1kPPK5999yQ997l1e3CV4/ZadylDzDgOlNmXrlhYgY+Z+KpftSomJEqOPlTvF+VAqHln07PnQ582WN6Y3VoIVUOoFGTHZVGF0JBvqOsZt//l0SqPPiqNP/hJLCV/uYL9WKIm4roS0QLcCSaMi5nFlL+WwmBGU2nakmVV8iJkRCtd9I138AVWLr4gpOVS7cXl84C4nlnVhv1wIbx0iL4l9M3uAc7m3H6c3oyxjjGIW/SkgZEI3EKM3gSBoh7xk9suVtu8saeGHvvA5Xr18aX4c9k1NveXjKtQJw904CFPSOXPlYgiWwh4iuZj7qwIEGye0Nu3jxTx4/NAYo7PvOyFEWuwsZeGQmTuqoqrc3d2xLivXy+YRGqaeC8E2O1UhxYXHh7fse6P1JzeDNLTodHeij374+syMs5f3rwzG1cG3v/cdSln44R/+IjkHPn/3OS5vH3l485Ztuxps7FYD9y/uD+fylBJPlydqrV4Au8s0Aa2O3JVp1KjPuquAREclJmcFWMpiRnBqG7cqXFpjCPzmN7/LL//OH/C5l/e87I3QdsZinkC9TaKtL0M1WDyvd6R8YsZ1yDzt4ej67fe37ed5J/hPFEgTMZqcyeeFkS9BVR/HOfooIgwRhjyrv+QZstQBMVImThDXGNGU0ZgIy0q7FkJeaU+JoQklMUalNuW6dxs/KextsHXlUjvXDpfaeezKJsKO0tT4R0MVjVYkmTeVfTCnbx3jmHm5As4dg4PjE8Uf9mfXZq57xdQ/Ey2RWLhf7nn31ReQ/IqhK71n1P3EbuPrYCpNIo3Kft3ZdjOgDWUhuNmhIVWD1jsxBlJZvFAQBmYwmJZsSkEGrVdoRlw376KGaCOJjbnG2EAr0AnOFzquhUxM0Qw/hyoSTMVkDt/dvsSQghgHwm7opbgJSrcRWlC3OwmwJYFXK3/n577Kv/ef/QTvXx6J58U9pjj8c2LyAG+Z4nIzd6zbduT59Wak6JLMuTsEoTh/SLxxU4GcM6IYAtxcZZeMqpCSW4q4Pxv+81PKSM6MUdFaedwfaXu1Qvf+TCiRx8cnLpfLQR04nQsqg48++oju3lh3d2f6UDa3SwkhsJ5W8AZpck9Hn0kFgUkd2Pfm1AaIIVEyvHoZaVuzkXwQtn1n368g4UgTSDHRdSfHfIgCfuxLP8KPfemHkafv0i5mM6M6QCweq2GMs9GVSCSnwON+JadEWEy9rEPZe6e4aq0Nu1/QiQojiI3o/BreeqQpJlHfcxxdwlzIu++RVkiZD9mBVH8Kr8+Ko0/4EhHK+US9KMv5ZPBq77x4eIeHx7dso7Gzm/Lm+SEy7fwHZtKnkSQFMEJeKsXt7Qd12wy1wRQ/o0dGr1a4nGwmu18ulO1EKOa6GkOibebEmkr2jWwcp47Y2PeAiSeXJaVM1UFvLrXQThJ4+eLMu++8Q8mF2pvzpNQ6r8NCv5OChTDGGA7yY/D5/jRITDl7Bwk4wXgGsEKwLrMPUjYib2udnK24ijFxWteDxK0+r59ZVyEGHh4eWU+rS18Hb98+sF03WrdNJJcV3Q2JERHePr3l4eGR03nlfHeGoVyernzh81/kx37s8zzuT3TtPF0vfPDBa771h986FDCXy4WxN+hKWRZepujhtHC9Xk1VKMJaVnIa7LUixRzF9736AQu2yTqiiB20CaH7qBAwp2XfSEzJ2Jmbsw6lReGD64Wf/eVf50//yOf4537sS5TRkOtOyxFCAbfbN28a24b6GKTSycuZvITjgFeZarnbBva8DDLZunysaLr9x2e/PN+1no3axM3mhq/BA37HuE/Fn5cqQqvOV2YAGdUGLTJioAdDkEiJiqAh0yXRNbA7equSufbGVo0/tA1lH8qm8KRwATaEFgJNfOMHcCn68AP7Ocp1Kwes05dhozSLNgDH4+addYq4MA1+FOvkU4iUvPDi7iUv7t4llZdIeknXld5ttBlSQiXBMHlz3auH1TY6EHOB4IamwVCjFC24mtGp+04fViTFaPERxkvRozjNIZpidt8QbTbGYKDNCdhaQZtXRONYs7Z8nUM5RW7BTGz9bpJQi4wIxicLEYtNarbvGPPAzCVjCmwo+b0XfOfhI/6T//tP87d//pd4lEG6O7PtFuJconFwxrDrP01L1YO4U4rm34Q9VEtZbHQ9rTZEvLi73VP1EXRO5uRvLvX67PQ19CtGGyft++6iiitJjKStMVLbxuPjA9frlRe9cbq/4+7+zHvvvcPD2wceH54c0TdTxoeP3lIWa/xSCiwlc7lcUTVbkz5sfDavdczRXNo3G8OJwPVy5bpvtgZTYl0Xs2vwhPu6Vc+nDGYbUzL3d3eWJTkUgjoHc+HF3YlTyehHAxmBQES1U0fnuleUhDsQERdDrxFYS2Zvu93/UOg62Hu3LDUCfSKKAm2YoWYWG91PfHi6Lj2fHBCsqRSVZ75aeli4Hk3Lp/D6b6w4EpF/BvhrwF/yr38OGw//H1X13/kv+bt/GfjfA38FuAd+D/i/Av8nVb3+//l7/z3g/wD8q8C7wB8C/wnw76jq6/+aH+mP/jDvYAPptIAOemvcv/OKF2/fcKk7+9VJ2dEPGZW5gxxcGkGhd8bYWPICPps3p+1O3TeDxx16T8FUPZfHR6QkXqzvmHFWbwZNu9FX3XeCuNIo3kz7xrNDbiqZYjKXYtXEaM08WLBk6bY9cV4t0HV78xHqigIU+xnBoOg5T7HNu9+k7nD4bMzxVmvmB2UqFkuPN7NADkWR79yknB2Vsu5B/TPOcRqq7Hul7c072RsKg4iZMyZztH778MaUf96BS4iM1qi1cn260GrjupkFwPvf/z5P+5W0ZOcwrAjw5qPX3gEqtG7GnCKkkm3UVasXH1bEjd0ViH7gj25jxiHixYo96paJZuyyJWcGcG27KzP06G5XtyHY950+mhWLQ+kx8M0P3/Bzv/zrfP5l5ouv7imSEM00gUFA+8VUiY5iTDGvzqIkxMOh+vifKqof5xgxR8PK7ZD8Iy8zBpz34fi/A00C8/YZYny6o4V0ZGq+LxdeubO3dZ+ady+KIiNGQinEZSVsq1lPaKQT6BrYamdvyqUpddj4bBtw6XAdzwsjMcWaXwv1A1JnUeOkcVUQTKqfoqGgQwdJoo+G9YgAEezZs2ZAwN3iTaqdWXLhtJwp6YTKypCVIAshrkCmazDTVAmGTKs9kxKcCyPd09ft2s2Ce4iN7mIO5ChmrpkDaSlICua3Bu7CrMyQtf8ve38ac9ue5/dBn/+01tr7Gc45d6jp1tTVXd0e0m6VHYhiIzBBQkFgoQAvCLxBYRBIiCAgSJF4BbyBAEJ5gQDFDBEygcSOHGIwYDtO3O0ebffgqup2VVfVrXur7njuOc+w917rP/148futtZ9z+3a72l1VnYhaV899nvOMe6+91v//+31/3yEEB1WUN1QWkAW3FkYIIurG3KW/cD2s3lYxRGJMFlQMwQtOCr00htAJKalZ7SpGQLPjbEZDA+o+8d4y86/9lZ/nr/z8L+Ivd0BintXHJ6CKzpSSEe31THunLt+ttS20lN4Z4qBE5lK2UFhkLXb1dRWno7WyZHpWda+YXxIOQnQWdOuAoKNwF2hSyUtRNGi3I6ZEmkZ2u4nj/YmbmzvmZSGNCeh84pOf4L233yPnhWEacOj5utjvEWSLCrm43DHnhVLzhhzGoG714vR6dMA8L2RZ1J06BbwIpRRkGBCE4/HIcVlo0hmnid0wgFtU8t8189AHp5E6TTgcMvd3t+RcuEw7Yhg5yZGYBroIqTuqsrIVsUuB0tT9WwwFXfmtPnhabTTnlZskti47xynrFGK3GwjeeEfuRV6fctPQsSjGR3IOeeG/HxJkZMf3Ezn65+3t93U45/7LwP8ZLaS+A7wB/GPA/xj4c865Pysix4/4uf848FeAHfAe8GXgjwD/feCfcc79aRF55x/xufzOx4nDD5FegubkmHmZHyJhGHB46OvmY5sbL87pcagvBWYQ5z25VU55YUiRMQ4gnTyfDGzRYNbaG8Nux8X0CIfQlgU/RnyJuBrUt2T193jgZiwGB68zD3Vl1UgFVrKhbVDSK64L05DY7UaV5rc1Z231vlHJfYhReTVOuTIla3jnaqbWRRVXuag0PVdVGWDmkM4FXD8XAA9dxmEtrnTz6daiKvKh6q8Y1C9lCNphdZtPx6CjvNO8kFIijQNzyczzTKiFlBJPLvaAsJxOnE4zuWS++/ZbzPPM/fFeCYEhWudlqg5/DmQN0fEwZHKaJsZpBBytVI6HA8fDcUvldqiaJTi3KfFWbyupbZPQi40oY0yWPm35RrK6kjuCT9B0lFE6nAL83a+9zuc+tuM/8qWfoDsIeaCniRYzDnXHlR4p2dOdR7zXTbtGXFFif0gPzCT5MGxt7Z+1azphErsn1v/p920O3CvK5PS+WZtxETYH9VVpqeoWM5brXT1RxJQydKRXelC0iBRxMZrLc6QHTxEo4mgESnfMpXEqldIdS9fCaBGnajVxNO+ooKiR+ako50u5XyKyJdt3Rfnxzut4BSsOnfn8CGqhYZ9zIWxO0C7YBm4GjHRPcIkhTMR4iQsXCBOdpDwN0Y3CRV1P8BpG6mOn5EqVStPdDW88I32z0Rj6id7BxaAqrhiMRX4udqXrWK3Vheg6vhWoyjVyVJw0u0aLmXjKdv9Zm6+oR7CQVgpSdXQS/cAYd3S0MOk0nEsEJ8aFsRGzCIsPtMs9X/nuW/ylv/7L/Ma3vku42FEMQdbEerehqQ41rWwW9SK9KVnfOUqXTZ6/LAvV3LGbje+91atbE7XOCMEatrN3uhOnI+xuQdPrc01K/M55IUYlX0s39WEMXD9WP7U8L5RSeOf5Dbu04/Lygpsb/X3jOGpu27KoojYG9UsaJ/bRm9ebxgf13shz3p67c45hiCxLxqWVV6mBvM2CuC+uLom7kaV2LvZ7UvL4uwP9IJSmbui9K2+rGxXhlZcfI70xH2akQQzJfMmEcZpop4U0RgIwjBEfJ2prWgDGQELHmr6IOmebgAd0XK1KZx0RL6Ux2njV7PyU19U7pQsENQcuvW9qR7Ua0VGb/Ac4PuR94N8Gfgn4ZeC/Bvznf68fcM59HvjzaGH0PwT+FyIizrnPAf9v4D8E/M+B//aHfu4K+L+hhdG/DPwPRKQ4514G/jLwZ+z3/me+X08OBy4l/Dgo8pOzBnQOkTgOxCHhThGpamgnqsq22shuSo/mCona8RdzOc2tspTKnDNjGkgxkrOaMKY6Ml0qkc4DNRdICZ8LvhR8ydQScMmTesRLOI8znG7kOgk2FYvrqu4x3w6wxykdqZ00JR5fXSjXx3bJanb3UwykNOg4wekIYAxK6p3n2dRXwDZLxwjZulEqsTiYD9O6SWoHvKphTqcTvXd206R/RyywtTf1xnFrcaKPKRuahTPiN9oVauhjBO/OmWHeK7HTiXbyo6rglmUhJJOietjvd3zwbGZZ5i2fTU0lm7ogo75LuRWakdanaSINiWm/w/nA8XiglIJzCu93G8GtDubqV6M+Q6Xms/eHU26W8pXU+RsgxUhMiWVZdBFFN/XnufG3v/w6n3vtis9+7DHeVUIp1LIwl4VQCglF31pezYvUO8jHgdoKoQ9alGyFtHZ1SsP3dgXb/x+gR3L+gv3YNkdjs4JeG4UHX8IsBkQsHX79Nc4ZMqPqTimR7iKdaKitFkZELZJciJrCjqdhpGoXqKIjsyKQO4oeNUWJuhGvZTVtRJEQ9YBaFYQWE7EVcvqYVjO8YCKA7cH6FWXQ8bkEcJgjtQsEn5iGiYvp0gjYT/DDNRL2iB/oLiEuaG7cMCIhGormaDR6EGTw+K6Zgpj/mFOXPrMWULSkO422aAjRsRlTdtRDRnPvqo7QvN1XUoGqTvei6ijvlPDrsPGGobk4zVCLQTMOnRNDjTwpCF5mVT8KSMv4MOKl43vCxQE8lJDIY+LX3/wO/+q/9e/yG2+8wfTomlo8ZTF02kZpVhqolxNmGYI7F4Si5z4O41b4OaxoNNjyw4jDVihieN+KKtn/QwjsL/ZMowpOamvsd3tS0GJGg7qLxrhI43Q4stvt2e8npmmk1srFxZ5SKrlknFMKQi2VYRg2TmKQszHlOI3IIJaTaCP7VnEoGo7o44opUnuj9QJ4xAnLciL2xjBNfPyVl+gi3NzeajAtnRA9VbQBW0eGITheenzFF7/4E7z05Jrj0w8Y40gXWJa23rqkQVE7TNk3hsTheMLHwDgORHH41vHSmYaBRCB0oVe/5s+aMEERoe4MIYZNMZhbhxCtMFKukUhXMrbrFpUV7DXnQ6/mD+74vhVHHx6dOef+i9/Dj/0LwAj8f0TkX3rwu153zv1zwM8B/w3n3P/kQyjQfxN4Ffgq8N8TM+0QkafOuf8S8NvAf9o59ydF5O/+gZ7Y+fmoKWOr2vVndX+N40iaJuKoTs8Uh9n2bOMWYPOIEacLv5OGF08zNUgumZIGG+kMyqPpapS2esO0WnFNeQXkiKsDoa8GgI3ePV7Okkq96VXj0cXj7C2EsEV0eEOOdI3XHKgnj695fP2Ip8+eUWtRX6LWWLLe6N77zYNjteb3LmzmjYKiQbU1kkULeCtS1HLfb6jKxoMSCCmqqkyEGhNLXkztZQ7bti2Xok6uq0mhKtxGRVp6Z+yjqvJsA0spKRfMvKXyXCglazaXBYZeXl2pxwrgXOQTH3sVAQ6nEzjlFSGitgfBMQ4jvnmV9ufMze0N+4sLdrsdPjn2F3tqLmcjx1Ioxa4d0Q01BEXi1ggEVRzqKGc05V2PyQibzrgTYmMOT6ka2Pr60xN/41e+zp/7j/4kr738BF8XhtZYinaMpTbGJqRLTy/mlRUTtQyENNBqQdpg6I1u7usoxJpAthd27bA/NF57kWd3/ty2yq43hP0Tt7pve7yLmrWEEKQTeqO1pAWlC1oguaCS3uDpIdCNf+RiNAhelTJNPOKjyp9FUSKV6Tu6D4oOuTPfQbvbh4WRPvY19sGhZnjrpEzHwoqArcae6si88rJYjTjQ8NlIiiMX4yX76RHD+IQwPMINV/Qwgk+Ii1o4pIHqA431/ATlaXlP2JzzxUxjVV3hOwQJtFro3jFOO5xobp3YuqHoYwE6MaiIo1ZDsEU1eg5rmnrTLCyT5en6YNlcmBO3CNLVkDU4dXsOsRNc3UZY0fx6nHRCt9gJ71li4pAiP/+1b/IX/urP8433PqCnyO3hSBom9SKrDe+D+aR5tX+wIialQe9DC48t5kmkhH+3kaydM8RoWwftmmYbgOrYbh3/o6762LVQciZF8w/qGkbcg+aWBR9ovtKqKu5iiCzHEy0mQgwMKRkZXH2EQoy0Urm/O6jpbUrUUmhOR5atd0qpjOOwRYN0ke1xOZTnqYVSVWGPGY0iyi0TU7XNpxPOOebjiaVkcqtqSmkRVzpSV4b9brfj5VdeYRwTcfeYUyqqcLOWJSTHbtoRo6OVYnmLgdwbPjoVBjX1FBv3E4OLhC46FfAOmhAJisQ5jZFZOUf2xJS7ZnBrbd2ekk4fnI3zSm+qfHPh4fLyAz/+0AjZTq/Yf8b++ec//HUR+dvOud9ER2X/WeB//+DL/zl7/39aC6MHP/dt59xfA/5p4L8AfF+KI5xjmCZKVZKyH4YNNRp2E+M0qWTTBYN85Tze4jyuEBtxaaip8mpq9+SqF3FtyokJoZOCN9VCpteCdJWze3PU7pYIH2VNR+eMGIFJqbUDfUiC3QocczoVt0p7G60WXO8MMdnnNmSd1sRiRdQfyNEpzm38izU3zKO8GN8aw5AYh0F5TrYBlqIFSQyrc4x2404cKer8PEZ1vW2tkZJsiMp6Ur0VFt5p0KP0rBEJuaryxKsbbXCe5XjY4lDE5PNIZxwHdhd75tMJpHN1da1ITi7sdjtubm+pxlnyzhGGAT94duNISoZ4OGzBauSsRZd2sHVb4LxoZIwbLFC3NouVsZGT/SddSCGSiy1mXUmcvZ9jSVqr27ivi5KNj3T+3tfe4zOfuuKlJxckGp5MRDP6SlUpuzjPcBVwNVGXEz4m5RekRK2FOAwq8xfztBGF4J0H6WtVc76mPzx9U/RHXvjceu/o+xd/0Dlnxs+BNbdOF+CEjw2qGQo6b0WSevl0r2Ou7rVgYlX4WZFfu9BkRYl0XNWdBc86hfLBbcXQRkZfP96ez0piXp/CeTylG7cVRtbRbuQq8TgizkViGNlPl1xcPGbavUSYHuN319Qw0NGQaBcSPUQk6NjTBjq6GcSgcjSLcej0LTKD5vFdEYbWhGE36mM1pHUN1JVelVjsPR5VtHoveNc1IsSUZ4iQvAdpSGnb6F+R5bYFVOv5ECs+uuXaFfX+mQblOElR/k+AMIBEIQfH01b5d37tH/CXf+5X+dYHz2lBM+P0WlPz16Uvtr6s2XO6vtTamJfZGjL0dbcd1jkd7/Sm/mk6og7nNczQl/OFaD5JSSkJKtM3Erd36mV2V5VbNIy03jnlhew9wzTYPV/NoVuR8JVQPR9P+BCYpgkflXMmKen9Oi/qERV0rLYW4YiQl0waEs28o9ZbZcs/9HoflALSlIu1ruOKIsHh/p41yLa3fkbQNjKfFvRNYBgm9hePaG3By4CXRPSJGJsGJe9G4sUe7yDPB0BR71HW6KOE88IweIY04QVcE1wDP4KUSqiNmAZAFPxxa1SMIn/eYapF9V1To1EHZgegHFdHrgoU/DCPP0y12meBT9rHP/e7fM/PocXRP4EVR865CPyp7+Hn/mn7ue/bkYaJNGih4sZEGJXXMu4mxv2OYRzw8wlXlMOwyqS3CQPnf2+b3do5tEquxXK6lMCm3WGnlUyrldQ0lFO6ummfY0f6OTpi5SO4FWnZ7PzQ87euEcoPEiMt+hULqJUhaEgsDutQDO1AF7E14ywE8+fxWlyJuM2rBmyWXKpxEzAlndBqI8Skyivj2hANGVuLrC5IODut+hg3h23p3SS4bSNS1ragaLsWHxpvgpmbFd1gxVlx1DXwMAVinKyLmrQrKpW0V35BrVVTp4P6M/SmhM3aCnM+0VHC9DhN7PaJkjPH42mT4M51OSMShmKtM3RV80UNeGzqZF5KscIwbJ4nK3cJpyPKFAa2AOGmRPfihOdL42d/9Tt85rXH/NRrL2mki1uI4ii5EfIIp1uK102bNCI10/JCTQMhKrqmKeF9C8jszePDPyqQvVVH2/9f6PrsE8KDcWPv+KAFoF+LH6fxleK9FRBhhW903GbkdtyDIsk9gO6dmW6ihdGK6K4csHWU9rBAevj4bDj48KlsG40gDwjP6OMQ9fQKYWQc90zjJXF8hN89wu2vKGmguUDDeHxB1VZhHNXiozZaB++jEVc7zRy/u93n3iuPTapQs6KOzgwKNSPP+Hq94j0W81MQ13BONM4BCEGva7Hon15mnMjm8IyNOLxDzz2mM7JoJJwYIVvRi5C8GR6CS5B2EUmRHAJv3t7zV3/9df7KL32Vd45HagjUpnL8IXjlDlJNZSbmIu02VAiUDoBYDiA6QpTmzoIXQ4xCXHmLiuSthoLrGgl6flptdGeqKJFtlKrP37PkbPlnptSVph5v00QaNKZlHAZiiOwvLqi1cjwecasPUwgWFhuYdhPDONCrqhA1UucsKOlOtEGyQOltMO2E0IPmUcYJ5zQMdx1Vty6G+mlmpy6Eq/milfRighHULT8vmUdPHvPk5VdZnr7JPmg0z5QCIgs9ePzFHqYd0YG7G2hdrDgy7ywfiENgShMpJkONgA6RQM8FvyyEVvXa3FzE9L2jEYl0HFU0+qm3qhJ+5/U1CGrAGYKON3+Yxx9mcfRFe78A3/1dvucbH/pegM8D6UNf/15+7g94qM9RHAb1IrKsszQMDNPIuN8xTiPxoJ2/2Hx+PV7otNcFr3eC6zSvhUSulWybsnd+MwwMMdGrIiK+NZyhRlK7FkdrgWSZQ7oAPPyDDx7ER2GS612koCv7aeByv9/MHNfO5fwrdREJxoOK5lRba6P1+byACixlobaqELV1g+IcKRrRFYVlc844RF2/g6e2iguBYYh4G8eFEFRhdppJQZGmJS86JjQCsHggoPJxYFnK2aFbTC4tnmpFaV4Kg21KOWdCUlnyGBOffvR468xqLdzd3Wq8S2tmeKeLRL0/4lCOxpAG1pDKcZo4HY/Mc97yjZpJ6+mN5Ed8dOQya5fnPa1VAkGdvM2PSUSRgs3bxa/EYRtnSocQ+Pb7J/7mL3+Tlx9PfOxyrz44vrDkim8zsS6Qj7TTQA0DMe2QpvyT3srm1+RFi4mA2zhk7sPX0u/rkHOB8eEK6cG/nVfTwjWZXMUFytvB0CPs4zUaY2NAe1tIvXXRegVusnpx54/ZyPEP0KIXCqSVnAsrD8rZ/SE4+7xsY7XeBTHZvkdJ2M5FhmFiN2pQrh+vYNrTx4nmIxIGfZwh0Zwqy/wwKjk7qOBDxx+KiCTnoXXKPNNOs6I2ooR1H5QUTLMaUVBvs/W1QzPHfFIn7SBVzT+rijCiZZRFj+aJ2dBxdWh+oZh0grOiyHlwXrTgssLJeXXE9mMk7CJtCPRh4JvvH/g3fv43+Wu/8S0+WCrdB2rTsdRq3hjNNqP5NaPPxi21ao6eyFYQ1KZZes65TRjSgRSD8p+i+sa1XJWn9mCku76egpghLdZ8+G3NFJsEe0Pf11e/djUqjD0RvGca1bC1FG3sXnn5ZZara07HI6VVxmHcGp21KWLQllWNICshqRlEa03pGlHRKDqbl5yPkRSiKSlRo8tmDuRg3EblvEWLB8lljdJhKx6Vp6VF5Gc//WnGYWIpsEt7wvVjdqkTXaOHQEsBiXrtSddSodEZ3EDoGq6dfGQYdgQXTAipHEznovJilxlfClILvlcaDbWJWA1EG8kFeslahIVAaY1uzqoNaNJMtbeGBf9wjj/M4uiJvX8uW6v2O45nH/reD3/8jI8+Purnfs/DOffm7/HlT+hrExX2NTJoSImQEsM4mGppUiLzvNAsomPlbGhnYjeZFU3COfyz9W7E7ELOhRQS3bLXemz0UjekiC64plC766IY6VoYNUGCtbsPJNpsXbJsnbHYYzDsFlBo+3KauL68JKVopmIrF0dPhjdDxxgTwWvOlPeeILLtdcEHvUmti1kXCMRUeDgbV3mc11Fb8AFx/Wye6B2lNlJr7EI08rKaOeI1ud7ZvF0w0nFX9UmIuniN06RdWt8ggE0BFsJEF2GcRtawzCkNOB8Yx8TlxV75SoIF3A48e/YBp+OJvBarhmbVpQCraaUWRheXV9zf3/Huu+/iiyfnQq8Vacozuz8cFInLSl5XpE80aiZosHBtjTQMyisQXSx7VbuCECOuC7UJRRzeB/7+bz/nU5/4Nv+Jf+ILXMWJAWHIDe9mWO7BBXwakeVATRMxjfQ6bmPa3hrSlQjZ14vXuVX0xIuzsd/ttn14Y33o3x/5I7K9X8cI+p+NTZyzG2kl156J5WLIAgbLu63QX6/vVUGqjs/OpEtrASQr56h/GEXSgjCYwnLdLd1WEPUtT01EC+9gY2rvIjEOjMPEuLsi7q+RYaKlgTgOhDDSXcB5HamFEHBpQGwsn3y0yBeV9oegTUUvVUcxKUFW1M/FSEKVU8E8e+gdMedGdUH3hKBBrdF3Qg+4pnxB79QkshOgZRtJmdqo942D9RA4W3P48Fosddc1pqRDD6JZgaOjT5EcR7759MBf/Lmv8P/98hs8L0Lz6t2juXMO7yIaveQ2jx9viLaYjcDqqq/3weqmr2Pfbby2rnWc+ZDKZ1yrb4dfcyEFxnEwJ3q9H8XGrazXn3fsdhPTOIKH2qsVUYHWKzULcdL7FJRyME4Tw6hrzopyr5YCej61MEopIuOk4hz1DYCihpC1NeMyBVVurQozI+Rvxbt3BPH4FIkhgVjR34Xjadbxu6zsOi2gBB3NT0MixcQHT58xzJWTwHB1TUh6rUv0FCri9breXWogeOmVy92VnqcuSG5aCMVBeXGiha73EUkFP+zwVRWRvWR8q2pk1isiTYv7XhEXybXgg8NHoSIUExGFFLZC36C0f/i68304/jCLo8ne59/jexZ7v/uIn/u9fvajfu4PfDgrCkKI1BBwKRKS8o7GaWLa7RiGpMTsdr4JH3KPNlTeCqbOKnnUEUpZuUeWqxVCpLfGMs/EcSJO06ZO8YIWRx1FRWyRxhZ7vHV/zW6q9W0tkNYi6cFjoVUudxOf+vjH2E07TvN8powYIqLcKqhVORAqDxdKqaxurzEF6yBsY7WfbzYOBAgSEa+htt4rotQR6J2AWR0smfm0sNvtWOX8OOXuLMvCYLlJ28LolPewLhQ+ROLg6VUjBVrXbsqHQEwT87JwPJ4YxpHDcab0rpLhZ8U6We1cNeakMx9nTqeZw+FIiJGrR1c0aQzjyDRNioAJLPNCacqTCCEy2Iaqpo4K76t6yMpXh5HMrdhqVniZ7YLyxPR16E2sU1QTvN50EyvOcVuFX/z193jtkxf89Bc+iSOSRnCSgZk2B1wccWnCtRnaAi0jtdCyKfzEVFfmjnzutl8sjHSZ/x4KpA8f8uGPrYRxD8ao3j+4V9w2Em0rMVkecIaccpNc8Bs/7IxxrgjSGTg9c4zsedr9t3puCWKeQJwRSVkJ2OebWaxy8FhhhIZAa7DsxDjtCdMehh0yTsg40mPCxQQh4XwipIEwjPo5r5/3QT/vY9qKHEWGKzIO1OOJfEC7L2kEp0aUzniMOq4xkYNzq0WUFkZUnHlvueiJ3eG7CjVa1xfbex2pC0WLjm6jJiUZGU1AENchOFzUNwT8FPBTpISAjDt+6617/vV/9yv87Nfe4nnpNCv4A4aG4jUaqDdaXXk8YSuGHE55lvaS9v6wgLbHxHlU2sx+YL0CNH8S4+npY3S26KWU2O10Oym1IOi9ripTU+ClRBoSnc6QBoZRCePLPOMGPS+dRkzqefbOu+9qBprT2CPQ+945RXRaVXQ2+MC0n6ilMBclWMch0epqNrkS2jWcGtdpvuFTZLfbMUpnHRDoHalr7Zwzuerr35XFvBWMmCGwc87Uu4E8Z652e1vXA9U78jxrQR5HRSK7R6TggcHb7xVw3WkiRO2I02BjtxZHzkMY8KnipeNq2d581Ua/W6YfrYDPNE6b1Q2iRqY+ebpTjq7rD3fQH/zxh1kcreaOw+/xPaO9P33Ez60/+1EmkR/1c7/nISKf/t2+ZqjSa2t36s3czQWN8ogpMUwj026nku50pFSvYY9sNQgv7ArrPiMreqRBrWpq1jSmwutFm2LEu0DJmXA6EafRYgOcjY+sIGrGi2nm5CvuvPC3to1NxP7OetO6oAoecdotejrXFxdbcrWY/E47UCXPaiGkfiaEoEGrfSXq+Q2h8c4h/gEJPJrywgHm6aE+FlpCdSteasksaEBtiukcqlo1c+p4OunWrLkFJg03IrcVVd1m5M5DpTLEhJp3KiE8pcAwXnM43m9Q8+lwIo2JWioZlEAp2pULMKTE9dUjPvWp15h2O549v+H29lYXo965fX7LsizMy0wRIaSkEQxrYSdKMqSjHbcXe53AR7+9XisnLaWoSiTzcenm3dJsEVcUTH+mOkf2nu8+y/x7v/wdPvaxSz55fU0MMFDxrtKWGcoR8hFZjvRhjwwTUiekjdC1eHUuvjBy2sjjH1EgfeQ9AwqFv3iXnS/8dVV/ATVaOSMPxrlWAan3kWyeQB2HsHKS/MZRSlE7Yl8fxMausm+Md2Kjsq0QejB2WJGSbZRsBVhAUFm4IaPOq5weGys7TyAQnLpg73Z7ht0FYdoTph1htyNMO9y0w6WJmAZCGglpIqQBFwYIEecHG9+PhJjsvKtCrddKnU963nvTxxQgSdf4kt719atVuWLSlXQdIAYhOY1zcK6rvUcPqqTKmk3nkwo+JOioa0VoBJTD5Myx3cYz3qm7e/AeSUpudmNC9jsY9nztnSP/l7/x9/m53/oOR6CJqju9oTYia8RI3M6/8nuiRQrJNtoaY1K2SjffHIc+PkE9ocwheyWca5idXm5N5HxNeeNXtm7rrJKgxXmEwHSxI5zuN/f/2gqnLOwvdky7iVIKh+MR7zyjKd1Kq2aLosrZ0oXT0vCuMyYtOnoXpKm5Y8Mk9iGqEWdQH6AuHYlBFcLGrXKG0HSE4grBQ4yRMY0W49RZlkK2oOpcCrXpehUlUsuy3ZBiyrDWVHzy2c9/gTSMJOeIU6J1odQOo4OoStUQI700WtVRbakZC2GxZsaTkpLqm/Ok6M2WxSEUE1JAHHeE1vCtIsVG+bVA1ZEbeSHKSieoRARSpAYQU3erHc2DYu8HfPxhFkfP7P1j55z7XUZrTz70vR/++Anw1vf4c9+XY938nfe4EA2Z0NHabjex202MKbEs6qwqH8XXMAMklZo3HEFJgU5vkCUvJAt4rbVQS2KYUKJeF/JpJu01/kKa0EpHclUDuZ7YCNgG4TrrcttaILVqG241I9+gEQNeRxkxeC6nUUdM7sUbwfox1nDCYRi0MKnbbseWbG2b4WoOiZgcfR0rivJ0fBo1VPaBKqv3ppEcXomhJRc7F4UQEr3DOChyt8ZxeK+b15KzPifOm13rKgvdjTvyfKKUzDKfCCGxm3ZGooSL3Z795Y7T6cTh/mgdmWeZM4+fPOKVV19lGidYVXJO2O335OXEaTkxTonWCoMkvKgfSTW3ZzVz1E0UZ54j5iAszfLmRDvltQjxTl3Dcy40UTVbNF7OOIyKjPTOaZ5V8diVf/Kb37rn5//em/yn/uxPso8BnEqtfXXQTvi24NtMzwfqPBLiSE8TvRQkJeXzbMW1w3eh+3W8ti5QemF/FHq01j3bdWAb1rrZrgjOgyqJjQ/hz8WR/q317yifyBtSpBurFkPNzkuKQTk0zutiCg9QoJU3416oz7YCaX0UXb9ntZlQ76IVMVq/0RNcUFKzcY2C01ie3Tgx7fYMuz1pf0Hc7wn7PeHyirC7JAw7LYqGyQqkAR8GHU2kkTSMel37YAiVNQY5U1IkOEcBWvD4NhBQQ9FeMt4JUgq9BVxXU0fvOj5oMRN6x2mQnLkaOyqOMOo92EVVn9Dpojwv8Z4iopLqdezkwUXw0VFdhyEyXI20NJDjxJffeM5f+Gtf4Re//l3ue1M1noCzBiZGFSCsqfPrqW1NgGYKMLRQF8xAdl1ftHBbeUMrCV0pQ24brbp1NGdrn9ioqomW1t7r63V1dQ0CHzx/Rlv0b0tQusMpLwxOmNghAsejNmXXV4/Iy8I4TuyC43A8UUrFx8jjx4/oz+85HE/gNHMxeLUh8N5zmhveRyMcO5zxMXOtLPNCDA6cNrGdTgzKURXRGJFq5y3FYOChom7LsmihpnX8NoFoNjlgHftG+BNf+pP89M98ies6s5MZ8oHleMINgUEcXarGNKH7Qhw1ygqf9P4zRFFA425QrpBz3hIVBJ/MmBjlKkXncK1BKfRSoGSo+rEjMvoRkUouC55ON3d3Qa1qhGr7yQ/n+MMsjr5m70fgU6g79oePL3zoewG+BRSUlP0FPro4+qif+4MfAqAk2BXGVIdUDYbd7Xfs93uVroeAqx6RekYCnSDeFuuw3rgKBZcCCeWlJHG0obMs2iVqTlhif3GJQx1RaVoYnb1PRBfrEHRs5QQJtm3J5uzxwKdEzJiwo8Ms/d5aG9VlhpS28NcY47bYROPUOLeatKn6zAI+WPe7tVNTDgbGLbJNSUQJoSEwDCNFIqUuNLHAVudwDTpV3YJxRmhWyLaLQdZOs9xWsnJvqzouMUw7Ss4c7g6IwJDUQLKLkIsqULwP1OXE5Tjw8iuvUvLCK6+8wu39Hbk0rp9MPL5+xMdefYXLy0u6CB988JR33vou77/3PqdcFR10MI6Rucy2kCugMfpEI5BzIZslQPDq3Bu8LhwStFtCTKWz2isYktVqIybPxbijI0zjxG6aCF7N4eZFXb73ux0+L8y5UHzg6CO/+Kvv85lPX/MzP/lJXK8EX/CDQ8wN2VOhLtR8wC+JMIykcaS3AS8RJ95QQxRZMMRGxxoPb4t/2IK1jrh4WJF8xHe5jYi9KqDU78bTnZqNeh+QEGkE8xPT6zMGJaymGBlTJM6ZIBhryXEufT4EWj18HCtKZh9vj91pP7ONZOwZOSvIN7+fEBmGQcfruz3DxSXp4oJwcUG4vCReXBJ3V8TxgjjsSIPKxH0aiFYUpXG0vEW1vtDiSDe/ljN1GRhSZAmeNg1QMr43JWoHjdvoweOLo1eh5UK3EQXOmSGfNmzrdhOmSdE1X6m9mcrWzDU7qqLt3RSf5r0mQhBPSAPDLuEmTxsm2O35yjc/4H/3//gV/t4bT2kxbIWRd+583lHnaQLWDKyKV/AuECw2qXUlHTsjwCtBOhhSY8US3Tgs3mJblMjvjeS9EralK+JN72owC+ScOd4fubjY8+T6Ecs8k4ZIaepRFqISnY+Hg8aAxIQTR1kWE12MOuYadzy/udHsxt2Oj7/6mLvDxGmZcU5x8cvrK3O/VwSq1Lqtd7kU5lnd/HvvJK9r+Wo46tDGKaC+aKfjkRz0e1qzYGpD1krVANpsOZbOe1LwhpiBoCq5d955h3SRePRoR+6FcKmNZs2FWhQVrqu/kBe7/nVqshXJzoGLOJ+QUijSke6Ixu2qyMYjUyacQMgQCi4MtLzQyYQw4AxNGuIOeqF5jHZR1aeO+sJ68oM+/jCLo28DbwOfQB2t/+8f8T1/xt7/4voJEanOub+LyvT/DB8t5/8dP/f9ONZb0flACJ7mHC5EYhoYRuUcXVxecnl5wfF0opZCESMQ66BbGf1BF9W2aKQfPjzIEovqvpwXxhS3jSgEHat5gStTktHU5l2N2CKtdlrp+AEbv4StWKFjajazAegay9FahW5EXOsGvAtM48gQkyIaVmTVUhROHuPG7ailsMyqnkk+6jjNFE/OBTOANI8iQV1m69ksMi+ZuR6QVvBBkR6d9Y+26WmxV4u5tpqFfK0VrANtos4wGo6rY7VqC4SzXKLWNQB2vw9cXF5rYjWC9xOXjx7z/Pkth+M9uTdynvnsZz7Da5/9PLe3J3ZDpMwzN7d3fPc7b/Pmt36bu7sDLg00Kqd8YppGdbutjd04qgu490QbxU6TBuTmUomCOqALG+dFVpM2i2HReQ5mBgpj0g2Grn4otRS1RkBHEaVWYoqMCZZS8aPjg4Pwt37puzx5PPDFT36KKlURwqa+ULSCtAXKTK+ZWk6Uuif2SQvsVR1iF9GLmWvuQ2uU/C5rlvvQ+w99aatBFI3wWHcfIy1GRYViREoEn+gh0V20CJuBnhPF6+g2xKiSa1NexeCJ0rWIl4eI1e9+j3vnwFtR+OFHbh84G+sgYuo05c6EEJmmiWG3J+72+N2esLPiaH9J2F0x7K8Zdpek6YJhnIjDqAamoxZHMSX8A38eQBGE2milUIfBshc9ZUhQFtqyQPCEIdLzQgiOKo3enKrPmqiM2jttqNxqIyK4IVHKQu9V+TsxMNdMDGqgubRKFW3qWiuAEINnSJ4UdRwT9xN58LQ48Stf+S7/yl/9NX7znVtqcIgPRK9q27U5adJZsjZgMUQNbm4abB2Mbxa8+vrLAyf/VaUpvVlGlzaOK8raWZFy0TgkVOkKjiENxpXUa6GWqhSG1ghxIVbl2uHh7nBPiIGL/Z5xGjnNM8fTUR3Fo/oZDePIxeWlIucusNtptMf94cDT95+y5Myj62uGYcfpcCTnTC6L/s2uf1cJybJZEIUUSH2gt6oZi70THKrwWtFPbOTrzKW79fNUAFHE3JCxIazcMaeWH0umtkIpC7/887/AH3/t03z2H/8jnI5qPTKOO5wTqhVULRf6KRMxG5S1+TWDU1YbmDjSGzoedCZ+8GfkW9JozuCL8RgjhEJ3i308UOaZ3qB7dExKUuTXd3yveFdQz/7/P+AcWUzIvwn8t4D/Kh8qjpxzfxr1OCrAv/WhH/9LaHH0X3HO/S8fGkE65z6LBuAC/MXv52NWyNY/IGYneiyax5WSkrKNmD0Og4aFlqIZQ1i3baS4Lmo2Jn2NJQhGRLNOvVfz6tG5f8kLIUYeXV1qCrWNoMQ4ROvoqreOa6tnjPlKmBeQtE7Nhbyc6L3Y2EEDdKWZn444xnHH9fUj7ZJwCpei8+fWG0te9MYN1pmlqI/H1ECrl5Ef9GKOMdkGol1EQb2cEFiWk3YFwZ66UyK2yJm4rEoS7QiF1W9IF4gQI84pl2EY1bOo1krrSnKcLnbQNLj1+tGVduTmYdxEX5k33n6bZT7xqU98nMePr/nSz/wMn/30Z/mFX/5VvvvWB9w//4A3fvu3NPHc5NO7iytOeWacRq6fPFKl26RUt8vLSxzC7c2NBdsqv2tIyfhaqqbrpaIGfLb42+axBmlGH5nGSV1ia2E37Sm1cFpmXex9QGjqKtwVck/DQCeSS8MnzzffnPmlX3+LT77yCiHtSK7ifKHke0LUsEnXK1IWesn0mi22wEz+5UX57BlP2SqF7TMfPn5nDfKAL/CgMNq4Resoy6vrcEuJlrL6n8SIRI0RcTFYJlzERfUJckGDSEMMqqD0juQMSPDg+qraXMdoLz5eBTPc9jxWztH2Kbe+WwsjGzA7Gx04JdwOo6I/YZw0HHc34ac9Ybok7bU4GveXpGnPuNvZCC0ZBylpXqM/2zZotxHoKVi+n/kPIfjo6ItmXMUxUZeF5SDUU4MYCKKFEUEdw5Xbr4To3jo+ePJ81GK5rQKQQK2Krq4buQuOUivOCSkGxhhJQ2SYAvFiJIdAuHjEL/7Wm/yv/+Iv8frtDMlTmsN1lHO33avOfJUUxdExflLFWtcNfskLEpoqRdfXwFA95+0qMvR5HX36oKOcZmut99pMxlXJJjDuduwvrknDQFlO3N08p5Ssoa/PMxcXe3XQr4VdDNwfDix5YTfteHz1iCEliyZaqMbDdM6TkqPVTkw6ol/ywvNnz7m/vyfFwIr+v//06ZYbKVgBUrVIC1G5idPFyBD23D6/1SQEu+pKXWi9qboU83cyOxgxtFrFAJb7WasKEUSnAeqttOB94Orqkt0w8sd+4vN88tXHvP/uOwSvlgsOo4t4cL3TnSNXjZYKIdCqEf8tAirGEVxEvBhHzsbla5EbA3FUVfAGwYaE+EVRglppcqSPID7oWL8VnXzQca4pt9cFpGdF0NzvXFl+EMcfJnIE8C+hhdF/0jn3L/Bittr/wb7nXxGRtz/0c/9bNHrkjwL/K+fcw2y1v4A+r/+XiPyd7+/DFUqttNrxLhBToudAdRtSbIXTyn2IeBSK3jYRW9gULdAiYE20126umfGf5qHVlsl5Vi7TOGwL4+rbQsCSwM8brLROWboOHp3yd3rT2X6r1fK6OqUs6m3CaqRYmeeF5U6ltdM0mingOuNfeRhG5HZr9peYqEkePEVligxR4XH16/D0piZn3nnLj1t/al38dEAnouG1vmmoonNqYrbm7qgxo34uBPVZGix6oDVhHCJ4zU1rTWX4eM/t4cC8LAzjyH6/4/GjR3zu85/hx7/wY7z2qU9x8+yG5x8859/7d36Wr3/96xAigc719RWn04ndfsdLLz9hWU4477h6dKW8i6rFmUjn5vkzDvc31LLQykLwUYmQZq64qvqCjY5UmaZk4hATEKg1qwopaHzBUiun+aiRAl3zrYYhsWRVrA2DLdz23HrvLLVzQPjyb93yuc++zn/4j/444mBwBScL5XRPiHt82kFdtjd1Y69IXwMuFW1YixmNIFhf54cI0nnR+ujl62Fh9KGPnfJRVsNUF1RRE6OGfraSkBjpZqzngzcPMEUxQ/BUuz6HcWBIGbdUZSl5WMlnst57PGBKiU2wZH12bvOTAdkKlRdGakA0916PmiyO48AwjITBiqNpwo8TftoRpj1puiDtL4m7C9I0kaadFlJREQ4fvSEnDws3pxufKcaCREQmQxqF4mCIjuVwD80zXOzxTqinTi4nWlcSrzQordJaprdGSoqGrgLX7tD7WndZXefo+GTCkoDeYzGRUmTYJeIUKDHC5SW/8Jvf4V/+N36Ob9+dcNNELlaksHqYuQ1Bdu5sWqsE7ES3sOWVelqacfKk88Kh0ImeGeMWaRxS35Ck2itDCnQPS1X1aJ+PLDVzOC0M047dELm6vkREONzf01pjKTqiv7y80MeQCykmri4vOR1Pem8NAykl5mXh5uaWw/GkIoA0MAz65r2ndR2Tr6KJ3W7Hxf5CEcB1jLhSD3zQIsYy15qpAtdiURwaJtx1ne9diC6ogtduy2brpXhHd7pPrTSDXDLZkGUfI0+ePObP/pP/Mb7003+McvcOOWeDVK2RjcO2j6iRKJRcicHClnvDN2/jskBtWhiKKY7BKT9x2hFTognQdY2jKxlbgsAY6DLDMJnhqY7sWlY6ivhurEGPF6cJ1dsd+IM/vm/FkXPuz6Chr+txae//Refcf/fB578kIm8AiMg3nXP/deD/iAbM/vPOuXeBfwzd2v8OWgS9cIjIrdPstn8b+O8A/6xz7ttosbRHeUn/3Pfrua1HLatRnl3gZqeuM1hta4Yhsd/vuNjvmY8zSw50UWK2OulaBX1uRS3rSS/6ZnLvZn/He7XBD8HTzRtCG6FVgaNmbD6cFRzeOhppjYb519RKU995EC2MkGa+GE1n4a0RgubouA7jkNCi5WwEV1vboO91gdZp1+ozozd9NGkzotlmteq4qLWmeVGiqoudg7lkmlRzDrd9TLRrwGn0yG6/Z14Wes5nPxt7PDFGfAicTrPK7m2cmOcZnOOll17l5Vde5vr6kpdffgnnPC+//ArXV1fM80xZCsfjkfffeZ/nz57z21//bb71zW/x/PkzLi737C8uuLje85nPfoqry0uOpwPH6Bl3A8+fva/wti2Gl9ePaBYhsttNW3xLXwqtFk6nWR1t12vKRozBB8ZxJKWBj3/8E0gX3nrrOyzzspHNF+uEY4j02rSQzQrVCypNrr1RSlGCZ+7MHd6/6fzyr7/HKy/t+Nwrr4LTxRUZqPmAS7Y4LRNtOdHyiV5H7U57Vc6BvEi77mfw7h96yIP/w8Ox1gMG0IbonKXaKhSIm6dW96rabCinpKObgvOqkOkG56zWDsF7Ig5fdIS8IlQq7n/wkNwLD0+7evu39257PNubbfSqUNOMvHFIGiuzFkfDgB8GXBoJaUdMO+KoHKNxt2Pc7YmD+qQ577UwsgzC7ZzaY1BJthh51ysyPI4aG4RQpOFShB6Bjhsibe4qsDAyvuue3oo1CgmpWhgRzs7xeiFCK02/5h1EhxM9j0NQxChOA2FM1ABtd8GvfPUt/jd/8Wd5/fZAGCeWogi0t8LFexWnaIPWN8RNRO/flPQezzmrM7sY+ThnHV2uS6VTq4eVsN9FiEZaV9sQMef+pDYYpWgDa5SFno+cTvekkJinHcMwsL/cc/n4imEcEYv+6K0TnOfq8hrvHDlXc4vvLIt6QV3uL9jt9/TemWclSet9rPzQq/ES5xz3h3uWvNBboxTNVcO4VzF4StHJQbWQ2W4j1G5eR12UF6rQvdmTeLU0aE29lLoIDVHFmrncL8uiBZJxs1KKdK9qut048aU/8dMMwfH+zZ3aq9TKqTRCSkz7S7yPtFxouSAFypwh6WvQV9SywdIywzTx0IfMWQxOtQs5mPu9Kimh+65Ea0EzBbtBX+LtvTJG8Dr61YFGoPeCfPhm/QEe30/kKAEvf8Tn9/a2Hi/g9CLyrzrnvg78i8CfBv4Y6nD9fwX+ZyLyUVJ9ROSvO+f+ceB/BPxTwE+jpO5/E/ifisizP9jT+fDf00V3SInoHadayHMx3whLTB4iaRyYppHdbmRMkZMP1O4U8WB1M8WKorU5VcltwZG6qiTU/0hRH+lN5/3SQJqSa1EDN7+OPxAzPjJYs4kpHJrK0ueFmrNt3E2N0ez3l7xsDtytdGrp3N7PlGWxYsUQIQfDoPLV1XZg9aXRtPB2VjLZ7hJro/mORxcNZ+ex080UTX2RpOtC4ByWfO0haDDvnDNjU5h9LYpWT5oQjCSOo6Ik61Iq4Hn55Y/xsY9/gusnr3D16JJPvPoSAXjrrbf51m9/ixgjx8OBN994k7v7O40dydnMHR0f+/irDCY5HtJAbY3X33iDnDOXV1fcvfsed/c3pDTig/KvyjLz0isf53C8YJ5P+Hjg5vmtZj65s9uuLm5646/skvl0ouTMe+++rVEB06hoX2sInoT6TE3DaDJjM84bR3LJ9NaZhpE5LxvHpna4L41vfyfzS19+k92fCnzq+lW6HPA9IvMIcdSF2EX8NBGXPXkZtzGPc6vx3jmOZpVTOxsprVOqF2qlB/8Qg1ZXdGZ9/wJ8sxHkMBTWPI+CWWdsQgh1Y27WpKyRO81CftW6Qk0GPSth2uFFNBCVTnPbX93uYb9ykx6M+1ZrgbPAgA0V1ZQOxxACu3FUIUZavYsGfNK3kEbiOJ05RsNASNGe15l8/tCNfi2QVsR2Jeg7r5uP7+qcL0OjlkAYRuWwINQy46LajIhveDrSi5KURdGuVvX3qHu2nu+YEq1VxHXiFKldOWpDGtVXzUEcImGMFA9lHPmFL7/Jn//Lv8ibhxk3JE5VC0+zjaW3pmjEMGiBa4aLtWgkB0Au2bIhNUKIB9eVN7HF9hrwYlHunDdhiK4F6/f01plGJccDpEHvX48aCubaqG3Gp8j1y4/5/I99nmVeeO/td2hL4fbmlmlUdOTlV15mt9uRknIg33//fUptTPs9F/sdyzJze3vHvCih+iLszVLEsd/tt9ug1cbSO8M4goNSK4fTkTwvxKj8K/Wlk42jFfD0po7Sa0sVfKL3Rs6qjuuiMUwrF6k2Rf1ZMIpGI9tov3U1Ep5C5N13P+B4yqoKtslCPVVzWveUw0yfK3WptNzw3VTKMYETlrpoYSRs6404GzVHdbD3SRsatV1wdG/O794jTSWP4qwx9oKYb52sfCNxlOVErwJ+Da79DxhyJCJ/k39EvEtE/jbw5/4Rfu7LwD/7j/I3f/+HIKKZR93CQGEdhXU17Q0OHx0haZpzHKK6o3Zvj9cKIjOWw+BszCXbuPxn8z27sJdlJsRAGpNyaFRHQvJC8A8KJNtcHCZZNs8gKY2eK23RYNQuGVVHFXrOVEM6pGlxsFRYjiopTTFQeiUG8+DpQvC6+Ejv5FwtqdpgH8k4Z0oXr2qL4HX8UUuxx+hwqOKs5mrZaklvAM5IQIgK2dbTiZiS8R48+/1uMyt0OKpZ98eUaLXx6PKaL33pS3zqtU/x/rNbnt4sfOvb7/Ebv/rrvP/dN3n+7Dk4eOXlV7i7v8OHqOnUDnWwxiGtkvOM9L4t6s9unjGOE09eftlI5aKIm5F+L588YdpfcXd/x7vvvsPh/l5HB7kyDKMSHV0AGquM3Zu73bqht9p59uw5zqELnLOw2lboTVGNXByj15EndtpjTOSsI7xkFgweDSTFeZ7dF37r68InP/WM3TDxOAgDkdYHpFwgaaLlI2U+EqcDfrFNPK65ZXrxagisIpMr5LJioS8cv6PBc9vIZPv/ViA9QJA+/GtWQ0jzM8JGKRvnw1R7yr3oWwSI87oAd0tvH2JADRN1ga6YsbxtyrU78/Dpxkt70U7g7LtkIc9Oi5rgHNF7xqjmjz4oWTwmHZGGaL5Fll+XbOyyJs6z/W47Z+7B0u/sThHj8rVzk6LxPQHpYXvv3UT3DikLLUZIEZ8c0haCHwjdKSmfhkuJUmf7XWxNgJPO/mKkO2GpXj2CVlPXCERHCY6jc/z8b3yLf+2vfYXXb+5xY2Sp+tiSc5YP2FgLYue0eWitKh/SMvzWNXSMieLXMGlnTVI1M1unFATH9jVF7/Tcr+Gx+m/1hYuGWInA4XhEumM37BjSwDSOOBzH4xFpcPvBHb/27De4vr7kpSdPKEPeFKPjpMIQHd0rHWCcdtTjkefPbyh54dGja1566SUOhwPPjWe4203byHccR+aThtE651mWrH4+xi3sXYtCdcFuNjYPSpJHx5nSiq25QnNFc81SpGMcS4eN62x8GSOTg9N82ooinJpc9qwZnc+ePaceZ3wtDD4weI1QyrdHbcia0Esnnwp0x7zcg/OE1DQs2nkkapLD1kj4uBW1MSVcCMYld+Yvdna5XxsmXf84f805s+twxq/t1F5ovWxLxg/j+MPmHP0H6nBAsWKiN0VrWqus0QRdhO6cyvTXbtBGS7LtIHIO70b9KxRXMaTHSM3q2dNZ8qy8D8TGMgfSbmKQnaJIq2eHs0tL0y8VGepCr52etTjqi/obtZZBlIRZy6zjtt71rWZabUxj5OUnj9hNI8e8KJfKe13gatt4GMMwbDlGIGZepuqYjqP1Smkm43eq9FsXfESIITEMjtOibryaXKAjkeA9uRV6E3IpHE8nVWcAF/sLRMTQpLChOa9+7CV+6ie/yGuffo1vfP23+fbrb+LjXtGomknRc3W54/JC+QaPHz3m4x//GPf3N5zmo23gjhATF8M1NzfP+OD99xiHgWHQscV8Ouq4q1eurq5JyVylHdw8f84777xFSpFx0CTu/bSn1kaeF4ZBSfvLMtuirVlEGvQqFnWi44Z5XqxIHA2904Kg9obkxThfnSJ167BjiuqHZH/7eDohzTE74dkNfOVrz3l8lXCPO4+DJ/iJmu/BjdA9fdaxWl2OlJTOyeEPQ2BVVrZ5Aa0pI3p9f7gqenFGtKIy5wLJCuK185QXmGsP0JR1cZWtiCml6OiFTpdGd9pBd1Ql1Sn4FIi9aRjj2ok7XfgqosGnDnJVoXBtimw6Cy1dfXOcM3J3t7gcFAIP3jGalcAq0lD+UMLFaDL9wYqldZNdx8LnEaIWQtY9ufXc6Lnyzhw4HpzXFbULIZKGEe8cLSu/JyZFTFoAaRnfHUki3tRCZT7gh0RgR8uOIXlaU0R5mAZ6r1RpTMNorzE20nMUhKMIP/vrr/Ov/40v87QI09Wem8Oi96xTNZcPD5SyhhSudIRVYp+XZSsUl5pJQYuclYMWXcQ5MQWn8qEETC1oMScCvTS6VI1OiZ1eOotDI3z2e+Z5xovjan9FCJ7dbuLR1TXzvHB/PHJ3f+T+/g4phSkNPH78mGkcOdwdON4fWGYlZY9W2GoRKYxBFV13N3fsLnY8fvwIHNzcPOfu/p6UEuMwcH930BetdV1DvON0Oqnj9jDSm+h5iwMlF5Y6b0VSk2aWFiOhF8RVox3oOW3mPbWiis3GajkvpKSZlGtqQROh18YujVxfXPDkes/tfIvvnticOuTjqIvy0kB5Vz03Q9PNULdnnHhCmuih0oNm9HnLuJTENjrsyIaG6qgWRY0snmi95tVaptubNVxutYbxlKx71w+rMIIfFUe/z0MMSlcFxqr66M28JXrdJMDeOjsfPGS3mRFuPbLB8x39fWvRpNyjbmaQmTBOxBR0fu8dMXhqnllOB4bLHbRq7qEaCOlQN1111e1QO70WHaktRd1za6b3ol4SJatlfW3QOw0NSPXitpRl56DVSjTCoVuhU/MmWa3+exPrhA1U9zqfLk3jN5S7sgYTAnhi9MQYOJ0WnCgZ2wdnERDnEUtetGgbxkF9R04nUoi4BCEl9vuRn/qjf5SPf/zj5Fz4lV/+u3z9N79KXVQyrCkMqsy7vrxkHEeeP7/lY5/4JKfTgefPnurG2rTLGscd149eIsXExbQzkqYp52rlYhoYh0t9bLmQS+b+/o4lLzy6fgQombq0RvSevBT2+0vSOOA8zKeRFBKn00kJlhY1EGyEVUxt0lpldRKureGcEk9d0QVR09aVyzWOI+M4av6cCBcXF9vvb81zf2p88xsHrq4d8YvA3vPSMBLjJe10T3QD5XhPmJQbk20TD8PAuLuwrL6OC1HznkKA4DaTxa0weqE+OpugboXRw1Haw4/kd658KwdNlZkrulaVrOo6zanf8NIbuTeqkddzq7Yw630zOZX1i9NxUkXI0ikOsgfvhdIcoXksq9Me+4uEbIcQxBGdehslFxhCYBhUceZT0sIoBDWIDZqzlmJSZMmbgexaM9q97x4WkfLw+du/zXpjHemta4w4R0wD9E73yjWr3pOmkeA1nDgRcXmBXvFDIrmJfDoQhwHxQlkq0UEMA7UtdBpezpwlHxzdQwuBQ+387K+/zl/6m1/h7dOMxESrWhBJa6SgY55eqnLjDO0Qp2heMmWeGqJqE9jbOT9tPSUxBtIQbUS2qt6crYFxM1bslgnoLbJiiAM4dBy/zAzDwJPHj8k5I9LoVQuEmAKfevWTDPsdpVSePf1AOZqtcTwe2FSJQCmFISYW0bV5HAdVd5m7W6uV589umS727KaJ+/uwjXhXpGsYJ5xDDQ4N5eqihdyqfl6LidVt215uU+tGvLftuqmX0LkjkQdNh2zX0OFw2NaSajmQrjt+4nNf4LVPfJJQ7pl8oOTOfD8jTbQJAm2kW9ssJIKPL1x/rRS8U15S8BGqIEljjaTFF7IK1zVBpybO4qYUgdZ7zdm627f91AVDmVqjLFULJlPO/rDqox8VR7+Po5lDcy2ZsnJ4clH7/dpMogqb6aIpapxBiB8OfBWnssTaCk460aEp3dJZSsFZnlerlZIXllNgN03E/Y42z5TDkfHiEvKaWxNpYnJO2PwvqA3XLNOsdlztKqFsZYslaLkiUqk0qqiUV0rBWbitD56ST3i/wwU1gowhKCdKOsFHfFT4uxlpG6fjooCpysz1Vjla6tuzmyZqq4pKrTeG0wVBE8FVzaFGaMox8CFQayfPJ4If+OLnPs8nX/sEDuGrf/83eP+9d7i/uYPe2I1Giu6N1ioO3SzVs0l4+t47jLsd0+5S0QfY8vNubm64v71hGgaeffB8I7Ou7r7Hw5FlWTjOp21jb61rlx49p+Oim8A4cHlxSSmF0/GknCCs4Ax63popd1Yyda1tQ0hoK1Jnryfaba+J3ClGxjgqzN464zhxd3/P5WVkHCdO8wkfHLk5bu4a3/jGiav9DemTiXi5w3PB4CdCy7Q8s9zfEgeVDCNCqDv100oj+IAXwfl4Lmg8VuFrcbzWR+f93p0/3o4HY7UHI7UVPVrHY2sgsIoVGlUqhUqWTENNOIsVRbV3cm2UprE0ratYYfRe/VNcIg6J2irdQZFObo1FOnPoLFWowWkUQl/vV8E5RS2cxXQMMTD4gAdS8IxJzSdTUl6NjtA0G83HFTFSjpE3ddt6uBfOwXZmXvjgvOGdM8NAmw+xWI8QPKSA7wnfBppUnBuILuBbATquJ6CS/ECQSj7dA41hcASfaC1r8ed1rNH9ihB2MoG7KvzSV7/LX/7Zr/L2YYY4UBpqMuk9Lqoxq9p8JIZhpJnf2Aqdq1pNuXMhRkMkgjZyds0Iqrbywds4n42vp6OybvexBu2GQUfMMUamaWSaRmo3T7duxrC2uQcXWHLm7fffJbvKruwIKdGCnuy8ZG6ePuPxo0dc7Pc4NBFhnCb136qN/bgjRlXCLstiXGQxJF4s/kQbmt6FGKKOvGMw12mdKCyzijOijxb91GilkmsxZKjhMcd2MpjfkGKXhjRighkBWbmnDkOOO7Vm5cUNiXnO7NLIFz73eY53d9y/9ybl+XuEuRK72h/U2nUyIA5qo+UF70yx2iy6ZbVaKZXmCs0FiGbS6T0ypBcyPJ0lF6gCdM3m0+JH3cr1Xl1RI9DcyFIXaJ1e1eT4d8+n/8EcPyqOvtfDyIKtZGrWwqgumWoE3nUstZorrmSQbhuGiKFH7uFoYf2PLXS1mTmboOhMrZVlnjVgtaoTbj4k4q7TTif68YgMERmTjjtiwo2Dcohq1VDA2nBNcMYr6qXRcqG2rOF/W24NuNaRnHF4Xn50wZOrKz443FkLb0RoOo5qN7CYHL1ulgTSuz0ft/GE1gvNh7AZQg4pMI4TMp+0yxRn6Jve8LWpwi0N3rggziZLgatHl0zDxM/8zM/w6PEV3379W7z31ncoy5HgPZcXk+VsRR0ttkapgdN84vbuzvLfHHmZuTvcaz6eyarFw+l4ouSF6+trlnnmcDjg0Dy2LmooWXPmeH/g/nBgGMet8PJAdCNlyeA9JRfm40k5GN4RgmNN1w5es5eoVUNvzfwvhGBqkwebhqEnOCuKUqS2zpLLhiJ121F7F3Iu7HZaHOne6sg98uyZ45vfOnKRnjOEHc5dcBn3lONzkggXYyIfbwhdHWtTLfRaSeNEHCblRMROl7T5nQhuWwQdKzK6cg1eREMe3FQf+a+HBVI3OXHrmrlUerUYmaqRMqVod1srOVdyaSy5slRNFHfK69fcL/Ppaf7cxebWKNKYW+PkG3PrVJFtyrwWaaz8D+dIwREdDNEzpcCQBsZBCdnTODKNauaoSJFZD5hEf0VEHxY5wIOF/4XPrieDLTjaxuhr9RmCh+6pTQsl8Q6XAtGNuObwveCq4HvCtYRIgdYIU8LLas4o9DrTDIEO9nuw6IiC59kCv/Jb3+X/+be+wndujrSYKBaK7O2hxhSteNdiRt3qI8midmpTnk1KcRsxImoaa/Oy7bwITtHiaEHCzoGPau/gPdG4jD46IzhrWkFFOJxm5eEFRaoQoZVGzRXnK3jIS6W99z67/Y7RSNvBeVJMvPTkJYIP5KUQR0VBcs5I0LWkhqaK3BDpUZVmgz2f3tWaJQ6JEAJ5ycrbsySEYAafsjY64pRaYRzO3tfMSz0TrauwQBHEVTVsyIuthd6pVYqjW0wTlJIJwZOXxjyfCCmRUqLdVy73FwzB41uD3KA0au1AUUGBcxrUvSxKz3B929KcOJXye4fQcEHopRFcwAXZRBDna1ps7GfA03a9r354Hd/XBQ4rlDqlLdq8F927Wu2m3PvhHT8qjr7HQzDkaEWPamFZZvJ8ouVMy3ULc11RitoqpRWKNFOfPVgEdai6yWmdSRlrb9Qezr2kU3v9eT4RDKKV3rl24HKm3t8RgoXCCoRxssgHj2uGGGUjXs92wZkpWK9VSY9SDXJWZ+5SM3EceXQ5cnWx0xsOcDGxOtRK8Cx5UcdvGxPo75ItJqBbwOxZjcIWsbCaQvbedHMZRyATRBURnUYTm6/3Tu/Qamcc9lxfXvLSq69wsb/gtJx44ze+ybMP3kdaJoWA4M1N1xRxrVGNn9KaylWbaIc0L4t6FA2JGD13d7dsm46oLX8MgUdX1wCE4LZMqJgijx494uJiz+XlJfeHw8ajqE3JvxuxHsEHjbpo5iml56yRj1m7vZSUVN47g9PFI5snUjfn7JXUGa1TjhGWUsitEiWRYmBZVPIPIJ2zmrDpdXF3EN56q3K9P7GLz3AyUVNin4R99JRlVHGBSb97q8b7kA1aR8QSBQTtZB8USM4ZInIujFYk6XeM1sRGwTy4L6zoXn1WWtVNteVCWwp1Ob8vS9Fueykc54VTLhQrcFQDLlsG2GCcicElXFC0LnVPI7DrwpgLc62ULpTeqW0lbWuxab7ABCdED0Pwqoiaho20q9y0kdFGaWuRpEZ2flMUndeVtcM2dO3D3bHIgy68b6quFxG3c0Ar/kGRpHjXNm5fyddiiFoaPS16pGrjJ65BxEi0Gh3RxPM0O/7u197mr/3CP+DbH9zT40AV3eCxWI51Ch7XqBDvabVTRVVpm0mtaOCrgBVI9hyDbBW1c6YBeICxCVYsS9dggNrJFFVVNeVKObzGcByOFjXjSSGqkjCNGuJMo2v9wGme1QokjUyj8pMGH0ku8M5b7yhSvBu0KF8KS190jVwyFxcXDCkqH8+QMO88+4s9gjAvGZ9UoVtrJYYE3ZmkX8nV3viXrXZrXtbnqBwk7xy1i8n8jYOz3lPWSOM8ISQdTUmjSaP3s3KzWvKB4Gi58uqjl/mxz36WOh/I93fErp/XbEevAeKiHkdKz9D71kIV7fWx6853kK7rHLIpl8+xUTZBgQ1FUkNipX70pmh56DqOQ/w2nelYQHquuO7se9sDtPkHf/yoOPpeDxEjM2sgX21aIIkpDZZlUSSpZErV3JzWu5qrec20aevGAmyzYlsnV+l+Q+XrpVWydwQHU1QicF5mgtNFWcqeNs9UU8wEwPdO3FfcOCIhKn1xybhSoBQkq/ux9E7PhZJnVQBYXpLrogSP3pFWSSEypsCQomYrGRHReZ3DS1dnb+UUKIn6YX7auiNK10VytsHzmAZ1kl1mSlGjtSEOII5Si0lTdRTnHYYWOXbTjldefpknL7/E8XDg9uaG+u2F0+EO72EaR3IrBF9JaaS0vkWgLHMmV+2MfBp04TNOWC1a1FZDYEIIGtVQK7l3JYBiRn/DRPQB12f93hRIXuXBVxcXlHEwtMwxToMGQTp08RaFrnMphGFQ1MeylHLRvz2OIyJq4b/GHUgXhdqdbORsadV8sNQ8sotY6KSSxHzwZg6pm3QpC+qj0lgEbu49b353YTfcMPmRYZ9Io6O4QHYDZHBTtagZ9VrpvRNbZZLzBu0sp2s1f8MyB2XjjNni+MK99PD9GS5fOQpiCeY6ZiiUUqhloeaZsswseSHnhVqLOraXzDFnjqVwLIWChuSqGy9ngUQKDFENIy3Kk+Q8ratPTEyOqXhag1I7S23kJpQutO6hQxRH8p7Re4ZgnDmT5Xszc1yJ2YpcqkQ7+rhF6fjNuOcftuasb+cC6cWiqH/o33pvYoiZw+GNvGxz9nWloVNoouIMkUwPqvTTUW6gu0D1nudL5+997W3++i/+A771/g3FRyp6zpwo+jGkwUYyjXEcNpWYoPdVXtYYH0MHnI6fQcdtPigKso3OeSjZPysF10Kyu3XEqChsiGEjtF/sd+ynSUOAQ1DPptY1ooSOi45gkSpK6K84nuvfFri+uOL64pLnN8/VtuSkSHEt1UZkOhq7P9xbITzgDTEax/FBoaQqWryKJOZ54TgfATGvPOPumCmkqoC98U7ZjHN7PycFxJS0SZdGr125Oxiq8qC5WLeY1s5kbZxnPh74+Gc/xpPrS07371HmE32pWv23ps17VZWa+tUFaleTX9YCGMyjSHT01ldvqTUm6hx9sxGx7d7uvVlAsgmEinrv9aqFWFt0GtOsyJPSaLnZWFEL4rUd+2EcPyqOfh9Htw0JQyTwCuU689koWbtYESEEr4qlMbH0xtIdvfLAD8bGbd7GVSLa0ThT0fRuGTyO0gqxOnCdaVBJ/Olwz5gS0TmqQJCObw2XC2G3hzEpp6ks+JxhWXClInWh5EWjMEpVibhoZpLHIb2S8HRx7GLgY08eM7yZOB4OmOp8Q4tijAxpUBIxxo+B7Umu3W63Rb01HZUtJROD8mpSStRStcuLan3QeocCEmHaTWpF7zSfLJfMu++8TalZs9S85/7uht1+z8V+T56PECLerfEkmXlZNpVMcNBqVpfq4LR4CMLxNHM6nnDOU8vCPJ/YoA5RUm6vQTkS3uNEx1qrAeM8L7p4ePDRkyx8uLfG3f29chNEOVO1NrxxVHyIxDgTc9ZRQIzUtnrABPKim8w0qMFj73W7Hmtt4LRzbdbhlVq1JoiB4+nEtJu4vr7i/afqWeXQ8e5x6bz3tLMbHTv/AfEVT7oOxgtTDoi3a6P1ogZsXTfX4l/s8MWvFgXmk27oiNMdawVJeYF79AA5Ol8rq6rJCqOqGVMlz5R8Iucjcz0x15mlzJSm5qG56Vs1xKiIBl6uIyIXlaeGKSZXmwhBzei6dLrAMEZqabQqlFwpuZGr8pLm2ukeIp7BeaYY2I2DjVN0jBIN+dtiPjYrC28cm0CI3r7mz+fJrTYB24myUySGor14zjbwqasbsvNsgb2qFtFrwXMeebkH6FPvmd4XpM8IC7mfcCqIpfRO647qhedL5auvP+Nv/eo3+frbH5BdoDtFOoJTdDV4b/FADlYCv42TRMRsBtSiAieb2aSYutdbAKy3jf7F4shigw1FUV5XInjPfrcnxYi0zjAMik55Rxq0OG3V+IV7Hd3d3d2x1KzUBfOrC95rIdBFg3trI3TopeiYVgTvFtKg/Kla6wNy+cop9VsRUEulrwajTk98b52QNHbJbkDlU6GE62bcwtYaEtW7yoe2vd5bw4BOGVZuXRPBicbodFOxiui4vjYVB9Uu2pB7XWt3044v/vgXGKLjaCIdyZW0Gl11MXR6DQB2BAlUK87Ud0jXvmBmtNFrIRijjjz1WjTqYRdcsMLeCqNWCn2p9Fz0rTTanJFaLDqk0XrdRmqtrApHZzmU3+tu/Qc/flQcfa+HCK1UNUvsqy9RNzLcumpxJhuGoDb7KRKLN++UYr4dnOevzjYX6cTeKdLwHbJ3DBIUReoN5pn9oKgCvSE5s9zeMtqYazXEU5Qo48cRYsBLw+UFmU/IcsLVjCsLsmQdl5ijNg4dnTSBUnDzwnDReLRLirBYIndrnRB0bOJNgh5DRIsfhYw3R21DmzZlhuW8rWMS5zzN3GBjOsuhvbcFbDdxcX3FUju3t7c8f/42resILCTt4HrvpKQIS84FHyK9q4IsWKCvOFQl5gz29Q5ZF20j+ypX4Lwoj3HQ7tbGmCBEr94nqxtuXxbraMEFLY5XXyBFd5QEvxuVp9OqdYEr96s39QpBNj+UZo7fmratrrmlZH1+x0KuddtoBR2XrUGWXSy7ygrr1hrzPPPKKy9zc3ujv8+k0r07DjO89xSGsTDujux3NzCvXiOQpNGp6jHSlCSqQhMdovlgG7IDT8eJmnniH6BHK6K0FkUPRkp6W8mDTUAh93XkW4v6cuWyUPJMrZnai46qe9EOeuNhnBHZzUvMyMrRCiNxgh8jeCEMgRjTNqJYxxnVuCnVO1oIlNKZc2HwnVLU0mDCk4IjGarqnPrKrGPRsIbHbkiR+XZtRo/rWrGeBH3+q9njVgV1bZycoWmbQ4x5Hrl19NQVGWsSEAl0p9efA7P0qFAz0rQgqu2IyJHGkcqJ7hbEeTKVQmNuws2p8uVvPOVv/dob/NZbz5gFcqtahAtKPg+BMKgKVTkuuu5tGKKRs/tq6rd529hr7gUTYm7rZgyrn9MDuf6D37eagu4vr9hPE6f7e5Wdd/2780H9hARDY7uwG3dK2HZJFYxW0FxfXioaIaI5fN4CvJvyokTYHkMyTmLJqpr1lpHWUQTNoeRiujYt56JmLXRXk82mm7xTFLeZR1e1HLtka0Gw67iUqhxUp9eDfl/fqAe+a4HkQJsnUY5PN+S92igde5yvfeKT9Jo53twQrQilC8F4TN0KOG8CGbyu/V3OKF4MkeD1urc2/3wYwufMg035U5jqrarfnhVGkguuKjdWLN+zVU0baLUiuSG1a0EVVl+1H97xo+Loez0chOgppZvkVDfU85jNZKi2WaxGhjF6kle5umtn4zNgM4OUDg2hKISEc8LcHMnr21IrXYRpSCzLidAbk4B4z3IrJCusWm+4VrQAmnbIoGGO0gqxN4Jlffma8WWBaqhRcEAjOHCugWRcK/jTzFjvSAbfO+e1EINt4QhRFVK1FkMLsDgN7X7UF0Qdiom6MawxKd55U2YoAVDRKCWTxxQRB/eHI8/vjtzd3uClMIwDpXZqN5Mx57YioObCNE3ql+LtxDoliqY0aAdt596bz4YWO2u8i3bDvXVSGpB+AtQKf13kQwiI9zrOOWVab6QhEYJB4lZE3x8OqlpxWPxFZExR1TNd3fKWnOlOGIZIzsYJQbsyxbhVZSeGujmzT+itb/wVHzyQKPVEqYXVJsGjC/p8OpFi5PLykmfPnhHiuVgpXbg5dKZn8N2rE7v4Llw1vE/4oAR/cRBEM6tKUtfbbQE1MrYuj8kWRK9FkjsbHK7KlHUT3K5/+98LfAQzwmxWHOWsCGEpmVrUm6uVssrJdPNZ76Ota3Vbwa9u2iuyotwj57WYTVNC0yfOfJ6ePDk4Wmi0INTQCcBOHCc0CHTwwXLV2Dpl750F365jNR2juQfO12shhqELWxfcQV1kH24zsk3NpJngAyNjG79DWF8HB92b+tVe3uBwvSEtI+WElAO93dHbHcKBU7mh9xPdVRgg18pJMve1c1sCv/3GDT/7q6/zG2885dCE1Wp29Xr1K3I8jLqBN0FEDWGjD5ASuRTqg3XArU91rZUFsM1THBYaHLfXY+WseGc5Y7VRJJNxvF3eZz8kdmMieVW9HZdZi6lQGKaBaZooS6a0qpw1UYm4E+UjBh/Y7UcjWytKlWJSL7eifMdWGtXpSG0cB4aUKIbM+s2IVo0svQuswdErYh580PG8NVLNfM1USXyOiqpN1/hSK0OK7KYJH6PaTuS+jVcb6n0kTiOrunScbSl9jYuS1R9IzIDRIzSurp4QvGc5HkyFDNEF4oo6Rqd2LtVy6mKw8Z8juvVeN0uWFRLGmmDYwp/VI0zw0RtBXxu2XnRUJqXSloyYtQxNRUMqElKkuuWq32tJDL1Wvc7PK8cP/PhRcfT7OLxtniJt+7hKt1GHjtJqXbOQbAEJ5zdFLjubnHFd6rxeYGtEQXCe6oS5VwZRojWiGWQRIbXGLLDzWk0vd3ckEeMOVUvZLkjWl9fT8HUh9kovmVZmKAuuVaRmncUH8MnhXSO4Sor6Rz+5D7y0G3jr5n4bm61ruGwLgaIpq6+HSudXoi3ma4EibSuC27smkIegqiCHhrMaB8ET6TTyfKKXE0MChxJqAQvFVWntUnQkNY47cI6QBu2JzEvFBds4pG+FxxntWwsMLQCU96CKDBFnXZiNNtrZ1VYdZ9UEM0STt6LPP4VIwJFroYpKib3zRN/oTd1j8fqzc8mAcHGxZ1nUSG8aR4Xby2LXVQSaGbopQtfqOZRyGHeM00gtigA4bPF23hbexpMnL/Hs+TMrZc7d7FKE5zeF/fvCxVAY8Ox317g5Ic6zSwG6J1QLfz3Z4MNGnc5GNVG6xlU49bly3goliwrArndFTfR3yLa4rsVRt+fdNsuMvKhJaS2qDK05bxlhrSlKCepQHoK+DcEcsK2YECOzrwGlMVlGWPIW2mzhpSalTiFQQqH6Rg+B4GBZKqSAiLowR5yuA06IYR2Fnbvu4ONWwK6GjyuS2sXpmGuNE/I2kHwAsOl8kQ1l1NFuR1x/8D2GXGO/SxrSqiJFrdDrjCz3yHyL1FtavaH1e2o/0NyBHopttI5ZKvc18937zJvvN37h773BV7/7jGNXUrCzc+SdjsGSZcKtcSCKSka68Vy2e8s5U8E5cJ4QvY2Dze36/N2WV6leRmJmtms0iMPWDKcnqtR77g6Qjb94fX3FOIzG8+wc7o+qHpwmdatOkWm/Q0S4u71lOc3keSbsduymCUSUOuBHEG16pWvR2FtlGEfmLqRkHEuT3jvUZ43ujFBtLw0aD1RrpotynkSEIQ1KKeg69ld+ZTeHd+XllJLxXpHkkBJ9NlNI2nn9FBu9KaZmKLgiqc0auW5F91IKn/rMZ/knv/RnePTyKzQx1VyKJOl4j0Z9BI+rK6INPiYG5xUtxOG6Uvy9W32mLPg5aRG3vXm3+Vph6Bh2HZclUw5H6pzpS0aKokY9Z0peDKWu9vmzX18xzuVqHvzDOH5UHP0+jvNCe/aTCKYakhTJTXOB1jcX3JYY7ldymnPmhO224nsdsSmaEijS8b2SwkCRThRNtF9aIQIjjl4qdZ4pIsRhACNtr/lrq+FbMAQllxOxZWpbcCUTaib0SpDKGmirwLf+7VUS+sow8OlHO37ru51qcLTYRrMqIhDrnHE26jK0oKskWnGpjnNCaY3SVOLrEWu9BR8ipQllPnF5daHOzFUXw2mwUVtrRPN+KrngXEE6TOPEbrfX/KDWaE0T01MaGEIy1EDHGxhEHWMyRZsQnSeaidzxcFRTMysyVh1VX8egOi/cxiC1VXCe6ODy6gI6LMvMftpxGS6pTcn6SiCueGdSXqfBvuI9x+PBlCuq7As+EoeAkDZCZmvFHLqFnPVa6cZXCCFbdy3IFk0Cual8elkWnjx5oqo1WZVF+j0NOM6N588cTy86o7vlev8B/jIytJFUR7UjKB6fkxYO+ah8O+9BOqkpaTv00RbHc3HEVig5O6eOlby2FUeG2khT1K2VSlsW6rLQa6bOR3pe6GWhzrOSxEvD1Y6rasqYnGfwnh4ChK6EYdbbVKz5CMTwIPVeZBu5eSNsNzM8jN5RfaMFLai906Ko1r4FKju/xr90ROqm3Hr4tloRbO6/veO7OgTLWY2BPGjG3XpizKtHqmZr4buNDO17pWsR3/U9vSGl0OYTbT7g8hFO9/Tljl7uqO2OKndUjvSYqa6Ta6G0xql3Pjid+M1vf8CvffXEb73xnOel0eT8Gmpd64yAra9fN37lOI2ab1jLttG3ZvJrQ0uc16JqN01m+Nc0N2wtkORM3g/moxZj0iYnRXIpW/MRfVC3H1mRS0WlllK4vr6i5luef3DD/kLVplePHvGxT3yCy6sreq288/bbPHv6lFYbh+PJqAHewnH1nnZBx4KtVZalMwy7TYHrrMELXlGgOMSN9+VjgFwpNds5szzA3klBfbZUUWzIu7ORmDUyAMf5pOfW0KPW9fryIYDxfjCOmkPFPtXoHr23LcC8u6DFkPP85E/8OF/4/GsMy3OaN7WgdFxT1Adbw4ONxH3U9Sk4I8N2h1PKrd679nxDVGsGb3EpIUWiNagrd1ByI5/0npbW8XbtlGXREVtTa47WitI9qqJGYtFadBUp/TBJRz8qjr7HQ0TIy0zJiy62KzfAG/LjNP+qtHImSTrsZnGE6BnHgSVXmjZFarWOLg0dFIq0MNkqQu6dk3UnzmunNThFIua+MHYYLUHanU5QzQyyVUKr+JKIUYutXSvMfaG2jKuKHNEbyUMIZvPeG64XkhNFq5pjHz2ffTxxPSXuunuhMwE2abE4k4s7pzP33s21Vu+kjhD9GrjpLWFaT0QTYT6eGIYRHxOlNHbTyG4XN9InsKU8+xDxghYaSbtZ151Cr1H5OBt2v+4/XdVfK29miEEz2URfB/Xv6LpwN+NhMXKaT+QlqymldS0hqDx6miZiHLi9fc7FxYX6Gc0n7u8PDMOEA3a7HbkW5pxttNCp1vWdFpUSO+9Y8oJPIwk1hyvFGUdFUcee+taVrsqUEDR/qLZqCiy212WF7DVCZObyqhKjyorXbhwbkZQOtwfHex8I01R5//6G/bRnbBMhR4vECYS6EPuAk0ivJ+YDtJIZxgtSuyC1rAahq3IrKP/K9TNL0zmvMKHz5+JoLQLWRHIji9ZlQfICrUCtyFLoc4VTwZUGVaB2fBeCg+Q9PQbjvTWc19GDmLvyWmj2jnknCbE7JcZboexQ07qQFGHsTYuSYYiIWVVs0YgOcELr2mDUnmlloZaFWDI+K6E85kwY1aRVCbx6LhSZNFI7+rt0VIi+twKCbs2O169VGzmFgBZHrSM105eZthxpy4l2vEfme1y5R8qBWu/I/Y7MHd1rh156YXHC7ZK5PWS+8c6BX//aPd94O3PbOsWy/DZJtlPupKAEfOnapEzTyG6/5+bmBvBEO9d6C1olgeCdNi3TbqS1zul4VFTZ5PAY2hCsEFOephYew5BIRYOrg1PH7OA94zDaqF19uKbdBcM48OM//uO8/+57PH36lJwr7777Ls+fP+fy4oKLiwulKewvqSWzHFSI0TosuSLibIRj/LntrmuEqOGnXTrSCqXYV6ThqycMaoTpYwIWcJ7aOykmMKNJaWJrn66XMWmu3bFkRd9NlLLkQmh6nQoaKTSYeSZrzh663pZiXFijhDcRmhUg3jlON89wx1uG9irt/kRouiY6F/DJ4ZJdl02Ld2dhz7jA5j7V9HnrfhQsWDbhk2YJDtNEGAfcGoZr1ilSO8vpRC+N6AJFsrrcV1Wi5WUxd3JFiJWrab6BJvRZ780f5vGj4uj3cbSy2I2s93twjoau+3oxKqmulIwYUuIwEmtQk74hDeQ60xAb9dgvt4LKm6TUCcz1nOHkRd+yOEoKW4cZRPBF1WauBlyvhN4JrRFGzXcK3uFbptcMXoW8vauxX3GiHbBrmkVFxQdhcFo1NQIfu97z5GLkvfduDRVwm1GZ8l4Uam89UzScCk1ito3cgetdA3R9YJoGVfmJSnhTjLTWGYfR/Hy0Q+1NFXSXFxd478klG3mxb6Rf5zxOHGXOxlnw1Kp5bGKqFOE8/htSeqBUAaRTTUavcSaBELQQcV2jMtKgm+u521UEK8aR1htPXnqJGAL393d06UQfKfOCABcXlwxp4Hg4cToebZwYbHNWpc04TQqz26hhDauVGK071GiHeZm35xFTVDSrqW1Aiup/VMxJtlZF9WKMHI8nWmvsdjtubm4IFqwKbKjYqThO8wXzqfJ8mble7jR4dlBZtHPKP2g16yhUOq1kynKkLCeGujDUC3OE1mT6NYTVmTfThh5tchaLSDDEpTdz3S2ZWhZanulloS0LbZ7puUPuSLb4kGbhya7iQsfb/pO6o4pudlW0011N5JxDX7cq9NhVYOHRHDTrhLt5IJnbliranOCjw3cH3RDjFExkUDcuVC4LMc+45QRpB+OOvMy4NEOI55GD86wBnIi5PltxxNp4dX18tIr0SvdyRq8dVAesG0nN5MMdzEfa4Y56fwvlDtod0u7I7Y65Pqf5RYs415l75XbJvH9c+M1vf8Bvf83zxnuNZzlzyo0uOuJa0Rzv1RnekeiuMy869o0tKuevagG+5Lxdx8qPsgJDlJt4uK9mGGpjT2t6FI1pZyWcU6fnNEQdI0snmQBEqsaDVKksfWFII95BLQtpiCxL4dOf+QxX11e88eYbnA5HDvdHPnj/gy1MNqYIHYaYGFNinmdCiOSi8UopDTYm1UZsGE2B2pvlXaKkcq9ITxoSUwr4GHRN2fiYVTmDgub/NS1mWtfRuPNqB7G72OOWxRBgZ/xFzbLUCYMwL4sVjWyeQavU3xuK1Y1PlXOlSCOFwOc//mk+/cqrjM5zLI0QPMN+R1rTG4yrJ62TGHREvqG7ihy10vEIXrRITpOGKocYLQpE11xK2RTcwZCrXvX5t1zIpxP5eKItGez8aKSV0RbWwmhDwlQFqDmm/Gis9u+/Q4sc5ywc1EYJZ0HOKqkFDV1tppAxLoHTLiyIqrxy76rU2CbujuZEi5UVT+pKtE5OfYyic1SE0hu5Zk6tMfbGJMLESHSOSCXITOid2FUy3p0DMdm+b4yiklB1VVKPjL7yGZwQfENQ47LLYeRjPvDSLhGdp5tii97pKILSDe7V0VBXBZY9XzH+aQi6WM45k04nAIY4EL06F++mHTnPnE5HI0939vsLXBgIHlJM2w2XH6i+nJmNIZ0xqTNxF6EawXyFr9dCbp3xO+fwKVCzdk/JB3zSAgzn1bOqVi3mLif1LandOlo1szsc7unSmKZVZZaYdqO6Ny9WoNVGnmeGGBlT4nA84UJguBx0c1nHPq2T8/1mnjeOGr3Qm47JWldS5jhOqjwSXbRpurimIRF6xFXjIrhCOVUIipLkXPjYq69yf3+/1lvrZW3y5sZxrtzeBcax8PLjzn5ZuBiNCFuzRnAET+5NR4lxwLug+XxdDUXjuFMych22VHofwlYgua04UtdgESuKEHrTzaAumbrM1DxTl1mDcEtWyJ1K9xVxFfEFCQWMYeSdjmGDOIKot5ir2sAgQhQoTTgthVECMXpqEmiF0jLBebxT1K03oXszJ0SJuUSPN0M6THhRWiGFYJ1wpiwzZTnh44RLJ5hHXBpwSTecF/gYYkhasIYIu/flzK2QVugl2/ipGQjTtxGaxgKpGq3PJ8rhln68o51ucf0Ox70hRkdmWWgsNApLLdyVyrNl4R+8e8+Xv7Lw7nsj7x8XlgayjrhEhRgOWHLGieDHcUPhnHMcDge8U4+uZV7UimIN7nVOkV4r6kqpdg/Z6H1DA84wb5O25Yep2nWHoFEtHkXXH736GB8Tb7/9Nh/cPGMcRj549oz9bs/xcODdt97ikx//GJ/67Of43Oc+z29+5as2plKepveBspStwTo+/QCA3XTBtL8kLyfWfExV4Zn9wkZUNh6V13GsD4kG7C40EPvZsxslU/emvFSRrRCoTdVYa/yPNyRu2u0IUT2RVh5eKdWUlNvtqmM/4wFtEKboWhtiRCoUtS9HemdMiS9+7gv82Gc+gzs8U3FQ2hFE6FlzL7s16r6rnUhHLQfAkcJge5US2r14QtIoHh8iYRiUnG5KQh+Vw7nGofTS6KXComrvumTKsqiwoqohbq3FmoG2cf+aRVO1pgo2b2qAH5bT0Y+Ko+/1EOi1aDKwQe+9diPmuk2Zgig51HlH3QomvwUjOudJzpPp2tXar3fKv9RuQQQvQqVTeid7R0QTsUtvzCIMLrAfJjoKt9ZS6U5NI2N1BF8seNIiKxyk1tQbiEJsldCrdgzBcpFiACre6XhNSkZ65zpGfvLlC37zrXvuzGhQnDfzNkWimsHo3tRMq9urnjp7cghBlKCXc6b3zuX+Uhcap9wt571ljHVKbcSoKEMMasePg+CLQcJ+I36Po2aLrfYCIUbSkHRsVLXzcLbY5VroogaR07RTr5SUlPR5VILxFCbGaaSVtpEpxyFxOh7JvetjBcY40Gvn/v6e1ivjNJDGgRADKURqqewudhZ/0Zj2O7M1EGIKRK+LYW+Ny4tLTqcT4zgyTROn44nFoOlcKrlWVtl/N3dczDepdzHZuFr9r946rXVa6zx9+gE/9VNf5MnjJ7z/9D2TKhtCIdCacH8Unt3s6L3y6PLIfrzgEZXaF+QoxN4hBHzX3xtiZAgDPahhZq2FYX9JiCNh0DT6ELKleVvx7NciKSh3oYld8xadUCp1zuT5SF6O1HzSYOSmCAq92fi30ttCqydEMsE3Yii01O3rhsuIZqWVLjSvpN+WtX3pUdVoowuAWlR4WSXW5sruzIAzGtIYTSJdqhanXggExq5oV11O5NMRFyb8sMMbiuSH0dA0D66ra7ZtrkJfyUas3kasKGWttLLQq47B9fVqkLOaula17ug1QznRlwPHu6eUfEdKBeHELAcqB7I7MZcDkuB2mbnJme886/z637njnXcS7x6PzFXUSP0BmXx1/w5NxQrTNDLPmg/ovcM5Hd9jnf7Zs0hl32uR5Z2ibdi/ceex3XqoiEXXK1VbqQvzEPX+lF7ANboULi6v+SN//I9xvD/wztvvcHdzy+l4ZDdeMB9uebsuvPKJT/PTf+JP8ie/9Cf5+1/+Ct/45jdozYoi7xkH5cYMl5ck48n4ENgPg457EJzlH66PW8eKZ+S11IpLum7dHQ5EH7i/P2j47xCo88nEBplWyoacRqdFVivqqeRM7TiOIzkXltlQpK2x05F58IFpnNTotTdKreScKSXTqlmllIrzniF6PvnKx/ljP/lT7IfAzXtHxiHRvaflgp8GsFGmdKUsqFmxotqtdryLmgfnNHPN+0AaRkPvPT7qWM2HiJNzGHBvlZbzZvhY5wVn6rNW9XOafadKVIemUCjKJIY6AN7TSifnvO3FP4zjR8XR93yoVFVzZfSiaNWxKkYw1cowJqRpSrvQt8LIRVVq+OoJeCIWtvfgle6y+tfqZuHRRT3XTuii3ArfiSHpzdsbc8lk7+gx2tijqSNwq7hqc2nbTB1CEEWUQhfi2qmtxOouhCB4L0QfSClRXCftI3/qpz7JV97NfPmdZ6hZsKbEe68Fy+o3s97AK4dj9ftwoqGPquIwTyanAbBDGmmtEuLIOKjizIXI/eHIOAT2+2m7eVfVUUNdm4naLU3TyCp1V84RysXonV4K1ThQw6D+LD4Elac6dbCtNg5MwwCgHIc0EH3Q4sVGYCUXhnFkf3FBb5rgvcwnoDPPC9M0UGrBe8d8nDn2I9J1dBdi4vJCzeTuD/fQhOoq+2nHk8dP6CJcXF4wThOlVk7LiTQOjN4R5oV+UuQtVw2nxa3opWdeFoZkOVBFU7hjCHTx1FZY5hMfPH3KkyePee/992ltjQGwq1s6pQrvPTtyOgqPrguPL2dieI5/ZeDR+ASkUeajqnOco+ZCY2FIE9EKPuVljIQ60ZKFr/p4LpDcWiCp8gsjLjfz6tJMp0yeD+T5SKsLLS/k45FeCq5kWDK0BScZcRkXKpoNuF7jjigrausoVahdVClIZ/Beu9PcqT6wdIhR0+s9bDLr3lRZ6mOkFW1MunS6s9G0IaOlN5a2EPNJ87d8RHzCpdEQo0QdEi0lWtIsLJqiki5Eje3o65q/Ikf62vZekbLQ80mN8lqlG7dQlhnJC1IzkpWEnfMNy/Ic6Uf1lHEncjgycyDLibtyYqnC0oSnh8CXf+3EO+8G3psLz25PCBoyGqOOr1I8Fzet63o2z7P6iJm/jvROK4oMBZPdi2BjJS3obHCmjdoqjnBCqQWxxki/Qxup7tyGPnlAaiXExNWTl0iDjoVdbwQnXF7uefxHfpLoEq9/43Wef/CcJy99nPfee49/8NWvscyZz37+M3z68z/G/uqK7373TVIMzMcjd3cH9rvJ4oK6OuvXyu3Nc66uLlW6XxZacwzTQAyexRBf0FF7njO+a3RPbY3TcVZ6QSmkUVGY1qpZXxslAWuEVxl/Lforg56bWs5+RqsRplKUHCkkdeb2aoVSe1dCdfN0Uw33FeHKhVefvMyPffbTLId79mlCXGFBGIc90QdrbB3OBVoXgvMateM8NVd67QQXUDa2ErB9SIZeKyosNkZVvpDx8IpG/PS5QFHekatrBI7eZ8t8MsNdcw4vapDZDU1qrajYwFDatTj9YRw/Ko6+50NwUnEo+iLiqEXnpNJVytplJY9ZwYT6gqxExBRVLRObJxIoUrFeUA8H3evIC3TmXnol+sTgA0WELEJByL1xks4oMNfAnDNTCPSgNv4prEZxzWb7EKOnNHBdFVqUQu7qcxSnoOhMAucqvamHz7QfaWPkms5nngx89c0Oo3p39N7ZTTuOp3sNVUzqA6KGhFr8bOMBOec/iaEV3mlUSi6ZGAZqKwhCyUpMHIZVLiyMKWpeWD+/HoK6wcZR597NkrxXAjdAaW0jtt7d3DEfZx5dXzNdTebPoRuz+qR54y2Z66tJ5/eXF1zuFS5f5hkfgyJVMfLSyy/x3nvv0Gvhtddewwnc3d/z/PlzhmFiGibGcUAQbm5ueffdd1lyRhCOeUFEOLgj42lUBAh11E1pZLfbA0fyogtniIHYlK+US1G5rffahT0gyees369oXGAc99RWefr0A1779Gvs93uOx4O5cG9bsi6MPnI/Z77z1pEnj3bs93sWMjVlpHaokSB16+qkK0/BBUcvHecaEjO9nrQ4CglcNP7RgPcR5wLOm8meeFZ7AlXlNXXFLjOtztS60HrWhRnl3jgy4hb80BkHTxW3IZfBQXIO8RGvJuP4pSoJHBDvVeyAqWWykrJDg1g0rsZ1lS2Dmtc5E4G2lRjqPWkMxptR9K1JI9cFSkLKEZaEP46bgsdHTwmO4AUvF8onC7rh+BZMxq8zaJEz54JakHKiL0d6nsnLiZ4XQqv0ZaYuJy2eyonW7pnn55Ryj5MTwS+In5ndzOILJwp3OXNyjkMJfOPrnq99Y+bZ3Li5W+g2xgrBmyFrMO5fM9NB1AOoNSUFC7RqCiKvVgg4R2tdVaXd6AE2/hFn5HuHFUgC3mThMW7348ZTcl4FKk7VWafjER8918Njnjx5AiI8fe9demuMw8iUJr74Ez/BO2+9w8X+gutHj3n99de5vX3O2+8949M/9gX++B/9Ma6vL/jKV7+K+MDLr77C3c0z7m6PxBh59FiLwTUSphrPpVlx6INXjmBVHyTfPd7r6Pp4Wrb7rouQ84K772p6aM0gqFoZUTpCsfEaTq8vNeaVrZy0U7jxML15s52OJ3wMm3LRh4gPJqShbuq1aRj5qZ/4CV5+ckUoM61kGGDYTTbI9DbWMz86dAxazZ8oThMtV4KLiBTAEWIC8daoxs3LS0SQKnQxxDMX2pypc1YOZWkc7++hNsrpxHzULEqcrl01ZzXRbMrb7dYcaExXw/n+o+Lo36+H9EL0uiCUov4XiMlRbfHoJmVZ+UcxBlKMjK3RQqDGSGmN1DvZqYeIYAIeOJu4uU4Rh+A3gjVoF5WaI+EY4kB2kKWTezO/DNk2ytAd0uzBAPJAhiyt4aSrI7b5z60qHMO7dS7eAr3B5TTyuU895uprT3luUnypOh7T4EPUKj/AOqpxXhdBVRqwbX7R+EPOKUScYkK6kqb1Jld/k14LjQBR4dpV4r7xcJp6/wwp6aOOxg1w6iEktkCVVsEHgnPU3nl2c8M8z4zTqDP5cbTokkAy0nxvnflwJA2JUhdOhwMexzIvHI6HjWe1Gr6lGHnj9Tf094Sg6JFZOOSykEvm9u6WXPNWkIFYMGXj+e0zHN5GlsqDSIM66uaqI0ikm5Ghwsxi7ti6furiPY6TxgZYsV4bG19pbpl5XtjvdhwPhwe8RluKe6N1TxwGPni+8PbThc9+bqA4OPUj3keimwioYjL4wJBGeqjkfiRSkLLQSiD6hPcD+ECMA91HihVFPiQIid6d8dT8WXpsruKtae5Xq1k7+gC1C4MDSahdhHc4H3FdHYaDh95UTRiL0HBEBxHBF0XYfFAlUvPdFnRHy0qBCkFVb65rA6EnVlQZJR5NQ7ciLJgSLigpVwd1ZVPc1LxQykxcTspJSd4Coh3OddK4w0nC0bUjcp3NIsTk+XQlvbd8pJV7+nKCZUbmmbwcWeYDrczqfN1OiJwQNyPuSJYTTRbmfGKRQnELxXdu5sJ79/D82QXf+GbjvfvCXJTfE4LaMzwkEXsjj6/xPs5S7tf71QHDyvNrwjDsSMOOlo+sdhegG7s2aBoR1HsjpZEhjQSvhHQfPHGIXF3vmaaJ4/HEzQfPkQbjNBJi4HQ8cDodkNZ4+ZVXmYaRvGTy3DnefEBwA9ePHtFy/v+x92dNkiRJfif4YxFRVTNz97iyMuvsqga6AdCggSGaIVrszHfY77wvS7svs7QvOAYYYPqouzIzLnc3U5WL94FZ1CyyqmezaKmT5iG1yCsi3cPdzfQQYf7z/+Bf/Yu/4tXLF3z59i0PL0+cP3zF+fEz/ru/+deU1vj3//4/0rbCcjyBrye2fjbu7u/Y1g1UOZ4Ohi63YrmIAylBzVSSgBYrHLYtM0U7R602zrVSsvmXRQlOQbB73CTxoyB0jzsvNOx8DkXb+HogBrNQqb3RNqcKDHGGj6armalR8spf/vzn/M//l/+ZuyXRzgUJgZagBzPD7GLWAya4wB3C2y4aCDEZekok+sRXJHpRFa8Fn9r+0gefqmQrjrJzCNfNctVyYT2fKetqnmVqI7ZW7U/cOqHVakXWcBEvFywUyKvF7+D4vjj6c46eQZWIkqTRpdPUCiSGOm3wCneSnJNEQzClRYqkavP7STu517EG7yzZFtSqpGZIwNabqdZiIKFklE0751Y5iHAKka0ruTVyKUxiKokWxGTC3bPBuhGv6S5Hdgl062ojEq1IxQii0pmCkFeLbOinwOv7hRf3R756+8E3d3tQESGE5N2Sbf7mjH3teMZpCfgoRW1Ljikyz9OeTB1CYD5MlJzJpdJKNHmpnkghMS0TGk2u3Xsz+X8wOXsQi3RozUZ8w5rfFmWDfwEfcxlptNVKzdnRouBqttnm/a1beGwxDw5UOT9f+PDx4x7zsSy2aLdauZwvtFaY4sTDi3vnBFSenh45X86O9NhrGDESOa/ENFvgrN9mxZU5l/WCG/zvRfNQAMRkxZ51qX0viJsrXWo1Kbu9X2WaZ1qtPH58NE8qj1YZY/3BoKitEKoRLH/12ye++OV7Dss9Ic4si6Kx0UVscfZxkCh0zdRq3f6spnIUJlKcUSbQSIgH67bTjKZIJxLC5Auyce0sbFjQkukeKRDcDTtFCIcI80yok7m7hwgt0qKNFGkgraNRaSK0AIcYCc18vGIKaLDnNrkDsFlQmDq6y9UfCZU9YkHc98ZiLjx1HK6WHWLPVqMSW7HGYbtYUT4nyjpZjuBk9hTmi9rpamaDqCK+jpgBqRnn9ZKp+Uzbnmn54oXShVKeyfUJ7RvaN1pfQS8ghZ42Sl15rmeeemHtja1vPJeVj8+BL3+/8Hd/f+bv/vDIVpTWrvfAPE1UaeRsRPd5ml1F1n2MIntae3J16O6N415LKSU0BFObDu6Sm+amNHnB2WmlkmYbXYeQTO0WAut5pWyFh/sHDp8v1JxZDjOdzknv6K3y4e075jjz5vUbzvJI3jJzML4bBJ7PK9tvfsNnn71hq5nz8yPP5zO9WhTPX//VX/Pq9Wv+/X/4j5yfLyz3kXmK5DWzlUyIB+f2tZ3qoN3oDs25UBbNMUJxh/LSYz2CqbvKaIZaNVQnJJRo/k8YChltQUDxUF38XM0z67rS3R1/WcxLqpfxrFuBteZMHU7S2vwZs2imLz77AT/87IHt+QN6vjCN+zjKHgGyZ/wFW6GDmN9RkEiICY3uVK5WKImKZwZbnI42K+ibOpF6FETbtkeF1G2jrKZOk+a2Ha2a/1uz3MZeu5tZVlccm9igtY2tXhjuw9+RWO374ujbHwp9M39Fd/yUbni7YOM2wbw8JFog5Mi8ag6VSrDOcc9Ywv3w9ibV1F8q1o3iXB20EVSIal1txEzvFpRLV86t8VQyi48UDj1SWgf3MKIr3Q0Qex9W9OyyTwXQoULzOSAWpCitWwYVpsJrfXMCIrRW3AhQjDvl70OCo1NjlBbdQG7HpUxFIYA2U2QELEU7OmG3S6SJj1lKYN0qEjYjPKfElJR5mZmXeVeA9Nqo0c71erkgipnFzdaJWZK97gTwoQbDC0dUbTFyjlCQgDzZ9ZomS1g/HBam9IY0zSwHS+E2CLjz2Zs3SBDKllm3lVIKl834B8fjye6LoTwDjotFLKha8fJ8PhshdZrMcTiMkdMgKBrCENzgMiWLWjifL7sCfL2YysbQuWgj3RRJKdlItlRevHjg7u5kvKe9LBrZXTbGbD3w/sPGf/hPv2VJB+gzb97MxHtbUAePolWDu4Px/i0mBkiSCBrpNRGZCMzQZpAJ+gR1pmMoUpWEqqmIkHGOrEe0nDJBkynHtFQmVWqDugm9B5Kao/qEyfdza0ylESYlZKGrsFQjE0sSipoztAUtj+BZdd+xwXlxHxgicwqWnyUevhlt049q79foMz46il5AUszJu5ryLkyJvCUf1wT7Wb2a+3kwjpEYQ92KDPWA65zNt6icaf1C7WeaPtO4oOFM09XapVBQKrVl1rKytY3SN2rbuLTKU91497Tx1a8jv//DzG8/bJxzdRdle1ZPp6OpuHIxb62uThGwp9bWDnPwb70SJPn7DzsnxlzLTVU3xnMjX24UUyiEaXJ1oG+8/vwHMYQq58zThyfuTne8fPHKvKuaeXRpDCz3B/Lzysf+gRcvXnCclFLNOX6eA29+8AN+//vf8fb9O16+fMHkPLlSC+/evuPzLz7nn/3lX/LZDz7jb//u7/nNr3/Lx/fvScvEXRRqqRxOZlZZxzM6RbssPiVomNJyR9slmETfiyO7ryzSo/VuoGOHGBckmBJx8I67+lhN+3UNFcuN3Lx6nSYfdUaPoqkWFLxfJ8bSbs/QPM3885/9hIejEM7FYkYmRSYnYGPFHb6GmwoXQpiYg8UHGU8KG52pUTW0W3PXq3GMhnq3uZ1F3QZalCmrmTy2vJHXlXxZ2daVbb3YfzcTnIgqI+tSezP0tfpHz3QaMoXvbKQG3xdH3/oQIIlV+4HqRLluNv2tYN4+HsYZ2WMrYjQoP2owT6IQXOExZsiOMPnvUbxACrZQa1PbODyQNgBRGmmM1ggcNXICNoSsytYaoRmT0WK8Ikqz+1wBDfRuviXS1Tx2vAvy34rEkalj6eK9d+Zj4vWrI+Htkz1Ee9dkiNAOfqn/n3aa2sYb3R9JGDwkW0wNmheXf1osx5yCJd53bB4tga022vNKkMj93ZEphd3Cnmhk746FFFoaui1ZU4y0JvRWXI5fKLUSpwktdtbHax/cqNauVv7jPW7bxvl8RhXmaebl3Ymunbfv3u2p0QMtxEd1aUqseWOaJk53J1SUnAt1vRBjsq6yVzq+gR8OgFBrpjlBc8zzzVX7Kutvvbjbtbt/g/E9uhWAgEmnuxUFKVrw5Zbt/R+OR57PZ7vWMu7wUdAaTF6a8vuvL/z7//JrugZK+xEhLMRQKXUjBuUgcXdY97KXFpQQIq0Kkzhy1DIxHOh9oreJNAnV5tA+zrHy2dLbBc+zca5KQoP5x0gWpEVSS/R4tIaFTGOjSnPzVFhr5XDJXKqQa0NrAAw1qtoovZo/EMaRUB3Ij/nESzcBQEJIqgQF6Eho9mw48mO0JnuOpTtvSDpNCxNW8NRttU7dsxYlGH9Rm3HlDHpz9Jnmrtf2vVoytZxp9UxvK40LTS60cKYmC40FM6FsvbG2zKVv5J7JWsm9cF43Pq6d928P/OGrxC+/XvnwvO2FET4qubu7Z1tXW+8kEJOTq72h0t5Jy8nHYm5rES3ZfmRLolZwWrxS2r8PEUu9n2SPaqnNTVijOWCrWqbekhJLmogx8e7tWy6HA/Ns9gHTFJ303Q35LZX1fOH+4YEpJT5+fOTZR81dK+/fvyOXwunuxOvXL9lK4auvv4T/AufzmR/9+Ef827/5G37xF3/Bu3fveHz8wLu373j39mtqbSbc8KZSMXL+VvIe/9SccO46FFou7qpdyHXYTxhS3lBDTbzBhYDINTi5d6tFVARac9PP6KNO8wAy1FeYDwuhJ7r7SzkpwycQxsH74s0b/sd/+ze8uFvYPj4CgRrUCy/7CCkR3Pl9jPMNUTbUuav5sonazx9rUeiCRrO1wRvOWrIVRjlTLxt1zeZ0n4tZXKwr2+XC5WKFUanWaPdWnZ/mY/Vuhsq5bjQt7iUldG17A/5dHN8XR9/6UGbpRgw1UgKNRu8G/3ffhMYILc2J+TCDE0Ul+EYVroWTNNnzhew3jP9zpyMvktCOqJDdvyVpZ9POpTcWqTzVwCEE5iIkvJt1O/gUlBB9cQKHhEHVAzkl0Lvg1jU4F3R/z12hZzPMCyI83JkRWtNqMt0gPsbyccSYQXtg6t5VDthW8I7l+jtEnIPjv7cQmOeF2JTtYlbyW1tNfdVM0nl3XDi2A21qVxftNBk6021+HUL0IFPvTLwoM7O0zloyh2Wxhal5UeDu2OoIRoym2rPCqrJtmVIKz+dnsxbY0bG0k1ef1zPny4U3b97w8PDAu/fvuKwrIQRKdTVJrR6Ye9kJavNyQBXythlJ3H8esLtz36r9ts3l1K6+Uy+KSq0s88Q0z5zPF+PjOKm2tcrT0xMPD/ccj0fO5zN2g14XHRuhCK3ZCPfXv3tky3/HV++e+GePP+b1qztSUF6ejsyHid4j0c3aJLhKhk6uHZUIGimXAgQCgdqh84ykAzEpKcG02BjA/D0d1VOc7AolK1OarQhrnaAzyB2wWbOQOlOsdFGOIXAPlIfKudjYysZ25oWkouRWKMU26FzMm6dpMWdkAelWMvdmRdQkgd4qEip4cYQYWhwlEDRYFstg0Aas2GqZWiKyBXIMpCRApZXV7vHJImFwpd2I/tFutgXaNmp5prUznUwnoyHT4kprF5pkQ5ukUan00GhULm3lUjc+boWvHztv30384Q8zf/ioFL2qGO0RvD6nY2ShaqGpNzNGQkom4W5mZ9JaR3uhezOhqrtTe4jGtWy1ubHq8BeyZ7VUi0RK7mgfUyIl4yIhwjxNbNtmY/JeqcU9oVqgY1zCi4+Q56dn1jXz8sUDp7uTNVwxML18yYePHwkxGq8IZT4eKKXym9/8hndv3/L73/3Om5c7fvGXP+enP/0Jf//LX5GWA++//ortciFNkwfXmo2GRGsWazMZPU4fiD7GLtXMQHcFpqqNn3p3q4iNEGZDyYlWEGkjjAxHjBg/xmnBuYg1ZxygM6Q+JKbpQC11R6MB8JHvv/xn/5yf/+gLtsePyNr8RV7X6EHwHogtyN6MefVnSJWaieqgAphM3xpSVM3VupvKtKyjKCq0bfCONupqyNG2ruR1c9pEoZRiIzRXCze1Z1KD+e5Zaok1MN59fGfH98XRn3Gkq9AepdOkMwWlhk5Qc0oNntM0fHZsoN/deBDnLDii5BW4xTMN9OgmwRz7maLWcYRus/1JIWln1cZFAxdtPLXCpMoSAkv1OIkgljRfDRttYsO/0jpVA0WFqgPS3UktViwAqKnJardxYW2NrVZ3vbavBbVORgfsDtdRWpDdwyRGG+2oR4wMT5eOjTWCQ8FjIRhcIdQiCornKikYd8iqULPUny0WRHtzibo5s46Oa0DOIyCzdtsg8cgQ82Cx4qZ2HxXiY6PWKKXs3XKrVrQ8PT+xTDPLPO8mZrmWGxWfGUPmLVNy5bKuV0O5EI0kLoEYJ3Pk1cKWsxViXkSNfLIR7lmdgyZBoPk59PFld4+Z0dm1rgS3H1Bgy74R4rwwVe7u7ncPp9t2zDyTrHBuvXPJym+/fOTDx5Xf/P4dP/riNS8f7viLH3/Bz350QENgjjNTSKg2LpdGLx2tidojl+eC9oXaKqU+E+cj67qSlkqaKsSV4/09rXVqsYLUIkBMOWVScc+WUyFvgRQmegGqkKKSqsULzoeJKc0gyjwJ813Y+ULQTTZPR3t25UunFsu+y3klJCtIy7ah2ih1o9dGjEItK7j5pPX6FQ3m4i5q3CfpEe3XEZuNoo2H1GukrGd6y0zzjNbDHkIst8WRFiuOtNH7RimPNL2goSDB0C4NzYi13b1yWqNRyD2ztszWGx9L4zfvGr/7TeAPv2/84d0j5woqLt92ouNAfi+XlXV3aIZBRlKPjIgi0G3UYV9uI8XCvh4j05T2yAqwUZSFrZqrcoiBZZppi5koTp7DZbYAJjqYYuJ0PDofpbLlTC9mbVJr3ZutaUlczitPmzVOpRWmxaNgmnL/8MDDwz0qkWWZeX76QK2Fw+HE3ekVTx8f+d2vf826Zkot/PLv/57Pf/Iz+nTg/tXnPNzd89Uffs/7d+9MgYsSJdla2jq1WbisdmVKicPhwIZyXs9U9XVHrois9WaOE6mhM1PyuJHWLB6pFFdFXuX7dn5t9J+3AkEoaia+JvpxdZlbLXTgbln4q5//gkOC8uGJpQotmoBgWAOIF0bKoDyM3yd7oWxrpw8Oxfhm9jXjBqFK2Szyo22FtvqHx/+UdaVsG5tHb9VsnkalVEq1aztMlS1z1N5X79WKoWDqTYnqe8Z3d3xfHH3LQxRCb6ThKI0yoSxRaMm7TAN59u6opUBI0byNopCiMMWwf6QYiM0Mz67MD7iWx1aotADSlaCN0HAFTiOJeIHUmJtwDJENZdXG3DuhNTQIU4xmURHFCIUdCJGukdorFqVr3cKYWavJolCp5FbJ5zN/eK58+eFijq/+OAV/uYMrrD4ijE4+F7ECJCYPXEWZ0mQmiuJRGb17QC7uHmwojUnsg8O6VkQVuhHUWyCW4h2/uWG3Wj3cMu2/F+fcNC8sLBvLigkJgVKyd8jeAcrI4BqITaN5YWHjqbgXMDlvbJtJTpfDgZIz5/PFDT+Nt/D49GRE0zlZkbJtpspiFDqJmJTueWDrthKiFVGlWRGu6gah3c0eJSDBOsvmTrrio4shNVeF4qRzbY2RewcGgT89PXM6nZim2eW013vdeCYj4gMf5cHTpbBuH3n7/sLpsPDu/cplUz57/YLXL+95eLjndEhczo9IhyQLX79/JsYThIXnrfDx6cLhGDlfMksLLMfEOT8z50KUwPOzkdBNwWRo3rxMiCozJtW/bDa2CCjaxIjVrSKivNCZqSZHPoaVwcHIp072hwYtczxMiNg4XLVT8+ZqGxsNtJopxT4Xo1LrhdbPdFmRUCj5bOixI7G9BegTQWcrWsRHKcGJsr1Qcqe3gOgC1CsCNZohKmD8ITM7zM4xWq1wamMkjxtIAmExMYRuPJfMpXeee+Bc7vj4/o6/+4dHvv64spZKU7GfvfOIxgMsZJfpqz8nzQ1tr/eFGr+umd9NENmf/RhNdRqCEG4Ys8EbpBgdIcMKbxgRRNj5bxXBxjQyd7ZgkvdpmT2k2ojAA6FC4XQ80l42LpcLcZos8DRFLucLHz4+8uHpkVevXxtymiLTnKAUtsuZeZp5uL8jryvxuPD+w8rThw/E5Z75/jXHJXA6JP71v/kb/v7v/p6/+/u/HVRMQ9+7dZVBAs3tNwiBS952xXLXqyR/IMxgJpOi5skWQtyl/GmaQYSeszcn9q17juXYFcQ4WsW5UCIWoGzXzta9+9OJv/qLn/GwJOKT/f4eukXYyJX96dM4X5v9fuq6G/mqm+2iNy/AhUZaXbWYDSHS0ky6f1ltbLZZMVRKJm+GHLVWHTV3+5vWfB3zXDhphhphxdD4+G7LIju+L47+jCMM6BgloXQxS/tlSoh0SjWFWIxeGNUBGUemFpjnZNlrTZijkKNQQiB2IYruHdv1NrA7t7nTdnE1ThDzo4jSWEW4SGMGLj3yVDJJu3VqMaCloq4o8YGWzbYFlEB3pKp1Gy0N47w+qvUQuNTGx1L57deZd0/Zu6ERdKo7AZPrI+eyUtkRI3OUFohWvAzeFYIrQSx/J2BKGCOqiqXTR0GTLQZbLbAZLwvM/6i3TnJlXiJSS/fNZTj42uhyEIYVI1kPpUmt1eJJXKXR6TsHRpoik712bcZzSJ4tFlJAt07ZX5NwPB7Mv6RVSrVFsvVG6JZWLcEKvZoruZb9/MQ0QRPUx23iI4haDWaurRkvADBSm6ei90Z3hQle2A1FXK11J74L4nEAdnddLivJlYKlZO9kvRjC0LT9HtQxdrT7Zt0aOZ+p7Q+8/XDhxf2Jn/34h/z1P/9n/ORHr3h8LCxp4rAcuCjkDVovPD6fCWnismXWWtGPH+kfH1lLttFFrqwXGxXe390zUslfvnzB6XRkzcWcvaeFJoFWsnW91eYFKSaedCJVJ/2KoLVzBKaezLermTs1HXo8MnmIsLFMT8Z/oRGloDEzpwaqpKCgGdUzIRWCbKz5HV2LuZ/XRqlW+NBmVGcES1AHpcdKFVPkRQTVQm1nd/JuzosV3MXM41G6BUWTEakm0ZZo8Q0KoXeKe2XhTc9aKu+eVn779YX370788teBP3wobMUQgE+VPlceSYxDvSj7pqweTJqivYc9nFeuqPAwgowxOnevuWBgAoUYZHefH9MbESzFHitsaZ1A4DAv1OJjumb+ZwHh7v7eXKM9diKKEbctL095eHigNGumYphMeRrNA6g6cvz+/TtOd3ekmAxlyjbKaaXwcH+PNju/T2+/hA8fERrzIfKDf/fv+NkvfsHT+Zl3796ahYsra1Wh1sZlvVjoeMk8Pj0xLZYniBcrLke09U+MyzZAmtadc+TcrGFtUjydQNURPsEaqm7FQkwTM7hqV/f1gtqhdV7fveAvf/IjDkRqtlZMkxVW+Cow+K4DPRq0Ax3F3z5jxRTOju4P41a6xX3UUijrakaP5wv5cvFMuGpfyxYs2x1JH0q7URiNxIBOd1K6jYn3OJ3RfP952/X/38f3xdG3PgxxCGr1tXidHQVSEFoUmgZiV/uIkTQltDVim0jd0JzWksntozDHQI5C6vZ99RvV8RVFUmpQiCCtU7STNRBrY5bgxZHw3CqHEDj0wFobUzQvnBCNOIoK3Tf9WuqgaLvywp4re0jVnGxjQsXCDleE4iq4Mb7ZC7l9U5bdnXogFKqd7iOpgaihFoxK9OeuGD9IuzInGzP4TM0WYe8aETOho3dSiPsD00RIKMfDYvJb3IV1wFp65eyIF0Yhym42ZgZoN86te0NlHIopTYgXILfcClU4HA6cTkc6QkqBy/kZJXnhJ9yFO0ptlOwqv2BZRRID/WK/Y8sW5ipieV/KUG0YuiU9YKNcGNrx7khRCHF3xB2L2ejIU7L4EhFH8ryoG/9my5nj4eBjrHZz1+mOHN2Uu/ZVJ6rX1vjYlVw6v/n9V/zyt1/y+7eP/OiHPySJcJwXDscjaZ55ej7z/sNHzpeVu/sHni4rXaE2C/g108Bk+UtqjuelGo9iXhbWsnF3uiNI4Hi0aJV5Xnwc4F5a2PexzDTMU6Y5IpTDZDJ9ArVUYhPWbeO5jmT3aV+8Ywh0TypBI1ESop0kgAaW+ciUhCCFu/SGritdK12r8ck6oBM5u5Kp+XoRG4RKDY1KR1KmBUALgkcOCUClY6aXHTU/Jm0oxhmRbio7wUbGorYJlV65lMKH587f/ebMP/zDxsePwu/fFy7bNq4e39xieu+cTifSNPH0+Ix6saQeRzOKn/F37UZot87+igrb1xqiblvioavL7D5kOigHwrQY8mocTachBPsZLx4eoMPhsHAX7m6KA3Gkt7DVjXmanS9z3cjvjnem0jwFYpos70uULW/UWjk/P5k3V0oc5sUKt5QQlMOysJUN7ZlWN56fz2y1Mp/u+cnPfsYXP/oxvcMffvd7tELerLnZSmYrG9U9uXLJpMVRchEncI7Z2FXZG3ydHM1MCibQCMEUfQU+KWRH8WIIpFlMTLPlFrZquZmhN0KEmcQ//+lf8PnLl9THM700OASLwBErwgaKPxzMwUwgFdx/yUftElxFyajmvDBya4PiBOxsHKOyXmwc2ztlMwJ2HsVRt6iQrp1aLRKput1K1Uan0qRbs/1pFe8n4bstj74vjv6cwzcWw02G47N1R4M7FGMgdkjJFQ5T9ywmI7pNU2RJiVwrcwosLVKb8ZZKdyh2FOyjhdsRJAMNcjPX3hAjW+tcsOLo0iPn2jiGyLF3UtkgTaRuQZpBAz2O9s3UO2DKtYp9uOUKKSSLQvA4iGMKLPPFiHED8nRy907m5GasFq7Za7VWmpj/SWsCHeZlAaz7DcEImx0zVTO0pTLSqRHvUkOkB5v5rx4amWLaO48QirtjW7cxUB5r3oz/Yfb7wflNNiaDq9OvarNRVwxXRUyzgN7B/+ldEdvZDNFZC8Ozab2su1VA1840TRxO9xYfEqN1SL35WOBEiBZ2+/T8vCvPuvq4TTxJ3gR57o3igvuY6O5UrTdkTFMDWtHhZQ5gKfNhH5PZv8+5ME/THnI7jPjANnYnwziyYGoicR6XKfrKznH48PjMf/jP/5X/8t/+jhQDDw8vOB2PRg5fDnz99deU2jgcjhYsTGA5HDkcjp5JqJY1pZ3geXFb3rxo7lzOFw6HA6WYym6eJkQCh2UmxTEK7pR1ozW3rHC4IsWNOU3EOPHw4o73Hz+awi7aiK2IF+ylczwulN5pzecarVNzM9S4N+YpcFeNQzOlGekn6JWYhClhI4gQiZMLNVoG3QixonpGekFiJ5czSTshGG+k+6hCgtkFdJqBTmKobq0VurKQCBId6TByeIiBx4+ZX/7hid/8rvCbX8/84Uv4+mnjnM3YEF+v9OY+MfXXxBdffMG7d+93nt8Y48Tom/zgsonxFi1Y1qNWPHCue9E2TQdmFzBMU7R4ijak7cKUZuZ5YV1XYjDhhTY164DWkGbu1Of1wnyYUJRy2bisF1KcmOeFopng49bg49d6KZRcqKVdPcHUxl138wPbejGZfGucL5ZxNsVESYlSMofjkSmaAeLDizuWZeKrd+/41d/+Nz6++z0/+NGP+ewHn1G2zP/+3/7W8vYiZkQao2Fm3UwZbx2uhwHu4PHEYMovq5u6F7mWtyaYIKQUU/6JiAkaMGzH8hTFETond4gRloeJaq2FNw+v+B//zb/hfk7Ut6vVZLGjGDoYPZal1+r3RnT+0ZgG4Guh8Ul7U0K3aBJtHa2G7GkzvlHLxRDvnHebm5I38rZa3lvJu8FmKdXd5Au5tqs/k4y49grOQTU3G/fkG/DRd3h8Xxz9OcdoABhzX5s5mzLSNlb1zqnFaBtKtI1SfT4fgj3US7POuDb7yC0wEsNGJT9+n7qMsgu0qNRu/KdNAmvvJDoLjYs01hB5LoVJQeaJFKJlQrmCQUOgKTvZtzZzEi50Sy93N9yO+XAQ2NVHJWcHYtwVFn/PbUjeHaEB8A21discbDFbdhi3O9k2uH9GlECarv5PXXW36LfFx4NUk8nht7IiwWD5OTnMrkppxR6mYBesterjCsxmwVGGXipKd48OG1u2avyeyf2FLM/NZvoK5JL9emCJ0tgm/Px89qLCoO2S8z7CasvBDOnyZtwJT/fuvXM4HFgOB1JJtN55fHx0jyn3ZcKK1Vo7XcUsFbwDs1McfByjN7wE3YGe8Tkjq/v1vTl6a6zbxvFwcFJntXNc7c/ammWhySBoGinUnHPt83UoFUXY8macqtbZ3EF7XTeWeaZ1I4CXXGi1sSwHU7LEycnJnbjMHi4s5JzZtkyMJjHvrbFdNlKInM/mzHx3f48gbGR6V0sXV+NhnS+XPSm+VnsGT4cjpTc+fny0AhIjEF+2Qs6ZlCZ6mvZr15spqsJ85OPjI8dlZq2Vx48bhyWRglttNDgept2YM0ogxpk4wbwoKTZqe6SWQOorxI3czwTNBC3GwY5i0nm1+3Ioc7rZzJvasjU0KFXs2alqaFJW4etL5r/+/Ud+9Uvly3eVt0+Fx3Pe15Eb7G8MK6it8+qVndunpycGCmMIb2SkoA+BQnXuWozRycaJGCZHd4w/kxxp6q3tDvIIzGkhTpPlcGGj9SkmgihxnqB2ogYu24WqlVwz5+3MPM/mTdYah6UzxQkV2Goh17o3QNFjk2I0JZuKWE5Zq0zzxPFwNBVZWw3hniwqSFHO68XeZ4w8Pj3StXO6O/Hq5QO5ZvL5I7/95crnP/45f/GXv6C0xt/+7d/RgxWH5nXkozPnGo6x99gxRCySZlomGCOrgQI3hW6CC9W2u+6rGPdTknk00QvS245eD/HHbnYbIr1nXp0eeP3igfXpibA1lEqQyZEf0KT27HXbZ0Zji3iOWx/jU9DaoAW0VeMYNaWVinTzwVvPF7Ra0HMvlo2ozWT9rRR6rf5+rDAqpdCDN5VD7Rds+jzAgEEB74hbz7jdkny31dH3xdGfcYwufPzv6iTqCeAhIh4LEUOwMFhfJEJMBvMqLAnKlFySbYTk3DpldORipL9Pf/en6JEohNaYEKYkxj1qjUts3MVIxcZ0DQvMVBmGky5TxzpSohnndRn+j+Jjrb4vprVubL3yeN7IZfCLYEyCxbvSQSq1o7v/jatrEIonUs/JOEfdVXCDBD2ULfM0s+ViHKjWqNkWm+ALYZFqrtStseViRodT2svKESJpGVW2FnWfo4uI53iZwke9GBnKpdV9Q5ZlIYhJi5uKQ2om1x2mkxJNcl5rZQoT63ohzYaK5FJI00yunfP5GQnCmjcjrs4zAqyXdd94ppSYl8W9h64wum1iBkHvKN3ue2Juv2MkeaXziyN7497BRoo3SOTePTbrSOdlpl3aJ8gfzaTIRmCv+1RmJLarXHO3DPXC/VBM+WSTFyGXyjRNPD994LAcmJejkTDFcgrjFKEbR2o+HiySJti9gLIrBoetgYjbF0jY/XVyzrRzI8a4E4unaeZ8Pjv53jbQ9x/eG2I2z1zWjctqr3PdNpZ54bJlzudnL5YiU7Kw3N4bOlmUTkqJUpRWzb9FVDk0oWsmAUtMlqMYhDkJp+NEkJeksHCYK5n3nO5man5LLw1bFhppCs6RKYTQad7AiCYbTblf2aU25pjQZebt0zPPl86vvsr86jfKP/z2wse1kKtvvjpWrW+sZW49Mk0TX339lm3bTGE7zW7sqr7xmkrUPmWbcnBOz7i3zEzTnvJaKh0rflD1mCBHTabFzQKbmz1OzFMiX4o5rQcLgU5T4u7ujst2sZgaCSbpL5YKvywHWq08PT6TYuTlyxfUUjkeTpSyWUEbXVvclbYVglrTdVgW5nkmJpPkI4HWH3m+nHlx/8DLly94uhjRPvh4t7QGdeUPf/gd8+HIj3/6U7Za+frt1zw+fkTwPMzuz2TwpkXZR/mBACGQotmNmLHkdVRmwhRTaLZu6MoQYtCKNZvucRRCNDL+aKBUIQRrBCXw089/zIv7E5fnJ16kADJRqyKTVcltKzcN7njmxZ/XeJX3q6Jd7Pmv9mJaLlY8NWV7vkDrbgqqtl5Uoz30NmJAiqNQGPeIEbbbdgWgID5WM7R0NIUB+z7xe2PfWr6j4/vi6M84VK8KBAkGbo6ASuOyWFxB693iAYK6pH/ezcJ6iFTJHGqiudqo9kRJndISpWeXbA/i3O1ozT7TgpvQtc7aGpMIswirRCuQQuM+JZoYIpTEesW9Z/QRVogRCR2p9pAQcCml7uNCiXBKM8SZhzuDgUMYRoHmqLyzj/SKHPXSyLnuXCNzVG02NpgmppCMEKmCJFuMW6u0ENh8Q4zJv6+b/D74hh5joObCmjNRlDlZwZTC5GpBLKUaGyE1dbqfk0nTFElT5Hy+0KqZRgrW8Q0n8+ruz2MU1ZvS3WXZsqcKGqzQUrVNwbhchXU9O5G6MS0HqnOkdujbz0nAyNrRAyTnKZFTYst5V8SMMfvw/iml2ut1pUstxRybY7Tkb0YR/8ktc/OXG7jfuVbbunE4GvfIioIRPDl+jCuEcA7SkPd+89f0a1FW/dwNpKnkzcYcvnGpKlvJ1F6ZD4ud/1aZnMsQp2hZado5n8+22QpseWWaJtKcuGwXdNXdT6fUshPs58Xez+VyttcYOjlvpMnQgnVdd8fhy7o6X6ijq3I+n1nXC1My8m7rhii+f3zkdDpydzqB349VbaxTNvP9CXSCeGQQwhzMCX0KcH83wXQkr5bBdrh/hUwRDZneLqwtE4KNyRrdR2bWOBjaa4GfTIEiRx4fV/7Df33Pf/rf3vGrf9h497bxeMnkbKZlMozLbm8BL5Bb7yyzm442i5pJ0bYDU0UOqf/o6AffDnqr5ovm90N0V2sjG3eSu8nHZAHOTS0lYD0/Gb+LREPZ/HvnNFGpnC8W/ppzJoTADz//wvhEjtDmbbO8s2730YuHB1pXHp+euTvdW9GaV2uOBJJYSKqM0boq87wwpWgGg7WQkoVCd5QPjx958eIFh2VGJvNyQwyVWXNh653yt/+NmGZr8tzlW9tovCzWQ1Rd0BFGG23rpkSmaMHLrRjT8zawvDZDUXowU8mOO2Y3Mx2uwUma3hBNs2VUBo8vqr2hrfPZq5fcHROpFQuadVfxtm2kZd6RxO5UAWtqgz+3xnsKwRS+MUzQOq10o3KIoYZ5Xa24jtGCrt0w11AjQ9WNuG+oZ7lcQE3+c/ue+0CoUFRGYoMjR4P8Cbtw7busj74vjv6MIybLkWmjePGFJgzExbPVBlm3OQQ9LzOgFnwas/l1lMqhje6sUyYjO9eeaN026TawG70WSAP+rEEJKmytM7XOLJ2VxhoCl1A518CEEtS8QzgcSMFSrhHrdJqoeyG5cWRSNEGYAmEOxATiRlxxikyTeJyJOgTraJHcOF8PBYTPiZN37CmYo7UMiL43n7333fBQhoIsWNel7qKdoqEUEoTQjZ9Q/MHacmaeJ6a47DC2yYatc3F9ntFnohjMmy389ng48PHDhqhlw428tSlN+0OaazX/HuzBbcWDFR3O3qXznvWWi5s8aneDs4bEZMiHWoEaYnC/pbH5+PtYFqZ5Mj5D0x3tKqVYsTIQm4HkIHvUSBAbf7QRZ3ADFQyuiV7vIN8ArQCq1ZC3w/FIrdURvrEhdkM8wdCym/v+9tjVbZ/eAsDwdGE/VyO2JcTkfKIzvSkvX77cfcJKLe58fG/Un1qNTNqMF6WqPD09WV5ZrUYSr+a0G6NtyqVku6ae+J63lSlNexH5+PGje0K5iWG0ezHnDdXOul6c6D6KdSPaX0bMS0r7eHlk1Y2sQRNs2OaxrFbEvwn3nGunnRspRJAH0kEI4ZnlMNP6MyEpXbONU4Jt7r11Wo5In+g6kdtMXif+l//lV/w//p+/5auvNrZN2dqwYIh23/tmdL1GsiOI2oxX9u7dexufOtl53F/BuXuGiNsmTLdx445A6tUkEAyoiikQ5+TrxWTn/ZKJyXg5NONT1VK4nM9s08rDyXIIl+Ni8vg483y+sG2Zw2Gh98bxeOTVq1fkLfP8+GTjqA49F2IwhP756RGw157mmWk2by1xDX53VL+7XCwKaDVVGN7ovPv4nmme0E2pPZO78WMIE+/eveN82bi7e6ArHA8nHu7ueH58hK5U7QQxd/4UzM+MfjNlcKpFiomSM9Xd4LsquVXUUwnM78dOagiRQUsYnMctF1QrhMByWIx7umV6q7x+8cBf/PRzZq3ErZLPF3QSYpwgBGozq5DmdAUw3k+MExChDQdt29NaaUzBxp8SAi03uo/dezBkeSDxIkpKkbxdyOvFi+hK3ja0m1UDHpMjXhQ1bVCVHh3Jl06MN2Ifva5f4577Ixj0n+j4vjj61oePY1Sd+9HdpwKTOYp5F3WaqQMkkOL1KnaXPY4FZ2ysI2vL+Ec2Yivu6tzVnVBhADP2swACFO1ID1xaZcFHa11YNXKuhVnguCRagEvNzBFSnE19EGV3Iw3BUCJSQJOgnlweor3XwzIx3x04HLd9TNjdzVVGcb/fzXau9r/5Tqlq46GoUNVGJHOakS5G9gt9NzscRomtDR8UUwSKYGiNwDzP5i6NWJ5WLhzniWFwlsJkxpW97t1J81GCSDCzyFZZ5oVWGi1XpphspFnrvikGZH9HY3Q4NnsjVZpjsxkcNuN09b4T69f14gidGRsa38hOVAqBy7pykMXHT+aZlKIhQ9MUdqXRkPV3LzAG7wNGMagOh99wjf7E8Y+tLetqMSfTNO0bvL1v2UmcMMAEvV5Xv6OtOLr+dOPgWVfaWmOZFyfdC2VbiSFyPERAWS9nUpp9zGz2AzmXa4EdE49Pj4jz1rSPwrOwLDO1FhsLRfdG0mjoW6vmvDyl671I5+PHDwhWEKIgwbLqVJXL5Wxy8t79PFqBOs8zpRQePz4aGdxh/t0hORjHZHUH9Wkya4g5Gio6pUgVWKbA8/uPHELlOU+8eDEhknjxZiYtkc5GF1gOB7Qp67kCidBPSDnw4ePKr3//kf/1f/2Kf/8ff8dvf7fSRSgqqI73eaMV36+77LuMqlpUjb/+IWzQ0PfCx9YnvClwbpXq7kZ/zYYUUkr7qDzGSJwip7sTp9OJ3ppJ0z1INEYXX2iADttWaPUDyzwzLwshBHNtVyHOE6U2EOWrt1/z+PiBZVpAghXE1aImelPytpolhvMYp8OJdXiQLQulFkdz3MT8E0ReLN8xijtRr4bCiD/XJTMdhNYKT08fab2Tkvkv3d3f89mbN7x7+w4q9F5siuBeRoPILiIcl4Vlngkhcjqd2HIm10zN3dSz/YpE23MdbVx3s/5M88zpeGTLmdoa5+ez+R0Bx+XIv/03/z3/6l/9NbJduLx9ZrLFnbp297brxDShwTiMISVEhV6aoz+RVm1hj9NsRV+rCNbUBAwkqL07QRzLfnb0JwaYUySjlLxSSyZgzte92dhQ/MOaCig7xcEmLj6NROS2ndO9CP+uju+Lo299KGGyLJ8gQm2+UTiqM08TTQKiExIa21YgBKRHI1mKICmZ2VkIHI8Hv+GvD2lT3KTRYzvqdYHabxK/QaxAUjaxTKvnBrPAIQTOtXAQOIWZrTcO2AhgqwUmK+z6cPIOkTkEIJtNewz0CBIN0RijtloK5/N6o6Abywo3i/B1w9y/Hq7BlINfswclJvuz92Zz7NAdAShMado9gzZwQ0TjUUwp0lz51JuhORIX8po5TR6GGS3Sg6rkYkTSkartL2LnyoyRVQwRfCxqignsydcxQhhIYfjke9WVRntHJj5qlL7zVYJf69YqpVV7+BEOR3Ow7riqr3dyNWQjTdaFLrOZw10uqylCfNMOId6MN8f1DGjJexGzFys3l+mba4yI8X0+fvzIsixGyu5jtGujsWVJ9K7UWnZU4fbZEJyTsv9OH7FharpcC4tM9J5pzczewMaKh+MdIsLj00d6t2dnmWceXtzTe+X5bC7eU0rEELx4sfiU3TFZDWEbhVitBRAeBtm8VtZ15fnpmW1bd38ncyOv3J3uOZyOu9fPiJiZJivaTGkUWM9nOB73Qn6eF9/4Tfm1m0jWbGPZENjWFRHhaT2zzBPSG6clkrVxfmpEXaHcMx8TYe4wm79QoDOFI/RA2Y5s65G//dt3/N//X/+Z//Cff8dhOlARXMjGUJDundTNg2hf9mK2KykJ0zKzbRnUTAQPhxPrutJ63wtu7R3tfr+OZ6Wbmuh0OnLw+8W4NW4mqMJ5taJ+ipHj6chDvOdyuXhRGjndW/H01e+/4v1X76iz8Qrv7u/44osv+NWvfs1WsqtGq8VNpJl2EmSsGa6wkpSY/FkAqK1wuVgO4rLMhtK06tdHoRuhP8QAooa+Yve2YvyXNrhRIXK8u0cxpPDp6YneG1OaefvlV8QQefniJXenkzvdT2yXDdHIMhm30IxIF2Zv3lprLgxRd4jeqDoaMitCp3m2eCAJHA5Hn6YNvqRyf3dPKVaIz9NE9Dy6zx5ektoG7ULLG02UqJE4JeeaunVKSpZ8kGzMZ2M/8+Ez5e1EoxKCpRqYW3200Vdpuxdc8GI0xUCYIrnaKHcUQBYVM/iCaiN5nzyoGyrbxbAPd+PiuuLupdF3BRjtx/fF0bc9RFCHaw0ONeVZFyHoyNuxBWieZwiJdc10FZajf9+8kabEdj5TvXuTMIJorftuTr7dAlQxDk+7WeTguuY17fQA0oQzMDdhLjCrcoyRcyuk0kk50lDmZA6xXRQVc2sKKaJiEK0F5rK7sxqfs9OqstXM4/NGv1HRjRfzRwW9fyJEw12qb/bzPJOmtG+kpVVTYnR7kFrvRDUSNtFQhd6bETXdcgBMxt5io5RG2TLrmllEIBzNVypFV5FYxpp2M0GzDvjqZ9T9z1FkKGoWBqrGhRrvxbvtgPsKBUX956obd0oI9j4k7B11N0dNJ7QGW1iwLK7qHIHW1Xyvlsn8dZx8HH30pmpKHUOLgql3BhGzW2FsniWdVvtO2NbW94txXWL+9DEKtdbMpmCaZ+plReTqedNVubs78fHx8UaFw80IT3e+1n6fqtEqBeepuLdLa9XGRmLO4yEYhyyEDa3GVWuHoxWVrjScl5nDcaHWytdff83d3R0pBZ4fPyIh+njNOlDUOuzhwv7u3XvWi8n/121jnpKHCKsT04WPHz9wWS8sy2LjIH+TI97gcDygmCeTFWHdzQ4TtZoRZM9995WqxYoxYEchP3z4ACjLPKOcWLeVDxP84OHA+/ewnGE5JnqqpHBgnoXLplwu8NvfPfHr33/J//v/87/xX//3r4DEJZuv0o7m4dyNm8Jo54aNUadzx1SVbV1RdXK7Ny6HZbH3XNtVseT+N4Yeio+GBqfP42h6t5w0Nb+jVjNluzClidPxxIuHB169fGnNQS20XMlh4/PPf8CLu3vyurGuG4/vPvLmxWt++PkXfPn1lyzLTG/Rnlu/dy7PT0iIzPPBeE3+dkXsXgohkaLzjQRzgS/CvDi/qPvmK8HXcSuQxljUxv22/my50NbVz2tnni3up+QCGnh+fGK9bLx+84b7hxcIyhNPJOdSpWj8xtY7T0/PtNb8dcDj0xPbtpor9P5AGcJn3l+Tm78aL3K8x5RMETjPCyFE58s1dO18cXfg0Av9w0pUNWK5ghajeTTUAtH9fNZciGk2WkFvqNr6Skx+zruvuYZmaxvmumYLE6NAisQ5kWsxEQ7dEyECa94Q2EdlcZ82WBHUsRiuqs1Hvlbji3dzOrq6AYR+hxXS98XRn3MkC8fsAcIU7UaSQCTQMFm5dqWqsMTJbjgn7+b1TA9CTIHD6UiOge35bHPoKTFPlWWKHKbI3Ty5wgpargy9160JVvdFLohSo7K2xpPC3OAggcecOSTzVHoqldIbd8cDUTthitAtJ6irQZ4kLMfNmKSGvPiCKTGQNXDZ3KU3xWH6apX+PhQeY5ZR5yulNo8VCL7pR3/tFplhvkPGGVD3VCl1EBq7b7hGZKQbl6vWzhyMm0XzGJBc0MPB/VdMYl42y0zqdDQmINKbOeOOwigmK9a6m0B26aQ4QTeoeiBDvXmmXu/u8+PKQjdjFEmgFgJqT7LP1VHE5cfqJoOqSgrmIhxTZM2bZeDFaGMacdm+R4Mkj0OJybgFxccJgxPU2ujquKajC9eV5ZM/bivtT6tu9YLx5csXtGYEZvG5ac6F+7u7PRBUfISn4xsxJQ2OsOzquYFWOD8siH9NzFC19UrOG/NkC2hthhZs64XL+YnT3R3zMvP89GRj0mpjjudn5f7+3oiw2si9+4go7GPFlBKX85kPHz8wJUPw8raSsxUEectOHh7p8c2ztw7mvyQWqZHzZoW+895KMQVOSgvbtvqCruRt2wUJtVg6e/URbWuNp+fC8Xjg8fGRt+/esl2eOS4TP/r8DTOFH3/+gs9eLRBgy0ptyuO58ctfv+U//Zdf8rs/fODx8dnyvEYRBHa/cHM5/9ThCPRAIMbzaNzItqe+pyn5hlwNoXWkYvhNqQylY2DL2SwqYmSKNo7R0G5sADysOW98+GBoT4zRzFol0HOjS+Ply5eUU7YmqinnZ1MLfvb6tflehcBnbz4jbxspzTyc7gwZYpgWmtLLxu6BGNwyZZ4pZWNZZubjYiaETtofTUTTbs+e2Oh7yEvMo8w8x4qT/UMwawgRs6hQYFnMs+mrd498/sWJ+zlyd9dpW3W1pVKym7+mCQhGYGY0CT62vLmAEq7IdEpp/9ow4kTxsNnGul3Y8gqt88MvfsaLw0T58JHp44bGgM4W2qw10xR7r1OChr3fENHSqNpNzCIJnYQeK5LEfNZCdI+1gZY7T9V5nBIhawOtzFOkT4meIn2Z6K0YYuhggjR7zgOCdG6QJKN5OA12bypvHHn3seh3dXxfHP0ZR0gGq2i1VGJ1iXcKJkVW50eICqVaF528A2nTxMirQZXD6WiQ++WyQ5P2EYlxReVsN7MKFFv8r8F7vplhXhAE8z5aVXnqnaU1llY55I0oSquRh+PBpP+qJIE4WdWvTiIflASJQLzaE1gBFogibnVvfjfDQXUQbfdXtXesdn7MC6cizRbl3tsnI6nuS7Y9eLb5peGjotapjkciRfdsUTM+W6aJPtXdzA5Ronf91aXffZjltQoh2mbgtvXjVWtQWzS9PZmQfVQz5twhCPSRh+Ru2RLM68TfcZomSs6IGxmq+AjR/RSnadqLMklCdai60bmsFpsxeEmjcwfQ7gGyfu8MBRKO+NhCayOAIMEI7j5ms8R0dmTyenz697FpFg+FXBbb+HeUslXzwvE6eCffj+su47Vc/2f1/IhNEFffeZyJKM0J4YJd822rXC5nHh5eINHl0GZ7ZGTZd++JMZCi5Wf11jkcFgvHXTdE4P7+gSlFSs5s68q8LNSSEY2UbeV8eWaeZxsliy3E23oBsXFP2VbO5wtf/HDe3/tQSoVg/ksi7p9ULLw2pkhtleFMnn30GUMgO58wbxvFPbcu5wvbtrKtZwTlH375K46HhWVOvH5xx/0pcXd35OPTmefzxldvP/KHr67hp+4F6Kd/nPVPHr5PrvHVkND+9bLMe4baOHbPHLVR2uDuqEZrQvxK9W5PbG1WoIujHNcbMhqnsXuR0Y3k3maz6CiOMr18eMHxeEK18+H9e5Zl5u50Mpm6wEOwdWe9XKilcHc6scZIq527159xOBzJ27pz+3RwxITdbd64TYZoLMtCnCfmZWb1fMOqJjYhBCeCR0rt5GJI+po3WqtM02x+WOuFXCqKKySbQhKOxyPnrfDh/Xu4nwm1McXJ7h3tTFMytMx5qh2h1OxGqroX1IM4LnLjxu/P5SBu91zce83+vWIo9TIt/OTzL/js4cQhV0PiW0WyUPyh1S5m3aJQcdQ5RssdlIhi6xlBkGYWFsEtKUIwL7aWs1kKOOGfbp5GtMLsDvxaM/RCUBMhGf9wIOBiPKZaqM1Um9UnIBplN7q1hpUdSbIpQuBm2fknP74vjr7tIewIjkm4PRPHb9A0ReiB2gXtXngg1GrSVgnmxlxioCZTcYyNLgbZs4oMhNE9S6tWy+hq2HhNb5bCsSw27EGpXXjWztQqSxUOMTCnaMG2JSMxcFzMa2TyG1tSMDVSdPWauk+qk45NbbeA//l/1Jx+cig+ehgP/CAVV+/CDXlotVLGnH1K3rnJrvgC87tIQZhnc5dNcTx0G3Dw0cBQDcmOAql3Jdq7w8Emw6ddi9ROc3dsv8a9s23ZNx/ZFyzccDmGiEb/foFedSdGi/u/RC/Ccs5Gzu4WsZBisvcQAgRhq5nVQ1/TlAz23jZQvSJWzicaQbkpWeq5dBuB6X66xTLcJLg/k0fHuJ8UNwif/qNX0cQB796/53Q8uIzdlYReOKVpch7IDUFyTNIGgjg+/D7YP4+fK0cIVc1HSt2jxQpWYV3PxDjt9gTjPIYYWVdDNMxs0lCkoRw8LAtBhG1duWzbrmS7PJ8p0S0cYiKGyPPzM7UW+uFg94ErtlKaKKVyeX62UXrvTC4vBx8huTVE8OcvFLNAMPsCK7oGuohvIrVkD18Wtu3M5XwGlJI3fy4KH1T5ze+/JARz/s65sG2recjso8rrgjQ2Cv30C/wpzfOQ4SPQ6kA+2x4rU9Ud7L2oSynuHLhx/YOPultrRuD2Xcruzds4IVuPeu+0WvZCQfGGMSVzs042rqy5ULbKU3vieDxy93BPx0wD18tqDs2yseWNp6dnlsvGclhIhxPRVX2qakKKHdk1JNFiTTzQNgSmeTKOUSlOqte9UDRvpMK0LFcEVjHn9g5zmMjZOW5iEUQkIXZYloBqRZtJ7JMXeZMXhLXj4/y6F4178TPOjdj9l2K6sSIZwnb/u0d2lFqua1s3G5Cf//BzfvpwYnn3eLUv2RpxWmyfEjXUvDTjwEogSKeH7t5ViTAHu31qQ0JHXSm7HBJJPHOzC9SK1AKlIKUQSoXWLJxdhChC7hXt1Ww4aqUWX3mCx1jtdgf2/pubmg5O0mhWYaQwfIp0/1Mf3xdH3/oQJE7uYNtMAj/m/WKbU0iBpJGgFidiMSLdSaMOZ8dErBbGF1tl9g3d9kv1MYnxTtacWYuQq9C7ODn7Zt3znwliIxU1CfwzjUODuQqpRJ+wCHGqSI/mAN1MmTvk8zip0jowg04l2KadUjTX35Qc7fFf/o0VWG8/PWoKjx7oyJ7pQ1ckqCep28LbtJBq4u54tIWud2iVKUamZWJJM8s02cisdA7TzDLPfHh6Zl03RpBt6w3lOgqjd4JeCcMDehoLE45exCB0NX8ewUYyxj1qO+8GvRZMIUWLkOnNgulCoFULgZx8YxlhnsuyuIO2h+7GRKMzx9lcz3sjCBxPB3OC9mKg+YgNhJ6Lo2NmeTD5OLB4UK2qIdADHbKi9HohbCPVHW345rF/n9imVty4sW1Xv6PWO5OYCd+25T225Op5ZOfoqgr050a4nm9/MYY+dTcjbbTmpqBxmHvWXR6/LAe0t+t77Uagb+7svLizdu+N5+cnR4QsW+2SK+u2cX860dx7atgVdC8ml8V4XHnbuFwuQOD5+ZkQXRXlCqLWKtu6Moo8Q8CucRFxkJXFbARyGRupnfv18kxvllC+bavZamANwmU7k2azoyjFHLsNfb0pjBjX1t3iW/2kKBrcoz9xcRHYjRuLOxbj13oEjQ7l2nh2rorUcKMkDc5N61d0o+sePTK4KTZmdXdnYN1Wct5YppkpTmxto7XG/f0dX/zwC85PZ2vMPEYjSWDLF/JqAoD1slkBmit5/cDlbGHW8zJzujuxzLOJSdpYQ6sVYOJrHLKbFY7Cw8xcDUWOIRlaK9c163g4sl2yO+QqkcmCrtU4jON89t5N7h5scpDS5ONzi+3pYoWAECxg28/fKAKQK/o73Oe1WnwSYkHmKSWWeQGF8/lM7ZWci9l4KPzVz/+Cv/7Z5yzbijSLpCm1WHHUQdwnrPUbKxqsGDNvMIXWmRih5mHkiFhEUyloq0wKWgu6bci2EbdsPNZ1tfUqZ7Rs9LxZJmEMVPdAijGybivVx58azOTULEscbBjjh9FM+TMWUGSQur+j4/vi6M85xBAgUTH/IHGjqhHa5xdU8NRqvMMIgeg+LFXASoWJKQm9GTxf80JeTI4anAhdW6Oq0nWj9UyrujuK2uYyXpeFGUpQahc24LF35tqYYyXFwByEIsKlFbr7b6AmrRe1HjgEi+DA4fdb9KS1zpqdT+P/r59stNeb9paDtGOg6mRdFMTm7oZCRNsUupFZt5gNAYhXFG1sEHun5TyEu+OCCLzXxjwvJOeDHObkv9IfMu/Y9pd5My4bFV11m4YQrsiPwM6PuR0ZjfcUfNEdr2mP9VC1nKZghcU0Gwriu6m538oVco8YITbEyMuXD+Qt83S+7N3+8MKyBdVQCZkSaTIulwU41h0wuIZG/uml5JOyaVyfUQByRSPMJ8YJoW4Y2Wp3PyS7N/cbUW5+7/WHf/qL9eYvco1XaK2Ru+6F+rZlHyN0tmz/vtbmuXmQt7xvJK02WrQIn1YLl1qvvkxP1e0gAnLnr9kdzUfRn7fVCh0JgJOtu7qtgSEc67ZyWBZKNmn45XKhPz5xWBbAiorj4cDd3d1uIWDI4bbz7Ex6XjmXDXozr66S/T2DinGAECvsA98oKP2BG0V+72PsqjdA0R8jRvu3S9jzAocfFs51GdfdzrF5mQ1J+e535IWQRXSYZcIe8+BjtPFCW1cI5rIekz3HQXzDFVjzasG02nn/8SPTNO/nDmCeFu5OdzzcveD16x+QN4uS2baNw3LY+XdDnbitRvqdp4kYxBA8bLzceoOupgCuDVzYMGTy6mqXGANk9YbEirQwnnGFEJLdR6qIKnF/dBSJybP74s7HQgKXs42lU5ro1QKuO2Ym23q/Ph6Oktt1NYm++Bhagokw5vlGdOBIqRWsjYd55hc/+gE/vEvoeaVj/kEBm3IMDzq7preqZytKgjd+Ks6h7B1aQ5pHxZSGiJkJa61QMnHL6JrRLaPrRqoVqdUQuVqtKd0fei9YtdFFya2RWyG3QhWlYlMLS1W5WUtk/3aij+i+K9QIvi+OvvWhGL+nE1CcCCFCUPElIhD8a/YR9lm2GuHGw1Mt+LQ1V7lUC0uNwYJr9+22K6V11tK4bIU5BnJr1A5DIj1e19icerCP2mFFeW6NY6ssLXJsnbVaNx40EHojdre1Z5hYDqt/3Te3LlYEbaXxuG7ubTEM4uTmAb/9Q7n9EsCICAkx7RtRCJE0LTw8PLCtG9vlvCfFj04ChbxttgFENeVFbe50GzgsidPBF8wwMqOu2Ub+aOL4msHQA+JSLwhcLWhE0rAXTjrWLx3n/FqQisPSYLwiiz0wT5voqNMUE3Ic2W3B5bSgomYsZ1F1e/htEFOdnU5HlmXh6fmZy7qx5TGCvf7uWtve6e9nWrxsHvyi2wr6T6wp494xcEP2YkoYoxdDbapnje0yZMHDapt32aC7m6074+4X/ubm+EcOq191j94xF/ZrCvy2bR7bknevJ7xAnqcZ1UZrMKIVBqJmTr1mTNhq3aX/IQitggbzt1FHOcI0o11ZtxVBd68ieuP89LSPby6X835fgpLcSfvp6clGgMPR2IvWJoEtGyfKSNplR6OG949Naq4k/E+bn9vLeIuCfuMsXhvu62f9710713A9R/X2Mesf/+zObd3scSI+ir4tmvDvSQNVdt5VUCfGi+y+SAMFVTUkaYyeL5czD3cvTNmVkhmt+tjvsx/8gOPhwLau1No4n1ceHz+Y59TjEynZyFoE0jzbSGpdoQux953TKClSWqXmjdir3V8SaCG459bRrCI8I1G7hz4DtXiRJdHzNIczuJ2flCYOy2K8P1ctb7nuq07timKeeL0asdnqEd1H50MRaqfIrBQMKbbi9Xy+WFivBMqW3fC0MwXhFz/+Ef/qLz7nVVBoZoQqrRIsD4oRo9TcdHKM6YKbyg5aQYoJWiX0hNSKskJyJAwxG5paIBfYMn3N9HUjbBupZNq2oaW4UbDFoFgzaV5JVTvEgKoRwJtADUpVo40MwcAo2q9Nlt2hwZ3Pv6vj++Lo2x7KLnW2fcc3JbfpDxJBEkqgGzBJ00DwLk+cHDx+li0w3fkrndCj8VKmxDRPzMvEcZk5zJbTFMONz4M6aiO33g++oIoVcRXlop1L65x6M6PIHpl6IPZOUoOYoypR9/rKRwDOtQlifh/aed4qH57XT0CBMVbAF9P/H6fPM4dsIzoeDntsx57KPc9EbGN2+IxG88U1ob0SmoUcjuy6GIIpJFTR3kAmh/ivVvRWC1khtH/4VqCOksXgLtxgBcM+y7gdB4kXE1ZIWW4Q+6I/NogpWlccHA4H904Kgfl0gCioB1xaTpKpokIQVG2hPx4P5sPj5+tyWW0TDRZzUvsVSUJk38jGIcjusnvt6W//61Pm0adUf/vvUgufvXlj0Q/rykhoDyK8ePWakqsXEuL3g/0ZkCvJdLwaRwH3InoH4D7doMeoYXSRuxnjZCT7Wp3U6ZylHb3rzXltLvmuPi5108HWbVxJb8zHBeh71EzJG4i4oq1Sc2bVznq5MMKN++CleBFeshFsJdjYI+fNz5FtRtnNO5OfM8HMCkc0x5DUD7WOYIVd6z7a2p+aa128g3HfaDy4/dd/ojAaG3B3DpqO9UdufpjivKEbBFzMqgC4RutwvS57ZlqKOxo1mpCR96Vg0n5gThMhTvZcxGXnxV0uKzFYEK22ztdfvuXu7siLly95vlx4/fo1yzyxHBaWw4HDYTEE6nIxd+8oPD8/232icLo70ar6OiI0OpICWgK5bDZ6F+t3AkIKjpxLMJsFdSNYjBSeQ6EWMVd/H3vFYGildnUEN3rkjrhBqbm2T9PiqkBbD7qa+7WK+jPcjATv18SUc2azUr7hVi9eiA9ulfbOmxcP/Pf//Gf85f2B6cMTel4ZqTGtJ9J8pPSORPN/s+fH9ysVc5zHw5K1k3ojtsIUIDQl9ErSbiOtViFXK45yQc8rsTQohXJZ6TnvIpghZ955n6IQLYapoXuWZ0Wpci2OrivRtakTX9/005v+n/z4vjj61ofuvjPax6hH9gXCNrmIihVGomas1RWkR0Jo9BBon+xisnf5oXckWJhpiPYAphRJMZCCEdy+AdJ847AVzh48XJGgbNrJfQTbWq5X60ao9ZEycnNTCvjvN85RFzNgfDpvXLZys3DzR6jAJ93s3nXKXkRNU+KwHIyEWSrrZTOL+lqMaC1mYmikSiOyalfPeJvt9ZaNJHEf+S2HAzEFemmIjy8mz2qzBcUWluYhtr1VN8wL+wiDLoh3NOrjI7qNT6/IkbfvDoF37fS944q7RL+1xjxNTGHad7MwNongHjHL5MXxcKxNhsR0g/WHcebxeGSaGtM879Jr8FDP2qgybNLsvepOguPaef2J22QvWHakYXjkfHK7U5139ObNZ/z2N7/Zv1Rr4+7ujsfDo+dgjegYsKBfHy+6z1VHvSvte3QD6K6uG6aWqtC6+c7E4O7TsDtiW3E1iJr+rlv1kZ+9/nk50PLmZPRoiiQf6dZaLGqzdbNHUOi9esyM7OnhQ6mVc6ZulXk2v5pcKqN5HchGUI9D6aYWFLFQ4DayptS8cmyd8HiRcR0GuqmGfgxk5noJRnWz34S3l+fTv+s3Pn/z36M5sMLm0+8T9IYXFbxx6zc/367VGPtcKzRbA6OjSrX5+8Wn2FFI2ChEvQjsvRPm6FwaWJaD32eFnAtxMeVUSsK6Zfjwka++fsvvf/d7Xrx4wd3dHcsyczqduLu7Z5omnp6fkBC4fwhs62ZqOAKSbN24rBdKqyzRPJEO8bAXUQHLX7NxoaFJ8/6sVUP4Yt+RsuSqvKEsHly6YXmCJGrtnC8XauseS2NGotq9MNZOp1P6CBpv+/hcAemKakXEyoUQzEByX3t6YwQDR+AnL+74+SFw9+GRlDOqBQmJJgmb/SlVjCOZNJhoROJuQ5IkEIFIJwWI0ki9MmkktE5QiK1acVS9OCr2Z7tcLG6kNvvo9gBrM6RKm4//BtGa4dtnHwWl0Cm7GeSgLdjrts3I+LgG6H3a5v1TH98XR9/yUPCKeJiIGVQqwQZqGpTdRdnRJCES1BadLteN2n6em2Ix0IxOixXEEpdxQvT1QZT9Bvvm6xrHTSOOYjykpgZbVjW1W9cbefno7n0Or0HoYXzOCgaiPaRrLpTmXY9eF9Y/WqT3VXmgCQa5z1NinmeOhyOIWH4bgVINHclboZTMMtvsfn+wnARKWCkAtTLHCW3dZepKnCez36/tkzGThGA+SAQn/lrx0rHaaPQqvRsZvo6CV8MexaF6JYl2DDlsbcz9bbGcYiJOyQ0CnQ8TjMc0T8tuOhdEqCXvgY/L4bB3mWEyhCNvGymk3dYhJUCEZU7XDWaYHrbO5tEB4h3/gOiHyyy+8I4rI+gVIdvXmD8uu61Qabx7946f/+LnfPjwgaenJ+PpZBsFv3r1kqenxyvq0x1VG5yOVnd0SBieUV44OfqG+vcF2Re/4TjefUMZb2UUE4FRRJjjuEjcEbRQR9ixEdaruwgPFZOiPv5wtaRnzCnhhpxsm5ptfnYfWvHb0G5F1jWbrlOrFb3aO61Z4VSLqzKrjQUt2mI4j/frSuDv32wX3HbfN92d56a3eXlXrpaXKDvy9s1J2x+vDbJ/4daZ/7oO2JpjvFcPe3V1Xm/9Ohobr8//e9hIEIPzFwXFm4/b16NmuBqmyHZZYctm5hmtkVRAYnRU2Ue4zq15/PjIl3/4AylGPnvzGS9eviQ6OXoUKMaTDKyboawxmYdcWgzZuawruZgVQwD72jR573N9b9bQmPAhSiI1JUonTOHaKDFGYmZ/UKuZ9waxmJ/au4+tDG20It1y2ra8sW4bpX6KIioQpO8+VtM82djYi7mUooX0tkLe4CFF/rvPH/ir48Rd2Ui9GUqmQmhKDJ3eK6FD0kSFXc2bxCJLoppPmAnvIgmIXUlZSdbmG7+2dSgNSkWz+ctNvZHXzcZy3dTP9tGvCKkjv2MCUbp/qGXRFelUdP/fp4iRrdPcqLk/Wa7+iY/vi6Nve6jSawaG1weMJGNF6M2sIAlmST8cQMfIRSSYyaIqISSD/6XTpSOhI2LeHOIM/p3T5MjUbWG0L4S37b58cmthr8o3Q0c0WmsIs1d6ePdkm5RgGwXRDSa7IqI0r+b7WDz0ihxdRyP7q7rpYhXUFXwp7mqLYay3zDMi0x5QeXle6bVTKMSYbJEpzVPnxTOslCSBNjVam/aFce4LaVqMQFsquWQOngpeHe1rqrvnjMEZigV02gZINLJ9V1s0gwq9VFQFCQa5S5d98xyEyBDjXjzZQujIl9omk9XIxSlGc0/uDSnV7CB6cwBLHKWxtO/LZd2tCEoptGrGeneno3WkDt+npDssLyKU7GrAKFeEAmHIYnevI725L3fc6ebwUZ6o8Pj4SC2FH/3wh/zXp0c3qDPV149//GO++uorns9nC3uFHS0JMdJrMan1/gxcPY+ssOmOUlxvpMFH22M8YnRkRm/y3ewONIRH9rFRUJdzq/2uWgchG0pxCX53/5diz1Sr1Um4xgtSR7EGcRs1j6c8NsLe3EOretEgFK5u5UO80GojdPbGZpz3ELDNT69P64i1Geo/a55lR117GEjoHy1JnzyLn3xt//Mfr5jkm59AP/k5iu6eWeK8vNtftnOMELcwCPu1RZ3fh6HPohY4a27jZkeRS0Gezwhwf/+C+XDa14opJUKIZsK5rZwOB2IInM8XG6Fh98Pp7oQAMU2WOeZmqDlv0Oweqc1I9M/PZx9fB+YpIRwMKbIHF5Fgrv3iknW/x2SaqFpJQ9mLFVOtd0qzjDdbVwISE4fTHW1HeW1UGwLkUl3FWOi9oLhvld8bVhwaadvWvcC2bQQJ3N+dzCS2WGGVRPiXP/2C/+mvfsLP5olwzt5IgqjxjbqjoEkVsvnEibNarTBvSOtETGGbOqSuJCIT3aYV/lzRO1ob6pJ9Lc3I1z2jre5cOcPFGiblNt5W62YeXLsVQkXNY6piheU4B4MGMDoHCbhlixAJNjEYr/07OL4vjr71oa44kL07RwJhdC5evbjno9FTvIO6FgzjJwE3m8R1kRsLy/i7/TmW0dvF0H7QwAz4o4+wf9j4JAYnGfZGFBspiGVquK+Fd8sxuDWLyXOLNlKE0uz9SpBd4SHfmMWM/76S6QwREIRePbYjKLTRTU+WtL1uO1ICZpI3/Elqs4cSDN1prnLp0TrwcWJStMXUsq3EiJYpgs7uAMyOoJkP2eBP2N97hTQvthn0ihJ3Wanxha6bcG1WHIyFMtfK7JviUL01NTn01ux7j6eDFSwtMM1Cq53LtjIdph3KH0aPA+lI00wpjdaLFVgpAW7W5x1ZihF1JEscZbRT7wvazb2385+cMGzF+82ddqNkGR1vB56fn/nFL37Br3/zG8ssC4EPHz/w4x/9kNefvWHdNnOZZsiRrTg7HY8mv6+N+TRb5IJcC4DhoTRGyIh7Muk17HbIzMeLvH19aUpuPaBuKFcZbs5do5vO2ffZ+KyjvbFtgXVdSWnaryl0905qvunrPmKrtdKkM08T5/X5Ogbs3ZVBndrMAdn2BCvILFDaiib1jnmEDt92ygMps2foOjIcb/TTYdpABD8tjPT2n9wc3yTaj/v+E5KaXAufYVnxzWNHZMWRrnD14TEl5mjF7OsaFFNGuSJKMM5hsHNfi+UnXi4rL1++uto1lMqWz0SBeT5wunugt8a6rhZkqyZmkNWcydf14ihW4M1nb4hpcAE7eSse6G2IYVom4pzcKqUSS+ZeTojYa0yHmdIbMQVSNTVbEiFOE+KoaBBD9RWo2Th/g2ah2ulqU4OOFyNi57fUtofF1l6tiNC+RwENQGqMlQ6noyULiJl2BpfBPz0/Q2/cx8Av3tzxg9BIZUO1EVIjTYGmm1331og9ktLsCGN3X6SOdAjdVJEpBKYOoXfSQJUwwrkAQY2SoLWBo/mtdgJmQRKicf5Kq7Q+RC+jKKoU7ZTe2GqldKN2lN6pwcpDOwf9k9tutG6I86GccvGdVUZ8Xxx960O7UrezwefYgw9CDx1xU8AezJzPWkYfQRGtSBqdVB/GhFdYVvsYIfiH+sPWsU12fP5Pv7J9Zh1Qh7XtHooY2TAGIYmYT5AqEzCJQ6rdXrPq6CnGzxtjmm5qm2I5YOGbFZEfY3yiXqzss3g17kqcZ/fnmQxBCoHDwf687OelE8JMVzHH6N53Aqm9DqVXKxxabfbvh96uGwIxpYjQqFUJU9qzviRY/l0rRqwfqjFh3z1pObPmzGE5EMVk63H8BhEv1qovAsYVKiVTfEyjjLFWp64bePffauXp2QqBNE07lG+FVqet685zCW7AN0JqW2uOFnW/Jn03K1w9uuIwz7b4FvNZMq5C2L1nxjhqOInHaJwKG1ldqyO9MQ8cVzjEwNdv3/KTn/6Uh4d7/vDllyzLwsePH/nDV1/x8PCCD3cfKSXbqASYkokI5hGeicmsBSiePaaoZ1jZs5F8nHp+vhg61Qq9GAIHOD/ICw2scLOuGkJ0V/TaMKWPBWpaxp4bMA4Dw965+IYaQjbbBsyzpntB2YHqUvcQbWRXq0WGDHPSMfYb46UQgqOUXlTeIEGDKwXmeyPjv2+LIPZ+3gvA7vcP3keFHQ2UT1DkP/08/vFGc4Mu7WPVT3eaXTk1xmxyfU3jB+lASGQUwnG8wP3n6f76bNsPMXBYDkxp2f27DocDMUTWtu4mjLlm8nYBrDDOOSMhEdPE89MjozhbfSwVb4qPrsplu7AcDld0lKsXUYiBRcxOo/VOFXuWtpw5Ho+EIHtESAzB3fiTNRwqtGAj0TRZ5MZWMq2bUWVxgURrjdivZitDHdsdAR7r/c7fUjvnzW/y6OKMFIaIwEjhsdq43QQaShTlJ/cL/+IF3G3PCDMpBcAaqd4DSSbCFA3M83y0XvtughswMU4AovroEIyDJP55UXc7V+jmiN5KRboS3JqmeVJEV3tmqqOgtVmxVLVZhqSqcWB7tyKJTsaQpHaTkzBu1jExCWLoUQyBKcY/ed/+Ux3fF0ff9lClPJ3pyR4YFbHwzGBOosSGBccUJFQIM4SGSsJZEgx/kt6qIxzWVY9so5HX1bu6skUdIRjqHa6r3qcIt8Ok9onghU6K0W4yNW8O6Z0pTIjCEiNJLNAV5xIZpNL35VAbaFBfBGxx7zsUIfsvtuVZ9he4EwwVSu30EFgQlilxWOb95m6tUbaNkUFVW2NeAqfDCULg+ekjUc35uvaGqYfFACNRQrU5vNnzZ9I0IwxejhFsU4jmiKsuYxUxxYQa9wiJe0NuCi8hl8pxSftClkJyp3wrQEqr1NaZBHeaFdRt8UeXHl2W3FGkB/9ZtlF2Ot2kMmTP6bLueON0tEyvUiyC4nJZOXtAaO0eLIsSwvVGqO6BhG/Yo7u/uTj7Zgbs/JehJBnXcoTvjkV7dG85Z377u98xL4ujXIbofPz4kddv3vDixQs+fPhATRVRU9TM87Tnix1PJ3OZ3iz/KqWEIB6pYEhYmZKjgXvdcH1taiID+s3UpivFDTxD6D7+lCtXrHfiPFFKM38cD45V3BwU94+SRkoT/qb3KB+T4je0Nx/NXONOBhpSa2M4mV8VXMYvHLyzG/kCu1T+uqTsRZNdpKtKcrz/gdKoP5f/x2XQnzhGvTse11HA7Aj1eC36yZ/j/MSbUdLI8wvufs1oGvZ39unP62rfPy+mTM17CGkil0IKnePxQM4r7959zctXr9lzElWJcUIRHh8/2r0r7OfceIzWZGx5Qx1Rapdu1gqelwc+evaxdYyRhHC8u7N1HA9+npM3YkJvlgeZ0mTWI9i9VdybTRULva42JiylXXEPb5okRXbugtrGP/htBi86Yj0a4VFwa0STApF5XlimyXyngFaFXjI/e/MZ/7f/61/y73564vTxAuczzeOqiDORBGI2GD1nei8EicQwkQzas3W+N9sXQrOoEImoVs9cG/uGNQnSoWzZW9HgdhS25OXaKK3RJdDo5gYeBI1Ca9BF9sJoLYWVxiqNQqNi1BLFmzNhz7cTL4ySBOYYmafIza38T358Xxx9y0NVKY9P6DSZV4OYw2eIExIbEhIaKioRjQVCRmX2IikCwRGVbnlftbiJWTVptnMfhr37cFHtVuh/Ar9+czk0foLuBH/7nCkxzEMpuAQ5EoZ8X4RJAhHj1qR5Ni8QzYh32K12d5iFzTOF7FzcFu+DNHr7oCs6CiltHplhXVzrhoQE5zAMVGyMBpraQx5TNBJfc7NNf08qWGFBp/RKrhkNB87bhVMwRZw2ACMeI8K8WDd5WVfvdLsvVsYbCTJcfe29retGlJkgidIyYIZqtTVKb7vKpNFZjgfmeTE0qV6dYA+zpbuLEztLr+RicPpaMiG5E25r1u327sWCbcBDFnw8HQ3Cb7YYi3T/uVbcKpWybV5k+eikeYG0IwDySYFkG0/cr52DflfVzX59bSOsvfPu7VvevHnjoz8rcB4fH3nx8gXTPFsR6RvWMs9cLs/OHZl49fCC4/HIu3fvCSJuAKhItdcW0oR47EmMaUdp7Hr0/YYfKNMYD93yeVQ72oTezexdpNKeG6qNYc5pRGkbtYyRnbiE2QjZlVIaKU50Ffe8sXPfuyFQqO6jumuhYUe/MRsdqOm+ad4+myKOPA/PrYEcXZ/d/X11L8pkfP62uLotvPxzo876E+vEN7eVge7cokMhhN38st98Xr3CCjHsRdJOondYavgz2VgZpCtpSeY5pZ6ZCGyX4YYt1Grqs94bH96/4/Xr1wy8ap6PPD89UcvGYTmyrqshkeJIpK9rw4tLHA3qrZl8PQRyaVdyNx546tdtitFc0FulekHWet8LI/XrEGNi9sDZ3pWn8zNnD54tzdCaINFRJ0samJMFkzcfsxvv82rbMO6DgAlfQrjZirty/+IFc4pcnh+puTDNs63fDf7tL37A3/zkyKFb0GuJ6o1Zotbh6h+RaKHoqFLWldJXppAMmULRku09+gzNjIuxwkmx0Tx2HY1E6WG5RLoGC/duSutQNVDa4BV1CkoVaAK5N55r4VwKl17ZaBRpFOnOUfr0PhYxGsgskUUSp5S4mxOH2QK4vyPg6Pvi6Nse2jvb4xNtSkiMSExISmishNQgTl4cJVQqPRQ0FDRkkAnd0aNuHJE2jM6sUDJDyGbGet3da4f3n5oY4AqLX1/XfqP41ww1MpUBHaJEUrSHHTX7+BiiubRKZ5pN1UHrQHQUo9OjeU9UR1y27HwO3/x3k0b/3ddR4c05UzPSg/E9jSYwu2FaqwZJD26AApf1Yg7SvkM39dHP6EgwxUUKgaJKaIW1Zo7TQinZvIZ8ER6zf9FhW3DtmoVAkMTmRN0QzPfDEqjV0KPDkd4zuVViMGJn02awMabgUF+sh6IpBOEQDv46nEc1/PLCKCBHGCzMs8UrSBAPSS0Ou5v9/0jlNk8k2NwdeoSHlpJ3CbrdGjK8R3ePJAniY0jbMq/RBZ/eO7feNXbNrijKZV19BHHg+fl8zSILkbvTifu7ez68/2Dqpt7Z1o35xcI02/hvBJvG/dpYEG/JGbBRSxoE6/2dXGXmA0mx4uCKrsgNciNDCCG2iVf3l4keSXJ9qyNvzs5rroXF8/5yzvRoZqUxmpnnUEXa9+vOuRujy1GK3I7Y7Bd5xt9+1/m27zWF0YxuSxjZkceb2RRXO/dPH/5xrT55Fr953G4kwzz2piD75Abwn9nb4PjdjMoYY/I+/uHN9/pQZFgAqK0dIdm901wmn7ONGud5thDmalyiUgrHwwIEzudnaslM80LOhcv5icPhYEWSu1cLwhlYhn2C57Vt67pH6wy1Ya3FfZVcAeqvW9TWYuMOXvMIhaHmtXNVc2XrmbxlU4duFuvU1Rq2OC+ENO0UgJQig9szjupRN91NTsdILdhNtFtepGSbf86Z7XKBeUYkkiYr4KiNf/Gzn/Dv/tUPeR0a+py5PG+0XF0tqZRcaQohRUTHdMI8vSKW/9a8KUeVFCIaA12FHoaAwIn0GHpk3TmggbxloxJ0axmbCrmpWcWoUrGCqNDJbiNzaZVzqVxaY6ORpVHonv82Oh87H9HX9kOYuEsz9/PEaZk4zjPHZfLp7fdjtf/THX3daKUSpkSaHalpdvNobGicUGl0SfTQ6KH5fxdHUuQqb1RDh0yuXnbVTG9tl6nX3ZfICL6K/iNGWLZpBJW9O0oeFzBmua02GkKcknXC8QqPTotl9tQtIwfx7rPv3V1pnafn1ROpx+Lu8/5h8vXJ+i17wVRKIcm0jx0Oh+NOOs058/x8oRRz7hZtrNtK08rxeGReZnLJTpg1efjkfkTNLJHJtfL4fKYvhgDNzQI0JZolQpgSVDuPqm5C1qwyiXEhzRPbdjHyrgakQ5omtlyY0kKMM73XvUBRIM4TLXdKbdSc966+aydogGzBmMcpklvZlVYpKNvlsiNmxnEIbJt5+NzfP3C6v+dyuRhUXSulVkJMqBZUx2hM9r8Xz+0bZojmvHyDQjgSkGJyWTZ7YXDluAzvIC9yHXq4LZZSiLTaeHjxgvP5Yot1sxywzz77jN/97reUmrk/3SHA4Xjc/Y5qtRyo4GOMABwOBy7rRnb+S20NyQX86zjXbBDMr5JndpTidn/ubgcwRSuqRsHQWnc+hsWO2Lm5QUrwUZyCqtkG1NYIanwSy55i5wpatlvfeVyqxsHZOSRh1MKDmMp+McYjEhEzbqmNq16QT/+Rjw9lL+ivqND+D71RGXzGb/4IvvlM7t93/RVjdHktiv1ajBfAKEpv1I5ci1CrXdU4KeIxRrg3mSSXtRtamULkuByQYPwpI2mbqSYSiFF49+4rQ3GfH1mmBQmJy+U9gpk7TtNEK9XCXGvZSd4HD4s9pAN5OzMfjnvIdc6ZIoUlLWizyJ7anEisitIsN1KMlygSPH7Exv3P5wutd9Z147yu1GoqtRgj8+FAq4XTYeFwWCh5pRRzlDckqu2I1DC93NdKb/ryZohkiUZSPx2OaFPyZUUZKslCKJ3P7wKvJdOeMuslI8WjhZwvRZhpLbCtBe3V7nCnInTnl4ra/Rsl2RhQbMpgHmVKdxGNPXhi3NfaKLnRWqR1IbdOE2FV2FQpQBVl08Zzyzy3zDlnzq3ztBWec2VVR42Mhs3eMIjuz32SxCFMHCVyP0Xu5sRxnjgcZpZl5uq0/k9/fF8cfctDgNmECiZL3TYolbQczOCrNEgmCQ8JWyibcRq6RCuM9Ko8s5W1mwzSx2naDI3orVNLp1bzvNg5R5+8GvtzoNqjK7397yDW2UcJOwfmUzWK/aXVxrTMSBKshBoLocGztVRKNb5Iq4WutpiZ3N9/kl5HY4aKuH2BjgJv8EmM4Geuy0asVNvpiSlwOh1312ElGYrUzJk2ej6ZqlEMo9ifpTbOunrh0zkdj9y/fGB2ErhKZz4uu5tzrYb+TJN1a31e2NYzwZf23o2oKSIcDke6wp1Hely2ldwqxXkMrdq4MaVkztC10yd4upyJk6l4QoikZWKOB0JKPD8/UVvdzeZGsrwC62oBnaXa7L9VKw5HrhKwd09pmvYQ0avM3fy4BtulFvt7SmY5UN1J+soxubnHbzZxdWK3+BckBB4/PvLDH37By5cv+fLLL62oqZVlmUGVKU0cj0fyttG0c1gOhoi2zuEws20r2pT5bjZZs6fYD6VW7415nnzUahuJqXrGq5Lr62aoDNuY6niR5OisWsFZSiaEeb//RxTJ+FldOz1fuTSDk9Tdu0c1UqsVRNX5UXaDG6QrDgGNl6hNqX0gXgPjcmSpX8dswW0kvnnozb//5DM3I7xxvlCl9PInfso3f943ACS/nvt7ufnX4rYUt9+0O2FHoweY0785qQ0ZfwiyF63BzU5b67aedPUA9lFE2rXswP3dHdEJyLVsHO8e9hduwaVmsNo8LkO7uZLvykpsHS2lkFJ0pCjt/jqD43bNfje0IkazEAkhWBOS3S/MszA1qhdBZta4lcrT+cyaq6/JjSAVEJZl4nBYyNmCi8doqLbqlhCFUotFyWjbX8OwhhjPbi0VeiWQWabJfOp6s0akd3786oF/+cMTx1bNT6vbKK8Ftf8uSu+VGGbQZJOwXOnFOUaoO4ILISQ6NnrsUWjjWg/eFWJRTR1aMf+urhGVQI9QWmGtlSKwaufcK5dWWaWRga11nnPhqTae8nWcVl2tOu4yG1E7ATxEFgIvUuJ+WTgtFkR+Oh1YjgemKX1nqBF8Xxx960OAYwo7aTW36iMQIc2z9UtdkSSAOUyr09eU0T56dz/MCL0L1dbRWmnF+EetNOu43GW1qe6qnb244o9nr3uBhHVjUWRn+qeQ/IYM1xtTrx80izDpqns3LeomjGJKgWFGFiTuCfDaLU7iG2u5vR7bWXdzwDH+AHg+n7msq3sCXaXBXY08PlAVCcGdra/cEXoz6JywE0Zbh7VkePbONwbiC8s7CzFakfNgaM9l2yz+oTdST8RpIhyOBO302sit0nrlvJ2RGG101Suzo24DUXj50kZb67ZZ5xkiz0/PPJ/NIbf0zjzba1g4mvQ8RpbDAcmb8RumyJbNM2W9XLjoxQtJRZx4aiRr416ZIbHuBcQYF0WNTlQVN2A0ntRIW98VMvudYn8fYaS7qd9+7eSTjXPI82sp/OUvfsGH9+/JOfPx4yOlNKbJ0MGSC+u6cvB8vFory+HAel6JcaKLna9c3P365unYNwkfwVnemvtuCbsDM4yXNkY96jyFaOqkcZ/52xmvY88t838vAr11DqcjKSVzIFcY4azdKy7bCMeZ0E/OlY756M2tv6MrTlYOIqTJCOkonxiI+pP8SfUy0KCm7eaaDQ3U9dBP/2+/rntBFvjkebwd/9lm+enYzCwUhpGqK2CDrSoWjOxRKGpIm5l9XreQEN2XqXU3ZHVkLginuxN3h6Nlg5VCyXb952RZZOP35c14gTYCM1RqniZaCB4JI7u/kr3RQJoiinECowQkJIr7UIHZfIzGcVyfrp1cMuPE924od0ymjsutUFqjtM7WKwWQaaZv1qwMs1OrjduenTel5ORxO/HGv3J03X9Pc+WxChbr4dd7lmCeSbVR3U9MRDgsM3fzwv/0Nz/nX//iDXco5fzBcuIk0LpQm6A9giYTz/RmfLXqVhjmV4pgJPkkzdVfghST7hufLAxckFKHUk2oRdlys9GZBCNX904W5bkUzi2zSWfrnae88riuPNfG81Y410qm0aXve5D6xmO7aSBFYYmR0xR5WBIPdwv3pyPH44F5mUmTrdPfGeGI74ujP+s4OmkNIEowknLLUK3kaKLsvJbeQUbIakCxhSXXRq3DJNCMtNRRiJIztVQ3C7PiyFQyVzL2nz5uvY5sMQ7uCxHFkqR7rahMVixg3kfWncl1tMBQCvjmEXxjIHB3mDzj7B+zFLhuuOP2HWnycTLlSK2Nx6cnVJXz5WK8K1f4xGhRK1oLaTjf9qvzbUdcZaQW1CpjFBAscJJAy4XzZQW1EMVlPrg81l7P4XjkFW4L8EHJjtikNHF3d2d8k8sjfdvQINRWuWQjj5ZLJlcrVHItPg6ILPPMq9OR1hVxW/71snLZMrUbIhcSyNMT0zwxeVRICGGPLDDzyrIr2rqrzqSbPP1wPIKqoVngPDVf2L2yGCaf1v3aazPexafxBOAboRhBfjgBD57JdXP1v/mNNWILvvzDl7x+9YrXr1/zu9/9jsvlTK2Fly9f8vVXX7MNJBB4enq26I1p5unpK5ZlMX4U7J5OOW+MaJkw0uvV1uT9ptartDelaefqDYSyq3XAk/O3Rj0RZPCmZN/MpmkyGwMn+g/0zvyNZCfPmlJrjCl1f15hIGt9/x18AsaOYum2YLLXbeq3T0eEyvV5uS1OQwikJTlfpe7FntUtw/9cv7Em3PxM+eOi6/bcXEdkn37/TkKv10Dh4e1YS3HejBWiaZr933rRV924U8ZKBMPHalwnVPfcsRCjP6/mTZVitE1dDcGd0oROCpqvxYijXcuy7OtEbdXNR62R1OreRgNOnB1FT4bWdUbIq/PVupm8TmmyWItaqR22WsilUrtaoaSNdFyY/aYcvt5mF1ER8e91ZK33Idsf93Bw12wzs+0huMmrvZYgwuF0NBm/j8lEhPPlwquUeHMfuU+Bcn6m9IJGobZAqaA9ot3u117NaDQQnWcUGD5CvSmhK3OwNVLCBBpoFZKjebbWKq2aujnnTC6dokJWuNTM2pvlD7bK2grPJXPphXPJPOfMuXeeS+W5FDIdwkCLfIh/02xYrEvgNCdO88Tdceb+tBhidFhsffeP75Gj/xMeInCI13TpJIJ0c/qUboqE7t0XKsZtFlPBqFhxVKoVCyGO2anFWmxboeSNmouNsEoxqNd5R0Op9snr+cbfR4hiUPc3EodPwToFT4pHDZEY3zc4GEEs7kKjI0J04mTxFa3C3WmyzLLiLYh6xeHLtAQZ1ix+vnyBFFuI1mywMjoIwdfRjk3oDEOotaBYHlFTg5xDsGy0kfau3WtQX/t7VSQF7k4nLucL5/OFEMxbJSXzpbIMMNscX79+RdfO2/cfPPKjkmLBKwYrBpwsuJVMjMnI5NnN/zCXb9XCpWSmzTg985R48+YVvSsfH5/YspG1jatlSFKKlVyKB6JGs1dI0fgK1RVt/Za0bYXL4XAwQng3I89aTWJuYb5cSfIDBXLpMXSWxXLpVOz9jc1ZtZsfVIhObDZkcKf2+K4/RmuoBXx++eWXvHr1irdfv6UUQ4o+e/OGX/3yV4gEljTvxd/Dwz2H5WDZce16g9TqoxlHKaLL1Vu7HfXozm0bDs23lAN737aptG4F0zB23HLejSnh6lQtEjkeE89PZyybb7Hf5DvYNMW9IJvnCRGh9koMkYnZ7s8+HPK9+/f/GijLeFgH32ggan2vUAdexl5YDZR1vPdh2EnFx3tjk9X9vtedhPQnyiRl/9x+/b5x3HK4xgkdBPKwQ2XmBTa4VuPVm4N9pXVDIJo2SjbfqJQik9sjjBFwrZXn6kVMNQ5l6DaCq1tmhNwGcfJ0tGDsnrddqrosC4pFdIRazEkgiCOAzRsmdsuMEMd6oYifzlGw7QihXG1WtEPOlcuW0RCMWOxWK5fLxcbb80xIkYAyxUj0S2C8uo1S883i7M+PQEoBxVz9k4gjzYE+L/a6kR0trLX4a7UR/+sXL/gf/uav+Wc//xytT6z1DFGpBWpVVBO9C61CwAQcrVVya+ZVhKuCXU27B3droBQTLBAi3QGvBvTsiunQqF3IGlhbYe2NrVcbo/XK1ivPNfNcN9ZaOdfCUylceudSjXg9lNQG8o+C3QQUKUWWKXCcJyuOjgce7u843t0xL6MwMkuFOE3fF0f/ZzwEmMUXDR9XaQxk50U0rCq35sgfPhWaCj0Y56jWhsEI3cdm5lQcfFGqnsJcS3XU6EpmvH0l3yyMxp+3yJGhRqZc2hUagpGm/Im9bkHsPkrqxVOaQKdO6M3cgQ/KPAVYr7vn7ZIcJNBpV/zIIflxQ5fa2LZGCkKK38xcurogx2hz5TFaUpy/UJ0HEo1DFRRoYzSSzaX6dGJOka1VLpeVj/GDPXxHk/Kv20aKlSlNvHzxklIaj0+PXJ6eCNvKvByIgE4zua5+XvrezQ74P4ZIDNHMzXqn5QKamaa0mwTe3R95Mb1g3VZT4DWz0O+9mbzYN43g9gMSrMOexHyLWh2ZYo01WwSJRR0ELn3dOUri52yeZ3pr5FJcPtw9f80I2iGGvfAQBoHZR1kD/RiGkN8Yv3n5y3BX/vj4xOs3b7i/v+Pdu3d8eP+eh5/9Ba9evuLt27cEl/THEMlrRu+Uw/HI8/PzuOAo/WZ8oxY0io/QvnG/WxHXPdct76/DigasQFQl52LFpI6und2HqNTK7EhHSpOjMOJjy5HPJaCR3g39mubJeCvV7nRDoWbWy+WTtcE64VEY6X4O92LGR0ImVrL4khDinu/Wm424ko9Dd9WUjlGPGQ+ajPp6bUZ0ihVO32LTuDmv43cofhON1zt28/FbPP5lkPjB44ZC2Dfx4gT1FM14U7D7TURsJN6b5bXdNGEjq22akkXp1IJEIYgVtsHXr3FfD5PN3g1llmLPZkzhen82K5zilPaR/zLbNR8jevHcv/3cuzLNxs9j7F5YS2U6zICtXSnNjjSK8SPd0qCM7D+UNCUU4ytaQZzBn9Mtbww0ybIZR9yMvZ4xtjaep6Hs6uvDmxcv+dkPP2MOhupUBW1Qq1hhpCatDzHRu3t0aTcnbr+U3fmrw+ixdyGXbr5NkmgdxHMzR/NVagVp5Na41GIE7F45t8KlFVbnGZ1bZmuNS2+cW2NTZa2N3K/+TzEM9SxYsK6SJvMuOsyR42Hm7njg/v6ew/FAnGczsYzuKei+Sd/l8X1x9GccE1efjAjmDYHJVptvinWfB2Dwd4cugY4nx1t+KDWXnUyrXp10l7ePeIqxUO4Kom8cnxRGekWPoicZD7fXYT4ZZtsUusMBA+QaxUmMCYndfUudNNjNEXpZ4O4ww4eLQT2MDnYUXuIIi5kRDmXPePiLL4g7xBzHuzD1mHhXMTYZVWVZDtZ10pknIevmBm2mWhMUbTb+QM0wcYqRKUZKqTw+PqEKr9+8Zl4MDC/FpK0xRosuqYXnd++RZuO15OOelJJt2Ao9fFoEDnsDn3HsfJ4EbM1CWdecresVsy4I0TKgnp6fWNd19xsCN7KcZ/ZCxAvw0dH2Wjm70i/FSEyJ7o67u2+Rc5MGytibFROD4Gz3hYVi7uOoPrLhHDUcBZVnio3rukvGfRSxrit5y7x4+ZLn52eeHh/Z1o2XL1/x9u07bwwgTfOV9FoK3f2tjGtln29evA2S8e2YCX//4/4fwoTe+r6hpGnaiboNU6eN0fceHvvJz7yes7EJDJRkcNoGwjM67jG+RXUfEY1CI4hx2vpQI+kYaV3P3VAr7cWSqqMJtvzmboVhdDVfGWMnR2FUcXI/Ft+wixuGIOL6ev7o0IFu/eOH3cXX5/gGb9oPswK5cgb1hjM1kKw0T+5dVPf3WVuldbvmQYKPsOwbencpvXdmvTXi5Apb7Ub+dfl7b5VezVtOu1EGpPmQxlHF1s1QkGZFRRxUAV9sxBGa/b7q3UdR6g7zlTU3cjMX5+1sxQPjumFq4ehI9zB0jNaB7gju7DQCevcReN2bJhVxc9LKtm30rszTzPFogdy1GpKs2glpIq8r69MToT5TVytimiZyUXpPgKnHfCG3GKimVONgUzGeT/dOSsCUvNE4m4RIF6iOcrVma2rt3agFqqytci6ZInDuXhjV6khSYW2FSyk818KleA5hsPimKGZYG4IVvuqil5AC0xRZlsTpMBvx+u7EfFiI88Q0T6RlMT5oTHZ+x6bxHaFH3xdH3/IQ7GRFGcgR4J1r7UoQpYsXOG6MKhLcFsRDGVuzxTYqWgtajHNjrs1uAOnckVrNLbt9wzvoT742vUGNMHAohBsEKYTdLdse0HgtjIQ9GHJElQ3CuHVDxlE6nSIv7ux2GXvDTujUQVIdG4XcxKS0PW8Lherdc5KbufNYGGN0V2GYppk7D1tcLyt96szzxHo+o90I1+oWB3QxwrgTKJd5YpoMIn//7j2lVD77wWe+GRnJvdTKNM+cjic+PD6xle60MbUAAQAASURBVML5cuE+JdI8M3VbMPeNdDcjtIXQro11tCGYM6yNClwB0irn9bJvpofDgcNh4dWrV164PbJtK7VZmndpfSccK4OcfA1nBcg5U/eCYnjq2IKRfaFV9eJAbZxg61/YictGTh4mfu687NEaYzOfUtpHf59I6LENPOfMu3fvefniBfd3d9RSeXp+Mg5Xa7x48bCTTI3AXrwQ8xFZs/trmiamyTgNV7j8Om4aMv5hARBjIgZl9fvJCu9Ep9Gk7UhcdHL1AMHERyzjfWzuyq4irOvFA3+tNB1KNcEN/Fw1R2QvdHbvpa578T8+r3o9t+NZAZwM6xOiEIjfGPn1gfaltPOcUGWeF284xui07del9b4XAHujdFMn/WPLxrWpsr8FGfYd15HdGPftTY7/8BF9cr1e141qFKxxFOjedO0RQFwz57Tb+Rtcr+HgTzX0LzjCbZJ/gW5O1ldlXPeIGNuEJQilVDeH9DG/F6XJi5Ugw927uZLYglh7M1+zNRcuuZKrWZaowrZu9u9dcZeCMKVASJHkSFRKiTQl89VqRpLu6mNvMcXtvExkd1ufppn1Yg1SyXafmsdRRN2YFjEu15wSv/jRZ/zg1cJEobgdRyNQfX2F4GMzM0KlgnaxdAa92gh4+IatmSGARIpa8GxXpXYbuakqTcyuIDsS9Ngyz2Uja2PrJlpZWzGUvlXWVrkMtMg6A1IwvlrYm3VD7zoQk1hhdFy4Ox05Hq0wmg8L03IgzTNxmsxtfET7SPjkfvunPr4vjr71MQLwfD6MoJFdSSQoPVil3rqaUW6IBHWBuNjGWVpHJoNmtRkxVAf87HP9vn+Mrvkfbwz/aKwmskPScXQKo1vaOQC6f9PwmuvYQkj3xTsEqmYkKtOcOKnycIq7+eK+OHpHcuv9ckWAvokD2GeqdmgBjxLaydioMsXE0SM0YgicDkfmlNi2jCBMMbBdLJi2bHVH8kqpzCn5ObDcthAyT49Pxo2plc9+8AOX+1YPo4SQkuWU5cK2ZUI8c/dwT5onuJx3yN7GfO7To+aF1Auext335zaXxparK20cuQOenp54fPzI3d0dx+PRPTssPmSkx1dte3Ek02SjPCexjnsi3nTB49waktA/OcljI+/NEMCqnjDOzSbvHWVrjRiT89KsuEtesKLWmZuJX9kL4senJ16/fsW8HPjq45e8f/+eFy9eMC/GNxo+NKqNab0QRDgeDvTeuLTNlU72XkoxLooEPB/N3lpKyYjBQXZ07mpZYLt3LYVRBhiPyw31fHQyyNUy0BZXJY3DSPEDYeu7iEBE9vHIrrK8LehvzuNQL93e9+O5hTHW7vu9hISbf3s92l702UNpIzUbS1vOWEAVJxare9c4fw8vxPbnjt3zcf81XoTcrhu257jKrOteUH760DqiqQp+L4yCZ4zsd7XpUBkOhMxVbmO8aQ2Socjp9lpi9ARzSGi07qISMWRG/Pcrimgw/6CmqEQ6hoD21mjR0KZBbRiooNk02Gj82tTZ+tcc/e8AUUgki+zomOrN0ekpRuYUmdKwRgnemcqOXpoNS9lDh7urAntrlLzRUHLMqHufMRlqXsrmhe1ApOweOswHfvL5A6eohLyZAEiELkIXU3qJuJFk84JU/ec0dRTOzIDVkStS2iM9BEVaQ9S88VSN7pGLoUFbbWTtPG4XnvNKE6Fq41IyudvXDEVqFO1WGIVAEEWk79loA01NUySmhRiV03HhdHfkcDDi9XI8kmZHi9IwW7bRGk29ifvuju+Lo295CEZ0jshO4hNXHAyYO4mQBHLvaK/0oCDRAjaxyr30RstGcrRwGmcb2rB371RvAyB31YX9F9f27vraBmAc3VRtjw0J4hv1dRK076ujA/7GfyPiMLHQe6UDh2XiB69ms6vPdV9AryMGX7h8XCNBPMbDXrMgjva4GaPHPUzLxLJcu+N5mnen2ONyZJlnU6ZEc1leponLNLnviVJzJsBeTEoY/AhhORxsdv74xPt37+kKrz97Te/d1WFK9655TEPP60pHmZeDeygVkoyzbwtoa93yfpbZET4bcQV1w05Pfx8jijQlpmnmsq68ffeew/liG4YElmlmSomYzKRx3bY9zHJnuIsRLAWhByNTgqEU4zoMNGGMWQYXpfeBZlhROkI16xiLqL3eMPj19ilCiK7ociuGaJEuY6Nb15XVM8u6wocPH3n9+g339/cUNzS9LdgBlmXeCw7LcdLd5uH2PkKvfKKYvPstbX8G5Ob9jSBeMBl12FV6vvmpeqyLFRTFOVlD8m/3a0M17a9Dgt0QV+K6unzcmpxrkWPnq7sxZxtkeLBrd1MsSTBfMPXzMaIkpjTCNJ1jVCseyOPclE5MlufVW93HRzvAdlPI2N/HJ+Sby8Q+KrxtWnbV2idf+wbq5E0WcnVdH8ai4zXO0+Q5efazB6cJ/NlyJHMgUIObBCYIGBYCYy01fzIvKfVaIIWbNzTQudYszyxEEwEYQqy7W37ThkpEhgJWAlEiIoz0M7vPxZzVLS6jk2JApkTp3YNPA1OyUaeJIfy6dVchF7MH2UdoN/ePqlEejNhuis3RUKLmx4XfN6MRaLlxd5f4/MXMQif1jhCoakVZiKAEtA1F9Pift0phGJWqr+fJCrAwqAGRILD25uG6SqkbORfLQKuVS6mcc+a5ZLaa6cG80taSKdrJ3ZCkqmr5ko4SxejNSnL1dMTRNP6/7P1brG1ZtqYHff0yLnOuy75FZGZk5jl5qqwqqowt4TJgqBICLECFoGRsYYThxTIyAh5AAowAFS9gCYENAsQDQlwMDxiDoATiIoER4qGMMLIfECV8OXU5p87JyIzYe6+91pqXMUa/NB5a633OHRF5KvOczBBIOTJ37LXWnnPNOcfoo/fW//9v/880D0xjZLebmKahF0ZhHK+KIkWZ8F5Ne7mg5D8TEv0lH78ujn6BIwDRUtrF6U5mDKG3XeNgc+A7nSQaqmft/A4tnta0gR8IOPPAUJhYN5hGo8hFZ3Q9wTn4RpdsnTiMVghNd6TokXfKk7ef+bYDbrPNddXUFlfoXiNiQsfvvBm5mQLHNdN8PAyJv+D5zn/9zYFZ/Aekeou7oCMSu3mygsk8SZy2Po+mwxmGgXG843A44gRLe1+YxpHT85G0rOCc5ZHBsq6UWphndcAepoF8Wnh8fCIMkXHStPhl24jj2BPZ1SDTcV4Wmsi2Ij22oGtScZR1IZRgqe36D83ocp5HjscTAOu2WaDuZAu3dqS54swawTHEwP3dHbVWTsvC+XTmvJzNUb105LBRSY3uENule0Mi2u68IQiaNabPjyGC00DbECziAh0H2SJrFEVxhq4ZEni1oO/m2XbE+m+n45GXr14yjCPH04laC69evuCLL76wln1r2zZ6at1SpxGUuhr7e27dgXoudSwK6sJQDOXqKJC/fNYWSdLPv43fVsjAxSepUS19K2E79WapMI6joZiBYhlpeug5Xdet3yJi91sTdJdGv7WbUSukXhgMw0BO2Qo3aysX09s5LRxCDGpL0DYnFnsSnT5/WRct3JqwviGAXq05akeF3M9YP64oenfZ2LSx1RCib76Br+7zVsdCL45qMLNMFKWpV52J3rXX1mI+tHR10xpp+7+HeqFQ2wt0O4lLPdc/i2Hhl2tsP6659mYD3bhog8nFcLTtdlw/J6lobuK2JdYtqWeWh3GIeIsKisH3Pz44NSitTQKRL+fCCpyKkEpiKwlnDv9VVHvV/r1/mm6o6/pGV4rwgzd3fPbmhimYYWo0qYZvG2xHMU1hQ4/wrckHyDqOq2mIhhAVvapFZSCGhIvd77louPaSNo6rteWnxFYra8rkWiE4konRk1QyqGDaQQjacBOirUHBaLWgqKUPzrRGAyEqxThMk3YABhX664nwlzldsA1CAwm+YQH8FRy/Lo5+gUMZautUA3AweI/EiLMFIKDFkQqsKwlU/Oa84SeegJDSqu2JtrNsuTL6bXMzvdQu33S0LOx2M6nG6PInWmEUfXPKbsWSM13SdV3kOtLRb9CGQKEdDJ++HPnk1cQXTytwGabXE2pf3D5+o/0zONOEtF2w7ggUGm66JdUuAE5vqhA8826PoMnQYxwZB22rvt3f8PTwgeW0mN5Ld0mH04lcCsM4qC5gjJQqGn1RK6kkvA+ct1V3jNGrfxFaVGxJ24vhItBtxdc1HURWas+3Itm7Xkx5b27ctpsMQemb0sTptrPMyRH8kz4mRu7u75jmmcPhqFB8vWQQtQT5krNeQNOGNYHz+XxWUWVfNpwW6mQz7NNw1hhcRz+dsxgb5/DefIBMO6URBIq46PjQhSvEwPl85s2b17y4v+P58MTpdOKP/dZv8f79ew7HoyJdolE5uRZISTvyhrFTiS2cNpdk9bazxVPHRc8aNDTC+8A8TcQYTBMk3aJhXVdyzuqMbmOudayF4K+MRBW5CCGwLmsfplWUnolI1wA1FE7Hti7u4zD0QjjGC3rS7wFDv1rxIg0xaOiqFXe1qFP7NXoWfSQELYxyqYghbXEYcEkX97aBqLUoFdt4tX6zNRToAgS3O7V+pYC7fpwCTx8XSNf/3u7vUoScV7XHsBtbC8dLwSn2zDhEMxptmjDfUaD++nae9Z5o5oo2BzmdM/UjXhVyeKXIXEP1qia4m5arbVpaMXJZWE2kbdql5juVc6G2e9wWcQcEB2GMVhzpYt9Enh4MKS6XwqgL89XdesvJiiE9r/M061irlRirWXeUy3Uz+rZWYRpGPntzj6eyLStDLQQ/2KJgaLxXuxUpTn1iPfiom4yaq2WsuYvDuHOkkskCGUdAvfC0Q1p1ruumRdFxS5y2xFLs30RItVCzQPCao4aj2OYhRI2AuS6IvFdzUIyBjENgsEIohKDeRT6CCx29axuhlLIK2EPsxrC6vHw70NGvi6Nf4GiCZ/VscD33qDqhOk922rHkEYsBEVIRsCBLg2rw4sD46BAjVOW9g8O8iSyfyLmPtUOtwPja+9IbNbgLahSNUov9j6ZQa6FkVJvFoXTwqL2G09bJhkJF59mScH8T+Nt+eMNv/96RrVkMGJR1XRI1M73+5q7Gcsvr8uasK2BBqtEgYHqRtm4b03xHHCac80zTxDgMeDRcMq0BHxy7ecfj+w+cTie2ZbEbyLFsqyJ8TosXvO7kZNMJIgwK22/rokaV1posaJdN7O9RJ+BAo1bc5SZVsEmfkzTLqRVPtVyiOorFhbT3kjajdzzgPc+Ho+oogN286/TVOO0oVZ3TpSp075u/EWZoWSopJ6XnQsA5ff/NlmEIg9I0NWtB7L1dF7GCQyMDStGMqeDVDX0cx+4sPQ7RvFEU4aylcD4viAivX7/miy++4MOHDzinKem1fiAERUhsVNCW2qbvaYuKaqmiLRJaZJRa8OINxVL9jcbKKOoQjNJpC27riMuWNdeAzCaU1m4pK7ia+N2oOe3Eq2zbZr5aJhwt1s3nQy8OnVO9mbPcu1Y4Be8pZrjprm8G+0KDf2vfBGghPFC2VQ1E0c/YI2+qmp3WoPE9MQwW/1KZpol5njkcnrvT9kVPSC8qWru6mHYRQ2v1HlVxfG3iaCu/v3HZuZpw+i0v7fGtS0sLlGoU1zBEpaBCQND4CQUD1HbhGvFSGlp6QaQFr73HFthddeXX7uBq47/NyFhBo1RfQ/W0q9FawZtMwRkiHvR3I9qcUaqQN80ii4Oh/N7TusfVZsA2ofbDfDV+1flavy6iY3vZ1m6uC2j+W86sy6o5gNPI5DzrtnZ7ilbn1iqM3vPpm3te3N0ynEzMngWRpnv1yjpYpStOIHpFEXPW4N+spnA+BvJWu80FtVJEiyNEfbjWbWPLhbUUTlvmuCbOObFeFf/iNTqkFqim49INbOyeU86E2M7recMbpRa9mcIOJqIPH+3QxTruStWmCLyuE9u2dVG8as6+aZD+8o9fF0e/wNFdpWmFkrqkBqdoUID+x1VtqVR/iUKIgPfmiKQFypbVzbTt7hHVfgRvRRhilFjTDX2zKsALeHHEcCmGND7k8rukFPWfidF+rrsi34qHBrM7ENO1OO8o3hE8RIQhCH/6R3f8i//SI7/39mgD2t7LhQ3RL+Q6HkFv9hjpxYI3DUbbtU0TXe9RamUaJ9K6cTye8D70oiB4tdhvHjXOwf52R0Bt9p+fn1mWFYJj21ZWQ4OahX+tID4jHk7LiWEcSaUqNz5EisUeVCssuiYD1cE4b6aJ0F14m/hSd/jRuHFFCrwVm866ZFLOl4mktsItdri/lsLxdCLnbHTiyN3dPSKV0/FI2rZuRdBGQBNLFzOLdM4hS+3nuZrOoqNaoqG9jVrzXnOmWjzIfDt1+nUcR86nE947dvsdz09PRqupTmQ5r9zf33N7c4uIao/meeoLpjeRdevkqrVFUYQ+OprJpvceiumrnLoEa3qVIkO4i+alZKUzYozEqGGhKW095LbRi7q7vs4LcyaATeYtpTSvq7oZSCmpxi1GshIGKr4vlVpTd9kWEcT0S61brcda8HU0Vhd/K1bEkD8zXHU2tkLwDNPAzX7H4XDqWXqN+nNXi/w4Dnb9mlHmFcLVcBubq5pgvLk1xxhpHklfPZRK96afqv2e7nYGVgx5sbZ8r2NEi4tENMpksrGrFLq7oDf2nrz3SKmaCm+u5+286Ge8QpSbNsc+izeEsTtO23zcPLuCb0hVK/cE5wbb/JlJiVetWrH5Z1tWRb+MXo3eMZiwWKrp0ForulhwdPMUq4oOt3NWpSoK7XQ8JLuX9XvtnGzNAs2HrCNz7U+F3S5yvx/ZzyOyeLYCparjtT7BxrVvCDxa9FSBaqg32Zo4PNVplEmjUhWB1iiXlBJbzmxVVGe0bpyydaCVfBnTol1yqVoGp3fmtG0LpG+NCbYMYD5e0eumwubCECLSvf+KpvRVgWx0elC9WEpLH/MXHe5X4YFfzfHr4ugXOWxX2PPIsJuShvBg6I/+3QSAuQqlJFxUTAjvcT4weM9aSk+yjt5RvO/oTnCiBZjTlGtKI71oKKx5G12E2LEjRxfUKTpHRAu26GCIThd51zRIdB1S2w/6Jq4LzlLEtRj84Xcn/rV//J7P351t+efr281rmOty8ro+pGUk4XThXLfENOniGGLsEQbjOLItK+egkRtSC6luuoCPs+62t6RRIfNMTpm7O5jGieP5rJNg6xqRy864tYWTU3e+1cIrkCUjRS4LZM6UbVPPleabY9B300dsZvAWfDAbBNOmOG/ohor1ffCEqm3zrSsRHMlclzE4eRiGKw2Q53Q8st/vefXqFdu2cTqdOJ/PCErx6eJdTN9T2e21269B0TknctXuoBhjN5DU3aoWjCFEpnHCu8T5fOLm5hb1mppI28a6rgzngRaD44NG5nx4/MDt7Q33L+55/PBIKYXvfOdTfvz5jzkcT9zsd6RtYduSUmhD5HQ6M45Tz7wTEZbziVLUX0lEDGVvtJQwjaN5EqmD8mk9dcdm9ejiqovK2pFLNRTI2rrLlajbisPS6V0ulJNoPIYENfLLtKLBmfOzFQtokRUtHyuYCLlnANqrtUVeXbzVsTwEz7KuHzk0Ox8U+WhUj6FV4Mw5nv7aueii216lZ9vl0u+1atdcx+wlL64hn6VcDAyv5RwtkLYtcu1cyZXgX6lKzIXckWtinidFtaaho5jBtziS3BfkWgrTaI0XonqZ5byo67xpya41cW0+8Vy6/PoCbPdiW4mrfU61+agGTAxU0flTJEGuSidNsS/eNWVcFd1gckkZcE6Fym2yrahBq9oQ5N5d2chIwTSltotNpdg8lyxsWue9dEUTXTaUcB3CfLsb2O9H0vlMPq/Wv3MlpnAO8ao7csGeryfB5jiLeKmQ84pw8WQDRcpUB+fIwFIKSy6ck7bnn3NW1EhM4uF1k5mkXBIKtB1NEXorjNr1EhQx9ZZJmnMiePMicya2rqK5olVwvuCaj1utpLx1nWdDgRH5Rs3tr+L4dXH0CxxSBfHSrpTu+hti5FqRBLEVSAjeJmkpak6GQfYhKjw7RW2Nj8FRhqgdXagIdc2ZwUEQITaUp8sLFFh19nVw1/TZpVDzQAyeAcxKvhLCgHP1Itj2rgGzity4tqM1ei8o1IwEJBX+nr/jDf/v337kb747EYK7EipfqiS9300a6i6Lk96wSqHlrLqb87ISY2Q3T+RSegSELqYDOSWGLqTWXc5u2uGwANvTiVcvXoJTAZ+PgXEale6shc3QllIvadwuekYZETac6YG2lPqnKLV2kW5K+aNd7TBat427CNc1DqOCddGN42CCUNVBeVFn2mlSg8pcL4Lf1hUWbBFVNCR2mmjbNgtznbi/v+N73/suOWe+/PIty7KSJNl8pO3nzmnQ6c3NHhF4eHjou2TvPdM4me1WowQKueiCN+9m1mXldDrx8sULBDhbhEsTz5/Otvg7YVkXYgzc3t7w+5//mKfDE/f3t6zLqlogm+jaoty0GU134y3OBDuPu93cd4jOaUGfSyVtqlcquTDPO8Zx4HBcGQxVaSaLrVstRg0FTqb5UC1J896q1JIRMydsC20rplomVvORSkaXxhCUXsipX3ulWSJpWzsi0k0a279bYSxZesHZ6OvzSd22nXOkbSPFSE6Z5bzqa0Ydr8nc81sH1vl0snGjxUSIGq5ayqLIgVh7vVNkWxGNyzVw9gavb92OcPUbWAv87sNU9d4cYmQaItM4sqWNdd0I3jNNI9M0KqplhYVudByjFW8lZ8I8d7f3bV2RrN1uaiVBTwpQ6lU3ag3JVrQo2ueGFq7r4COaM6dk+y9bgFPCmy7JR9eR3vZZx2lQC4ugHVxT1EBb7cCzfELLMXGOK584RY5TsXSDktnS2jVDw+BNsF36fSB2vVsxf7kE0gv5EAKfvHnN/d0tyKJ0WrXiqCXsXBW0IhdqVBsTnJ4jp0aUW9pU+2ReaGLFtYFw2pZfytXfVVvzbSi4oHrDVBV1dsFj0Le+jVYUmTA7Gw3WmgxKrrgh9HUgl8oY1eDROW/Pd5c5YtvMrPjScddy/b62Gf8VHb8ujn6BQ6pOrOKddqSBmpd19MZ3BCl6ZwWNen6kol4aPujAqqKO2y5GFXU7Z1y8pw6BXCK7ceC8JeKm7eTBQe47DT2cu+iGlCprtJoVbF7f2zQMzEE7o5zTwqxrFFwTaCvkJb6SragjOkUyvFbyzkd+8N2Jf+Pf/orP/7J2dV0615RGutYTtDu3LSbblhhHbU0utsvNiAp4nWpZUs5EHyl3mXk3gwgxem5vb1i3zQShhdF2rU9PzwSnC3FrB57mEQnqD1OXVQXBqMW+gJmptSImdv0AhgjUWllXFeuGGLrWqJgNwHV3mC4AatrYdA1Ny9O0V6VWzuuqGoxmbOfa4uyv/GIuXVnXZo8Ay7KyLAsvXtzzve9+l+H7n/H+3QPnK8dtEY1Jqecz8zzx6uVL9vsdy7L20NVSMoMfOvqhlF9zNa/sdjuenp54Phy4vb39CC2otVrn1AoiPK8Hfv/Hv88nn3zKMAwcDydO5zOpZKPaxHLnRqMWHKXoefXOcT6dPlqIB5tMk2WvtR11HKKFzioaknI2OwDsNZRu8NUhom37mrUWmeeZdV3ZttIX62r3LWLXyjU7gbYx0HHrvVOrCVG0zTtFK5sA/iOiu5oA2F9y1prNQO/I8g1FaR400hHItnCoLiOaKF4F7F0k75T6u2zO6PYS2Lhx0J9fSm6Aszllu48ouAa+tK+xx1x+oB9Pi3bNKxwGpZVVxxXYzXNHIxyKtjUdWBPI+6BamN0803+5iEWmqF5oilqIxhi7a7tGpuhE54LSpzjV1xSpRGLvoGwmo+1c+Taut02vu/NG50gvVNoJcE5p+WkYGEbbDARPLo6yZtuwKhorVTr6WmrVAjEnK+iKIYXCsi04nM09l+LFtQ2pu0KNaC0UWmSMcdTipm54rxso1YorKkZ1KgAyCrKKnoOSVUOm5paKDKakqKMLanjpbH/fAq5L1TDtghoaFyukweQW4VKHDdNAsbGEOZgXqf1eLEbrOWukySUjruocigaIN9TThUB0ajKMVOu4VNSshWi3BAcdAk1K8O1UR78ujn7ewzhPFR22RcX36+S5FEXXBVJAF4FSC9kmLi9Qqy6wwTlozrJo6F+jx6YhsJ9H9ZvIhWNWik0xnjZ3XXVV2GsOTv9Eb95LXruTxsG8PaReuuAMLsa+z9aSCtjOT31CcsnEIah4fDnxb/o7P+Ff+p0jf+V3nwjRWr6dCvQwHcD1LvpyGoX1KkertaGXUng+HIgWQeIGz/F44OnpER+D2R94W+QMHfFBOytOZ2pSZ2Z1SA4qciy5iz9ba6gLenOe11WDRSuEMdikhSWj6AS1rCvBTCKr6S+w4ivnbKZ8TeipV6Mli9CQCOtUaTx/ktwXhXFU7yPVIZiI1plbep8QWrFUTGPlef/+A0+Pz7x+84aXL19xVwsfPjzw9PTcdUra7ZF4Phy52d/gnGMxt99S2kLvVAPl1cpfO2giOA35XJaFut8xzzsOh0NfnBtV0tCdL798y+vXr/nk9SeICLvdjhd39+qYnek/CzbozuezLprDQM4by7Jyc7OzRadcnJaN5tzNM8M4IjjmYewmjiGGPm69D3h/8U1KXQ8UO33ZvI0uOWGXor5l+1WpuKou4Q3+b2iTwjGWB2ZFTTS9THO9lpw6AqVaJH2d4APF1W7k2DRlyrJoAVm9UKVQqv6uvK5s60rjEdp9sq2rFZp0vUor9qsI43ARvDcap6Er/bp9dAauNlzti6v155pGdshl0a2ZEDx7yy7ctkSpioyBinyDOUi3e6oXeTZvDTEQ5qDuzqJ5dkAvVptJqr433xss2p/aOjmlIX8OLJ8MEaQIPvoOtTS6Eees1T4rPThM7Kapz9U4a7qpGo7qomdLG4KhH6myLpuGhJeCD5797Z1F66yIwGKBug2FVJ2gXM61XF0UmgGDGIqZkXxmOT6R5km1UcUhoufeVbU+kNKMNy3ZIJuP3JYIPmqYeSnWVamWBE0GEn1gSas1C0j3lWoeSbGNfdMSiVPkKDd7kGHAD9E6US0iJDrTADq2rJYvjfLLVTe1cbDNcUVzKTH62HlzxLbQ4aZbdTpais2d39bxzaY0vz6+dgj0rLPrPyIVqqJDwXnT+1wEz030DKJhsrlYqKx2N9VsRpCiLsfeNZt6GAJM0bEbI7shMDRkCNM0uSbcNujeOSLOaD4tjAbvGKMZoFEgCOKqDXjphRFcqAy5Xpi56ibB4aiUnHixF/6tf9dn3M0DtVuaXO9G5Stb0q8fDi1khpbB5bTlem+amS1nc7COLNvKl2+/5HA8kHJi3VY+PD3x5bu3pJwoUnl6fmbLmSqqoWndZs75qzgHd7G0N9orpY0YghnbtRbfK4jOFpeWKq+Ca9fjD9TYTTq0DVy1gmOFkbVwW+XUKICxLXJGYrZ2/mEcNZDWFqUhaoYYAkPUVvJ3797x9t2XgPCjH/0mn3zyhmziydU6r0rJHE8ndrsd9/d3XYzb9F/DYHTCMKC0pP5cNS46md3e3vRW+TbJD0PsuoacM8uy8Pr1SzWGnGdevnxxoZdEi57T+UTOiXmeTTSrKFQcgn1ujSbJOVuUjC6sDtjWjcE0SyJabIzjaHlx2UIy0Q6tjsIpRb2uq+mZpI/L3vHSNjdfEd+34rQ5kquoXCmShoZctxjr96rpCiEoimQaHQc9IR4RFfwayin2bzc3e9UH4Uhb0gXWDEWX5Wxzz0Ub1Io/3VuF7tXlnXbtpZxNRNxvNhyKAgd/OUeXAe46atr/xVA0MT+iGIIVm1pMqsu7s4VMx7CKw313XB9HQwy9IkGn85nlvGp4rVODv1o17T6YCDdX7VTKhiJn60oM1jmoqKBmTzZ/KR9CL271OlsDhnWONRuHKhevp5QTJWdzbx8J3lFKYlsXNXQsSccNjYq18do2TLV2M0/NYBPWZWVdEyKO+xcvuX9xzzzPX9soNjSs0UktqUBptcrghZe3MyHMPB9X1lwheJxqq6mG8paS9b2mQrbcSMlqFpnMV6xH0tRqaKlcbeC9oefKT4bgCUYpxuCIg2cYAyFApdDcmSooxea8ehB5dX70YUDQuTtVbT/KIqSisUXq3eZY18z5dGZdVn3fFrbdchu1bvQgnpJqR+W+zePXyNEvcOSSNS/Gdi2+RzZcTNfUmVoLGG39FCuQnE1uxfLZNGfMW8uigRJN8N87zcbomaJnjoE5OLarXVfng2336Z1oUeUcAzA4GIMjoEVcKo6RUSF3pzsFsS4DnXOl74ALyYSKFTd6nChqE5ztotaFv+2zPX/qN+745//lL7rjbfNf+Qi2/+gsXjCvJnRoImTQNu+cVeg4DgMlJ0pOTLuZZdHYid08k3JiSStr3rjb31JqZV1WCgrhvnhxjw+Bp6dnun7KukQaArKZL05z120+QOM0sG2rhbRaV4pB94P5qPQW6q+gHf1TCpegXXucbxOLIRdK2xndgmWe2UTrvVdn3hC+It5WkfYwjIhUTqcTpRROpxN3t7fWUfbcHcCLBc0+PHzg1csX3N3eclrO3XZgP+45L2fO54VxiNQipm+aOX945HQ6MY4D+/2ep6dHtm1jt5u1mzBddFMfPjxye3uHA54Px+7YPU4XFGvbNoZh0OIXTTuXWnnx8pWhHyvOefY3e13YijoHt0WudUxt26YeO94b3RYoaaNK7ZRVCAFngvp2/rV70PySrNMJh/kGYaU/WoTaYjbfTJQSFUUzxCXn1Au7tBnFZTqa09H0X/6C68ah6YGK6dgGYvAcjkcz67uIx5WadiaWFkMgFe3z5pMFdPRG6d7aX6t1tTX6sHWIAdZJ6bVTrg9Mm8HaPsAQOxxXgm/659bCVDcQyUTWmzm6l5x7bMxohX0pjuPx2LVd4AjxooVKVsTnUjgvZ6XcUQuRFmAbuzOydLF1m4MRnTCrVJUtiIqmqdXAYgd4nFSceIJgcTRCEBjGUXVQDhC1W1CAU/oclnJSpKOoSSSYtrGd5+pYTyvH04nT6cQ8z+x3O25vb/HB8/z8zPF0UkNKoz9xDf23AqlfJr0QJVc+/fQT7l6+ZP3yC1yIiurUiivaBlRqUZF2scaTooiW75SaWnA0jVlLTRi8pySNzdnv1AG8Ol1bEpXRRyRna7WHXBI4dbVXdPuinZLLW6aIIKVY55pTZKhoQRZDAOfJFVY7h4Mb1RbBqSVBi81Z1w1Z2/DUa+4t4/PbPH5dHP2ch+oBMskKER3PZlbY9AK1ORY3TlkMHm6uxZBKBV9sNqoEW+yUG9BSwiPqL1QU+Zl6geQ4F4UnHa7F+qjuCfNx4Qo1cnqBxya8dkLKiWnWSbIa+lTtpTUDThcMEYdzkVo30lo0CsX7nosmFW7nwJ/5k9/ltz8/8HTOJvL9OKj0K2cRoC8CTWeh3TfF0ARFKzp6YchJSonRYkbaQplLZp4nXawMUn//+MDt3R2vh8jx+aBdXaIoUYi6K81F07Y1DDUyTuqjBNbB4xQZclZ5ehN/jkPrumgeT5dCWUR3ax1Au95+2zetKHLQW8K3zbpWinXKxEFpk2nUnbXFIZQ2TrD4kghDHDkvZ07nM+dl4YsvvuDTTz/he9/7Lg8Pj3z48IFxnABFGtZV9V5DGJCimqocsnXYVRK5Q+IvX73ivKxKzT0fmGZ1+NYCVREnpY0q4vU5MQaWZeHzH/+YFy/uWVNiHCfdsXIxz2ynpE3YGh9TKDl1c8eSrRgwvU1Ax0FOqu1oxVcIOpY3K6KaS3VO+llaC3lFvVO8ve+mqwmWtYf9fpw39EzP85Y2dvOuI6ohxm7LUCsq/DfRvwqtdYKP40DrCnPOWwJ7Zb/f451jM9uEOKjAuVkxmFTpivqjX/emCQPrJrWVqbmRx2B2Bx0lvfwesbFdrrrGOqVGu98VKRsnoy5tfgmmg8tZNSp+msx+ApBqix1mrGn3SKlW6EDKl81DbfdNDNSsyNC6rTSPpKa5quJUH9Ncreslgy+4Swdi1/7ZvKwFo3UlVodzZoTYKM6G1KBok8PppslDTirar6Lda4iGxm7rZt1UhpLZRknEaK1cyUXF8i9fvCREHdNbSmyHVdFc0etTVLFDsyvQ826ondfsN7H5YVkWnj48Mpv9cEqbxZ9EpBa7b82epOr5akh4cI55nAwpt05IO3c1q63LEKOFMBfdiA+RrRYKxWxhAmve1HlbJzCcXIo5fCBX0agkG0gtUiVEtevoInPnSVW7AAcXqEAulUrGF9XWXTpLdayKoaJcsRnf5vHr4ugXOLaS9GbzgjJUzWOkwfAt78r8iXqRpBOaTlaVLcHodMCXWolig65+LJRsVuyj94zRMUfPmMwXQ8xvW1TY3Si9YLqADpkGT1SLa1vsTRRoE6hxctaKqTREFaiilX8GVqlkyVSn1GHEkVIhbWd+8MnMb356w//rbzzQ8qv0uAxmh8kmhAvtILCJLgjrKt3du0122HsM5qSqHUgBH0aWdaEWUSQrBKU1vWdNG7kqnbBuG4fjkWR0yDAMbDmRzIxxnnfEaEVZaGhQc7pdaJ1KoIaE7aiGQLSSJ8SIr9d5Vx9TcXomBGzxuaAKWnQNg5qcdU2H08cNIWpRMQx6PaNSCq5WnCt99x9DpIouRCvw9u1blmXhO9/5DintORwONBHutiWaPxRAPqmXzjQqpXA6L10H8/T0aGZuKqocZWScRnPgVn3Xtm3aDTYognOzv+H2Zs/79+/5Y7/1I37z+9/ny3fv2LbE3e0NLmuR2rL0GvqzLueODmkBtuGAm3lWI03vuDHN0uH5qAvoNOKqsy4gLY7jMCAUsvkc6fTWCnAPlH5Nms9M0w5579SHxZfu3zNNI+ui9NYwKKLpY4QQrBia6bERuTAOSvtpkaObjHmeKDmzriu7/d4KcdVEee/Z7/ZdxJtLtkQNRSPVMBHtDDLEpoloG0PjHF1PEo1ybOesFQ9NY1SK5Z19RKm1U6JjVOCS7WfHZfyrHqehJ2LIpPOYZUCLU1G6vpiOa7fbdWS4NTOs61n1huHSfeV9oOTKMZ1NM2S0nhVzKgd02vtgSIPvc1abYy/5bDQNT9X5eAi6+LZ4gJSTakW9Xo9kRVAumS1vOPP+Ws4LyeYYY6W02EzqtTWMA0GCtaF7luXM6fQMPnA6nTqF3ITgzgWb46zj7rpAssItWONG3tRw0RniWA0dKrlQi7POxEsTByJMw4DHqY/UoDlmijWpxicGparXdUEtZNRiJrhsDRHWQRs80Zk5a619rdDfZJ5JuN5c0tYWbAwFsQ1pKYQKcVJtZ6oVyRAqioJ5T/AqqFdkvSLOqGivyJ+X5jJ/te/8FR+/Lo5+zkOApSS8rwS7+YVoJmTOeNjWBaE3Z/Ba4LhNKHnrFzeXgstajZfmPWI7qiYqaMVCCzucQmAMnik4imhitN5eqBbJDMA8ZjwoVX2SvFCkECPEUW+KIpkhXMSsukUE8aJGYU4tlVIRtipsImYVL3hX8VW5be82hjjwJ394z1/7/JnDVuxcyDfxaW3TZtC/tilrwKqWG1XUzHAYYtdQOcyLyUdmc46utXBYjzYJKv0yxIE1b2pA6OHD4wPH5aSoWKAbmTUplHNOQ15zIQ66+9cW+EGzlcLFMyf4cEGLLNrFQdft4Lz5qRhl5xVuL2bwBtgEYp1RojusXPQ8wiU4VrAgVXdx1G0Cz5TLxY/KdBXDoFqNbdvU42jesZwXHt6/57PPPiOGwLYlTqcztZbeZTaOA/vdjnVT/HqcJjNdSzingmxNvHedvmndbikXlmU14a0unoenA+/evuP161eULwvn88r3f/ADjuczwolpmqx7qZnlaQu+0m6VadqR0sYmaq1QjFotRZGOYHYCzQG7dGM6dbyu9vvaWBLRc5Fz4rycuxamLZgNtQRdWIMf7D0VS723MeubD5UJ6pOimSVn9vs9Iqp5mkbV33jzaYkxdtftZmI4jiPH45H9Tm0ohlGdgtfT2jVWzbup0dPOeTWUFTUYxcH5fLbPSX+scHFox9DN4FHkzF+cwb95B67zjjRn9aZ/dhcDyU4Zi/TCpVqn1jxPFwS4arfazX7Xz0PKOu6GIRpK1YoEa82PUZG6bA7phd680tFWrQH0ziuKPHl0LnSijmsKaOj/nF1Xh9KWPqpZYTCEojUVKF2YSVsyPWgmlawBycsZwbGuyYxio6He+pySs8bNmG5uS0l9fUyTmGwMu+iMfrT4IV9xRJt/L5Sa2LkRm0OHEBl8tBxC3bQqMpQVsSpQiiDVQdXPGZ3SZmMcdcyafUrwXtGwtomQqh2r0eOK+scFHxgHqBIQl1XC4fW5Yvoq0FDtah1t4i0/0LU/KtzWglWLfCmFcfAkAbJSeBW0aPWe4IUSgFI6jdZCyqmOWFWIHmMj1r4dFOnXxdHPeQjCKpkggq8VnAqcQy+O1O9HTJyNNS4GVwlelMNGPW8K3rQjjijaYdIcsY1to3UuheAZQmAIWiANXs0hbT7TMFwrpLz5+mA7fjw6UJ0QhkgcVYxbrP1yHIYrm3ctjgqi1JNUUq1sFDapZKe7NtWNN7+YRJAT33018YNP9vwrv/+kKFQbvFclfvNnaoWjTvzN9K6qzwgajOoc3QMjRhW5jkYzqTGeZxwnxnGk5swmmVS0oMk5cz6dEJx2xjTkAKzjSReMnHUHHGLslChOTQEHK5ZKVoQCW4CbUaOzc+1qWzTEzP0Gtk31LENUWqXpai4aFB0j1VWacqzWim87y6zoybZYp1zwzPNMTgnJl3b9hqipjk3phv3+Bi10C+u28f7hgWGcGIaJbVOH8XmeOJkD9zxP5KJO12OYurcSeMZh5Pb2htNp6ddLxDONA+u6cTgcurjXOQ3rPZ0Xbm5uAPVWur+7o5k2ig1Y79Ve4e72VhGjKnZtq2r1YlREbJqMOvIUubSxz/OsVMy69ILrvCxWMBrNCdYCH1m3VUejLd6tQq+ldvS0UXG9WComvh1HM/27vL7QYmFMI2EbgWCFZStaVUenxVAtpWvyUlIvo9b11zRGoPe8jsdqSKQzCk8Ls+6tJdI9ea5Db4soZeN96N1eZvNJ87Pq1gGGyiht5g0VuRSMemqukVzXTTpbkdnsIzr/ZvdCCF4LBds8bNZJN02XoOHQbBCC0rFDiDhxRv+u1nUl1jKkC7+67niC10KpWPu3FJ3jYttoGoKk5oUtLDZ0jVqzYUC0kGvidg1d3Vg2EwnXSmuSKLXNX0Lacp9Tgp2HrrkUOlIbQ+D+9pbj6USz/Mhm+utp97/xUNKoNr0uqoH06s+WNpxkxMal+h2pkL0W6W39wXmiQKiOIMogENV/z+VKRDV7edl6UVaLZoBqM0zoocY+qBFxKWosm6uKqksVigjZNF5tH3y9TlYUZZJSFD3ynjVlE823aylmQWMIo2jXbByiFcseMY2moF592l8oH73er/L4dXH0CxxrzYRa8TUgXhikUs3CXfnj5uqqGiDnhOiFMTr2U2Stla2oUDZLwRfHIGos50oh0ARvrk+awau/yDgExqiu2sGZsNfRw2n1jzcqRJ2tBVuEo6NQyVJ0EvKOrW5Er8WS81CDUFwlo5V9pmpSNYWEUDzkolsE79S7owpQNvCBV/uBMXq28s2DV5wVSLU5QUNz7fXBX5AKg3Ql6CSsuzLdgQ7Bk5OwnM94H4FKLpkQA2XV3fu6bixb6pNMO4/euU7jhBh6TIjekKPGi1iXlAk3qKWwranb3leRvusUEQpqjNe6lECh4FYAqn9R7dlOH52PKhRR/xQVrtY+qcOlG4lRBfTjNDNOOhGrFYPBzQb156xajXXdbCGE4+HINBV2847JKLHNO0WM1pXj6UyDttK2Mo4j+92OXApPT89M88huN5tuSyfNYRh0gm/ahnlmiJHzqoLdadJr8PDwwKeffMI87Xh8fGYai2o8rEgZRrUcWLdElcJyXJQ6Haa+IA/DQPEaA1Olcj6eQZxd50WRO/Pt0ny2Jl4XEzwfDAUMXcfWET0+btVtKGAI3lyrtchpLsYiME0jIH2xb5YXTX+WrXusmamCIoZiRU/TnrQcsrZAq0FnMbH4xcW70aygifBwcZr23rPf71mWBUmXKJJWnH1kZml0P4aYXj/OYRpDmn6nUZV0p/pGU7UWfFAEozm4V6MhRSrblm1TkD8qSBtqqBFCdi85zHoj9u9DDExuQlYoNevrCYivUK3r1M5107UUybbNEBrfWN3lHIYYrCu2Rc3oNcrmTaSFUdb4jHT5WWPKBaUkW/hqKypKycQaGSeND8lmwaEWLSqeH4YRHCzLZshkC1huo8/mwz4nAlWIk64Lx9MJlzctpiqay2l/rOle0XVxjE7Xh+giQTBHcRAzIXbA4DQWJ22behrRYpJQY1Shz50YEkptsSj6irlWslTq1UTfpAaV1hGoBZKvhXmYcMB526iMjIYcBe9xpeKdNjdgtJpYse0wujsGkEKVX3er/f/kIUCSyloFb2aQlWqp9bpQVbRAElRcFwJEcYwVpsEzl0gWqFthK1UHWdEby9fGoSs/rLeLmnA19GgaAlPwROcoTvrt1RDNxrkrBKs7ySyoAM6pZqpaUTCEQQu0RsN5oTiheEGC7whScbZTwFHUZIS2WSmilMpGYT97pug0aJfWvXcpCJz9p914ulmveNEJuRpN0oqTEGOP8AheXZ3HQQ0cl2W13bkJmLfUP3sIQXVG3mjLXHpnmUPRr9xDQLWTKA6R81kXp2melQIIkWKP9U7NOtvuUhcnd/XxnLn7aiu1BvaG3lbfCh4tkL5eOrbrJXLpTmvao9auDarJiINmREWjma5bk0tW35nbmxtF4Uoip8Qiwu2tokqn05khDszzjpA20yGpEDelrLt753l4fgAnvHr9mvP5rAipidbHYaT43DvoYozc3d5yOBx4/foV8zzx8PBAHCK3N3s+r6ULrTXSQjt4NtO1ZHPqdT4YraBWBN6QMwE1mDwemafdR7oSf3Vu22KNnc9mKKjhtaWjKf28X31dy6XDUtxlB//V69R0JwCn0+lK/OwuNKyJxEtpjs1yRQnqDn1dtz5OLgG8xWwMfB8rKsB1hiKGjkCM46jXvHzFR4xLMdN/4Azt+SixU3VYl4w114XXSnthm7xG97SW+RYwaxRRVMf70fynWped2O9v85jGJunCNxjdFswcFCppXanopmWIARdc78Jqr+9swW8LsMM8wRCGGLSryoTTVLW8GIZBI4lixMegnW3V8tBK1jmyqsbotG6ktClSaFRy86Xa8kYcJsZxIqdCyquie0V1R8HQxFovG56aKkMcuNnvWZcNcY5xmLSoaRsmJwjNL++ij5vMfmVLCVcTg3OKVNPCZNG6SiCgZopRnH6NZ/Dq6VVK49+asSlQFV2MXt9vEkWzxJBRjL7MUkjlEr1URDsYs2hDv5Kg0tmJamOvySr03QqJSsSsDEqB4KnOEZ0Ws9M46r2vN5LS1lXBBU/o47UlOXxbx6+Lo1/gSCI4g3ALQg7CIK5DxIJxVHjLJYMgjmHwTNUzFcdaPT4XtW+vmbV4YtEJpi2IbbXT78XohtALpCFlcrU9R1tve8VfqWZUpgNYSKJdPZXKmhMhOmIYSBRcLXgRHJqQXE13kGqheKF6vSlyUaJQuOTqYEUVQbi7c7y8nThuS6cxdJKwk/cNC416o0gXRKvPC8Rh1K6KUsmuqAdRGDr8++rlS9ZlUQNFsck2KOVWjXKSBv9HzEdDJ/PBO+I4Kr2T1MjRSb1aBJreQ6yzRim1YNC8eq8otdcopdbh1ugO5y47/Jb11Bb0+pV4BrjkdtVyoTp08tTvNbZCna9DNodz77jZ77vjr2PraeDTOCFC93nKuSiN1FC/lJjmiWlUzxb1L9Li6nzKTNPM7d0tp+NJW/f3O12kpFJKo1nMJblkUnLW9iscDkc9J7XwxRc/7R2FJWewc9aKg2bS6DDfKecZxokQBGTRnf2m9glKZ31M01QR1m3rRVqLXqmiVAHo4n1Z8E0PaAimixeHbbBrbi36+lmF3TyZK7t2pIVodsG4bqap51hp8lwyYxzIScW9gHXHYR1+0TyLiq4TjR61hRAwI05PSrZxCurSHQf1t5rnucfqlNJCfaXfV5eir41q241f33+2iRITTccYaBEzzqmvTXucCsE9jnIZx6KGjZoTp23lKad+n+FUB+kbnRWjeUbp/TmZ9w9XRYh2L1VydaxbMlH4pQPRgVKNdr7WpCiq8yBV6UhBcKJ2BDEGgtkXOA9Vima5uRbrU3QOzivnde3XWalKHROuqj/dVgp+sM2gdY2B640h+AvV7cPlfi8lg3Ps9zOH44lmZyC1Ne6YsaZtclpo9X70zKP5tIXQ6aveJWvXcfCBkUCsAV8g4phCxOOoUsxvS02Kneg9rnNtJKPnQrIWQUWqRi4JWgDpG+rTt/NKpWWpFAfZVdOoXtr6m0gbwItSnVlUVjKoCK5ntVVsffAO8bbxMFRRc9qakN0ac9zHY/hXffy6OPo5DxEtjrR90lFAvYTEMYi5g1J1kUR3A8FCDAfnmCWwF2EVmEplrZUlFSRt5iIbrPOq9h1Fm8+cU85VPY9Ue5RqIRfprZMNKu50Ejr4WoFUrNW/DcitNldSp5MeSs2JvxiSlSqId71AKKImYGFQozBsl0MVXr70fP/Njodj5rQZ/MzVYv+VcwlGOVgXXevuUdO4UbsxasFVb6LjwLIkhqA0W0kF5zajQLLqiNBJUbN8srawcgmIBXVqnuedWgNg4nDMW8YKK7YLmuGtQ4hijsghaDOuNP2U0gllK4YKKGoRjGYA11vYtRU922c3KoOLrmScRhBMYGx0DtqpNrYiqHXWbNp+vt/tTBBbeT4caBYJqimaCXG4UCWiBoTXsQ53t3vc84Ft1U61bV0pNfP69WvA8eHhkRcv7rWrblWkSa7QEg2ITDinYcKn0wlnxd6XX75lt5vZzTMOpUTU8G8ycWpSY8EY8NUxTTPTbs/5tLBtGrWSpTKM0ag93QGsm+aOgUZ5SJuZr8eYXW9FCVN/r+3n1VDbFvnhrJuwj1mc0jp9IVJxadlq3xU7dzELzc2GIGeycwxOkZ6MFiCTRZi0yb4JmFXkrsV206kEr+aI3qnNhpjrdIiBw+GZaZosUiTZuLrokhplrQ0F3h7z9RuwITu41vp/SYhv5wCbP7qXKUaFo9qQcRxxOJZluRQytngHK1SHcTBfJCsYirBs1hoPRjXqeyhZqdc1mSD68mZ0oyUCRqE5Tw+U9ji2mnRDgXXkRcsuc5YNJ4KUTBWP9+ZdZuLr47aypMXiSmrvSHVOi7cixbquskb15Kzj2ZzLl3XFR2cGitHikcTmNs+6qXnqOETWLfWrca2f6bYEzpHzxs3uJfvdhPNFO1Rp+1HX0VLvHYMPDBIIeKIPpje6OIxLQ0utMGpzYa6KAGWpXb+15sRWC6sUHXdOi/2UC1sqpGpokajMomANPDYf6ppjxqaiawl23X3wl0KLtmnQNaRtGqsZIGtbvyLjVI078jh1WIGvrSe/quOXVhw5LYn/HPD3Af8W4E8Be+At8H8H/rsi8n/9A57/bwb+88CfBW6Bvw7808A/ISLLH/C8Pw38ReDvBV4Bvw/8JeAfF5EPf+QPdnUksQEhjlQqUYQxeEZR+iwY7KeJ9uBEfYqqh2KL91IrS3HMEkk1cU4Z0JDOCoyDhjbKVdED6jXSAh/nmNiKdH69dTDhmgF9p6V7OGKVqjb6DqXOJOFd0F15c111zT5eOr8sFRNZ9w2zln5REZcqlXFy3L/w/Ob39zwcK3/9p09UuexmRbiaBNpk7OxzmeYqF6MVVRuwmybt9AiqGVjWjZQy+3mnmiFRs8RxiDw9LpQK0zCzlYykbHoKK/6c8nneHHi18LNkaJQq88Ez+pFpmjgvyzW0hYhj2TbGcWAcBlLTbdD0Qpd2YxEVTWJ5R843zyQ9F62FvFEkfadtBZqziTy6obvabikTSmUYlB5ALjqq4/FIKZlpnhmHkVM6Mw4jN/sbdZ/Nmfv7ewZzIm9ibI8V0VXY3+zJRWMabm9vwWnEx+3trbbWrxt3t3fM047nw4Ft3XAmnh7dSDLtRsoZqYX7+3vGcexmkt4H829Sy4JGOzVEyLnA3csX7HZ7zucTKWm8zDzNbHZPLadT17KklLu9A3YNVB9U2LamE1JPIu8866r0Wqc57Yx3+4UrpKW1wCuq4bpDcwNosd0+DeF1qp0otWo7t421Rp/VUtjMPmKaJs6nk92vqqlqobJNZO9dQxFM30awSJ+2sGkROQyRx8fHjyeoq0Xj4uBvH6/XGXbOrHEimO4p548pNzXNbL/2K2imGSSqO7hlElqx6MwWQbWETUCunZbNpdp7z+rUrqFeISg+BDCUt3U0XiPOijZIF2K381TKNS6mUofW6TqO6gDftDNF1Fg0pUSumfO2cloXNXkVUblAP1m105oxBHN4LjbPSkchSy6cF/3sgwVOiwmXm4ZtzRurdcTFGIiDp5RL6767gpO999zud4yjx5XU/eucB29CH++8WrUQCFVRsskP+AySCj4AVe1kxHvVOjkt4NZtVZRZtEhKIuSq6NhmBVP1jizqqZeqZnqmYjSbFUTF6DcVYUPTCdlQUdrYt1Z/XYuUUVEkr+X1NTQ5RHV6d147gJ2H0Cw4sAzLb6sy4peLHP29wD9rX1fgt4Ej8CeAfwD4B5xz/7iI/Je++kTn3H8Y+J+gzVe/D/xN4O8A/svAX3DO/dtE5PQNz/u3A/97YAd8CfwVtCj7zwB/v3Puz4rIT385H09YUiEEx1oKmm6vDtZz9IzOE4tmmEUE7ZR3RAkQHNULa6nMY+CWgcJGkUA6C0vOuGUh18quqmeNLuxYlhA4L8RBo0DmGElZtOu1qhV8p+TsTy+MvCjP7hQ9CmPAecFHkCDUIBC0UHBeyCJspVgBpfVXs7gHfUyfhI1Wi16LrNdvhN94mHj7IfD+1IIf9dxZ7aBP847gI+u6aXttHADXW2WLtZ8qQahp5aUUbd0txZLn4fXLlxyPB4KPIJVpUKPCc5vYbYIM0ffJ/3xeCHFgt9tRs7annpe1e9Ns28aWdEISsK5C7Qpbl7XHRPRuwqgJ6dM0kixaIo5m7Jc2cmm7PndZSK/0GrVeIkFULFw7DeNcoFZYlwUH7G9ucWgB7SZtn962jfN5YZp33N7esW3qRL3f7Ug+qV1BStzd3uK853g64rxnmmdqLTw9P7Lb7djvdmzbxrpsvHz1khACj4/P3L94ybYlpmnH7e0Nr998wk9/8hNLiDcaYV16tEjatO39zkKCRYTj8cjLl6+Y5olt23h6eqIFk1aRbijpm51BrUzmys0JUloBMV8h1YvFONljTTPX0M1SO83UvJMU8VDUV4vT2idZZyhQo8uauLhpxpovjw5fvccaldt+R9P4NEG3M+y4dd61+IpxmpiniWMLWa7C+XxS/Y6DaRyUSszFCvjSf7dz2uk0jpp6/+HDB9WjcAk3tjUIDF3QQsX8b6yYM+WJPUafk7Keo9Zo0Ir+dptXK/Za00HTHK05qwcTWnQFH6wZJFgDROrIlRgVh0i/9vp6uplwzuFKIadycTn3vkfolJwp1vpdTZtXqmkHbU7BKX0UQlBNnlPUuTW4gCLCW06s28aSNpZ1JdcWM2L3ntHnHiB4vf9F0ZUmV5B6QfYR2NKGOzvb2ClluJph6tiCmu19NpoRSZfmDbuORQq7aebFi3tubnfI4rTYqVnRGDGvOe8ZXSDW9nUk2jVluPL3Euuq886QUt2AugoihSKoEL3k3mJfcaSqHWpbETajFdeizEEBCrUzDNLWKrkeV65vAlrXJO6CIDprHupUZNSiSP8oytzUfd4kKk128W0d/m/9kJ/7cGhB9J8APhGRf42I/BngDfBftcf8Refcv/ejJzn3W8D/EC2M/nPAb9jz/gTwLwP/BuC//rUXc+4O+GfQwui/A/xARP5u4DeBvwz8cfu9v5RDgLUIp1Q558oxFQ5r4nnZeFoTp5TZcGQnrGUj1aToiumFxjESB8/tfuLF3Y67m4nd5NlPAXHCWjLFobBm0qywapOseMEFtGttDCruHqwoC74XR32yxhAgrwLrEvRP9UKm4AaHHwLiNQg11UQS3Ump2LH24qrYonLZwJnMrqqWBQdFEs5Xbm493/l04AdvZnZRSwLvG3JzQZ9KkUusA61waCJbsyFwKvz1BksHQ5AOpxPPx2cG0zCcTwstIHRLGk8xTzMxKgI3jpF5mpjnqYumc8oq1hx1167aERUBnq0Qcc5/lIc1DBHn1bU2mzdTQ5+c9yzWEqwaDcd+f8v9/b0asl3x9jQq0zl202wLjvQdffMkyWnFe8c4jNYCHdRR2cSlrQjZ7/fM88xmIbkvXrwEUbGwRq3sOnStgm0VuueSmebJEKYNcIzTjA9qXPf973+f7333OxwPBy3arkS+9/cvVPcyTuz3N+x2e2IcuL+7U8doqdzc7NnPM9RKDIGnpydADQrXbVVqtHVsId0PqImRd7ub7pzdsveaGLkFQLflexonHV/ClWDa9Tb3VoQ12wWwxVQureuu7W5RRKkZ6qWULjqNqLh+64wbLFtNpCGMGEUULO9NrSIUTKo09+WO8Jq5YqM6W+dXukJPaq3s5plpGk1PNpJz4Xg6tdux006drvaXFvxpUjR0MPPV7sZvn7lU6d+31nXvLl1hbf5qFEj7kC0NIOessUo2Lp3zpKT+PiklM5RMZjegxUUx767T6dwLwUb9tODkeZ7NwmNmmneEYWSYJsZJrSliVP1W8LEjWs7CpamtMSKwpawoSVUn7+P5zNPhyIfDgefTifOaTHSsm8BqRYoaEWqhJ851pEWsqC2mSWzolY61i96q1qrnPQy0jtl5GtnNE2McGIM61XswnbwVb9tGLYXdPDGM0RzBHdGpwDrgGZxn9oHJOyY8E4FBYBQ1Fx4AVyquVJVp5KyWL95R0kZJibxltjWxbkkRoyqspbCWylaEVNC/c2XLhTWrvUuRxi6YWTCXcd+GI6ApD/betVAKBB+0sAtqlto0mxek0XcLA50yW87k1HWp3+bxy3zFfx740yLNQkwPEdmA/6Jz7l8H/LuBfxT431095B8DJuD/JCL/xNXzfsc594+ghc5/1Dn3X/kKCvQfAz4F/j/Af1pE+/xE5J1z7j8E/FXg3+Oc+zMi8i/+UT+cCGyas3dxl7bdRnFFtTpeVf/ROXCFMRi86AzxyaqVGX1gtxtYUiIVYc1qpZ6qxiToDA2D16wvHLig7ZrD5JlSZLPcruCEWp0ZCijHLN5RAmRn3LC5j7pgvhL2O3UHpH4vrqK5P06LplIKWTLilVbSSdgp92b+G+oZ4qk5kbeED477+8Bnn+x4/7zy+ePW0+cUQ0d351LV5cOg/VQy67ppllrJeI8aQdquAi5GdOqOXUjJ8+70nvPxRMmFOCg/Xk7qNuyFbkLXFgAf9OdiwtzVHKPHcdQOtRg7/FzrhQJQvxbtrklO6c9qzujitcPt+fkZBFzwnNcN74+mDVHqZEvqJh1D7P4wIQSmcezZact5ZbRCKFrAZSnaiu92nvP5zOG55ZaJFsqmRVmWlfPpzO3tDbud6luW80IIkf1+33dpu3kG5xRBcp6XL+8RHjifzozjyIsX95zPZ96+fcd3Pv2Ehw8fOkXjvefD4yM5J3b7fUcD4jCYxxJMs3oRhWFg+fCoFNs08uHhkWkce1Zai2RJdg1mhKfHRwSNDVnXhZQ3cinc73ccjoF1TVYU62jPFhqKtIVdDI1o67j6fsU4dOHyRVRjw9IpullKNT2Z+ltpreoZBu0eLNZi34qoLWfGGLs7sCJVxcZZwIuwnBd2u1nd25fVxkFiWzWSJKXNLBhGBgYOT9rB1zvuHAzTyMuXL5XqPJ148+a1oQ4GEjuzXRV6QdREv013JGaSqJ9XP7c31KbfnnZ/tfMGMMTIvJsBjKJVjVO1F29IkFQtIoMVCZoNZ7mC9hqNlgwhMEwT87xjv5vZ7fY459g2ve/HcdRAbqO0UlKNzt3traJyzfSzFLynXxvvda5I20pNG6CO48u6sKw6t6W0cV4X1py6FYnqExtVqsGzLUPP2c+qOHJpvk7gQsBRrEBvC4TabxwOR5DK/d29mrjac7rVh3dIgRgGxmHkcBK25o+llTWlJKiZmhPRefMCUk89zc10zN4Ti3alRQJRPL5gBo2Cl6o2LyLdJiTiqM6xpk2DYZ2FwtaqhVGtbPZ9kkoqla1k1qQhsl2/6uy9GlJ0IRIMpTJkKxo6GH0gBs8QPeMwMHhvti5qNSPV9zHZ9WmijRGjBeDWmnGuGhvw7Ry/tOJIRJ7+Fg/5P6PF0Z9sPzCd0t9v334N5RGRf8459y+hVNnfB/z3r/75H7C//6lWGF0973edc/8s8OeBfz/wRy6OHFoY1CrgRYsVH6gukHGsFUiq+J9ixHvYysYQJ2L0SIH9PLLVM+dVTb3mMSB4isDTedPWeVE4OBX1Lgm2cxEMkg2eYYyM9lpayIBTD0PVDnmoAUWMvHLDwSuPjHkaad7OxZ0CMojm7kjwSGiTZXtM48ZdvylqEYpTV+yKUo3D6LnZe17fjjwcEsd8pQe4grcVRRC2mtBAay3SQtQFZK46qRSp2q5rO+gQIufzwnJatBhE4wm85Xq1fKZcMhYep9SWQkDd7n9LicWck89n7YwqOZsrtTr6eh+IaiROTsnamBUpGCzWo2bNfLu/u1OPIaMNjqcD27aoAzQaGjnvdjjTPJSaOS9nYoxK8dWqBfK2MYwQglKr2sVWECp3d3fUKr39W83iVNN0d3cPDo7HI7c3e16/+YSnp2fevf1Sx4x5ReWcmacZRHh4/4AI/OCHP+T923ccjweLeXA8H57JKfGj3/wNSnX85KdfcDgeefHinrdv39nOfuD5+YllWRhipNTCck68vB+Y55nj6cz3PvsMHwKHw5H7+ztOp8CHx0cOhyfmeWfeVooqrOnEze0dq19JaaOuakGg0HvEe70uu90O0MWoTfaXxb9ZIFz0SCW3ri9vC7dRDt6ZpYQhBVcFgwMTxRtqZgWHUBr4p7QOMIRAddWsENSYUtPrU+/WSilxeD7YApwJYc/xuDGNiuzgmkmps262SvSOIaorufeem5sbpdeyOmGXosaZVXQD1roem66v+Wc1Z+xiHYctzqIVvK1hoDnO+6A0+W6/I8bI4XBgSxvNUyt4dQHPObMuS0dk06YNEtmQrBiCiuznid2sOqlpnLi5ueH+/p5aK4fD4YIuFRRhFNiMOm+GkwaQXTRKXs0dm6fTzc2ecRioeUKKQhnee2rJShevi3ajiS7wBvZ1mrHaD6p17zWXa80uU0+vjk46VBdzhTyKaRCaA713Gk/S0MvULFSGQbPcnMUdZUO2pKHqhWEMTIOmI0zzjlIUJQw4Io7BOUYfmJzavviCBuoC1TkTrqO2BhWiV7p6S5k1Z1IV1iqcamYRYXVVExCcM4NH7dDLRVGjVJvHkXZqdwrAXVCvVqgHo9Oid2peHCPDoJ3WY2wBz1p4j8NoaKz+zjaGEQghagB3UMdtcAyWE/ltHd8mVjXb3+ern/0m8Jl9/Zd/xvP+Mloc/T1YceSci8Df/XM878/b8/7Ih/Oe+7sXKubL6QKh6j1CruCoqG9FBqedZDEGinhcCHhgvxvIrlKcWPtzYcuFXCNbrsY76yQVbOApz63GZi6owWOcAkEyJWu7PXZT44UaKzl4cnAkixDxzoPXUFqHFnjefEf0PTsqLUxRvWiLktV9IgFFkUQBJp1MSkFquVj0j579PnKzC+wnzznVSzeDFVV0dkPppCY2PZ2OppcZe4I7Fbuxk/LRznE+n3QXFSL73U67iEzHU6sKz4cQO70SzIq+ZU+dz6cuiD2flz4Jp5SYJnXeLqX21t4Yo6ZHixCjtnnntIFUvIkqqc1jSjQWxSaUFjrqvWbAhRiYp8nORyWnpEVCLlDU1FA9tPTfd7uZcZx62KpI4Xg8myGh43xeSdvKNE+KMAg8fHjikzjx6tUrUkocT0fy27e8fv2qC9L3+xuO54Wnx0devrjn5auXnE4nTcTGcXf/ivPxwOPjE/cv7gkh8OPPf8r3P/su+/2O0+motOE0cjo5tpQsSFc1T3/sj/0Wv/u7f5NcCj/4/vd5enxiWVbmecdL6IhYvL3jw+MHLRxRCieGgNTQu4pijKzLynI+M4xjj9nwZu7YEZ0+Rm0hFfkIvSilaiyBNBxDr1ejUbQo0Sc3b5eGqFQp1O5h0e55C3s2L6a8bXatjVK2oV5b27eofPXm5saKNO3OqgKHpyfVWOGoqwrpqwgj+vrNI0kEnh6fAIvDCB4vij7E0JAsbaHXxV51OUqNCy2mRotspXS1gMpavNj4jzGyrStPT0/korq7nvFmXly1XPyr1INGUcOb2xv2+z23NzeGZO6RWni2IOjHx0e+/PJLnp8PHA6H7mXWHOqD3eeteNNiyBBC845S3Y5uJMdx4OHhPdGrH9p+3ilCiuoVvTe0qlQOy8qynJGqzQPNbgErJLVjMFpBqy7ZGp8hvfDGtW3ZVRqATcElF1bZeOagNK3yfUyTbhi885yOJz58eGTLiW5xZIhIjIHvfPoJP/zsu4wxwLoxxchg1EXAM1RDwAWLpG2IqBkIG4vQ5vxs3WZZMINfSA42Ec4lc5LCgrCKdNF1KpW1ZKMcm1N121RYUdQKo6YxQrVNmt0mmvvpPZN5dAE4Ue1gs4CwO5ZhGIwqtQXVPkexdXUaJkKwe+9vtVj/ko5vpTgyhOgftG+vi5k/YX+vwI9/xtP/2lceC/BbaCf99b//PM/7g97j7/0B//w97wOvX39GzmfdhaTF9AaFKhmpWn1TDAVxjhAqPq0MCIRBiwQH0xjIYhlnGeZJ0401lblQsjCMGltRjePNYuiHF4iCK+AGr14W+gG0Ky2gaFHQvJqs9kV4gySJDhfBeTGHU715xVVaapigQuziWmeb66/RKiUpOlBDiJqwTWE5nylZOyf2k+dm8Dx5R84XH4zrod1AKBXKOvNagXXLpPSkeolRL3OtwrIuBrVnqokaU8l9AdvWhPeOu7s7Qgx8+PBouzgHXXOhSeDVUq2neSL4wPPzkxVeZxWGG6XXfE96p4RzONQuIJjNfc6ZvKVOtwYf8JO+p9birOmaoZt6lio4CQxj7DEUtWin1+l0NLdlx9PTM/t94ebmFo3KOOGCainUe8kT9jvWdeHt27e2kBaen57IOfHi5Qtevn7J3/gbv4P/8Mg87xAcL1+85FUpPHx44PlwwDnH/f09z8/P3N694MWLl8zTjs8//z3meebVyzuOxyPnZWO/mzidznrtTZsiRjHEOPD49Mzz80E73yq8efOG/X7P8+HIzc2elDz7/Q3TPFnXnTfRckUk9nGRzE4B04MJ9IKo5Nzpz48LI7l0aclVHW7HtddRsN7g9tj+QKfPklottNDewxUa5UxXIs5rmrtrujmj5boW5bL4Oqcdft4H7SAcB5sPRt6923jx8hXn85laFBmqOTONA1Iqjx8emaaJ169e8v7du04Dtm38PE3c3d3x9Pik5wlDtqRRbvRQXMGy/MolB3IcB25ubrr+aVkWzufFEKDhgszhLMm99s9zczMzmU5omiZevHyB947z6cwXP/1CA4pT4vlwJG3JOgAzwzCwm+aOxChtp/T41HIFtxVnBVDztmodXjlr1E/KhW1bGUIgeo9zO3W8XpWuijGwn/e96yqIsG0rm+hcqO37lRgui/i2KaULuqC3yBWg0+AX+MRuccwjyJpGdrmw3+9U5O0d67KyrUqlDtPEuJssy031ZSUnqIUXc2Q/6EY2DpGak7pjmwP24AK+qMzCVbp3U20ZJ23I4ZW6rRXxjrRunLaN55Q4lsQZSB6y88paVCFXIRdhbW7hot5GRSpY5mA3GRX1pwrWoYjZxXin1No0DEzDoJ2yIfZCt83njooPKmuIw6Dt+8FiZSwexXnHOE6E6C1M5Nsi1b495OgfBf4uYAP+W1c/f2V/f5Cv2tFejoevPParXz/wzcc3Pe8PffgYefXDP045HdiWE9tyopSVnDe2baGUFVzBOeVGc4U1Cy5UxFd8EKp3iFdo2w8QsmOInmkMpFJNDOgVlnGeVJsTRiWVDQmqZ3CDM42QFSle194ileIdJXhygOQF7Yq0XawHFzxZMrHAMAbdO5tItCXXVNTrqInupLmUVnNDrY6WwJykKhcsOhHnvCE1spsjdzcjD6fMqqAIcLVQtTFuCIpSBNa9Renu2+umLb8+BPymXWRVqoouW4qzFJxchH373Y4wDBwOJw1tBcKgnRC7m1sqR47HI+OoCFXtKI+zmIDmPRU7ZdCcqoOJxb1BZwKUpF0nXlrivf4edTEuet5KYZpnhnEk58S2qcZnniaWZeXm/p5pTpRSGcaZspx4/eoVpRQ+PD5RcmUYJ80WS5kiagp5c3ODD56b2ztANTzDOFFq4fHxkRA8L16+4Dd/+H0zT7TCIyU1yvOR3bwH5/sO/unDe0BRm/1ux+c/+Qk//OEP2c0jn3/+Y37wg+8zzzPLuihlZUVMypqPtKWNt2/fqjdS2nj79h37/Y4v373j8elZNRQlcTpqvl2talmwnM9InbQNOmf2u30fKN57xmnq5o4p68LXGhGaw3W9mkZ88FZw6YBzVwv89RzrfduRWudbG5+OjrhcwE5rH0fvxVqq0meGdoCjRXcIWpCsRrVU6B1R3/vsM/7G3/jrHA4HnsqjhYtKp+pAx1oqGal6bu/v73h+fmJdF6MZlXarphs8Ho40C4MW72F1nobWttc3mk8NLxUtevnyJd57Hh4ejOK6FILVaM8m+t/vduxv9tzcKEK03+85nxeeHp84HE58+eVbqlSW88K2bRbZ4Xt3XYyR/Th1lFDNElXAPY6j0umtg2+aaTEu3hbh6066poNqhqbaxZZJS2JbV339ccSfT5zPeh2mcWQ/7xlKZk2JJJlh0qBcgNPp0LtMq9FL1x2Q1wFJrS6XNpc5a2LJmafDkWTvT2olxoGb/Q3z7Fm3xLot4DwiifV8pBalUu9vJ6IXyroy1sButyezUdcMRZBS8W5QxKhUWl9VL96sQFrTqsG8wbOcjixb4pyL2slU4VwLq3fkoOkHpYpJCja2kshGpSmd1u4Q6ffOxUhUNR1q1KjF0m7UjW2IKu4PIfSuVGf3cwhRRechWGdlCwUO/cMMQyQOpm1wF43ct3H8yosj59yfAf7b9u1fFJG/evXPjWrb/oBfsdrfu2943h/03G963s88ROSHP+vfnHO/50L8we1v/SnqeiafTuTTM7KeqduJdH5mW54p+YxUnexLrahoL1AlggTEO8IQiL4weGEUT6oQqzCMkeKEVFQAKKBdEphoEJ1Agh/wY2BwgYC2t9cqzaSI7ATnzXfE2x8HzgnOBRMvCsRIKUkHp75TK5BsB4T7yPdIBCq10cMo3GQ7bltAPMIQHMyqO7q7Gbl5Thw3C3b9aFqhLzrB9Cq5KHVgyDUtKNMB2MI7jqPC3hZjgNP28W1LjHGgSuV0XijHE/M048SRa2ZZztQq3L14oShGytqev22dKgClSFJOlM2EskM0iqZeDBy9hX72SIVgYZZW1NqEuCwrN/vdJW1c0KRtW7wqsK5KQ929aPqBSjQ6BOd49foNzgemcVIdVNCC7XQ6KaLz+hPGaWJbz5wOj0AlhKG3yJdSOR1OfPLJG81UswKp5I27u1tKLfze7/1Nvvu97/Pmk08U4ZDK0/Oh+x4dj0fevn3Lj370I96//8DT4xN3d7cqYE+6ewcNVdUoGEW6QHh4eODpSSk17bTK3N3s1ZPpfLaCKlgRoxBHNufsFy9e8JOf/ISn50fWdWW327Nta/cFEpprtu8WENe7+VYw6QJ26ZbsreRXWptinlLt+l6DSCqMz/39AT2frwXSasZe7HSQarca22GvXQo3+z3TNPL0/MT5vPDixQvevn3L7e0dOSek1h6um1PqFhJapAjH05lhNLdsO9+laFEMF+FvK3yUomqImSJEp7Pm0u33O+7u7jQ/b1l4fHwim76pUZegnlzDPPPmzWtevniJsyiUlBJPT0+8ffuOZVl5fnruiMowjjjn2O12/T0NMSoaYJqt5gHVzmErKochUrK64UdzAneumQaaSLpq91+jp0spyDAgwLpuXdRdpFJsA5TNgLFYwakGiZ6723vGScOdc83c3N4xpo1lWSiu9OLd2YBwdmHbPNjGisCVK7on18rxvBC8Opzf7G/w3vN8OLAsK7vbG6RmlvNJixgfmKbI3X4mOohVzTSdOHX9Fv3eO/rP9H71XSvVNptNKareXmqmes6ZU86cS2YVITtPApZUtJ0/l965V3H9d+Bc97rTCbt90f6yzYZRzNEsWawK6nII53TejHEwAb03nWy4tPSb5kicVz0dnoomQ3gnX9vY/CqPX2lx5Jz7Y2hn2gz8z4B/8isPaeaO4x/wa5oK61qrdG0KOX7l+z/oeX/4wwXmT34LL4WSV/JyhnSmnI+U4xPp+YFyeqAsz+S02MSW8d4yjFzQ3WZ0jINAqWSXSdWxigrqRu/wRam0Up3lmRnn67RMybKBDLjREyUQJVGL+UGqranmoUXHZg7RzpnTNVVD/5w6bocQ2Ir61WBiPKXY1BdJDdGqcdV07qFlAekO5eOCx4kyEUNwajkwKtR91bd2eazRJ92w8bL22MZBaD4m6plU2TbVoDjMt8MQlD4px8CyLThxRB81eV4i4nTxPp9O1iKsAalt0WmFxLquihaFj71PhjgoomELcMqt9d733U7KmWm3Y3+z43Q8cj4tXfh7PC445/nEUuuPpxM1J8I0MzPz+PBACLF3JknNrGtSpMVcv0PwLOui8R43t5SSOTw/8SK8IqeVtG2qiaqJu7uXTNPE4+MHci588cWXvHz1kvu7ew1yrWbpHwO3dy9Yt433794yDtpB91s/+i3+5X/1X+H9+wdub2/48su3eO/59Dtv+Pzzz3FeF1qpSsSWUjidzkyz2iY8PT3yG7/xG6zrxvc/+z45Z94/PHR/mlacKDWtPjzTPPefhRhZlgVn9Gnzvgoxms+V5XaZ3uGSJ6aLV1CjMStM+YhfU8o7fFQcNW0INPTJ0XySYqNwzZG6inRaqR0qglYd0bKqeH837yxFvXbcahgGpmni888/R6jc3d4itXI8n7Q93xC8xVCP1h03mdP0uupUdzoe8U7Y7WaWdcOhgv/cKT1FFIZx0OT5rBumWtUO4ObmhmkaqbXw9t17inXN7eYd5+VMTpl5N/HyxUt2u51ZQIys68q7d+95OjyjqfDlKvrCE1zrhBNDrkxb5eioXnDNsb7NF/6jorWZfIIinGqVYDpM0zsV6yptG5f2u7eUDM0rHVGrVQtNb5EUHRlznt3NLfM0acv4EJlmdal/fn4yq5ATOeti3cYDbSjJFRIJHcnULt5o4KPmmKn+x5GKms5GC15+fj51M1KRQikOKblvuiiobqpA8BFfDSeqAuLxLiJFemyeJhlUcs3qIi6V82lhEVjRtWbDs0llKUXRIytSt1yVXkO631F11uBjngPV0eUYzhgGZSUc0eZCj/4segv8jUEpS6OU2yoiThtPfDOA9FoIhhg6Cuja+uB1Q4y7Xm1+tcevrDhyzn0P7VD7DDVq/Ie/gTpr1NdL55z7GdTaq6889qtfvwI+/zmf94c+nPeM958SnFIkOW1IXql5pW5nyumJcnykHB5Ynx/YzgdkW6FmfBDtPIsRF9RIMXjI/kx2C4tbiH5FkhAlInhKhZQKroAvnqRzm3anmYdriEIcve18gUK3tK/eU6Njc9VEegJUxAUGB6e0MqC7EHGWaE57DaOLoAvEq3M2CUhflKBr59q6okuAKH8/DpEYbFnoBf8Vn2YFUQuX7CGeXz339kKCGNzffFltorzKl/Jx0IVfTAheYMuJYJ40y3LuAuemI8i58HxQI8dxHLXjzH6fZiPpwqe+O9V24cWg4tHcpwfK8cTpeGI3T9zd3mrYpAj73dwFxLUK3/ve91nWjQ+PD2pUNw+4VRGdbd2sNX7P+Xxm3VbGOFgRaXqrerauKAdSeHr8oGGd5k8jpVJLYt69VCrDNBZPj0/EEBGEZVnUKC8EPvnkEx4eHvjw8IEXL+758PDAixcv+Oyzz/irv/3b6lt0e8fbt2/59NNP2O93rNuqsSEoIqAiWdi2ld284+npiXfv3mlheDoitfY2/G3baBlpqv/R4mYcR9t9627/eFSxbisoqlSLe7lQHNh58U5tLIC+A/36QnZV9Fgxdf319XHRRlSKq92TRTUs0bREH09XtbYuqkFppO1ilAkFEd8Lh5QSr169NIQQas7klHHmGJ9zcz0fWJZFx2VV9FIjNlbevHqlmWRGR2mcx8Z5Wdjtduz2N2zrAkZlbdvGPM/c39+rfu184vHxiSoqEnf2ue/u7rg1UbXUyuPjE4fDgcPhqDqfOCgq5Rw+RlLKtpzq+e1FUIxdn9MiZfp1kEtB26wJmtA6mZP0MAwdQUbAB9eLXWci6WrGjKC0UFm37sQdgldk3QrrphVz1eGCYxhHxlFRQR8c0zizG7X9fp4mEGEcBk6nM9u2qIidYBpBOjXZNV3jYMJi3WCUUsgWdVMRUs7sdjuKVE6nE6UWpnnHeVlISQvc1ptXCtp1J00bp1SdZJAMrgakQi3tHqgWsq2BujmrmLw6NXF8WjaOOXMqhXOtLCIsiLpji5Cr0oFFbN535ryi+20rjNQ0WNzHc7R3WuD64BliUB+nUQvEIQy6FoyjnQcrouJgekXfLVfA9SKqMQoqtchGvX3tNv2VHr+S4sg59xotjP424P8G/IMikr7hof+q/T0B30fdsb96/PGvPBbgbwAJFWX/cb65OPqm5/2hD8HBuFcOFcGlRE4bLif8nIg3r+DlmbI8M5yeWE+P1PORuiyUbUWkQPSWNVMI0TOFhRzO3E+ZsKycl826SAYEpYtO5xPrFonJU3yhODMjC1EDGAEpWaGn4nA1gDgrogS8J3sPTicV9WIJBK+FzBAD1WsrvikjrbXUxKa09GUVynkUVdIySfqi3Y3MbO5zTgWFlNqDIz86mx/BTa7vfKT/5/LYjzh+K1gc4Cw8kr4PNRFvFVuwYd1Whc8F66bauptz48yb+R6YPsuylXzwHS2q0HOTtLPJSj3nTDcjvDBBc1tA53nSwkg00yyVwtv37/nNH/1xfvjDH3E8nsilMs87hmHq2Vuqc1C6KgzC+bxQa+H+7p5PPtkjor5LpRSWZUFqJmWNR2mIxjTNONT4zVvrdRw2vnz7VpGzYeC0Jdutb1rg3ew5Ho+klPhrf+2vc3N7w3e/+10eHt5zOj4hUnl6emQcB6NVMmnbWIx2nWZ17T6dTiDSX+t4VD3Fzc1Np7BiHBiGiZwTx+OJUmrXRCHCtl1CVb0P7OYdp2X5SlFUeyHkjLpq46HHZ7Qi/Csjql27/vdXKnLN2tOvlfaxpd9plER11cbMNbVWu2VCKYUtbxq6e0XvNVfzpmdrC0EptefFNWuETz/9lJQzz4cDd/f3XaQch1EpIMvKuru764t/Q7f2N7cqxk2K3lArb9685s3r13z59i1PT8+dJowhsCxn9rs9r16rO/pyPvP7v/f7Sn2mS9NDy1PD7vuUNeOvFcjZut6y5aQ56zLzFstSRDQCw13cyJv/VC4V701bZOdKz5tpjQwlavet0v3SadAtJYxnA7T1PRctpr2hhc3gdhwn65AEmq+aE9b1rNcxBsQKpBd3t6Q8dX0TznfD2JRyR80aWqbde56b3czqxJDKaMagmf1+T86Z8/msVNruhjjOSMlEp/NN2jZSiYqsZcFl0c1sCLiiJpQUsbZ96X5PparYfUuJLWeWXDiXyobqTFYcG45VKlst6nxdNT+tiHRZhSI70uOnhFYkXZg00Fy70IpOUVuLedTNzGhebXEYiINGPs3zzDjOVxR0wUdNSXConUWzpPAhIqUQ4qCaUfn6JuZXefzSiyPn3C3wf0DjP/6fwF8QkZ9Fbf0u8BPge2gu2//iGx7z5+zv/0f7gYhk59y/iLbp/zm+uZ3/a8/7oxwicK7Nkj4QhxGXRkUWasVLxdWMpFeM64lxPVO2I/l8YDsdqTlRSqLUrMIy55jHisSNoQjjnNknfQzeEYaIVGFZzyznI+fzgZTP5JLJQA2eNSfGuDKkM0uxBVICruhk4bwQI9reDxR32d0FaVECKu6+KFGrda4JhUJGFFJGoau+t2nVjcO4f3UUds5dRQpcWqKvj68io+1mE4y5a6gUncq+epx+0wIrr9e1XAt1q2A32hjVaE19ajQmoQlNcag3k/2+9vGbsdvHhoFNM+WMItWAWxxdK3M8nhjHke985zus68b5fObmZk80hGR3syemzIfHJ37nd3+H3/zhb3B3d8/B6IkYW5K3pp2XtXA6nxinieYt1RZDXRC0067ZDjwfnnHOqyYtaJF7Op+UjvMByZW7u3tub2+7RkS1IyqS9Ra5MBlCcTqfWdblYvAowul8YtsSvhSmadIF3byBmrv5PE08r0/qnJW1A+181p2xekGpFHBZV8ZhsLVMzEBP4xYE8CEqXVIK0+3E+XS0MOGmB5JeFPWW7/YvnZKVb6BqL+PrWrz91aOZfzbUUF1+Lz5dtSNR7Xe3LjnpZo+lakyFWPOANzQJnBUQmWoGpOIcXBV7s3lnvX94QES4vbllGkcOzwctZG5uGOLAeVn45M1rc6XOzLM2I4CwLQs567V69foVzjl+8tOf8mx+Sxji9uLujjhEbm5uOJ2OPDx8IJdiKGVV9K4VPzkbjaVoWmtYiIYS6YYrXhWxYrEi5qFW1am/3W9t46TaQkfT8njUKb+LoNuN7i4Bws1wstOq9nmCb4SWFhrRX5Y55zTjbrfb9cy1eRpxHnJJhrwUas5asDh6PNA8zz2+aFk2aw5wtEaOpjVsgvdwe8M879i2tb14D3x+/eY1Dx8eePf+oduUBGC3GwgOjs9HApPmQeKJLuAISNGMOKp6I7mK0ZvVNh7SHa2XVDmkrH9y5lQMMSqF1QqjVFuO3aUoqu7yp1FgxhFeDhv6HtWKDSEyhKhWA2FgGkaGSS0h4jjqphMYpz1DjJY5qd2tg6FKSPM30kxEgGKoZwjqpndFQfzKj19qceScm4D/DVq0/BXgz4vI8896vIiIc+4vAf9x4D/CV4oj59yfRT2OEvC//crT/9f2Ov+wc+6/cW0E6Zz7TeDfYd/+r/5IH8qOKpX3p41KZBJhGiNu0IR416pnESRv5O0Ot21IXpDtzHA+ULaN83KiGtWGFCKOORZ8rpAqwYS7cQyM82Q3XabUzLqcWE4HlvNRXVSd5/H5QMorSzpwXJ45rispg6sqAMcJ4hLiM95lfKjgtDVTvFriV9EMGyktXPICpVapyjXTjPHcpbBpyEsfqC12RANVt6w29E1c/tVDkaePpCBXO5LL9+6rT/r6lx+vfjYRC+rcPI0Ty7ZqF5BNoLm0WAn3EUrV2sJVrLrvE6VvEH6pVJcR7/R3TxPH44Gb/Z4YdZc+DiN3N7f8/uc/5nxeuLu7ZZxmhdqnmW1L/P7v/x45K2qTcubt23e8fvOKGAcOz8/sb8w1eF0JIXJ7qyGy67oqSiUaTbATXYh2llmm6d+BtCUOh+dOU5asi8kwKEX12vyPcs6czmdNki+F7BQWD14nqdOycF4Wbm9vdJxvkWm31267NfU4iGxUR06p04fOFrVhmiAlzueiZoJb6tqczdrym49PMq2Rumfr9SpWkKwWWitfKUo+uvzVyn27ro0Ga4VAK6qcuK6HaZSbXP2eVvw3i4VWEHnve1yIdk32X91fv3XujcOo9KZArblnEqaUtGV+Gnh6elK9S4i9SPDBc7PX639etNtrHEfu7m5ZloXT+cw8z+xsoU5bYhxGxnHi+fnAze0tOWce3r+nio7j+/t7tpx4fHzqxZsiUAMvX75gN6tQ//37dzw8fAC87vAHo5GL6cJQu402D7SNRa2tMKyGpG69sGnXwTtPdRedllTphX6zPnDO9zmh1IpvSBH0vC3Xr+PF9LK1k388H7WNjm5kvNMonjio3jBa6PEwKnUn9Tpw1tyw09bH0MmCj9X/TFEZtQAwM9FGHzqnQaqWZeZQXY3eeyMhKoo7zaNaZxyPLNtKEE8cItMYcCWzHBP7YYDZIwRyduQkhFIJVd2NQKiSrcO2IDZfbbWySOVQCs85cyiZYymcSyGJRlSlksm1kmszeKxqBeOsQ8089apTyQOGIF3Pv1quOTN4HJiiBoZPk6JDwzQShqhAgll+DOPEEJV2rmKF96CUWvOY6rEiIRDCRXN6vdH5No5fWnHknAvA/xwNoP2rwL9TRN7/HE/9J9DC6N/lnPvHgH/SiqYfAf8je8z/QER+8pXn/ffQ6JE/Dfw3nXP/WRFJzrk3qPg7Av9HEfkX/sgfDoW9v3j/wLYOTGNgv98xj4PaooeAWJeVH2ZcmCFmfE5IPBOYqX5liPfU5UxJK4iFK4oQC5RQQITgHfNuYJ5HnJl4OW8J7mlhXU7adh5HTsvGcj6TtgOHw3s+PD7wdDizroIPoxZYQdjSmZSekboCmWZSiTOzQSq5rooOOfXE0FBBj4gjOvVJ0o63aqZjVaFdr+aWznnEKdybciFlRWrUzLDRGN98bq8LpI9/7jqd8U2Hct+XXypoB0z2jiqBZdM2fu3YaEGWA84XZEvQYXp6UdTa9hu10eIo/OA7OuEczNPEbr9nXReqGBVaC9u68erFS77z6af8+Mc/VnrBe86nZLvzPd57Pnz4YNEiKgCtRdjfKbX2fDho67pFi2zrxjTt2O1u2LblQiH1yddzs58vnXW1GEKhAtZtXcE5TscTOF24b29vudnvAXh8fOxC3tMpW56WTg0hRp6fnri7u9Mw0XVlGEeKZPMg0V4KFcCWvuBVoyOlVisEg9GPld1uD86pkNjpgts61MZxNnpR3880TdbcUGlO02D2E1djqz0e5zRRXi7iWR0bP2MUXSGbvchBBc3eTAnV1qJ2FOMSRusuaBSKJtWi2g/dDQfytvWgZWhJ9pUhjur5k7JRt1ndpVNBJJkhJCZOjpRS+fDhAyLCzX6Hc3A4nBmGgdOilgqaoTbw4eER7wNvXr1h3s08fvjA8/MzwYz2Ukrsb254+eKeYRh4ePfA8XTSDUUctEssBoYhms7J7kd3Feh7da9oQHLtlFcViD1NXT2w2s615dxdH62IVyF+0KDsVGhRaZ02tdfs2iFbUEMM3QZEC2pNo9fWcEUzp2li3s+Xxdg5sHGec+rIC/b5NONLw7EBQ9ISprgEvDVsFDz+ao5T09lhGFQf5bCwas2dA/UhKyd17PbOM8TRzlPhfrfjZhhwYqaY4qkFXBJi8TgC1TlCUGYgi+Z5Fkwz5GCpwlPKHGvmKIVDzSy1kIDsIBlqVIwd0L+rdaS1QolLtmfbMF8JHBxOY0FMahGdZ4wDu90N837POE8M40i0oO7WZRvM70hpYLNFad2jFsmkAKE2ufhhopSEiGYsfrQb+RUfv0zk6D8A/Pvs6wr8L903r4afi0gzhERE/rpz7h8F/sdowOx/yjn3BUrLDcC/gBZBHx0i8uSc+w+i3XD/SeAfcs79Llos7VFd0j/yS/lkYF0dX7AcVXcyzxM3N3t2JpocvHZljXHAuYHiIs7ppF8obDhc3BF2M9Wr0VtpfHj0hNBgYQijOmoHU/GHcYcbRkQKNzZQwjghPqo2I28sxyeenz7wfDjy+HQgF2HcTexuNRT0+fGBd+9+wrYcCS4hqCV+LolcNshnnNvIfiGVE4XcE7ZdcDivBYazPUs0Lwpv/P8wDgwR3eHkxlM3W4K2A/8FK3/X9ojXvJodV/fHR/eKuX7XUhQxahoFd8lLU6ogGBKgAsbrsar0h8YltC42B0zzqAuD+Z5M42DU2IFmInc+n5nmPd+ZZx4/PNLM6hSOX7m7u+OTTz9RqmlLRBOdqgi3sNvNtktVoeq6bibkLtrKDB3NgsvCAVgArerWxnHqrscNzZAqmvG2JdZ17QJzbYu/iFtLVqPMlJN2XFXh+flAjIHVijOMSmtGmO30ee+IQdv0Acuv84xDpJgHUoxD14KM42QL1qTO2EazSdXYhlp0UtdYFk1n9yEg8pWFug0KEUr5ePKU+s2lkfyM70QuocIiujCUtnDav+vYv4i0tcXY2h7qx2MOnCHMcF4Ws2HQ8NS1u2qHfh1yzpbLN7LlZCLfyHnRTspxHFmWM5vFlRyPR8ZhZJ7VnDPGyHe/+ykhBh4ePnA6m59OKeA9r16+wJlT82ZoJGjcR7QuvxDaNS6Xbj6aYWLpbfegyJhw2dm3eJKG4rWQ30Z1Ndq6abmawLktkiKtCzT04qhdl0b+6PlW1Mg5fT0V6+vvHmY9T05UDzWOI9M49dfwUQunOOjiva6Lut3bwu2DNna0e0JEiMOIiCJCmjrgqF7pUnHNlkTzDp3zGqpbKyION0cqGgY7jJEA5LRZLEnRIsnBq5uJ/TQSWtZbhVAc3vzvqpjeyrWiU6jOURAtfqrwtK48pY3kHCdRFGkDsmgcyFYzGbM5QHpmmkbo6O+uzjoAe2H0McJ/yU9Tx//dtGO3m5l2O8Z5ZpxnhskKpKBdauq35z+y0giDFuMOaJ3JjcIOUUO7HeDEG2rJtwYf/TKLo+vgkz/Bz3am/p2v/kBE/qfOud8G/gvAnwX+dtTh+p8G/msi8k2t+ojI/8U5968H/iKKWP2dqKj7LwH/uIg8/CE/y9eOKpWffvk5T5NOQvM0sXue2e13ujMZRqZxZAwDMU44PyIpI1sBCSR0d+DjiEjE1YI3Y0FcYKjgbeeTSdRU8EWIognH4HFx4ObuJeOoyEEYJ+5CIKfMtpy4XRa+UyrLsvB8OLFuCR8jwzSyf/195k9+g+V0hLwwDmqeeDqeOB+PnI9PlHQi52ceT2/J6REJGQYzh4yoVsA62XyITGOkRTM4m/hCDMTB40KlumJ+GaYp+Mru4w86vkapAR3f/WqtZJoE0QuF5NJbQcdpNF8hFfy6KoilrHdNROuWsQmiiW673kE0G0l3qBpoKcuZEDQLrrV5iwjH04nD8cirly94/fo1p/OJlFI3m2w+Q+M44g09EdMTHQ5K0c3TTJHKbrdDONoCXFm3pRcCrXOtwdEhBHLaKFXHVMqJtG2AUm8AhAvCks0Bt+22xaikcRzZLPPJCazL0umkcVQDwHXdSNuiCIGFutZarGgRa/uezW052OdLTOZDczqfdAdpmWnNlblUNQ4ErLAbLmaP3veMsI82Xf3rC0n79ULoumutDaGPK+2PqF3BGiP4iKr5al9B0yJd62Xa1rcVrU1H5qAHHG8pqXs7Steczmcrwks/f8uysq4b67Kyf7VTNM2KYs0iUyrUpcTtsO+0m4jw2WffJeWkZoy19liGu7tbhmFUeu74rKZ8cWB0XiM1ROM/cI6Sk/oF5dzHhjMdiFQ1q8TZxqctopirsd2Lep2k/d8KRfoiKVbMtuKrUXHaaWZxE+6CYup4vqCGrZU/52zav9r1gKqHUpNTJ6qtbDT5gPqA+eARl000PFELlCKUSqcsm0N+DANi92v7Wa2abed8G02uC40bSiqizSzjBGVLTNPIMKjdRk4b27aaGF/YTyOv9jP7cWKsUQXXYIiKB+mqGyuQFJvLCAlhE2EpmUNOnEph847NOaqP5LJxThtFNGw2SzUBtupCW5GklBqqN7K/L7eNVkke1wNl9/OO2/2e25tb9re3zPt9L5CaH1c3X7VC0nlr7gne5kHTlvUGDGfIUkCkMowBxNbKn2v1+OUcv8zg2X8K+Kf+CM//54C/8Id43l8B/qE/7Ov+Aq/Dh6cHTnFgMs5/mibm05F5su/HkeDU5CrGGVeE0TtiHHCTOv/iA+Nu11vcdaKBnFUHU1I2z5ozZV1xW6KQqTEz7vcw7Aj7W2J0+BiI4wBjofjANO5BYI/jNmdOp4Vki6Crme/cvVQzyZQZBi0coHA6HDg8fmA7fOD8+J77hy95evqS0/ZMlhMun4m+MnjBu0xwuYGpxKDcd9o2DaKlIgQKgXOqnJN2QVz0HvQdNsDP5M1+5j2gW/k274LrO5vLtcK0LAm/6g6ltTqnlFiWaDlaxXjvwegzRbfWbaU2sbHpKRyqqXHDJc7keDwx73bM86x6hKxdbY8fHpjGobtWH8qBcRiVarLsJYXuzfjM+Y6SHE8npmliGieameA4qlYhbYlxr0XVum69W8w7uotvCKFroZQ5cNZqbft2O1Exqt9QtbTx3uUVLNXbnItFKjnr4nU+n5mmmVrV68p7i5uRtqiosWaswjROrMuZ/f5GW89XjVKIceDp8ZEweHKp/ZwrfZMMZdOF/+XdPcfDkXXbGKdJu+AatcPHVGjrOJPrCkiuyp6vjKdLKfXxT7u+QjR0to2naz1S+4XFBMGt8Ke9p1I7WuhcIPhLFELbNS+L0rHf+e53OR5PbClpcGqtito9PWpGlf3eDx8+aNZajKSsQu+cMjGE3kHZMtEOh4Oij/bmhyHyne98igi8e/fe6MoZ7zUuB+D1mzcqJLYw2a6fsQ6vtvvPZtrY2uevb9d2TVo3WbtOPrYMt2xIzwVB+qgopVJyZZpnRCx8FiEbit31YzhD7ZqNifoota6wHr5rxVzTtG1pI1o3oTTX61JJVX2PtpRZNy3GvQm3nYPlfO6ZhK1FvqF82pih76npjZoGSz2Phm4r4RyUkghhTxhmQhyJw0QIhYjw6f2OV/uZYOaPAQsSrkozuatojWwO4uLViyg7ONfE87ZwprIFVHhdCpuI6oxqJVdFRQuX4qiI2lUUWiivWGeaUcdXE2twnjFEpmFkN83s55n9bsfN3R03d/fMNzdM805Ro2EwF/kMrl0z5R+CGXy2+20IUTvvuKJRRQg+ErxDpPTi+tuqj77N4Nn//z5EIw/WWsg1s27aWRNjZIyKGk3jyBDM62LYEQR206QBm5ZDNQzg44yPkd4RVQVCxsulRd+FAfxCKYmUEqdzYpANCSckjuxvZ+ZB4V/nI5IqpSbOi+52xmFk2g/MBu0fjwfEiwkQPXEcmHcz4xhJ28rh+Znj4wOHh/eM+1fE+SXT4ZGczqTtAe8WRp8JIQMrUje2tVCcanmo2rJc8KQcOK2Zx1PisKRuLglfWYzkaz8Bmp5Av/7Z1+Py11en2XZjbZvusJdlsUlRC5ueaO+dpcsrD16yunTf3t6qD1LbmRrC11qTXdVJrxvUGdI0DQPrurKuC4fDs+mEbgHH4aBZcS39e1k0myzESK3q6RJndSpumhmlW/xVAdFMPb1pFRQdyyWT1xVBiGFgWRfrgAu6oGXNc+o7d2cRLA0RsM+kBWOilQ7FAkcvdKQjpaN1VKmNRMs4a+aObdFc17MWJ/s9JSeN2Vm3LsxsnUY9akMq67qwLGe76ir0zkUpm2Jo30d+NUYt0Irjj/jVb+qS1M66y7J+NYgchnJd0YydNmpC4o+5XBGlNAATZyvVs3ZdVgvkQVPtV0NGzHcnrQuffvoJtRR+53d+R/2srEgMIUAQ9tZufjqdTHflrGAtzNPIfqcarWnUzsXT6YSIsN/vOByP3Nzc8P0f/IDj4WCRLlpAfXj8QCmFaZp59eoVMXoeHx/ZVjUTHccBPwykVKwLS1+3BTw3zVWjGgFrl28L28f0b3fBdiq6xQklY+Jb34O8izVFbNuqCMm1CL5RLM4TzQ2/jaOG6jqjZWOMVqBvFMmaHlAzIYfeLo6vTEZdr+uC1Mo4DGxJ0SGlyEamSd3pNbrs8tkuon3XEQ89JVpc6Vzr+vjWc+V7OHDqmUqVV7czP3xzz80wMIhj8IFxGHEEBNU/UYzqrULKq84TTtgoHNPKIa8cJXMmcyxJna+TdaUV1WJlKplLwHmW0oPQ1UPYCiPRQe1jtDXKvN5CZIpaGN3ubri7veHu/gW72zvm/Q3TNBPHSSmxODCOE2L0bHPK814R97apcIb2tc1AQ+xbTpv3Du9UG/Z11PdXd/y6OPo5j6bFqK6onwY6+Wuely684zgyxpF5monDDKX2pOhGL4zmTtts9Rtq0BKhpQrZvDOC8/gw4YcdO9RhO1U4ns8KdwYPg95gxXlOa+HD05nD8YzHcbdTCnCaJqbdDcfTAUmZGEd8BUdgt2v5SDc8TTuGYY/zM4VIJbIen5AslHyk+oyUFWpgnPaAJlvnrLvT3RRYE0AhuzPFDciVc5fuLK9O6tV68/Wiia9rjtBfcPFEcl9Zr7RUqtV1vQjoTslXNT5U4XEDp+m77hCCtt0eNnJauh7He89kO3Ln1DfFm0vvNM2M04xDqFbEtAVYQzEvWg3vPa4UjdxoOWC1EsG8Y1Qz5H1gWRZC9vYeTNy8at5bsvT1lLMZ8kVy3jrlJIP0z7ye1Ek6BMcUBlKGbUtMw8iyZlLadOcLGuwortM2uSRDnb5qTybdUqDRID54vI/46jvVovWw9Ow0RDgcDqScFJIPvqMIVSppWxVNKaWf69PxSKliiEXLtgvdkbnrD+Tj8vhrg8vGkAPLiOqj8aOvGnXUkJEmMG5jqz21oxjQjT29u5TzVYScVGxbxOiv6jo9mbvXjYp8G0rXwnWdu+S95axu0VrYqk7Eie7AS9X8tN1ujyA9eHieJ87nlZubW16/fsXjhw+8fffezBsHTuczuVR+8IMfELw6kr97+47j8QDowr9tFk57hY71r52zeCT64tYKhObhpHE6zeix+RlpUR1jsMJS28ibZklF1XA8nnoW19XNrQWN0W/OOWrW9xDCpVut5GzFh8PFQCraWRnMrXnLmfOqppqpFpzl77X7JyVF5WotOG2Q7HqmLWtR2oT+IfiLlYAVTKFpAU3T2OJxHHq9bqYd3sPT4cDpfKbWwj56fvD6hk/uZ+6miTlOTHFSM1GxXMvgEKe/r5SMeBVOp5Q5rAvP28KpZJ7zyiltLEnb+bei+sEta16lOE91jlQzqWayE6qlsmhnst03DrsXxBAjNPAW7cweQ2SeRnb7G4Z5RxxnwjgSxolhmq6CZHUsVIvfUbPIaLpNetcgtXbAoJZC8M5MQyshaJF00ZrxrRy/Lo5+gaMKOBGDlg0xIVBrMl2J7uBSLni3UdKqicouaM5Txazl1TNj3s1aOIXmMKwdDZrZJHg0jXqaJuK8x4UByZVyXtmkkr2wKwVvOU9Z1EjOOc952RBzSk0Vbm537G/vyCX1icd5x7olxjGw2+/MiXhmnHbEaUcYZx6//CkinuXoKHnF4zTsNgzUvIBTWqpuQhgGDYDMK85lxLYgzl3aoduOvo3vYB0x0nZR/VGXx3ykCJGrr2nI0dWPbXW5BhGakaP3irZoArZqKVobekpZdWS7Hc/Pz+biHI1eC5rxlBVJGW2XrsnfFlIbAofDEUSY5nucQ0N4DaEZx6GHa/oQuNnf4JwjWT7Xbp61Y6YUo0dCLwpCCJScCUF1N8uyWgaW5USJCkk9GoKba2EcBnQtqaStcnN7y8uXL3n48KDIxqDBpVKrir6N7mki2WZOKJI7TQAtlkNdkINoMKh63SiqoEnvmuPnWsu+oQCN8iilcDgemecd87xjXRZFmpCOKjWdSd42zRwTdSt2zqkOKgSlE1s8iL8aDK4NhI8psau+tI9GFw5bcNFz6byO2arP8f0XXA2qtoMVFY5HM0dshWPzs5mm0Si2ah1pWlgU8xF6eHig0USqGytdtFoteFpzqNQXyRtq6H1gvx+5v7shpaRU7ryjirAsK2/evGEcB96/e+B8XpjnHbtZZaGffPKG37r7Ec/Pz3z55Resy9oRwFbslqvW9IaKxDiBQ72qLIOtI0neqcP8NOpmodaOxPVTdoUUguaQXQxi9To00W1DSEANDruQ2gqkZChCHCynMGXL6nKmXyucT2e2nFm3TcXmTue8XBJRAuA5nc4glXVRA1Z1w956nIX3eo9uKat+ssUZNYQMaN2ZoIVxaEHGomNkGCJC1Vb9aeS8nnn48IGcEtEJn7265Yef3PJiN3Ez7ZiDFkYaDaJjO0sx9FRwQTvTUs4seeOQVh7TwlIqxy1x2rQY2qyxIhdzvhYrqFGkKHn1nKoea2S5bCiarQIiRO8YvRrHTnHgZp7Z73fsbvaMJsKeb/bs9jdMux3DOKqO0yhB7zVJQASzOMjdI8tproyifUHp14Yu6TZLN3dgQd7uW6qM+HVx9PMfzgEBH2CwGyPGoU8o2gZq/LZNGHnbWJcTiDo3O9SyntpygrTzbbJ2xxCGHoAqovEhjRvPbsKNM7t54vZ+x+3dnhfLHfevCsM4aPFVhGEeeDNNlGJdVQhxHvGjwszjZK68DstcWqjVAxO7aWR4/ZJxmpn3t4y7G3a3Lzi8f8v7n/6Y09M7opup6awTNYGSN6p4DXD1iTBHTktgXR3bWhSp4WNpUStr2sR7dZL/4E3BRyjTV3ACZ7/ZNVrNHmte9znlj/J6hmHoHUgtef3h4YGb21umadIIg5IJXs0It03bt4dBAzVTSoZmqNZoiJH7+zv2+z3buvL4+KEXwSmpEHN/c8vhoLvzYVJoP+TSdQznTYNqb29vefjwwTLElN5qhonqO6P6oFw0lmGIkW1blCbZ7fClsC4n/b0pIVJZljPP00gtVdGnRiXajryU3E9k006IiWtj0G6Y0iexZoBZqMWruLMkhmFCvCc6zTRTzQi8fvWa4/HI6XwmhkgVGKI3l+ATx+PB/Gr0ddWHRg1WT+eTFSwWCmxuzcEWrtzF9V+7YT8aNJ12k6/909eVM3LVfWZIRQvUvX6dFjMTggryd/OuFz7TNFonn/oCSd0ouehnDJ5xGNjvdzw+PvHpJ5/0e7Ilw7cNk+TEti6q3bnq2rq7vQGE8+lgeYADaVsY5z0v7u/JufDTn3yBAHd3d9zf3elmbJqIMfDw8MCXX3zJalEu1SilnBOlQDQxusbUXIw+c1Z6JHjfHdGrYGalWtycjidzyG7Fa8E5b0hQo3QvlgtKT+ln00BnpR41l8x/9Lm7SzXCbrezeI9Tt6Jo1GYphfP5ZMWeZlRSHEMYLvOQcyzLWe9lE1A7TEy9rmq1MQ6G1lTo70V6vl7TKjZquQ2zUitBqvmbjeScGActFt89fOB8PuOBN7cTf/I33vCd13teDDvmOJrXT1StUfCEIZDWDfHaJZxyYskby7pwXFYOZeOwJZZcWKuw5ELKRf3c0PDyZJ5GhUqSCtEh4SpPU0d0R0/bSfLeEV0g+sAQtSHjZrfj7vaWm9s79rd33Nzdsbu51U21FUbeWvZLKd3aofmbOdMbNZ1Ys85oqLszlM9Rezd0u+e/vdLo18XRz31cT6AhDIQYmM2oEei7Q8clM2gYPDVrS6dOfJ4weEqBaohBWTcVTOs2HaAXSMt5Nft/zzlHEp5pGrm7v+P1m1c8HY68PK/c3t3QYiemYWS/3zOPs0Hb+j5ubneMU2SaBsvhUr1ITrYzr7YbE0ccI7cv7sgCzgeGYSLEiffDzHp8ADewnJ+JwamdwHpmyxViJB8Tx61QJDBNuovIy2Jr0jWcox83N9rGtX+/VFFfX/A+vhYXDOqidah9wr0qtZzSH8ClyyRoC2qp1Vyb9cVOp5MaQAbd2Y/DxLybr9pPY3cjnqa5a2VSSrx6+YL9fsfz05N64fjA+Xym1MI4Dbx584bdPPPh6VGtAkJkmnSB2e12Zo6mb/n+/q5HaGgGmhYGy7qyrAvNT6WWRJLS6YvWQdMS431wHQE4Hp6tUL1yHgZevnxh7foaKaH+SYoOqX/OaLYCq3az1NqN73IpDF4Lt7StjPOenFL/Hdu68e7dO0NBdFEZh2jdZyryFlXPUmvl/sW96nFSNppCkb6WySZN28OVw/V1ge2wFnDXUY2Px0z77uNpttkHiLk/tw1K/ze5lOPSEtDtCMFbUaFF8lr0veecWZe1IxoUfa6za6Iu44qijdNISplpGrtZqdTSPZ4mszwoOZO3jXOtuKDUQ62anbfb75nnmXfv3rFt6pV0e3OjMRkeTqcjzsHhkPjJT36qaIkVu7FrQHSnXuuF3mxhy6rVU3TaB00JmCY1IM1p43g66+1bpV9DwZl8QM+nXupW5Hpi9H0cecvZystil/VyDdU5XWFA75zlrvluueC9WCem2g0sp0VRKO/MBkKRORH1YRurukyrZUdgt1d38GwdZefzuW+AtpR0LBiC1aim6zHQuhubHUUthRIUka9SKTUjEnn/4ZHD4Yj3jtvB86d+8xN++N077uLATdgx+YHBK53oXWCIOh588ZQtG/pTSSVzLolT2VhyZsmJ05rJOMR7xOvGcFuTRiqhvkXFgXhHltpjAZpO0Jl9QPdsMgoteq8FfRyYR93wTbs907xjmnaM46yWCMOA88GQToWjnDN7kHpJUIjDaDoio6K9WEOH0pKqaWxoqqdkO/9fv21/pcevi6Of8xCBdTlrm+EQCDl0uLd1Q4ihR7WCc4EhaAyI816D+KKGfm4qKKK3iacWa2FCNNMphaicLc6Ti0OKTganZWU6b7hwYk2ZDx+eKVXRjbQVhmHi9auXvHn1gru7PXf3O3Zo7tM0tkBYj8iIY0/5/7L3X7+2ZVmaH/abZpltjr034obJrLTl2F1dKpIQW0UQTUCCSJGQIIEPAgToQdCLBP1BehP00g+SIECgHgQIogCBbIJoVRXJ6i6XlWXSRkbGNcdss8w0ehhjzrXOichGpNCVqIdYmTeO22bttaYZ4xvf+L4YmMaR83lgnGeBYRMYbzBtS7Pdc4klpMRns8C0Y54IKTGPMyEYmn7HOE3MOclztUzgravlh4X0oY7Oq2v7Je8Cy+woLdYKbbNA9EsL8VPOUlrdr3GUjWHT9/Rdx+F4rNyvGCO7/QXDeWQYR+GI7HY0TVmUDefhzOl8ZrPpaLwXn6XPJhV2bGh1TFglf2Z1MAfZHISUKmUt7xyoro/Rsst777+HNZZ3795xOp04nwdBSbLYhhgDw/kEZMK8GPeejgcpCSk8vZTDLDnLmDW28CTksz4+PqqAoF9856whDFMtjZW223GaZKFLEi0UY1GvRpJFDHBt5noeBtqmXIfEMA20/Yau3zHPIz7aFZplOBwPytlqsE6yzJQSg3JFxFl9elJLXYKmdQkXPr+ammWNNWBy6ZwyFZkrwVZFI6GWTepIzAtPqUg5zGGuQUzJms/DmU3fU0je8lzhM/WNCGje399hrWUcRhrvahdcKSeSZeOIyh8xSOnImQbrHU1nCdNI128JMXI6nbi8vOT25kZ80saBqIrY0yRdjoKizsQ51GRiHCYdJ5m267EGLa+pAGLK+Maz6Tc4J+f7+HCvd8BUwrTrXLVNKdpCc5iZZ5kfEtDFKpaYc8IEaWooZUmgBifl8cUUOqaMdUmkKLRUWe95ppa+IqjDu1Wx1VwVpK0VZefGe9quYx4nWtcQiKQ4iwbVPJFjWoLklMjG0DSOGBcJjaSmr+Xc26YhIwno4+ODEJm7lrvHUzVd7m3mN79+w2984wUXnWdvOzamxWevXBvxeysBha5wFJFGCZAic8qc55lhDoSsMgQZYhKLnjnKOSeWbrTSpi8D2JYNS9ejpfPSGukqEzNlKau1TUPbdap+LSKPEhiJ6Kl1DmwJjAxFv6skpMVMuHSX1gYTK+a6BYkrlYXCU5LmJ/cF8/nv7vgqOPqSR8qJx4c7rLe1ZXYYToDW0vVGxpC0nGWqkFlt164tsUa5IjJoSqu1VTgzxYQJgX6zp2l7mrbl0rYkK90j2Vgur65pvBg0znMkJDgNmXfvHhnOb/jpJ2/44MUV779/y8cfv89m09H3kT6XwSkqsgDOeBonQn3DOHM4DhxOo6h+Nw3ZWaIz+M0G0zWE0RFdw+F8JAVwtmU6z0QsTd+zd56YHHd3j+KjY2QmrsthdavJyN9q9vIFF1/LKnVz0Qc13i9dMNbWDVJUmVPtoDLo/dFOqWLOOqmD9/7iQrP4QAiRYRjZbHdstxsNVkXdWSwnRD9lv90KIqSt9ubxwOFwwBjLy5fv8e7dW5z3bDY99/f3GmAId6SQENfndf/4qCWQPU0rOjfn85m7u3tx/1YFX4Ms+GEe6yZLXgi8QhaWhQ0nqCWgqItcP5shE2uQcD6dOJ9OtYMkzDMUyX/t7irt/GhYmwrSArism4UQMGrABLJRtY1wUUSgUkQRrVEF8Cz+TmUePR4ODMPAdrcnkzVYTVWioBBeY+W7PN0Yy9pZkLHyuvI7nqytBiOWCJmKLMxzWsZmeZwxKsVQOreoTQEFdbVWxlqIUcoizqmthXuCYJGl5JiaVPlxsxoAxxQZR+G7hDAL/0g5XqN2I4J2SFlRmk45461luxMNo5QS77//3iogkfKwlNQ7/TyjlPq9BKQxCxH58uqyXrvdbsc8jVoWy7RtrOtGDJHzaVB/PluDhE0vAqZpUj8/I+3746z6Qk1Tu8pKV6BRsdi2aWtH3mazYRxF9btsiiLF0THNkxKoQ3WhL0Gq0fvStR2Nd9ooIEi4tJQnTBSxkRQjpmnEyDpE3cQnWu8F7fMOZxwhFcNuuV3CXRRRT0ClBBbtsXESRe39bsd5HAhzoOtbHk/niix2zvAbH1/zu7/xATe7nt44ehp8cDSmBAAGo90DUQWDvRPUKsbAHGdilgBpnKUjOJtiCSW82LjSnBKLEOluK8rXFSUyBnR/WldI7Ep6QiRFmqrq32hg1ChiVPzzqoyD8oWsdbU8WniEi4zD0nVa9cQUdTPI57HG0LSNSN+YXylw9FVw9GUPGfgDLrmqqFwy8GJzUYg1uba7Lguk9w0+etpWiYoK94rwlhzJUNukMV6c4JuGdrNnd3FJ221UzHCu2joY7Ywwju0WvO8Zp8Vn53Q48fr1PW0n3SNeiaembcR+wwA5qYiaZsKNx9kZYsRbIQG/fvOW4fgoAmIG7KaHMGGcrUJx221P23eEGOnbDVcXVzwcT5y0vV2JH0+va/2Pefbnp9PAqVqutPpa5ZxIVmL07149euYCgxujk9ZUuD8W/oC+RQZOxyNN2+oGOJJS5uHhgZvrG16+fMkwDNWCQ9CnBtda5iD8sibDdrNV77OJ0+lI23a1TNhvtkyTBDv7/b4GR975igb0mx40+37z9g5nH7DWch4GKa1ECdrariUPxepguT7eecIcasltsxGuk8FU+5SsGWLKcr1KmctpkFl4R9aaJ+iPlI3iE10fEFKq183LGKfXNi7CjTofrC0CjqkugsYY5mkgzFMNZKZpIiGeeIXntd1sRN4gZy2LqElmLamtxsxqyOTVLyqXwSwyD5+b3/o4OedFam+N9jx91vJmMcVayktJrDKMMTgvG0Fxn1+X6UIITNNUUapyDeYw12vvaodkXL2fBn0pgcmEORJyVg7dY71fjQa6C5F5MUq21vLy5S3DuAME2TPWMo1TVWkXwUmHMdrUMU1kJMiOIeKbRsZSjCK26D2Tqq5nckUCM4ltu1HBUqpRrVMfrhCD8GmyrH2bzUavVYvtRDKjCGSO1cAVvT6ulstzjJCSlICt1a41T9N2KgrpML7VrsCIU/6MNZbj6SxlPuuZpiPW2Vp+z5SS6nL3iwXM58eEVhjGSddQy2zg8XgkzqNa7UR+45sf8W/99iteXvZ0xtFEg48Wn6WMlUSdQhosQiBOk9ixGAjzKF50inBLyS4t7ff6JbGU/YpuUV7/za1QVqM4fn2+ttCryba1jsYLyta0YhTrtfPRqZaRCGGaZS5lAaXkdpW1ury6FBBMrkt/zVxEUTzquSuVweqrrj7fr+L4Kjj6JY4Malqqbb0lMNIIuyBIxohYVwJIxW9IJlpIGcvK4d0ZXBH10mDJaMgUo6oYn4+ifWSlZdppnb74NxWBw6bxvHrvFoxjGmdOhwdylFbgw+MJJ1ZtpLRj7iLeGby2o5IlA5rnyDQFYk5MYeZ4EhG+lLNsvM7RdB1jGDCNxxnPNGSMBesbzWxkU22bhr7r8M4z1qsok7Io5K4XmC/a5xbCtvg+NWZpvd9sNhQRuHmWTLv4gjnnZCFPCRMXq4nKPYBaFvVaKpONYaP3Ak5nsWi4uLjAes/peKiZodX3mUPgPJzpu57tdss8jTw8PNI0ovz8889e03Ud2+2WlBIPDwcRP8tqpqpBnPizebEVCYGubRmGE0Hfz1irLtf63GlBEqQEIwuk8+LIjnG0rQQF15tr2rbh/v6ew+NBFn8NiFNONWgqJafif1XgbWsbUYvGYJyUtKyRjS5G6fRpmra2qRtraLtGdYqU+wQaJAgaJV1nJ81WS6dYIYdHxnGmVV2oEswM2qUmw0GX+qU3n/WyabSUsAjPledYvnB51Q2w8Iv0cqgAn/jzSSC+7oQsaKdKGqgNQlFQ7kxXy2nONcS4oHfzPEuZchj1dyLdMM8zZLGqkEB/kvvDUmowoNdQkObCzTFmJmjwYzdW70/UTjfppi0Iz6yWIfM8czweCaog730jmkNV+mKuXY0hBDCw221rM0rXtaLH5UqLvlzn/W5HpzIivml4+/Ydx+MR76Rs+MGrV9ze3vLZZz9nGEaiBv8XShyftJwtOmVjdbYXUneu17+ut1bWscaJrVGepdvQZEOOmZAjzgnC1WoJSMadpe96UjwzTIOiKjDOk/ByfsFREoeCzDz5W84cjic2m1475SyubbE5892Pr/m933jBzUWDSxlnMjYZbAQrGwZGJTWIWr7W9S4pT8pksZmy2IpkNUVnTJMmqzDM4lBA9UtDvTNTlGaZdcKjIUoNjIyVBKjxQgtpmwbfSlDk/BIYFYeCz63bZcopWlX0i0omXOaOLgBVK83U86iTk0U8+FcTHn0VHP0ShzYsKHFtsQeogmjIJreKnynu3SXCNytOA2hZRNsZU06QpIXRNSgcDIbI8fDA6XzEugbnRSvJekdImabt6Dcb2rZlu+3Z77aEOfD4sOd8OsnCcx7IOYDCwPv9lpwC1mScF0PEmMQmY5oCh+PA8TRKVhUCbd/SdC3v3gqZOCN15XESX6hxHBnO79hte7qulc1TFV2tEv2W6N9U5/TnA93UiSNPsWYJdgDJiHWSxVJqMg5jVKgwJJJZWn+LgKG84PJu4ou03L+iMGx0kgqZeqDrMudhxDlBgEKYOZ7P0irvvKibz2N14qZtart9jPKa0s4u0gBgKq/JK2KTUlS+jmRM1ogInnQThkqMdaU12hj1TJOyS6OqyQbLpmmrXk5S7lfKME1SEmzbTjSMrJgKOxxWZQpKAFlayEEW1WGQjam098u9Efh/6dApBr7U+1U6iGJK2o2USSnQd4J6zvNcu7NATD6KibHzwkOKsxj2TsqNKWPIey/ICyWko6JVJSggSwlyzX/6/GHqFzHHjJXYm1fj8wnitI7ic8ZakSmY5ln1duR5QvrfVKTZKqIhCI4Ex0UmwVrZIGrAr51hhWhvrNg1FBHLphFxveJon1Mi5Lmayya97m3bstl0FeEu9hYPhwOPj4+UrltyVG81aZUX/zQxbe37nqb19P2G7Xaj6Kgoa1trGKdJhFa9F/IsYJPl8fGR+/sHSSrDrMmXjL3j8UiMiePxJOuOcqGOpyMPjw+1lFwCTedsFW9cRElztZ+YVV+p3KCu7yrxO+eEU1Q5poSPmbazzJPoH4X6HqJZNc9zJft/EcpY1ib5Zg1/6HhRRD+ESN93zNPEftfzD77xgt/79Zdc7RwuRLw12JRx2YruXEKDXgdTIBlJCLGOMAm3qjGOaD2j8ZDOoljdNCoKGUg5SvKuSV/UOVKCkxKorP0IsyYoZc8qc6ok+413NCp4LO4PTbWkkeCwqNYv16qInQI445Q7J+uEaN8VpCjreq1odQyArHGmPE5R0jr/f0XHV8HRL3nIRlwyFas3URdogZNUBVnq6TLeIzlkDZIyJmhrag0WCpsfjMkYK4S3pmuVc2AxabEW8U3H7IXJn3E0XSs15ywCkikl2q7h+vaK7bYTY9ToabxwUB7uHyvvRrJ3qe+mmDgdz5yHUdo+s/i03d+/4/R4z/H4yOFwwFo4n4/MSt49D2cRCWukVTyFKGrfMeGtk0DCSNs4+slraYtnBbRVYFQCl37T0yoyYYwsxtLFJHyBprEK17OUZ3LQcpsHinmmTE6guoQnU9zbDc5LJ5q1lmkcKQ7Sp+MBr0iQQOMZi5JKTabpe+Z5Etl822inj4g5bja9bAphKb1IJ5P8O2vJbn95gXeOYTiTlBSZtO21yAh475FhpmJqXssO3tO1YlOQyXVTGXVjKEKMzlrR2dKALaex8udGDcTmspia5WYshOW8cLhUbyanYjfi6z1DA1fvHc720i2T0Y0Zus2OEOZqGlriYckg0W4nS9f2lZtXuFk5pkp4Xubk0zi7BBdS9l4CNwHpnmpglTgno+VEDZSd81KGJT9JhL5osyycG6OoT9ZrFiv/yFadqhAWtGutiSRB3EQRTpzUR6yUIJwrzvPgm5aUitJ7qhpeRk1JS3lzu90CggBZda0ni77Q4+Mj3ll2+51y84LIfyR5npBwrXCP5iClKGe5f3hgHAZA2uAfHx8VjbUSdGsp8ngSBeeiIl+CQxChxrt5IsbX0uGrRG5jrXaOUsewMcIttNrcAdC2XTXjNWZB6nIS78IUkxCJjRXukJOtHyPIk5ToBXUp42satdFghQRVNOUJJPK5269jqzxIu/PUuJdkuN13/M63X/Jv/tYHXPYOGzLeGExioQVgMYp0kaPy9yCnmc5J8BrmWZKHlCEmEWJ0gWGKkuQ6i0uZmCNxDoIotZ4pREGjMGIZZHPdq5bPtxI5ZeEAOSdmxGU8OK8K9c5VBKokq0vdK2t3Xq7IbUGGQRC9hFiRpLpmiPdeigFnwWQLOWpAJWtKWbt/UcD6r/v4Kjj6kkfJqI2OWiGMLTyGZazlmsnVpNQYrJUuixhjVRYu97gIiqFcApciscDgHrLRwCmKHsc5PzKcjlxev6DppX03pwA0SswtQoINcePpN174JLppGQzDKJyAYZJW9CJFcD4PIpWfE6dxIEwjj3fvePfmNTEMYKT9OiWRn0e9uVzjaLuOHGY1yUw0zrPvN+w3Wx6Ph2oRsD5qUJkhP1l5TC11TJNwiArR1fusBPdM1/fiyRVFidZa0cPJlROw8C4Wku5y7WvHSZLNyjunqtAqyqeKzsUrq2sbWkVyyiLhnKXrdkrWFdXzvm3omkYI0UYy52o3ouOp61o2XUfXirfbPE91I3NOCLXGWiVy21V3z1Pn91Ba0GclsDYNvmlpN0ZItfPMZiOu2dM0VnL25D3zNKkpbtZgJ2FLaY6szQOCLpbrJ5uSJWsHVUGPYlT+QwZrM/v9TrqjQtDXkWB1GM6CCqrom3NeOCyziMNNQdAiaw3TpGTetq2lHUE4Q5mZErzkAtsr4VmbH57o37Au0z4ZaZiCmOVcFbCNNdhka1DRdS1ZBQP1nWsZDeZaHi1HXPmQmZzrxiL3f1lXjDGiw9UI6piyoMHGGFIMxJDrJt42HTkbwizcslkTBlafv9hWBPVJc6odJNIIjqYRTa73Xt7Qtj33D0L6l3KpIycR7hyB8/msPoUS1Jw1eK8dZE2jWl5iejyqUGFKeaXzJYFe1/dYYzmfixXKkmTmUiLToNd1Tp0ClPdWWrydILTWirr9MIwSrKm1zhxmeT2TRfUZaRyIk8ylvteGiJQIcyCkhfQuY1kCgDBJEiCg0AoxfD5wVt8W5MRauZ992/Dhywt+77vv892P9zQE8ii2JDnLy1osJmVMApsNNqM+ydLgYLIlR0nGTBYRyhwijXN0vuE4nGmMpfGOkNButVwTR0kIUKHFWKvQXxReFBPhbEpHpwbnOQFFNT4rKl2STVZjb5FTKKhTkYFYLlSu2n1JEz1jtfSXoiBn2ZBTIMxAsmSv51HW9K+Co79/xzSP+EK+tE55RgVGR2dI0kW21KS1TKCda0mJdZVrk5XJ76SrjWyYp0lab/2Acy3GNhjXYnMkagfJeD6TQmCzv64Z/PX1NZv+BW1r2W09m15sKebQczoNokcSEzHIABummcfjkYeHBw6HoyxGSfhOc5w5nU5M45kcZ5rGMZxHYphJKTBpt1TOkUyuGVtjrXbBiUy8c410yjQt4yz196iTIBc4egGU6nU0UK9t0IycRgKyEugUVCCqrkyZPNUTKy8qvwVpEGsBRR2yEEOlDCEZKkYyc/Esi1pykwkuRpaL43axdWhio62oaiFgqIJxjaINKSYmDb7KPb/Y74khMgxnFbeTgGKeZjbbLdZeMActHZlitYG29MuFEjVqKfPOYSYMk/ADGunw0Mo9o5Jem8arEGOm30jgFWYh3+esKrSaYRaV7pxnmqYRPa4Ct1tDFLgFrK33oiymMWYNuuNS4oxSUiobvQRyvqJiZdFrigGr8skKCiNWJ4vZrFwXo+XJKHYSBXFMinTphpdXi/pyLMhYWelL0pJzongnCsG8lGoFEVyybsUMUlo2U1DPLTnCXBo4Vka2aHfqCiFNMYJv6hrSdS25lJFiwnpLRkquVoMfsrTXN1pScs7j6jmWsSHj/+rykouLC+l2mgPnYeLxcOL+7o6Uk7Tux5nTWUq+hdQtKFrhWloMqQaSpRt3GIuI37J5lTZsKYMKAoGW9mIcpcyr9z+zIEBFIb1pPLOiptYt62ZMGebAIRwZx7MgjVZ1lXKm6bwmNMJ5WxB6udZN06ihtGzqIYWKdGAWsc2Knta9uHBN5T9PqqurMZVzYtN6fv0b7/Pf+c5LPrpt8SbiNWkw0i6KiQmbEjYmXMqyGWf1+CudZhlyCNhs6LyUv1vnmUPEG/E6G2zAG4O3Bm8hWO00cwYTUg1uZJzlVU2wfJi8JBBF+4g1IkRdb2T+ZUW/Z2z02LjmcDpdN5SDC1pWfpqgGKjX3HunPCRZO3OSe2JsJidLTjKzSqLzVXD09+3ImRhmiWytiAHmvCoLPKmHSk4pg8DqhlEW0gSJ2oYLEuEHM9eWfxDrEGtGLFZFJ1sppegSbHImayfD6fFAjpnOO8LtDssWS4SsZp0Wus6Tc6znN4XAMI0ch4GHxwNv37zl8PDAcD5SfJxSjpWXlFLgeHhknkeMKd5RMtjFS2omzAH6HtuIYvcYIrMqpNaN4Xm69QV0EGtdVU8tLaDWWiHFhhnnmjpJnG68Rrvz1pOnenDpeUZVOC4TF4QEKf5Vgq5Z1fOYY6itxyXwKs+bVZMqqkCfVb5JSioYFxNNK5ogSTe6eZ7rwlxgg8LVGAZBAdoiAIhqMjmrWb+gITU3lQ+li5SmmqUl3RhCmJjnkbZpNSiXcTrNs7QEqy6P947dbqeijaHKFcQQZOhocNGqx5UITDrt5pGNUco1WZE1RVWNZPZry5GgpbWyoZdJUQKYgrgU7hNI+aR0mhUOEUZVlDVwqu3DJds1RdaheIE9HVtLu3JGlLfrdH1SOpPylCCwUQORolGzbItGyzDLvC9cOvl4mbYTNKhcy9LEXP5n9DUwRpIJ7zARpnkmROGTGWtxiIdjmCeMoXJpSqnIK18GMvM81TNMOWHSQmQ+Hh85Hk9M0ygIZJQmhqLAbn1Dv9nQ91spB6pxs/Ua/GspsKCzMQSG4VzvSavG1jK9C1F8uQmmoAWoJ1qR40A6SduuryUy17QEE2pyIcFkBu1+DEpwLw0v8jaWzWYr5feHB5VZkPef5km8/VQWoi2aS0FJzM5qG/wXbMJPyk4omrQEEuUvBtj2Db/xtRf87ndf8f5VQ5rO4iNnMrZx5AQOg8vgyDQGGgtuqUpJCJqF2Wk0uI9BqALeO9wkyFLnG1o70xCYDThn8NmKjxqGTCIZiLMQuU3ZP1bnXdaUXBSp7dJk5DRpL5IKXhMG66wGtIkQg/CntLEixUicBUn1GljPkyBm6JhPa1pFjmQrwREWEkkbiSBlS0iCKtUx/6uJjb4Kjr70odlyLZvppmeQTWx5mFlKReuarhKuC3ktJlXizasSD9Laa9HI38hCbM2Itx5vxZet7Xv6fkPTbWjbjr7r6dsGUmI8D5yOJ1UUblU5umSPaoUxTxxPJw6Ho4gXhplxOvP48I7Dwz3DcGIOk362ErVP0jGSpdVSApMFReh6af8NKUKQaxCSSNXPKVFEZWMKkl9XEoheuLwsPRq2aIazZOPWWFEF1sWxBKWl5XZ9rBc2QRrWrdRC/bVWs1Ekq89JOrhmpEyXYsQG0U9yVuvtoCJw6pXXNqqPM0u5MSf6rpNuOZ3MMWWmeQLUkqNkZ+NY+SJWM+zhLNoxTUxMaUQybdFrKQ7mpbMukunblm6zVbJ0Iup9KhvY48MjKUqr9xxnxlHa41PKjFMg5XK9TS1bBu3mEw2fRIgZkqkibt6LbMCsgU7J9sv9k7KfLJxNI9enKGEX8rsxEBRBK2KUhRdTutYqIVPvZ1Byep0vxtTyDqvSmdx7ibxLUF5eq5YOqPFZfU6M4YnqdtLyXdN2aiHxfKM3NcDPLJ03OQufQu6dq0P9OcpQSkvlKCKZpfQd1UvNuxbjpYQm6E5BA6ik2FE5ciYvgnuUcltKDMOpioaWQNI3nuycSj1IcOCMYRrHauBaNs4QUm0w6PqunmtRgIesZa+2BrilVF8624reUzHZ1uiNEl4652py4NWSpYyr0j4vysuyDltt+CjjwmrgWsRcCxJUDX31eSmDb6Qbt3jAOe8gxqpKX9CskvTW1cmUUf70KMv9tm349oc3/O6vf8B7Fy0mBmySJhHjJCAnS4nMZYPPWWxGyLgyPnSAOOUQZqQykLMg7hbxKLM5C6fTORpFjloc2ThiVp2jLKU7mx2oUe+6vy6v/it7myA32UijSIhBNLeiI8SZmEJF0svabzXgTSkQ4ywddjo/khM/SplbroJxBYHOKZHKupgDaCJOjtKclMT6RTpYtdvzq+Do79uxDCOTs1oIGC0TLG2dtqiPZigypDJxTF0QUtnQ8xJomWdvJQjnoueTTCLZJAuAsWAc1ouPTduJ4WsMkePjia5pycmx3WXVN5JFYw6B83ng8XDk7bt3tb32fDpw/+4N43ggxIFpOhGDGDEGFSArC0RKwh8hZybtpPGumEWKj0+K4J20e/q2VbJuEQhbbS7lP1ku1TqLLhB6AmyB70ursF7VoKq0VZMn56erV0UoCmq3bsVevN3Kv6brKtLUq5p56RjKGZikZOWdxZcynW5O52kUIraqOhdeT9JNQhbZJJoy9RLIhmow4FXnZbup9hrSMSSaNQBFUj/ljDOB7IXHYgkEJcc7Z9jtNnRNKyhLcZA3ltZbhlGsLjCCfhZT25hUY8sY9dhSgT2V/3cauKQYiUa6ftIK8amyborAZM3Avb6WcPSWGy9dnfmJntKC9Nlaskxq1VFEVEswLHGz+jKlEhgp6lM80SqMr/MP6XKbx1kDltUqm7Mu+gvqY6xcK6fineXxzrk6J2pwlRZLlSLWWaQOsq4XT8sUS3kwlxFtWCxjvBDCxbRXxuc8T5Uci1phtG2Ls44pjRiTNKMXEUCzmksG4SKVz1rMmMsaFELAZksyqq+kJsdlXYOsJthiSzRNM3Oa6Tdbuq7h8eGRYr0yjpPSBDx939L3HeM0MgyDIqDyeQvy55ysC7XcVQOrqCU1V+9JCLGOMYwEUcYknUeC9h2ORy2xyz1ei5uXUs84TStkUwLxlIUekFE/PUX7nh9mNY4LSgiG1lk+ennBd7/2gptdh0lCjJa1XOauEI0zxISzHpcMLoHLGadjQ0j5Oh9QI+ecsGQiCZMT3lq8NYQEjbWi9p3FRDYGQeKsVZ6SSmhY7zBxXsqFlDXYQNEpKvPKlH0qVnX2EGbhToYJN2kwagGVnTG6oFdCN5BiqN2TaQpYs1iDkCEGIfEL7lDKm7GiSNFCjpFpnpjmUBObX8XxVXD0SxyyKAucmJNsHCXoMQpHPpVd0eDIFMje1kleNmwU6qwmjGUBzVk2IX2eMxbT9sQYOR4O4Bp8G4hN4HQ4EqZA2zZ1Ixe9oi2b7YbiKTROgm4cjiceHw68ef2Gd+/eMJwPDMcHUpgYxzMhjJgspTVSJIVZM+PiG6e18JLV5SD+UIoShBwJRlpKYxKpAudLkJa1hBUpCsey9ppVaUOyfO8buk7sIrzqeCwZ5Apl0AU0FBTGGH3ssrAV3kGZWmVDKJ+roFSle0gEz9q6WUfdqAVyV3kBK2Rd34otC7RYIyhSVBJrKZ+Wrg1nlVQJlM1cSh8qvFY5JropWzGFLQarhYcQwsw0z0zjqD5uVn2dNGBStLDxnt1uK+9nDLvtBvUV1/sZCGEi5UTr+7pYreH0Epicz9K+nedZUQwJElNFRZUvUUoSBtGMUu0ro5lwo632RcOonFuJNBovoqliZYIqdS+NC3INivbPEhTpDdZN3dT7XQjLgtg9z/n1MEWWIIuRrpZ6DKaW06oGS0Go6tgq60OsP6xd7dHzNU+COQRFYAmOyucoisTl1UvnmvfSCYkGX60aVk+z+INhUC7QEhBK+3shdgdF9ZKWHK12BcrrbHd79vudlEpC4Hg8iYZRLV1qS34IpJQ5n4RYXxA2awyT8qsy0HU9l5eXGCMaVc46cDImmrapm3GqSZYn1s5Suc5N21ZV9DJnYRVsIGPcN74SuGOQsfBFIIPRwD6mqPcYCLL+xqrabUFnyWpY/oJxI/+xGC63PR+8uOBy05DCTCCRcpBEqjSEJBmXJltMlODFalWcnCURLEjVCuEs+bZF1lQHtM4xTtLB1jiHz5k5RjJJNJ2wOMDESDaprs3koAHzsu59HgozGOukK62gaDWZCYQYsGGSMlhOWmK3NdmrAawGWE6bL4qCtyRujpRm5pSVaxQwaCKVJuEdkWpgltLTisDf9fFVcPRlj7xMkrKkLYsQlBr0Wh9GGP7SqWaMxZpSH1/P2iJQiJbp5DWLMzVGarlzltKGNR6YafstZ3NkGiXD8o143LRdx/7ukcurCy4vL7i42Kk4m3YSGDFXPR4fiWFingbOx0dOx0fCNDKej1RrCYNMNGuISXhFGc1MTCEDU0sr0zjXLMxZyZpP4yDquLLLITwtUwMk2cA0QDK2ttk657i42AvyMM91wU4lE2chWju3Lk2oGJlajsCCZCSe1qszuW5gosobdXEXfk7bteqThBplaidKCLrRwzgMhCi8CSEfawlA79269GOMut1n0R4qpbKMgSSEaEHDpDvPWsNBrRKKTYiUZONCQNfPbLEcx5Nwo7R7rHCpHg6tdJxZS7/ZilGkd7SNLFjvv/dSdGdComu3YrOgaI0xMJxOOO+qUWrhZBSF+KwCp2WjWy9geZX9ly7OvFpsM4tqsnQJ5kpuTzmpfIEaCis/BqiGo7LAFxL1cm/LBk0J1JDyQlDexpOpnZfSijXSaSQIY0GDVoiP3ssV/KdzoE5naWfP2q2m10oCZNlGVSCA4upWXmMhl6d6v9OqsYMctbRqcNbQ+EbLHrEGxl5brEEJxykRYlJZCJlnTdPQdR3XV9eknBjOZzJGNINUyTiocnuIEZOS+KT1FhNM7bo8nU+kGHHns3ZTOtUayjqPDcfjQUrUivYZKy7vrSpsz5MkEhiDNbrJpoRrvXLcnlIWikq6NVY71ywxsWheWYtJJekqidDyfAmaJEgkZ+Xm6PepXOu8XPPydTVo8rNvjDFs+paX13uuNi2kyDhHrAmCrCQppxWT35yMdGHpa0jJf3mDnIXbZ7TlvQDgiay8IQmgGudonMWOGZOkLGcRlW3rrED4yDVXVQGMcyKzgqy7C3K5HAmqTha6Vlv1+bRqE4ImyhKsGrJNJLOicJhSI5AyWVKRY6mS6Dt6T05BymYmy/0nYdTfLqWZnGLVyEoFUPgVYUdfBUe/xCGltEVNuJLysuaYEWo2WxfMXG9obYUsCEZeYPm1mzwlu1PugbXgjMUZ4XxgHCEkmpSYTkdyRt2XH3BNw927hv6zjov9nu12I6Uem0V7w0DIicfDA/f37zgcRL/o+PhAGM9M0xmyZB6FcOsUqrfOEbUlHaSkVPRzyqYYNdjwTjtntHOqaaS8FufAYuK53qa0hKhoyRpdmudZN3pXM8RlIWOVaSq/QHdKq5s3RjuBFlpMDXRKhh7CrKrEsjjFpArWepTzaNTpO56D3rckrcpGrleIobrSo9mtVUIlOUu3IgUNUY+pJCWnEBbVYilrhSefTUZRKcHK+JPuOy0JGTDqAG+spdFAtag7p2jIw5Hj8REwwlfru6rDIzyhoGPMstluab1jPJ8g5UqsTor4LRycVbBvRC09Z+rGtu4eLKheyR7LApyqVo0GSUbg+SL2J2Ut2bRrVcAsxYFCTkb/ViD+ksRUhOZJt1o5Z6NNBUEDBLMKtnK9X3mWe9I2TdXjWV6jjGJL2XqqoGApn6UlCEopSpff6iUKj7HoF5XduZDWBXnMKrJpCfNESCqlYJbutzAHmsZjTBbkx5hVgpRpW1cD0pSSipxKUPT4eJDASOdc27ZVtLPrunr+wyBlXN80lSflnYiE9v1GpCnCzDyI6GPXNuKLpqjv+TxUy4nidJ9zFrNVqCVVa5NuyKVcA8Y4NW5G0RUxXBW0Mi9jEoV99Mtabb3c2XWeuuaTfeHxDIkyivRuuoZXtxe8ur1g2zc4YwhpwvgsPoY54bE0xjKHDBFskt+lOk6fvnZGghqTnqLdBplXKUMOQQNFEdz1Rl7XmnKdSk4q62CMgWQgKzduKYmXN6wrSx3TIUaCCkuGFBX5oc4JkHVLzGO1AcmIXlhJsHFODXyTVkoEQY85kqJwW7PJGAcxC98op1lELWOQPUdL/7DsmX/Xx1fB0Zc8yuAtqNEyjJ7eqbKgmmpchg4INScsZDVk0lDUTJ1CkIqMNBiy8zjX0jUtrW9omw3b7YVwYxSFaDcNORshq6XAMAROpwPeJt78HLAO37Ri7+HQVvqE8fDwcMf93WviPDIOZ8I0KvEvkJLFuYS1CWiqkqy1nkY9o5z3hFmCt3UrtnRlOXFs7low8p7juOGYAtbmlU4NCuGaagFQlG6HUVSmY5RMvvx+6TiS/4YYalmybIaZXLvpCjxdblfdQ3Ou9gbHwyMhzDTa1t+2XjecpVPJqIqrSdRuC6vIjygVh7p5yLWJxBKR5YI2ivJwmicG1QCx1lUkISm6knSzX0jGLCduChpG1fOxxmJTUomJYgKJboDLZpO01BnDzDCeOZ0bHh8elhZcI8q68zTTth3+4oLb25c8Hg6czqdnG4jsFoIWJqo9CIihq8LqdVyUeZRVsM755dquXrMgc8YY4feV1XC9mPN5QUZBVJx6kS3XqJRGClIpwVXJX5eWaXGrF0sE6Ywpj0U3HOmyaXeipH4+nzXIXUNWKOokvwshqOBquf/aofbsMFB5Mq7odKWF0yWGxY3a/VDngehSudpZlFbcpyKaWsodSX0Jh3EixMzhKGWxGBPbrSoeW1vL0xcXl3RdL8hsLtYuwkEUE9KLyvuT6yibqXCyhBTddR0GUYsu1z4E6WDtnKBDXhOoEhhaY1Rra8asrrsoKBd5jaWrU4DXogqfVnN8GS81If2Fx/N7WMbUL3q8lP+7xnO933Cz33C57dl0DcYBXl/ELGivTRCywUaRwYhksjNgZA0RdEfRP1bnWxET9SnMUYxnY5R5L3A1Bkn4JH83qMcIJpVzUXIzqQ7ZJ0HZszUGu3R+ZlL9HCHMmElL5G2nCY+OtZVgauk0rt3DUQjlzlpyku5B74wiRUHttgI5TfI1R3KKWBLWqOlzzl8we/5ujq+Co1/ikCB/mXDCD5LM3WSjEXl5dNYMVmaIQKeFBCydT943OOsrqZekfASMtkw3NN2WrmlEKMyKn9h2vyWbUnd34m3lHf12wzALIXE4HxjHMzEn+r6l6zzH0xGrK0fTeuZ5IIcJkyPegm0dIWRSUv5ClgU7qJmpVVVZ8QErarUL8hK1dNRoq6e1ImCWYtSF2tE0rdaWQ4WSTdn0srYlqzVG2cw2/UaClCiTqAQ9RUzTJFPtWVawwaJUDvW8orYJl2MYznjNfApJc9NvhKBqDNuLvWb/UTk4Vj2f5tq9U6QGysI+qR+W1UU8hoVDIQhO4adot1aSrKpwKiQIK+aey/kXeLws2BKIWBk3KkgqEghZZfiNIjBWEUB5onORWEjFWTRFiCK6tt3uyMbg24Y5TPzsZ59weXlJ07ag4n3S2Ve6npQvlxZOWqYESUvAWruTsgSt4m+nBO4VkFjmCxmMFV7NNM1fsLE9TeNzlgDdym6/zNcnT8lf8NsFbqrj9MljlgTIKOplreX29paf/exnioCZJXAr16WMwS9Aqko33bIeKHqi47W2kqfSxaWZftTMXSO2rAiz0/dpGlFJF6/GsOItCcrb9X193+12J0bC1hPjrMhz1rJbR9/L+oQpJPGgyIAQs6UMmur9ijERsmhjGfVikxJSVnVtV69R4ThVA1dNbLx3nM9SZhO7kl6CZ5UmSJo8yhgTKZFl865AEiU6qnfxXxETrcDGzwVCnxs/K6SyNHYYI0TsxoLJM9Z6skta/o1PnhhjwuNqkhJMJhqI1khrvxXvzIx6cZbSKqp6rUr+QTlT1lscHhcDJgAxPylnrfeqYjxbUDQJihRZXUamJPVW6SFZOxh9U9FK6YI1NQCfxlE7ZWXNyqag//I5x1F8GJumqesYOTLPI40ryU8kp4k0SxDkbcZYXafFilHuv/tX3Mi/g+Or4OiXOExJI/k8BJuRjoJSKsv6mIxZFn/EZ8Y3ju12T9eJarHXRc37hq5tMTjtkhKeiEGsAcDQ9x3ZSvnDNZ7WSTYpE8AwzAHvE0cXcQ1M4wljJkKcMUzVod0aTwoz3gFW2oVjsBXCB8g51vKe1Mt99dcSIb+k4nNSPpjmCXJmbjzTNLLZXuBcwzQHsc9wUrcWgS9L6SoCdCMQYmfJRr339JteBN1ihBhw3tZF1SZTycCFN5R0o15DRLJeLq25pWtN3OQLQVU2phgCYZ5IGY7HkWkcpMSXYs3EocjqL9OnLNJkbenWwKAGbJRTKjwkpwtT1s6n8jpyno22P6N8HmcdqJaLXZUiGnVEl2xczj9bS9N0WlKTdlxrC71YOUrW4717UoZMMXIajmytwbmW4/FI13UcTyc2XQd6Xh5RLS8ljfXmZMwSWpTAoASzZRo4v5jHlm60BcqXTceqXlCYRfm8nOfn5l0JTvT1njxuhbqVjYycqwIwLMjQGulZawYVns4apRrGkf3+Qv3dZkrn1JKNlzLoMzPOum2tkLBMVQgmpyeol1noNoLYhIghPdGuKmME68XfTAU+raJosrE5RZ6Ez9f1oiVkQpQirXVsti0l8i4t9WJWK8KxW+2iBCnFnU4n4aAQMaqA7n2nSYMaOAfRzioinRjDbreXhKF0wBoj4pY5q3AlbHfbWlKe51m6rZwVC5BVqTYjVig6bJ6Mw/LNumxW2ojXQ2i5P0sQ/PxYEE+WR1toG8vltuVq33Gx8XiXiJzrmmgkolMSj5E1KAPZEpOMwwDMWlnAWqQyWgzIIZOIOdaSVqZo5IkSdsqpkpyzyYrYLmufUoDkWpHUZmop45WmgGUyrL4tr0FePT4Kj85FjJUGhnme1ZbF1/lZKAKudD0m6cA0WRpAWi+BUYoRZzOGGWcSnRftJ5OTlOfJJJNpjMHmRRbjV3F8FRz9EkfOqcLriwK2ZOa1hrtaaJfl0NaBZp1lu9my3W7YbLZsNq14h7Ut+/0Fu+0eYxyn48BwFhuOYZgIQTyPnHeM08h2v5NuHmtJeWaYRunmyYnGZbpO6tLjMPH4eFRIHUUUYDAy6NcBnyjnSrumaO/IZzHW1oFSFv4Yk5jNGiOLpqZtcxCNoK7t6VLCecnou67HqEHtNMeq1RHjWp9GMhExU23peoH0h2Fgnid63aDnLBMv5UJOXgUg6J5Yd5alRl2CPmNNzXZyymCz8iLk9a11JC37CSdmMfcsJcCu7at+z/FwqJ0vm80Ga5Q8aW1FMdbHWhfI1FVIF3mr5p9FdM7Yqh5bRRjJNCbTbTuMdey2W71vic12z8XlFcM4cjgcmUPgeDqQyFXOvyI5GBonyGVRsJ7Gkbu7N2w2O3zjOZ/P0pLdNuIyPkoWLzylWDckuX+56tAUQrF8BLsqE67vS9Z5pPdhtSIXf7mcRRwz6sa5HBL8WOuqAOCagL/wU0pg9OSZT77qpF1I40gAl1dCdeWzOGsZh5GHhwfRjlL+Xb2H69itDDwNnuqFKkHas+uQUlTe0CJSWq5r2SilWaFRscmiXh3p2o4QqaruIYmSdKuvN81iEN12LWmcmLUlXsyjJ7q2JYaZ7e6iKhbLJnyg6QzGejCOrms4nU7i2zfNKhroqnREjLGq8S+fQRIqp4gyBoYx0DYqj6DzGEMdoyJnoFpN6xBmiaJZdyg+ZTHkGmTX65yXoLQAiJ9Dhtbj4gv+WM7EGkPrHde7ng9fXPDxe5dc7RqaJmNaacpw1oIKVzpUuy5bjP5Elm65pE7zxntihoA6AKRSypJW+lm768AKkpQSUxS7lknNfin3TIMrJB5jTqEmDTHl+th1aa18U6+vMXWvW655rolU1gDXOU+OmZBnstdXSqnqrOUkgo4hZHIYIQe6xlYRY+flE1kb6B20CCnbkjHixEt2kGymqcnAryY8+io4+pKHQUshrKDcko1qNiVdPnaBDwHrHa2KBoIEEt5ZGu/p+47NbsNm07Hf77m+umHbX4hZ6q14Dh2PJ+7v7zkeTvSbnn7TSSBkLcZcMg0z4zix3W7puk4WGGeJaSIEg7GJaTqrv5GofHvv1dgxVJn+rAiHNdTWf2MsjTd1YllTUADJiZ2zIpo4z2Lw6IU0Wwio4ziSjaVpG+w4QoS266RTLicpy5fsxKClRMl2nRXYfTiPlfg7TuPSDVUQupxZz5fCLTCU11vS76qqbIpuzFx9o9quA0V14jQtLcNqWWGt8KZmJZWeTie8ygfEELDO0bZt3SwFzVEOEqaWTmMUE8ikbeFCcpfAocgQrDf6rmmwgHct1mT6rmO72bDf7+n6LTElbm5u1Lcv0W92DGPg559+RttIUH15cc15PANSDh318wk3JFdEjQybjZiOnoczm80W56VcOKnGzjxPtcSabFY/pOUeViSwBgL5yabkXEkuFoRSTGXX9zDXMeiUZ7YuQZXyXQnss7alSzlnKSWUO2+e7HarQVd+VnShXBO8imGWAFZfsSIM1giBX/V3CkLxBNV6voA/+7EgbBlqWbmMtdJZujxPOXkaWIYY8cbpHMiVkL3ZbJnUS89aS9N1+KaTxMgKEhViYAwR7w1kq4bKHdvdlmJ4m3WchHmm6TrIstkbW8QmHS9ub6oWUdLuMXKm6xou2GsZXEqUfddW3SppbAhcarm6CGcGnUPGWE7HUy09zuOkXn5y30rnakHmSxX2yYWuyVauX5fbkes9rb+q9211kzLPxoneB31y4yz7Tcv15ZbLfUffWXATtlnsWgwGpgzJkKMhzVLCtsbS5IWfk3Iiqjp1yAkPZKPK8VFMfyOQjZh3j2FmCoExBMZ5FgTJio7dnCIhldJjrpIFmSwcpJK8Pw+M6lUpn1PpH0UpWztr6/qke0VOSRNvTwyC8gnlIqnAI6Q5yM8m0qrEAGnGmITHYFOkNZHeGBqTcUaDI5b7FzNq0fOrwo2+Co6+9JGhLjplMVqvfzmWbrRlQTVGOo9GzXrbpiFYx8gRbx3OifZP33TkAGnKnMNASpn9xY7rm2tEYGvm4mLL4fFASjP7Xa+mkhPGJG5vL8mIrPzpdOLwcM+7N28YpzPHwyPD+Sh2HzrIx/ORCpbmJH5bjSfO2opvTfUzi3WiUUXxSkBoULVoDTowYgfQ2aKhE2t3Std1IrKm/KUwR5x/iiKkbHBWvL3medKWdpUNqFYZ1EwQBInIGrQ6Z+vGWcpJJqpdSBFtNAv5diGrLp1RIcSVD5QEWF3Xi2pwjKuyDRLgeSEyl84ksgSnJYgo5FQLladFzoyTfK7NdsswjirwZ+uCbq2ltYaL3VYtGQzXV5fsdzshyXpPmGecb7i4usY3LcfTmRgjV9cXPDzccx4c77/3EmMtx2HkdDowTmNVYM5K/uz7XlETw+l4oNtsMM5xPBwqb+V4PLHbbSUAzsJpkiThaTlCAtZUbg5lQxEekmxwJUgtG+CClUvQa7C1rFW82ZYbv7S356y2KpoQFIPVgmKmL1pHVyCOLZplBUlbbaYLCrUE3GjQmhRB3O52HE+nikx9LqF9jk6sgseyyxp9v2VMP+UomcJJ0xI7LErSSVHdmGEYJop9i7WWruu4vLqh3+5WIn7SHmCtYbftOZ9lrTGNI2spbBpHhtOJpvEUG4+UEm3XsdvtcK4jabBsnSaFQbwYrdHzVeTHGkPXKtcEVXxOia5tKr8vZbX1QTrgyJmmbQhzqMh4TIkwStBWdNaKJlW5m8YsGluFx5fiYkVjTP3Poim3QkS+6FjLNzy9ZxIodI1n23m6xuK9kKnJQlkgC4XCeJRLqm+TNXk0Tq9VYjYSGHpFQclekGKEk5SVLjBp19YYAoHEnCJzTkQDYwxMUQKjoKW2qIKaKcvvQkks+Xx3XL0OGvxYaySJd4Jke+VbFi5pldQoUh0lIJX0WPzQjIodp4BzooDtjGg7GWYamyU4ijNdC521NKYkzaLunbMIX4iI7K+OjA1fBUe/xJE1y14W5rL4FW2HnCDXAZiXACpLGWIOgZzOSrq2TONECoEcE8Np5nC/cAZ82/HTTz6FnLjY79hseq5vLjmPAykHrIVu0+Ks53weePPmDY/HI/f3d3z26SccHh+IaWQKI6DdMimSslF+jaAVk2Z/TidA4QeU1uGCmpTva3ZNKVNZJTrL4psxWO+reCPG1A6MaZqZJzG9TDGAb5Egy1TEaRoH4SOxaBCt29lrVsiy8ZRJnrNysdSyoWRJwldaylu2thA7UHVe5z2tdbS1PBBU5ToxnE/CsSIvOjSFcF031FR3RzFY1XZwDQLGaSKmpF5ZjmxEsdi3LfEkrfJWg0/pTHT0Xct+v+XF7Q2X+wuapqXrOrquBWsZpol+s+Pi6kZsLvotXs1ChSDrePnehwzHO/rdzIuXL/jkkx9rlm4JMeGbhvPpQAyB7f5SOtVmuYb9ZsswDIR5rqKMcv0sXddX2wlYSoU1ztHDsAQzVkm50o5vltJNKV/lwgaDnNeLblH5Xmf7TwMPsTZp1dJEF+kv6NpfjxcKepN1y1Ntnjq5KWNIp3MZVJr0FGuUaZqfaG3V134WLa27OaXD5/O2N8tVkzev4pGKfhRydpE0ENq7fI6o9i5kEXw4TxNjLPIAqY7rlBOPhwNt03Bzc4t3nlYRunFoaC+2ADoOPG3bknMizDPTuJTey2kaYypqOp6HBRG00kQxTjON9/Ux5+FcdYm6rsM7zzCONI1wuNbjLOe8+ieX33nRNpvnWfiAym/xfbOS+HiKMZSY+dkI+HLH8wGNJFmd93ReJDOaJhNVLFXuiIVsyDFDNGIxkwsgJahM0t0kaweatRKkksVTLaGK49MkzShAKoKSzpFtYM6JMYlF05QiU4o1EAoxMcfAFDVZrJj6Lz7KvLTGiAq3039+JQprV8FQFqVvyJW3WW5UzpkcZwyy/loTscZBEg0ol0UdvLGR3hk6Iz5zzpTUPSn3Sl4zLiv9L3f//v88vgqOfomjaRoWvlGi7IcpSyt5HRx61K4VY6pqb+NcbRcWR3LUX0iQJVG99bjGg8nEOTHPA76B/cWeFy8vyQgP6eFw4u3bO+7vHjgNR8bpzHB+JKYJ63ThVb5CUV4OIVSl38JlKEJexVywfMZCcpZulaWOTJSSWte1Cv1KcGV8+fhS6hAfNKNGp2JgWwxlC0JVN7CMPlm4KlFbdEtnmWxXS0kGtBtNuVQlIC1IjQSkGsStNiGjn7OYUTZGpoA1hv1uz2a74fHwwDwLulHg6Uou1gW734iNQgiReZ6IOWOcVQ0g+Sw5p2V/zkYdxi1NI1yKECKP9wemcebm6prdrmM8n3DWsNv03Nxc8v6LGy4uLlSIzdNttrV7pMdwdX3Lfr/n8fFeUaQb/vRP/iXZGL79G/+A//H/7H/OD//qz/k//h/+93Sbjm6zJb57h7GWvu/Z9D3nHBm0LDyrCW0xnuxaMRGOKRCzxWv7fTFgNQgpdilnrcb/ejE2spAW7a5aglrNl6yljDUnSuxhlOSeF0+neij3xhjR1VkbWi7nYaqlj5SHTa2aSPBN7bAqcVHRHKpaWSyokaCVMj6c9+RpkoA+LyT0WjLT55YegRXk+bnzXM71ec2j8M+oZOt1+dJ7V1vhyTBHNRs9D5zPJ4yB3W4nm7G217ddx6bvmOeJYThXdenGN6qRpNpDqtYuhNuWYRgpnZWl8UGEIgXh88ojWhsoDyGokW6sRPLC7xPENtbSmTEScFcStrWadC0jq9AXCkLk1F5nnkPtAq0I4ZPx9Qui5V/mWIGd3hkaZ3E24Z2sKyEqWprNiogNFT4DUjYS4Bgj98kIyuaMhANhmoWPGYJ0uhrAG+IUGKZJlPFjYs7S8TbGmSkl5izBkSBIkSkmxhAJORPIdfwtBaunhzGI5ItR1MiLyGTrxQC5KPavjbsNi8J5sSkpwYwxIuiY00xmxjUWmxOkGWulpV+MdxOd8bQmqwLCEmCZso6GRIq/mqCoHF8FR1/2yCK0WFasJxmNBkblZ0Cgfq3RNt7TbTZc7Pbstjuur6/ZX15yfXPNixc3bDZbttsdF9sL1SSSfgVMaV0NtI1ju+0rP2gYpWYbwxZjMk3nsCYRxp5x7JjnQbWKLCnmamtSEI6irlxKD1k9rmIM+EZ0R2wJBHUzmcMM6tbuXFFY1o9rvLTwW+lOmOcgfkFYIRlbS9t42rbh8nLHeC5QqXmyaWQK+pYKylvDmrLGWFv4Fho4KcmwbEy1g8kIqicitalO6KK/UXR5kuoNDcOJh8c7LSXm2nGRV+dX/M7aTh3jZ9EDiprBFq6FqCuL7YvVLj/nVAHcGtzZCak9TGw2Wz7+6CM2nefweI8hc3O149V7L9ntd6pIa7m4vuXF+x8xh4mH+3e0znM4HTC+wfc7fNPywx//lB/88Me8evUR/8l/8r/gH//j38f/+/8Of/nXP+T//p/+X9lue4ZhxphM23bc3Fzz8uaalBLn88ibN69JznAehsov6DrRfhqniWDFHynEKOaqBor6N1mVxtNCtK4coTVCVC7nCnkou/+6maHOs5SwpeNp/XQth8o5SHtz1k1g6TJbPeHZ+653LAMUAaFiqkrdUCQo8Sxl4JjUyiKvdIs0cClCr+X85TyX8V3G9C8qxa3P12iIWSCuwvdyzmEx7PY7rLVMcyDlKHyocWacBi29Tmy3G8I8VDuW8fxY74/VbtgSmHrvefeuqRtgUbp23lV7IEkMtWTupWuz6Nw45eEVDmYJjwuHr9UE0zmPtUbLfYHCwarInQaCnwsh9fdpnut8lmu49FStL+ESSD+58cvvzHoEfLnN14B2Axoab7E2gxH9Mm8sOaLBkcyJ8iRjEbRE6lYSIAHZWZIzjHESLmIKMGugYaXza1Sj5zlGKaHNUkabsnS7nUNgjBIczTEwxsQUE1OS0hwFfVwPrmefSgI0Q2MlIOq8rtmNrO2yhq18Mk0ha+cqQWMtGNR6J0dynjEELAGrQaPJAQuYnHAYOmdwRJxKqFp9zRiT6n3pml+18f7V6Ne/ruOr4OhLHhmVqM+lfZm6CeRcNuTS4i3k5LZp2PQ9+4sLLvYXXF1ccn1zw+3tLd2m4+rqgpubK0ECXEPbdHRdJ35Iyp8pujUmS+vrPE+EDF3nubm+pO16ttsjr1+/Zh5PpBxrm2zpakgpEgvCEWPdzIxdDB1riQG1CYmy8JWNrSyUZbErMgWauBNCXDILI15qmKI8LDpB3skCm2JLnBuFw5/tEDmzbkWtR52Eqda7KxfpczuMvI4oK2eV0te7mOUzFif4lAQyLtpFSTkLVXH5Sea5oBanwwHrisqwyhx0jmkcBY1aoQzOefrNhq7r5FrEwH67ZZwKAmOZp4mLbceL2xtab+gaKZiM88R2t2Ozu+TDX/sO3/j2r/P655+QSbRtx93DAzErwmEtIWV+/uYd/+F/+D/l9//df8J5Smy3W/6X/6v/Hf3FS/70T/+Yh8cHTo9vmMaR0/HI5eUV83gmholXr14yDmeOB8swjlIScZam7TiSmaaA80JInqKYlBbyaeEEiJBgcQBHRRCX4LbIKcAS3JQAWWKk5eZbZ+taXjWh9CHeFwJzQRIWDpKphrtf0JVThpT5AgDHFDmFYilThl7C2EbItVo6EM5OKVmrZhMi3VHQr+cJUwncWP39+VEDomcZfv3eCOdFmioi4zjKGGw859NRVLGdCMR0XVvFG7OO+WIxY8jEeSlWpBiZKCTnQhi2Kg4pAY0gS41ukOCMwTUOjxPbFQ18yJCtWv4owiRzZSUdodeyaGKVuee0mWGxmlmpXucazSyl1lXyYnjykNW9/oLA6NmjFsp9rs/5wuDVSDnTW2gcOCvjgyw2PhUlrGghFYW3pVvTqnkwMOekljXyuiFJ0O3xTOMg9isxE6J0qE0xMCbpVDuHyBAjY4icQ2AIgSFGhhA5h8Q5JoImj4XQ/yz/KEMKayUw6lrPpvX0XUPfNvRdR9d3IgrbqEemcRR/voKa5pwwOWNtxhAhzTirxO2YSXEGK+iRTRlrofdtDY5sTjTWqSSLCuHGhDUOC9j8udP+Oz2+Co6+7JEL4fZp67J8gy4eTltbJeK+uLjg9vaWi4sLri+vePXqA/a7DZdXlzRdS0Y6PXKYESPQQEZaXovOSSFNC7KziA+mlJnmmXEYOZ2ODOcj93fveHx4YBoHzqcDhQQ7TyK6VSQ3iqKzb0QcMMXSZo1OaOmWMcmol1NZsKlZci1lWas8CClfzUG8yXKYMdZpFi3kUVcWQSVVLtABn1urzOo7o6hC0fzJqvlUApPPHWVT0tKc92XC6QJd+Bq68RqzWAtkFquGclpWd9FSTkgacOaSvRrDzFTb4Z1XZCvB7uKCfrvh6vKSzWbD8Xji7t1rtXWJUs6IkbevX5OmE1//+BW//u1viKFsDNy+fMnNy5d8/I3v8PVv/zbnceInP/4h2+2OtuuYY6TrtwznA3eHe168uOX29paf/vRnPB6OzKZneh0IyfDd3/odxpT50d/+BefjHU3bcjoeOKlp8MsXt0Cm8Yab6z2Pjw+8e/fA8XjGkdluOtmQtUMt54yJorpcTF2jilg+ITRjSpK+TCedUwspntq1t5py9X0EsVMFaBSVtcV8WLk4QUe3QjPL/MzLOFJSswRpafm9Bs5V4VvnYQjKH6vijpaUAt55dacfnyJflMCoDMXlA5XzrIjREwTr6TguQeOap1QIzHZFaB+GoTaJDMNZuGdto6VjmW/zJIiRs+Lkvi6pZ5Xr8L4hlGtjCtE2E8NInHUeWMuoyEHbSjInyZBw8WKEeZIO2LZtiCGIjcgc6ucLUeyGhOivelkg7x9jlRHx3lVpFBFNTCr3sFoZ1mNlffHKGr0q/Xwxt+uLjyca5l+wE0sCYOq9xAjNQszLFDFaq4voUmdUPJGUwVkimTnOmJzxRspRJmVmNQl2MTLNo845aU6YgwRCQ4gMc+A0z5xmDYiilNKGKEHREDMh6amkDETt3n36oUSUVcQs+9azaRyb1rPtWrabns1mS9f3+EYoH8a6iojZVlT1xfB3BpLw4HLEIDwjk0X0lzRDlM/prKExRjhGOeJyEpQ9Z0yUoIgoptUZtZL58rfwX8vxVXD0JY8MdUFa4ETJBipEHISD0HddRY2uLsTp+ub6movdDusECQJqh1POhhQNKWRSm3FuUKE3RY5IFM0HaZ9NTNPM4XDm4VGConfv3nJ/d8fxeOQ8nGtXWcpSHhKrASphXEi7AWvl3EV9N1Yj1KilptLWXLq9QDdF2X2IIZJUnTmGxJQlA1H6gxA6m3apIWTpEvLeKzS/tnp4BvpWqGH5QTgKuWaoYluhCtOr+2VM8dWSBdVbR8iBkGMNcpwThKdkqaHaeajdgp5vATcqEVv/LtmwqtjmhfOdZ7EEKe3911c3XF1dIJ51F4QwcTo8IKRzQWY2rcObSJ4HLnYbtu+9ZJpnXr56n+v33uPl+++R4sT5+EjfNWy7a87DWUoXeg3H4cwwBl598AF//r0/5T//L/4Z/+jf/n3O50f+xR//EX/0x/+C4+mRy6sbDte3tC5zfbnHAPvtlt12KwGL3ZFN5OJiy+XVjh/94KfMc8QBfesJITMXDpq1daOvIofPFjFrbDX9fXKPKJt/xuDA5IrAlKPYQ+QYsX5BDE0NjmVOlrbynFlxikpHJlQfRJYvBZlYn08J1HJekK+yucYopZOY5HGlo6t86EoaNsub1CRi9X1OuXqFPRnoq89dxEDXh6tdlwXdXJTqj6cTGbXrMEUqQjla1mIzFH0dMfDV7k3kXLwwgCUQlBMQXl629R7JfcpM08g0DVhzYponmkZ0zJqmYdZLHVUMMsaFqL98VktUJLnwFgFpVjCC/kVFZwxqPUIJcJQzk3NdgyU/WRkEmwXdWw+mz++tuQbtSzCVl5/Xg2V1GESjzattjtCqo4zhrBlozAvfCFOlFFChxqg6R6h2XoyCKOeYIEria5hJMTJPoQZHU4wMswRGwxw4h8B5VvQoJcaYGVJijBJfpCdzTs3MtZRatMBcQYy8o28cfeMlSOpFNqTve5q2U5TYl/yZxjYavGpZXaTa5TKmIOhRDuQ8keNEa8GkiLcGDzTG4sn4DF5VwouxrsnomNX/Jar6d/78Lfk7Ob4Kjn7JY9FZkQGRk8F4RRe046ttGkWNhEy73WyIMVbF4Yd8JKR72k7csWNImHzCuwbfNLyz2gYv0QzeS+vtZtMTY2Q4D7x5d8ebN+94fDxwf3/Pu7dveXh84HA4ME0iHVAc1OU8xRyyWBQI0dQJCkBZtBNZOy5CCOS8ODHn4uOkWiQxzEswk9OSWVsrcDlU7oW1Um4rraQ1uHgGdZuyliyAHAt5V34qrfjWOdquExXecahPqMRrs97sNMuxFmNiJa6GHGogV88BQQlCWgQOTV1kl3+GFSeiBstyEmkFsY/TiHWGpvGEMLFpN1xeXvFw907KTTljc6JvLS9vL7i93onPXUi8+vADXr3/HnjPm5//lGw+Y7O75r0XL5imgaZteXd/z+PxgPcNbb/lp598yt3dW771jW/xJ3/6z7n98BWnwx3n02s+++zH/M2PfsbXP/oGty+vef3Tv8EmUUnPKZJC5Orqmra1DNMR1xhubi/JKfL29R3v3j3ircG2njylyi1B9wO7Qh7EHkIMK02FjZbgxEAtMeSUyLZ0LT65GUvApYijkWxBgnFt1TbGVFuJcgJ5tSEbp4FsKtjOojG0rjFkhBcVCHVOlLNez3kQbZphGJ6WxdbD2RReisyxFGM9r5QSfqUmXNBHqgyIKYN5OV+zPvPilZfwjWOaJlKOtXsupqjEWkUjjBHjamvxrqFY4Xj1ZCObihbN80yIiayq+6XBQeaCUXHG4gWWORwOwj9sR+k8815RBOXITOoBpuhWRhKqnBqSTxVpL4Fy0c+yKJczF/01A1415hJqcL2sGxpzIcNxNZbyM8zoCzbW8veKppXXLYvRk3WqJGYG5w3WJYx9qrlFtk+soOQeyBzISPAdkpTRyFkbCWT+xVk9EGNamUFH6TzT4GicNUAKkXOInMPMOUSmlJliZkpC+q4hbQkUy+dPoj5dkvrWWTovpbRd13C57bnYbdlsNlpKEwNxp3sBquUn1kiiYWTIOKPd3DlCnsk5kE2ApO4G1tKgiJE1tAZsCFhvcNlgU4bSFJEzJhusri3eLWjVryg2+io4+mWOGEtXl62+Pk6F4AyZrm3oupZN14mac84cj0chJ9sz93cPYp5qRCOnbRs1U8w0rsMgHUyScMiC2rUNm92Wi4sdm01HyonD4cjrz97w5s0b7u/vOQ9nTscD8zQR48ys+kAF6SgZrWTDpmZJ0tmR6oJr1AAVpPW+cHtKKSrGgMsJ34hgoqBeQvA2igaZEjwYBCYtgYMRFMzaYn2hGSVGsqnV3JUzoNbBnXUsiJ1dtc8//bo+akUlJe3E+Ty505Arp0TKBhKdlQCu/FvkBEQHqZYlKoIh5GuvmW/RS7LKM5jnGd/2tF1Pv9kya2utI+Otoesa9tuOi13Hze0Fu4sNITqB1HMqKz7WJLxF2v/TDFOm3/Uc377hcHzk8fDIpz/7MSnBm7efsb245OHhUx4eDvx3/91/zE/ePPBf/cGf853f+odsmxcY65kfPyOc74njmWka6gbl1ai03254771bdrue/a7nZz97x3nKom6cVdkYgbxLeU1QT4cxumk836BgVU4zSNxgKqK6LjkV/sGCMim5ngUZLATRvH7iKqhwxUfuKXD0HLeREZG17Z0VelTrYNTEwhrD+XSqchOfG38pgfP1c1ZtHSWsl4ChajjxFLOIq9ctL5+zfnarCuT6mY01bLtdHZdOGxbapkG6Pw2X+z1dK15pvpWOtMIXdFZKI4fDI42WoIdh4HQ+V5PYEBOT8mJiIVvnEqRGhnFkmmfxGlQj5Br0UTpLi6+hzJ2pCqa6OsdlTKWqsZQz2pCw4npWlG41qjQxWoPNZn3D6/17MgpXv1r+ux4X9cJXVMlo4Cvz0diEreNWO/j0a44Ra0qAhPhvUvhxRi1hQtWgCrOQ08Oc6jWIQb7W1vyQKr/oHCLnWQKkMUg7f0hGA6PVXCoJY/nUZe+yltbbihZt2oZd17DbdFxc7Nlsd/hGECPfdktwlIt9FLXrVxCjTDKRFCdMFgPZmGfx7bRgc6J1ns5ZNl5cF1wGq0lLQQAr+pZKglBKmG7Zv34Fx1fB0Zc9lGtiEP0JZ61Cigg0ikjDeyvdUfMw8hAjB3fUgaiO507auKeg3BQDZMnocpB6c7fp8V6y3aurS+DM48OBhOgPTdPEPI4cD0ceHx8Yx0Gg7nEkJdExWQdGsPiHFWi/tpyXrFTnvykZr/KeSslCAsGmGg6W1w5Bg7iul+wzRTGsRBdeNSHMLH5PsQQeArxCHfJPmr/1NYpasG6m1mKSuHOP47iQfUt5pgRQivzElBWq5SlR0yzLaIa6mBfRvWXjMrXrBqjIAfU85feCxFEJpcYERe2kLHE6j9y+eEHTdozjSAiBrm/xreflzQUfvXfF7dWWi6stu4stNy/fx1rHGAObvqPvPDEKB8SqZMD93R0pBG5urvn05z/j9dvPiGlmt93xox/+DQ/Hkf7mY/57/+6/T272/NG/+AuwjnGceby7592bR5oY2RkhXxoghJHDYYAc2GxbTILtpme363lxc4F3lh/++C1TzLTeMoYFNbTW0RijY6QEJ9RMUDYVu6BNSTLq2mVYITx5buMdOVOVltdHKbcVjL/cF6OvU7a60m1V7ilpPQiozykjwRhxvV+CnhLsKwk6L2XVECYNsJeM9vnGWoyajfLRDCKHsAR2S+BdS5QsgXd5wSeJQLaVU2SspXUdG0Wnh/NZ9LO8p+9arDVM40S32fDBqw8YxlJ+axjHM/vdnrbbEmKm2/Y0ThCsFGfOpxPH45GcpXljmiPnYeL+8QBJOqcyGrxk8fU7h4C1IlfStlJOt9Ytbj4aLBUleaPjwRS0jhJkpJqwlBJque/Lxl/mnvoUpkXywKxuhARptpbw15trTcpKoGnqUH06TmpslWuAR7H3iMIVMsZA8hIEJQlKC68Np4lXygIspVRLwSFE6T6bQ+UVhVCUrhXNTCKZMMcSHBUCtnSlzSlrYPQ0IKqj3CwIvFNhx8ZC7w29d2waz6717DYd+92WzXZLv9ngmw7rJShao7hFjsWaTIqWRICccKqjl+JMChMwQzZsmobWJDpn2XYtrU20QOss3mQh9msinZG1OmuSZjBk3X94Pn3/Do+vgqNf4lBEfwXnSt25U35R2zQ0rqGxFm8MpEzKAZyncWKJIbCkoWkMbSdlNKd/D5MENlfXlxgD9w+PnM9nDoeDtNFbZAE6n4WwO89M46gdUMKlKXL+JYApnWZLZ8eyyRdKzYKqmNUkkiNnamv7kkELoVmieU+yVhyZs1OEw2K9r8GRiE8Wuwjh+jjvVynxOktbAg8h8j4jXevGWgnXoCW6XAUXc441wyRLMGvMUsb5hZMrKyxMXhSFtdRRBNCK/lMp5egJ1A2+qCc768izSBqczwNv374lY7m8FNuEvmvx3rPtWy4v91xfX/LhBzdc3e65fv8l7334AdY3hCj8pfE8gRU0I0wT0zgwjyPzMLK53NHvtpXXME0j0zzxyc/f8X/6v/zf+PPv/4S28/y3f/Rf8erVB4zH17x58xk///Rn+HTm1d7xrY9fsOk7QkiM5zMpBtpmz+VuzzScabyl3XZ881sfYgz84IevmXKmcZYpl2sWaolkbTprvWOYJtVIUZxVW3oqSX5Vck2JqqdS+Cbr4zlQU/hA5X7X7iYtBRvtoCwNiCVoq4NujSg9Q7nKexVko6CdTzUfF7zh6cYrG2NSPaSlTd1UtevFY+9p55rV5Cuvz0c3b1GiNmrJkWi6Dmcsbd/Qqk7RZtPjPWw3G0LIbPfX3Lz/Md4l5umRrvOM00DXbvDtlpevPubu9afM4wFjMjmM5DQzTxNhDpAsp2Hi7v5A23je3j1AnoiS8+MKFUDJ0zFJElc+n1NdIuOW0mJJHHJWFQWz8IesKwlWrhINFbXBqr0GT5CkNTJSnpv1uj0PFtb3roTVNYb/V+2+dQ2VrqyknodGz0vGnEGY7mU8GV2j9DQUVcpRqA5ziExzZAqBKQjqPGspLUQpTYeoQo+Fd6RB0qSk65gXnmc90SffmhViZPAm0zoJTvrGsesa9tsNF/sdu91eOGS+kXVau5pL0wVZ1L9zRjtUjQSCIZEJ5DxLZxoRZ6C1hl3X0JnMxgtC5dJMa0tgJF2PpYW/zKYiW4Ex4D1Gx8SvKjz6Kjj6JQ5rC0laBpl3nr5tudhu2e22dG1H17ZiSuo9WEu32WBto5uGTH7ftpJxIJ09zlga3xJm8R2KMXA6nXn79i3jONL2qtqs8vFhDozDwDgOGgioLpB5uqjWoy6wT6CTihKtP19Rly4BVnkVq88tZPTSwmk11E9ZYF/vvdiJzLJRumypHtOrIKJtWmavfjwsm9rTNWx13pSNxNSNZJ3prZ7Centbkqgirqfb45PsysgvzFqRt1yuJQWVMkvWoE8UL9clvhRTXUBygouLPbv9nhgTbdOw3+94cfuCOI+8/fknxHnE2V6FN2F/ueXm5oLrF9dsL/acx1Hex1rCIH5ujWmwtiGFwG4npZRpmGjbjvdefUDrG96+ecNpzkRn+eRnP+Pt/+v/wcXWsbUnbreR3hwxUdDGYTjw7Q8+5Bvf/jbjeObh/p55HOi7DdM88/D4SCbjW491hqvLLd/59ivG4cyPP7nHO0tMBSkqRP+1aKY0KAzTVO+TNZZkUjWnXQcGBd0sbfSpZN7P10OzfM1ZCK7PR0ym2M4sG/FzaKeUeMuLPQlQzFoGINf5ZRUpKRBDCbSeb7+l5PX8KIjm+kQW9KqM2bz6a9nfSgOI8IG8M2RjaZ3n5e0L+s2GOcyM40DX93St4/rmmrv7A7vLF1y9/BohnLl012y3DU3juLrYcjye+ODXvslv/dZv8tff+5ccD++AhCPRtw5nYDyPfPbzN+Q4keMW7xxv3z1wHAZFj4yY0yrKLNww+fwpRuZ5MQc2lIBGkFXJqHylK5S1UkRr16KaSYPpJSCSMbPoZxmWAGe9TjxF5FbXtQRSn7tLq+u+ip4LUua9xXlwNomiszWYtOqSzWCUkJ2zUeNn8cs0OUtre0gisaLB0BySfI2RSX8Xo5TU5iQltanoF82ROWZqY9eKY/S5uGgZeRhEgqBvHK03tM7QN55dL4jRfr9ns9nQtC2uEbFiQNG/lRRATuQka3shTEeTiSkoGTthraFzjn3XsmtbGjIbb+m9x6RMa8CTBEywCy4ly3RWxN5oR3RDrmjqV8HR369DUSL5VgKkxjk2Xcd+t2O73bLTlu3dToT72m5D2/fELJG/CKFlmrZlmkeG8cQ0B+EJTRPTFDidBs7DwPl85nw+yyI4O8kKUlTNCzE7DUHsLbKaCyYlyIYYlXdUYPtVuLDKIkot1zlRwxVNkvTEHLQESJFlYZMMREuLRkxVcxSYuXafWYGQYxL5+dJyLUiUKO62XVed4Euskp8FN0vBQ+IX520tzSyt/GUjKVvioo0ibfjUBWu9WuTVf4pHWHWTX+Hy60zUWKsZn2pF5eX8MkoiVA+xi4sLjHU467m8vMIYy+k8clIz3ZQicwhiOnx9yXbb0nYt3aZjmAZizmw2G4bhTNN7/OQ5PZ5J8wkw9P0GMHz65jWPw4HtZkO+uuazz95wcX3LFDZsm0BjJ84PI2Ge+ORHkTA8YnGYNDHPM7v9jvN45ng44BvP+x+9T+MsDw/3hJzYXu5wHmKcsdZwsd/w9a+/5P7xxMPjjLeWKSXlGRnV0sk1pokpaRCt98ZoKWaNCq1QxFLOKkrnX8TpIYsUQxkH3nt9TqhB0NLRpqTeghGsdsfS9VUQPxUWwyinxyIK4DqM6shcxqh5elJPYKhno/gZR+b5456iTqtAXi+PsRZnJSjyuvZcXF4yDBObvmO32/Lm7Vu6tmO72dJtL3k4Z37w03v+h7/77/E/+A/+Y/7ZP/vPGU6vmSL02x2X1y/BPvDrv/E7fPM73+W3/41/yF//5X/LD/72e4ynE6RA3zi6tmGezgynAzmK/Y97cQNv7zicThhEzysn0b7quq6abeecxSopRklQ1pdJbWJiChTdo3UAtb42pRRZfu3UzLmUi1Jcd6wWFCoDFufWY2EVI6+SpKfjLK+ufvki5+WsoWsdfW9oGlCrzXqjknmq6WVShqzl5iwdj2i5LMXVVyVxx5SI+jkTouMWU5YgKUoSGlKu3WjVtePJCF2NPR3WMnag81b/ObrStr/p2W23bPqNGhY31Swb5Yku47FGn7La6ofN2omXbcY4Q+ukVHfR9/Tei0WIhdZ76UwLM411eGe0M1HWYaMcTqtomHRkGqxdVRt+BcdXwdGXPOoCpVBf4xu2mw2XF5fc3t5yc3XJZrthu92y2fQy0K3FOHAY2q5lGHOV+R8nKbkMw8BwHpmnmXGcOJ8HQpi1w6WgN74SNKWLTDSPcpYNNsZQy2hRtULiijBpCtG4Bg4oF6MgQRaINaAoGbtYg8gmURN1Y8TkU4UOrbW4xtGkpgZkmaJqausibzBSh04JKG3yGmzAFwRGTydBUQVeZ+LGSntKXGWOctSlidJq/8V3NNdvq6N7Xr/GoqfjvfBEUkw462ogubzckoFKF1vmeDhIaSwZDsfv8eGHH7O9uOEHP/yEaU5sGi/8sWmiacXnzTYe6x2nMLHZXhDCyDieAUfXd4znSVC6KTI8PNC2Hf1mwzHOhFHKrdMc6Jue0+GO8XhHbsQYN4ZZdLCGM/uLCzqbmQwcT2cOhyMpzGz2O7pNx+n4yMXNJU3jCGkizCPzOGNSYN93vP/+LR/fnzh//1NyNBUJWW9oxThynqY6Ftak2i8UQVRyfkyxcpA+hw5iqpZSed0ybp11Grhalk0PJCJbwU061r2Wd9M0UQLr8mYFrSlEcYxYV/T9BtRrzNSh8izwWQXUwr2hIgsFZTLP97LVL2wpTxYbH3VI9xa2fcvN1SWuadnt9zS+5eHhyN27ia5t+Oijj9ld3XD96psE0/K7/84/4T/6H/3H/M4//E0uLl/wn/0//1Pevv4xp/NE0+35tV/7TT762rfY7W/Yf+eCjz56xc3NBT/4m78kTBNhGmks7DY9277jpz/5FFJmCDLWT+ezzGVj8E1LTom2bYVCgCQmBjifz0+vkd4WCSB0011fC73x+dm4qtfHLGjDgtzJ3M/1eei9XsjvC38LrCsdsBqcfNH68+TbjHeG7cbRdwbvURQFTIIcjWSSQprBZuGwOWztvspBulRN1sgmoT/LWxX+TVnFymcsKVjVZMvF4eAZHPok4CtdkxIcdc7QNxIYFTL2pgg9dh1N2+G96mRp1GdMkZB4BpHWr5lkhJhunMHhsB423nPRNuy6nt7CrvV4g7TvK8neG0B9K9G1ISWpNRTJAdQguqBYXyFHfw8P78QKom1ari4uubq84vryiuvLC/pNR9uKKvQUAhhLnCdsclgvUv9tL5oec5yJWWrK0zRzf//A4eGReZwFlixJdMkerak1fFc7fJR4rYq3ZClTZI3qjV2UhZ9V2ABZdJ2WGuY51PKFOJWrurQt1gClc0Qmpcj9g8/CwZnnuZYZC88pZyEUZspCZsE4FRATM9dxHIXPIGe2OslV+UIzQ2OtdnekOnFzFlC3Ue5Fzf5XkHs5akfe8ouKMFHg97I0Khgl5cWsCB1iw2Cl5VYMWmdK+/UqHtMgNHM6ndjuLxjHmePxxDe+9V2+8+u/yRQi9581pPEeS+DhcOT+/oGrm5b9zTW28XQe1aGSF8850jQ9u/2enAzzHHn92RsOpxMYuH3xEjC4mHh8eeTt2xMPd+8QLSVBbrwaiE7TxPF4wPgWYzI//fQtjYMPXl6x3+94/foz6YxMkXd3D3R9S9c1kHttyYXdbsPXf+0D3r4789lnBxknWXlHOq6cdzWgFF2rXPlfz2Oi9ZFyxkTZKZyVBTrGtNoopcxbXkOkKvIyrrXpIaW4QghKt5hdDGGNUdR0aaFPSz11eV65tbnIFeSqBv3kqIPHrPapXLvr3Io4vHAAiyDq6r9mKXebXFBqgzew33a8fPWC7X7Ptt/RNh39Zsfllahkb/d7Npsdu8srXrz3Cr+94r33X3H73ofcH+GDj77DBx9+kz/+r/85H378Pm1jSfHAf/MH/2+++a1f59WrV7z77CfcffaGFCPb3RZ3Ibwz13f0fcvFfsvN9RVv706chx9Lwpe14cJ5jqcjh8cj1y/eY7/fY8k4f0/OVJX+JSOSz1zmoV70ej2fN2gsKG5arWXUsVERnDqP5UEhxBqMG1sQcL3rylkkBdbH+r7XIWGgaSyb3tK2Bmd0LGIEfU5KJo9AFBTEWUFKvJYLQ8yQhLxsM3jEcCMpEoOqvQefsUEioGQMQSkNT69HuQDrD778zQBWCc+NNaK+7231heuapppZN22Db5yakFuMlm9Ld93Sd6cJZ1beqgFnsgSavsFkaAz0zrLvOjbWs/GWzhkakyFFCdaaBuapJgIl8LMIUpZ1z4gJ8a38VQkc6fFVcPRLHMVb5vLiktubF1xeXLDte5xvMMYxhcR5OgNZyiN9R0Iy5wqTpsTh8cS7d3c8PDwyzSN3b99xfHysth9rewxpr1e9GGNUhTQT5kn4Okp2Lv+eEFNzpkjGy7GsGkVxtiw+8rhV7pbLX6St37atGswWVWIlaeuiJPonnr7vSVmUbytJOcuESPrY0qkiPlTpyakV1D0pCVOCJF831K7rRA34fNKFTnRV1q3hC8+gbDwLElDQgHpFVhn+8w075UzTWPb7K4ZBSlDee5KJwqkCFRFcrncmCzHTUKUNuq7Htz3Xt9dcXuz41q/9GvN7N/zVX/wLSCO7/QUXl9dsN3tm7VjZXl5weDxirdjJpGQwWboe5xgIuqgMs3A+4hA4n85Y4/i93/09Hk6B7//1/5nSXhxyrF17RjuYWvV0//mbd1xsHN/4+D288/zmb/4G3lnevv4MQ6ZpHZO+j3eWGKWcu9/13NzsefP6QNc2HE7D0+sXi5q13Lyg6s2CrKXl3uuY5MlPGWfcCn2kbpNGS19N0xBUbLBIZNikZZYC6RR0tHDB6msBKek4jUugI3+o97+U5hYbE1WlNmX8rpAy3T2fj6OgqvHWLu9fBSrrk5evWlUUI08j/l2ezKZr+Ojrr3jx/kv6pudif800BcZJ/NOstcwpYZqW9z78mOPxgb/6sz9jmCLzNPL7v/9P+Ivv/Sl/9qf/Nd/8zjf57d/+dS72Pa9eXtJ6z1/9xR/zl38SmIcj93dvSVnm8MXlBb7rOT0+StOIgXbTYB8Szia6xnM4CcK5v7zG+5ZsPS/f/1Db0Wd2+0tyShwPB+Z5EiPqSkpfIR5mNScp3acyfhbvxAX9KRzQsmamJ/N4ub65PBG5rtmUoLroYz0t5i+rn3nyW4OUpba9p/VaZsOJFUg2VR8qpSwG3RhchlYT5DjPeCOcxAZLwi7e80bKf8EkgolimeFNNTRO1hJtln/GEI124pYl7jm6ZhDrH2dotZTWuGJ9YugaT9c2tE0jllfKIS0cqkJJKPOn1B1MCf4LCVwRI+sbvG3wtDQms3WObdPQZ+E4NUZ4bGIz8hzRz3XdTnp/U87EnAgY3JPb+RVy9PfrMFL7bHxbdUTKjUwpC4FunpnCtJhPInyFlDLT9CjEuylw9+6ew+HA4XAvvJNJOs5iFrVVE6GMBN944nmWjNdaYgjkJKTtFNWtOkuPVUra2ZEzOclCYR3PYMiSkZbFQP7rnGFVUahBVc6q1qpWGU94ALrZOtVzKUiMNYbddoPzvkoIRC35xSj8KOlkiUsGlw2Y9WsjwpVJOjok0FgCKwmyJvpNwzxLUOKdY1YBTOeb2pb/ZBKWjHy5FPXPZvW9gkeIY4GRktY46TV1OK8WIqlkljVvxRjhA716/3182zHFxHmc6duOu7u3/OyTH/PByytyStzfP/Dq1S3Ob9lsb+k6yzSc6Lc9m64lxIxvOsZh5vj4SI4Ga7wu6iou6Bzv3rzm7u6eb33j21xeveDx/Bn9pudwfFBbGy+muGGm2FBgYLfpuHs4YK3HGsfDwwNX1xc4Y+m6HmxmnEeapiVFw3B6xOeoppKWy4stbeMYJmlFj+rjV9zsY0yiqWPFEsKoMeqzWOj5VJPA2+mGpx1iguSpNlbOjOMIKCm/5LVGxlHWlLbqaml5uMgglPcP6u+3ik0oGEQp15UW+4LCGWOfVBfWZ26smtZqcrEM6SyNlquAcAVg1c9X9riszQfeGTyZ3abh1cfv8erj9+l8R99uaHzDOE6EMIFJJNdz+d6HfOO7/4DLmw/4F//Ff8kf/tEf8Or9G/7oD/8/TOMDj+8+4+OPL/FdSzSRcR740SdHvvbBh1xe3jCczhiTuchRzatFMqNtGpxvCE3HFA13Dwfe3L0jhol5npimiaubGz7+2sf88Ec/4ea9V/wH/9H/hD/8gz/gr77/l3jrxOZmHEWkMkhHqVgPpTrfcsoUf9+81I3qUYJRMfWWi1XGmqAOLHIjKxDP1Lu6rIV5mbIVAK5J2mrJXNYEQWA2G89u62m8Ih7ZYLBY40TQJwNeUZsoyVJrHTmK5EtMWVreY6KzDmMz3hu8ovDiVo9YaWShZ+AbyIFoEskZSlfvVBDvXKQYDQUTN1k6wVrnpWW/daJOXQKjphH+jy1BT66BuWXRMCrJiF1fPyOkcmsyWINpPY2ztE4sQVoyvbN0GVoj5WCrF90YQwoig+B1Ltdxn9FEH+FXkcE25CT0lF9VYARfBUdf/sjCe+k6MeBrfCOTIWeGcSKdE3MM0nKfMtM4k/KDdhtEhnFSvo7jdDpAjlzs9pzOR5GMbw0hzsxR/dtyseRYBUA5YjA1A60ERdCZro8r3RJaAkCzqUJcXGdDBsmiMjJ4a3amWZuzHmslwJHOHglwjBXNJjG1jBpISBBUvJPapqlIUZyStP4HeW/rHCl+wUA3yopaABkt/c1Sc86JeZL2ducbnVCi3L0oJoumTNv1ZCvXMhVEbR0SPoNpS5C2dDzJ9X/z5l2VH7B20fQxBrLNNastGbAxhsZ55mnm8XjCNB3vf/g1rl68YJ4j5/OJTz8dOJ0PPB4e+clPPuHj92/5zne+jjeen/3op8zjiPMd7WZHwnI+HIlzYjhNmCwq5eN5UI2hzDgMXF1cMU0Tn/78M/7qr/6GN68/E/NgK27o4qy9Z5pmzsNACIHLqy3f/vbv8pvf+Rbz8Q2bbcfr12+52PQcjgemMLLd9nT9jtPxEdvv8TnhTGKeI1f7wH7XM8URnxzTPMm9UX6AseJR5p3Xe7QmYT+dX/+KqVfLquh4cN4R51mlImTcl86zktmKgOhifxFjwrHIOTwtT6wGXA2ylDeHcKDkZ1fP4bksRvk9WRQnrK24rP7t+Q6cl/dan4tudo23eJu5vNzy9V97xfXtFc7YWkqfw8Q8nbm62nN5+z7t5Q2vvvZN3nv1dT59e+aTNw9cv3yf/+3/5n/N+XTgJz/+GzpvSHHkT/7kT3j/1Xu03vHy9prvfOsbdK1wXba7llPnyWkSg+FppHTDpmS5vL4lp8DxeOR4HLm8GIkIuvvu7h3TNPFv/tv/mOuXH9Bttmx2e1yesH0jauvzRNM0ypVcuGeLpMOCHj2/NoVyaK0gd/MsTQ2LOrs2iMCT8m2Jg9ZzuyBBmfpHfY3VeDBP713fNbz/4oKry5amcbgkt9FkC8mKd1gthQpPjJjw0oVAJFdJmJxlHXW+oc25dqfGnBhVl8skNXJNWbq2vMcbwznPgkphmIxhjupYomOr8Ja8gcYmGmdoHHSNl0C18SL0a0AVF3X8LyKdtlyHz5XzsurLCQHbeYt3Pd5p95u1tAYawM2zdqIpip/LZZVmlrok5yUZTeKgIsCCqRerVvN+VeHRV8HRL3FkLVuFeWaaZpwdmKd5+X2KTNNIDKku1L5tFBGCbtOTcuLi6rIScX1sJePxTgKH2SgZVbVDNJzOJXtGNv8ygUsmJSW1RFJBZdD8IT8b1PJB6qIk9XdVrM7SXaIPkbFs5P28f2oHYqqMhxJsydqBJU7Nc3xko4q5hXNUzsV7T4oS7Jiomv8m15IaRjLuItpYFrmUohDJNTN0aoVQWquldCE8qNI5Jc+1+pmfa+Y8m2rLWriCk+Rap5SJ41TlDnLNWBVdshZnsnIbLMfziWwMrmkYHk/Y5i2v37zl61//Fh99/HW+/xd/zOl8YrPdkI3hPE/c3F7TeMPbu7fs+y0hZMbDiabfcrW/Io6R++mRN2/uCDHSuIZ+02Abx/VwgYhAG+7u7vn0559yOh7pth0pOOIcKMKGt7e3XPWXvLu743B45Pe/8QHf/PpHvPlZ5PpiS5gnTg9C0G68xYTI8d0DNieuN+IRNw4PGALeZZq2wdoJtK3XGiNcMiNCjjI+Uw1urFrUlEVSksdn0ZH+LoSgZYpY5SNKEuCbRp+Xqlv8MAyV99aoPcao9jLO+hq8LGTep6Mhr99fv+63e97d3+GVQ1V23OrBl2Llp5WGh+eja/3xlhTFLOPNLJs1xlQtmot9x3e+/Yrblzf4Zsum3TIOE3f3j1xcJDYbT9e1zDlhc2TTN4znI8Pxnr6B73/yKX/wR3/M1z58jx//6If86G++x6Zruby9ZByPXF+8ZLvoYrk6AAEAAElEQVTb8PrTn/Peyw8ECTCW65sbxvFETjPnkyenQNe0zOPIxx98jW9+/QOsM/i24fEwcPd44nQ6ch4mdrsLrm9e8Bd/8T367Zb3X73izac/ruid840IIKbnKFq5A2bZnPWKVZxb14gYE9larHN1rtfXWnFwnhbL1jdbX28NF68GhKyty7gsa8l+43l53bHbNGKlU8paSYOjZDDZYdU+qLEilGhSxpuG6IJ2pSV6J8ljzOIlh7OEbJgT4Bw+q7SwESc0i2hJeiNozJgik8+MMXEOiTFA0DXWGRaRx8bROiucI+fwThAkub65jruCHlkdf6XrVj5/XuRPsgRGAEbLcY13WBLeGhrvaY3BhhnvvHL8Ui3x1/mTFSEuL4sGRinXQC9ls6CJq0D3V3F8FRz9EkdOmTjPDGbEW6/ZqZS6xnFiDhPTPJFTxjctbdfRWuEkWV+cphP9doPzhpwDdjaYIOWHKJEHNms7pDGy4YrTpXjUmIVoWvkTutmUDNuqxUbSdmprFth5rfIhvCEjGW5MlaOzKANTSwspFT6TLmjJkBETQ4xcm9ItV7q7DCOFBDsFKY8FtSEBadWum8lqxK8Hf123tOawVkaOKdTfl83Uel+h2zmEGlyVMqf53As/e69nZcMS0UlAanXzF9FLY4onlG761uEb4TF436oCumGz7ZjnmR/97Q/5R7/zb3G5v+Bf/vEfYr3DO9hd7DjMI3/9kx/xra99xG63p21aLvc9D8eRw3kkhIHOdfRdz8V+T8wJ1zTMKdF0LcZ/wE9//FMRi5sDd+/e4dqGruvZbXfsd3sMhnfv3vJ4PPDivRdc3Vxhibx7/VN+lEde3Nyy6TqmnNhfXzGcj6LqbLTTpfVM08Dp9ECKZ7BC9owxyL2ozQIR37QYsxCLi2J2zpnGe+WlTU+u/6JIHtXpe02sN/jGV9uK9VG6OIvshHWWRjeBUpLNeg5L9+Szub269UabAYpx6je+8U2G7/05p/OJmxspPc3ziDGO57y28h6VB/LkjZ52V5X9/MnZ6DVzBnbbhl//zgd87aMbsmm5urrBZMfpMND3LR9/7QOcgZ+/vWMcT2zNJfdvP+PHP/lzPnt7T5OP+HTin/7Tfyo2RC3c7h3bD9/Dusx+v+WDjz4gnkfevn7Hrr+mbTyn4YHeqlZbNuwvHPMwcnGx42K/xVtLDGfavmGazlgj6OHDcZS5nTOPD/ecpsjtzQXnx46fzZHheGCeRikbWceYxirSKRwsnnSjfm4dyE/v06KlZVdBTAl8y+sk1oH3L0Id1jFSHQ/PHtM4y/Vly8Xe0XbKdYpaOs0WcBJmJAVgFHlsjBHJggzetYxxpFUxYLleuka7BsIsgqEpEbRM6JCSkgQ8ltY52hTpo2NKgjK1IXKaE1OQ+eGsoV217Tfe0nqnaKSQw53qKxZtR0GMFounag2yvvACk1FkYKwx4tFnxCPSG6NimBmDEMuJYkGjT5X7p7IFpUOv5BwhFekCQzLSQ520E5DnTcl/x8dXwdEvcZgMOWZV8xQ4I8XEMIwcj0I0jDkqcdsxTSPtpmXb7aS8YSBOgcPjvZBklfuQVWMoqm9XKe9E3ZiWE1g4P0W1OlECGBnppasM1gvKAt0XgmMRzTNQPYzKil74FcatMjJFr5YMrpTa1lYji3q0mFE2OO8IUQK8mAtHa2Va+mwZys++Prn+60BGA5f0ZANdnvhFS6z5RSvjs6MgBiVIfF42meepImLy+ZdyUc5SMjTWiCmjzdzevgeu5Xh84L/5w3/Ov/dP/vv81r/xD/nn/+V/RkpwHibmFPnhJ5/w4nbPaTjz5u07ri+vmIYZm8U1WzpdpNPRWqfaMJnD8ZEQZ+7v7/iTP/tDXNPTdC1t2zBNA23TCorpG7q+43SeGeeBrm957/qKmCfePr4Tonmc2HcdTdNwPgshchpGtl1HzsI/mqYBbxMWRzGfLIiRDCNbS7CJjLfSxWnVViSnRNe0FcmLq02OjEDpipBaZ5XQLDcvBOHf2WRxXgLzmJb2/9LNWbhYaxRxitNqbORyk+m6jmmeCWHGOkvbd8Qw443nfD5jnOP9Vx/w/e9/D2fFSV7MndclofLKTxOQOvaej2UdkMXfbP07Zw2b3vLNb7zgG994KdfB9+x3ex7uxf6j7Vqs87y4veTN44FooG3gB3/9l/x///BPuH94JISZcB4gGg6z5/LqY9qNzFPvPdvdTlAG27DdXDCOA8N5YphOxBzo+gbnLE3rMWR847nsrjg9HjidBxWjTLx874YhHInZcRoGhmGQ8tAsxPVM4nw+STCsqI5z4u01p1Svzeev2vrKGUWXn9R3dGNdB7ymXkcQ1eqaOD65Cc+gPFhTHqtOV/mDAfrOcn3Vst1Jt5dLinBnA9lKaa1AWxr8WgykhLeWPIuchstIZ6/UD8k6b6yz5GzlZ+uwOeGQTbqxYg4bchbz2RiYQqDJiSYmWu/ofWSMiZikdOcNeG+FlO2dCj+qxZWWvosSffW9VN078UdUPlgu+lGK+BjR/LNVc8ticqSxDR6w2j1trSOHJKbUeVmziziTUQkDCaQKLUMUv0NW5W9jiFZRq/z5BPbv8vgqOPolD+8bKRvNQcm4WbzNxrFafGCEkGadYZpH/OSx0a0IxkJancZJMh21FXEOseFQM09ADEqdw2ggIBF20vqsMvs1oCmBUbEMsSpZX9rzgScBVm1lB5bFQpcYa2tGVsoAKS/oUkFUsgZ3xgmy4lz5PGWiOUHETNRyh1yDnMXjJ8UvOdB15awbb0713Mp5LLNnCXBWX5693hf9drkuZiWZX+Z04XlV2F9LPM5YrFf0LwWMFdI21rDZ9qQ0czoPgOFv/+b7/NqvfYPf+Ue/xw/+6k9589kn6mE18rPXb3hz/wG3l3uOpxO77U7E0pzBupZpiogiemQcJx5PJ+YcwVmOpyM/+eRT7u7vsH7D3eNROk5wHB4fmIahOqbvLrb0fUvnDd6Kqq1tHMZZ5jwzRsjnmSlO+NaRQmaOk7bmR7abhjRFTucz9/cHhnGuyBpZrllBGfu+r7wFgK5tNLCWNv16H82qy0xtIQRKL4iA0azWKnqaMOkpAlSUmUtLfkwLqvNcUBCdN6V8YEt7N/DhRx/xcH/H48Mjxlru7t5xeXWFtZZpmimB1fKSq400l1LZep6th50gnblk7KvhXYKl1sNHH13xjW++oOs9Y5D278/evCGGzIuXt1KKHc5McYtXD7Uwn/nL732PN5/9jGGcRTMtJnzb0rdb9rsd+8uObpO4vX1B3/WEWbiPm6Yl54nT+YFIYu+3NF0DOQoC2rekHPHW07Qe7x39dkPTNXR9AiLGZLbbLYfjyGa35TQFUja8evUBP/3xj3i8S4zno8qQLButeXIdZKyUsuOT68OySpXgWQlKq9BomdtGYeO1dtXyWp/HDp9QEJ/dG2sNF7uWF9c9m40VH7Ak91sI2cp9i6iRKngjStDoOGyM17G+UAPIFuNkHiRjSNaRrCF5h02GpMhTxqh9SMA7S5s9cwwMca6q2Z13wtPJ1ZNAWuadpfGerhXLIm+l3OwU4ffOifmvtvB751bBkZQwi2J9QYokuBXTYIOQzgXhQl4/RQhB6RCKplZqU65fTUGDsiBEIQl6FLK47cWcxQ4xPbmFv5Ljq+DoSx+FMCjdGyklZiYJirRzLChEmkmcxzO7xhNi4P7hHu+bqqpM1vZeCnwpBGbnDCkZYjTEkAmFI6NIDEbQiKgdM4W7EbWWX5tPC9Kh8GdMcYH4k5ayaplpvfmYFa/DVF2ahNoWWEGB1psdyDUxusllEEjYoJ00SZCjIMHRPM/EMD/xqTN17TK/cAaUz1Rg8xqorLLuL3ymPmQpcywL5+ffav0qyh+yVkXRjGy2mVo6ctbStOL3U9AN6yQIdhogWGM5PNwzxczV9S3zPPL9v/xz/tE/+l2++93f5P7tZ5xPZ/IMm80FQ8i8+OBDXM4MpzNhDvhGNr/zKHICKQbGaSSbzDCOym+SsuZ5mAg5cTwegUzX9/iNJcyBtvVcXV2y3fVgMtcXGy52HTknri4uuL68ZNM1eAthHrGdxTrDZtfSOhk71gVyGJjDwDhMvH59x3mYsc1GeBFWOuIwhq7vaZqGeRpwvhU5CkfV9wI0UF7uqTGCxBWSdQ30tSOpll+MJAPWLeRvW338JGuV8Rbw1mkZtCT2C9KwBFHUoGueZkpvjnOO+/u7KmQZQpDy9pOgazVuzCrpWOUbxZxXurOUe4GpiU7hHzkL19cbvvXN97i+2mIbx363I+eOMEGD4frqinGYiCnxeDgr2pT5yU9+wpu3d2Q1/3ROyjxhnknpiE0Dm35P16JIW9aS5MSQgmySradvBWGUcnEC5/HWY3JkGE5YI5pfIKhxYlQ5kwljBYnr257ra8df//VfcrHtCfNM1zb0zSVhnqpbQLFCWc/xpvGLD6NZcL5a3WFp9wb0MSvUbrU2GUX5U73vv+hYUkVJWC2x8uKg8YaXNxturlpaJ5wiyVAlMCqIkVXVo9Y5LBIYlaChcIaKrEOhUUAmZiEtO2dFIDGJQTdAto4pBlKONFaIzN4YuranDY4xBKYUmZMgL6mOS5GgkAYZLz6eRgIhQYscznvaVps1tBTtnKVwkayzWNvUuWegIkveWYzoDOCNdtdBvRZJRXVNEu0iU1D+hCJHC8pGVk25TEWOIhCMyB6IQfUzasTf8fFVcPQljwyVT9S1PSkG6bgq2aGWV0o4EXNijnN1excORSJFmdQlOMqrzNl7mUYhzFIO0A4RWcBmLdlYiAv3xhiBtlNcu4jLYJKofek+I8m4lDrzqnShRWdbNx+zWsCzbhoCxTbGVASpWDc8DUuEwxSjkw3QROk80MimbRpO88w4jTiTMCbxOc2X8il0z8lQu1hIZbHMT77Wm7R6zmpZpbC712rKyxuxChhNfS2n5rmCHkkX3hyidIE0DdMsSuZt29J4r4T4xJylo+98Hoghcnl9zYcfvuK3/sE/4G/+5oe8efOaT372U+4eHnDO03UN3no+fP8jtvsdd493XF1uCF6MJZtOFLmH+cw0zoQQaJuGbrOh73vOpxNv3r4lhJlxCmL6S676Qlc3V/RNKwJvFoZRjGSv9y+5vb5inCdZFI0gO23reTxOpABjnLjab+haw3g+0QyRKU8YJNg9nQPZeKzzRJK8t3K9Gt9gjBXVZL3eIYS6MbZdRxxKcE9NHpzzuFaMLYsivHWqiGylW6vsf0s3jZLvyxjOpe1e2+tDeBLD1PGhm6x3jhAE7Xrz+vXKpNjw+PDAMAz0XS8ckaRClusBtMw8+X+WpMQYavBGQUuTGLMWlCOrVYkx0DWWr33tlg8+vKXvW/AN1m9o2z3OtMSQaXzDZrPj3bt3HE4TrfeMYeDu3QPOWrbbLb5pOR1PpGEkW8n+t5uOX//ut7F5xDSOcRg4WqDfsr25ZbPpkYDFYExiGs4YZ2g64c+1zvFwPkBIvLi55ic/7bHWa8afGaeBy6trQgx8+vNP+fZ3f5u/+LM/4c/+5vvkMOBMUNujQFaCvUgzyH0UkUzRxypRSipR0ZNVxtQkqSC4McTaUWsKmmRWaK8GrWZ9r8pULzSEYnqtXWE5RlKSsdx3ntvrlt3W4i0Qs6hha5AkmlRCnfDW4jLCwUHb4pFEVNAcHaMGcZs3wi0K2dBogmWMyhZYaf2PMdA6J4Fj1sTZWdrW0YSZOUVCoS2UKkP5LM5KYKTlZe8bLTULctT2naxhjdAgDAhFIgPZydzDVLqIU38/QXuClLJLYJqlOzhqaa10CFm0jKaBUQ2KKiK0Ro6kWy2gHPeyDRWJjC9E/f/1H18FR1/ykBKL1U4tLbtY6UZojKBCMQcJjFJUbYiV/48VWfVkEqMKCqYkLebGGrq2q51WEmA4rE2aJS2ZktXJk1T/Z4GfdTNQrL4MuDWptepW1M1kCYjK8bSldkGVnFOo24hR7iK1v5ivWquS85pxt10rkzVETCrXItM0XkQsY8T70oL7FMmRcM1oN8mSla8DJcm2FRmrz1sD8E/CoyV2yqvkErRLbnlzKaElRSvsylBW3nsaR7bbrXBVJrF8EZhafbpi4nQ8axlmYjidebi742++/30xjJxGhtOZttswBbFo+fmnn/L9v/w+bf9N5vNbHh89+8sbtvtrMIZxmAhRgk3vJdg+D2emaWTf97wOQoTdbLactfwm11TVsRtH4wxhHiFOvHzxkm9+/DUuLy44DwMpiThdDBMTgWEc6De9lkyTdFMSIM8YbRgexsR5tljfgbHqFO/V5kWCmRAjVoNifGYOs2SmIlJTTZxr12PO+h7Qb7a0XYtBeUlZJB1KgFvKLyRZMNf2EFk3CadjMs15EbXTMY3ySsprOSeNDGEOtF1XA6cYEy4kvPOM4ygbgSYi+RlLVN9Cxlox01yN60XJnWXD1lKcNXB1teFrX3+P/cVeOCjGk7LVxMixvxah0MZ5Lq9uefvwSNca7g8ju82WV+97fvrJG87nUXTZ2pY8TyQyu/2er33ta3Q+8+buDZ/+/Kd4Lri9vqXtOzJJO/xgGo/EOON9Q84RjMW3LbuLHcd3dxwfH9VHsGGcIsN56eSMaeaHP/gB3/jmd/na136N+7c/x2XP48MbHu8fGMeReQ4UyYKyxqAJSgmWS8LyBI2r11N5OnrfbWOIMdd5Xcr2UhYSuYuKGrN+T+p6V8ZGWWeoqVJmt3NcXTk2W0kiSFESNQ2MRB1busocQsC2WGxW1EhRF+kEE5qD7AkGslQFiFE11DzeWhlZ1jLOEzF5cJZstOyUguR7ztJEkQiIlKZ8VZjOqSa/0iAhpW9BwhusU/2xtqFtO9qmlWQeFEFa7DqcFX6SoEZeZF9yEEpBzirqKAl1VDfcHCI5RkxK2JxxeeEOkRA7nVRoC2Zp389ippuMyhNkXbO/Qo7+vh6GzWYj8HIJXoyo9JYJTOmGSWL9MAyD8JBAdXkcYRZF26K7kxSiz0nMMwv3oQQtS6uwLAYi0y9E1UwkqHlnLRmksnCvdViWQEI+CVT5/VpvWh7zNDgqCJNAwqmYAlpLRnSHjAZvsjh6hHtkFzPQtCxaKUYa7wiNZxonSmt15ZawJBWU61rvAMvPFeXJrIM7TduXDalGXetptYRCAmazPF5Lg4JkyKJqlAhqkIXNNFJKc86z2UigOgyDEJPt4uEkL5OZxlFEP48nrGv44IOPabzDXVyy21/y9uc/4XB4YPu3Ha8+uMC+3HKxvyTFmWkeMEZ862IKzNPIPMwYHCkb7YBxdE3L9eUFL14kfvCTn0KOWAMpBKzJfP3D97m+2vHwcMf5fODrH37EyxfCO7nYbgnTgLWZ03gkxom29ZADfSdcuBhnUpyknb3pOJ8HXt+PHMeMsR7rWrrGKS/qjHeNoj5ZbXVQ+QX1Mptn4e3VK7V0eKWMaNdMI03TsN1fMAwDYZ6kdFGQTrtINDjnxXg5l24xmVOuceqdtYwu6ySPDyHgjZRwivq5NWpem7wGmJIxp5ykPds6cgr6eml1n+3TcaeBXzkKt0Y6NKklCtAgyohq8fvvXXN1fUnMmXkKxIqaRbH6yKI+jzd0mx3bcWSYDhgMH330IT/96Wsevve3nM5DDS6SItWPjwdev37Lts3KbZTNs+1aEU/NEdN3gATwtnHKNRGuYEhqHEvg7u6B+3d3zGNgnjOn05mu3zCOM5vtng8/fMXh8Y6maWl8w/3bt5xPZ0FbtWSW9Tos2lCL3RCrayPTMi/B0mruyjoh62TTFE+6JZAS5FxV/VcIlHnyTXk1+TmnRMiFW5ZoGsur93pevuhovcXMSXdsRY6w2nWVcYBJqm5dAiX93iCeYs4Ikm4N5CLLUhoJEP/N7D1FtzunCF0nFhpkQk6EpH5j3tJocJWtWJBEsjbsaKODcyLimnUfcg3WetzKQ63pOumq1sf6pqlSFcYarPMqo1IukqJ0Ccgi6JljIsdADvKPEMkhYmLE6apuNSgyWdv08xIcCcgk1BLZ66z+M3VvK2PhV3F8FRx9yaMEGN57QojM8ySigNlVYURBeIRXE4KQVLNOfqMEOEGTfHVllzb5yDAm2tTQNm0lw5VugUDWUkQhpEJBl5yDTJABV9aUEmyUGvC6Br+KNtaZk/xiCZAKd6YESEV4rrZ3mrKIKSlSs/eMwMbee82QNMjLkNVXC6N1cN+Q4ry8//Mxb+rHqIuY1fNWCcynn+PJU82CCrBcjyW11BIlUOQJvmjKCSyfMFHQBWuW7rxhHGi8p1F/ohACbSudYVUBXBc/cma/39FvdnSdoIS7zZ7L6/e4e/uaHAf+f+z9aaxt65rfB/3ebowx52r33qe9t+pW464c23HsxDF2KYCTAKYJJIgPBIRAQUQgEEEhQYBCPkCQAqGR8gWCYkgQIoIIDIhGdIoEsk0wjl0VN+WqulV1u9PubjVzztG8DR+e533HWGvvc31u1b1HinRG1blrrzXnHHM073jf//N//s//Od1P/OB7nxDnc957eoVZMtGMhE7TCMFSnJS4kjPOdiTVyOyHnj4E5uT4+NNPOOXEtCw8vbrmT/yxP8If+gO/j7hMPH/xOXe3N5z1O+I8MiXRmgxdwDtDKjPTkth5z7Dz+CDAKJ5GivqW2N7zPCY+ez2K31KQNA/Gcn93TwgdIJot5xzDMOCs4zBNKgqXcRmCx6T67GwYF31mlmUhLpJGlHRUavfEOgGqzf/IGNU4rOLuoszRlimtKbQCJB0jWatFa/uZnHJ73rwXHUbOClJiJBXxWMopKSAWEJE347ixUzxiK7Y/zYbNzJn+rOfZu9eSOowGF3pCGHCu43ScIR8xxWpaxPPhB++T88RyO/KzP/czpFT49JMXXF89wfle2nQkSb8s8cj93T3f+973eO/pORdXexSRQCrYoAugEyCIKeplVqgVS8syUeJMSjPjeCQuMzlmlkW0Q844Cpaf+ulv8e477/Ib3/5Vbm5uWeYT03hkWWZ1J99cJwUGpQVIRudIXU7Vs2q9Zptgrrqf542on9SYwPZEa5BpNgGjfN42wLq9OTUws1be8+H7F/zcty4533lJl9X5RecOAUZWmoEUoyk1ORawejxF53XXvsoq8EAZaqdMqzNGU+MQcyIEhy3SOTYjDIyr1hlaMWi9U2ZJtExLEesVjFE9mBbMeI8xHvFvU5YqCEgyzmlqLUiQ60TXavS42/ECkjJTc9RcKClRlkiOMzlGclwgRUhRqte04o+M6rXkv4LKTYqkWHP9G7JalWL0NaR45yukjr4GRz/CllIWXQLgg4jUcpHfjZMOzCVuaFo20UqC4nyLEoWPTYqYJT+brCW5pGI5o5NyegBoNtPE+sMY0fWpoKg0c7WV9aEuEBU01HcYaABH99Umd2k5redioGQRnSeoZdYSqamfxWYxaOyTwC0tO5cqpaQLkbhkb9mDOjGtx9H+WufTzTnXY15ZIH3PZofNl0kJJTbv3Ub2jTjSO2YRv/ucZRKo3U2S6ruSThLLshA0pVUjtb7vW3l/tSswyMIdl5mXL18wL5Hr66d8+MFP443lt779V3n+2Uuuri852/fc3p64urhgXiJzGlmWLD4nfSClQpwy4zRqisVxeXbJOJ64HCYudh3zKXDx5Jq/5xf/OH/i7/4jhOB5/foFz55d8/T6grtXNyzziQUjTSfdwBKlLD/NC84V7M5BzsyHO/J0UmAaiCnz8j5xWgyh6xn6PV3XcRqnpvMRvyujIk+pbnLWkWJiHE845wnBbha1zb3Z3PuC6o5UpwM1+nVNqyPVi41vbEEIyOKaGjspYyOmJOZ0uihbI/3vamsRKT4wlGJJSQC99CJMbYA5JyLctAFdK2PxkKEw2/PSx6Tp7IoIaHNKXFyccX55ibM9u90Zw3CGwZNyIex7vPV0vgMn+raUJoaznifhGS44jvcnvvnND/jok9d8/vxzYlxwqiWxznI4HZjnhfPzS/rO8M0PP6TznuPdHUP3lAIcT0f6weOCb+O2XuvT4UCvRn8g4Cn4wPE4KjC1XD15xu//A387N69v+MH3v8843nPz8nOm00HL+vX/FBhtwzVTGaMNi1RBpt0CnoICX/XFKquNxjYNJ/s0jf0A1VGayqIXbfWiPFap84uhmhxenPf87LfOefdZzxA8Ict4KbYoi4YUuZSCK+CKxWFUjC1JV2HfDCB6HR2la/BWj8dV3zTRIGEkEPLOSdrKWancKhlXgtwjI2uP916q3oxAsiUnFXxXt3AB1Ua1RsaqRNyYltXwIShQ8i3lhl21fu0eqFA9Q+v7lpZImmf5L86aTpPiBVfnXwOmlfCrEL/5hG3T0+uoUCm3rBtG19OvqAHt1+DoR9ysdivuNLVShaBOyzHLqeZ6K9sjo0ImT1lo4yypNCnnlLJ+4zw5RaR1WME7v3IjpUgD2s0CbKrRozIiTRit6GJrYLhGr6aVOktuXyqsREguC4lUT8t+alQGaCUdrV9Z1qqgqiOimiQao4O5sKhLcj2WlJJck5r2eKwn0LmvLh7oua/ARX/XSfDNR+TNehRjnEaMuTlu160ufEWRk2nXNTMMHU+fPeXFi1fSUy3XCFqOvXNS4RE355SzVIntdjsVLgrjcDqdKMD+7BzvLMdx5O62gHG89977/N7f+wfIy8x3fuNXWCbD1cX7vHp1YOhv2O97ik2cTjPzFOm7nuAtyzQzx5HOd3TdQNkNOGt4/vwFgy38ff+OP8mHH7zH1dUFOUeOxxPTdMJ5Sz/sONzcEoInDB0Ap3jCWaAkBu8pZeHm5UuGDqbjjbBGNuDMwMubme98/IrDceRsf8F+tydlI9WJagIoxnACfo7HI947uk5Y0WmaqCnjlCR9sQIi1c5RzTZl/NWfPviV2SxrIYKlEHWCTcrYOedYlMGt7SqsMeRUWPLSxkEumb7vMcZwipEQAkPfczwexUtMDVCd2lMQpWo0ayq8FNFEfdGUXaCVS1dGqo5tWF2CQ9/hgjTvJBWWcWQ/nGOxFG85OzsjpsxhGlli4td/69vsL3bkAuPxRAgd7777jIvzc2l2HAJLLhwPty1I+Pjjj7jYGf7gH/p9PHvnCWZJzKeJ8e5eUjo7TymRbh/wXns7kllOJ+bDLdkViJF5Hrm/u+P2Vq0cENGvDXv2V+/x6uY7lFI42+14nXPz0nGqzVuWuHnOjfpw1abWpVXkijZMBevrQ62MXzWtlYovgxXA8gAgraLtprlEKk9TrTC1tpWbN/LKGJyD997d8d57HfudpbMGVzLWyMyc0f5txeCKwSRl4oqRwhutIjbe47RDQFbtk910OWgBs+p9liR6LGMNwTqMM8ScSFW8rjo66ySV64K0NjJW2KOEGClmDIsaCLsgjJGwZRUY2QZ6nBdA7JzHanqteue14KUFk+LN1IJRvZbLPBGnWdijFEVrhFokKMA1RXRZ6L01pvYiFJmIyBdoATrU9YTmqv/Dqw5/fNvX4OjLbsaw2+8IXcAH9+CBC95jrfSVmqMnJU/JqZXQW2cfuktXRqdIpCQ27UV0HaoFyEFTPRqJWyON+EodIOahcLrk1airAaO6tXTSGjk9zjLJQ2dVnyGRbK22kYaiuZVVu5YakZmkaqesfmUV8xmleKu+qVakGFcXxRoZQqsUaYf8kBUCjdgeReZvbGX7yqZi5RG9VKAZBiZdsOpeDYZlWbi7vQMghEDOWVpi6JZTloUC2kTmXACKGAfqpOKcLMzLsnA4HHjy5AkuBA7Hifvb1+J39XRkf/4EH8746Psf8f777/EH//af5sWLW44Hj/MOGzqOx5GbV7fsd3uc9/RDR0mGnCPTtFBS4tnTp/zen/9Z/ugf/tsoBn7rN36TZRoxJnM43vPe++8QvKXvAtYZaUyM2AR47QpuC8wps4wjXYHeiSh6HBfuTolf/95rPv38huA79vtzfOjIc2wMj3OGruuFOUtZx79UJmKg6zuccwIsU9SWAnqf9PrWJrV5EaGn1+a18yxGjsMwSDpMBd/OOU15ix7IWqN914Tx6YeBcZRn0FlhRZKmYIrqeEQjVxcsrTK1pbmr51wYdn1rGVRUd6EjjZo+rbFwjX23AUhjmawRNnkzMEPoCK6DJGAkO4/Zn4kOisKcZk7TDNZz9eSSF88/Y5om9udndMYzjws3t69xtuC7nulw4P5wJ30JrWc8nfjk44/o3czP/Mz7XF+d0RvH9fme+7sjxVr2ux3JKBOiAZozRTxtTGYeR149f8Hnn75kPC4cTpmbuyN9PzAvMze3t/x//+JfJE6H1iD7vXff4f7+lsPdHd57liVSXZircHqexd6hBZtVXL+uki0ArELj+rtzYcNArtqCypJbIyn8rgvNToRStWdr+mmdGWQ+Pb/c8+GHA0+fenadxaWMtwVsISPXSITFlrxkypKxxhGzoSySDcimzvEOh6SfnFbDGe0PZ2r1GmB9ZUS1zZLRqjfjiUXmYGnTtoq6vTI9xgnT4yVaZ0kZH1DPNQu2Ah4pmqkApdph2No/0vlWcLQG9qVNreXRdUoxakutmThPpGkixUUYLiOO3tZZkpFUOEbE5k79njBS0VbEVlZ0s5XRK2UNUGoR0FeDjb4GR192c9Zy/eRCBrBW29RJ2WCYp3ltYaCljFlbapCSRjIPOBCJGK1VqlUbl+baxT6t1QLIA25NJtUBU2qkU/2FHq3+rF9VjHpM1D/ppF7Bna25blerzWgLRVGwZR0K8EqL1FLKEg16J861+n2pFClhNXWqWtMO3gvTtHXTbpTR423LKpX1j61suzFmm49Upsys6b0HBoAKCFcxb2kT0xZQ5gy3d/diX+C9pOFc1bUIO5EnqTasXzz0w+q2vMSm1bDqM+KsYZ5Vq2YgxYXT8Z4XxjCEwMXVU159/hG//Ff+TUJn+YVf+JBxSjAuWDcR+h3jceLli1ec7fd0XY+xjnGeiEtkjgsX52dcXPwsN69fEUnc3L7k7u41QQ0cz84HgjX4YDVFKk1cd+c7hl3PfHfgeDxQSuTDd9/hrHfc39yyTI7sev76Rx/xG9/9DGccFxeXPHnyjJThOL5sjX+tC3Rdx3g6ad81i/WWw+EIFM7Pz8kpczjcqr6lGpWirFFtCcHmfhTQlGZlNBcFStmsVYuG1UsohIB3jtM4Pngu1h57ZU2Hldw0gHGJLD7S0sRlLd2fp0n+BHp/bRurj4OSyoZZI8Z6uRRNKYsVxEntBeQ5MVjjOd0vhJTY+UK3C8DE/vySpUCxBl8cxnrxrfGOq/Nzwm6g7zu4hOefvcLZyM2rz7k7nCRV4gOpFOZlJsfEslyxxIXb2zv23uN3e6yRljfH+3v2F3tZYJdIt+8I3mKjodsNHOaRw/2Rkgy3N0eev3yNMZ6CYRg63BAw+cTlWWBwF9y8es7hdODu9laund5j772kgnTuWX3XZOEP3qkWTGUFm2CpsekKYus8USsltw97KaWl/2OUe2qdI6heLadEpgrES/sGZw3vv7/jww88ZzvwLuOLxSQB2yYnihjxiJRiydhspZx+kedK0mIZqTCVNcEZdaM2KtKuKUO7rg7GyfjASKl8vTLeSSou14lO03o1DSzPmcf4IA1uHeq2LdXVVI2ojuui7JFtTJTXn07Tb/o+UzSVputNViPjJcq8M83M48gyTkynE3GZKSlKOs15IuD1OCrrFLzHGTVz9VYq/nLGxLRJX+eWFk8ZFnXCp7xlrfgJbF+Doy+5GWNkUq8pmsqaaCrl/v6oBo0rin7QgRxNBZn6UxdvbZxqyioyLjk1gGUrHVmBRKkT85uLvhxnaeDJwOYz5Y1jEV+loj2kpKGuV4Ge1x5lgIoIBRTlnFoaAeqxmMYUVVCynntlrPR8rOijqsD7sW3Aw4OkRVF1QarHvq1ooUaUjz5r3VoJ8Rh85byWdqO6r1XYLZOB07x7ypm4rM7I232ZVoZeOJ2OpBQbsMyqHaig8mSOfP755+z3e8CypMJgpeLPdx0ffuOniCny6rMf8Mt/+a9ycX7Ge+/voSzawwx2+4FlWpjGSVxpPcQ4cziJA/bt4ZYnT664P91zc7jn2TtPefn8BSlnLi7OSXHmeLxj1w3kJXK4P2Kc5fqdZ1jv2F/uuRg60nzE20xwjneePuXu9ZGPn7/g299/zfE48e477xK6HSH05Glmmkay6spKruJ9BYXOMY6TjLOcpGJpEabJutVVm02qtBY4gI41I8BaQI+n9mozFUAX8f9J+uxYhK5Pqqmo96Ddt5rCrfc7Q7GleeZI1acF1PBR73GqJqg1//JgrMrxWxlSbfhXO47KUIYQHgQzzjoMmbxkcsycDhPdhefi4pKrqzPc0HF8dYdxHV0fuL25Zx4nLvZn7Lodd3d3jAcYhh3vvfuMv/uP/VFevrrn29/9iAzcHw6ULItoHxzvv/+UmCMvXz3HXV1xVKZ4v99zf3fHi/GeZ0+vKSw4EzHRsUxH0ngSsfqSub8b+c73P+G73/0+51fvcjweSTnz7vV7lDhxXBL3d7ccDgcOx4MwhKBl77QqWxSMAq2VRVGGpIr3s7II6yYXt2plAPU5kjR/tRSo3nKVrav+WiEEjIEUDVNKD3atOIWnT8/4qZ8eePLMsdsZumywsUCW8vSSCmUpZG0WTrKSrk2RHLOm9ArZWmxS9qOIgqamGI2tLTt03jGi1etCAGtYYu09WKugC8bV5slSFFC7ENS0mHGumfZ6I/oj7Q1CUY1WBUaFqsdyWOtbX067Sac1/rPUACKL554GibUoYRpHxuOR8XSkxCSaK2voVX4CRZktFKBKCtHps1kLGqxzeGNJy6IgTJ6bJRWmJa7ee1/B9jU4+pKbaEdGfPCqXxbNzjROHA7SN2iep1a5trXI18x3Y0Dq4i6C7k3JvE7YFfyYnCgIRSr7a2QmbWZnK8AWIy2JJNRl1rx5LnI+BWMyWx2NsaLxWOaZZZ7l+GraDkl19F3XnHWNpi4qiKgMzMoIaQ+4gpgE5lkah2bpT5Zz+mJgpOdTt1WghzI+uaUAax+vmhtftLrJYFWsudl/ZZaKLGDeOl3nzMqMqVV+ilFiyko3FVq01i6rfueD8xXhmEzIOUt1VBE366haiqvLS0Jn6fqAd5bdfs/P/+zP8Y1v/hS//Et/idfPf8D3v/sJ52e/i3k+sd87ujBg0Ea1rw9YuxCyXJsueOaU6Hcd+/OBOY7ktHB59S7WGuZ54uLqAh8ckgso3N/fEazFG1jGE7HMOBJXoee0TByWE/cJ3r9+hw8++Cn+/C9/j+cvbrm6uOLy4hpjA6fjkfvjgXmeWuo4payeQaKxmSa57957ylK4v79Xx/fKFNTFrjZ8jVK5kh+Oi9qvz3vPNM3SRqHrxBojF3yQFgYpSrRdm9TW/m+VYbBqM1ELA7wPogvLto1jdBFDx3nTrGzIIVuDcF2MJDuz1cbQnvfKcoFoJ2JUNtnUYKHgfeDi/AKb7xl6Rx9UL5cTu11PxrEsifNhRymGZ1dPKDHSW8fzm5dM08yzp8/4fb/wLnf3J47Tn+Ozl69pDaWB8/0e7wy3r17y5PqKXBKn6UTvxBn9fLdjiiOds5ydXXB/vOP29ogjcbq/ZxwXDoeRz18eeH2IWD8AjpevXmNdwO+f8O6zQN8FzvZ70nwidj1pScxlIpuibOtGk7m5vxikBYe1bW7aXsuGOWvLF1ODNwFcZa5O5I6+Ex1ZNRcNIbQS9zpHy7Up9VEGA0Mf+KmfPuO9Dz37cwlAzCSOzpKmzeQkQHlZIM9goth9VK1RY8GKuDzHlOhCUUAE1fG9Ff/aNd3qvGVeZm3/ozNhyYAUDMQYpe8lYAhoybIChywNg62TFjVWGMdSK6ep4vA6FRpqhbIEA5vX6jXJDwPynLKAlxiZTyPT6cQ0jkzzJP59WiTSh16eE32WttYwMSXpN7dhZUu9r8aIA6QeRM6FcZqZlsdZkp/s9jU4+pJbzoXnL19ydrbHeREUVkO3KoyOSSjB1v17pXPaDa0Pe2OF1DRRooP1+zZyN3HlbTn29R26Q124V4BVykoSP6wDenxOVdy9gpmqNaqgozr6VtSWlf1yNcpo1gLidVS1WGCaeZc1FmwmO8uyzMoYSfrkCwgjoNoQsBI2m19LEdGhaBPKg2sRNFqJaQOM2s7Mg3MDSZN661sJfkppU+bPCoz04Ey79BWkShSUH0c1pjZjrccnwDDFyGk8cXFxiXeOZZ64v33FJ5/u+Mb77/MzP/vz3N295lf+5q9wc/uKd55d8957F3zzw59it+s4jiNkuL85sNhFAamYtPmu4+XNa46HO/EtOh3Yne3odz0uOGKKpCWLKZw1nJ/tCd5yNx3pQ0eMC4dl4fXtDePxwPtP3uV0yvz/funf5C//1W9jsJyfXUER6j3OE8fTQfQGMeKd52y/4+LinLv7A59//pzdbtcAp7WOOMd17FDHq7I9rXpl9T2q+gprLcNupwL30hbFysgu8yyaGSdNn52msnIWIBKCl4VN7Q/WikpZmCuD6pwTwbCtrs2yKueSRUyqm9PvlxT3QzKppn4lK1fa35K2HzIq0BWcbogpM80LKWaun1xxfWlFoJwWejtweXbG/XGm7zt2l3umcWE83otot/MMu47dfsA5g3eGv+Pv+P28ePWa//u/9ufqE4NzluurM0xJXF1cMIRORMPWEktiSTPeiu7F5khJFnKWDvLJQHa8evWS29sT3/7Ox3z+6kDX75imE7vdgAk7nj19xgfvv09cZr77nU+4v33FOM0CRlMgLmN7BvURaQCzVTgqax3TNnCSNNLj+ULrb4UBUWmCsxLUTdPUGO0QlGVKpoHvdd5ojyvWwAcfXvBzv/uCp+86druCW4yWq0taVwT6hSVWcCQi7FJLzbV4wwK2QGcNS0qijyuFRdNgxtQAQWc8TTemLGL1WoBcqzKrNk4ATZY1QcyBMK60vmc4mZOLgsdsJJW11oOV9r/bwO7x1ir+KoDSh9VZQ8zi7TaNJxZ99qd5Yl4mTCnYXIhRxmIfBmUDqzm2WMMsOeGt0WyMHFFMiSXKGpRLppisWQjzYMn7KravwdGX3XRynJeFNErPrUrl1gm3itu8FwpyWZbtxwFU5b9y7uXxl1AnVl1wWwQtHc5laD1st1HTWXWwrzT0ZtBvKNI3nwXZo7gPs/YLUxdvMcGT744xqVYATZNoRYZZ01yywHils9W1tYg+R9iFpMBIJ6jt8bwx8Ctw3KASs75v644NNPq5bD++eaoKa5notnJIGARP13XqU5XEIp+q7VoXOFA35ZylS/vQb6qaYjP6g7IKLhWY+eDxnfTc+/zzTwmh5+d/9+/lnXfe4/5wy1/8N36L/TDw87/7d/Pd7/wa3//o+3z62ad89tk1Z7s9H77/jCXNYAy+C5yOE9M0NYuJ83RBt/O8vrslBMs8jeRS2O12Ahy7jpwWXt/cQCkcp5FyjPhQsAnGaWKKmZhgPCVu7Im/8p0f8K/9hV9mOLvg2TsfEJPhNC7M90eO05HD8aBjR6o0Q3Dc399zPJ7UNwfRPOXcxo+AloIzFdOulZGNJdikaQEx2tQKw+pGXjvAWy3VjnEh54R3roF8ymoO6ENHSpElqgeMguDQdTht/+K9ROI5J7FjUR3UEhPBuTZ+rJVIPCkrJM7ZD20xagFEG4JqiJq3S1UBYx2vXt3y6vUt7733DUBSbHlJYph5SuQIOMMxHbDWseSJeZxw3vLeu08wIfD65hU5Q9/v+bv+6B/kV3/t23z86Sc4H3h2fcY33nvK5cUZvfeQEqfjAX92TsmR+/GOzhjOhoGcI69eH0lp5t3rS3Zdz4tPn/Ppx8/5znef8/ruxHw6MuzOGYaeZ+++i+/PGU8HXrx4LkavyyyeOVEW9VodW0qW0nFNByX1jas3v+icJ3OgXDh53gqp1BYzrjHapUjlaa0cBPCu9sazYq3hqiA+t0U+t35KpTE4z9455/f+wlPefb9jvy84lzFzaZqYDKRsWGJiWQpxseQEaVmIUSt7Vc/oZNdMxtC7yLLMhKHHWMOSIi5nPALaqn5UMKBZv6usjWRP0yTVcS0ArdpJzRZspscNloBSSGwqcxugNMpermtOlXDUeauCMpuNavtkjnXW4J0lOctsYIkzx3HkNE3SfHYYdC1UywttML5QsEYr6CzEtLJGRaPpnJO2Qlqkg0BOpLi0fXxV29fg6EfYqjlcKTBPp9Z/qS4MVqnOomLq2hdKNruO1mJaeSNFy4ANzcxOqrokWhaKuXrvqC+HBFENBJTSeBaqwPQB4KhUv1mjgar1yKrRwMjCnTSHjL6/6iUa0NGoe2WJ9I1sdFQ17aULWM23A60JJI8Wvu1W6d7GzNTty4QM5dEv5eEf66SwZc1AgJK0M3ko6syqkZC0imsTSfV+yUUsC5KCqb7vyCkxz7MGkeIKa52mZoywXReXl/zsz/4MAB9/8jnTOBK6gbjMmP2OZ8/e4fbuFUtcyMvId3/wMXd39/yBX/hdfPPD9+h3PbEkaesRPdNhZBh6jrcn+uGCb/zUNzidjjhfdRky6SyLlrPnwvFwz+Qt1/uB86EHA1eXl3z80Wfc3pxYJs+LVzf8hb/8N9hdXPGzP/O7ONxP3N3dk8rCHCWVHONMKUnZQLle8zyLqHSaGyOQ9Br3fS8VVJuJuDI3cs0r47dlGOQ+1XYz3oUHDJ5kHUxjc0uWe4mx5LQQQicRb0xY56WBE7VvU2mAVoTzwhblJavrdm7l1kW+htqw1msfLJDovC5clVEu6igv35VbhVRjRJQ+ClJWxN1h4jd/62Pef9bx4TvnlHzH3d2R4eIJ1ndMcQJr2IeBs4uBXfSktOBs5jQe+OyTFxwuj+yGc6wL/KE/+Hv4zve+y/39ifefXvDO9QXXlxcs44jfDbIIxZGzsz2RyDxOeC+prXE5cjZ4jsdbXr1c+N7HH/P9j5/z0WevefniBud7SoG7uwOn3PFz717TO8Mnn3zEaZwYuoElHhmnmbhEUpZx0HXSkBgjIMBpi4vtnLkskWHYsRt2pCypJGtKs3LIOQtTHxNdcPRd0BZMYhUh7LDbpEY3HkLOYtM6K1SWpguOD795wdN3OoadwVtpg0GS61FSJqnp5TQXlhliLMQ5knR/OSV8Ea1hDVZdMozJErQcP5dM8B0lZ5YqyleQs9SCDevlOSiFnAqH04mYMzGL3tV7TyFLmi4azCxztbQazljj9fnRgNwUHZ/1qKp/kXnw02qVmlRr2hao6NOo47WsWZOcSWlhWRbGOXKYIgEYbOR80Lnf6FyLNNidgWxFpG20eg2kq0SMokk8TTPHOTItScTYKXE8zQ8C1Z/09jU4+hG26n5dCkyjVF4Ya5RqzS1AzCmqD4q29qjpLkXtGZpgtaF4KtiwTbCXsuy/diingRRhJJKEQNRqjrwZNNvhYxpfsmqCoJJJ62cNiL+SPgDt4UBN2RQQVSnIVrBHWatNSnt/adoASpH+IzhizMQ0PwI7K7e9gqz1zxtyffORSg8/5t/eDrra1Sir5qtUUGfEc2qa51biX69D7bFWv7I5auuiWtM3JWWWw4mu71rVn1QeSiWUdbWVwytev37FeDrxu37P7xEm53Dk3fc+4OrqqtHIF5dPOB5PxPmIMYbnr17x1//mt0kJ3nv2hGKklUC36zE+cHcYubg458XnN7z3wTUX5+csaSGXIqXUhxNdCFyen9N1Hft3n7LrPcGAJUvz0GMEt+OzF59xf7Pw+nbCh3POzy949fqO42HUaFOBb1knylJqmbHDBaH8nfcCpjdWFou2kJA0UxX2ywzs1Xg0VSZWgUbzrEHb1FirVhONZmoVbiu4VyCiKaXgA/NyJMeVbZQxKpF+KWunNGl+Km7aSyzkKECoC52IhTFaXCANa1uD55zVWViBlDJTTquzctUjxvho3BpSyTx/+Yqb1wXHe1yfDyxzwnUDN69fY7rA5dMnollaRnKydMGy3w08v3nNnCHGhRfPP2cYjtzfH4HIv+ff9ffwN//Gr3F91nN9dcHV1SWn04mYFqy3LGkBD8aLHUU47yXldjMxjkee3x/53kef8Bu/+RG/+f0XfP78Dhc6plnaifzU7/rbmYvj1cvXPL064+zsnNPpxMsXzzmdDnq/Zb6r5rlbgbxBUpQ1sJuXJLoZpBffqlWpQu7KxlXNkTAeyzIzDAP7/b4FmHFjxGqNmCjW/ZnN3GGB84ueq2tPNxSsLQglBCkWTIQcC8uSmafMMheWCHEpwhiJnTgFmJZFyvWNafOqncEbWl+2nKWCWDrbyzxv1G8pjROpSGVyTInDeGJeIrFkRm25E4IjI95tGWGWjLO4IExNXGZx2W5zva2QSKrP2ndWcKSeR27z7xrcNmbJrABJonOqSDvFLGxalD58KZYWWOaaXSjSO82g7L6zqs+WZy/GyLwIYzQtiSlmpiUzxyQ/l/JGQuQnuX0Njr7sVhCdUclasl9W6r/k5oZszEoNZqX0cdJwrxrTCZui/kaYVjVWWY6UErEK1VrW6SGQyFmEcVXvUF9fI1JF+y1tQdNmAKtT7GbPJUtRa9Mf6TFU7tVpd+a1Ek0BUY1OoCKu9jBtJ8DVeiCvp6vBzAPwU4p+t/viKOFvET20aP6N95V2fPKOFdxZI+LLasOwfQZbLzrd2mKoi2oI0lamRrXVINCp0SdoGrII8PHO8/nnn/H5559jrOf8/IKz80u6LtBpa4phGHjy9Bk5XRKnS4yx3B2O/MZ3vs84LfRB0nOh79ifn3GaZmK85fx8z8c/eM6TZxd0vWUaT4zjxNDtuDg7JzhLUG3KPM4sWUqGb+6O/OCTF8yL4Te//Sk/+OgF15dPCWHg7jAxDIZ+EJFrTJFlWZQ5iit41pLg4+m+lUo/YEpYF0ZpDCtFADVYaOXZSQ1GlQ2y1tBryrPo81U9cmqjUpmIwfmg35k1BeCYxonFLg3UGUNrkWOQqNqrsHXteyjXZRgGTuOoY7qQlqjeV7KI9n3HOE56LqX1EqwO7IVCXBYRgBvTrlUdxhVULjFxdxzZ9YHnr09cX5z41jee8O7773I3T0RTsGbBlcLpNJNi4sMP3wUD0xTZX15wuj9xf3dSIbzoU55dX/KLf/zvYJlmdvseSmbYdSw5Yhx0O0/Mkwhv88Q4G0J4yjxHfvDR97k7nPj409f84NNbbm5HQrcjZcPxeMsf/iN/N3/sT/4pfvVv/hq//qu/zPPPP2OaZ87PzlmmE/Pk6M+ktU6K0u9v1SXKNs/iOxRCwDjDfr9r9zXFRdnx1XbDWmlzUatC62Odc+E0Tq2lT9HxVZ202+OvQU/Vkhkjz8L104Hrpx2dl4XRZENewMwCjmIsLFNmmjLLgqbVKvuYNXi1Unqu4N+UwhKFEWksojHM8R5vJe1k51mqzho7LQLuaV5Ej5Nl7TkuM0vKZApTckSyMFHaPsQuM9jqa2SkOgzTmEtr0K4dRl5//F9tE2LF6NhY10TeUCi2thGJNB2SWVcndaLZgBez+W+9UaVIytBoFoQiQVJMkSXGps9aUmKKidMYOU2R0xJ5lBr4iW5fg6MvuZVSGE+nlnIJ+mBWXU6tfCh5bRlSUUnBbHQRtVLBtUnfIAvy6iFU0zlru4TaUDaXrNU4UFeEx+v/G74+PARKsk8lfkulPBGreKrAtKbJZCKrtPQXjs2KwOp3qc7Gqkt03OizpF9SfgBwajl2m7BqSxOzvta+avu9m1Th+nr5guNc31fZoJRSE8zW99RFbj2ZzZdu/637yTmRshVzUP2OWQW/rbeXNdgilTo5JZIRa4gQAtY6nj57B0rm7u6W/bBjnifmZeHy4pKYArMxvP/BN3j54nPuTyPf//gz+i5QUiR4z7DrGXYDt0skpUzoPNP0mouLgW4I7PpBHJrnSE6FnCyxwDKOHO5PHE4jL14f+Y3f+oQXL2+xtsO7HmM93W7gPPTshh2gTtjjwjSPLHEmdB29c0zjiWHogUIXAjEZxnFcU6n1gjZgKsxKSSszMNWqLmUXyMJ8Dn1P3w8sGpVjBCxZa5kXofVrK5qml3h0/0SvtFYErQBNewcay24Y1I9JWKx5lmDobH/GtEhVXBcCGVoPxeqIHuPqkl0wxGYXYRuYE8z+cHDW+SLnzLzI/bw5LHzv0xuePr3iSSo4Z3AelvGeXdezHwLjDDlHDoeRi/MdKS2kOLHbdaRY6ILl7PyC8TTy5PqacjZwf3dHIeGCZb/v8cFgbKIUKZPOaebliyPHu3sOx5EXr++5P0589OlrPnt+KxqisOOzz15wcf2U3dklf+Pf/CV+5Vf+BjmO7PcDr1695nQ84szWT82Cp/XEAxGnx0VSbdY4KmAJTlJCwUu7jVk9w5wTv6ia4q5MXM5F51dhHJeYFLhKMNr3nXq5iXu7sxasaa1frIGLyx3vfXjO+ZnDO6kSK8lSliIi7iWyzJFpTsw1pTYXUqSJ9G1lQvVnWiIUmC0tHUYpLDEwqAeXmctqYqr/OWVLq8RmiYsyzplxmSUQjZWJFRZnTddmXBA7Fkpe/YqsoVitWBO6rbFVlSVa2SOrDtmOYgsmW0ktZvFAct7jtG+i3AsvkpBNUFwtaGpVnqH2PEQQmo76XAkBta5JKnZPWc53XiLzkhiXyKKtur4qePQ1OPqSm9B+S1vooGwWVXngUsoy8Gq6p/0Uutuq98Zavi9sQtwgbWNWc0QpRS+rSVoFC5u0U82XF6pwWI7nwbGDmEC2BV4ofPlG/VMrYQanzI2+FWO0PLqUB0JrNHpYyRep2qitTiQHLiJ1W9bKoAcszFtGejsHpZa2rXTa23871KqpDFatLNu6lsveq8izfYXZMFxvP9yWJqgpn5pizUVEtW2ysNpPLmfyPHN7c8Nuv2O323Pz+hVdv8MYw/GYuD8eeHL9lLu715tJKPDkyTvc3d0SY+QwLszTCGoUtxvEwX2aZ64uL8ml8PrlPWfnO1nQc8R3hvOLM8iF559+xuefvRDNyLgI0+A6um5P3+9w1ks7Cx8w1jJOk2oSDKdx5Hg6ahfvAAZ1qXa6yC+Mp9Nbb1PZ3PyoLRzWN5Z2TRuYAGWnTi3F5r1E2tM8M01zS+HKPXjomD3PM9W4tO4bHY9ituqxTkBW3/eEEJoTd9d16p6d2A8D0zxjDOx68XgajwcoRc+7ssfKmprVZsNqL7bWp7AyvQhjW6zMCadxxBrLbrfj5m7mex+/BFswPnJ1PdD1gVcvX9L1O66ePiXmRSpBY2QcR64uzwh+YJoi9/f3BFcIZwPHwz39sMdZy3g6YqdCnA+cX+7Yn3WUEiFD5ywpR168+ISbu5nPXx75jd/6mO9/73NKdoTguXn5it3ZBVdP38dYx/39Hbe3L4XxenFQlmgGhFGf5pmSi9hIZEuKG3d8Char40CCqlrIIiysLIdWg62awjW2GuuaVpTRUnfNyHZ16q/P0GIWaWDqHDZbqSbrO77xzWvef2/P+d4h+D6RE5hYSHMkzgvTlJjmLOBoKuTZIBbWwjoKKyZzyKzgJucsBtBFQZCV+SwWzSagjbqdo/OO3gecE2815zzTNHKa52aAmFImrhdPGiP7yDLP6v/l2dhgqo5VWaAKjlaTpQ0ocup3JD+d/g0gWy0s0UijFIMLWduM+Gbo6a0lOEtnrJg8etHvWV2j5PnUhr6UxlhlgGzavNyqvxUgLTFpmvGrY43ga3D0I23ee2UKSqs2kdy2IyoYeLDYGuExpfJAAY0pEsGADrZVyFx7CVXH1LrvktZ0TY28RdmvdGcDG0X/vy4qm6WprvQPQFQ9TOkkXWFBi37LGtGuOhuZ3K1WMrxtq6XT1jpNLSZ9a2kLR2W8VosD/c72Pw8O5AvvSX2ppQu/kDV6uNXUoHnAPK1xf/3fSgqXze81hWMUqBa0QsXU2FdeNHX2Qx/4VFTPpH5SMcLxKBGmRmAh9Jyf7zEF7u9vJfrDsNsPeBdIudB1A5SJlAvWdcSSmeeJ03yLc47DNHFzf5BzLKJP6PuB0+lEyoluGJjHkcP9oTVh7UKP7zu6rsf7XgEuDcwty9R6MKW0cDjeEVOUMl2KpOeWhf3QM40jh8NB00pvSW3W+65I9YFRqY7tGmnWeypaEzEgjSlhneM0TtoaY/UmMpoeq9WEWX2lGjBSRqlqnTpNzzjnmIt4NQ1D31J/1VtpmmZC6FSDtBCXCeuCdjlX12XttWe1mCLnAta2sbZtdFyfT6sRvFOWY5pmnHWcTiOGwEfPb8h24d1nA++/d8WzJ1cyXpyMiePpnmUZSTGzG3qsF9ao7yx5F5jGI06PM3iHO9txezuR0kyPx5tEnk6tRci0TExL5NXtge985wXf+a0X/OCjFzjXEfqBl69uGXZXPHvvp/HOc393y67v+PCDDzmejqSUeHJ1zuFwz6yi+xij6GNy7RyQWxPTmlbFSB+36qMDtGBq9RDTdkzWqOBYbTi82KFU37b6YFeGaQ0sFRSnrMGMaNHOLwaevjvw5EnP2TkEJ21wSIW0JPFomjPTUpimwjxm0lQgW4K1dN4xBAU1JXOchAkpJZGzlKrHXJhSIkQ5hphya5FiAecifXSkTsTc1jmsGh+mtNrF1OCtFgRktTuoLFkInr7rBJgYcaI2zmHcFhxZirYRqcAJBUlO3ytdIDQtV9ZgpT7PYuAa5Blw8p37vodSGJxlP3R0nTi5O2PU68jgKNgiPdekGk4ezWxrUCHPRatwznot13zMV7Z9DY6+7LZhd2p6DAUy8jAboRdt7XVWtErAULt/VyCj8/gDDRBA6xkErO3nlZXKq9dFdZaWzzwsNa8AqVaYyaQBpehi/UaOqDIpDx2iGyCqYE23rE09a7VDRQxlg1LaYlcyJWmablPdkPPDY12vzW//9jSwgvnix6hsX1kfxBUKvXFp1nN6nNYzsP1L1gUbaIt1aiC4MskbLYJe01xLvXNmScJwHA8nht2g0WhgWSbG04muL+rPkxsdPQw9OUsawgfP9fU1d/d3vL69V3G5eBvVBUTciF+LJ4rzeC990zIFsnjtLLFI2lfHp0Emxy702DSLfkYrNOdpZJklbdQF39JX1tlH6Ur1JTI0c8bthXzE1zV3cTTql/0m+r6T8VqkarLaShiMdhKvhozaEJjVnLT189IAwWlPqU4roKIKUL0PnJ+fczgcAKTHWM5M48huv2OaZpLNxDhKKkp7Pm11dltAuJpHPhyXVsvMkzbPdd4xmJ5SMjd3dxyPlsN4ZIrnOP+Un0kOcOyGgVgKKS4c7u/x3tLvxRiysswAnfo6zfNCLpHcd/jOc/30gi5ckOKJHCN5yfSD9HT77nc+5vnre17fLvz6r37MzeuRZYksNrFEy9nZUz74xs8w7M6wFJZpIi8zlxdX3N3e4q1lHI/av2x1+K9FKPU5zGU12ZSgU659FdM3axSz9nKsgZ1U2oqOyzvHMPQScOS1Srb1L1NWVwompFrSUpotStc5nr6z4+k7Hbu9IfgkPS5zxsZEmRfmcWaeCtOUmcZEnIEEHsPQBc53A0MnbtUxRdFml7JJGa1BVQKSgrRFz9UZaVwr86LFUgi+ENp5y/4q+2y0+rOCCWeFqelCoAtdA0dGU4/WOvBOjCGtXU0hBZaBdZjWn82vaTUr1de1MrlOsjkV+qFQUiLNC7Gf6IcdF2cTnbN0Cty7IM25xf5C7BK8AVuKrkUyBdi6ZrmCdQmjQIlS2zr90Pj4J7Z9DY6+7KaTPqQHYsDWXNNYbVtT88XaE6ilwLSmQHPh8niunjvrgin6DKuTbckr/WjSQwDRmJ7KxCjA2D5QdWUWuncFBG2ss7Ii23RgY5eKiLTle+SzGBncRiOJyqC0Sjpr28NbirxvLft8myP2F8CZApjHfNbDbZPFBNa01rbC5e1UklyPlbkzDcRUMCD3TCYvU31Vcn4Asmrqp07sVXCpWEjL1Wm2C6ayS9v7qNds8J6z/R6vYl/vpZO8sZKSmadFdBc+KHiRCqqcI6fTyNN33uOP/JE/wl/7q7/EOI4QAssScaoH6Pue/lIWsZITMUppP2SqR48PnZorOo26lWHpAjlFxnFqaTOjgUEpkb4feO9daSMx397hjGUui3bgrvfKPBq/jcvcMIBSoJBibM+OQbRI0vah2mfMbYylOGs1WL9qyBTwW312GvYtD0GMq/YMSBASY2KaJ3bDwG43cDqNes1F/J5zljSiBecMcUkscWkCY4Nac+jg1BEmTKoxyqTK+e609Ny5TryqlpmWbCrCvN7eHDkej9zdHpjGwu/5+Q+5vh4YpxOYQJwj85gIXSKEDrBS4FCkQjIELwzP4cirl5/hguPsfEcIgdPhyP3NHZdne+7vT3z6/CV/49e/xyef3DJPhbu7ExTLEg1n5xd88M2f5eziCcMwEGPk/vaWu/s7lnmm74OYiZ4mTqcTS1wgZwpGdZgS+FXGCMAap35EaHFJYokRry0x5K12NVKtIm4NOK0ygqsweNU4ha5rKd5lEe8rUX9mdc3POGsYdp7rZ4H9eSGXkXFZyGmhLBk3QZoWpjGRZkOcC3kBIjisAKN9z37oCZ2033BZmsUuMal4WooLjFG9lbMYJ3pHA2pxkAlIz8klZ4KRdSVoZZ8xBqdrQe+9WksIY9V1nqETEOKdIziHMw5nHU71jMZZbd2hAMkJOJJVxlFMZYscxlsJMrxfmaNcMEk5dJsAlQfEROwX0rCw28+kRYpEvDH0faDrB7ESsbbpuIKVxtYCe4QRS0WD5KyMWsxYm7XiT4s06sP1FW5fg6Mvu5laMqpC4Q1jUlmWygaAaQuBVOxo+ktGACVvmlW2yXCtKgCE5mwUU81APPJ4UETdqFYt+X+DG2rM0cMTqr83vmhLntRFfbOooNOLTO5ZKW67Rr7KnBRNO640aT3eBsO+NEm6nu7bKJ23vb/2r1sX5Te+qj1sRvov5dLub7VMqNesfrhOUlkBG5t7UWBzv+s56ms1dUBZPao2x5pzZpxG6axtpW1ATNJyYxxPWCvuyedn51hrWJa1xYnJcrxd12Od5/mLF/zlv/xXuL+75frySlJFaq4nvjty/QzChhiSlhpXfy0rpo25SPScJtFt+MDpKCm51nIjBIKV6rFlmui7jidXV1oinghdaCyeNVbLlPODMfyInKPiWWstaDqvtu6o7ELt7yfg0dLauRiJ2mtFmHNOypbzmuYudczrd4iYN2LMDmcNzhVyXli0O/zQ9yyLaJa6LrDv96o/8qSc6PsBEDAAVQhuW0PN9dwqQFjvu/e+MR5P33mPTz/7jPF0oB7gbpDGwpTA4XDHd7//gpcv7/iN3/qEn/u597k887w/Znb7nrv7O4IPDLtBFkUrTVunecYgbv6393fMWtm4pInDDcTTwnSaePninucv7/nBJy/57PNbjscJ7zw5O6wb+ODD9/jwG99if3HFOE0c7u85HO45nU7M84h3lpevXogmU8/SGiNl81lS6rbpWPQGGCnfr8+cpJvF28dYi1dtI6DFETo/1jGiDVMLZm10vWGMqm+WBKNGFQg1CJA2Ht5ZdmeOfge5LBxPC85FYTKWQp4KZUFMeWKBCCYLUOmC52zXsdNCiK7vKaUwLTNd6eimGbdEXFmF2BjAVvZdbCKss2J1oUUg4oUlVa6WQh+C+HOljM21q4DYRQwhsO96dn3P0HX0IRC0+a7MJ2varIqti3XCHFkHWIpxYLysN05a61iv4NQK21ys2l1Yh8kZY3wrtEkxkZaFYdlDTsSpg5wlTesc3gdJ7wWHM9LvzVsr62DJ5BSlak2nzJxhjpkQC53PBJ/w1mFtxm6MU7+K7Wtw9KNsSu3XMn1jJJ8e49Jy3JURKupvUwdBpYQpUIywSsaajZ+LU/6SJh6sC3il5IvSxnWRLhuw8QDZmIfHXBkLeVutiKvuR3Wrq3ZZ0x0YaAZeleHa7NtsUgW60Lvq29EYM92n2RxXBZe/3ZvQpmDe2M+a3oMNstJjXwFoUWGvtSvl3xizWmKqu8mPFrYv5Hj1EtYJv/pTpfrwP9pqujLnzJwnUk7cHw5Uv57d0Lc0ZtcFdYgtdF1HCEHSQtpu4cnTp9ze3/P8+Qu8teyGM4KX/lKlFGJauLs7cDgc6ULXDPekDN6omaFtjIOknay492pJvrWG/fk5vgtrarRk4iKg6u7+nnGcGhUuAGRNLdYigAaPC+sYR1nHettMLUpY+/dJh/Zqo7BtAFuoz1etQDP6HFWxt1yD9RmRkmQxhZymkWEY6LoOo1F7XBYmDMNuoGqWtmC/gsiu6xhP0hLDec8SozJuKDCrAHsbsoh+ceh7CnB5cc7hcMcyT3Rd0F6N0vpi6HuGfsfpVJgXy8ef3fHxZ695crnjGx+85lvfepfzC6nau7mVxsfBe/GdmSPWeMZ5YlxmjDNMc+TuVSFPkWWM3B9GPn95x+cv7zieJuZpoWTD/vKC9979BpdXzzi/uAZrGY8jp9ORw+Ge2/tbAZZkijXEOHE8HFo7HyfrX2vuXIW/Wau2vIKXGMUWIWojaoMELFn1SVu2scaOJRdijnhfgWfBOEMIvqXqhMldC1mMoTUtFZbQ0PeWi8tA6MS0NLtI8JL2cepvlGOmJOmbZovBKUgb+sAwdHR9x24vhRBLjNI7rmR8kKq3JRl1vC7N8VotWcllDZIpKtAuymh1nbAtxoplR87EUhiXBW8NtrJGfUcfOjrfEVxQAbRFeBqLQUCQPAfV2LEaLzowq96oFuWYtQEc1fFdmtEWSIWiuQQfekI/0w0DOUWsLcSTpywCMGvzX5mnhCV0QN930l0iybOCtsfKxeI7w5ALS4aYCilK89lIaTKFr2r7Ghz9CFutRoEV1Ej/l5V9qcJpyXOntpgW1oW70cR1FXnEhjRdUWs7wea9K4O0TaO1adc8Kns32m5k811boLRds2s66eHrK0qo7scV7JRchaZrj7VWeaQpKTlN9SdRijw/pLDkmH4Il/TYFwWqV0ymPFxzthfxwecLrCWrxhLL0hbSmj6rKbO3bZUpa79/0bFuvpOWQlN+sKWXHu7AsFazJAUnXQgUchPspiTmo13Xi85IJ3xjpLqnC553nz2jlMI8z5xOJ25vb1W3gHoSSfqpH/oGgI3Jjb4fx7FF8UWFrgYj5cNFWgjYWvZeiqZsnBxrKbx49ZpxXuTkmhhdrt0XOv83xg5q76x5niU14nShQ6olqx5P+v2llr713gnLgiX5RFxmau++Otlbb7EmPdDkQHVlTpxOApCc9/I567XP00LfD8zzLO7i1rHEyPX1E6lAtZZBq9gEXFnGaWxAvGrt9GpT02xyHp5cEtN44urqknma6PoOgGmaOR0PDTCFEJQdFv3hy9uZWO54dTezG6Rn2sXlGcZkrBXDwtubg+i/vBhmHk8jyxiZp0RcRFd2Gidu7u4Yx4mUCkPY8/4H3+DDD7/FxcUTjJNWL8fjPafTkS44Ut8xTZ7jaeRwOgDV+03aPFjnsIhw3pjVv0fGQmkPQvWLE6YyNVExiIQh5SpNoC20qDwga0qUIi1vtprHKvi2VezdnNvXwMZaGM4cF0883ZCxLmO9IZVIjlK+npeESWCK0SEt5p4+OIYhsNv19EOH8xIQeu8aM+S9lYrKZNUVW2a4VLKwNzoF5CwO4U7bf0jFlyE4Q+dDc2N31uNLBjKmDxhnCV1g6HspFPBeWFUdZUpSkQFboORVtiEjcVPWvz6o60pUaVwNUIrdBOGlUJS586GjG3ZQEtZCtI48L5iccKA+U3IvnLGaHqxzuiMXo36SBhsMHuhKYS8Tg5xTgSWLSe1XuX0Njn6UzbAq7HXhq4NJjOxkkY/Lon2dHgqn61ZLToGW161zRk21WI2YKhipxoRtX2UDVCojpb9X4CQmZNUFWk8AjazfAAEbSeymTxqP9tn+nCXvXT05ci5rCf8GdFXw9vAbtvsrLahWkqx97wPgVlmfIjbz1llSKk3TUiv23kgdVoC5Sec053JjWmXM9h6/dXt0uX7Y20replgffrySc+qcKX+zBlscGNEFdSG0lgl9P0j0XTLBB6S1gjR6zCkx9L10pp9SY6yWKOmvFDOGpJ4lpqW6kjpEO2tbtVZKuS3ANW06z3NbzouOwXGaGig/ndZxeRpH8Z1R1qm2T6k3tU7Bj0dCjVYfAPrNv71WcOWcOT8/ZxxHNcrckYvoMlLKjOP8IK1trVM3aqkaMnFzP5QJ9N4pAyuL1Ol0wnkRtVbd0xJzc00HQ1wk7TbPk7JRibOLC5ZXr8Roc+iJybcecLUoo+rKquYJBASene+JcW6B1v39PX3fqTVIUsCaIYsep+qfig0c7k8ssRCXib/2138L7w1d10ujXwOHw5E4L+z2O1JKHI9S1TYMA8Y4dRiHeY504Ywn77zDh+//FE+evkvBMi0RmzJxmbh9/ZLD6Sj+UCZjbWE8Hbm/u9MuAcIuGoPeE/GkCd4rmyyCY2ddq4Cs8+BahauBYylani/XyTaAtc5LtfWE6I1EK5bS2CwcipEAtla2lWYmKd/lPOyuLLtL2O2lT5ghNlyflySgSPLompaTFF0XPMPQsdsN7HY7QvBgDcFYbIzChnUdwU/4mATQ6pydcyEhxQkpJkzOBOek6s1ZOm+FYbFGjVoFpBtnKNbjkydRpDddJ8xV1wW5NlVfp/NotZVJqZqS6jpg6xMN6xws6cZq0itSg9zAU9GAvgb5xUiazYWOfp8xVoTy0TlymChR0mXe0IBfjZeqMSx1fSybIMZ5rM90GDKWmA1nxZAwTCm3+eir2L4GR19yq8yQRKS1e3hlcTK1OqGySw0YbVijlZFZgXnRUmNj1h5mVqPlrO6kpWjFlw4KY2oefmV/2iCvgL8d8TabtaYiCryxgNczXRerh4Nwpagr81W0IkhTJCaRk8OHsE5kRc4xlbVardTJ8C1jvA39zTMggDFhytZI7NHnHi2w22iorBegAYMKbr9o++08gk1wy8MFfov46lU1ejz1eluD9pUSwB1TlJ/L3ITR0zQL25CSpNacaJSymqdVjU4FI/v9rpmLWmux2GbMVtMduYh4tCCVb30/kFLkxYvneCfTQ23OWit/mkM8ht1+Rym12bBtzXxbywDWYOLhtUCrejIxlXY9jDUieFbgUQscKqO0VpmpDqQIqxS8Z7ffizP0KCX5qBu2aLRsG9PGWrXyhaHvmGNsjvHTNBOjNBROaaHvgoI+YRWvnlxz8/qG0+nUTAh3+z3vvPuMTz/5tD3nlakQV2IrqXeqKR4Mvdyb8TTy7Nkzbm9viXovl8WwzOL/1PdStThPUW1EMvM0SW9Ha7m0T7k/HJnnxDQb7g4HhpNUC3ZdRwRevDo08FJKwYeB3S5w//qAMYYPPvgGH7z7IefnV3TdgHGGw/2B0/EIZGJaiCVhXOFwupMmo8cDd3d3UDIpljYfeh8AI41gnWP1J1orNcmJWXVd26KSOmOt86Bd54JNOFI9gOyDaErHlEYf1ZNO2CVhZ4x3LDU9fOk5u/Kcn4uwmRyFCY8qPk5gsgKDZLQi0UjZfh/YDz390NP1QRhW1Qy5Ir5fXRfoOy+VgtZAFm1Uypk5F4rJdMbSB0dnHcEYeu/ovaNzluAtwYsofdd1GG+IOeON00qz2uRcKkBROVbKkRKVlTLgfSfPeUoUvaYkSfEVizpmF8gJ54OAlyjicastUdRQgVw0U1KfVefwppMMnBPvsegtcTLkaYak6TWDiLqzfI+YACtrj5AFlUHMuWCNeCM5B8FnhsEyzong1+bEX8X2NTj6kltBu7gbgyk1qtmky0oFD/Xd6+favxtCRtkOnUAtlGIbeMqlNCOvNfou1HWmtBljw3o0hubRhPFoHJVSO1wreDMP3yLAqwKYR2xUWY+5ps7WVJFpqaFtObMcb26+Mc3V9cH1KXo9Hl30DUKppo0rNfyQ8amffbiPWnG3Pb/6Rn74plS3AIL8QIf0wzYpI3/Y1PZtWym0ypp6rY1RBkNbVYjwVyK6nOFsf0bXdSxqbFhy0ZTCmhqrpbs5i+0+0Aw9xWhOmlpWwaowPLJwlQBLPEiHdLMKt6GmuoyCFTTKs80wcVHAtIJq01KJDy/DCvBbO52NvgTKagFgxOCvirG9900XJCkuy1IbyWKYxqmB9601haSvZAw6tRMwVhytS1kIfacAvDD0QXqB5YQ14hJcU2cVpO124mDufWApheeffcb+TF2yU2yeRUWDJYOUZefGblqG3cCT6ytePP+caZp55513MNbw+vVrUoa+F8NGU0Rr4dxZAxg5Z0qKxOVEXmbImb7rqPqcZZ744MMP+H2/7xf4jW9/m08+/ogw9JQMIfQ8e/oUyJztz7m6uma3O2OcJu6PB8aXL+WeTjN397eE0BE6YQSPxwN393eM44l5mRQIm809Na06TP4AJSaMycqaiBanFBSIS7PjaRqJc1StpcdZmhN27U1YtXsVpEohiIyyykzJvRbtHEa0OwZlLIwcn7eWMFjOrjvOr8AHZZOKNHk1BUwqkCU1SYRS5LpWIfZeWaNeWZuu77FOjvVUTvgk7Usk7WyJyZKNOOMlbUsUnAjCg3UMwdE7zxA8QycAaQgBb8XewQXHkpY2HxljwAcZXymRtZI2pYViAlW4Z3JmXma6bhAwskQcBoolk8lZrpMY1Ev6ymmBis2isbLOSZBR5+cibK8LXsTUztciOKwtOJtxNpHI5EWOwZQERioEcw2SU1YwV1pgl7dztZEKYecDLKk5iH+V29fg6MtupaajUI1RW9b15zpBlAdCmDc5iCbL0by4UMO65Oti2B6CjVBlFaDycJ8PUl5vftfmt0cLdnlA4LQUX96mA/XsygqQ6llhVjrUGHmYzCZar+Coli9TqkC9PgVfjFAeYczNqW6qnTYM2pfd3sCNGn1WEXxtMVDPfVuRRnl8PTe3Q1FrU4npG9djraBuPYJtFVZcFqLSza3UPMuEmiu1TQXpoh/KJavg0a9O0wAqmCyIqJos98d58TJZtMFj0Ykuqw9M3Hgw9f2OGKOWQ5dWbTTrwpdLJi2J1zc3La0qepEN+KkASf9a6lgz1QsKWZQwjXXL2nTXKeuQU+bsfMfZ+RnzPDGOE8Z4druO02lUwGNAy/Crg3YDI1muQY6Fs/05OWemacR5nWh1/PZDr7YGIpaui25MSdikJfLOO++wxMj93b2yW7lVxsUl6iItg+SBb9jGEb6Os1zg+ukzui60/nRPnzwl58Ld3T37s3NylIa9u90eY6025pyZTiORgrV7jAlQJgyW0PXsz86YpomPP/6MF89fA7DbnTPsxH3dIoFR1/ecX1xireNwOOBDx3E8MY0nYOA4HigkYhq5e3nicLxniYsaWq5seX2q6twUN6LZGhDVsVCrfU0LDOX+xKWyzzJHGLTKSYsGil5DY6RAAAWYfSeFBcGLyeU8zVoCL749Tlk6U6pQP2GsoRs8w7mhH6q8IWOMGkzK4BZdTJK5PCcoyRCcY+gC+92g7Wx6+l0v1XBknHd0fddE5rUdiDUa1G3iMiV7CMbQOUvvDZ2TUvc+eAQHFHzw0qTbIOl3ffZsKWAkwEkxkWLWTgkSwBcFRy70LQByISBEv4ifs7HizI6Kra0jzzMYh7FImlD1fUntMerE75wlOLH3wIKzRUCR6bAlEnMkESmirKbkJKnSXPswFm0VokaPyswVTeEJO2BxnSfkgJ+9+JHx1W1fg6MfYWtMS2FttLrZpD2EJUXRJsC6mFaeY/UzouXL14yD5LRBPXaKvHfRaLTyJY8BwUN2qrJRq5i74asK6B6xN9vPppLeeGkLdtiCBSAXKTnVL6BOcm2h3hzrA+aJ9SPNfGCLHX40zPP27S20+8OXV+Apx1dF14JUc1nZjHqs23PZfHRd+OtCocwIqOjSOQqa+tJ9VOfkvu+lW7kusnqhZH9apWKIvHwxNdGqsCYCcELwms4Q1gAVyFdb/6qMq+xCijIykpYNd9AWsXmepUMl4F1P1AXRWOlNFVOiGNRjZjUbFXYrNZF+u2CPWaPCg75nKScBXs5ibVGtTq0oLHR9R993xGXh9c2tCFD7jnkcpdpFnydntQTZymicp1lwl5XvCEG6vGOkJYhzjmme5D7EyGERPynRXYleJau8te97xtPIzc0Nz959l5wLr16+ZBg6qZByUnqechKg4T1ZRcqwjvlarTWOI9dP3uGTjz8lziM5R+KyUIyh6zrOzoQh9Lte/aTE3ymEIsyHtaSyZ5ln7eFnub0/8a1nH7AfAs+evsM3vvkt7m5v2Q09pcDLly9ZYmToe2IcOZ5O+BBEM+M9MQrAmucTKc7cHw6M09juf0pRUjaPGVr9hzWb+/rgGat9HFdmiQLzsnA8ntgWW5i0EE2k63smbVVT+1bWooqg/fQMNC1dBVrD0EmrEk39iMFqaYallCQVbsHSD7DrgmiXWJSNAjZkmOzXUJJqjbxnP/Tsh51UN/ZeWDE9HmFarRof6nO6qd6V4y54Y5QxCux6z64PDN4TvBhAitBfU1xZgFXRoC0DGKlsjmkWnWfKzNNMR4cz8nsmY61vgN96R1mi6O2ypWQp509ksB7rDHlZsK4oMLMss/puGdP81tZrnsHK+ZELxnqs6TAlYXLExAWTZlIq5CIpy5IjJS8tmMopKXMEVfpZjCMbS8JSnBGgTEefE3tNiX5VuuyvwdGX3IQ5+CEqFUXVzd9EI6RaDbWdOGT9XYHLlnyof6uskeRgV3+PN772EQuzZYbaRxTUFRTYfdFZtInvAdxao7wVAaxb1iVEUy6Yog+mlIA+ZF9U62QtRb2R1qo93tz3FxzfF/7+t3r/o79t2bZa0g48OM8mGEQn99YeRlNAxTQWpOXjKVAM1fuqsmcVsG71ZyKUPbY0U023lZy1ckoa2xb9/sIakVcNl3dWyu2zpDmDArGiuh9nXTtmYyzei5t2SrKY1wa8zexQ7SmcdVq1NbVrYVU/Ua+ZMZICKSoglvqi8mCsPr4Nq75k04esiPePs5K+3op47+7vKaWw3+3wwTMepcfaMOwIXsTroqeBeYm6EGkUWkAKsGGeR6wT/VBMkZwyu92O66fXlGI4HEeinlPfSTuIaZqgGC4vL7m7u+OjH/yAb3zzm9zd3XI6jZyd7TEUlnkiasqrguGu6zTFtD474mL+lMPhQE6R4+G+RdHWOT7//AUX5+fEJTHsejXDLKIdKQkfHC6cc3N7K6lFY7i8uGQY9rKwpsTpdGK/33N1ec7peGReFkIXODs7a7YBt7d3XF5fMx7vuZ0mQIwBj8cDuUiT7cpktvtY6vxS+9gZFf1LibrJ9Tmpz4cGXK3prurrrCN03Rp05Y1PnDHNF6sgmkYxO/VQCtNplFYVZ3ucdaKXy7GN804F+pKKS9omZh2PxoHvoestkjESOwILmGxEB6dzZSrS8gcg2MCuCwqMevpdh/VmdZJWBjKnrA1zq5GljMWaIjNZSJHeWbzQVJQchfnzHSUlatrQAPM4iqGllXJ+8dJyLLOiuKJBXE5MecbGLAAyGEiT+heJ7sq4BNlBNuRsKMZRjCeTMDZKs1oh97FOND/LeMJ1nbiKp0UWECNVpNabtq444zCuw5lEygs2BkxylFnWjlwWZY0Wco6tAbnY04j2sWApJFJ2JONIOJKB7Ay2C/hdr+PjLfP6T2D7sYIjY8w/CPx7gb8L+AbwDDgCfx34XwH/o1LK/AWf/RPAfxX4k8A58JvAvwL8c6WU8Yd85+8H/ing7wWeAD8A/izwz5RSXv84zgtqVOD0QX9EcijgKNvKpxox6c3HbD+xvqdNGnbLKOlCWNRYzq39meT7ZD+pTV6mER685asE2KnniqzUb+SH1hRA4eGEuAKjLWiy2PX97fsKIC1D6sK87qN+XusN3gBg67V8eJ0egcoHn/qdbdvvav/eMIItVQoCVMtDLVH9TDWus5uUYjUnbOeVM2UzPOplq7cEVuPAOiHLNdRWJDE1wFkBd20bgDGaJquar1WDMU+TOCcbSymxpTTGaWLWsvu+9/R9x8XFFefn57x69YLnz5/jg/QUwzieXF9jyLx4+bIBWmOFIXWudkUXkJi27FE73xWI5pyarUPt0dfSjrq69l1P6DoO9/c457m8vGS3Gzgej1KlN/QEH7i7vWMYerq+V12UEzFuc6tPOG9Va2QUWEqay3rHtMy8ePFStFXGUdNs5+dnAAzDwPF4Yp4XQui4vb3l048/Ztjt6PueIQTu7m+lXYoyRSkmlhKVtamthSwpRs4vLvjFf/uf4s/9v/9fHO/v6ELgcDiIzsOvY6DrOrowkMys6Qhhort+x+l0atWi1ljGceTy8hLnV0H8zc3rxq5YBcQpJ169etWqmz777PMmoq+AWDrLa3oXHjz3UvW6snqlFGHaijCW1rnGaltbGR30maljILeClZo2FTbUN1AlfxMTyK4fdI4squMqCubVhLameayk3HLS77GOkgrkooBY3Ot3g+PsLBB8AROxXtg4s8h7pVl0omRbbecE6BrHrh/YDQNd3xG6gPXVXNHgnFQoOmtJthZZCID0zgk8zwIgbYFgHV7L22sGYZnFVXzoOtISJSWHZTye8KHDBWGB52mRwMSJg34xBuuKNPcuop0zKeFCAGvJywJOQBVObDqkjYjF2IBxAeuENMuptvBIlCABWj4t+F7SyGkRbVgFUjlLWtuUQomT9E3TggnrxXl7dtIbMZcFk2cVvwt4LZrCzKW2NBHWNZVCNkVTfga8xfddCxC/iu3HzRz9E8AvAhPwEfBLwIfAn9D//hPGmL//MWgxxvzHgX8ZAdU/AL4H/EHgvwn8A8aYf2cp5fj4y4wxfwr4PwE74HPgrwG/APyXgX/IGPMnSymf/rhOTjwztmyIaWxCTSVtQUZKkYI8POUtd7RG+sZI9UylXivjU71cSqalYx5MOHar79ninbcAsQJv+gK1lfkB49R2wcNFbct4vPm67L8udE41CKVU9uxxak69iuCt12Z74KWGJz/GbasFcq4yc6ZVUjw4r83/bq/Tw3stnElzcW5IaP3cpoB9e3qb27W9B2JQaOx639HFqQp7c6mNJ+UTtcpx1jYUXegIKs5eFtEoeR+k3FwXwMvLS0kZdD3ee56/eM7h/p79fq9sjiN0Z1quTRNyJ9U7dV1PQTyPcinSCJbqGq8n9/C0GpuAs4ohk16Z2ljUqqZKFt8YRdskZfxdY5SsEeO/apbovSz603TieJTpoppleu+xyXE8HRVUCAADaU2S8sz+/JyL80vG04mbm5uWvkzaNuXdd57S9x2vb27kWXWO7LV0vNSKOASMGSMtJBZJ2XjncN7z6uVLfv3XfoW+C7w4HYF9WxhD1+Fd0HFgcT7QDzvG05EKVqZppORMF0JrXOq9k/YjSfQ5cVno+64xz8sSmeaJeZrF7Tt4ur5jHI/USsaqBxynuQmgW7BmNAAsCFOkrIazHoowhaHr1nFe1qrb6i1WHeBjiuQYV62dauUqE1qrvhat0uy6rrWgsFaCgBjFCT1lbTHhvDLSEthUXZzUdClzb4r2oPMMg2NwhWAz3hSCMVLJNk/i7mzV3dsYcBZvHIP34oY99IQu4ELABa/nbLWiUc2ANcCyxtL3ASjkmCCt4MhbcaMGFLxBybExXznJZ7z3lFw4HU/0ux1YS4pJHLOLEd2Q3mdTxMCSnDElQ4pko61C9FyMk3RVsVbF1Ek9npIEOK7gcsbYLKmwJFYMy2khDB1G4IqYY0ZhEIVJTpgUsTnjS6FYeQYwItVIecGWhUzEligegFm+QxYBC8brPFCNK6065Bu8dfQ1O/EVbT9ucPQvIizOnyulLPWPxph/G/CvAn8n8N8G/vOb134W+DPIFfmvAP+9UkoxxvwM8H8F/hjw3wX+C9svMsZcIGzUDvjngX+ilLIYY54B/3sEpP0Z4D/w4zixgkSEuoY2MOKcwxTTmJ2yWRQFDKTmEUGbQB8utLUKyFQGqLEDsFShbVGnZXncVbhdJ5XKUtSVFipD0/6ui+tDYqg8Wpz1c2Z9qQKa9fzk9ayDupaOS1RpkGaBtlVs6ZVowJKStW1Dboew3db0kl6/B2/6Enzq20DU449tWapSpJQVNbP0XiKwB6L0VcfVbn7db6GBQYnakrJPGjm367IFW+u9qyf95pkpI9h6stVyYvGSqSDUOwEEtX/UqgGSRd9Yi8my6IGWzWq0vt/v6UIgl8zxdOT29lbYF+coxayl88DpcJBFU4+FgvrkyOQ1z1rh9gA0r2nTNio3ILC2bUEnvNrdW6pSpKS/7zqsc0zzzP3hHmMsXT8wHo+MpbDb7SilcDwdwUj1XG0E2/d98+Gal9jK6OviHVPEO0/XeV3URHfyjW98SPCB1zc3vHr1imfPnpJz5vPnL7g4P+Ppk2tOo7A3N9qnrhSJjguipagtRmqKpOu65q7/7V/9VYyR83PWkIxhSYlxnARLauqpZElvTWoqWbJ8hzWWeZpYouhzQggUm6hp/ULheDwKw1Sg63tN62cMmSVO5CKpy3meBXAVrRBzYlC4LJHWJFvnJWkCKz33alotb4KJZnZpVkF6rcgE8CYoS+5kQS+SBsw6t3jvtcIrkEsRIfzpxNB32L6jFEm5BS8so2kO79LGYhonSV2xAWnUCi9LGDz7q56LS8uwi4SQ8RacQdL8hSbexxYpZ8fSFSnf3+0EGPkQpPeYWefykgUAZyfsY9Wfei/pwOIceUmUVHAFnAZSIUjqfImRTisca+BSWbFliVgVp+ecW2sd0Rx5KdhQqUKeC9kiQKgLwhAZFTlb7bGmbUKMsqWhGwhdT/YZ5zLZCSDKyYo1i1oK5DTjg6dYCSitM9isVa0AKeIKBMSLjlLoPRQPxWYiC6ZEaABJQVwGY6Sfo7HV3V7F4MqemWJw2bxV1/aT2n6s4KiU8i99wd//P8aYfxz4XwP/IBtwBPyTQA/830op/9zmM98xxvwjwJ8D/lFjzH/rEQv0nwXeBf4G8I+XUpJ+7oUx5j8GfBv49xtj/mgp5d/4nZ/c6t0CIHUDWuZdGSWQxb+sHEHRm18XM6PUvkwaUpEjPYck6lxTK/KzOstiNDWji00pWtmzrkYPGQ6Q3Hmtj1QA81aapmEq8waLUXHVttqi7QtaKukBfmnam/XrtszRZjfbD62HAQ/Oi80+Hr78lgflLaTZG+fKCm5hZbZSrtfcbM7/EWO2vX6P/lk1EzUVWV+o51yF2m87purFZFBGQuqUqSC3WRDoIVSn9mxkLBlrqFr6aiKKMZxOp8ZmWSeO1/MyU/2DxnFsYLuCd2cMk4p9+0FEwfteypfnJXJ3ODLPY/Plgc241evV9z0x5dZa50F+5YGi0rS08vl+z9XVFff3B+nZFiP9sOP99z/gcLjXtNqJruuwRhy9x2nUNiyGmGYmPZ+H96poFCsNMU/jqN5RhWmeVs+nXFiWl7x69ZrLi0tlRwzH45EQhDk4HI/0XWA39AJUXM88jmp6KOyOeEHJsynOzvLMe+8oJbRnWdpm5MaizMvS3IRFHJj1XgozdHN7y9XlJfvzPTc3rwUIlsLNzWsxftR7m1LUFjOeST2RjBE/q5yTFI3kRFwiS20gXArTklTvY1TIX5qAuv4dTbtlTWs9TI/rM8P6/Ndqqhgjzk4tLdL0cd6rJ1AvdhApk41oti4vz1lmqeK8vxehe6ieU8gC6nQh98rg+doyBmHQTK0oDLDfB54+6Xj3Xcfu3OKC2rLELEHdkklLVoAq4Mhh6Ixn2O0IfY/rAq4LVNlDTcWKjUVujCLOKvAvWmXmtJosaxuSGjQWYimQMlXWbUqBktQQMzEvkWAtyzSpIaQH61gWLZF3Tgp1UOG1F0uJuMxYL2xMBUjFaicDbUTrQ0+3ZPpc6LoiACmLX521huwsJTl8kCrBTMQGS8aqD5Q2KbEWXwquFEyKmBSRgtDEVGaCFUF8Kgs5L9icsEVK+w0Gq3OZM14YOe8poSO7QMRgszBLxqyFRj/p7asUZP+K/tzXPxgZxf+Q/vpnHn+glPLnjTG/gqTK/kPA/2Tz8n9Yf/5LFRhtPvddY8z/A/jTwH8E+J2DI8R8zOogE++OLSuj3600bsMKOvHWhotSZryaJNYHWbpSS6QjBllpbeRagYiV1gGNhYGNH9FDRFBMjdIfXJi3nFVN01VUUSP++pEN6jHAo4UnV2O3epxF2ZXNAJa9bnRLPySPVkDZkrL+oe1jA/y2KOhRU93H6c16KA+bgdb/2bA7+v7aSBfUPNE5AZ8bYLcecN1/TUEYNU/MskBSeNA6gRVEybWv1399zXuH8V46m+vn8voN7T7kDEteVl+Z7TXffFfTjQFGwjTp22QNyzKTUqYfBop61AhLpqkMY9SMTiLYZVlYllnTRbL/al4JkmJ2ztL1PUyzdKx/fM0q0N7OcUWi57u7e8ZxlNPMltvb28a++ODFY2hZsFbKvU1tmKApnJTkWJJB0pIakdZrJgyJ5+zsDGMkRSGFBBLthtAT+r6ZCAozJa0wLi8ucNeew/0tp+MBH3opltCGnN47lmVjqaC3ynvfnJ/7vhcHfSuGpLlIXzBrLX3fN71PipGoTURTjM1T6nA4CGtlpCWMD5LSOxyOhM4rg5gb+Eg5tWCsSgDinBr4rgFVHSdLisIGtOehjqfcFkPqZ6yV5r76l5rqNHbtpyV/l9TwyhaLCNsH344rpigAMgSqELumNW3J1I/mrK7X1rbGtY2p0Z6RxqhWM3jIGWsyXW+5ut7z9EnP5YVhd1Y1aCPFWmJOwlpYZcicx+IJPrBz0lg2dJ3oeLDkbCQtpYy/2GoLG5IN2OCFktLrYdHKM2e0dFmNMUvRxtQwLZGctYecrjVLKiwxk21iWapwPkmhRC5E/UAx4j1kjSFTiKZwnGeMFjbEjDC0er2SgW7o2eHJZSYjYM/npKlKuYc+O1IRDyfvHKY4SGslnjUGV1AvKYPJCVsitiyUPGPLgi+RwoJxmWmJGCKlRNHoZrTLgRqGemHvTddB15N8INuOVLTVyKO15Se5fZXg6E/ozy1Q+RaiSQJhiN62/TkEHP1xFBwZYzySovtbfe5P6+d+DJukTHJlgCrbUVkVqk5ly4vURRDQwVdFjQWZeLzmgyu1nKkTW20fUlMZKE3cdrcCJE3fbKNzsyFz2ma2gKIeXotXeLD0t0X7MRnzkOXZapKaoEn322BMSyGtoG49iHW/D1U5X9xtra2rZf1L2QCkQm2USBOOoqmU2sJhtUN4+KDV99SXvKYZakuQmrZ4cPilzjvauBEAFcFqFZhoV/KmckfP8tFznnNmnhcFJraZptV9127ylfl6I27fkFMV9NUKtKQeQsKMeRGS4hq7seh1KrlgHfS7AShEFaoe70+M0/iAmaqLaIqVOTGN2app4Devc9n8eXVjXxZpeeK1pYmkpiR1FYJoN7qub0aLIQQFd0l1LQ7vVl+XVETzUzVBKYvwuBr2OVvafr33YHpC13N5ea1pMqkIqgJuAUwwDDvmSUrwxbTQyrxQ70kFu6VWFuZmXilpV6Q1hRGdiDBKaNsPoz5MEaapWRNY69jtdkzjKHosFb2nJI0853limSZym1/0PqpIflFn+Pq3OsdU9/PKijc3dOQ8tAYAYwxdFygqIZAszdqrcFuRtvWoSkkqxmoKDoqmmwQ4LcvCIg+qirItxQpjNc0z3jlNr/YqFq8Cd9eeh9qCZjWDLA2wWwTwdJ3j7Mwz7B1dn/Fe2uck45jTDEScM+DAeY+3AZsDoXh619MPO6wWP0izVk+hLtgKES0Y4ylmwXlhQFzwOCsGjMasPcpyEUQRESG1MY6YF1JeCN4JaLAC2HOBOElvPzFrLGATxTjmKNYaLgRsKaR5kgovbxkXdbK3lpgKxViMdWRjsJ0nYohZXNijZipCCtITTu9tdNojzkI0kL34DRGc6P2McGK+gC8JR8KUBfJCyQuBRDCinVxMJpkkbutFXY1KUa82MN4IwAsBGwQclX4gWk/CU0zYBJY/+e0nCo6MhG0fAv9B4J8FDsB/bfOW36M/q4D7bdtvPHovwM8iqc3t61/mcz+GTaqOapeXRq9WbkNTMDUiQ0WGtfKoOj3LArzqTirAybVz9KOIv+j/vOFxtKkkE1FohW2PycdHC3r9t6F957blRz2fqp15kBZ5tG3FmysJIn418tmqN9qCx0fH8hYgZDCabiotMnn7Ozcno1vVw5S3HHfVAFWPnKz+RnVx36LBakwo5dnaB+wtRhtyepuJTxfHqtfailSTmt89hIKbBr5o9+7qVaXRp6nnYVZt2nrWpn1nO9/Gjgl7kRVlO9VDtArIUpiXE5RCCJI+s8YwTtJtHmM4HE+klDRdlrRvWWrnVoGo7K4wjZoCMCu5tgYRm3tsAHXKzuot1PU9wzBQG9JaDF0vpo+3t7c8ffYU7z3jSY6p6zooRUSqGkSUUgGyVNQl/VKnjVQPx5NUcakuZF6kHLwvkF7fNDC8V03TNI0SxGQZyz50TOOJHBPWSNVULKJLWzWAOoaytH4J3hGLgCXvA6HrlRUSF+Jpmri8uBCgoyadSS9gLReXPnhR9WWZNMcG/qZ5VJDgqbolr7YOrbydoueGXg/Xxuj2yV4LD4qOTaPnIvfbWQF00h+Nxt6VIn31JGCwzdG73uv6zK091WpAsmp46rPiTAXydW6VIGVRnZM1BpfFHTyE0JiMmgpE52LnDbuzwPmVpz9L+C7hQsSSsBnRAgeLjYboC852+NxhU6ArHefDBUO3w9mA8z3GBQqOUpSpQo7VaJRkrce6jHGO0AUVLydJZRnROOYk5zlrcYNXG48co3rHgVExvbFiRhp17KVSKEK5ELM2Pi9RAmsKi8lka1mSmHIa41lSphiHdR7jDL2z5HERM8jimBfxsOr7hHPSa84riE3RSK83axmnCYYOi4iza387Zwy+JCyLgKM4k/NCINK7glkymQh5IS8TeZGHw1svInELxhTpLdcFTAjYrqeEgRGIxmH88G995sgY818C/oeP/vy/A/4bpZS/uvnbE/35ujzOC63bq0fvffzvV7x9e9vnvnAzxnz/h7z8gbxpy5JUhQGiuDebxftROL+mOOq/12g5JdPo78oG1Mqm7aRlbPUNKs3BuoqG10qm9fsNNB1LbWL7BtNgKnPxSCCsQGHVCJX2/nrudaFuBEAVZjcAVPddwdXbL2xhBZhVT/XgvtT/rce+IR3qP75o4GyHVAUTqeq0iigjrGrHHjAum+tQdV1mcw3ftq16oy1gXfdXlLVp32NoLEvdxPlWojZhE1ddRtVElbRhnnTxqHqhsjmWCkZyziSU1aIucJsWD3UsFy3Hd5ZpEt3KOE3sdjtdkBO7/Y7ziwtuXt8wplNjV7YMYl3KYqoVaFXgXxoAgtTYSpRp8N5LiguZmGsPt67r6PueJQqbttvtpBjBWnH8jpH9fo81lvv7e2V3xFCy3nNjnYim9Xhauqfkxqg5Hwh9Ty4CUC+urvDa0y6l1Jq5vnj5gkkr6eT5rL3k6oIuypIKPJ2zzSE+ptQAsHOOvh+4X+5ZloWz8wuWZeFwPMr9zMJWBd+pi7CkMWNatE9boes65mXWyrw1uKnAyqieMSsbWJ/p+sRUoFOB/UNd23o/K7u3zEsrb0/6N2Ht5P7VsdXAyVbAvz4oddTVP7TvM6a0lFl7bsp6LWu63HuHVwAItGaruQWiRYGYJXjYn3VcP91z+TSwO5/xXcT5jM2FYos0nXUG46DrHYE9Pve41NGZgbPhAo8n+B7nezBe+4wJdLRU0FcrrEQL1Q89KS5kDARHIpHaM1hIeo45iyFrXpLarOTWGHyJMgcIOJL+nTEX2acVqUcxhrIII5NtYS4JnFeDRanUW2IW7yIPwXUIbyNO2UuqUoKJlDMhWPrgoThSnOWdptCHQHCeuWQ6i7CUzYKhYEzGsGDzTMkzJs+YNOKylPDbHFHZNQllsSk4CziDC07cwb3HhUCxgWycXGPriF8w9/6ktp8Uc/QDJK0VgJ8B3gf+FPAPG2P+6Y1GaNCfb/U+0m3Sn7vN34bNv7/os2/73I99yxvfo/agN9ikk0xNQSTaQltBUamLhoKeB+zNNvgvmdq7qlTR9wMLfxoQE2C0ZRHsxndkA/CQB9o5TTU9Em9vF/jt1gTKFdCACObkxfa16/GW9o1v29qE/QWkktn+XAPaDe/y5be2YOovuYgAswp00ai1HnGBNZ++BZBv+eKVUVIH2bJ5k1nB34OPbZBeBRmtz1gRrVHeMFXOyESOMliS3qjs1GYhKhKdinP1ahkRfCCm2AS2UkoNzko1jGhURCQsC7hUQ4mfkuX1qxvG8dSi/tpeBGXDHpxNC/pLAwSt6lGvhy0riDPW6mKeKVHsCJZl7e9WK6TGcWwmizlnDoejOpBDNV/1zmqPNB1bxrbnSxgK4X6d9zjnGXZ7dmdnhBA42+0lhTVN3N0dSQrAhmHgyfUT7u7uOI0novOtVN+04ERSJyWLGaqk7WrlXwZTCF760e3Pzjg72zOOk2hwfJBGpTlp64yF8TS1cVmfeakUzeIjQwUktfVLrRQ1kLMuQo+2OiQry1KfjO04bw/L5lnU8VwQjaSxlmHYyTyUs1Q8ZTHEzBWI1edlJYC0SnFlUp1WeNWUXNd1AvzmRQTm6t1U078VzDfzVQX7Ujlc1N5Ce6tZS+gc+zNPvyv4kLBWq6Qqm6igJnQeHwaC2ePzDhM9vd2x6/ZQDM51WBNIxaLt1yqnJePYrtYFLniGYSDGmSmP+M5jSkKMKRWoUkQLlICUyXPEW0uJWYOpaiwr2qJ5SaSCsEBYYomr5sjCUhKR1HyPJIiQ1iYxibeSNR7rPc4HvPO4IA7qqSSWVDBRZAApF9I0YvQ6Wgp5XjDDgMEyj0XEw53BOoMhgqbUTJ5Bf5o0YUskkIk54UrGG0NWp2tDxpZM5x2+6wjOyfcpox9zJlhhvWtrmi9aR37c208EHJVS/lWkdB8AY8wfB/4F4L8OPAX+c/pSNXfsfsjuev152vxtawrZPfr9h33uhx3zT33Ra8aY7xf45gMmotSUhkbGjXbWx2XDRLT13NQovd78Ddu0ieI03GpUNWxZojWieoNsq5Mo5YEYO5WVGXr4mdxElPkR0Np+l14DOS8FRA0wyIvq62MaONrua12w2/z4aIBvQdhGabSdnGuUuL0vb+znizd57zbVuJm0Ye0nZ7Yvr2AX6lz6CMG167JWa1VG5PHRmUd/e3wNdCC9oemx6vGyLl6sTTihLcrogiTg2LAFSqVAMbkJX7Mp2CIGdRVwg8EaLyXwWglUSuF0kkcoxsg8zRhjZOJfZk6no3yuVVmZVvUnxQUixl1L2VdndINp6Zp63FVzVSu4hIWIGtGGds1KzqQEQ99LA91JUjnOOh2LkiL0nqYzWhulGoJqWGLKhH5P1+/pQk8uhZevb7A3d1LZpWnq169vMPYOaxFNSFGvJedZlrlF+vUetFutqTBjVmsE7z1LEgO8oZeebjEmQhDdVJLHqGl0jJH0VYxSuVXb/2zNNuvQbP5aj4ZfvTd5o3krlb9T4FzL4FN1aXZrIUEpwhRs6EkNrDzLPCrDk9V/KLX7+rDFh/ri6PNenbDZjIGUc/MpKjo3oVWWAszU08dUYbaUwhsk/WqtGCuKJktYE2fB+4I1EaMWJCUjpoxoWsh6fLejY4cve3zZY53H256u32ug4ShFPIkya01eLmr1I5EKRkGc7wL90BOXWXRywVKybZWNucCyJHIs2CwWAsmK3UIttElFGrLmkhnnhZghFXnG5lTNEgFvhTlCjBuJUXSQpTZ3Eg2m7zy+k2Cg63qxAsgJQ8AYSdnFXCBGSlqwRnTlXqYfZjPhXU+OiTjPzCS6zmNsAS3TpyQ1elzEvTxFAVlGNGDOiL9UQXRVzoG30mcumII18syTEpSFYqtld1XSfDXw6CsRZJdS/nVjzL8P0QH9o8aYf7aU8h3W1Ne1McZ8QWrtif58tfnbq0evf/wlP/c72h6kW+rDTjX+q+GYirQFOT2klDcTaB3wsgA9/A5hK8oGFKwsTgM4jY0pDybFqhGSeblOOjU6fLDy62vpUX/79Twb61WgoOWuD4AM7Vgf5ptWBuWN/aHH/uhOvwElHo+Ex1HsF2xvO4ovfOeDW/PD3v1FkOwh/K3jYX3r+npp73rLEVacpiCoVi6CNKcUkLBqqEraVkOiM/2Gzavjo7aw2RxlTdOtFUVWvbSgdqAX1+Oirr+J41H0SD54Qhe2e8N7eW9OqS2miaK9zAyn44lh6JuxYz3dIhI8TbUlrHE4Lwxmdf6e5wWDod/1lEWasFrv6btAKYllihAC1jm6vmeZF/VXkQVLBMRVp7eej3WO/X4PpXA6zdJ5PvSM49x6vflONBV9F7DWcDgcSClxGkeOh4Xq6rzME1E9lASgrNDfIHona9wD+4F5iQTvORyPhHDJbrfjdJpE16YVgpWEM8YI4EixMYCwmiaK/cCC86sGSIKW8miorgHK5kf7DqMMjqEoU6NBWRtP9dxoY12assaHBpBZvG80RGzAXgoZjAASu/bls2WbNhOvnhQTixYlVDbcWosVNx15ThQwibGtbZqsyl4KcHIEbxiGwNAZgjWYYigRigIHWywGh7MdHTsCOzw7PAPe9xgTsL7Hik8vpai8wajcoGw1plBbaxgrJf0+iHdTmiftYybzjng8ZeY5scwJih5brXYsG+mEER+seYksCRKWOUrPxVjESdplRzEiPk9RGUokUDDW4LzBB8ew69gNPbthTzfs1fvLaGPYSIoLKRUqw2dBNFKm4EvBW0OMjsUWJgq99USbCV6q6EoRm4eSq59dkguXJaHonCEkIzojNBVtDd6ANxlXEqZESo5YE3FFKiItRowpKTS9yE94+8qq1UopHxlj/gpSPfaHge8Av6Yv90i7kR+85aM/rz9/bfO33wIWJG3387wdHL3tc7+jrWGjDcNTzMo2GGjVUG8wBI9ZB2gPtwQJFfQIY/AQx2z0Pw/+y5sJWbYtSMpK9wMtWq/HuS7vFWRtF3ValLcVwBV1Ra7sRtHPPzw/8+jn5ioUNuBqBYoPtx+FD3rzk2/7fQtlyltel18Mj27bl/um8ta/wmairm+qgGetuHh4hMKS1Nfk71XXU6uTar+mGlnmvApmJRiupe11v0YncKN09erYnlJqpd9OLf+bxkOPoRoXhhBaqq8ypc5LM9dpmsCIaHqepQR+v9szTpMyX6bpYKCmA3UxNjXif6hNq5YCdf85ZxHcbtjPgmqnYqQ22q1GedbYpqvKqt+pYL+UIqmsUugHaQNyOB6lHcjQcVB37a4TTyQQa4N5js2RPOeCD4F8yHRdAGNYlBnabiLGnvT6+lZZVYo0HD6dJnynRpzHowjRK1toLDHW+6OfI4v+IkbmeVK7DwHUTt2UBcesAA2zpv9h1SbW57EykGUSW4PKK61Grqs2To5djqHrPCFICwupHivUBmvSgss24CD9FFML5raaJmnOWkvx9R7BWgGn4K1WbVYwla3FZoO1kiLLRlg1i2i9+k50XefnPf0grJzBCjLKysQWhyseT483PcFuwJEVfRFI2Xpjx03VZ+l/9fdarsg6D3tttWGdIxYB31HZmXlJTEtinMUXS5zKV8awVhCmnAQM5SL6oCIl/pGqJwRHwdqCx5GLMJ5JNVxVp7XbdVyc7xj25/TDjt1eGhxDZlmkCCA5xzxPkjIsUoWYjWiOpJiksERpLhsoLN6wWOiMxRpN96pwvBRailPdC/Q51R6ceV0pLOLMbZGUZy7SMqe62QvZYN+6jv6ktq+68ax/9PO7wCeI4PkXEZPIx9sv6s9/vf6hlBKNMf8GArR+kbeX87/xud/ptoIj2l3dpgV07tdNGR9WxmTrqFrfIgvFw78ZoCg6Fh22MgZabVIFng/3s23iuXalNqYKsuXBrS0mLDWVprvQaGatotNqMzZtTYppqQ/rrJbJw8NwdFu5Vt4YzNv3l83ntmLst8OjL4Q1P3R7sB/zRfvW46prRmXeNt9lvtRXPtr7D8N55dE1McLACU7elsCjotdVFN4E3/p6rcqyZi3bX0/AyGSk5zXNq0SvVsLJ+Uk37lqefRpHTocT1lmGvqcgFW/zNEIpWGWMkmqFvHPKAs3CdJWiACdvmLAVfSrOkmonHZ+pzpb6XcPQyYJfCt74tSluqiaArun1cpJnwznb9EsGdJ/iKYSRsuWCjPWgQvPT8V5SXnkhpQ5yhGJY5k3qEpo+y3rHOI7sdgMuBJZ5YrcbWGLtel51bPosIdfdGhGDX19fM55OXF5fY43j9u6W9z94j8P9kdubW6K6UwdlryoYsHb1cmoLbozivaODqBuGNnKWeW5l9A/T47B53NpoKAWdY9bhWxlGKY2n7UN0KZkyy/2OcWkielkApV1K02GVTG7BlrBTwpRqk1bVgtWxIbpMNWV14pBctXfWrOlYuc4KEHNG4GOhxIRzGWzAhYwNhpQjPoPNAYO28sDjCAQj4MjbjmA6HMIaQS1kMOv/GYMxa3VfZWSNPkdZmR+UKXLBYbylWMNSMksuzDFzmhdOMTPGyLJErSZ1zHFRoTV6XolSTBNY51y9zouyUFI44hSbOa3yLIi8w3vLbui4utxxdXlOv7+mGy44P7/QBtQRP3usHYnaiiUlaWqc4qzgVsDYGCPGFEzwjPPM6KF3gWC1Ek/BUV4mSl6EIcuFpOnADBhn8QZiFO2UMVZdsAVfKqqi5CTjykHxapbZguuf/PaVgSMjbUL+sP76SwCllGKM+bOIBuk/zSNwZIz5k4jH0QL8Hx7t8n+LgKP/lDHmv78ReWOM+Rbw9+uv/5sf75nUL6kMQPvOFt2UL1gRHwuiBa+sE0bd8co8GUXXlSUqDdCs4uCVRap55TXLJfvYMkb1Id8clR7bdp+y1UUGNjqETSXJel7rfuq1WL2aHi6GDy/hIy8jsx7DW32a9GseX9+Watic4/bc3raPx69WJkMsAGxFqCto2oK6DYjbHvuDf5TtCWzZtLccTtlqQNbr9fA9ujiyanoq4EbvdZ3C+y601IixRhs7lkdgmVW0L2i5MRYxRkwx2vlcosfxdBLvodCRYmoLIYhuCSMmkaEL0pxTu65770maEssU9VDSCLCmvKwRQStoKkIYpWmeKdNM6Dp2u8ASlU0qRZ2RnfafW/1thmGglFF7c6m3VMp0fSfg31lpJYK4gC+L9DQjJ2JauD8Ie3e231OK9Kkbuo7dft+eAYw8QfM803cdcZ4Zp7l1GgcBRkM/0A8D1nnmeSYuC/uzM7oQGE8nPv/8c549e4cYI/d391xfX3N2tuf1q9fc3x30+mTVm0mJfGWAT6dRmspW/ysn53o8Hltq1HpPjlLltjWdLaXgvNyzeZ51UReRehWugzou5wLkB894oRriWhJpbTJdqhEket3ndX7bjmdBXY1ZWIOirdBaGSonbVRCCO0xqnq0WvhiNw9LZSCFaTXktGCsAJmSJU1jctUoWRwOT5DyfRtwRv4z6Jiqc0WtSNZZyxgjom5TjwG1kVjBnViYqKmitxQDEREZj8vCcYntv2lJxGJY0sySsuq75Hk1pTSzzTVtKBYNhYQtSMVa0UIQvTYYYdCGPnB9tePJ1SXnF9eE3SW7/SX783O5V3HR62mwTryUpumkz6OMoRgnnAWHY44RR5HKtZiYosWTwRZKSdi8UJKk/+U6+uYS7kjEKEyzaO/Wydgoq1xSJptCSgsZAVFzysyVXf4RguPfyfZjA0fGmL8T8TP6l0spv/HotT+NlPZ74P9cSvn25uV/DgFG/25jzD/Jw95q/1N9z79YSvnk0Vf+j5HWI78f+B8YY7a91f6X+l3/l1LKX/pxneMKaOp5wQo+NqBju94b8eopFRE35FsaYmjVX5vvkA+raNEYYhVst5LcOuloJFPW/W2/G/1ag+qkTG7HWCcX/dY3WB7QUvYGrgw5Vz3CQ4BWwQmwAUabc9ru1Ejapwpu68Jf27A0hi1/Ecx8tBWoIq/t/9LuyJfcD5t2CXY1qmuvltJYnAcg6C3f8GZ0Yzb3+NErj/5exdit95hG9TFWdrDtsd3Hvu/E+2ccWZYK4rL0JHJePGNybgLsGFf/meolI1440hKkGg5O00Q/9Jzt98RlaVWVUqEGkJuo1mlvrN0wSP8v58jOU1KSSpOypmq3PQZbmspLakbSYaZ1nTdUM8VCFzo9Zqf7Wbu155RZqiDYiit2ytK2Y7ffS6uUUhiGXoMIpfxzIqVI3w+EQbRLx/FEFwJ9F1jizHIz63FEda1eSFF0WF3fcTydmqjfaHokxoiZZoa913YegbOzPbXNRBcC9/f3GOD25g4w7HcDT59e06kbdkwCwpyVXmxV1F21SLbrONvvSVm0OteXVxxPR46nE5VNNNoLS1IcMk+klJvBKIB3aE89midUFXHXtExW5kKq/laxdmu7Yyx9CBRMS2nWXliNZanAoT0PRhd2+U75DjFwdDVVV+T+i5fRqreq7GkuRbre6/yIEa1MHzz7s45iZorxGJtJJdO5IACpaFsP63HWY1lbj8gPTXMjc5EAFKMNbXOFK1R+UHReWrmotWzC1Mv4z4gh5hgjY0oc48L9ErlfFsZYFBxF6qMlAK5gsrS/aQGEsaT2/fLGtR9r0YbEwgTvhsDVxY6nTy64ur5id3bB7vyaYX9BpynceZ4UrBqsW8BItVrJoueKy9LMNlOpgcWEt5nRFnqT6Yz0pDQUsUhQ3ZIY2XplvAzGOEIYWJaJVDSdbzooVnTcckdJJpGKoZjMsiSO88TsvAadX242/51uP07m6AL4p4F/2hjzCfB9pJLsW8C1vucvAv/J7YdKKb9pjPnPAP8zpMHsP2aM+Qz4g4im6C8hIIhHn7s1xvxHgf8j8F9EbAK+i4ClPaJL+kd+jOcHbBeyDVNRZKJN2pphg20epEKoqZAtewQYzTHXidVuOg9XDUkVlsqE8JCBkuOqaa664LxB07CyUutWHhztWwbdliFqzMmbrNCWjimPPrp9ub4gk/CmzLjU61j3aURgWD+6Ocx2zd88Wta3bgwsaYHt+u9HH67VNt651YIAWhoSaBOECGddm9wr8BRwJVVEtfXBA4YtV33Hm8zW9niyRutrB+o1WlpB7AqScoZxnHFOHHFr+qG+HoI0/JymCekgbgmha+X/EokLmChZSs29c0zAsNux2w2Mp1H7cMmOuxAI3Y6+75imEykXaesRLcfTKEBlmTkc7h+abVJB86qNQ5mPqn3qutDSuE6PLaXcdDvj8SCAcNgTY2IaR5wXp+tlXgghcH52hjGG1zc3DaxXx+3KClJWRmIcZQHb7QdljZSNzYXQeeZ5au0ORBwd27NYqwuLVR+nIlU/vbokn04n9rsdKSVub+9UbCrMyTLP0sfNOXLK3N8fOJ2OXF1dcXF5wfF4Es+pcaQ2sM05t1TbNI2kFDUNJePu8uIK7zyn2vOtiKgXVpfq9bkQxihl6flViqQbKxPnlLmpYMQagw0iyk+xpntFWzQMAxSa1UJ9rtZxmnTcrkFkCH7VlRiDcxJkRm0Dk/W+V8PR1tbCh/bglCTtYprrsnrmOGcEmO4NmCSSlZIopVa46bHXp8sUpK4+UrLBFKeBpWj8jPX6Xqm6ygpQLFI4YWphRBFj0OAd8zSTlrm9VpvtLjkTS2bKialk5pxIxRJR/yC9QFlZo9qv0jemOLfKP82qS1WenrdzhqF3XF/ueOfZBU+eXHN+fs3+/JrLJ+9gfMBq+xVjxUsoFwOzlQrObsBQpH9iWrBFvcJKJmVJHx+PRzo6dn7HtIirvrXSN844AyWQSxKDRxcwiCbJGI8PBpMyRDB4jPEq/oecCtFkprQwxplTshxiYlIPq69q+3GCo18C/jHg7wP+AJIO64AXwF9AUmb/i1JKfPzBUsr/3Bjz64h79p8E/jaksu1fAf47pZS3lepTSvl/GmP+LuCfAv5e4A8hou4/C/wzpZRXP8bz+1tubwM+W6PGtVpr/UydRFqzWp1w65Y1UquAqFDn9RVB6zcBK1u0pR43pJQss9u12awtNZprc3ljF+1YqsCzLfo1zWA2H9iAHCU3NoBmc/KPfhcGYq1kefAYPMYT5vHhPfrNVKdgHiwmP2wrFFLtD2WspoLkGq1AV6uE0trSo/2HTEq1OscgUXuKqUXYVThc92NYmwtn9YtpHlYUKNUuYQMyTeXFHp6/VE4aahqkvv90PDW2QRaztXGmHAutn9n5+bmkeQ4HSZcB93f3LDFyeXlBKSKQrimd8XQSnYn3GCzn5+eUkhnHmXme0CREO0LvfWuqXK9bZbNyKQTrdPwgqR/tKrfbn1NyUi8Z6ZZer6XXY0kpQZCxN06TXuMiRpaqmzF6b5c402lj1lzkPfMshorn55acIofDkZwzXQjaYy1jJkgx0vedluCL/qfrOhF5I+DWOcc8S8uHru85Oz/n7u6OkjPOdxwPB4o2/725uQEFF7vdjn4YuL+/J3iH95b9fi/f1wTfCsicgyLptOqxc3N7w83tDcGHTcqe1udvfT50zFdxvLWy6CFg22mQkNLSrmNlu/peXFLEoHYdhVGvR2WS2rcVXbxdZWLXT83ao68e08oIPuR8t615chaA0Yeg3keKd3OWakUrFZn9ELBeAM+yRHKSjvIPA8tqNBQF8hRLNjMmF0yqLZAEHFkQphLIyO8o+LOIaDmnKP5KxlHSgimF4KzoCdV+o8ojMkhqGwXZJWG0E2Gd7ytok7qfQtI0q9y/hFGhtLVyb7wzOJsZ+o4nl3vefXbBs6fXXF5cc3FxzcX1U/r9HuOCtj5B03CGlKXNjHOBYQikJD0MpRx/FnYnFshyj0uJxGhZ5okJjw+SPhRFVKUPdN0yluIE5OUsrU9c6ER4XRxiSCkyklgKc46clsJxScw4ZmCeCpvV5Ce+/djAkQKRf17/++18/s8D/8Bv43N/DfiHfzvf+aNuprJFWyCw/ecjyqTU/2vAQ99UAQW29YlC0xVGfVpqZVCdxd5ggh4dWTuA8uafqy6lsUq5fr+6yIYOg0SetXFoAwEbNqr1Lmq/SxVHPb7KXNWIejs7rsDu7edREBFle/XR+K+g7OHfN7+0CVYWP6vCVYNpDS63qaQv3MrKAj3Y8aPNGEk5vnG52/+UFskbayCj11Xea1WMmlJiXub2VVavsbMrgCpIVFwq5b+SdJqmkOsaY9IJ1igTtKY06mIjbssisrTW4k3Q/k0Z7zxxiczLvD0NYW805ZKzCIWt8xwPB6ZpZHd2Ts6Fy/MLZTAE3MXmwi33RSpjzIPor2pHcsktZZZShFSIcSbGyG4nqajj8Sh6pn6n+7S6qMs9DcGz3+8YT1MDPcMwcLY/43A8YIyl7zqMNYQgBo5dPxDjohV3woqexpNUmFkxwazsTIxRli5jCF7cxE0WjY53HmfFwNFoijjFQi7SDmKeZmr68Js//U0++/RTDsejpCpyJkeJypdl5urymovzC16/fq0O3IJ0m3+OMYQgYy8uUslYEOaziudrtZ9TAFmNQkMIGrDlBpjrM2u0GqgUSeG258laVNPfDBe3RRdVO1h9rNbHfoN6qM++wZj6Ka2+xDRAJHrFNfDbzi9ryqv6xBWMNtClzTvC6jpT6HtHv3N0Pez2HcaJS7TR+1z06OW+GKwRAXMuWQwbM3gTBBiqcZ0pXrrQK/tdAFuESUK9fITYSTgy3hrmnKFkbCnUnJkEA5m8nUH0oRPNllb2VYhhVjmG6L1ooMhYCN4SvKELjrOznqvzHe88veDdZ1c8ffKMi6tn7C+eMuzPwFlxoC56f50wR1GrV1s15Fg9ygbiJNc1m0xaLElDntM0svMQbGaxHo8lk7BG2h8109p67iA0W3HiHRU6SHL9Y4ZYMpEkacclc1oyk8ksWO1C9ZA8+EluX3W12r+1t01uZq0Me5Qqe/R7BQlv3NBSJCJA8/95bWwqC4Z+WoFMqU6/rCCtgZ/2fRvWaMNoVN+auGi1jV3FhlZ7S6Egoi5ixki0WelsYbBqqklSNUHTH85K759pmlpVS24OtHJM3ok3SYoCBnLtydWukWnnp3/cnFy9ZI+hyMpJrPSKCKu3peB5Xh5YLHzRo2X+Vs/cAyxWWiS7Hl897jXik8Vtwy4ZNA2iTTv1XI1GtDXNEVOi035RlXky7XppyrHhbNPGmWmi/ExtZ5BLjTxpTF5lH+Z5IvhAGMR0PkYRTweNykvOmCJjYRxPeC++P3Gecc6xPzvHWMs7z96llMJHH39EXKT0PqjLdtJUjjQsbWiuaU9yFndo68TnptoWGGPY78/o+h3zNLFX1+paUWetpGlC9fiJUZtYOvG9yeIjJn3TJD1ULDjrMaawFPFFEoFyoOt8a5fy4sULQggMfU8IjpwSu6EnxsTpNEpzYLVVEL2UAK6aDqrj5eL8grOzc6yVqsHPX73E/MDyzrOnHE8jwVnG8SSgbhw5HY/c3d7ivafreryTuSDGqGCu0xSl3EMBqupnlaJcH2MxwW/Yw9KuWQte9PFs1WmN9FVQoqmytjjr96HHUs+9jT0ezD7r46uAppqByq2XGayJyVuqqH4GjLKpbNL3KLPUtIq5aCNwmZOgCHML9L0n9A7nC9IvVoTilCJpIh2Hwh0JMyZ+PoDJ8h6c7DhlLSCVymKHq5wIpYDVZ9Gp6zd5TaGZkrRTfS1vL41FjprObDDNqMg6l801rWnJ9RrLoRtJo1kIztIHx6737HYd15d7nl7tePbknCfXT3n65Blnl0/x/Rm268EGjBq8GiM900BtO7TQQtLIUXRCdJQ042zBEijR4LoekwzLcmScJ3pXWAy4YumcjoBNkGxkUMnaVTRILEV6rBXDkjNzyUQKc85MyTAumWMsHLP4O5X0qNr7J7x9DY5+hG3V8+iSXMsTHgOkzfsbc7QNoiqo0hz8Gzog3WeLzmo5sebHsVIpUQ3f5MW6f0ld9P3/n70//ZEkybJ8sZ9sqmpmvkRELrX0dE/PzHszA/4LBMF/nwQ/EOTjIwZcZrqra8mqyozN3c1UVTZ+uFdE1Tw8sjKb3YUmEQpkhru5mZrucuTcc88ZeznJNP8QmtBYTnvO0mmSYuwtvxhY5vlqZlhL7e3SpRScl5nF5XKhUvHOi69GkRbdDhx0Pw1QtfRhB4krmedFu53abFKOi9VH6/NboMGs2qZr7A+ogiudXTWACWyRFW07dh99zgpV2O33C+/ZmY8Jtny2lc+IrC4Hr/XTm9oUclbg6H0HR1JyqtqO+8LnfsrSWKZae6dTA0RANyj13qkf0ErOu5w+AzElQooMQxCmAINXT5t1FXAXgoDju1sxMvz9H36vWquJnIQ1GkYpNzUwJiyGkTJPrSpw9pIGXyu1ZtDrfJwmnBtEEKplnmmaiNq1VRT8lCKt+s55YirM8yyAEjifL9ze3nE63XKZF21PLlzOTyJiHyZKEXNJsacQNiaEwDIvLPOC95ZpHAjeE4Icw2UWD6dpmqQTLe+65uqW8bWsC9Nh4nY8MU0Dh2niuz/+iT9lBTvDoCWKVtpbcN7pvSahoYCCKwdFGIflclGDP6dgwuqsX8oaNKf+/XNkuwQ6cyw/7nR1u1Jc/9tzttU8o3B1kmWtpShjt12Km+aoaYsaGy3AAIy5lgRYYxhGsSdwznVGUTr31NFaDUx15ilGgs6Ss6TaHw4jx+PAzdEwhBWIWGdxHqxT0FKhkvSaazII7XSrFgikXFWsbaBGMbE0XmwZ0I6+KmSIs0aMSk2hkjEUTMmUnLTkl0mpkFIhpkxUpr7qfpWuSZSD2oEQagZr9HuM6IuCgyFYpuA4jIHjceB0GHhzf+Cbr+55/eprvnr9Nbe3r/HjETceKGEEK5Nhq9dArRUPHKaDTCaWRVi0kijZQkkU73AWSo1U7/HGUNdCjFKKW1NisBWHx1aDtcjkRDVpbQBsULo9p0Fy45YMqQp7NKfM45o5F8NcLWs1LLGS1vTs+f2vu3wBRz9z2UBQFSdSduMzSvmyaWZ+bGzbz8b22hVr3Wb2pw+XNnBZZxmGkVKyAIwYO9gyujHGmE9T05F1ZCApq3Klg2qgpL+2H9j7r7LuWK70R0td+r63bWgP2ba+Vf1Qtm0pu2PA1bMWs4Elg7Z3e3kg5a4fqr37Zl+yM0Y6lCRctHWfCfvWdCells/eX9ss1XzmHT92PuvVwPKJGLxevZkGr5IKE/u+67mIKXb2bWuH7lwZG2OmQMxsILztc2Op0O/vHWpuE3uL1koYrtDEtjqDLEVS78XhetZtsZq9Jgn367LyT//0G9aUOEyTgq0kzs5pO8FScts67owB54IAwabHqDI792GkYklpVQASVVvkpQys14KwGJ5hHDHGkmLCO88Qhs4I5ZxZ5kVMHseBy2Um3L0CzT4rVZyvny5nSs6M48A4jNRcWNaVZV7IKXbt0jAMHA8Hns5n5nnuXYJbkGshZ2FGlnnhyZ85HU/SwaUlvVILMSfSRY7Z5XJhHEdOpxO1Vh4fnvSeyd2g0zvHGqMmtRscnh4qW7Lq1TZfs379wTZBenZZm9YS368bvaw6iNmAUftoa6XPGtorJbHWaZa7D5qwPFt2WmNOpES3day2slrrOmzf5bwIp2Nc8T70wGDnHa6FCZfGCm1s+WEKHG9GTncDw3FlOMAwWoxLO1qrqnbNqJDbdibN1oKtkoknhbqCVYBkTcHQ7D7aZ5vxtcEg7fumZqiZmiIlRXLKpChmjzErMOrdopIJRxUNUWP82n8NGHmEJWqmj94LYzQNnuPBczoM3J5GXt2dePPqDV9//S23d28I0w1uOlLCgWKc+tk18btEb1vnpBoQPc5AyQsle3ICisMUj6GSisF4RzCOXCJZrT7WGJmpmFKoFobR451RTzJhDVsIs0QxCghNSXLf1lxJxbKkzONSuGRYbGCmsqRCTLBoafoLOPo3uGwlMrYL2GxMEruB+hOjxmdLF0tuUzYtCUjy+DjKLHJdV72J1EivFLJmLBXViijHK6sqpQc1yhdtDMbzvWl/2bMKsMWhtAdV65Lbsy99gMP02IjW5t1mI+097TC0MNYXC1u1DdNNu7TRx1Zp6qZPaNvn/daxtXXqSVdUczKWaa3ZSpXKwW+DwX5rzB5v7Ihsrn/6C7jJqoasZVF1cNlB9LOYkR2TtWcnt8tDV9AGrk8+2IDo9t6thXpjjmTAkYdgTkliL1zLL2sgv/bwTAHqVgXo2tnmHD4MvbW7lsLbd++kQ+zmxPl8Zl0WJGDVdxG0bEP7t4nDnQCFXLp+Sx6iQZkXmVULeyMs13yZMcYyHQ44D+samdTYcVlEAD5OI8MwqLGetP/Py0K6XHDWMo4jKWdp4XaW0zhizAM5V8LkqNriPg4jIQjwWdeF85N4CB0OB0wIhCCO4N2xuZe+m04GfBAWd41RxcpVvmew/N3f/R1/+N3v1QdHnIlFN3XqJe1a1WJBj08rv7eb3kBnrBoDJNpFSyvOt9ifl5Y9M3mlSXx2offJmQLulGo3qzTGkLLksrWAYWO3TLl2bUoJs2wMbVWCS3cnl03gbdXIsB2DUMQzy1krOWQ1q/Ftv3OwxnA4HjgeR25OI9MBxsngfcaaFW8rgxP9lC0Fi8Ebi6sFCUrVdnx5gCMp8wNNlt3+10xXQaJyqKVPBgUcyXOanMTjK2Viihr/UUhqo4ACwqTXubEGo/YdevvKdysw8k6iWFwvqRmCswzBMg6BafDcnCZe3d3y6tVrbm5fMUw3uPGImU5k2/RmbMkORoCzdNtVcacOjno4YCisywXHgC0rhowthoLDFwGXSTc05sxCxWYD3mK8aMJagK5BIkycSivSIjlxMRdKNqwJlpy5RLgUw1yNdPJlmGMhrhDX/P+z3Wr//788m/nvOZf2542Juf7Qvvx1ZROvNQ6nXRqNXk1RQFGLDxDRJcRYWbUT57PY6zkgMlcTJgUdu1laGzx1G7eH7/ZQ1D/0h6zRdVWjRnXGCq1Miy3ZQEDzKmkHqxuaVa4AgNSj2/ZtH0k5k1ppzJg+GLQHcWubn6aR0/HUgV2MsXcMRTX86zBhf3j6WGB0Vmp7SXLPnNVP3v/ssLeD0n/f2LjnJ+IKIG3YWo+pzln1Y22gUHhxdXWZarTjZWuHL7X2dPsucKVFaHDdMZO0tV3LCmhZtpVfY1yFHXHbcRFdWZHSmJFyz+vXrzAGHj6KKPlwGMWr53whxqQPfHnqb8BZWbIN9+GctO6XLOnlIXgVnko7/+F46i7MAr6E3cmqcWpWBrkUZQjlWvNBmK7HpyeGEBhG8XhJMcE0icljKYTgeXp84HK+EIIAJWcdwQdSTqQ19u131hKC53w+y3Vl2jW9sSRVQWHzOIq5MI4jf/zu9/ztv/97Xr35inW+cNT1PD4+buUVIyxN8IEYV9Y1btdS3V2PxjCOo4SRriu1NXj0y/H6QVH7xbZ7bT9J0M88B/HtEZZi2mKKVJskpa4WXruViBsbiJbn9hMmY4y2uMvPNW8O/ftJWjvX7WeJVgHRkUm4rLDtVss4Fe8r49EQxowfEt5lvIacDtbhrYW0mXaakrtxYc3C/lgjxoaYYZsJG6uhznR2WrbBIUIuFburXCGlyBoj65rEGTtnkmqYJDNM7nVnm6+ZPj+daA9tldDXZu/SSpYOyfbzXvIOvXcMg+Pu5sjtzS03pxuGYcKHCavltFrVZNEg3lLIswbTzoXoTicGrCk4W7iYTHYVy0JZM3ZwYAdqXFW/J+7lMUVIsu4yBqoDZ+V4GL33S7akkolLJMdCKrDmQkowJ1iSZc6wYFkwXHIS0LRW1rkSl3Q13v5rL1/A0c9aXjg1n2NCdkvrTDKI+C+EQG0PMn0QtYdhVi1Cn7G3ttj2gKkvqPVfuFraQNpGnme4ju3hRwdTn9oA6CDQ0Ep7TYbublLYGQvTrOB3nS76oGvbvcdJ2+bvvKF0g4SZew4sTT8WrZNra88WH59WPvEhELzndDrJZ0olpsQyz2qUGIX56Lu7rds5RxgGinZvpLSVJoFNelR3oLNvK309rXW/6Yk6q7M/X7sRqW3Gc9DdT6Miyj2I7WwBZWMwQQZ1Z3tERi0CKkvOogcyre1f329FMD+OQwdj+86kZotQkZ9LZ0uKhqiKo3NVnUEtlfkya9CrrK91I9ValdkyOnv2/fqT0mneMTdSTpkOB2ISjZ5V7UqtCpxjlDgN6yR4UzvLaoVxGnuMxu3tnZTALrNcF6VKCGzw3WNpjbFfxykVBYFJZurOkTEaNSL38bKuGnNxXd5tiLrWyvn8xDCMeu0Y7u7vOD898n//v/2v/Ppv/raH3H799df8+U9/4uHhoXdjOS0pt1iUmLbvaZdPLgIQm86Ountm/IWJ9vWzZEfj6LXstENOV9id1vdebG0ilEuhRMUQu7U5zU4rjY3ePTP3gEfOrXab7l73u9w/ay1eJ0XCqqWOW0qRuI7DcWA8WdyQsGHF+IR3VfLHTFXHaTV8rIZaRIfmstxkRp2tqeo6bQzFqKdRi6nXHXfWUjDqjr11AQozK8BojpE5ZZaUWWMhxiTl5SLMkMdSTenBsZ3UMTKNtHodJSNPU48YdRZleY3ey9MYOB4GpmkkDIM0OfiACwPVOQF9xvTcuyaQlnKklOtAfM5MzVgSloG0ZGwJrHVhcANpTsQkAndjxOU8xUQqmURVYXvRPLaKtRJh4p2nJpEL5AxLLixrZo0CjJZkWAosQHSBNcMSC8taialSTLM5+OssX8DRP2Mx0AWv/TUdpNpDsXeEsRswtUV1XTaBqnykMUj0dbYHXWmDodkPsD9t2Qbt3eyv/a3VBXfvE92SPtbMBpYquw63xtywRYr0mbR2QLR1b+BI6stdU6IPx9K7Mq4f0M+f6dfYbwcuGtCq9FJIjJHz+dwZpaDljxBEqzK9esVdrSzLzPnpLGJa1U6UCkWDS71zkvytvjo1f/64N+Bk2/5WMNbhTGPC1P17g4D95yYFqbvTtIHafmZeOLP7QQUFixu7ZlVP0QC2PPxc983qx3nHatWaWM3awTwKQJvGB+SB3bRs1jlN6U4sDzMh+L4tKUZiSv3aESZOPVm0L9xYqyyXw3nTASVVRP5tT30IRA3mFNDnNfRWWuoNok9JOWkQavPgAaMAo9RKSrFfSzGu3N/cE4aks3WxKGCtVO+4ub3DGHh6fBC/q5plIPMyyYkxCsBug31vjW9nSMov3ntqKTw8PODdK9Yk4vKvvvmWUgofP7zn/v6et29/4PbmhjdffcXbH97KfZUyKSaiW4UhCEEY1N011xiiuCult8nKNcsokxnTBkS9xNrkhcZ69tWKDoe6ldWfP38a60f/m0xztozGVhYTgW7vcGuf3026StYoDmM7+EUZ6BYJIqAjY7zZbaMIoY2VYOVx8IxHh5syxkYwGUOmTSHIkl+YaoVscNVBLJD0+VoKnsa8VSRIV/2fgFzk+DUgYZ1XYJT7Z5oFSspF4zUK85pZ10xMwoii10rAYZxRPZNqKvX5KJ2EhrI73hY0m1qBpP5NJkJO2XSdjDddkVMgVJSttcJ6tjiidh6sbWfQYPAYglgXFAujx1VHiZFqCsVkspGmgZgSa0yUNRJsBWfIKDjSbQhUvLFSYoyRUgxzzCxrZo6GNRrmZFirZTVV7mEcKVdilOBdqmtXMn+N5Qs4+mcue4BkjOkC11Ket83qTKIJ8Kq2tfZZno6K+/IVm3C2wu6htllFGH2m/bTlGQ9hrv+y/6VuT0faFtTK1oatX96MDunbs5XT2pfIcXEyA7IiZtzeLwNdaT4ljW5Hgc6Okr+i/HUm1UBa767Rgb6BLdFsyDpSTFx0uyXQdORwOKjIWETPKelNrmBpjRGjQaP9eO+WrcPnGsltzEGhAbmtBHrNGm3iUx0krkod1w8AGSDox8KwAaItsNNqXlqlIoaaMSU1+pOsqx6k2hm6a3YupYgxFjGcrnr+tvOTUhJnZG0ft0Zm1k3o30B8Vk1FPz+GTum366zdI1FDLjdgZzsrFIZBAIGxEkKLOjHrNbpvZDD6mjUyoPsQqErrD9p9VmtlHEfxbCmFlBPzWdLtffBsoc3CgB0ORz3WibgulJL0/paBzBiDD46UpJW+3VxNiGy1HJlL4nA88M3tt/zTb3+rFgUT6zJzuTwxTaMaP3rpyFP2OOlgsq13145fNx+sdsUY0C7aPfDtF+3Vrxs4rlfXstlN7LbrxXQtHaYZOiro1+1wGreTdYLRrvGiounSOvr65mzb07LailEDU12XgOqyDfj6keZh1lPnrWUaLONgwSUKKykncswUV8gNuGrnrS1AAlcLJltstoAYkJaSkTCRLCVKIx2AskdR7zejrEnctd7LfV+QsNWkzMe8JNaYhfUrcr8Ha3EGrHEUC9mJmD4V2dY1J7IxJGWI2r3kjCEYw+gMk/cMwTEOnsE7rLc6oVNNVJvQ2I2V9c1HzbV7RgTx1liMRf2atOBXDNUZqrNUb6kOUpTyZLGFUiKVQi4ie1jXlWjBBsncs1a7CKsl4TC5QsnCNGVYc2ZOmcsKywJLsawYkjPqe1RYI+QsEq6UN9+0v8byBRz9nGXHWDxf2g3SWIKY8pZB1R4++wfW7sHVBtT9o+v6wWZ2YGWb5LVZ2+4t8uPzkXz/uavp5Kc7Uq/fff239iAtUIuS6RUFSiK+a3qLvpbdg7aCZsA1AWnbDdGUWCdJ3tLdAs2JuiiwLHpjNZaoi3h3g7Ds47btTW8jPxeWZeF8fpIBzjltzx64vbvjcJC27HleOJ/PnM9nkrak92Na+/82YWY3lKtdMGj0JPUMvJfPxjZD/ZFFBrEd28RWEhNtR+rAoSXX11q7WH8vrm/f3DL7Gtje4k7k95SSgnEB9ptBY+l+WA2MtDLSMwi+fZ/OWtsfS61bbISW+hqj1WwmahFwo8O9Mn+BFn8RY9oBL+U/lKES4a4TxinKrN8H30NqfQhiR1GEaYopMU0jYtyYOZ5GLpeLdqgdRQOkD+bL5dxBGVXy4LwPIibOG+vamNZmBDpNI+/ev+fv/8N/wvnAb/7xH5nni5QgszCeGFjWZcuKawwfpuvlhNwoen63K0fYsa05w6qZbO0gpZkb7rZxN4BKiaSd/9qfL0ZBQHfy3zVctPuwvV5S6tfDds3LunLO5N31sQe1mOZfpMHdOqEstmydqtZufkjK1jVw7qwheEMYHD5YrC3kOhOzlLGMLVSXiabiioTpumoxEYgJWx02OwYDgxuxWZggY60Iiq1Vo15p0ZfMC9E9bXek6ZPgmqtYSqyZp3PkfEmsSQJnq0G9mOQ6d8ZK12HemPtUMjF7UhHPn5gzqchky1kYrWXyjtF7Ru8YvWMYhE3NWFK1FOPElbqV4pyT8l9tJctN8mCUtRLxd5UGFgzFbILwqh14lkItUdy/FQC1OmAxAnIflpmxSLead1aOtYbbWr0+xc6gMMfMnGBOlZgt2TuqCQIUs4wzohss7Obif5XlCzj62Us7PY0FkIdNd5JuTIG+dc/EALvPtHH2p5CE+1LTbhDakxZ79qI+38brzf9JtOSGtLaVP9vW54LjvQamfb62PC3d5tZxt61E/9d1MOK6bZ0Tytpa/DD2FPYWWyEDalZwkLuWpmdJKVvT9BJVTegEoAorUWJkQQaFp6cnbm5uGAYJcH3z5jV3d7c8PT3x9CRt1ds+K0tWm5hZ1uu9CCRzlriCpvtp3Tqld+HJB56zN9eLsJFyzDZjxDZIXHUUaviqQ0Sx3am8iWHRQcT7Kx0bRgwR9/vl1cOq52Zpq3XUmIcGaPRQdtO4pitp+Wv7hoF8FXKrLKKKSa21MjtWBqQqeB7GoLNgRxgCOUXMOIm3kl5nXr2J7LovLUoZsGVwOWd5Os/UKDN+EWGv1GnE+6GXX7O28GdlqQ6HA09PMjC+ev2aj+/fA1WZxdhDiaPGZZRSMBoTsZ3jpjm6cDhaSkz85jf/yP/2f/e/Byz/6//yf2YtmfvbW6AS1VhzXVc5x86xLHLd+eB1AN6sGGorHfbBzvXOtlaOl/8ENFpsZ1ubW3tzF/daQs4pk/W+2u5300trHfI8u2YrSBu8adet2a6Bzr5uk5e23XINbmaa7QMNgJnd5zZmufbbzloxAR1Hzzg6wmRwg5RBU00sKVNsZk0ZWyXB3pSKrw5XPHUtuAy+QiyFaGDykz5vM8EaKoms9SyDtNCX6nChAXOrk7lKjpWaK+fLyuN55XHJLEkH+qrdfBisMwIerCPYQInSieVd0FBWYZ/WJOAo1tqNP52BcfAcpoFpDAxD6M/GDJzXxE0shGJwVbbbW9eNNbveb3fyDHJcVOkuk7wiz1gxh4yU1rFmilQB9BlmzCbGX1JmXSOL+k15Z7FRjpsAMIvovAopVpZYmWMlFkcyUJ0D6wUUlUqpatRZan8e/rUA0hdw9HOW+vyXaz8ReIHKrrvXn0+tG+25f/9fOPvdRG37+E9YFMT81Ld/sp8vv0mJpO0rOlDaZvPQn3cboaQz0trRXQNSVdPF95tuNtBkrbaRB7wPhFEHN83X2kedtE0yNK1CYl1nLk9nUlr77L7WzdPn3bt3mwg0eA7TgePpxM3NDefLhafHR4ml2IGLbfvlWvBeXJZjjMI+ZOmmKbV2EfE2s95AJVwdCj0ehWdXh7oCl74+Yy3ehb6+JlAX24NtMLk+Wfvv2ko0wh5t3lot4PPKJLQ2lkO2qx2LaZrUxbmdNqMmfW0w27rU2jFodgu9e023LYQgQMZ6hiGQ0op3jtvbOy7nJ3IpWhoTMCZiZfWFQo6JnNcCpoGAyuEwMI0DKeUOQIxVfZaRdHIBaZmSxQKglsIwDHz19dc8fPygIbCiObLOa8ks6zabzmi1B/o0jgImjeMXv/wV8zzzf/o//h/4z//1f8Pl/MB//3/9P1nWlRCCeBitK9ZZLstFOkC9uL3Pl7mXRzACxEspYl7ZwKJzlDx3RsU2Eb2W/xo76DX2Z1mWrj+L2hYvz5ayTSr0/DVG9FN2UIH+1UXKxmJtd/c12NFro2eJ1arCfJmsDEPA6LXQSsq9VNf2x4pOZhgc0yFwuPGEm4QZIrhCLIW8RpYU8c5I/lmtuCrxH56Cq46U5P4ccCw5YUrC+gNrKlST8dZATeoqnnAeQjD40uQUcp2VUoiL+FA9LSsfzrOAs8aMmcLgLMNgCQrqHMqmBKdJ9oZDOBKz2j6USqzS8p4bc08lBMthGhjHgA9e89Es1QTWAueYGHIhIHq6mhJuHHpjkNz6e2f9SiWrtrJSSybnSEwrMS6kdabmRM1JYlBqIWfR8DnnqN7jXIIk655j4rzGrql0zlKiAHRvPbZWLZ0ZLmuhGENpE7uUqQQKzTtLhOeNVX6Zn/6XX76Ao5+zPAMu1wLF3cDTZu5ss+f28b+4/he+py12xzj08e4vrFSH7SuWaUde/aTt6ZWyPoD9+E69uOoX9qcJOtvD8wpM9Z8raNAkwLrMfaOa1qaltRudbQ/jINELWqKz1jIeDhxvbri9z1zOTzw+fCSuS2cghiF0oJRLZl0iy7Ly8PjI8XjkdDpyurlhXRYeHx4U+GxdbMYIpX5+ehL2ScNI1zXKvj1j0j57uPcgcsfyNV3VRlWh2olKLLGzlnsq8Xk5r4OyWhVA7B156cJ0pT66nUHrunPWEdUY0jrbS6bH45FxkMG9baaU4Qxn9RZqYm3nJHrBKqioioSLsiBBTRudlwEyrgshBO7uXknpUNwGQdcRtbtsmqQEF1MSk0QFDE0DeDgcwMjfDQZTKw8PHzkejxxPJ86Xi+hYVIjeWrIbE7yuAqidC9RyQZVvOO8Z/YSxlsvlotegPuRNxlnD7e0Nt/evyVnuxn/4x3/g/bt3fPOLb3n1+o1YB2gZb42RQMA7x6yO3sMwYoII35MKrzug1XZygMM0cTxMrDHqeRP2MOm+5Fz7RIDatCxc33dGOtGssS+AarP9s79In11jey2dUcqnd5+Z6yfI3sneOdcH0j1Da9mYLtMufwVrwTuCtwyT43AbcMcEIVNMpqYiFfUK3lWJAUmJwTkGZ8kGQq0M1pOjyBYG60lrZs2JYD3LmqiudS+KaaGxBT9UQqp9wDaqYYsxCdt8WSQGIybEbVvKvaYa+X5v8QaC5gOairTEL9IYMgyBnCtrzIRayQM9ZgQD1kEIFusdRtmWXAzLWgixMKdCwgrojRHvPCZZXGh6qTaB3THrxoCVLs2cEzGtLOvMupzJacFW8dbLObLGVe5TawU8qvDaOUuMhpRF9J5iKwla6XrD4UwhKIuUciXmChb85BGLGYuI+D3WF7yRvMaUNX3hCzj6t7e0GcuPMjD750jt/Mhu2bQ2/5xF0rF/6rurzg6uX9uI688sLwGets272eAnGK7v+zN/lL+08he+vs9TG83eENp+5/UhnFPUss+uUw6jInCrXRuOYRg5nk4cT7d8c7xhmS88fnzP+fzUAxcl5d2Da3qbxMePH3l4eOB4PHJzc8Or1284HKXbbVkWYlz7eSm1sqyrhLca22/mBlSkHCaC3pLLZrDJtmufPUKmHWYZMEQzJOyLU7ar67HKjsU09Myx7jvTBzA6WGmDegNIsh5hZoZh6IxAE9inKKHJztrOqEnXmAg0GzBpWqDWuNCAbtPWxHXdtW4bSjVMhyMpSo7a/atXWOt4fPggLJlrETSzdAV6h7WOYRylxVnZHgFHSct4jstlBmOoJXN7OqkgfxXhdi4EP+CHwLLMTGGg1Mo8X1iUUZoXcYI/nW4UTEVNuzeITE7ubSmpCqi4XC4ATIcj96+/4u0/vGNdI9/98U864BfmZcawWT8ATNPIMASeni4sy0xQV27nHEtchUmiuUdLl+jT+ay6uag2Ie387zvNTL/W9lOd53frHjhvjzS9K0u7pp5p2fQctp/d7ueub6p7WYBskzFi+BlzYdh1PFIrsYiOsWQp8w6Dxqk4gw+WaRoIg4Dj0yngD4k5q6s0lrhCNY6SsgiMoyHVTHKG4yDt69VUxmHEJ9H/WOeoqWKClKpizFhnSLmypEw1BpsXXBLNmbMea8VXK8bEeY6cl5VlzRj0nssivnZWgoMdApKCdcKd6b2CFwDvnKeWhDUwDAOpSos81opjt7f44AQceQfGETOYNcPTgg1nxmnG+hEXMrZkTFzJCKMoD0mLNiT28ivIwVu1QSXFSIwz5JUUV4yakzb3fu8s2UIyhRAcQw1E1Z+lAksU8FOQDjRqxdWCx0DJwhxaJ+RbrtgszUe1FKwLuOq6brC54P+FEfhfbPkCjn7GstXcr0cxAQ7bX5oWpDQgsh/89pMvnQV85tv2WENfaduxvavP+p59es8aPK/0bZ94+cs///799250et1e7J9/uf38eg3btv7IOxWVmd0b6wvvbH+/Eh9XFSUXYYTWdeXx8QHvv+d4c8v9/Su++dXfUErh/PjIh3dveXp6JBeJoHDO9+/MKfPxw0ceH58IwXd90fF0gnpUkz7pdCu7SAXYtE9t8PDeczweMcaInUBcdZC9PrpXp6cdUwWL1V1nXhmjwZEl62y2dcsZxmGAWmUGVytVW+K7s7K1eowFUOYsbfNDGK5YnpKLtPhDL8f4IGCo5afJ/haZ8YbQS4w5i1v1six4H3qGnDGGMATpItIGBtFtFQ7HG+7vX+Gc48P7HxjHA8Mw8vT4wOkYOBwPGk9gOpirqrfJzjEEj3OGdS1cLhfpAksZ4xwxJ06nk3herSvjNLHG1MtOKSeOhwMg1hvjOGDMLR8/fOCgwOrjw8euAWu2ESUX6dRrppsI6/T73/2O779/y92r15Ra+NOfvuft23f83d/+De/eviOXJOehFGWhZqw1nE5HDboVE9NBQ6SbCaOA2dLLbPM8a0TOtR+Wddelrvb6Bm4ay930ja0Lbmv3buxC03I1/dpmZ6DzFy2hpZ0YfAP+LUne6mTTYihXwEo+s21oyal3D5papAtqGJiGgWnw3N1MjIPDucwQDAlpJTdajotRSsKmgMFjSiHlSnY60ayiZzkdbmCtBBw2OMgVgwQWF6BUQ84IYLMGW8Bnj7UZZ8WAdI2RZY3ECClKQ0bJcgCstepuLV5N3oqHlK2NQTMYU5img+qDLLUYza7UhhxnqQZijuSqLkjGCwAsnlwsKcH5svL+4xPDdMCFBZpg31qCs7SQW6pcBykn8rpQc6SWSIqSzhDXhXWZifOFND/hS4KaSTlJR6ZOykrV6BpU3+gcJHGDX6IE+qZiybHiKLhaxcjSViwiubYFbIGSMsYFsXzJicFb8WmigfrtOvnXXL6Ao5+xGL2Aq7IErSzUln1bbPt/o5X7OnrZZF872jElfMrIPCO1d294GeB0Ea7O2F9anpMwbZ0d2Oy+tHU1tB3YhNgbGHy2hX3m1/U0u31uOU9bS/KLm8hLIOFzb22b8Ml+7akufWNKiQ9vf+Dju7cM44Gbu3vuXr3m77/+hriuvH/3A+/ffq+z/qp6ARFd5qylJxYAgvfc3Jy4u7+XvCfE4+d8fuJ8vpBL7TPsxhKJ4aDldDpxe3erKdgry7JIaQoteVSziwG5PsSdidm1RkPVaJCorJW8b41xyy5DBLBNwzWOYk4YNU6kbaPdhRU3zUmtlRjXPkCGYQQjpogCqkoP2BzHkXEYmZdZy49K3VtxfIZ2THL3/xrDiPM6c1eLgnm+4H3gdLpjOhwBwzBOXOaZcRwJ3nO5zNruTtf+5JyZW3SBUeF4jMJWlUoIE5d5EY8la1nnmZQLUbvZ4rowzxcOhyPWGD5+/Nj1R/O88Hg+C7DzoYeuWuu2cpGx2i0mx8xaKZPFlLi5u+XNm3su5zPv33/gl7/8FX/84x+wToxMxXTS6X5JJ50x4pszayl4z8zmkjSbT5iMVsLsDu+7G6D93/Tq7vMJx/WFZrXsjB7T9jiTEuzW5t/W0BoH2gqvOlV1tRXTY4Z05iAkhvS2K6mxibYbo7gB8qBBrzCOnhAc08FhwswlPjKMgct6EU8pazHZiKFnqZgqg+0QAs54BjtwDCODCQQXcF66qwYzkLsB6EBFNXdI2Z1aJGqjZowRXaGca4kJaSVsr2ytqQIKnZYEhcFVg00d8KUTNGCwpJTEwDUVjJNGiYKhGlhLxjhPMaLFxDpKtcQMecmUGsGuPIYzx9NCCCOYmTAdSGXmsixM01GPo2FNSfR2KVJzoqSZZT4zXx65PD3w9PCBWiJliZyXJ4IT0Omcuyr1VRoI0hJuqRoRYsjGcFkSYs8twvhgKqZEhjAQ/IDNGZsSPhzkXjcOZ6VB4nFZN0j016mqfQFHP2dpD3hZtllX5Xqm0xgVKcE9K0DV7Tcj49+n3/P8hQ5ctu6AUuvL792t5LPAqK2yIYlKp4vq7qHWvZh2V6OUXrIChJc7rYwVa3ugMwQYdqzD1gVjW3dELS+ua9vHl/72z7hLOosn+zZfzpzPj3z/x+843Nzw1dff8u0vfs0vf/23PHx8zw/f/5nHj++778y+Y65WAULv33/g8elJM/Gk/PHmzRvmZeGHH37g6emptygXpNb+dD5zvlwIPvQMqjawN7O8xkTJ3u8Aatv7HQps2owrdkdBTSrxqqzXRjjvAxW6qWMvuenRzto+bO3ewLJ9t5XtBYrRvC0FRt550VvFbfvb9k7TKKL6IELvdZHAVmsFTDjA+8AwjIyDxGak2FrqC8EHbm5uOT89knPugt1xHKhVQnyNkXVcLhdqFcAYfOit7dIFaRDPTH2Ip0RK4tsylJFxPDDPZ+DMNE4YAw/nM0E1JimJ/kLCd4t6sWz32+a5tTE0YQgqNK5MY2CdxYxyHG+05Jl7U0HLj5MA6S2uxFkrLeHd8EzXr8zTVtKTUmttZ243UWlgLqckx4vNykF8sUqfIFXd131Q9Aa4NgZ875i9n+1s3bo7oG/oJbd2fBrg61e5PqRKFvNNa00fhMXTyOO9MGIuGLJdCa6CMhiH6cTT+SMpJgwWowwbtZJqpnrx3ZF7OjCOR4I9gEYhWTzYgh2CdADWTDUJF8DVRK6GXCGnIoL+1gSAJMtHqaMBwoyWksVjqEDwkntXaqEa6TKVVn7RW8V1VW8oo+35Be8sJUvp1Q8e4z2pFjDCMBW1ysgxAyvGzjj3xA8/vBWvsApDrr0EnVPGh6DMrwDdnCI5LsT5ifnpkcujAKOPH95T04qtCXIkO6AWYsl6fjNFucbSgZIybdWKl1iKpCpSsVpl7MvG4LHYajDV4AqEMHI4HBmnA8YF1ijdoEdq79D9ojn6N758FpQ8+6Ppj4+XP9S6T9iZub24KEDaupTMi1rJVh757KY9I1I2NKT/6w/b0n2LmrFYY0AaMNrqhBvDAEhadi04nVXHKILhogNX61jaaP26G9Cf63AaidoA4XNOzWzf3Y4l5uoB/ZkjAchA4Y2nUpnPj/zmf3zgu9+N3L16w5uvv+Hv/9N/JqfEw4f3fPz4jvPjI+sqZoIyoDgKojVI6YGnR8sP9QdOpxOvXr3i7vaOEEKPLMla8mik4xqjdA3pANMeADc3N9zc3KjvkpZKymaK2fa7DSzNt6R1lTXWYtMSyEjn7eYh1fajd4sZVAwqep2kZo9ZB+OUcgdvKSdYNvfs1iU36mfjGknqv0Q7NQasCxsJqeC4FmUoVFSfYsJ7EXh767i5veF8vjBfzoTb+27dMI4DzooeqlbZPldlAKm1MI7DlahcfJLkvC/zpWthrHecjidSiizromaPWUp4T4/UUvj6q69Az5dBzo+zhqenJ8lbYws6vgL5Zrs+DQKGni5PnT377rvvOB2PXdj7zddf8/bdW5ZF/I6ctSS1qDB6bXvrwGpcR5H1hiEAqBhdQZECrWaf0MqWtgqA7ixr1Y5NHSTb9/R9efZM2TOz/bGzuzd7OW/3P50C9eu1BXPXipYyN4sI8d3R50Mr0Wi4a8siG4fAdBjwgwWf8F6BlHPktFJzweJIVkpd1YCpBlM93lps8Zjs8MOIKZa8Qh0M3g3UJN1Txvt+DEsVq4OaMsWI/cSaEs0Q0lrZ9xQTszKwmSoMl3fYIh5FzhnGMGBKJq+pH1DRm4mNhtwsonfEiYdWjhWMY5hGTPC9rJ5Ti3RR80xjVasUecgfKUVYzNdfve6lfOc84zSRUyZGRzNyzCkS5wvL5cwyX5jnC4+PDzydz9iyMnmDo7IskaLi6GkU1/ZcMrEkabIwgBFtVCog7kiFXEA08nKsYs1MVkrqplRuxwPTeJDok+OIGw54bSIIccJZ3ye1f43lCzj6GYsBccX+5yyfIz7+EgO0/6NswCfFtMZCvUAu9FnjtoLde/QzpgGdVhZshpbKDGUd+EozdNxqg5/dsVrZRHVqILdv1957QbX1tJLTFfypzbbgmZ7oxeO0Y8Kuik2Np9q2b/+ZUiVAtelHck788Ofv+OHP33E4nLh79Yb712/4d6/fEJeFjx/f8fBBhNx7k8gGbLwduFxmHh5+K0GO04TzwqY0nUbOUkprzuN+lxUVFTBN08R0mLi9vaXlyK1rVAF40dMgFv3eeTXoqzsGaC+Q1RZu/T2b0tPk27GXWA4ruhntIssl90GsHbnS89JM1xPJOZY3+RBYlkWCcJVJsk66YJZ5xgcpTU3aWlytAJdxnISJKfIdYZowVoDW7c0tD4+PPD4+CNCwRksQsk0tkkGCmis+DEBrpRdtV2Oazk+POOcYp6OyX3Ldj9Mks++U8E5M/0b1vbLW8ur+FZd5ISVpuQ9BhNDv3r3DWDkXzlr85PS4ABSGYVRx94LVGJDHh0fubm45Hg7UWhmnkZwTh2ni3//t3/GnP/+Zx6ennlS/7/KKMUqciHMUW7uJZs4iiD8eT6QYWdaVGCVXroXFgwbG53hVimbHBm0PlKub6+rWaXdyu5N+TAvS1lQqmFpFJK9MKUWOWXtGpJSoDoL1fRMMVcGd6nZUmC1xGRIWXVLCBUusBeMNa4nMcZGAVWNY14jJ4LNR/6BEGj1lhOKsHJNU5Hu9MDnOGdBGBYfcm8VCNso+oUyldZjWGZiysEqlZZ/JsTQyJ8E78f4B0UWtUeJNBKy2srYEeKdScK5i1eDVBkeuWcTl1YILVO2Szbmxy5lsKuvykePxxDQe+Pj+g+rhpFTtvSeuiTCM4s3l5JyktFJSZF0X1rgyrwtrXCg1S2yOkTzQogzrWhJrXqXkaMUVP6Hu4LWylkrMhVQqucj5z2xmxqXCkmXfrQ9M04Hx5obD3T3DdMT5Q48XgiYHsD8+BvwLLl/A0c9ZdtWxT/60xwtmMzH73GdbH9snZmpXvz77slaD2wMhY7S1+VPQ9rmLqHvN9Dq6Rh/sMZQxPPPsxtCcbG0vUdT+PXsd1mY+l1Lss+btvZ8uVyBuN9tsf3vpc22m/lOXPdm/Pdq3Y9o63faZZct85o+/f+RP3/2Ow/HI/as3vHr9hr/5d39HpfL+3Ts+vnvLw8ePzPOFWhLFZhXoilj548ODtrNLWeV0OnF7e4tzloeHRz58eM88i0WBsQ6nQu7L5cLlcsFrLpyzthtfsjvuMUoGF8o+tUGvMyPaJi0t3BKnsmehWglUPIPEa6brpMp21IxBfYFcLwW2CBljZHCR0kntM/8WkJlja0E32v0WpORhqho76gOwJ6tLCe50OvH4+IgxcHd3KxEgCkSFiZTuG0c7LiIuDYNcv+saGceBcZq0ZFW0FGdFx5ET3m/+P+5wZJ5FvO2cZV4WwHC+zH3WepkXBXgXda5u131VF2qJzBkGL989jBymA2/fvePpcuF0c+TmdKRoJ9ayLBI2q0Ls0+nIOI4qrC5qcCrHT7Lksup9rLb6i21CKeI7M18uYCQHzoeDGDtqzh19W+mgt7Arv1f6xOiFJ4qUxwz00OIfuZ/37G+nJfu1pB1Jar8h5y0ri5mpxYIVxjPnJADVSElqHAac0SgMKt4ZqiusaaX6KsHKzlJxzJeVnAzrCsRCqAaTLSkYkhM2o1ZhD52tlLLircO7beKRc+16IT86vOaJGeTay9phZUQ4RTUWYyuDs5QUBcibqmJsAxRhN3Xa1rWIWa6dWul6nZQiYRzEx2tdwFtMcJotLFo+Mf40/Zm8LJExjIxjYb5ciCnivSWlGwmjtZ5hzPiQsE70Xj5YqJkUV31mF8I4cP/mK/yjIc2PmFrJNZNLIpWVS4ysMYutwCAdcGuBORfOa2SOmaj7IcBI2kQK9Iy/iqMqk3W6u+Pmq6843twThiM+TOolJoHYWPsFHP3bXUyfrf/ouxQpXQEm+fgnY3kDKjJ7b6++sP4GBMxm0rd1z/EpNnr2xRtVLv+WsvmlfLJN/fOl8+4tELJpZxr4adlV0qewDdp1F9vB7qeXebe6sVefbEjbnu2d/c/PZrcd8pjdLtUNiP7UpZkWAurULf4rl/MT58dH/viH32pr9mvu7l/zq7/99/yiVJbLhceHj1yeHlmWmXW+dDO+UivrGpmXhcenMw8Pj9ze3XI6Hjmefs3lfOHh40cVcasXjwId0QNcPt3OUjrjJYdvrxGrXUzbHJwBNV6UkuA4iAA6qn+Oqc3fpvSg3a3jSdZrrVNPKGFpmljWYHpeXUpJZ8JFZn16PJvYujExOWUd9Frek8dap0Jr8Z1KKXM4HLlczozjxHQ4CJA0BrS0nLttgJhWliLXn/ciWp3nVQd0MZacJt8fst47pnHsuqvmrA3SZebUIuDh4ZElLljrdAZr1NdmxTlhGxuob+XHWivrslJL5c3rN3ztPB/+x3/n/HTmeDzw9HgWlsp74hp7CeyxPOK86M688aLVsMKM5VIUeJtukEeROJabaWJZVmoVS4CNk5bBvfk+7TMRt6uFDozaPfDS887YjSFtTQb9b2bzLWqdlJ3x3WmkUFa5GPBBTAlzTv26lO3MHYDlUjA5i6dRCByPE2HyEhXiKrEuOJvJNWGSTNjWNZGzJS+eZcksl4LJhWos42ixw4B3Hu/AD15YGGslLBWEOdPSWcZgqiVRKc4ioWhVJyRynxa1r8hZNEjUSs4LzsMQKmPweAxeu99sNYz+QCkwz6vqmuRzpQg4ylWCdtciTu3GS2SJnKUCJZETxJjJRdzRz+dFmP9iKG9/IKdIUPa0lKzu8YE1FsZR8vCMrdgVnK3dPsCHwBBuyAGCK5xdocYLNjqWtXCJicu6irVBAhdXjHWkDHPKzKmw5kKSwyh2U7uhplakCmMczgWOxxO3r17z6qtfcLp5xTAdCeMRaz3GCstY9Xn8OS3tv/TyBRz9jKU9RPrg20DN7u/t/1l9OX76kPwyLXVFprQXFIy02RdtW/pkbv/kM32G2ETW29+V4dp7BfRBUFiV7opkTPe/6Q/dqx2vL88i9/qD/duvlh2wevae52vcM3L7I78v2V19h2lVgmuAVHXvPg/X9j/I+5xzkk1ZK5fzI0+PH/nDb3/LMAxMxyO3t/dMxxOv33xNqZXzk7znouW30rqHauVymblcLjSDwpubE3d39wzDKB41VOIqJaumHXp24WG9R4CrMmC1gua9DUE0KEk7jGTwoQ/A3nt9MMpxc87hjMaLZA1GrhWzM1xsAEbiKNRoESMmdEZ9odQbpYFnY+np9E3M7kOAiupsKs5LB5tzjkFF6d47MOL5cpgmwHCZ516i3FqfxSW5lTcBjFoPmCLgaRzHzvA0Bm2wrnvIYAS4GbRkpeXHFilijGEYtuMprJmUSEIYiOsigLIZR1bZhpRFonq+XMAYvv32lzjneXy6cHd3x9//h7/nh+9/ICdpiz6fL+oynq4GAIMwRleGnSqktlYaJOIaKaXgneN0c0tMmcv5rEZ9wmYAWCN5XXv28fpxcV3CM/qagM/tOF3F0Oh2OA3fzgrAnwOjjdGkl6ErdNF+A0aNsWyh1M6KxnIaB06HicNhZDx4wlAJY6WykOJKqUm0PEir/rxElqUynzMpKptpYTWV4BLpAKkuxDpgCSw4nDeYkilWfIlskCiLgqGsWQCLjNK44KjVIe30mkOm56PkivWG4MGFig/g1Zkba4klgTpSWyRzrehEKClzlE0h6zkyReKKbAFN7qBSWWMhxkIulctTZF4lE/FyXjlOA8Z7Qo4aNAsxRJwfGIv4rYUahDUy8nzUOQfOiBazmEBgIC+BUiMpBM5WYkpiySSKRjHVnocWU2VJ4sYmhbT9A7WNBwajbtnH8cDd/S13r99we/8V92++ZTre4gdNQ1BgJNeM43PP7H/p5Qs4+tlLfT5ybiWjRhXVPSOki9l/YvvppzKEz4fx5+h5s4HfMyutC8zo2Kk3lxoR9nIY+5bx7cG439eX0Lp5tk/77qn+etMMbZ+6vk+u75zts3us+NK9sKfp/xn3ynPItnXV7MoO11u0O1dGs95kE1OMPLx/x4d3b7vY8XRzx/HmhtdffcObr78lpcjT4wPnp0fW5SKBlsgutPy21rk2jgPTdMDdS+loXVfmZWZdVvW3aWye2e2DkvQ1U6shZW083ongW1BuA7pPT2eZrStQamnqvaMNBQ9sAx6gQm0nOUnK19VSRX+g1/8w+N321b7eqiW2oA8+o2UhA7sgVdO9e5rbc0xJhNeI6Ljk3EFV06r1bixl65rIv6gYu2WOyTpWxnHEsEXIjEMQa4O6sSvzvMgA7TynU1DNkfghRe0mtNYxDoaUomhmkPIdiJ5mPA5c5pl5mSWv73zm3dt3BO/49ttv+P3vfw9ontv5ibS2Nnm5P4dhYBzUAVyjW0wpmoO2lcbXmDApUmrp7FwprfQprujlGRh6/vyxalxKbYCYLgZvuiAR6F8/DxoIKrtz0YBOu/+3uZfpDHhRTdX2rNLniFohWGVmpENNssR8sIyTJYwFTAJT1XdJzBBNDnx8+sC8VpZZWKOKwZqMczCTGAZLNpVoC8lGRh/JthKNE5ZGq3pVy71UoFjqUuXZ5LySS5ZaRJuXle2yXo0WTcF70ePgmu+VocRILCs1Q01gnKi1rBoFlYxkuZmW2SbZiiZbZctb04VhWTPLUlhXWGYR3KekvkuXBYJjyoGg2WrDmHG+YmxgGIfOKBqdbFsFox6wVNwQmKMhWFgp1Cq5dblWifyoEqi7JvWOKgKQcjWbU5Y+BiSfdptsO+MY/cjd6cSr12+4f/M1d69ec/vqNcebO+1qHUSHCBQt29tPH87/KssXcPQzluft+n0xRm+UJjKu/eaHjVjh+afr/uftlx/DBJ/fHqXA+wW5C37k6m0IzW43en1X2rsisPZj7/NVtD/oRX/F/Dz//dnr175I1+/r767XH74+Jnpsd1PRT9kkPSb9R2mh7wxMBzv1k3PzKWB7zuo9m203I0DknCyzdFa9/d4ShoHD8cTp5o7TzS2nm1vWdWE5n7lczqzLTK3Sxr1GMfqb55mPHx8YhiDRHOPI6XQkp8z5claxr5SBJKYCjVhwHZBsfkoOY2AaR5xzXC6LPsRtfzCCALzGGLXSaVDnZQlmlXJBY74a0OkeNFoCKCqwbbP/zSwwk7NRYN5ExUH0I1ay0YKGuQqYktbrZmgoZTJh09Z1le8tVT2WRDSb1OvIedE/NEPMVp4DKYVUxPQvBE8pUg6x1nR2qZd3bNv2ijWSbeWcZRpHzuczKWcOhwN1HHk6P2Jtwdpy1fVVsrQsW2P585//LCzh6Yhzlu/fvuP9+w/knBnCwDhOeOdJZstnqxW9LlZCGNTzSLYr20xBHeLXKP5QFS6XBefkWOxdrEspql3aWKN2x2yTou3C7h2P0M93A1rPl03cv7tL9H12e1T0e7ZZHdS63ZPG2H499menGg0G7xmC53gcubkZmW7ADpV5TVQS1huWZWU5J85PlfN5Zc2RmOkZXThDNVUAhjHSdYYyNraQbSFiBWx5qBqLUY0RwYwXt3esk+R6b6CIt1kx0qVlncGa3bYP8ns1BWOk+xBTscWS1rLbXykLFsTPqGDJiLi5PQuTOuqLRkEE6vOSucyFdQGydJaiE981Zc7rSsqJwXlhYCqE0RLiyjLP1JqhSmnbWSvO46YSrMGWTI2RUAuH4InnQrB631wUiBVxwE6tDFgFuuldLM0iplKNgKVmX2OwOOs5jiOv7m+5f/0VN7evuL17zc3tHePhhHMSPo0x2GrIZgNWf43lCzj6Zyx7Lxhj6NqPPcj5DIy6+vz+DS8RKM+H50/e/+zdVQXbG2bYPWiq6a93Ea2+uersv5fAOijaf+vzL9V54Kcbcr39z5HejrLXOs9u1bW/p7M3+nNzmG5GnG12aa2mgLeZa8md8hftU+mDa5u5Pj+WQDd5bN+7BW02IGSuP/BsT/enVIwZ5bimdeXjuvDx/TsBA4cDh+OJcTowTAfWRUoC4uezqu1BUbfjhXVZsU50MafTkWmcpLRkJUl+WWaWZet6a+G2IKDNWacASYJ5hTZvx5AurqfQQ3xzyYDFes+6pt2Atu1/abqzdiUYw6ghq/3VKmWoVjaxVru5fNgYBmuvzARrrcSUIBhyktl20bLiuq7Ccj1nMMzW7dfsB7wySilG9d0SDVQFvPWUIgDGGqNdPPr5XbQJyL3ivA4sVFx1nM8XhnGQWXNKwsguXgCCtVik86gqmHLWElOm1syMHKe4rizzQrSmt4u/enXPNA28e/eOy3zRYyagIefSuxRDkPbpkjPDOPL6zVedxWrHW4BQFBak3TvGYIJ47jTt2XPcv2+eaM+I/XNEqu22szzXS2M05cMG24NH5bprFEJ7t943ppXlRMheKcKkODHZPEwTr+5u+ObrV9y/OmCnSB1msotUL92D8xyZ1zOXS2F+lI7DVETHI+VN9VbSZwrWkirEUkU0XAvWVFQbTnVoKUonG2j52DmMq3iENcoJSs1abtZYE2cwtlBNwjiDcX0nKUaB2iDPspIqJWVWEitJTGbxYBzFyD1X9P6oRiJMSpEDmnMlpsqaKmsW5smoW3t77qWcIMP5PEt3oLEY76QzLQ+ULN9PCFic5L3ZgiPjjWRCeiPfHQwkKyxX646MqRBT1u48OesGBbRG3LwzFUfVe9UiRjCG4D2naeL+7p7T7SuGw4kwjDg/SJdzM3RV4IXOa5/FHP+rLV/A0c9dnoGfq86hPX7oLJL8+rmhdT/gvLR8/jLYPtOE0R2w0MmrT1a0p8Ovwj90oNseXJtGp7/rOYHyjGJ6ibWppm4f1odmE+Y1XYp1Dhe8+rGoLkU1KPQHu7bUquall4qclrh8M53MfbBpxoY5px6q2jxyJIAziqNvRZ2d03YEtVOm5utw1ivM2Mqoui+fgAhD78qgygz/6ePK+eGjDrhihhiGkcNwo4yLtLs3jZIMYoXLPHO+nEWMq+3g3gkr0tgheapLd48xFozVoNgNLDZPJNlFof9DL7dI55rV49XM/0qx6kvTIkkkTsUYQ6aq9sYTeglOW5NLIS1JO96qulgbjHW91b5WiZmwxhCV3ZEuR+kOE02NmNcltRCw1hHX2K/Z5mVkzNYBWjQChc54yHY0PRIVlmXp2qyeI1ZlO5MKpY26ibdBclkWrDW8fv2Kd+/e8+fvv8epELwWjS7JFYzDUsTQchzBSKjsPEsQ7zBO3VkcA+sa+f7tW4bg8YPHJ98F7z4ETEwao5FYlizaFmrPUHv9+g3DMAhgnmfWqI7r6yr2EOtKoeq+SHmm7ZMx9ZNH0EvPHSstiLRLoU/y+oOm2X+036pGdqCl/dqZ5nb/Ou8IXkKanYr1ay0So2IkTPf+9obb44i1hTk9QH7ClhVMoZhMMYlYM7GKISmmlbCc5pGpP1JjR6wTgIcF6zFO/sNbshUQU61E9FiD6BULVGexQyBURy2GnITxsaUS8MqCFXyoGFMoxmNMEupM15lyIZlCdjLgp1KINbOaTLYQTRHHc1r7u+n6q5wN2QpQqcg9nbLooYwVVssZ1ctVzayrUq5eU2ZeI+OU9dwWQBo/asmYArZmXAVbK95kfI5QVkpasSViaxbWe5Xra15EkJ1q3cwdQXLjvCdYD1XMVhdf8S5ziZm1gHGeyQdOh4npeIMN0waIbHOct8pGSePBXytTrS1fwNHPWEwjSpTm5BkcaGzIX2KB2gufO9XXTeyf+fzz7boS6ei2Xf0q1KZ59rmrx+Dua5sb7ee287qi17q7thU0gNDKX01MF/QhaJ0jhFEGYxW2AtpyvGNttBSQS4S1dmDU3ISNMRJEal3HKv3mUnbJGKN+N05PnUCgkqWdtnXHrOsq4LHW3hbbHkwbE9XcpJu4ur1vn3O2Y6HagW1gTs9SyZklnVlmfWh7ARfT4Sizp6A6nAboSkvEzhJzkeYehNwExNbJ4GWt6+LoWgpFO6usFSDpmxO3DxiDpo0nFQYniZ9ozGLdxLfWmu4QLaSf7L+UVORc+7BpgKCJrluUhZSclmUFFWk31qg7DOeC91beA0zTJNugYvbteGwh0DlnCQptrJWxW5nHmL5+Y2TQXWMkl8yo5pHPjRKF6ZJ1e2+6HYWUMhOHw0FtAeTcxpSIKRJTVH+o1vrtCcOI9wPej+SHj/zib76l5MrDwyNfffUVDw8PvYyXNMZhGAQ05+5EL+egAfcmvBbtWOHPf/oT79+9ZZwO2uq/XW9BJx21FJZ11YFX2ItSf+ypsr/XK07ZRmoDRabfb23DmkD/EzlBYxgbg2Ql904cwwcO09TNREGsCNY046yRln1rsDZTbIGpMt5a3EFAXk5Ikr2x2OzUydoq02PE8LJ1Q6oNhfNBwArqvWQ9RkuS1RqKNVQL1RS8cX1CVAzY4PFUapZ2/aJsfbbKhxiDD1JCqyaILNIUjHc9FDnbSrJV/IgaY2QrxRmig1SSGpciACmjLFAB6/p1SoVcDNYE3ODxbsAqmFJoKmVRKyDfaeBsTpEUDetc8WbEBjG3xDtqrJCLZJ6VSEkLpJmaFqiZNc2s60KKiSVKJ1/RVn1h+C2j8xzCwKhRKFTpYluSlEEvsZCN5eYojSjj6RYfJrAtfUDsBSoqzNf92TD4XwckfQFH/9xF6IVNh9E6QH7kvDXAcD0r+9wH6o/+dU/j/KXWxhdrtP2lHfvzU665Xkf5zMbVDdpgJJRwGEeGcSIMA8M4YYxRjUvW7qaF9XKRgSkuyug0AXAzNdTSy+6h3Fk70/6y36dGgan4rzEAOsMKQQSuPgSGccJay/FwkLKdfqaVAzAiHmydXfuyqGyzCKbjuhBXYQcEmOTuE2R0Za200H0+qhyzrGW1y/kRyXJztET7Vgoz1uG1VZrajrW07AedccV1xTqYwtDFzOM4EobQu4PaMbRWHvxJBc6+MXOIKDNGBYDqPNza3Fs2nDA2TYRb+8wf6KBDSqEGm0VcLu38tgPgojNcWUfeTDG96IFqkUGnaJvzGmMvsXbNTIueKejAISLpnHMP1816rVn1isopkZ2n1ijHUI9zA3Yy4y64mGRfa9GS5ihz7iSxBiknSj/XWZ3ChYk02r1VShGmTAHGq9f3PDw+qh7tIAaF+pllFW+aFszawHe7JhsJK94/0taeNfg3aqZeEzj3btmqLtQ+bDExXLPDL93oO0JIgIQysv0TykpQW/6gfKBd261s671nHAbt+JNzezhMHWQ564TlWpZ+j5VcGENgHBzT4Lh7deT0lcPdJBhmwiihpSV5nop0BYrhdBFay9peFrO6v9ZYBUoChI1aO7QOqIIyT33/pQzWJjTVIBMxY5B2tkqoOukpmmhvCs4VMJVCwVT5rmwhrxEMJJQtKplYM9kUEuLKXYMwQRHR72QDxVTpDstS/hbQKW341jnC4HF2wNkBYxwpZea5SpRILbhgO7Me04qP0rbvTSa5jDeOEhMmBHEpSEnYtxIp8UKOZ1I8k7K4/IvTv3TIdSJAMyQn77g9TByHidF7gh/IxRCLIckB5BIrSzQcDwdubu8ZxiNOvcfERb0BoeYFdQ2O/lr80Rdw9JMXfTDsaCGrA6m88jm08NKaXqCtd0+cn3Xyd9jmZy3P6S3TlUfb6vbrvmKK2By591+soMFZhx8GBk1Rd14fPiVxfvhATollmaU7ShmBjWmp+1V9uihL1kCLaCSePbTZjqLR6WqqFdNLL7DOF8DgvKUFy7rguymdD0Eemlq3L7X2QUe6PgbZN+ekjf/+vmeuJRXIruuq3WkCfNZlIUYp5dVWQqLpp9gBJmGscqpX++2slK9aubGJhlHGpomjc85YYwkm4IqwddZKjMu6bp4/Bi3JUZnGoXemNcF387DqDFFqA6HtwaOV2g0um6GhdNLU7dzuz0tFtWEyE54GR4qJWHIXD69x3diTLK9vBqhSbmgzzFbeEfangebNFLUoIJIJQt3CWGvzKJJrs9qirt9ttipl1lkZM/lqcQEWYGZY1lX2fRy5nCUaRtUpOC+lthAkH2pZJV/vd7/7PU+PTxhgWWZhUU3s5a8UUxchF5AS3e5+tNZ208acIsmgrICyJUbNLXdl1JSTaE9ox77o9dyureuHR5986ODXwGguefMr0nUPKqh3brNrGMKAcwLspeQauhXBMs+knHl8fBLTUfXDenp8whjD/f0d4zjirOF4GDgdRk7HkfEQsKEoo6CBvimTlpV1zaRYyGtR+wYJgjXeYZGGhZIF4dUsR7NpnCpiuZCqIbTzb9W2w8rfi7KI1YjHkXUWisWpNtAjPrxVB3VrpRTUy48OYo6oYxJrzSwpkmohm0o2ItrPemazheLUaboImMoFUq1QJGvOKNsYRs9xGnFuJGe5T4Q59mIm26g9Y7RUDCkZoil4k0i+QBiljJkSDofJC9VEcomkeGGNZ+Z45jyfWdZZ9JElY41cnwbwBgZnuZtGXh8PTGEQRtuPGD9Q3MCaDNYN3BRHzIbgB453rximA9b6LV+wCshsY6o4pIverRERf43lCzj6Gcvz8bqVNWRW9/wNz/ihzj/v1/UcCLxckvs88GkoZffKZ967fUXtbzTP3/Dss3vGaQ89zO6L9mOfVS3JMIoXTa2FdT5Li7OWMmrJjfT45PsbC3J9bOo2a667wE1dR9OYbGaFLwnjd1PgXckBDHE/+LQSjAq9pV3fa1ij7WxSqYXLk/gBJdUpSb6XwQfP/atX2oLq+Oqbb7VlXdt9UyYuC+fzmbjMXM5nYZpyIkUN+FQg1Lxg+veWDFU6Xow+sEsDfKWocZtnvkjbeMmFUgvrMvdjsG95B5nxT+OI9yJIbuLlUqQdPGkumdULU5ib1qkmg0gPGS5bAGlSLUwX87Zrzmg+YCmkGpkvdIC1DehNQ6f6EGrPFLRWti0mGVile2driDBav2mxG1X1Ck3P1e5DazdRsXR/NVCgoE6PlWRdQQgDHx8eME9nsQ9AOvysljUbWGhlx3Z9rWuUgE+vUSwELueLgExnubk98e/+03/i4eEDv/3t7yS2wguoMFp2TMpMQdV/+w0qQbM0wXsDgKXHvhizhVQLmassahu8qwzom1WDvO6cJQwB50Tf1kwpx3FkUFZPGBgxQGwdhGIQSi9DxnXl8fGRrKXbBjTniwjOp+kg0RTWMoRASomPy8w0BMbhhhAG1mXh++8fcXPhcAfjMUmJtEJJAoxSSuQ5U2Y9NOrTJmAYYXCqxHk46wjOihVFddTiWGPR0rTF4MEEQCd1eWc0quwT1WGcwfkKJMnGVC1XRZ8NJVFUfpxN0aiXylITs8aPCOclzXAJaYtP2g6fCqQq/2UN1G1+bd6Kq/c0jUyHCaPb66xV5/nCpaKO3DJG5Vr0eoo4MhHDYiKDTYzGUbDUwVFrJNWVkmdinLksZ54uF57mhZRXfY5LSDRWSmreWE7BczuN3E4jh2HAhxHciD+cyG4gZouxI8VNpGII44HT7SuOt7cM04Dzal1QRXcl+nmDs8ImlazNKvULOPq3tdRd2Un1PQ3byoBuNo+Q9rafUBv9i8Do+Rt3gEXhQAcTVb+zw549Jmg/GNnOsptd75f9K02LsXvlk88INhTK3nlhL0qOrPNT75ppD9xGDDXNT/NT6ZtYt9ydvR5KSCJD6yhqZSbnt46iVpdu4tnGJnSgpGWk9v4rK4B2/GpjNKTDo66rDDAq4nTO4p14EYUQCJN0f5SSiXFlXSPn5cL56ZGqQmoXAt6JKPdwOonG4njkq2+/1UG2ds3SfD5zOT8xX2YeHz6yrrO68NLzp1q3XmvDjzropJS4nJ+6ANta291wi4KyXmqp2+BNFVFvKR5rcy8rdYFyuW7X99b368LugNQaE0EZN68C+dZZJZ0z8mCWWZ9kQVlrWRbJXhMDLik7liLeLdblrhdp116tookyxmpYp8VorlyzDhDg3/Rucm6zgoqW09VE8vtOrDWuz+4GAYCtFJdiwmrnUSky8MsxyuLJo2VNY4zmtg0YZ1ljBN1WNwwE57hcLizzzPnpiafHJ7menGMpKyXKTeGdYxoHxtsb5mVhWZbejWmd69d2Y+okzkfA4DiOeOckdLVorAkS3dIbHJTx2SwghEmcxomb2xPWOi6XWZhT1T5NmjWXVTs2Pz2xrquANB20WhdhYyeHYWCcRk7TCa9gaxgC1oip5DiOUrpUMDUOgcMQOJ1uuDlOmDxjfKaEBeIjdhZXZao0BrhsuZxX5g+Ry8ULC2JhdBZTveQRrhFXLf7gNbYkYBjx9ggMUjbHUIunukDO4vRTgBorJYmOzVCpVlrLSzWIqFtb/NUHKOZIzCtrWilkrLcUq4CnFtZaiTp6lCpi5pZLlhEwFKvIpRNqRVClY7HmgrcwjYFxGkVTphMU70e8syzzzLzELhHYmxHnlCjWUYzmoDlHyQaTPTUZqrVUEjnPpDizpJnLsnKeV2KS6w8jzFwbGayByVvujiOvDiN3h5HjdMSFAwkPw0R2A656wnRLthPVDRxu7vCDZCqGQQKpc8nEtGKjx3nYGN/E04cPMuF7wTbiX2P5Ao5+zrIfyFsRqDajvWe+Qh3MbP/U/Wp2wOkvQqjPvOEZZ7TR/6W+9Ibd5174w+cYpx1A6oB9917nPMMwAuJSvGiCOGxJ700svmd9ZGSSGV6tVczerACe1rlSi3ac6YO9H0tjxBdmGhUgJObL5ZnXitn+1TJSCKGLkcUjqHQRb8NJznvtYJKk7JSk5BHXqKLblWWdO/iSmfXQv3UYR9UHtfbxdi4Kjx/eb07VgHee6XCUh9wwcro58e0vf0VL514uC4+PH3n48J6cI0PwuzKkEXbKV+Z51gHTM4wTh8OkWqjEogxOrTJANnqlUdNOa1FNk/D0+KhaHTnGrZrVfJWmcVQWx/bOL+8Dx9MRZy3LsuC9XBM5J6wXXZPoiUr3/8najmz1b7WKFiWlTIxROrwoVCvHqS1W9SkSNWLVf0kG/M48dc3LbiKxYxY3MXXtaehVzz11u+Zqrb39eVlmAVgGKd9o+dRaz3kVkap3UtICy/FwZJwO+EE6cD5++MjlfOYyn0kpMx0OomnSfc5JhObH45EU1w7slnUh5bSBRCNZeR3c6m1RteTVjPwoBTcM3I5jZ16b1mccRxlQrSVGAdbDEDaWqcI8z7x//0FA3KpBx9CbFHIRltPSukglVmWYRo7Ho7jGTyPTOHag1kuYeozXZeHx8ZHLRZi0Wot0pt2ceH1/izeG4zRwd3NPNQnnM2FITJOjlsx8WQRcUFhuEunrkZjhfP7I5TKzLlHKXZN0Kno7EoLhcChMPnBwJwYOgkaMdBkW7zBRmhuKNRi1rhZNmTy2kLdTsyGl2hnLQmaNC2u8kGqUHLKaqKvohmLM8pmq6fRNs5flOsw71igWo4JsjYnJ8p+tFWOa1igwnY7cnO4xboBc1Zqi4P2K80VZrkpKiSkMEmRr27O0UnKiFiei71SlW49MThI6O8eVOUbWHKk1gy14B6PekrmAM4abKXB/nHh1OnAzjZJf6APejizI8QrDiPXCJg2ne8I44YJnGA8SoFsLMUfqKt5SPmvgeU5cnp54//33fXLw11i+gKP/L5f2sP2LEOcKHX1SoPspX/TZP9UdXJOy0ueSzMyOufn0LZ//BmVubHt4yuedamxiFL1E6zxq+9OCPuXztg9iZkfCNVBpoHeZdU8Wp63ZqXYvnrahc5Had0WM/dpstVyVLzuawgCzUQDWhc4q2NSBw2hdvmpJqZvuIa7MWW/Wli+WS2FdVta4duG1sAzNJVi+W8IeXS/TrHq8Uoo8fHzHh/eli4cbSzOOR47HI6ebG37xq1/L9s9nHh4+injdwDAaxjBwOh1ZloUYpZNqHAfpmqrwqO7bSRkhKfE4qoJRie0QsbezlpNtAbUCil3OxBSF2RgCOWaCgktrLdN0UiYha+7RhcvlTAiyDQPD5nAd5LtqFUGoZJk5ZTCkk8b7LVyylMzpMGEMLAoAfZgw1qsYVB7+0uGmA69efpXm5dUAhLAloiHLVwLlrLqirHYPTQNmrVMmbu/6DOuy4Lyc/2V+7JOSoizbukY+PnzgzlpcCNQCp5sbbm7vKCXz7ofvievCL37xC77/8/es68pXb77i1f0d8xqJMfHx41uWZdHJlwSEtsmXsKe1g7pSthDoJppe1pV5Wbog2jnRyUFlWVa9FiMXjSzJyu7FNe7KFtpAYARsygTDcxpHZX+GK/bQWCeaoWEQcL8sfPj4QIpvWZel31fQylRZjUc1kLWKwmdwlrpemIaBxVs+voVaEzc3I4eD49EKe5diFq7FQq4eY1uyvDBDg16DN4dX3N/ec3dzgzEF71EHcTkmwVdKnlVPZkW7kys2BGoVS4p1OZOzCKqDNVhcN2OsiLHqmiTNPtdMLDIRKFZKZSLel9y0WiCVLLEfqYrXUW6mp5CKFfCUpRMsJdEf1lwI3nE8Hrk5HTjd3HA83uCnieBHcspQKj4lgjeEYKnVUJJ0ui5rwQ2B7MDUgvMCbuIyE60nVsNSwJQVY7QRoiC+Y0bYuOAd4yDspLWZkoXFP46B0+iZghUG2XrAkTFY44Wtqsp6G4+1Hh9G7W41+iyQe1D8w9TUtBTiuvLw4QPv/vxnmqHsX2P5Ao5+xnKtZ7lmaXr7aisd6Q9bqay973qdn8Ai8+zFXWnsE8bnGZppDEFbbydTPwOsKlUlS3tdyLPVNqyxr9QZFSViujHd9af2nSqjgKomhIXOWuzFdYUKqvVY5rmXgDBb1tK+TNkMCPt6Pj1c/f+0vxugZFVo8Ow4NwPF2sWqLWalbYvT2W/ryjocDhwOB25vb660Z1Y/JzlZ6lRsLeu68vSUsbGqr5BoXqyTlu+2QXFd+fjhHet84enxgTAMvHr1ivv7V3z19TfM88z3f/wDb9/+0Eto7Xh8+PC+gw7vt23t1gneUzEcjwesc9Iht2PdxAJBrtOireumVnJaETbQ9fZ6a01ndZY48/jxI7UWhmFgjauyGcKO5JQ4p8gQBhmYtWuqZHHx9tpt1y0fNH9tni+Mw6BAzsu1nGXGm1OR2WjLDdPusKZ1ai7MBvVxUlGy0a6xZVl7l9q6agu+keDYUptXzpbHtsaV4IOUQJ8ecc5LCTaJSLa0c28d5/MTy7IwHY9Y51Vv4wnBiyg5rhyOJ779heP3v/s97z+8x6mQ+uHpCR9GDj50zytJhpdmgVZ6TEm8nthd/40l3e6vSkzisfR0PvP99z98otlwditRDmFgOkxdnN/AWPCe4/HI3e0Nh8OJZVmY5wsxCggSG4PCx48fOD+dO5sUtaQIW1dtM8ZsFhtyPYkX1bqsrOtCsBVnwGTDGBzHacBXQ5kTa1pZY8TYSiWzxMR5Wfj4+FGEzxWG8SgmictCwHN/uuOr1684nU4cjkemw5Hj6Ybx5sjxdBCNkjW4ICD7cn6Sa9tY5ssTcYnEdZV1GnFMp2pHV1nIXIhlJtdVjDizPjqdRGmkYgQkRdUdxiImp8V2V+lUHTFnYirkbMWgMVdyKpRcGazce9M4MB1GxsMRP51wflTDREeOKyF4hiFwmSUctuQk7v2Is3cuFW+bjCCxroXFeIbqYK0EV7G2EOMsyWgWQnAYFzBJnvW1iCIrmYrBc/DyX3Be5BXGU6qAs1QNuTowXsCmscQ1YtxKVsd67y0JkWSUJrwwApbWZeH8+MDT44edbvBff/kCjn7qoiy2VoMUM2yFsr126NOfePHv1yt/mc3ZSnmfvyB6l9f+IVlRm/arL/8MUNqhn3rNu1Rqd5iWjzcNhlKyu3V0JsZuLtYVcWDduoSuiovPd7N/cdNOXCmsuvTkmR2YeXb8/uK9Y67O527XhVl6tmXivIy6IW9guGg5tTl0t+NjrOmaKO+86IwOBw7HA7/85bcM2lkmDtcr5/OFx8dH1hjF4VmBwLouvevru/MTv/un32CdZVI/m+PpJJ1xUXx4nPeMfhLRYpasp5QS1iEmhdQOeP708X0HrLa7S6erC6AzX85DgRRnhnHi/PigZTb1MnLy0D4cDuoGLRqPoAaLxhiOp5MwWClph5yEqSZ1BX5+hS86EJS1aqlOzRqrtv7rzLKUQjWScl5rG4BrLyO1rrMt7V18lESLI/u46vHzzvVuvpSLdpNJVl5Qa4Snp0eGYaDkRFwWpsPIqkaXTdA9jRPjNJFL5s3r19KgoFYIYimQmbT8FL56wziOfPfdd/zhuz9yPB4oJfO0LEzHE9PxRFpXUlq70/ir16/x3vP+w3tWDZxtZanuDaMlzCtW2Zqe3TeMY8+0895zOB65v7/r11atlXUVQHU+n3s0y9t370l/+p5lnkUDpfeDda6brEp3mnTq3RxvpJxWWymudgNW9HmwzLN0YVrLEDyD9xyGgeM4MAbP4CzHw4B3QJVQV+8qKS9c5lVS4peZECzGDwzGy6AcFwbjMclRU2VdIuOQibFibMH7zMOHmRh1smekJGttxXorvkgGpulI8IHbnBAsXIhrIq4L63JmXWfO88KaF6kfGelyy2WhWrT0Jxgxr0XAdy4qJM/kYpQdMuRsiFGsDIRRMpRUccrcTcPI7d0tx9sTh9vXEtDqpBzsLN1/KOYszSLKeDbNXUpJ7pdgsDkzOGmSibFwLpBN7aLsUiKMliEYMg6bpeRGlW1C/S2dHZj8ICy0dVDFYLMYo+SaBRuoxotOKwuonfMZ57TD1laSqBmwQSZBKQvgjvPS9ZR/JVwEfAFH/7xFZ2uyvDzYwzaDo7acosaw7BiQ/U87p9qfMr5v/3zm3bVjid1rtb9gnr/5hVeAPvOrbGxPvX5HX3WbjWzraA9n3d5eUnt2HJ6xZXW3Z4JjnoG6T35tCKde4ahPlmfgcC/8blv80hdsbsLbn5zbjsIeNNVUKDXB0gDrdl5FUzVyOBw4Hg9M08TpeOL+/rZnYzXx78eHBx4+PmgZpCqYEjbJGss4jhxPB4bh1LsBU46KkyugQuIsbsmyzeI7NR0OXT8S40pKWUuf18dC9CVaZvRe35s6KyGsoJSjvHeiL9GSZCuHXS4XzYgbWJdVzo+1XcRctCV6P5DnWliWKgAnSdu6GIaKc3Q7jSUnQgg0l+zmoN6MG2uteD/0MmDLFBSwLw/g9vmSpSzTYg4EZEYuT+LsXapksKUUMVTC4FiWmcEHUlxUJ+RY1pnD8YQNE0/nC+d5UTbFcToeub29YZombm5uGMeJu/vXvPnqa37729/yw/ff4/2AtRlThZbXxAABAABJREFUM9N0A4cjRW0CirpwS2gwBB964K109ihbOAQOh4OG1g6iA9JymDFG7RrKFjWSM+/evufh4bedSWwlu73FgHRMGi2RqnGiTg69d1qKEpF/Y9qGoF2f6u5ux5FapUE+6wB+czoRnOPmMHF3OjJ5R7AOZ1wvxcr5EtfolDJP55kY5RoeXcCEkXlZyKngsAz+RIrgpxHvBozxVDNQa8DaERsmXBjQZEK5oHIlxoSJibQKYyYTvgFrB9xo8bUyjJmSIzEeSeuJw3zkcnlgjYtORCzz8pHL8p7l8kTMK8YUTK16PReqVMFE75MNKUmifc5QktFSGrovjtvjxOE4cry95Xh7z3i8ZZiOIowuFVMqIUxEv2LdgA9rH3NqhZQXvHFYJ+uOJZFsoTp9TtSK84Y1FUxJ+MEyjAPZiPdSzgXDTCniLJ9WuY/HYWT0QSYoqssqVbybEk5MNatVpixhS+xZc1iLrRXrCs4XqhULBrS0XYtUJ2LKLGv63Ej3r7J8AUc/e3n59Fy3vdO1LEk1DHsDt8b0vFg9e8ZObSDoU8M2s/+hbj82zUTpJb/nAInnY/+zP/wIq/OscHX9rh2DZnbb8mxNDQjV5xv+Y4tB2lhNy5sybMnl+/c1Fu0zAOkZiyZ7XLc97xl0zw/Sywet6jr332WMOPt2Qm/Pr5XK5XLhcj7z9odtO7z3ePXGmaaJUfUcr17fczwctWymbrEVHp8eefv2LQ8fH2kmhkBnEVpOlVUmT/RYovW4nM+94046vKRjRNiw1IXNUsbZ2JdVhbmSQyd0exP7ttLeukhmmPfS9XR/d88wDLx//45aKuM00di4dWnO45slBiB+McgAHtfY27KNMYRBBngJuZXW+P3nRdyN+j0pOAr077HWYqqhRcXQPJdSlDb50pjCRQaySmc9AR2olTVNmhVnxaVddGNg1Lvn9uaEDyN3t7dM48SyLHz//ff85h//iX+k8tWbN3zzzbe8+eorjqdbfv03fwsYvvvuD5Sc+eqrN/y7X/+KmDI/vH3P+SxeQM45xsmJ5mlZwDiGUbK9WvnreJLAYhC27Hw+8/btO9Z15aKANcbUS2kxRbEd8JKvJ/eCMnDN0sJuDCm1+SXJtVIo1Oq6yaTVSJt1XZgvZ2mjN6Z3x1krxqWDFw1cXFd8CJS4sjxJl9YSLIfDwAVp4zYISF7WhRxXKuKbY61c73b1HIzHDnIfYQaMG7HWME0Dx5sjh8ORw/HE4XTieHNiHHzXIYoOyRLj0uREUtZcE7UmUhKLhJYfVmuk1hVKxhnP8XjLlA9kRT2mnjiOJ755BQ9PH3l4fMeyzHgKVMlDrCqEFkH09nNOhhwrFPBOPIRe3d/y+s0bDjd33L76ijAKo2kx1FxYLzMYg/ODPI0NYKHmJIHGMbLEiKmWagrVJgZXycGTrVgJ+GooxjEMHjc4zYqbSLlgSmEajXhKGRico1ZLsB5vnICiXElEyayjUIIhG0+uUeQMFowDjCdpf4itGWcTLiDASPMynRvk+k2FlCrWD1fPiX/t5Qs4+qlLn41fk0YNCMHmIdNr/kg9vyL6jSYMlmUbxNt7/xJAMM+H+5dwig7GHZD9TB5yz3J88v2mv+Pz23i1D9cMVYcQDfDtaZi6+RUZ22aK9QrL7KqHMrEwZuuA+wxV9FkGSb9zv53XbNjzT8rvV6Thbrv7ry99ezsnOsA7L23D++uhUlW/Ib4wbd3GiIv34XDgdDyKZmI6cHd3y/39HU+Pj7z/8IFlWdkbHTaPo5RrL/N1D6nG/tWK17b4krOIWXWmaZDZX4kR4xzjdFDNReqMk4AL1ZNYGRxFZ7JyPkfmIAzE8XhkHEbWp0egiu8TqKg9d8Hz1tlHH3TF+XqzLpgvZ0oO+CCi35KTsEXPxPwl00HV5fwIyGSl6bEqSHu3lx7rUjI5Rt23TLNYiEla4Rvobt3+4ocjyzyfqbV0ndfp9p7pdEMpYrXw3R//yC+//QXffvst//W//Ge+++Mf+W//7b9xOV/4zW9+wz/99rfc3NxyujlxOBz45ptv+PjhA+/evuPp8YnTzUkAixHghQqYb+/v8ecLKcpAm2KklMq8vOPt27fdubyZem6hvaLrmiZl3GrFh0FsMNSAsj3HbCuN5yzgoLZIk6raLbShIWg7e2UIAWMst7c3jOOIqXTtm3iGuV5m9Fb+C84yesNxEMbIAt5JGaekiOGgrJcAX2c9LowcppFx9FLOgf7MK6VS8F1EPk4TxlmsC/hxkIgeZ/pjIGe5t+fLIsJrW9UjTBhIYYCb51hlXWeWyxM5LVAi8/woAM5VMKLlLLVyc7rBGcer08jNeMf5/MT56cxqFgZbOC+JJScomZwjJgnoTlHAkjMwBc/d7Q03t7fcvfmK6XTH8eae8XDAYCgxsUax/YirapZqFdGzL2ItaYTZzSkRc8T4SraZYqVDbVXjzGKclMO8pbgkuW110IkWeBMIdiBhGQ3gJMjZFCPsF6InrNYTcxK/JCzZWIqpYCvYQq4W8cHNUFasywzjgB9HjHeit3LiZZZTxbkRgYF8AUf/Fpc+YPfBVBkKI94eHRy1GXAvP10VkNonXxi1n4GHF79//8fPAJlnbEX7qiuo8vyjP+F6e4k72SCE4bkh5fM3tu9v27Y3fJTZdu3IQ6EIHQ3tv68K9XyFEz+H6erVEd+tZf+WBrC2Y3PNaO2AUt0B3PbDrkx5jVNr/9fU3SsVahO86Ocbw2N3s/MmKM458/jwwMPHj3Lc1JbgMB2kc+Xmhttb0WsYa3h4eOT8dNZSrmhRcjM0pGnGRFNjVtuZIWPAaeBv04+IYNyR4tK3CaQ8WKu09DsNnpVB0zBOIy1N/nx54vHpUUXVMiiLxkcnEaX2mX9qztz6PQZhLVrXStYJhnjqVFBdg/eoiHwrIQCYsp2bWsVoD5BWeZQFKlLGXNdl02Ap6xc1xqavYLeUBrKacLtK6zVRg40T2GFkcpbDdOTDwyO//cMfmaYjx8PI4XRDToXj8UiMiR++/54//fE7TqcTr17d8atf/Yp5nnn37h1/+vOf1cRS7pO7+1eYYZCQ2tCYGsnPate6sHzCjjmvvlM6q2iu1OLWLl2VvWBRhLVpTtveB4ZhZLwVlqKV5qTMGnonnFfndtHaBUpJAnzU9TinzQdJAmANpha8NRyOI1MITN4yBcldG0Mgpwgl460k3VOzPnNbOHCkcmE+i3avMfXrGhVQe6wPDNOBw+GE8wNhGvHLiPVzB7Mt3Biax1fGeaMNAg7vDKVKIGspYsTpjNhQzMtKXC96vOXnovYQOWeePl668aRYlIzcHCZWu3JZViyZ0WVWn1liZF5XLkuEEkklMzjH6XTD7d0dx7t7jjd36g8kmX3irmQgZfIwsFxmYdRNK03pfqjrtPcWSGSbcV6MKbOBagEH1Wh+m6v4IPFPfSJkpFmE7LAJ0vmCcQGLOHxHIPsKrlBNYimOJS3ChCFMlXUB4wbWKF3GNUtnXJik6aJgIMpkzoeR6g2laLNMy/f7KYPVv8DyBRz95OXHxcSt/XhvQLg/hc3l+PPASN+3+9NzYmjT6+irL61jI2I+ee1HL6rP0ysvf8H+lRfWf7UPzz5yrR9qbFxVql4eUtuBqNS6vb9Xq55tVoOs/xzBXmMbrn7f0FxneJomp3Wwte+lCkshzyL5m3gq+e7VFNX/qZkV7sXpVpmdVgqV0pYeh6q+JJidIaK87/HxkYeHh96S74Pvbs0YuoGj6A12Joh6De5LRdN4xFhDXCNVdTx+GkUQqTYGLbakZbm1Nuxa6S3gwszIQ7XWqiyE+NKYarWVO/dyXK10j6AOirQ9vJmVNparr0/BXWPx1nXtVgz7c1mvaD5ztd8pJwyeUqUM2EBk89Sy9robcrv2TD9mAt8tXlvGMXI9zMtCrg9c3r4DDNN04Kuvv+F/+vXfcTydMBhySfzw/Q/UkvnFN98wOMs//dNv+O//47/z/Q/vpCTnHa9fv+Z0OjHPM4uagn54/1biYYJ0HlprGScVWDdrjSJsULsvjLLZvgUPq79XyYVhGrujvVzLFq9C9FZqchruDOJnti4zT0+PcsxS1nLTFr1idEIgXYUCZpuVg0SKOA7TyGkaSZeJejiQnOViwJpCTguXyyPeGZwD5wwhODCQo3SB5pKle7AFEWsp1eMJwwEPWBPw1pDSigte2ttJYoxpIEUtAWqCWgiBUm0Hk0YnfEZNXakS6JxjoiQRM6cYsVSsD8oqLZhqoRTSmsS1ukQeP2huovWioVl0kuA9Y5gYhyPHg8TqrCmxLglrDHc3A+PxxHS8YZhODOORMAziJYQAt4SGzBrNTzTyPTi5T6TzLZPSQqkL0htmqGos6wYngNWCCQY3OtzoezmfXEglssbEukCOhYqlZGFjo5eQZuOhUsg2kd3AkiHPGXwGmyhYrAlcZmGhrcmEMWA0NNulpLl3nlI9AyIHkO7eFrn011m+gKOfuqguZJ8v1MbvJkwVylrLa/qZzo004uETumZjKMzu1f0Pe5LoR8tEz1dN20D90Vyv4YpJ+tlL53ykQcPADsNsJNKP4bGysSdbi+ZWitq+Zrey+tLP20tG0djzcuJ2JvT33UDaGJvOAO3BUachNI/Juv7eqkJi0b+0KIrS1zcMI350CnoUFJWNxclZHu7SOj0SNKIhp0TSh/GizsiL5rL1gRphdNrRab5JGyDZHYPdOahs5d/NeVre1/LUWnditdLBVikdDNRSyMZQ16q+PlsZw6DeV86Jl5ARmwLvHLXY7n0TfNB2Z2GsSikUtT9w6ruEAjoBzcrA7pBxLhmrfjfNNV1y5tpetsy6dk7pQLWB2BjXLmTv10M1ff+bB5M4I29LK/E569SnpWLqlnc3DNKJ5lwk5cLdneSFtfP9zdffcLo5sfz9Sk6iAVvmmf/4P/9XwnTgH/7Hf+fDx484ZzlMkxw/xAfHWMtxHCklc3566tu9Lmem6YBrHXfq2VPUY6pWJH/PCFvWnMSbnsgYQ1zl/PTA5Fq7GLuoLUOpYr/QokbaVbWHoLBplSSXbSu9TdPI6XjAmcDgHd5JZ+YwBMoyc1kl4DTXSK2RVCoDTlrV3YA1Hqf5hzVrkGxwneX0ozjSOzcwhAPjQawUrPUMo8MYLRtXxBVby0Xi02W3cmkreVuj5Vv1/cmFnCI5RUoWgCGNCpGSKsZ4plEmAzkJw1S15DnPs4Y5Q4yZGKVTzVhpf/fjIP8OIzfHG6Y3kit3GAfGw5G716853dzjwqBWF5WcInGZWeaFZRGRvdNjLjFDeq9plmN1YingXQFnRTdo0X0HHwxhcoTR4YLFaNBtzVXKqllMd3OtFGNYYxT/ogTYinEF4wKRTLWFYjy5ZoxLWD+KqLoalkWadnxwEmtSYcgFFxzWe7y3OFfIVidBaSXnhb/m8gUc/YzF6gMlldjH8Mbm7LuVZNlonv739v6GAZ4vL7zWMc6OSeklp08JmGfLSy9ecU87yLAHaub5Wz8Bb22INgoSZN90AP3cJjzb3goigP0sO/Xp9uuw98J+XQuDZdU6yDd2Z7fqfet9i8yAl5inHWPYdRjPS19cMUFQWNfIo4Zp7ndnz2yUUlnswhojwc9axlD2x8js/XQKTIcjcV04ny8d2LSohaxAvNTa931zam/fve1U80MSUF/6vjfjx3bul2VmWTfn8OYl1C743LZDW9gboGkeT7UkspYpYlGTwVywpeiALIJiYy1kccXeu4q3tvW2rS2KYs/MUmu/L0qtfXbf2ssFyArrlltHXGlMXGknpB8e6yVBvSrTIR1uRvdty4lrtgBGO/ukSzAJUDLNFBZ+9atf8+0vf82rV1+TS+VPf/6e928/ktbC/f0dx9ORMIzc3o7M8x9Z1pVf/OpvWFPi97/9J+Iy8/Dw0AFaNxalMgyDgGjNfmtMYruAG4AvOQvILJW4rlzOT/0mkEPXnltlO/21XTovTBbY7rHOpO3uKfm9dvZNJAbq2q33YPCecQiM3uOtJa8LD+uFkhZKmcEVhrGV7SpTkHtOrDNWgrN4I5Ecjb/NFQwOHyzBW7y2iNMz4DI1LRSSsBJYMrU3HFj1L0s1q1/WNqktWUyLcs7EuKiGK2lAql4X1Qo7auX7SwLfzEyrCvtLJZW8AY1SiUnyGUu5yPPLe/wwcBgnuL/lZgocj7fcv/qK21evGA83UvYSWk4mUcV2O4AUkzhkG4dxA4lMIWGNZ40LJhgRRPuC9VZKac3c1xiclzI1pnUlSzv+mgrLWlnXRExiFTDnKk7eVX2aktyP1Wqpz1QJr1XyIAyJNWYJ0U3aPGJFg3k8RQ7HTEiecZxwZpCxqUokC2WlRolz+nHV67/c8gUc/YylvmBEuMc5W1kNPmE76lZ622iV3bp2P5kXTv72HZ98YPv9+cf6e/8S2Hj5bz8K4HSgt0ZujgqY+ulle4WNPnNN78HOc77nk1dUWAwNiBq62LmVn5S5yVkEpM/Pm2Clxnx9spWfbt8VKNp1hT3/5I6JYgdSNmNOyeNDHxYYiSi5XC6cy7mXQOTy2bVH6yDfrivpHDLdn6iCGgNWCcNUzdB1XAtdlN3Gs+c2/HI9bzPmbd9N18856/rgv1/aucglU2IDalomLEnvDTl+03TAWulGs0YE59ItVqiNwbEKSGjGinaLTtGlRV2gM386QNXromwsXm6t/urRJdExm6M0aE6XDpK9Q61ujLBVd8wGjmRgiuLHZSy5VHJZxRm5gnEDbjjh/In7+3u+efONdNAB1ngMjstlwRgxyJvXxPE48Pf/8X8iDCNv//wnHj++5/z0SCm5H9NlWbhcLr10LyG1toOlqgO5gHa5Z7SZaLsWtEMrlwa6tny17U4wL9yCCql2x/7qve1e3K9Lrw0xDRVN0WEaGIdAcBZHwdUiHVSmyiTBGZwtBNceX1Zcn53BGdtmnLqvButFIxV8EK2RHbBWBODOGY3NKPJZI2BK2CDbfcokrLhgbZB7M+de0i9FSsu5JEpNek23br3S2SlQc8gqTJn4OYkwP+ZCKZByZU2FFGFN+2QBgyuFmjOuJOJoqfGOHCuGgDMjjoD3A6VErHf4Cg6HwWOxzCEQ5wvrupBSkZDjXMXINa/kmvDeyHHXzkGsAM1qBShlY3AVATU1a/dc6SHUicJSKwuQrLwv5UqshlxV45ihGpmo5JbPGGeWNRETxITYhzjLMHhSq8YcRoYwYEzFmopFLBNKXEjr5fnF+K+6fAFHP3WprcTQOZOXJubsxw15JtTOHlQai1FfGoO3l9r07edcB7X98/KH2lzxpVLLyxuxn1++/MY2K2oPyReB0f549Afp7hsMV3TNpzDumifqMRD6rqvBsshMo5VJrkHRTuv1OYDZv7md2xdE0loW2wOeTxk2AT5tpt0HC6NdY05AgnWibfBetElJB/gmmM4a+FmK6H5aWjx16TP37Zhs+7NpZIx602wgqBtzlgbc2us7oLgb2DZt1caO9XuglRqdtvGq8zWkvr+jipbF/FHKLMu69M6xNmv3zpNN3uI7tg0QDyX9rpYI3vZTmNiqxnIbo4SyGMIo5X6eUs46+aiYsruOdCfFJFJNC9UbyYBqdKSUWWqVckkRc79UJMfOaFmmlEguhTAe+cUQhLUC7l+/6uaIMSVSTnx1d8vNzR2Pj4/86c9/5Lvvfsdl/sh0OPKrv/l3XF7d8/aHP/P0+BFvLcMoZpjLsnA5X1jWRbVfej40k7BWYfeu4X+7ZjYAajvC+ZHnhtnfonV7vR27NgHYpQVYa/DWUXUCFaZJPJ5OR25vTpyOB07jgCmFtFyIUVr0nS+YYnrorrcGVA9ka4VilCU1GMRF2hnDMIi3lrUeY0acG6UzrjvFS0CxMRJjIflkHqzHaKRJK5OZ6kipEGMzPMzdPFU8vSIpR2V8soTG5tRtHYRNlWe8dZYapUxeimic5jWxrtKdGlPrLDHddNJZy+gsN9PE8XAkuIC3AVIhLys5aknPiDg8JXGLx3iG8Yj3A8ciUSWPwwOXx4G4OLzLLClhXWQaHYfBEZwFY8m1EmtlrWBSoWBxRo55WpLqDsVXoJRCTIVo5P2xGNZSSRlylhBdqYZX1QvJKazrwhIzMcIaC7VIXFDFEHwiTQmmQbriLHhbcSZTywp5hRKVffzrAKQv4OhnLbU/LLZJ1TaT6l3lOtNp3RlXM/XPETSGq/fKt/3YG5+/qb7w2vb2xka8vFf7Ve+0KLuZYV/nMyxQgV6ff2mzXvwi/Z4d1Hz+KaNo68ojqLJpkwxXwGh7j2xg/aR97YUuM56DyQYyWhxHmzXu2sp/ZKlUmTj2Aaluh3FXxpN/bQ/abSGqslsC/pwLhKB+JdpBk9Om/dg64BpoaTPW0rrr+7oMGkiq8RpmN9q11uSr47c73pA7U9ePheycsCxeMtnAYKvbtdSjM2IBC7K+QspwmS99GySuI/Xj3QTttebu1RTjikdzxJqwXAXGW5ntWayAgjjTHs56vRQVjDfWs+mUmnVALhlTpKsOTHfzrghrhg5e1qg2Sb8ulUwticGM4iaeEvN8YV0jd/d3OG9JJeFtwDgkE88fwBhiWhimkb/99/+eN29e8Yc//I737z/w4cNbXPDc3t1qFEsSB+lh4P7ulqgO1nGNPaam1Ko5dJJ4LwB0Bxz1HKe0adTk8LR/94veAb1ctun0GqPorOugLAxBTB6tk6BZncSMQ+B4OHCYRkmTD47TYeTueMRhSeuFuM7Ml0cMCT8YDseB4MTMsxRpdY9UEhlnDYMLeB8Io5Rox0GMHjGOECasD+qVo91aVkFAMVgsznpwDmPVjbkkjCkEP0CVPK8U5XmdFcjmLK7ROUmUSEor1KwmrRmcFcCmXY6t7L3ELOClVJYlcZkTayxdUyfsKNQigujBOW5PN9zfveL25hXjdMRbmYDkuGIQB/wlrrptmfNlIWfttstFJ1kG7wLH0w1MnnLyLKvD2SPHg2EcDdRMSSvWVoqVjjMKpFVig0yppCWSEqwVijUkI+9bDcwVllxYI5RsSUWeP1Xv71KqVhYKqVZiLFAdKYPHQjaUqOybqTgnvk7egzMZUyOUFWqUn78wR/8Wl2dUcR9TdmLE3QSsCsTVme3mf3Q9i7/+BiWaNqr6etz6dHlGzXwWkLzAJ5nnT8L+ndvs8uVPPlvPJ4DtL1y8auTYWKm9teXzguLnvvs5pX/13j079QIz9MlxaExU0+K049UG3O1Lr9b/2WWH8wzbvrZLYxugsnibpKifM/2cyDmw279214VlTPeKacehlEQthqoRGld+Qb0cplqgKt1qmwj9OhbF6yAnA+jmlyBATONCvIfadEBGwST6kJcutWa6KN33Fms17NNI23SLM9iYKKMdanrTdGCau28Y0Mttwhzs2MvPXCstJ6/dB708WasY0hnRS5lCq/70iYwwbIWgomsJs5WbMhvp2KtGhNKTGSlFcuRubm4wVawA/uEf/wfWDfyH//Af+fDhgXE4M00DtRZe3d9RauX7H97yeBZTxrhcmC9PfPjwjsvTA5ZCXDU+IS6g2ilxC7ediTIGEfUPXhLp11VYx1pZl7U3AZQq+yuMirTi+xDEYyYEFW23cya6t71BqbG2VVy3e9hACEE1Xk4E30bAc1WdlKHiTBFxcbAaDRIoKWOPEz44ao6YkhiCpZKpWQBITiu1SnllXWbx1rIWawcOhxPjMDGOk1yH1jFMB/wwSpCstV0bZnBS+qytq0sugFyLlt4GKoZ1jdKNlUuPOpGIGwESy3yWlna97gxVui1rZlkW0iql1RQTWUtoOSbiKqBoXSWMtui9qtwkzhrG4Lm9veX166+5e/U1t7evJCIkSNedQbrlSoykWS0EqqFE8eMqSfR7Ocl211yAjCkrlpXBBWwphGwZsgrU/QEcGFcoZGItxByFoVolZicm2d41ZR7nlSXBeS3EZEjFs0ZhWnO1KIEvk5layfpzFddYQvBMgwNtenC2MjgjZTRTqSRSupBMRlJdEpaEM5ndQ/pfffkCjn7qsitbyFK7jqIzLrUJRDeaZT/I7b1t+hjaZ/D7Nb9MdP8YXOlfuR+Jf2RXXnxdZ4Ps11U/943btl6v89naX9qWZ8Dmat93GW6fbt9nN+Mnzyf2m2OVmaBWjbDYi693bzS7g1qfrewnfN/Vzy+yf/X6BOpALMTjRrvvV9TE7/38dE2PvMVZK8CsIqW1KhS5MXZjn2rt4bogAN6HIG66OUtLteZzOSt5UQbRLu2viVI2LVAtRTvtah9YQdq/SxZDumb+WWrLQWsTi06FXQHJfZu+/LkJybcw488uFTUV3Z87+UwuWdu/89X6waAYTIGZaJSs81Ie0bb9oC7muRRloyRc+Hw+8+23v2SaJtZUmc9P1Fz45S9/SQgDKSZ+ePs93/3xz9zcHPnVL3/Bn3/4gX/8h3/guz/8jseHj+S4aFfUSlY9VvOiMsYQtYNuNrOcg1wky8/73k1mtR3/5u4VN7e3kuU2DIRhwPuAc14uJiv6GOct67IS11UiG9qAq7q9lDK1ynlMSQbguCzkIsag67qKkWTdjCApGYNmlA2B0zSIqeHNCWcMDx8/iPbFO8q6MI2em9sbhiFwGKXd/3C6ZfBOy0ilM45+GEWPp2GnLgRcEEbIDyMe04XWpcq9EGOU0qoGsFbAGu0yrpWSpNzTrnFhYjK1JgxZstTmWa8N1XYV6ehMMZLjusX9pETO0pkmlhjK4u3AZWMwnTGM3vHq7o5vf/ErvvnFr3nz9TfcvX7NNB37sUxRwNe6LOoTJN133lpiTngjE7JSE2WdJfx6mcnxEcvM8eBxpsKaKUvFOgiDxwSDraozIkN25ChlwFILa8qc48o8J85LIVfPvGZy8tRiWVMhamBzUXtx2467FQ+24BzeSgdm8ANZJ4elJEIwWCPxIpREiZU1L9IMUYqwdo05+gnP3X+J5Qs4+qnL8/GrNHB0HR3xjMCQQcs2Ea8O/D+CXp6zR3zunfUzf38GbNrPL4mhtzKT6bPr1n304ps3QuL68y+8drWKv8SA7ZYrY8hnf9tWsW1MH9CesWjPF2NQ35wNAAmLV3guXH72ZZ9f757le/7uvwBQr4DWizd73dBg3QHq9pLqSZp8TR7kuTN57TxKXAagDIcM9raHtrbwYMEmEvK6LgtNH+W97/qVxqx0E0YFNVtpRr67BecKu9VsBsSAshkIxrhiobtVVzVRBdMnEd2OoFYyKGshZnC1VFLTNuyuhX1nYTuE1hqh+psJ4e6wN+aqtbMX7XhroM4gQm1rLKfjkcu8cFEwNS+SgN6CmIOX47UsK3/87g+8fvOG27t73rw6YW0mp4VxHPDB8ur+Dmstb9++5fe//x0fP7zn44f32JoYvcH4iVoCOQeSApV13fQ21klHlnO+m3024XoYBk6nW043txjjWONKiivvP3xQ88R8BUAFDEVAB3DV0rQg28a07UvdrUPV2cYwuSsW2VQ53q1lfgoBd3eLUX2ZU3bp6EdKidR1hhS5pJn56SNhEFG2tYYhDAwhMAwTp9Mtd7e33N3dcjzd4IYB6yQKxzgrDQ+COjBWNEcVyfxKOYOtOONkA23pzGN/fFQ0/yzq9SJsiujmFtZ1pRuF1kqOi5TXSuV8ftJJQBW2ZV0oRbyXmvameSe1BB6DXNOjd9zf3vLNL37Jt7/6G77+5pfc3b9iPBwZhkEmHWtWF+xVu9Jqv64NotOppkoQslpsp3XG1gQkYYRLlS49P2Dxcm2lGRtMZ1EtYmQtZbKADdKpf54X5gUeZwnfLdGTV9EBSsYd0BpWaiVYw3EIjIPneAiM48gYBobxQMmF+XLmMq/EXHFeBPOQyXFGZPpyUqR5t5DKl1b+f/uLPrCtPoC3Uon+vQ+YMtA3nUT7u/V2006Yl0fRVrN9PuZvkOHZZ156eU8C7b6mt5e30a6yK3VtbeAbYdI+/Jkv+QnL51mfF1DX1apfQonbG5so90XGaofKaoX8/At+Dj37mcPOdgg/eySuLgs9oVcYdrdOQ1XzQnjmzHT1Hc+Pp2k0UbseVaDbzCSbT5H8nnucg2HT2wBdh9MG2xCC+OagLexWGNBN7K4dmsj3iUZHMs6iDsJSBhJhbAhBDSUlAqLFh7TOPhnXtq66ZllZq/hJ1eYnpsCvsT7W2j6xaPly1ydvd83s/mKNwTi/K9XQy4/iVyYDdMqZjw8Pbfzk/HQmDAOQt9Kfg2Ecubu/19yzmfxOfIIeH97zn//Lf+H+diKMI3Wt/ONv/ge//8Pv+H//P/4b8+UJ64z6AXllooSZ6HEwrVRpwCTDCurGbJmmqftg5ZRYl5WHjx8QD6SVmKTFO6ttQoxRcgqfXbXN5FS62Xwvl3bdkV67VRkV8XuyPXNODrD6vhnxMTqOE7eHA8dx4HgYOB5G6ZYy4I8DBkctnnURfdowWmyQa2rwRs5NWahrYa4rJl/IUQTpx9s7bu7uGG/vcMOo18xm6ZBL7Tdnax6QrjMRUbclpaxaHb2ZrSGvkaLgKJeVlCOVIn5kVsAPiK/Qeb7IpAKYL6uEz1arYBstecsz1Tujju4yARm849XtDd/+8pd888tf8/W3v+T1V9+o0ePAOI6kdSWtcj/nXHtocOvSFJsK0SbGVcqv1kCKMw6ZNNkKh2nEUAguUKp0nxlvyEmur5IyIhKqNC18OicShuXiWKIlRUNcKnmFVPT0VOkONqaK/szB7XHkzas7TqeRw3FiOpwYBslLu5wfsHYm4yEWvEN0T1lCsGtROYEtojMzhmLy1bPzX3v5Ao5+9qKz1M4GNY8f+ojVHsWfGhGiYOm6hfqftwWfISZeGqHb82E3RjRB6SfrrTuQ9LwoZNrfP/2S5yzUXxIvX3/201Ddl3ZEMEP9ZMebTmj7veo56dTG7o2b0HpjHNoHf+zrG+L9FLBeYbtnWPeFt/3lpcoFdY21G8j7DARrmqWds3MbFBpIksNQuvbNOgErGFTsXbR8kpR5UsM3HURMNmqSZ/r11HVQWj5uqfFtdu2UgfFB9EZhCPgqQmFpPb/2l2qat36eawt7ldiD5oTcOvGcxiQ0I84OlBrSwhCTWAa0Fv32PRijn2mlcXWTRkF3P4wCGLICEWMQjY4TLU7KVsTXccUYx83Nws3NDTGuLPOFWgp/+P3v+F/+r/8X7u/vefP6Fb/85a/kmK8PfPX6hj/FJwGNYQQqyzJDlUDcZVmFBbFbxlwz3qyAc3C5SJistc2sVtgEKSt5rBEwfDydtEwp18A8zzgvguaUE2kVxmRtbFLXc20CbGsNxjmM9/21nKW13alGzhrpVjtMI69ub7g5TBwGz3EYGbzHIqOqs1ByVD+ijA+VYhLrKtojg8NWmPykA+yR0+mGm9tXWlYzmBK5PH0kpIkwTVpmk5DSlBJrjKzryhrXbmQZ9XoXlrWoh5K4Ykv3V2JZZ+28SuS8UkuSKBEFVs5ZavCsOVKK2ESsmnFYUiEt4hyOdaw5kxV0OND7wjA4y+3xwNfffsvXv/g13/zi17z66htu7iWwWawzyvb4MVW3J0q5L6vWpyS9XrSrtZWs4krNkeMhSIlyGsjryrJclJExlJhlvblS1kqwgfPlwpIWas1kDKnAkgPzWinFU6P4NtUmSagZyZ6D4B2v7k9889U9d3e3hHGU2JlRjG4thZLPxOhZYqQUYYaEWSssMcoj0BkMCesy1tMNZ/9ayxdw9JOX2h8Um8neNbnxnMBorECDTNX8POvzulvx1jrOZ0bZ/Zrr1avPCZfaZlQ85yO2t5mrH559zbMR/4rF0IH9qsTx4kfb978MtH7uLdDMDZuZWfuOZqf/7Gt337R78UdOTgdvz4HZ8+346927fMqWmd1fTD+J4uC+aZRaCLK4e6er8lXp+VcbWxhCUL1JIaWsJoqyuO4o/P9h799ibdnW/T7o97XW6tL7GGPOudbaa+19zrF8DASJWOFOhLCFBAGhSBChRDwQ8oAVBCKSBRLEBER4Ab8EA5F4gHAJBISIiARRIhACwQMSjsSDLUUQsBVw7GP7nLP3Xpc55xij96pqNx6+r1Wv3kcfY8659trbsbRqaa4xRu91aVXVqtq//b//9/9WdLMOylRW76lSKuIqD/f3tBITCmLy+rvW8eqtHpcO0JW6gp2U9Bgll433kFuzCUPoVqG3ptRXzdCrjhTj6njdgM9WzN3MIrdUXpvwNH2Tdw4vjoyCAG9Gg3e7G3a7PYejGvnN88y3337L7e3e2hX4N/yx3+Xbb7/leDzwV99+x1/+S3/Jrp9WQF9FzV5IKeINgN29+gnBdzw8PLLEqD475tnU2LpmFRGCGhpqwWAN/6QYmY7zyRNrQ283jaGGTutaG8+t+itddy1EK7LpYvY+KlUN/+zvXDJeLIW+69iPA33nCQ76EBiHDi/Y9ayMQ69MSFzwfUcuqjGrZDqfGYwVu715xbjbsduNjONOi80GkOCQTkASaXkkxiMVIXTK0Dnv8QJSEjXNLMuRZcmUqhmJ1VhO5wLVssBKihwO98SsGpdSFmqzgBAxkKOGiTWrkDoER87ah0UKOalWywVPzFWz1RA6f3JSD94zdB2fvfmML37yU7786rf4/Isvubu7UyNErwLmWrKZqGYr/Kwmksvcav8VsxjIFm6L1BzJy0znHGO/YxgDXfD4qqnz3jlKTqR50f4vjpoLNUMS7Vs5VzWXzDDFRCZQS09aEtkmJSIVqvmYeaHvPa/udnzx+Stev3nNzd0d+E4BUheIy0QtaXUiryWCJE0cyJnsHFI9tWZtT42IJHPMdj+Co3+9LucGkO3nU2ABpwF+S1y0AUsBznZgvgIHNkDmw8t5mvrlJs9E7s7bewGE9M/KVj24GTdeXNrgc5kmzuYQJ/arHVh4vnrsZt3nwEm1cNTZaci6whOwJpv16hk38/LJrUe4vt41PHlt65f+XjVgl9/K+bqn03n5qI0D9M7jvNLfDVCoFki3b6nz0EpnCK0sSrCq8I15aSCjGvhqM9dTm08MTWMGvXOklNdipfqZ1rtqIbm1ftsmVR/0uOJMnGkMkawzyZbJp0dPOeGqiWxTBPEGlsrJR0lk1TxtbRa2/SSYyLqUiusCMSb1aDKdTYqRZalM08w4jrx5fceXX36Jc44/+MM/ZJomuq7n8PjI+3fvGIaB25sb6n5PzlnDbjmDCdNzTszzZM+PasNy0hTn169fA5XjNDGOO968ec3j44Fffv0133zzzZoFG4KyNZ+/eaOsIOd+Uq23KLOnQujdbqd12oyJ6kJgGIaVeSkWwlkWFWtP05HjNJFaGC8nA09OjTVzoR8Dr/Yj+7FjN3Tc7EZ2Vky2YGnbIWjatnNMpeIIDHhazYrBdezMBmB/s2NvpVRcjZRUgAC1p3fg+56K01BRFeIcOR7fU2vFB6+hUzLT4chxmnGus2K9YkWvC1QFH9N00KLDNSswqoVasvWXQN9p36Bmao5qXRB0AlFSoqSE4On6niUpY+TEIf6UnBOcYxx6bu9e8cWXP+Orr36bn3zxU+5evTGTVANG1HUSsywTyxJVHH2c1kLNXoCqfke1JKqF1uI8EQRCcITe0xsIVp1lZplmmu+HmG8U6MRmF3akrKn88zJTqtd0/rgwp4LvBBGvoUHnwd4tu/3A689ec/fZHePtjt2rVwy7vYYWS1YjSitpM8fEkhIxFZBCrEAtiEuIZE3ecGrMKXOmWvblb2r5ERx9n2XLFFEbWbIyPevQadqRJxN8NkzE5tPz8M4LQEFAq8Nfj79eHbrlg2s8aesKkLDZqX36ZMvz+M/F59ePdWq9nH3aGIiPBWLQQNj2eJsmGHV3aX55dqmf/HGtvevBbL/PtOXij5WB+9ilsT0bwHstc28LL7U959qr7R5UQ8PJnXsDAtazNa3K6fxsPafZbYI0rSVg6f92eJFzt21BwZS3lP+sogSt+7Rx9Q4trMcpKywui2mgWHVPMWoIow9excRJM4487nREwcKBjflSIbhzHrGZcbEMr/av6zrCJtTmnDfBbHM513BgXDRk1PWdzuBLoYVX262Zl5lpnrh//57dbse42zEMIzln7u7ueHx44Ntvv+G7b79jHMc1PDcOAzEuHI8HcikGSgx8pczv/8EfUqum6e93O4ah0wr0PnD36hVfec+bN5+t/WA3GgCraio6jiOVyhK1jtuyAprM4fGwZgyu9fbQQsDH4+HMYVwzGT3Oj4gTbm5v6bpgWiid5Tsn5BjpvOPuds+u77jdjez7jpoTNSdNxa+ZXd/jOg9kas0GtosWk6fSOUfvVHQe54ljXkhHNRHtemUY+3GHhBlIhBqp5mUkzlstM/VPSkUNEn3QArsiZkTqs2YciqcWDUdN84F5nlBHbLUQcIK2v9VA6zW7k1rpQiD5jhAS3mWKB+fVMRppbJ0VrS1oRp0I49Bxd3fHFz/5KT/96R/hq5/9Dm/efM5ut19D0RU9bo6JHBct3bFozTapVqA6LhbS0ky+khLLMjMfD+R54mYcCH5QQ85aDTxZKR/LyBMRggt4r1YNpRaWmEgJUhHwg1oE5EysFRcCpVR8EAPDCq66zjOOPcPQ677CDt+N+DCAq8TpQK2RZTny8Hjg/vHA/eNRJzMddL3X138p4CtIhhr1HZUr2erS/abg0Y/g6FMWq7B6GTpZWaQnn1lpi8uIzCWbsqGxy0bo+lFNOt+zftKYh7Uj1SdbbEHAS8xSa/llp7zKU2ywzll06wlf9Pxetl5HGl+/XP86EyUrAJInDMtlE9ef9ennT9t12eZ6BqievQ7XNv1Am2hMnSHDkyO1nfd6XicfJOcbo1POUuq1+8lZEdpSmgM16+AM1zViTdMipdJ1+ppYlmVlfZrWroXYVqPIxhTVU/iOM8Ch62kZiW7D5ijAWqJqKU7iWQ3niUCMOtA0oN58mNQrxVOyvkid+eu0ul7enej4kx2A1ZRD1tCXiENKM9LM67Xoh96M/TJ9cMxLyxSsxnjpLD+VzDTPHKcZvntLStkKrd7wx//4H+fV3S2///t/wF/5K39F65wdj7x9+46uM8sDK56qIbaem5ve9CSaRTjNM9EK9X773Vu899zc3tL3PU60HMsfTseTaWFKZ27uq9FlPp2bZnCeyle0kFrzmxK7ZuoyrT5UXdcxjqOV6jgVZPYusN/fcHe742430LlKB1r6IUVlBdC09+PyyGG+Zz/2DIPDB4e4Ss6R4BypwDRFfE14Cn2vddP63nPrd7gYoKgjdGIkxg7pBop5F6WUVfMVZ1LKLLEg0tONt2AhtJQzxIwkDSfHODPNBwVUUb2i+s6d/LyCZmY5MTBZKxWtg4gExPcGmhMxzloipFRiVnG0R4XYfRfY7/d89tkX/OTLn/HVT3+LV69MQyVa1qXUqixpSuRl1mfC7o1UCE6YSyIt8+m5r4nFClSXFElpoRZ9LuZjRCj0fQDrBwp8vU0gPCJaMDrmzBwzcyxMMRNzZSlQRHDBK6iqgLOxSireCV0QvKjlQ8pCLp7jMTHHR0peKOnAMh94eP/I27fvOU4LuUKSQodQqgI3nOrRxFecMxG2gyrm+P4bQkc/gqNPXZqIaBOuWbmger7a+Y28Qq/U85d1q191Lmj6FZbNYHq9TylbtQpSazPkO2viBoDJlc+3n7QvTtdDB72LoqicZu8fgG08aXVjiTi/2B8Eblzeimus2wXzd7a3p59c3f8nAiIFsdanZBte0sHa+0DoemMihlNoxAa0pgOZJn2ZrxXUVyZJl7VIqfWzsikt4Zy3OmNWtFWsX0q1mm16LO+VuVHd0dYM0AS6DeRvT876Qxc6DW+gA21jNlopkBjTJrlB1rR0RzW3atWptNph63Ws2r+6TrQYq5UKUZxsImZRd+r1eTBAIyIGFBQIlrwQU1yRfSvrsiyLFjIVIZeE91bo105v9UkCduOOYVTh8DCMPD7c83u/93t8/ctf8rt/9Hf5yVc/4Y/+7u8Sggpk/9pf+2t89923QDU3aPWWOh6PHI/HVRjfwjHFhNa3t7eM48jDwwPffP01+/0e5x0P9w8KftdQobEcQPD6um9sHZxCiNf6tHAC0dWYCpxjmTPzNCEGPEPwjMPIq9tbunHA1UKNM0gllgQuI65ASVRfiDmxTIuaTfpA9oHeB/ISSVbdPsZIptD7ytg7dgR6hOI9Uh5JCbrqOVbPwC3d/o6SeqrrcASqBPCZbtC+WRCWlJnu35KLA9cDnnkx93apCoimg3oJmceUlx6CGlw2fV1O5hNWzGvLir7GmJln1Xgd5siS1fNrdb8XZVD7ruPVqzd88ZPf4qc//R1evflcxcpmwtneEDlFlumojEtKlsnoSUGzRr1sakimSM0LlIyrqpvqvUNqZpoekWoA06kBqT4XQSdjOBBPqpWlFJZYmJZCLELMqGbKnssgxiBLm/grOIJMLWqyWaowx0J+/8g0a5mTZX6k1sQcI+/vDxwfLaTnPa524Aq5JpCM77QWIKLPmqOaBUN5/uX7a1h+BEefsqwaGllf/PXKiLgSB20QPhu569nvW4HkMxGdlxr04VU+BLQbw6NTRDuneg398MyH6zdPW1QBTY8GrlKiW+jxpJ3VeI0NS/NB0z/Os+ye46yuLbLZ4Ml2L+zgU0DReiw7mNYV6wh9ZyBoZBh2iDEBUuvq1VJKJlnJgLhYdXAr6tpm79UAb7uPLXOlZZBtz7Fpe5pXjdZwi8oYtMF4ZZpanarAtvju2f02oL0tDKyaj4B3jmgveOfEsqHSle2FrhtWYOc7RzRvma4xTTYwbcG0hqJkZUbapMObFqkxIc0cE7sWXedX1q2Bk6bNaqHIWipFqqZ35w0lKig3XFsBW1YfHO8CP/niJ/zb/u3/DpYl8v/6f/7L/KW//Jfp/9pf5e7uDnGO3bij60eG3Z63335LLokuBIL3xKQAt++7VcDurYL5skTu398zHSf6vuPV3R0pZ5Z5VuDZ2CLRp6GiYUV9F7Ti2OdP3OVcrjFi7V56r/3L2bat5pzDaoF1nqETxlDY+8rt4Li58UjnyHW2ciUGvqNogWSpuL5Qu8hMJKaF6bio11ItuCAUb32biOpvdMAenaMTj6vCIR7xh7eqI+p2BL/DyU7T+KQQl0yRgHOavn44zsxLsRprJqz34KWQ8mLgaFET1FQ0m67bkXwkGpjyNmmIMTHNUX8eJx4eDjw8LsyxkErWCQZZDTqdMPaBN28+46uvfouvfvpbvP78C/b7G0LX05mur5RMnCbmSUNjGtJ2Jp73jOMIVcGmOMFPE1EyqQpKrlQzWFxYaoKq2q4cM4es7e+6jqVkUix43xH6XhnKWJjmpH5ec1zZL+cd3ikw0qLZ9s7OBap6mJWqhaOXmKiPR3Az3j9AzUzHR+2jsZDzYpNj1S0hQkHLt1Ss+K8UugBDb4CsVEqW8/fXr3n5ERx9wlIvDRI3I2htvzz58soihpFENtttQdNHoKTL3X9iKGe72TWh83OHee6zlT3jdG7QoMppsLy2g+cAyHpt6rWjnh6Up5lktX3x3KaoZuvioFdObP1ILs6hbfkJ17sBDmfmfd6rLkezZjTj5PH9e+7rd8b0ZGhlLDZixMZvrVC1hVHt85UNXNdoDFHTjxgYqqqbKMYkNU4v+ABSV8EtaMZMA1B9H1jaINF1pzBYCNSSobKCi8kyuLZZVS1NfBVC2/+0Dpxe1HaslNRdOBuresk4ilNDy5NAXLdv+04p03Wn8w7BczgcqUDwlcH3pqsqiPM2G7er2VhOaaJmBXrV+nfzHdJyLLKWg4gp8vbtdzw+3vOLn/8hv/1H/ii/8zu/Q15mvn37luPjA+KEn//h7xO8ptffvnpFSpFlnilAsOvahPO6/0JJOusfR/X0adYG3gu1enOmPk0osmU4paarasDWnM9Xcm/zs/WukjO1AcoCuSaqXR9ZAbmwGwbubnbc7gf2Q8fdruP2ztHdZHJN5BipJSKhaF0zm/Q47wg9iEPdnslUqbheWZouwNjDOEA/QDcIoROCFxUYd8EmDhUkg4dUF6rMOL9AhZwqcxLiEqhpIC2iLsxVTRTFObM6cOAKzkWKTCDqcl1Louv2CrxzIVvJi1w043dOmSUlppiYl8QcK0uqK7gVk2K4XBl3gc8++4yvfvbbqjH64ifsbm7oh359B+RUVGP1+ECOmkm2ln6xIoFdH6D0UHY4K9C6+EJ0hfmQrD5gQmomx8xSF+g8OVuhEhGWmAG9rwnHPM3MS2KaVds0b4CRMriNrXa0ws0lNxF4VgdKl6lk5mUilqxO3VlBY1wWSwAIOMeJiXNOw2liExHJxBwJLtOJupB3Xgv6VnO0/02RRz+Co09eNsOQUS6VS9O5zapXPt7WWFvJKNtA2mB/ls32qy1OrrM2bTlR99YGToCjbj5py3WeTM4+2XbgutE0tBWu8T+nPV2Rmm+AlTz3dFwFQR9a9ynLtLKCz2z6wWVzHZuo2bf4vt9ogHIiLpNqgczE7Qm8bsDCOfy618vjNXG1edFY1pfYAL6Cn2qp+uZuXOFq9seafdSyeGj9p67MTGNpihXPLCVDOgGd9jJvaeLLMq9O5M5MA8+E5jbYApaOLFZV3gB81Wdi64YtpkvSFN9ycn4uxYr6qgdN8/wRKZTiGIZBRa1OSKko27LR/bUoZ2uXYiHdX7uOgrFRLqyhvOCdCX5bmrPj/f07fvkv/wVe3d6tVelz0Srv+3E09s6z2+1JOSHOM08TMSl4LGb01wDPKTTd3hHKCrmV5VFLg91+t1oXqE5GTh5HYNlncXUv3/5roc71/O0ftdJ1arUQvPbprvPc7Xe8ubvh9mbH3sMYMpmZ5bCQSyvYmlV/ExdyVL+grnMa8MvVJgMR8dVCdZVx9Ox3nt0oDCN4n+g7Yeg7gheGvletUntYRCgOkIy4mRI1XDSgjFeuBRe8mlO6SsoF8Y5udISu+WMF+mlgPkCcMyKqB3OuAsreVQPKMRVyNPPI0sr3uJWVbKS3A4bg+ezNa7762W/z09/6HT7/8iv2d3dan49KLlEZ4XnieHhgPjwipYKz0J8oLBEKZK051nceiqdmRy2OmlTR5WuhOgysZxzqVF9zMVCfKTWbANtTY+awHJmmyLwkcirkoi7YVYRgGisQnDP9aQtx5wyhgqsaIZBCzDMlT8QS1SU8VVxx+GE0k1ibkmsD9acT7c/iDMDrhGhJ+pWTij1Wv7HlR3D0CctJH6Q3SbDZ6tn4clrnxf2I2GBxoulPL2SllqrRHufFWa8vHx7IT7l0V9ddB4HrwOXDR7qERJul9egLquX5PT0DNJ9dLlHQCUJceiZe3c12jH6pYRfHenLUJmIVS2uWLYujIFEH/kLeiKfbshZYlZMW5JJUfE4p1Up29L3WzHJWM2xZFj1WE/qLXR0baF0rMBqCaVHMVC43XVIgdDqgxqihjRjVFFJLeWSayWRzlEZYB9T1GjVsawN4zmVlkhpRqlk3BtrM2VhF524tdtuE0g0YBe81u8aYrPW+GwhsKeotCy1ZaK+xQQ34n2cE1s0dbvurSNEMn8LJIbwVZ8WZHxBqMaCicKsx5oR379/y7t1bdubVA827KfEY73n/7q0CrKADGRvhdLM90EK+mim3doMKiUJNrcVC5cj9w4OmmHuPN2fylLKWcDB9y9CP635TTKQcjS0pa7i19d+ctC810K3hNNiNPXc3e3bjyH4cCOnAMs8sy0SVZNl9iVwLS86UpP5GyuR5K5aa1rT0CnhX8Q6CgEOBnXeO3sMQHGOnmYtdJziPTiq8wwWH6wNVHFIDpQukxZOcoxdPdp4cHLlUdqVjSZFYEzXMVJehc3RhxPmOLjhSLqSlUmMhpxnwUB25YI7SlZKrOkoXHQ8cKpYuRtw6cfTe8dnrW372WwaMvviS/e2tsXwogIwL0+GR6fGB+XhQUGEh3DYOeCc2sTFfo7XunpULiQlJCVcyzhhhL6JcTzIGumoh2FKFGbU/KQhTTExTtNAn9sygJpGCPSN+dc9u0gvXg3TqaTWOA85rv52XI1OctHxM9YQw2rvJLAOKWlikFKklmzWA+kYZF4sgq3fTHCrdcM2V79e3/AiOvvdyKmsAbLDBlnK4fhu1mGf7Wp5d8ymn8fyofc5AnS8veSWd9lyfDMSbPTy7/bV2XG/EepSz4/7qi1y9OvXskyus1mUDruGxJjrkjLiibo4oNmNdq9yv7Jj2jcY0bEsrtIt0qiN30ZQX7lfb3JkGpC3eewUxIpqpNKc1tb1sGi+wgo3e6pypT4sCqnnWiuI6EFvZG5SVWktY2FlmOAcV0n5sr/c5GHbiNtejglXq3oYtZbsfOV2PU4hJQ3aN5Wjn5812AANcOWUtLuyEmk+sV+EEYhVwgXdabLYUecJsNoCXc6aI1V1zp9BUTslCBEHrmOVM3/cM46iv+SKMw6BakjhTSgK7DinGtf2avl9OWUlSVwDXWGrFz3YjVyH/aUKm4KaadiwRncMtVsbo27zeS++96ptCwAe/EXA3kbW6fwcr+6IaL/3nnDB06l/UB8d+6BlCoHfgfCDXnpAyMaECYeeoNdHjcH2PCwUfTA+GmmuK9zgq4itdEIbeM3SVvqsEqfhc6LyjR+gQOvEEnA78zlGdV3d48TgJFGNUUAsdTTSuRd2WOw2pdpLJksiy6DNTHEvSsir04Ipj1wfqAmlS7VKMlZyd1kvLUKtNcqsO+ltTz1oKnRNe3ez42U9/yk9/+jNN19/vCWaAGmNcw2gP798xHR6J86L9wsaJVnrHiWa7UVWsHeOiIa2UyMeJMs3UGA2gWTarhUTV1VszH6s4iiUpxFKJBWIqLNHMJtucHbGEDO2foQE0Cs7DMAbCOBJ6NXn0wbNEBcZTPKq5ZnFI7dQCwW9C+rCybXi1BUgVpJ4yVFO097XPuFAZinuRdPihlx/B0fda7KVay/nHjUU6G31bqAyuDd/XBvAV6JwBng/3iucB0oehyHm4ZsNayMegdTn7sV2uCdbXXV/95vllZezEPFGsVEEDXnkNB1zu9ZxVurrKxbLVycAG3MiW4VsvkYU7iglzy3WwBR/FC69M4YqgV9rFCnD2ml5v+p0UIyknYoprO7ep66GF2ZxbicrQdWvR11ZJXlP9W8X7srY1G2OiGzcN2ZUA39qVr0FTWcW8LWRHrad7qI1eT/cUOuLEam6un/Oe0nQd7XObZYuBrspp5q2Gkbov1e/U9WYK6uxMLSsIafXVtmAWWGuKOavvpoCxrsZ21d4L0zQxz/PKBjZbAQ1x6jUotv+WEVhK1hp5XmvbNXbqUud2dt1Fwy0+BLp+sNIhlTjPxLSsz0bLKGw6Mw2nResfZsppZSpWoASrg7a3lP2uCwQfKMNA5/aq2bLstFQd3kGtDmpHjdnE2kGzIWtSMEIGp+cbgM73BBz0Hu8KQ+/pOkcfYBiEPlR6VwgOQhVcglwLUgSCN6Bpp2oV4UsSstZepSxCmYsyMb7iB5Ch0neF6iupVOYlsyyRGTVtjKVCEXo3UETIzgBFqqTktNBqBqpfmRYRFa6HoKEjXx37seeLLz7ny6++5O7Va8Z+wAM5LsT5yDwdOT4+8Hj/jseHB+ajFn5OMa7Zpa3GodopWKp/jsoapUw8HImHibIs5GVBBHrnyd5CdlmZxZwqVmqbIho6y+a2nUzXF4uuI4haD7Q+5xxdHxi6QJVMGDuGm5FhtyMMPeI8Mc8sDzOpLFTU16kmh1jmrYbPtH+UmilZ9Vt2y+hsvURlToWlJJVn1wo+M8W6ArXfxPIjOPpeS7V39mnQooUr7PV1Jqc4Rzl8HCT4fnVkXmKQTnv+2H195Jpn58rFHy+wIC/s8ky73bBXm+1vP6wbIPAR+z1TM23cv58evw2MFy2+svPVIfqMGXvK+11vz9ner/xxAjnDOLDb7QheC7ZO08w8qwfKGfwTHdD6XjNguq6zDDF94bbMmq3D9RZMNTuBsww36ho+07CLqE5nC4zrqQjttfNe9TJFC5OuEGrd7qRtuXoprD96r6Lo5rGz1cRonz3pUNbzKM2bqE1qWtaVrCBMMa0CBGksoJzuamtWy5gr9dQfthYGa+mNqmyTmlnK6g9zYs1OM6AWpqgCteQTMLzCwp3Zf1ROBUSdZ3dzy09evyF03TrIqpg8r+LsnDTrMZlnUslWr84YKt/8qKydmvEoOKfMYfZqQhj7QAnqFK5UnsNJhZIoJSEIfRcITrPGMqpxq8bqeWcFaou6cjuvWVV956zcCIzBM7hCb4VJ9TgCxSlIkUp1Bek03Kn6skJJDrLoAF20er24iusKrqv4vuL6SvXK7OG0HEjoHctSqFNhKZHHeSZNkKOnLIGcAyl6ShJK0RpqxbQy7d54p4aZ+6HjzetXfPnlV7x58znjoFlm8+GBnDLTdGQ6PHJ4uGc6HtTL6jgzTzPLMuszmpNel65j6Dv6viMEh6tq+FjnRF4i5KxZdVW1bw6gGT+KsT2ijuupFmoVyqkHIqL3pW7CeE3XFzrPbjcwjgNd7+nHnt3dDbvbW7phpIIW5V0KVaqWyapQk1CTIwM5FiKFEIxRz9aXnTKY3leCD4gvhKLqyrRMzHEhFahOiFFZ3t+U7uhHcPQ9luug5clQsBnfti/Dy21emIE/WffjwNJl51mbewU9bOf4281OxpRwGWZ4snwIjV077Y9cGr7atkcaG1frZoA6HWSr0pKL/VwOu00n1NiJZxvwzCmeg9FPyKR4FhVduZxi5TrMDPBYjmtF7q0VhKBgYLffc7Pfa7rusjBNk/kTaRHZvCl8fPLQObEFtOu6bWYb1Cvrta/Gejjn18/aNmdmi9XCViLkJv5vF28955f7kAhrOZM1c6+qV9L2grWMwBVDYwUr0TIg1epGte+KncMJEBnI4sREtRvkjH3KltnXBOvt6GcTJvvkrFeKFmlt+qe1vZwA16nfniYBKxtofmFd6Na9l1KIixbvnI4HYowcHu4ZhgFEdRtNoN93PTKMtJIfcCqy6pwogGzhM3diTTcdAGrFNzbSgJQXwYtun61KvQpvNbQTUyRJItWoA6cz3yxEkwwEA/MBIWsozmv4xYtfTTwN06ompei90/woQWZHXGBZUO+dUqFkvPOI0zBeGKqFpPWfmswWakkacqPSew+dGPvmmNPCNGfSLNTYkWOixAA5QPVU3NpHLJmMrgvcjB1vXt3x+ec/4fWbLxjGGwSneqJ54vHxgePDg2aJzVYKpBQOj0emedJyIfNCzhEsQ7D3nsGYOy+ClAK5qBYOFS57AUpjWLSPxTkRrW5eyhBzoWKTGwc+QK1CTtWwuoqi1cE+0I+d1bQbGHYD+1d37G/vGHYj4jzTMit7KJW1JlqCkpxq4WqimdZWQERLtThzmQ8haGFZXxUAJ8FLQUqixEQsnupO74tni2//wMuP4OgTlkq1B/VkjNeWdrvEXqhPXvYXAOXa7f0QuXSeR/Z0v9eYk5eB0dMZ+rrahkn4BFx2fkyun+dLG24Hk6dfN/bCMoZe2PmZ7uUjGLhrbMfJD+bqAVa8e/XyvHCfXzq+HhdOIm5ld9QpOcNyOjcdjDmFP7rAbtwx7kZSShzMSDBfGCduvaP0GGVt6Xk7NoDp7LNTZ2qZZ7WUNeOrTQuKgSwnbi0b0s6vMU1szuHpldAwxZptV0z7tDVLvWSZGitkpUWqFcptYc/V3XuzlJUda1YLJ8G2Zv+FtT6Z90E9eLDinXJat5ogvTFDK6yoVfUjxa1neDb52CC5S51VA5pbbyFth1/73yrkR7Ro6kPi8PCwoQXahGIDhA3ArPej2lVzp3TvVl+vMZFaKLVXNkhg6Do6F/DiCF6oRSipmjeUBnBizmRXkKCMQrEaZWK3TkSzx1Tf4tTTBg3fDWOvOjArHl1EMU8y/cyyJDMdBArMkyMtrV8oKxa6QN85+l7oSqGTQucKRQouG+FTBMkOsu63WEhNu5dQa1CDx2khR0eOEUogSIdzHSIKVkLn6LuRoQt89tkrPn/zObvdHV03qEj5eCAuRx7v33P//h3TcbZEBjVtzLWS4kKJzQxTxdb6BhDmCsk5OrMeUFAKrqoZY9DibytIF7QEzZIUnCy5Mke1Z8CeWxy40OrsqVC7otqgrlP2edgNDOPI/mbHsNuxf/2a3c0Noe81pAzENBPjwjIvlAglenLECpwXUip4rwVmnStqQeUdLnitOecEXEUdxh05Q06Okrwdoxr44je2/AiOPnEpHxj5t6DiKUh6yi7ZVs+AoSuDtsimHMn1nvIslvnEjvWk/VcG/Prkl2eWi42err5hKixEcQ7y6tl6rX0fS7FeAz+n/T69R7L5q7I5zhm4vL78qrTvFhitM/ZNq7bsQjBRrVim1DTPHA7HMyF4Y9q253MmfJaT6HLLzrX1t+HVLYBurEZKiZZ15hw2edAXmRdH6AIt7b/pi87SxaVl9dl2nK5tA0b6e23SonUFufII6WUrK61XcIhY6K40x+26AUntrDZgzZiqzrRZTpym2gta76o2Z2y3TkxaJpd+ZoCoqk+MAtS69u1ST2BvQ9DqObWZ8YoatyxuXV3KTwCzgau6TiBWr6aL/kytq6eVgrm6Zs06ryyNsoFOtU/2Dsgp4SrQwc1ux91+JDjBFdX+eR+oollTKWuJEEFN/QhoJpmI6oRKwRcVVbsiOPEEETrXMXQeH5QpcZwKtYpAKoklRdUHzZF5TqRcKcVTEixz1QE5Lzjx6gEUMuMYWJIw1kpGtWE8Jnzv6HqvOhhx1OpIy0IpnnhciIdEmSs1OnLyxFiYZx3oyZXgKp2v9L1wux+43Ssw2u1uePP6c7puxzDsKSmT80xeDty/e8vD+7dMhyMpt75oJqQxWfZZpsRIiU1zZGFX56EKMWW8r+Cd9hVjvRBnoXArrbNmfwqpwHGJVE7WIqEPigCCUyapCoiCK+ccXd8zjAPd0LPf79nd7Bn2N9y8eUM/7kAcyzIjQFxmHh8fOT4uxBlShGVR+wbXO7y3kKexs6pht/JHXvVU4tQgMuZCTIWUKjmL/hP1gTp/Un69y4/g6BMWff9sZr+wzmCf3K66vpufvPy2Swg6A0zp5BZc14OdZuGnNggtzV/W9Z429LLA/XXAtH1xXn778gj/IVAkz/1xHQeeVm3A4PIE2uaV0wB5cYjn9nuaWZ9M81YXcGsT6z06L8Z6eez1dDb3V9t99Ww2B7i+XJsJbYFgfWbnwQd2VlKklMLj46PWVNoIFldB+RlLpPt0Yunmdqym59BLIWw32wKiLW90dqb2YcrGQlXNHvPBn+laQIHBdh+tLELFUvg3N+aEoeQMCLWfl5evhThaRpv2owJVU+wbcKjWvpI3L9zNg9oOtcSIMyCidagc4+6GZZmVTarFqtG3EicF71XkXF1hmuYVqGUrzipyqmlWDUSezqX9Um0gYWWL2jVs74wGts7mL2voob0f1r2e2NQ2wbLt1XNKn70uNBd0sYxIy3pa/+n1dE7Y73ZQEnFeuJ9mRAo5R2rNBA9h8PTDXtO0zSeoRvXGkdKK94rqSPA4esQFglOjQErBScC5QEqJaYk8TjOH40xcipa1yJBSIUdPnDJxSaRUEQdD3zMOWiR1t1cvI5kgzqq3kS7jugKuqt+PCNOkgHaeK/noSZOwHCvzUT+LEXLS6ydU+gB3+4Gvvrzj1as9XRi5uXnDMNyQk8OJJ6eFWhIP777j7XffMB0Odi/N766aaLoUM76u1CRQWJMYUkwMg6cf+vUBUKPqiveyZq6WonqulhFdKsRSWLJmpSkrCr73uE6Q3uN8wItmlDVTVXFC1/d0Q6feVsPA/vY1d29eM97cmgA7qcnj4cDD/T3H+4l0LKQZlliJBtRiLkjK+lwETyqFLvSrIHxwmixSgZgy85KIubCkQsxqRKkwXn5jITX4ERz9SsvW4+hSvNwElevHIlaosG2ra4HN8rYhnPU7rqCMi+GgtgHvZKK3sh2XDb4YXOTqly+svz3HZ/jNq83dntbF0ma6bdlqXU5s2bOHO+3nsh0bzUtbo25n4A1BfsS+nvteTkTA5dFpJ/4Si/fycU7X4bJN3ntubvb0w8iyLDw+PGphz4t7eGLFztUjIQRArE6ZFo08gUG52hUuz229BsIqil6BmdSVRUkpnTazNm3vK5zAa9loqM6uW3uOroJsa489M1umUxmmk/6sZntGqgKdlBLO0tSbYFtQJ2opmu1WK2RRXVOq1cq9aHV2HzpWA8wNAxnjQkqRzuqnVRQ0JguN6jXXUCNeGSjsOjoztWwMUU7qi+WDZ7ffkZKWGKnAPE1rqG8bsnwukaKl8V/2LWwbJ2KDozt7RzSfod1u5G6/p+8Cy7JwpLIbB3Y3ex7v3zMfF3LNQAbv6YP2AQoE53Hireysmi+qU7x5gtGpkWF2VO+VERHICWJJzMvM42Hi4bAwLVmdqWNRnUz1lHkhxRZ2h5IKIomu70ilssQEh0KcjYBxQp0qSEEc5LJQqoqxYypUHDl1LEtlPkTmQyaZENyhIakheF7fjvzki1vevNlze3fHbn/HON7iXE9ZCvMxQo3cv/+Ob7/9hsf7e2XhRBDnTX/Twq6mgcrq8qOGiOAsqWK327Hf75AKKS7EOGs4L7j1gSk1k80EsqL6uGxsbnWQqfjgyaL3IHhP5zu6MOA6c+3vAt3Y0/ed2nz0I92w4/MvfsL+7hXOB1LRcjXT4yMP795zvH8kPibiLKRkoU97JOaod9176GunExYBCQHXdWotgDAvC4+HIykmBXO1EKuG7XScc/wmlx/B0fdYWqrzGrJwz82nzzZaMc92oFtN6XhusNwOj3V9CNYXv5z0EmdbbVirermni0GGZ/68xA5bINNCFG3HV8++Xv31GT7lyhXY7PRTQ1VPQ27twm0P8xLf1I67jurNkPjpOi/s5UNA64UDX+zkNKA5ccSYOB7fsliJjzUM9gQUnrejC50O1la+4xTKqlA3bIX101U8vdlTkyA3P57mx9KWVqKi+SQ1tsY5r0LgTb9UViSvAtvTUZ6ix9b/tgzedovt+W9d32X9XnVHtTpqbuaCniJFM3fqyTNpzZzDoKVziD33scaza9zAYbNBaOznEiOSmiN+NdNMHaiyCbBD0DT6ZDXwREC8Y9yPOsjnulZZ12wzBWLOe4Zx1NISMeKcp5R03u+vPDPbSdtqWoqyRk1vRFVGexWLJy0G2nmv9d28MkziRMXETrjZjdzud8SciOmoZn+i5ymi6e4CBBfIwRg2p15doghUB/Di1N/GxvucE3M88nh45HCYmBd1TV5SJS4KjqRUrXlnPULQ9isbqRqieS7kqGLp0KkVSG5F3itUArl4agnUUlhS5rgklqjHS4vQvIycwOA8b25v+Mnnr3n1Ssu/vHnzGf04IgRKLqQyMR8feP/uO96/f8fjwyOPh2nVjznUQLW5o9Wi4UtQwObFEYI6uo/jwG4ccd4Rl9mYtoCgLB5V3e9z1r6MWjypP6UI1VWk0/sfJa3X3eeqHlPea791MIw9+9s9IXSEbqAfd9zcveHN518Q+oFSK8fDA3GaeHx3z/t33/Hw/p7pOBNTJlVjeyrruJeLllQpAqEL4B3d0CPitA+XwrxY3Ui79rGsrlxajuj7v02/1/IjOPqE5QQ4ZC1k+XTUPmVS2Z+cRJoXIKG9yGs9p0Zk/Z8tFyhDztmhykmHdNrqoh2Xy3aXT1Zpbb32dq0XL13tvh8EVZvQVhNV62lud9YG+PPtPwRhtuLWSx+M52bRl59+LFv0HBA8XYMTg/CUzrqys5eOvKFOtseMMZ4coVtfvDzUVphjDEjf90pzx6jsBOrT08JvddOd1751xsRsqriv17usz8Sp3ZtsNzntreS0XeXsmpTK+jK9fi6n01kBoF2Xdsu3DuDnj+b59SnG1LSbKRZayvkUrj5tKut1WtvOaXKkZFtW/6muVzNBqzXXgFxKeX2xt2ejGSvmlCim8SlVS6ekGJmOR3Ut7wfGcURkpyVFlrjWYHOWUbbEBe+8WTac/JnOYe05jGyJFi2c1v5u+qJatQCv2PVsRYljCBoGdQ7xjr7rcUBMEe+FYfDs93dUCjknO+9MTiaUzwqWBJjnhFRBgpZxqVOk5MrYD+tEJOfMNCcOh8hxyRznzDJnsmIIStHr28w/QQGvkClL1lpwBFxwhH6g7wdl5WKi5Gbk6ah0VPHWjzK1LOrxUyIpZshqOCmWNfbqRkumaHr7SNfv8N2Adx0lJZbDgft37zg+PHA8HHh8PPBwmJmj+fuoFSkODYuxGQNEIAQheO1T+92OcRjoQiCVSKLQd57qOgtjap23GFXjg6irdTLfolwrqWRyrViRNGXcEFz1lE41aN47+kGdrrsQ6IaRftyzv33FF19+RTfsqKK6rBQjx4cHvvvma95/9x2PDw9MKZOazQWNNTcg6AQcpJzx1hWXZVFvrwSlJOJyZJoXpjmyxEzKUEvby+W48+tffgRH33PZDvbn7/P6BOeUnFbflA0RYd/bbPbZIz1lAC44opdZFdMXnKHuXxWAt0aseoZzMHCNy9qGU06z84/hbj6iuZtw5UvX4ipztn53wUNsB9wP7nHd6uqvz2/9dC502T/W1m3AiK7X0uGv7fkCiFfouh5EiMusfjtW7mM1KdyEU3RQ26S5G7hfw3Sit76cIZxTzzx3e5I1LbxVuN8CqealQtGMm3YB2nX3LeRmxprrIF42z1kjmUTWo58Az+l6rT9rY08snCayejq10ivUgspBGnt0Aoe6nl8BfilaUmUcBvq+txTsvBpPhhBATCTbwHNtpUI8sRn+NV2P09dySpm4PHB0B0LoGMaB29tb+mFAnNdZdowKqFLkeDgwz8e1lMy2gC5n1xxjIGVljJw7hdVaRmLrH96rdsx5r27IfU/XdYy7kSBqaFjRgY8IVK25FnoVsS9TJqdMRI0gqXVNP0/eQJzXUOcyZSRHvGla5jgxLZMWdF0gRfUXqlWBUWMcrUyXtj2bASFCcEJyhaELdKEjONUgOQ8kZZySMafiTAdUhVIdpThqMWarZITKEDx3u4FXNzt2u4HQ9Yh0LEvh3Xf3DF1HXmbu373l+HDP4XHm62/v+e67R5YlqvysVEqrwSYVn7QTeydqdOkC46AeZbteWSMvXv2vcqKzWoIFARdQ01k1hlJ5t7DESIwzS9EwoQIn9ZoC6DplMIWAzLOyR51H6JSBRPtY1/W8ev2G3oBRyZllmTg8vOfrX/ycd2/fMs8qos61atgYzZyr2skIVoOvC2r8mkuCVAkumHFqIaeFeZ5YYiJmyFkNPHXyISYbPD2Lv4nlR3D0ScuTqf+HB/bKCozaHqoBmuBb0cqzLS6OxdXe0PbRRobndGpnQ/5lY59t/CX8utKGF0GDDpQrhpJWavB8N5vJ+/daztule38eMLBpUz0NqGfg8hm27nL5vqLA9YJsW3TevktwbS208fSyBtjTfVyjnruuQ7xjmecz9sd57Zfe+VP9tBRPfJMxfs5S9ZsjvMAaWtP7e96QNfVcNllyTiCd94FTsVTW0HQLQeWczYyQNXwrq9/NFohtl9NfZTMQNHZoC5hayv+2hIte54oTNaGrJA1R1FN7qeamfRqNCcETU+I4TVbE1q5PVvPH3OrB6cVZJ0Q5KQhdz7OqAL1YyY3gA3gFhilF0sPC8fGB0PUMw0A/jNzc3DCOO/phBIHDwwPf/PIX3L9/R0pxrT+36e1nuruTQFxWFrLVVVvT+M3vJni30UvpQJlEgUU39HgRHZBTYskLtWaCFRKtTs0il1aXz6ZQ486Dc1rjqwoUx7xoltscj8wxMi2LpfB7Y/a0B+pVrjgXqKL+VzWftDTBeTrv2Q09+/3IOI4E78lZM85KaUJ0yFGL3rb3ZS2QU1VH7FhwtTIOHXc3I7c3O25vbnjz6g3jfkcVYTlMHFMkx8j0+Mjx8cD9+0fevnvk3cOR45xwOIJz9KEzgToKFqpm9lmFVbpRPZ92w0DfdcrMLZOGMJP6Uzmngnlxgg89EtTM0odOKwU4x5wKZIgpcVgSGTVkrEAoqk9yknDeMc8zPmgYr0vBwqGOm9s7duNOPaVyIs0T9+++4+d/8Pt8+80vORweOU4T0cYxJ0IX3Bqut15GZcusJ3veLQu1KrjX9TWb7SS8lhOjtjF3/U0sP4KjT1i+P+HSOAIdAIRT2u+1FHVd9crRNgTNSbPxAe7lWpiibWG/XMUGF8drzf/4fnkBkDb7/yH69hP27CN3vLI1wiYUeW2g3X5ycTR5DnA+Bc8/xLICHrl2r86PucHL62CMCHGe7Tsd0Bs7ELwWjRR05r8aRNaTdqhY1fmm4dHvTl5f67Fs386ycFZ9C6cXZQMCbSA+sVeWsm0Dduu31cJ2q2j7oj8LPNGCtStSrBzGGh6SE1iHVlbEqxmdFacttRBTXEFT3dzoFBMrO7WObcbAiSPXsqbYN8dvHWRkvRey7rNNk6Cae7G3gXv1dZJqHkIejKkqtZDiwjJPlPIWEaFvhWTHkc8+/wl/7N/0dxCnmW+/+4b3796S4qJmgaIsXtd16+AVvN4PZ2VctiHJlTVqKf7Or1lRTrT+mhcsO0w0E6p65ulIygknkJ2sBqDOOfpWuFacsnO5UJwqaJQNKswxkkpmXhZSqeQip+uS9BpnYz5LqeC0BEXrY07UtTp4x37Xc3Nzw36/o+97RCDlmZz13qvpZcGHXu9/EWJKlgUHacmkXAlmojmOI7u9CqOHoSc4Z27Xk2qKHh54eDjy+DjxcJw4HBaWaKJrCjgQ1NHbiQ33RfDOLDnIBLvuwXsosMSZh4cH4rIAKsAPIWi/894mOVVLAnU9NUXKNGk2pRmmxlRIaLhNSy4JS4YlZvqumgYrkksg5UJJlc5AeKFSU9J0/ft3/Pxv/nV+8Ye/z/v7ex4PBxYD+RXtM+Lc6oBfclkL6MZU8aEg9hjVYuxq0XWspq6+C5zgitt4G5m298UwyQ+7/AiOPmVZUcKnLyfBrP0lOntc3dDODtNof1kPebVL1Gs8wVljN8c//2Sd8cv54Z+M9d93nP+YPny57xfYr+c/PAGjZ7Dd1U1XgLTZ6mmYa3PPnrA5Lx1DrqzwMRfy+XWuA9hnWmHAr/WdFJdrG6/hEtCsljYrXVkqY3NyybplK7R0eaUMHdVq6cWb0JiICikVFJkeRsxAcQ0RnnQy2cCSamfKqocRcVY7To0WFdluUOoGHZ9fIgNgPmwYLQ09OCdWJ81exhV7SRfVAYk8ucJPhO4ro8dpsmNNa7ojYE3ZNpWUhqjCqP42ViC4tvDOZl+5qF1Ac7mWIlqTLGgJFZ3Rq0h7Oh54++237HY7Pv/iS7788iu+/PJL7t+/5+1332oKubknh84KvbasOQt7nwDk6TrqVTDgakxQLupO7rsO7ztqzcwxUXIm9D0uK1vVBaelSmIkOMcw9gTvCN7RWX29HKMWLLXzmeeZmDWMqvowvc+1VB1oq4FbINdsmYbm3xMET6ELld0YGMeerg+IU3G4hkDrWg9N7RjAh6D6r1LIuarmxQwUU9J7OsfCHAtDLByPs/WVyjSpt9jj45HjNHGYI9OSiDGfvK4qaoKJMTBm5ojzhF59nqrGCEmxsEwJSVoa6DgfWeIMueBFC8kmMzft+p7QwW7cE/qBJWl5mGVamKeZbOVT1gmqnXfLIizFysNIWe+1E0foe4ahp5RCWjRM/Ph4zy/+4Pf5/b/x1/nuu7fcP9yvTHNmo9ez/5VcTMdXqTkra1sqxEzfB30OW3FrA0jZDF6diPovbUL3Vs7wN7b8CI5+hWX7Xr42rMmVdamaaQKWAnxly5bBknNedQorSyRtN6ftXuwwtkmTHVzjQl7EQM+yRc9sJS/+eVrq2Y/NsLbyEC/u5PlzPiGD6y208IGt2ga3y0Hvyf6v3sxrHzzX9u+PNDfj/hmY+xCUOl3NjWB+o71ZvYBqtrR+09DUur54z1Lx64l1Owfsm74obnWTbvog55wN4KwDf/vnmimchZ7UZoD12XBWHypakdSn16WhwNP1bSzN9lq0c26ZQiTN/FIWxa6TCIgyVSeGrV111UzRdFeby9m0tGIXZdunGqgBNBPJ6Mps1/XE4hRz2eY0kK3N1wG1FA2BOudJMRkDo6uVWgiho5TC8fHA33j8q3z9iz/k9es33N694suvfsrhoMxGWha1B9hUSQ/G6ICCw8ZkeeftHJQ5EicroBJRB2YRrF1CcbKmk6PVzqhkxFVCr6n7XdDMt84yprJU3FzUoygu5KxgooXJGtMp9RSSrAakW5FUBHzwBA9j6LjdDYy7Aeeciq8tXKo+QAVBgRQWQs02US1Zw51xiRynhSU17RlMS8UfCqXM3N8v5JwsOWJhXiLzElmSlumoFbuO1ue8ldgpGj7T5PWME0cfPENwuOrI0VHmwjEemfxEqolYFgTNXhMnzMYIadmNDs2g8+SkpWSmeSblos+O1fYLXs+9AupbamVi7BkVNEmgHwe6cWAwC4p5nrUg73Tk229+yV//a3+VX37zDe/v7znOk+qMMLCJZWpWKLGVK9IJgXNVBdmpbsxFUaa6qldVSsn2w1q30ZkHl9v09d8UefQjOPrk5RNohLNVTzCgDQRtMGov1HUzo7+9hBN1fIZSzjeoVwHMxUDyjKnik3ZuxNLnq2yA2fmnp/2fnalc3c+Lbdj8ImefXaxy5cMzzmCDr7an/VSvI8aBfBjkPfmutn0+If5+tWXbDzbX/FpzngN/Z39ZA1fA0OL3K7tTVjDDeq30JZdiUtboDEmf50Bt71MbCNbMzM3P1DREFfX72ly01anaXrDVMsE0Hb+FUYpmYxnd2UJ8qtOuK4hpbaTps1YGzepqOc2Uki6Qkz6HCgYtXbhWE6QaI7S50E+vt35yCemlVR4vhRi10C/C6m1Uig5ujak4+ZPJ+pye9GUbC5BaNVzl1KgxrbYIlnSRleELnWpz4rLwzde/5N3b79jtbxh3e16/fm0i7sUyFfXaaOhSz8CZI3jwYQVGCo5kbUe1UdY5cwM3o81cMSF1RCgkCo6sJTxGT+81tEapFs5MeFcpHggg0hMsiy9VM/9bR3TNqCym4xKnFSdAB87OO/ZDz91uMI8e7R9LyoiFz6rSberKHTqcU/YoLpkUIykXlrhwnCJTzMSk+pc+eGp1THNiWTJLbMxM0hR6A2zUutaDs55KsDIszmm5DCuriqPQuUAfhFf7HZ0LzIfIMi08To9kr35F3lvGlzh1j45pBdA+BFwIxJxIuXCcZo7HmXleSLlYmNy4P6lrT3W10geh75wyMq5aOY9A1/e44Eklkw4PLNPM/bt3/MHv/w1+/otf8Hg88jgdVDEkJ6CjtLEaq8aUFfDYhMpXAzkoI3w4HK2fqp9XE4w3cNTGQIdp4ORkYPnyy/mHW34ER5+wtPDKR7Mv9fz79eNaLtc827ciaE2l3QKNqwd+rq1PmnKaIWypyhXKyGYwu6B1rqbDX7SlXkdoT9f/QDtbW66uswEKH7wUmxVW3FZb2KK9WjZeNnJ982f3e63dF18/h5lfXuTq+f5Ky5PwkP61alvWt1tzj26aIX3fXZ7TGQ6x/bffywWKqJb1tR3oWyo8nGehqQdQK7utzE0pmtXlUabCu5MuqaKaBh2YykkHdGqSHnETI1JheSV0Ad/3xBQpzW/ICcUE6KVosYKzvlN1tn16fLZX5gSxV5dvUW1ONS1TqZqR55xfS3ZQq4UW2jU8f46c1RXbQngNBSqjk1LCN1p4E/91IkgwYXmtHA+PLPO0CrnHYVThe8nUnNVnqVp2WivxgorQQ9DK6V3faRhWxPQ5lerE6nIFKMpSOArOJf1eLITpVdA9Dj27XkXGUirzpKGkktVDyHdClyvZQWlsR0WNGc1YsIXXapszCnhg1w/sh17T9SnkFqasdquqto9ijvAKGSilklJhWSLTHDnMiSlpXbhUK94FcskcpiMVPfcYFy0nY/dZRIvvOjbCdh8sAxAVpjshiIIUqZngK31X6UMlBBh8gF4BY+86jmnWPuQ8vtMaY8sSiaXgXWAXOsLQI17HjCVmA75Za6SZWZTzghcNbSUD3V1QwBcMcIgTfO8JQ0cYOhCYl5llVmD0i5//nK9/+TXvHx80Mw0zorJ3qUbNTy7X2Zytk71HBK3bliwEqqn6mvYfU6aVDWovF5FmhHlikLoucPZw/JqXH8HRpy7Xp+tXVzv7ZTMr/5gdq5Dt9ML/1OXpZi8ffW3FGfLYdMSLX6/u52IUbQLP5uC9PiVPkM1pcL08znN00Zmz0pbxuNzmoqFnYakXLu6Tw57jxWdbcxXsbX77FCOzj3kNnLiL5zeWK1+UXJ4cYIMZAcx/hQ2AfP447au17p8xEsr+qGmgip7NH6jVSRLBB2/XsKwicNUvVQNoNuu20M0qFC+F4gveBvlmwujsmrRwFTSNX10r2+s5mdfMqn9SABS8JzeWwT5bMRKnme0WXNfaGCzZ7I/VKsCJ2hWkmtYMPS2b0lGp5NTcwc9hbLHBTKvcqzastAKu4k7nIq1vyzpmrY7Xpn0SIKfIXDMldIROU/IldGZlkBE7noYzZL3vTQcWzK1ZNWQWakTwZiBIFgRPCD0xzqgzcju+gobOa1itlqwlQwT63goM620hp1ZKo7DMiXKYlFFsImMzO3ROM8Buhp6bYVB7gJRpuYqaog/e1TXUVXLBuaITOjxLzBwOE/eHiZgLcy4sNVGcAhMqquVpzEYpqw7PuaoFYJ2qsoKFI4OVzglegWVwDicFSkKqZq4NvWccA70PlJKYy0yWTB2Fvva4rAaJjYnJubDkTM4aYnOimZGx5lUzuCSr+1c1+897r8Vdc9aH06r7BGehrqrhb987whi03pqogWlKRx4f7vn6l7/k2+++5TAdmGIiNVAKVl7GIV7fgcuS7D6qv1LZvFcaG5yqJVaIqOA+N6+09h6pNlkX67uW2Wrh6d/U8iM4+h5Ly0R5MvC+NJo9F38xShw2BP3FQCzbdc8Odv7SPlt3+yFPmrptwPrttbDTM7tbt3pySttBcvOuX68Z16/TNSBU236efH4VDlxr8vWlbq/cOWDaHuPFXWw1X7LNQnp5OWXGPXfhPryPp/u0Nr3w3dWlbu6FWHaWMRpb5uWJ1kc259AYw4v7tMXAzl6gVXIjVNZjtoFXr2EbkCtUh3TNSFG9cIJ5EAXfaYp8Nq0UWvw2SqSiFcYb8+XX+nGn0iDeMnzicnIJryWTq14D77wZs4JYmGAF+QaiWiisabIUMOlsehhVaL3MC9XJqS32fcuiw6nOp+mIainklE3bdLqCra+FEPAWolyFvm2tzYAlxmScXVvTbPgQDLxlUlwItaxZaOJ6bZbIWh8uBG+lUnS7ijatioUjwbKhMl4L2xNTQZwCpOA6+gC9q/Qu0DtvAztUEfqhw3lhGAdLaVcgmVMhLZG0JKoc8AsED7k6MupNBNB1nptxYDf0UJStiIuWaUH0e9UvaccrWTPdXFZdW6rCcYrcP07MMZFdZZEEHrx05EWf1CKV4kw0LxXnwIuFSp3DG0AMTsGQ9yq47vtBQ5PGFlFAatWU/t4zBq8WCblwzEeKE8Q7hq7ntruhVjgejrx7915Zo1iQrJXscy4cpwmflVVKMbOkrAySaZ9CCJrxJUULMNtkRwxg51LVKLMze4ZamJcZUN+h795+w3fvvmWaj8wpsZRCMyPvvFtL3ohzxj62iYL2TC9YSFHf/5pdqPbd1QnVGChn1galVFLWSUsI+nkJWn6nzPHFCe0PvfxawZGI/Fngv25//jdqrX/2mfX+fcB/FfgTwC3wrwH/LPDnaq3TC/v/O4F/HPh7gM+Avwn888CfrbW+/YFOww5m+Kb92d5f8BFMks3vn0FP10AHnIOVLclyOqxsNDUXzNAn9KFt0OU0K7ZP6na9064/ZvdNf/Is07Td7zOjeHvxn30tT8bidR+tdENr/BkIegafXm/TOfhsJ7H99DIEcgIUfGSf+LhvP7qbbZeXqCw+AOTbLsoGPdXT76XWp+f67E0+ia+bjmZN5ZYTu+OdzXBpVeGV9ehCwDtvM3UtWaPMhaeGQu7yKtgOWX3D2gwzpbSyODnl8/bXUz9XLyI9kRbGaqVOmkGrVq8v69+agacC5dX+AMv+qVVToK2emlZOr1YuxPRCSZ20mx9UZ4xMEjXwW60/VgZOmYGu67jb71jmhePxaMJ3t94jaWaOG3DkLBTZCu+KONXrWBp1Mkdv7zu6Xo0snQ1q3pJDxHkQDUHFlChW+sNVBTvzsqx9womWGQmhYwiO0UPnK2Mnxpb0dMGb8WVZRenVAGy1cO88Cc5DTIF+9KTsKFastqLeSLv9wM1+j9TKNKnXTrT7nnNW88qNYW+pYhXrLZU9Z47HmWNaSC6RnQLXID0lKptZJUNQZ0Kp5vMkzsCRV8bIss8cQt+FNRU/eGWtghXSbdSNd4JUdbWOSWXr1Yml6Tt85xl2OwtzF6ZpUIAXE7U60pI5yMxcklW0V6PEJWaisWre6tchBcSDAfVSVGMYs+oJi6jeqEplXo6UciRXLWb99Xff8nh/YJkSx5RJBbI9/8GLum7Xgq8tp9EsIOxluQL1E+eq9wG9dl70PdpkHUsqOkkxXVvOsETVU1Hko9/fP8TyawNHBlz+zEes9w8B/ws0bPw3gb8O/F3AfxP4+0TkP1BrPVzZ7j8I/B+AHfBL4F8B/i3Afxn4+0XkT9Raf/4DnU47KquVlTRgcgFK2lLP/3gJALRBexWbXRtoNh9/3OD7/Dm8RLsoq9nOSTZj4+Y8P3DsFwm0K5+d/HB4dtS+QiCdPtsgx/Uabrc4Y3mut+v6Q7e539c+l8sbZSCYDwPnDwHGT1oud3bR904rPT1/ebLGRausY671A+vF2ja4U8+39GaYqEBDZ9fVec7S890pTb/rutV12jnHfrdT4JQzfd/TdVpcdZpmzayyAXLcDXjntWxHKRYOyDjvlE2KViW+c6bRiRaWyXY6dT0nZ+3KLX2cVi39fGLUFudsZl7Tqt8SEebjRMmZru+p87wp0aIV07su0HedgqBSKaIiZhFR1+mu43A4nMJsdtNyKdRloe87druRnBLzPFvbT3dlBUXShLgbBml1wg5reK89f6UkUtSJfd/3a3X2XApSMpKtVI1DgZJ56HgftAyEiDEFylC46vC1GTF6+g76TuhDxzB0MGp4Vdur2hitUaemgBUPOMYUyLlXfZoThiGws4HUBWdthGTsXkFAHLkmUqn4Jo9ByNWZA3MlkwyczCwuUVzBdwEngZKgSMYPosV0U8ZLtYHfERyrCNxVCM4RvLJHnbEwXoTgKt4V+gA1t5CoevosFiaLpSDBM4wdYycU54lVYJnpnJCy3pRhGOlLJs+q3YmpsNSK8y1UrTXMkqXuq+cQ4DRLUGrR5yQWYjSg5oVQK6nqs0NMGlpcFt69v+fd2wfmQ9KCvBULiWkfiamsD4XBb83MFMHXumqemkVBQQzInzRozmqD1gp50+ZieqRaKmovpmHQv+2ZI9Ep2f8INZP/v6PMzrX1/hjwT6PA6L8C/HdqrVVEfhf4PwF/N/DfBv70xXZ3wP8GBUb/feAfrbVGEfkC+BeAP2n7/Y/9kOelwOCcZaFu1C+fcOO2Y5SyNZvft6zUk+N/wgHq5Qcf4ivaqucjwZmuYhXMXhllz3Zxjg4+5ri1HeRs++dWvL5T9fDYfHkJGjaDyBb2bA9Xn7lu7Z5IrdQPhCCfNvbpOs8BpDPW6EO00XqvXu4YGzOIF45fn1xbsYKxIjwpxdFmd+JOf7fB2VsKfttmfakZpnTe0/e9ZUOFNfzlTUOjhnjgOjW8G4bBmJxK8AF1Rnbs9zuokFIk58IwDFo6wTLBvPNIpyxQ13XnbGbRwXmbVddeyGt+wXptHatgA2UoWxZd8IFYrWAoWPp4RFAX/NT0RDZLzjnT9wN9Z8VpRUmFJUa6vuPmZo9zjoeHhy1hByhAenh8ZOh6Y3v8GSPXdBvajgZqT7P2FqZeGaWVPdPsqpZyrqybqHDdNEONQ3MurKaRpSr46LyyP1QrKAt4xES6WibFiTptd12g681xm0KtGaRodhkmTq8OgscNvTpLdz272xvmJa1lXQ7TwsMxMkcFQdMSVzbO+0LXBcR1tIyqlNQaJZmPkRptFpKPVK8FXr0L1AypZjqPZgQu2RiOxhhpWGzsA7uhJ1ituJaNGEwfpvffG3NkocCq4a9UKktOzDmTRPAIZalUp2aRXSeQKqWqyDrXQucdw76njpq1dpgXlppZrDwIImqGWVXn1XzRxUT2tSQ9t5yJFsKUUumrmkQeJy0DM80LD4cjD+8PHB8TS6ykDKlWss0lagF1QtC2O5tG9p0+m6VkM2xtru/K2qlOLJiB6IaBtoSKlMzSIeczIFSxkjH18i3661t+XczRfwb49wP/GPDHX1jvzwAD8H+utf659mGt9a+JyD8M/HngPyci/60LFug/D3wJ/H+A/1KtNdt234jIfwr4/wH/URH5d9Va/+IPckYVaMLMy3Fo/fslPmADTta7ewIOl/t9fkx8ARlcO2T9yLWfjotPd2eNX037Xli5GeNdaxLy65gBnA7WBODXtETbNdsdueSGzrDhxT2ptoKcfdqOe3GgX/Uc5Tpjdvp6K0u31l0SP1f/usoRnR0XDOSY/83qPtzcr2vLetEwUbbU9Ir5sUirf1UoKVNEX9hdP6zZYa0QrnfO6oy1iuqdVX837UZQA8dlicpomEFk13Uailoifdfjd1o6QY4HQhcIoWOZF8Rheo2F/f5GZ88pKUMRozISbTRr4GGjkWu+Y8uyACbsrdXMGyvVa9HOnLTP932n6eExEoKCgGS2Adr3tRxI1/f4rPoY5xy5Vh4PWhttt9tpAdppPr81di9mKwXj/Qm4um1IrZVjWdPttzi6rvcPEdPNtJR9b7Xg1lFrdcN2TuuBJTPu64MCIr0PAaqmxTs0NJYRsniq7ygSKOi/6nrEBXwQxBWomVqzSlFqJs4ZqU41S6Gn6ys7mp4psyyRlCrdkpD3j3z97XsOh4VUoBZhXiJC4tWrO1KukJLev6jp+sXCxa6D7MD7nttupO86anbklBAfWeJCmROSKy47HMoI9SFwsxu42++0BlozszRAeTJyrgydMkopLpRUiaWwxMyUMktJJAoSOgRPrA4S4IwJ8qhPVC14KfTi6XqnWrVFWHDEpSJFNGRm4D6bvYW3zLyONnzp/Uk5Y1aqZEXRpAyPx5njtHD/eGQ6LqRJrQwaG1XthSSlriAweCF4oe8D4tskqQA2OSqalRYXyxS0cKiI6p70eVLQtaTMccnMS7IM1NNLqr134UXF6Q+6/ODgSES+BP4J4P8N/JPA/+SZ9QT4++3Pf/ry+1rrvyQifwkNlf3Hgf/x5ut/wH7+Mw0Ybbb7PRH5vwB/L/CfAH4YcATPjiZP+YDrK11mWOmPjwE7V9a5AD7XOkxLM32uzc8Nji/Cu/bS3DblGdalXjl8vVj/aVvk5UtxceztB08B5dMzubbrl67F5ZcvrruFWb8CMLoKiJ60Qz7UmO83xTq7r/pHsYwZOBWjDV1HCM3AMK/lHVp5iWJlP7xXvcdgJS68axXetRhpM0ikKvCKy0KMkf1uB2gZB3WGVoamhYqKARTvPdWrF5gKrT0hBtKieophHGgp6sGEss47orQsyoSg4bF1SixNPHq6Bt5r1ft5mjl5R2mttmoAorqWRSY40xXFqPXNnFOxazPeq1UNB0PXkWdtf3PsPhhAGgYFklqc0xg60x+pREoH0a7r18ruYinjLayGsGqNTqyXmJ5DQWoLc1pJLmqtDEOPD93aHZyI1WjD0q5FnaUdq8O3wMrclFJUnyOOmHpi36+p8bloKYm+E7wv+k+0GKwyv1pTToypG8YexBFzxqWC9Ik6RWqZKCKI81otPhXdd9YB+uG4EDoL8Ynqx/CCdI6xWRP0HoKYRgmO88IsZhuwRHzxeCzE6Du6buB27LnZdeyGjj5o2LDkTHKzPRsaNg1BNMQmlbRMHIIwLYljyRxTIpasxV1dj/gOcYFShWkpJFdwJapZpMDOOXa9AzJTXDimzJIzqTqKOBP+q1gc0Uy1lJWJkqy17HIuViBWp1ViYWEnHccp8XicuX88kmKmpmrZpdh9bk7qUEsieKHzarzZjz2h70x0XXASzHTSxN2LAdqiGWyuKCAEVjYo5cpkwChlzXa7nKC+FEz4dSy/DubonwQ+B/4BC3U9t94fBX7Lfv/zz6zz51Fw9O/FwJGIBODf/RHb/b223a9/OTvHSwB0ZfR6Aoy+57G2vz4lDVaG4xpL8ylHXjOINgd9ypzUs+ZtoihPAdKV9rzU8c++ksvjf2D9iy+eZ2Ke26o+WWcbAr12j1WX4daB7Gzz73HLt8SkZjY+AyAv9n0JFuVixS0gfXKLa5tpnrKiQHU5/dCv+qBlWUgpGeMTgGpmgtWKk4qGK4JjWZaVaSpFZ/B9r1XF1YBPB9a+0/R2ZTLC2l9ubm9WjVDOWrttmRcDS4V5nmkV5nfDwMzCze0d8zxxOBy4u7vj4eGBUipjPzD2CtjmeUFsBut8sfCdWhnkrKGzZpTpzN1Xz9dr5pOcnLdLyczzoqEorL5azoTgoWhJBWdhl2WZGccd4zAyzdMaQospcTgcGcfRGI+43jZtl157SllDGCEEdZRuoU5YdU5wqk13oshOz+HJWFNBRc6VnLxZJ6hwflkiudSVxau1EmMiZ7HadQaeiw7mTaJWKByWiTku9EfP4yHwOA7sOjU/VIPDjHdVU91dBndKxfddR98XutCDBMIwICET8wHnMilD6DrG0THNjxyOE+JgHHfgnIZwfNB9SiT0nrubGz57/Ya729eEztLol4m37x9Y4qKMXHbcuhu6sQPpwAW8D/ReGLxoKrxYFpada+iD1bgb6ENHPzg67xAS81R4OB54iJHHlMgI+B7X6b4LHi/e+kuixESKM/OS2HfCeLPD+YrzQudgStVCaEo2JcQAhawO5kVvCKk4vKvEXEgFRDzOFULn2I87BM/9w8S7h4OK5NcaZzoJC1aPrwtBATlC33eMY08YGnDUiQJSqdnK4VSz5qjR+qXq96rTTDu8M/AlxKyhvWw2ALXq+Nher00PeP4e+/UuPyg4EpH/EPAPAf+rWuv/7QOr/5vt5wz8/jPr/JWLdQH+GMoUbr//mO1eXETkb7zw9c/W9Z5uyTrYPBn4zoHSS+NaG7YFzgpptu5wuesngEOuA6S6aeNl+84AyTrwXgNZrVHXxvfrcGO73kuhIW37cwGwF7a5ss8nrNTHAJENEVavnv/zTNaTe9Ue3oY01sZs9vEpAOnKSb7ktXmGbz5wQZ/ew82x2nXYdph2bk5Zh3leiCmiYEjDMg0gtbBSSolxp+zH4bhws7/Rl2/OQFmFty0c473nZr9bwZb3KrQOogNcc9l2DRxUmKzA5jiOqpXJCSeOru9wzrHME7Vkbm9uVAAO3Oz36gkzT3ShI7hASsvqxrzEmRij3UIdBHPWlP1h6KmlMi+RLuh2FfPbCWrz3DX36s1VbgBp+xT1fc88T4zjTjPYYlpDEykmSpfZ7/fknFmWBS3DoAyRtzAc1JXZc97TfGtaGKIBGSprFp8g6zPnvBo4rtl3Bm4FUe8lVzRNO0YdtHO/hhkFrNYa5qekQu+c0tr/tBqAgall4bgsPM4LY9epeWVOOMmIFEQyzhckFKSrDKNn3AXGMhDCiPc9lUBKlVS1Av24GznOkSVPVCmMu0HP2zmGYcd+P9B1Fd9n+mHHZ28+46df/ja3N18g0hFj5Pj4QOfvyakyHSNj7Sn1BkYHriNVFdLXnHAlmYePkPAIAS1SlukHDRU6V/EdhKAhtZIrj8eZr9898u3jwiEaExkCLvRgOrsYtVivlExaJmJczBdIWLrMNCe6we6da/lfyq4558lVhczencaLXCtSCiWZgBqnGXTeM44DQ79jTpHDcTFtXGP8K51ZTGgIzdEFBV1dv6MfzEm768jG8jgP1EoqmVq09EuxYtaqQ5RVh7SkBMnORZxNwk6FrCun9/FJF2empi+/2n6w5QcDRyIyAv8U8A74Rz9ik8/s59v6vADlu4t1L3//juvLte1+PcuqQ9o6fHI+Nj6zPDdOiv2vddTzL3XEvIbDngCjumlOG8UviS1aiOa08jXQ8XK7r5zFM2Dt6h42AueXCBGxddtf14BCNUAh6wbX9nd+ovLcOXzEcnktZAOImoHf6bhPt/ggVrpy8eu17+pp79fa+NIuz757iodWsa9+37KJsmlR3GrK2A89tzc3OuAcj+v+pmlit78lJq2dFcJurSS+WLZV6Dp2OwUJh8MRQRg69d2ppXL//n5tx7gbja1gdZ6+f3jAO8cwjozjyDRNCLAbeiuloKnYXdetNa+cqOuupjZH+tCpaNRqi7Xw0LLMmpVmgGwcR00tBroucDxM9EO/htacV9O9LeNWqoajhqEnZxsInbI1yzLjfYCuCaH1vFJK3NzesNvvNOuOZmSomWEhBPIKLhPO9zaAGOtm/lJ6/IJUFVO3jDXQkJSz0Kezv7sQ1PF6wwI2TRg1QXUgnVWEN9sFORn2SQhriSRlDloRY02vn2JahbVpXsyYMVFqpqLAKOxhXDK3Ge72gc4tdF4YzCnaiafvHTc3r0jRkbPQ9R21wHxc6Lqe27s7Xt3t2N8GXn92x5vPPuf1m8/Z7e7ISahFDMidyn3UCGXMlFQ5TJHjnMjzAvEIcSHXQvFQi6fiqQRjvaAWIcYJaWCvBqoXjtORX377nl9898jDrCaIjoJ4CHYfBQVgqWTyMjNPR6QWOrNYqAXNGLNU+mVR75/cXnh6l1U/l+0WeQUepVbT+5wMKbs+sN/vrH8fWWJan/3ghN539F1v4FfDg6HTyq/DYPozM7r0ZpuQS6LkRI72LxVSTKTczCDVmbvWSmyCa/FqoCmV4IQojW89f3uJsCZ+fN939acuPyRz9I8Dfwfwpz8yhX60n8sL6zQ14u7Kdi9te227F5da6x957jtjlX4HWIGQfXO+HtvZ9vWR+XKLy6FzZVs2I+BLjNSl184nLVsqq8oZmHva/Z7wKR/uomvT5Mo1e0JTgJxAn2wPKac1r7JFV5pat8f+wLJyds8VrH35lp6FEs/MIddNn2Pdznf7gcOcN6i+cLNe3MHTVnxMLH/rVaRMiayhGi16qiGFZVl4fHwkp0wwka5zjpwiKUbG3aiDO6fyJd5rqOY4HZlmLQLqu05rLZVCypHD4WCDvTDPM/v9HpFWuBUFD6HTzJuWAZYzMcK8LBuRc7JsINXaHI9Hm+EHc6sWpnmmH0aohWma2e1vVRA+TzRNUhc8Ip5YIuM4rld0LbKLZiq161XyqVRLE0Mvy2IFpk2gbdl0JWdwmr12eDysxWtTSia2bgzRKcQmogO97/sVEJ2YVL3BqmuqCM1t3FndL2+ibJuhC5QcbYIRENc8xzHQBa4mnacVt87+m55KgZINLbX5Q5k3jhUWplix4SDkVClVgGAZcfB4f+Ttw8Lwdua3vwz89ldf8Pr2NTf7W7zzxCVRxfGznwZiykzHibQkDocDy3xk3I3cvr7h7tUN+9s93TDguw7vAsuiYVwxr61h10MNpOS5u9mxdJHD44R3lc4VKgsikeRUHI0o44E4FRbbdUulQBKETC0LNWdmCl9/8y1/8Mt3vDsmlqqp/B5lWJao4DYYe5dLUbPFpPq0UIValFlJWbtfyjBHKKgrec5V7QZqATQTzplfWPBq6NkHj+sF79Q3rB9UAxZzYZojOVcaq7Tve/ajCtTXcJa9kEtNpu0LhL7HB+sfFZb5SFz0PiQr2JvMc2kthGfMkXdtwl7wxoSF4OgyZkVgb2XRftmcyn9TwAh+IHC08TT6i8D/8CM3a+aO/QvrDPbzeGW7tu01k8hr2/3Ky+VEXbb2zeuYc0K6zy/bL+vmN2OFGuNSr6iSrqKB67uUzaireoLrjWpah3XXp2dh/expl9zmSj1/sluosK793DlcbPcci3QZhLsKOM4A0oeXFcTYyeqP+nSlqzts93wLZHUPJ8Zl8+kzKOmjMe7ZS2ILNj8OJcn2Nznf5ppYHk7aqeZr1AwZER0wd8NAZ6yPlmdwq2B6N+oMNYwjKSY7jpByJoRuLaKardI4KHCIcWaeFqyMONkGtFC8ZkU5IS6RmKI6ZdfKMmtW2dAPKwAZh4F5WTgejogIcVawla2deUkWwtOssXEcmeYZZUyCiZ5VcDpPR1opk67rjRVRoLEsE33XEQ3EKECoBmq0D6iZY141SqzXV0Gdc54qZQVJ8zwzDMMqAlfhuXkW1YoPwcBgA0BlzRxrnU5dw70ZCtZVDN5CO60wat91+s6pldLqhtGyirR71VIokmlgSURBZkXFwFKbncAJSDeRONg5ignZRZmmPnhage0GpPoyUmpm3w28uf0pn73+GZ99/hk3NzfmiaWWALUo4+JEKCkT48xxOlIo9MMpgyqXynJcSGmGqoNt12vtynlKHA7vOB7ekVJaHZq9A8kzkNR6oNf72eoBOueooiFTrS+nGifvNXsv58jbt2/5g1++5Zv3R45p84RaTTGqWgw4t6wav5KhuA5X1NsnxczSOboOclVBdarK3DjAoRYFLcOrVrV8UCG+ZxwCt4Nn7EfAIy5QEdLxqDXlzNG883Azdtzu9+yGgeD03mYrTl1rQYr1m7EndOqcXmplKYkcF2VpowrjtV66Wj54V8F0e7UqEFpDuN4pOKuV3EEsqo9i7b3ad5KFtr8/G/Bpyw/FHP0PbF//SL1WVfX68p39fCMi8kxo7bOLdS9//wz4g4/c7ldfLgbHBiq2X8P5bO3JLtZ9nEGtl4/7Yl84DZJrCGezfgMiLcTWal6dVjwxVqu/Uj0HSSt4etLMD3fSa0N2Oxab67T1ytlufA1+fQS2Ojufj3qUrqDQqxjmJTz4BHye0Ol2X88xSN9naddrBYxnTfgAkj7rp3rTxVDyNeaw3ZpSdWbn5cRA7HY7QLOtGrCUKmv4qFYtmplzZhiGNV28mUFibFJLT388PFrquGKjFBVgOHPL9pMec5qOloYeWJbFwgCOZY7GZDiWJa1lPlqZg+NxIqVkjJeF8kTY3+xBNLxVS9E6azkRildXZ2NZdrsdy7Kw240cDgdKdqvtQRc81ZieasCygSFldZRZapYGmi1WVgC6rc22CsEbc0dRQa2Y7Z6oYWNO6QSaLMTlfHOHFgMobhWD6wS+ms6jrmUwGqPXhV6hkYElBQJ1DTU24bcaSAaw7H+xa6y+UIBlW51Cedhg6cgpW/q7VqrXrEfNYrzd7fHes9/1jMMNu9tXvPn8C/Y3u1UMLVaKIzst/xIrxDkiFDyQl6Tp+FmzHksVxAe6oacfHM4nHh7e8fa7n/P+7TfkmHQCWaDmzDQdmFMkc5oUOO9Wx3NQrVfwgdB1dKFn6HuGoUcoPD7MvH3/yPspEquj1LR5/wspYbUHG5atJkbWshsDla73lnUoRKvtppySAwmb57as9wZOUYAxOF7vOz67u2Ecd2Q0Ky9XIZbMu4dHLfXiYN979rsd+3HH0HXGglZKyno3TVPmgpaV0fIhap2Q4swSE/NySv9HhODdOsGSZkwqancQgj4rOCHGQi1CKJngT9moYEDa3ju/yeWHAkf/TvR9+i9eyU57bT//MRH508Bfr7X+3cC/ap8PwG+j7tiXy7/Rfv6rm8/+Kmou2dn318DRte1+uOVSQCwXbMblJbgcbDajpGx/2X5eUer2SodQKj5fQWcbVNM+ai8sNoDhrIGybtsICZFzkGQcCJdlU9uhPtRn12NvTvEcILXzasK8l5wsPn7WcAb4rm35LC225bs+AchswOQHV7Udf9LjfgnELzvVkxN8+VptYNHap+XKSWxDvO2YLZVbaiWI4+HxwHQ8WqhIQY3r1I9onlSc7Jxn6Hte3d2p/iglclGx8Vp7KWfisoDIGnYrsa5sBPbSVJZFgY6IDrQxJrrQsZRMnBdu9jtimpmMPfLOMS1Hckmr1mnOia67WQfm1s6b3Y4lLiQDd3FZ8ONIML8jBWYZcZq5N00Twziirt4VHzylaDaO92EN45yFJg1cwqm0ShOmt/eonldUIbplw9VacD4o+MOE1EHF1s4mGU1IXktZxdLO7Ai88zZI6c0tKZEFilc38oA3/Ug+lUap1UIsbg1vQmOS1AtI7QA3rFE11mmlpesaVmv15bzX8hsafvXUCv2uo/OBmrW8xhITfT8yDiMBwaVCNa8qrRGXmOaJeZ45zrOxHI2lS9Sigv+u79jf3dL7AnXi8eGBX/785/zyFz9nOUw41+FcRy2Z4zRznBdaqZKUI96Dw6vbNKKsjWgNui50DH3POA4E7zkejxyPM++PkccoCoedw504atXLZTMWFWNaqGs47NW+583NgKNSUqWIUKtQijM21f6u2XzI7G1tz4oaVXruxp5XtzfsX92RgekYORxnnGRNyQ8OcY5x6OlDjxOzbMjKcuac8MGfJjNSNVOyalHg4/TIcZo4LpEpZlJqYFJb5L2sZ12tjwbv6DpP3wdwQq1Jvau8qJs4rN5qoEyY+9tYc+SBn77w/a39a2Gw3wP+EM0E+5PAP3dlmz9pP/8f7YNaaxKRv4im6f9JrqfzP9nuB1m2LMSVcWfLGK18zNkAuOUOTje6XvtLNqzPZnMRLdI4TzM5JU7L+V7OABJohz5bpXX0E2NTLR78JAS0uQBbgNTAx3ND8FkX3oCts+3b76WSrZTApW7n6vKRQGALwq6SPt8XyDxBiRfrswUVDV62zU4XQ7brrCu8YPLwQ70X5PRT2n7Xdm8OUp/8sv5da0HQkMjD4yPFzPaan5DqYLINgoFxHKHqiy4ui4bRzDE5Z6udZkwGtZLNm7HYi1EdjTWsFGNcAVSKWuk+5cTj8YCgDFM/9qRDYZomQvA43xOjmkGu1eyr+RU5xzLPWE4Y6vUzrHYFzjlSity9uuNwOKiuKp/KNoy73bq/UislRg0ZdoHHxwOSomYRWWisAi7IiZ2xyy9yEoQjOltOKeGHYTW/VC+gZjaooalhGDS8ZrdK68dVutDZIKqDlYprT6E0BQ6JFDPeKRDszJW8sVfNaFIZCWufbS+0FG2htP5T1D9qLVuyAXttPqds4sko1PgtFcdTWUrFiwLHnCEnK+NSoebEdDwyH4/M88w8zyxLZF6WFVBnq2RfSlFg7IWhDwydUOrM4/2Bt999y9uvf8Hx4YE214zLTIoLx2lmSVXLmJSi2VeoxihUzdDLBao4uiAE5wmqpOe4TNw/PPLdw5G3x8QSs2qC7Hk7cSl1BQBtOiion9Sbm44vP9/z5tUeKfDwaOGqWCkJalb37Fybdk/31dgVQWuf9cEreBt69vsd1Tm6bsEFYZoPDEfHWAMiZv5ZhTgnclxHMGV/7EUVAnip1JKYp8i0LEzLwnGOHKfEEsvm9WL3N9szgWasYRoj3zlc0AlC6SDGQugKXdUwbS6WEJESbXr+m1x+EHBUa33z3Hci8s8A/2kuCs/WWquI/PPAP4I6av9zF9v9CdTjKAL/4sVu/3coOPpTIvLf3RpBisgfBf7D9uf/9nue0vVzufj7bHw0JLHWWnuBjVjX38KmtsGWvrk8ps304hJPO1kHuWute6Yz2e63PiicgaRzECPnm37sUTbb2r7tAXsui01fqhtk9sKer7VNNo3eAtIVIG3bvLleT49yyZHxCRTSS1drC1+fo7M+Yrc/wHINIGr3Om9zfXpBdV0b+CqaeVVrWYuUtpXbAFtbGW9R8DPPE6UWdvudFpXNmvrbmBFlUE4zas0Eainq2jlTTnR0q64oeHNoNsfrcRyZ55mKmkE+Pj6Q0mCfT5rZVCslG6vQdebbk/EBYlzou57b/Z57817R74uZVarou4mkd/u9Aq9Fc0TiEimVtfwGnLyGnAm124XdPofinA7GOhSfdEKm9TiFTiwTzDQdaiXQrWLwJr5uTvGNjdJnRI36utCtITytNaehTzWnDGczd80Qq6pXEQ33NTariWy13VCc8cxiYE6pyTPWSYXNHnylWhp3zZXOxPkOR98P1FKZjguP7w/krzJ+COSqYdZ5mjkeDkzTzGGamJeFGFUMLCL44Og7j/dwsx8Yx56cM+/e3fPzX/6ct99+zfHhkbho2C3GwjQdmWMmpRYu0rIwXqAPQukcJSgDF7yn75Qx0mw+Ff+/v3/g67fv+eX7A4dFa/5dPu7tTVfFTDVry/70vL7p+fInN3z5xWtub3ekWKnuwHyMRCmkMkM+6bNqC0fmTLaSOFYCls7K9Ox2O3a7nWaNOYhpIXR6jTRbzrJOq+qaBHBS8F5UMC2sBXHBvLimhcM0c1gij1NkjuZN5Zxto+A7VivLIwJBmTf9p9lv2fpNCIFcMsGfxtCUC6lmSvnI1+8PuPzaCs9+5PLnUGD0HxGRP8N5bbX/ma3zP621/uHFdv8UKgD/O4H/nohsa6v9r9Hz+j/WWv/CD97iaywCDQyd0PaTbTZ/NN7ocoB/ykw87Q4V1hni2Yy/AZono56swG2LShpL1NxyTxE83dkasXsOyGxgz0nXU8/WMBSysmEr7yTnl2Rt35aVqsZ2Xb8664nWtv3KeH3k/GLLlMCTbU5y83MW6+oD+oynwNn6Fxs/u6/NvbzW5Ot/sNngGtS7WF2urNrA6BlteH0nLQTU2JdimVNQiXGhoWt1hdZ19/s9+5s98zSxLAu3t7ea1n2cUMNHDfVoyq/WMSsWYmrHa8zK2lybNUPz04HQeVwRBSq9Fmb1XsipGFhSjY53nnnRorBLXPDOGYOlbGzwgXme6bqOL774grfv3lm1+Mw8zYSulUyJiLFOtbEoqDVFXCJHUN+XJo6uah5ZbCKQTQR+/gyL/u7k7Jp731LOlaHyvjOmQIFP3/druFCZA2UNELEyJirARoRcMpKEcRzZj1r9PedEjBqqylaHTNkxA2nIGmZrTtqayaQhnhY29BYq9EF1UadZiw7cstFLidMKriVBrYU+DDhpIDAbOJp4/+497989MA5NAK4i65gy07JwOM5M00xMql3rewUv4zAw9oEQhGWauH985Otvv+P+/h3zw8T0ODHPCzmr6DimTIqZ4zGyLKpBciIUJ0jVQqld5xjHnnEc6fuePnRQ4XiceP/wyNffvee7+4lHA9ugbJE324NSqqa316Yf0o4hUrkdPT/5bMcXn7/i9ZtXDMPA8Rjp+kzJjpIjLiZcqQaM6gpOsSucK4gBnPaC1ExIveY5JqbDgbhEK6xcgcJJPK0Zi1IrNWdwyvg4r+/FGDOHeeHhsPA4RQ5LZE5aS62zPubtPHM2ewLdPVA0/b9zOANIJWsqf/OHc07UELNWqkDIjqWWa4zDr3X5WwqOaq3/moj8Z4H/OVpg9r8oIr8A/i5UU/QXUBB0ud17EflPAv974L8A/IMi8nsoWNqjuqR/+Adv8HZQuZhQPxmS5PLPDw3Zm4HphXU/uJd6BSBtP9ggs1qblbxc7Xdn2ujN4Fs3X1aRJ+LqFZS5pzXUrvIqzwDBE4t2sf7aisvRvb2A5cnYfrn2aa3ry8c9hpvtryEseNKOD393ZW25/OP5a3rZkCc46NopPwFJp6O0QWyVNBjwEXfSBLU1dVaq1dq9sUoiwqvXr3nz+vVaTkPT8zOTeSF1XachYu8Yh3EtR9F36qVDVFo9pUTnHJSyskwlWyHaWljmGSfDCjpaPbRW0mGeZ2LUl7az9HhQwDUvixa4HTWUNow9MSa++fZrvvrZz3j1+jVvv/2WmKJZA4jVU8v0XdBwTM70XUdJZmgnwhKjZg61jK6io0ToO0qykhbbuyqsvXe1T6Dpd5zZHnAClLaRw62+NM3KoO+HtWxLC6OF0K3XXwTVG3lvYuI9dazElFiWhVJncl7Me0l1S2rCacLy1i9MsI0BqFU7YwNz88HSiZJYtlfVsh4mru66gCb3tSrtolXgc2KaJv7g57/gs8/f8NkXrxg7TwgdLvj1HaPMhicEj3f6s+u81ehzBOdYUoRc2IdA2N/SFRCrYJ9yJkYFCV48nVRyr/tyXmv21ZrpQqULDucqSKZWDSVN08y3397z9dt77g+JKefVliA4tB0WUio2kSv1NMn03rHvHZ/dDLy62TP2IyKelB25CLiAC4L4SugCsVQkWXaaXVvUcYFqIeliYamUM/MScWHSwsXv77m/P3D/OLEsCax/UjMiCk60bElWPZOVIimibTlMkccp8TglDksmWRgTQMIpyUKq+jBpSE39k3wQZay8gG+qubpeB7D257yOVWIM5HNvvF/X8reaOaLW+r8Ukf8v8F8D/gRaqPavAP8s8E/UWq+l6lNr/b+KyL8H9Vf6e4B/Kyrq/ueBP1tr/e430f5ry7O3bv1CH5pteOl6st6Gnfngzk/D4qXGpq4Aqb10dYw7sV2V5o3SAMPangZMnhvhr2GU7eC80RrYB092tt3F9lyfwRub754DSM+xXRcAyeixlwDMWYvauh9zLbabXe5/c41kZbw2+3iy7tkv15v4oeUSrF+g1JXR2+BzWVdsLJiu09ywmz5IU8UdXadhi0pevYv6rmMYet6+fcvheDAhdbD+ptkqpRSWGLkbbxmHkYf7e/quZzeOOnMMHfM8ITYDTknDyqUoYOp7LW3QMrtAWYdkgl0c9GFYi6empLojNYSsqzYm5cxut1MAA+x2I8fjgW++/iU/+fIrQh9Iy3JKlacSayGnpKDD+tM6o7fOIhfXO8bEaCFIjbgIZRMTbvplnUU7e1b1uXXBIwULgwl9Fyi5Wip+YL/bsUS1NhjHkf1uz36/W8WszmrfrfooS9FelnjGTnWd1jPzPpCSZhmWXFYmommNvGOtL9fqwzUgl/OpuChi2UrOvIHEwnQ0jvZke6HMkiNgdfhS4uHwyOF4JKeCdIGuH+j7kX6I3FRlA2vT71TN7huHnv1+ZLcblPVLRwafoC+4Usm7Adwd437QxIBZNUxSQapQs7avgQx9hRacA3GVFGdinFnmxPv3B757N/E4Z+aC+VZD8BCcapRAdTTZapa1Qq7OCTdjz0/uRt7c7tgPI7XA48MCkojJGL2KmXZ6QiiEUkk1atjaJizYLSq1MKfMFDPTtHD/8EjMiWWZeXx45P7hwPGo27pacZLxUgnicej9EVdwZEotxFSIc2aO8DAlpqUyp0oq2sfbO6yxedn0TzEXY42EEIS+t1psXWch5FPB3JSzGkemQrLrXe27j52u/pDLrx0c1Vr/FPCnPrDOvwT8fd9j3/8K8A9+r4b9qou9y87HrpeHWRuF2m/PjGkmkt7oEJr9/1WZ7jn9ss4+n47GF9tuSJ4zOLG+/E7Hvd7QDdJv7V4/fdrS7eBQr8TrngNI2y+fu7q1so7qT5u6ZbOun069WPPpcv7NOng9c6u3feKEMRV5XG3lemL1/LNnWySrQPJDy7XzvQK5dd16waa1kGjre9Wyi7xbkwFaBpkKdTWzRUTsZadBg4eHB+7v77U2VdczjjtNvZ9natXw281+x93trdY1E9jvdiqIzoXiCzHOdF0wNsgGMNOwpJTou479bsc8z6ugOedsuodiZU163r1/vzIhWo+skLKl2RuQiTkTU+L25obb2xvevXvHd99+Tdf3xBQZhpHOBx4e7lV/FKMKVZuhY86niUrT5BSrO4YCYi2662jJXGtI8eKurKHLomxLCIGEAZuiovEcE4jQBXUZf3V3xzRpeM07R9917HZ77Eat6dQ5a5V6OGV2zfNijJ8zcNT0UWLZa1prLvigGUwU26fpjRAcqndydq6sgvoKZKuZ53ECXoRas7l+YyVexKwKoIZAGRR8Hw5HjseJ2/2eYdwBup/beKMsXFGgWmulC55hHBV818o0LZSyMM+Jd+8fOBzek0qkoOU2gtdSIH2ncC14jxRhMXf1dSLltG+3vr4sicNh5vGwMKVCBLJNQDvv6JzQ7KzUJb2s4uRqBWCHEPj8Zs+Xb+54fbsjBM8Ss3p/NffwXKE6SnE4H+gHQbynCMqIGRivaJi7Fphj4TBF3j9OhOGBaVYwdzhOPBwmK9NTELLWT/Pq3F3JiAcJKqyvRevtTUviGAuHRUFSyvYesUFHYA3TNbF5MdDbd2rLcHszsNuP1q+EFLVGYCKTkoroYy5EA1fZilqf5y//ZoDS33Lm6G/XRWATrZKnY9klmPnA/bzmU1M3n5/yWT6iYzwZEa8P/9tB/qQfeNKwE/sD12mTze7rFlxtAdd2f+is6Yrs+YVz2tIa177nAwzKCSSt1/VjGJfru1jv9/UWnT6Vi78+yFJtqJuPZrQ+sDy5NGeI3madV0/m/IPmQbSKbOUEAKplVbVNUsqIqDg7pog4z36/5/XdK5YYbSasobPgPcPQ04WgmWU+aNp2p/45i4mc9/sdfdeTzTCSquaMk7FKN1aHbDqq2/Q8TZZRpeG1zz//nFwKb9++4zgdEbRAaQsjdZ2G2lxK5Fp5PBwYx56u74jLQrBK4tPxSLi5WdPwSymmbfKruFna/avNd+ZkmtmyznLWoEITTJObuWIrjdM8i/TBKvUkytbZutZnC7sdJWf2uz1dF7i7veP1K5iOMyLCOKoY9wR0dGkhR0RIMarGxwTqpUQT96IvClErAAwEN8BQg1kRWIhPimZR+Vqpzmv4yZgYBYeOIpWCmhRmMT2OZd0Fb1441j9LdYSqbNcSFw6Pjyy3N/RDRz+OyuLlQkmRuERStDBqCKqjSloRPs6FOC9MxyPHwwPTdGCJiwILipbBcRruCd7jgFIizlf240gxhlC9f2CJibhk0pI4HiOHJbOUqu7OAp2DzsTMgEKOCqlAygqEsQzCXQjc7gZub/b0Q08umZQL82T1C1vYCwHpEO/VRDF4ci3MiyemqH2qVGLWa77kyuOS8Y8z1d0zdEIqhTlm02ZVvFRc0Cw0J1r0V0LG9eA7LQZcc4FYdPKQK6EXUi1rySeKwCbzMFnfrPbO6DphP3hud8rkjbtBgV7S7NOMTnSUaaossZink4any0cPEj/s8iM4+t6LnI8xnA9Xz2X5bJdLcqduv1k3vxzanhsUN7T85TG27NIZPbMBCAbmVshiL9E13X8dQJsfUt28aGU9Tntenj3tCxboWfbsyR7OoeJL+/645enKp0/O2aazjzgHlU8P97Rtl3fs5b9lPUbbf31mu08BSE9b9JEfb5kvWJ1yt19L3WgGNk1qICpnDX2FEDjOM4fHA847hl6BR06J4IOmXy9RBdPer0xVLuqGfXd3Ry2F9C6v7sjOCeMwAOoW3cowKJOiob0YZ6ZpogJffP6Z6i4eHjjaZ7vdfgU4o2l06hJJWQXdTnQwgEoIHY8PDzygz4bzDlc8KSaiZQ+B3j/vnOprULa0VjVbLDRX5VbJHDNI9BoGFFGjQRRI+WY7YMfs+57jQbObemOLhFONrq7vubm5obxSwBq6gX7oNSXbssUaw7eYy3grQdJCj9M8s5iOSjZmn2LCazDNjOlefAXv0SoRzpkWqSjWr6391jlqpa6hp6p6bqszJ8YGgcOLMg8kreW3LJHHx0fePdxzy171RShoU7YiE7qR4Lxm4omw1IUcJ+bpyDxN5LRQzRtpPk7EtACVbFlnUoRlyeQ0k9PCMA4kZr2fomEyL0ItnmMqHB8XDlNiSpVUK86xlusIDRhZaGnJlZib1ghlAp1j7NTF2jstAVNQGwb1cFKPK1GpHa1ciTgFXl3f0XeB46RJCamc6q1lcRxTQY4zhUrfoUp69Fp7r+L+4DzeVaokXFfwQ6EbhdDrCyhkKFNmqYWuCsmpjanPDqmBkjScVmslNXsLUY7Ue2EIjqFzDL1n6Dy903ByRD22ajJGVaymYLawWi2nCTenseU3tfwIjj5p2bz5rxIPLw1Uz48817bagqKPr0Ns0EE2e73AaGfkixEV52W6Tue3YqQ2iwV1SW3bFE4AqW6w1tr0Tc8+P7lNe88ZscborIVyr5zhSxaRT1HL9f3oUZ9DU8+Aoot2tA9eTKJomKE+14pnN+GaPusJ8P3E5SkcvPyuwc969bzaYC92AeraUy+uWbVK5hjARnh8POhA2gCBd6tOxNvA7pyyL9OsDJJzstHP7Hj39h05JfbmKxSsrEdOSYt1wjm7wslt993bt7x585qh7+DmhpwzD48HdfgetebbPM/0Y484ofc9yzJroVrnSFHN8MQ55nmxQrfD6bw3l6C2yYY0kNNupeCFVagazDCzAac2MWplL1RErYCvFp2dj8Og0wdjjl6/ulMmLhVC11tR1oG+H4g5IZYiXk3kHrrAbIV5wYCa11IaOWvmlneOzkpDaChN2TDnPD5oPTaR5qgNFb3X3u63Xv8TYJbNs1JLVbKhaop8G0gdzQ9JVtE5okLrbLqjn3/zDYXC4XDLbhwYu077SRVAQ6VOHLkoWFlSoaBeS8H8m5pHVBeUVdT7BCkuTGlhXmbisiAI/TTjQFnF4Njt1OhzmSKHx4X7x4XHWRkb7b9avV7LsjhKVhYklkLMqtGpBn4cMHTCbufZ7wdCH8iWtKBZk0X/iTF2tp0CCacvFfuusUarOkfUd+oYk5Z18Wqt0HdOGS3nVfNVDaCKhtJcqHS9MIzQdQ7xla5UqoMaKmEAd1SdXo76L64aKkAqVdRKQERr9+17z64PdMGbLUfWvpxPdhVSTDgfHN7rtaoXr5TVdP03tPwIjj55aSzKC0u9+GmbPR3NLkZXuVilZYTZl+2vXwVAP+GWDCBdxTEN6dS2YkunNqbAQzFBHfW0qlw918vFUmRr2Wy0+XZFH9sdndijygaYtaZenVq80JAV+L2w1A/PWM7PV/+4dquFs1tNAxebzTZfyvaP05cXf37ycuVk5MlvH9r5CVY+Df5tAb0N9Kb/iSnTBY/3Wk7ROccya5bYEiPzpCUIxDlizHRdZokLMUZe3d4COpD3XWAcBg6HI8H7kzZjM8V0TovKnpXRqJX37+/xwXM4PDLudtzsd0zTTBe8slg5GWAzIOA9h2mi73tKrXhjaOY8U0zI3Ab0y+tWcqtvdX6VxKl7cSqFXIqWG6kGBLxWtHfeo2EXt1oPtLpp46hZaC1VaRx3vHk98vh4JHQdwzASQs9uv8eURtRa1GnbMvS893S0Z0hLwSzLAhVKWYyhErKJq08lQ7T2l94/DCS1CU1da9ypt5NvEblzUC8aNtTixfbSK06zl6oYQ1KsQHFFjLU7Tkf+8Oe/ZDrOvHl1y5tXd7y6e8V+2NGZxUHJZdXBlVLIteCCVqH3s8M52I09Xm45Hj3LMpFKZFqOPB4eOcyLVqhHNFz0MNEHbwN7ZTdoCPfhEPnuPvL2mJlTUZ2RU9dsqgLyJalzdcz6L5fTm8E52HWOm72nHwQXoFJIJbEkLXnSnsRcFUwsSwKpdDh8VefuXISUIWWFp4oR9WrHnPHiSPaOds7Rh0DnheBUEK8T3KzbBcEFAZfJWRmw4MC5yrgXuptAnGE/CMfeMR8c00E4WigxV72NpLr6lvUBdmNgNyrDRW0+fY6S6yrk15BxoOsKbj6vQCaARbDP3jG/7uVHcPSrLGfvwxZuuvLVxb18jg95btH91rO/V/CwpSTOjnOatb1MbXACRluWY9MkfYFq3FuRvu7TOaE4zbSucqp9cw4ANuexGbxC0Benq85CNScgKNc2Pj/7507jY1b79GVzfZ/bZb244ac/X7j2m21ePufzjcRegtfZqOd3co01enKPrjBATzZ7cogrxzyLPcrqVlyqI6ZIP/RM88I8z7zZ77h/eOD9+/s1fOO9JxXVROx3O4Zx4Hg4UhHG3Y55Vh+ark90FrIDiClqJpcJx6vN6HO2auprVpUnLpH9fkeMkWmeceJIOZlTMMzzrA7JqIZKi76esr2Uaclmhnl5qYxPMwYLMTbEHjTvnU0qbLA0TVLoVKflLVVeKnTesxsGUkz0fc/t/sayz4Sx1893b/bsdjfqph06hnG0waZTdoqTdquFz51T3ZZmnXn6rmdeFkBYlpmYFeg4EULfNSx2ShApGv441XOT0/Ux4EcpULxWcTW3bNfWdbICy1qxTK5kmiHtB9XqynlRvcxiYdk+BJwE4gLHMXK332mtLzYaLStNk9OiIGjRDMXduKPmyEwFy1J7eLzncVqIWTVBMWlpD0GYXcG7SO8q0zRbxlbhfipMKaO2Co7g1Y08Fa1Hlqz8ip7X6b3oBHa9481tx91tT9fDcX4kl0RzCY8xqb1ASmC195IV5gUVZkvwFLyCpMp6jHWyJhVxVdmpXtj1HWPvkVpUa4SGNGsDNb6CFGJUQfSSNGNNuoIfHZ1z9INjEEePY6rQidoUHJbElCsSq+m1KkJSYfzgGPtA71XMnrNmc8YlE6Npiqw/iT0LYq8QRMkxfHMWl99YeO1HcPSpy3aAvCQ1nqxYn3xfz/+37rBWHUz0nShr+OLqCHXZOeTlr7dCoLq+xi+B1Ym2Wgf6C4BUS0GCGYKBvhQdeFRsWKvONK+5mZZ6Ep42477FPG/6fljTs1fm4UVwc84gfczy/K5epoYu2Z5zkuucc9kCi48BRtfhybZt26Ns19uK2Z9ehac8zvP7Pq37FPk9e30bkJWnLbtcTlYOZQURKr6EeTqy2++IMXN//2jGiGXtazlnLfkwDITQ8e3778jFaq9VZVTePzwQgufzzz5j3I0cjkdlSIJnGEYAKzpbeffuPV9++SXjbmSxshNaE82y4orWsDoeJ/b7HR5HyeoNNB21BEnfD+uLvIgjBEtdf+5a2edO1sD0Cgi8b0VczbfJBuPmpN1qoA19r2LzUrUNnToe++DpTKsF8OrVqzUhwq1lXFoYTENObSLinSPGRYvq+kCqiSz55C9j7EPwYfWnwu6dc86Ky57MYl0TUotbS4EogKur9qwiJrCtSDFQJAJWLkLIVncrmKC/rll0LTuyHwde3d3w+u6OodMQV1wiD7kw9Kob0ndTJadEWhZyjhpy9B0lJBYgx4WcJmpRiwIvniF0lByJWd26a8HCigmphZlKKsKSHUtxLMXq1QWndhLmut5ATUyaml6tv+s9Fcbe8fq249Vdz91+0IlALpRlwlXHPC0qxo5RtUUh0HWe4B3VAKX3jm7oEWdZj+1atsfYqQZsPzju9oHbfc/drWZZlrSo+L8UqAXIiGW4paWw1EymUMgUSbheGBbPzdCpz1jyDOJwveCl4EKBGdIxkShUDxQNXfq+0vcOzWWwkGCFlLTkjNbTE6QmDSKWumqNBBSwBagBBGdM5I/M0b++li3AeDKOPPNarJd/yLUvLv7UF8r2Zasd/ypN8Exbn7bjKdtwvj/9Xp4eY9MQrfNUrWCmvRSBoXMmAtRqzykrQNrOllqTipVG0MwV/S8n1UXUZrP/EaxPa69cY8V+1WfnDF2c7plFPljdweViZWv7i7fpCrB9Qu69tIPzjmG/P0NNNibwCpi72igbWM9Yryuj/lYcvG72zG6biL8xC07UIC6lbMaCnoeHe2KKG8dttAJ8ShwOj9zc3IDAw+HAbjeScsY7oR86DtMDjw9Hbm9vePPZG3a7kffv36vwuSTmWQXeXeg4Ht5zOBy4sUwz7/0qRh6HHc31e5onjtPEzc0N3nuOxwO1FlLSMMCqWzGA4MRRnGhc4fmrexZiE+9Ok6cm1DZw1PkOaqXrO7z3jOPI7c2teSkVm1D0vH79Gofw/v6emBT0DOOoRWk391EJKvUZCubzpEJvjyCklDkaqMw5MS+LmkAa6GpMkTjZ/K2xta7TDD41S9TBq1jWHdXhm0B+88/ZpMqtfcKt4SjvPDWrrw5VAfJiruvDsOPV7R13t3eMo1o99EEL6UoFSuFweDTw5wmtREXNxFJY5oXpOFOrsLt9hQ+eaXpU5+aayTET8HROyDWTSzJgp47WMQupauZZ3wde7zu6LjCMPcMw4LwnpcTD44H48ECMWTMS/WkSMQTHm33Hq33Hrlc7BJGAoxLnmThpn41LK4IsIIVhdGu5mKHvGcYd3bDjeJw5dgHfqy1EYyDFwRCEuzFwuwu8uttzs7+hC4G6OOKUyUnL56Si7tYpZuacmbKm1seayFRcqIwT5DEweAgVXNEJz9A56DK1K2RfqVMlZIEMHsF3BSRBNYsAnNUEbOV0rBTvSgZoHxEr2lk7BUchdPS+Q9zx48fBX3H5ERx97HI2eG38lS8HxHVGfmU2fxEau36c6144Aleqyz/dSxuvn3HUeXE5S61v59W4dNtTRrS4YBD61dhNcNZuX6tmXRg4yrmZeJ2cfu00NUwRVLPQXsSXjNVLAqbT9T+XrG/P+eOeo5ald30DxYyy3pvnrv96j84u4na9c/sCudz2SsuuTZKunWsDM1smaL0+H7wip7M6w1vmw/K0E30a+lxtImzfOWetvQQ8PDywLIvViVKmAhSIl6phLHGihW1NGO28Z4mRIS2auTUdeffuHfv9Xu1exLEY0xE6FVU75whdx/39PSF4Kz6rYtZlWchFy210fU9XOmKMLFbD0DtljJa4sCwzfd+voaTWb1qNsidu9LY05kgzvfR6BOfBPGFENHwW/v/s/em3NEt23of9dkTkUFXnnPd979Td6G402IAACgQBmRQlQhSlpYE2Za/lr/7f/C/IluTl5bUsW/bSkkRKpCgKIAECaAw93R7u8A5nqKrMjMkfdkRmVp067723gW7zw43u955zqnKIjIzhib2f/WxrSvSdChsaa+kajT5r2x6y8jO6vtcFWQzvFRdaLozVrlVl8VQiiKr8QgVyWCW/56qTlDRy7jgcS/i+lOcfCd7PuecMi3ZUTSzsvZqOQlStqdq/6nuzRkm5qm1UNlVVabt+h4bc27JBSkVwsgJBstC0Hbvdjr5TOYe+69j0PW3X0liHsw3Be/b3lESxCTEWZyBrbhKCD4UTBUYaXNOSj3ucNThj6ZwlxYz3ESVDQ8rCGKSQqVX9u22UP9M1dnbp1ihA5xpth5SL5lXGomk5Gic827a8c92z2Tgl6YcIpgQmREPOhpAsxwA5eVpXEhTnjGlMyZPWs91uadoOayL7vaXbWEbj9H141ZXqW0PnVDNsd/WM3W6LM0KwCeKIkUQU0fnTQAzqThx9ZEwRn3S+h8xowXfCxoEj0TaCc9C4RNtCajPRZbLLTJMgSaP6rGTGONF5h7Mt6yAY7QfqhnU5qZgoJUJRBGxCrGCbagGtSutfaPr5mcuX4OhzlzOTwCW/z4V156kF9xH4OVtH89nnVTBs7liXFs2c5iPkQqTTecX02HyygK7robvOPH8wh3NnYQoZSLRQLEn1RIPJSjFIGYLV5IExpDkB47yTFVG+xKZnDHFecJYlOpdmfqyItICJlSn5Qvlc4yifrmlnXzHXSB7LNyy/Lyh5/W5qhNL6uLWl6LIyejn8iTrpq12Ay8VLnADp2Q60dNszNHbxXmtEvgZ4ciGS5PGty1n1LUmJVEqzGKISeEvuqRJinFY7SCmfZwwP+wONc0q+jkqEPtri/nKOaZo4HA+q3WOFcRzZbrdcX+84Hq2Cosbip8BxGIpeTZwBkfdBBRFFF/bJe3zwJTeZoe1afAyzm6eKKGZTTf3mtLnWbVEAfs4gRb1ZU2coONCwfkO7aenals1mS1UDr8CsbVq2m56cFYgIBrKwvbqi61pSFiViW1GxzVZJ77FYaoMvAo4ErHWYbOi6lrZtlM+1PwCZaZrQQHqBpFyt4NWtZap4ozGQ1XSsz6TWEeVfSbFeJCipZJIouVcT0wqZRMgqECquAWPnuSulDEWROkYVtxTTQHleV4VEu17BUdvSNq0S2dsOJ5boQ3GbDhyngTCNpBng9RyPD4zHPdN0wAJd05A2PYLQduAaz+HlAz4nBh/xRb8IhKZ1dF2jnEljyaJUglzcfjkpn8a6BjGBkjRGuWPOaORW39I6WwjnajuJCcRabN/QtIJrPHd39yUvmY4i5yxN5+h3HbubrQpVmsD10LNPWziOPBwmtTQhbKyh77ZsNtcKpKxDiMXqpwDQOKETRzaJbDIP3jAeE8cpM1XZgWwxYhn20DWZzkHfRLZbITfgJOGazMYK2UEzJsg6HhocJlBC8yOkiLMtmSIr4WrEYxHeLJYvCkgyYjBSNxFr69LPv3wJjr5AWdmL1h8+Uc5NSuvPH3tHLh+1Omjln5L13ygQWocNr754oq51yVrbGc7AXvnVSM2PJifXTxnGqLvYkNQtULMtG6ucpFzMr8YYgoAEKTmKMuTalsI4jHByH4o5vO4cWd37vM5nLfgz7CoqSKzie5e+Pbl0fQePEMVCFqyg+LLlp+aPWt1idYP1OWuQe4LNC9DKFfE8AmEXHgOe0NI8ffuXgdLKXpY/gxS5elVPAYZcklHOFq4K42rDFQuJGKfpRaYR5xzeB7V0WKORQF5JrDEl7u/uZ6tGCJqgOcRYyNrFouHU9SFG86LlRknLNG6OtKrALHjl48xJXacJHwJNUywF5DkKLmmI1aOxObspM+oqyJRz9cldseKICNdXV/SFX+UaBS6gnCPVfmp0gbeGGBObrbqWXNMUMKVJP2NQQq+Gtau1w7mmWGhVt6i6jJx1uAZ21zvlMDUNm77nYb/l/v6eh/2+uBWLvk6ZB5Q3tPDIKDyxpGFoiGhUUi5JSHNOJARSrYO61KKo1cSKuuYLjJy5SWQVKGydo3UN237Dtt/QWIcRXbTJmVyskX3XEDRenOgnxpJwmDRhTSEotxZJDj9m/DQRYiCETEqGYYy8uvM8jEpInnKJwiqjpM5NtkgiVAHUWOap4FVlPGVVso6pcrW0jSY/cXeb6TtH6yxtq2k0nGVOumyBFCF2htErH8gYwTWWftOxu9nRbhoM0EbLZtdwHXuSyeQcaUl0WLbdhr7bIkY5Td57JI6EcVzkGaxqdYkRTEqQLZMXhlGtRikbSIKIJYph9JnGQt9mAhBdonWac67tBdtZwiZpFPOUIcSyccjkEJHsiFFBu7F1U8RsUa0E9lSyCVQuLqa4sc82dT/P8iU4+gJlAUbr/fjJAWcfLh9cAkKPf7+gGf05O8Iim7iccMmi8LQl68I1BU3siFw+J0uJ7sgYE7FGkws2jVGlW1M5Bep/FgGJhhgSNZm0XUUUVTOITiSphAMzA6QLD335AX8GgLR+5vXz5brzO7uHgoynwchbx/DaGvMWC4we8vTL+swmeWs7rGq4BnSf4xqLNfMz7v/Ed6ZYHGaj5aUjCyh0TVOIwyqOGIKfAUzMmXGaZivk8XjUidjo7jOEMIMBKP0IQ0pAikX4cZrDnOuorqk6quVUUG5N26q7LZVIzRBC2RSounU9PsspeJTa91n9kxLYYDS5qaa8cDx7/ryEssNms1GlcOuwVpXEt9utRuEVkJXLxqFrO5xTN2HT2pkPV8ntIYY56W0Nd7dWAZNkkJRp247tVgFP0za6EB93HA8HjseBaRpnQnfOS2oTdTsXUFkS7NZxmLO+J3yc5wNbwaHYYklSHg9ZQ/FzaX8p/cQaw7bfsNtuaV2DE0djG1rT0KjTSv+JkI2hbZzm9Gscfddy3LcMwwPT8EAMnjANTOORFJX0fBw8w+h5GCIv74+8vj8yxkQurr8sWdFKVnBlnVoSmwJKVbgwFlfkxOijKmgXcG4MRSE8M0yCoHyq1AgpBrpO5pQqVb4oNULaOJo2F4uXppxJORPDRJwEnCVLwjqh7xwxNdgUiWKRbGlsUyL2RqwzmDxhwkjwE6FY8g1LBGaIME1C8A4fIOSyriSdy1MBeLHoNfmU8CayMYmNgY2DvjOYrSV4mAzECZCMyQkjDQRbtJ6YAXZGXe3T5Bl9IJRUNFk7BqAb7roe/KLKl+Dor6g8CUR4yyJ5dv6aOXPKTrlQTqw4b7n5k+6S9Zefo4aX3AWrs2OGVPhFOUektTjb0DijpueYsUGTEnqzSuaYIFuzWoh0wGoqgqgE0lwWnbq0LMzoM8tEPvlxap47hyuPrT6nuEpXs7dnLCmg6RwkXTIYnlWt/vZZgRcnFh2eelPF1fX2S10872k0I49+e+Ta/Jwg9Lze+VL7PCplcUyJ/cMDrlE30VRCzWNxceFcAT1LeLxUYrSIEr1F+UbHwwFrS9i5tRB1UlaCsqpTp5wWZWsx+lnKtDHS9z3DoAChupdS4etUN91MuC6h9jWJbQVFlSybc0KsYdN1s85T03Y8v3mOiGGcRvquZ7e70qSqOdN3HW3TYJ1DXc3FgiNS5AfKQiqC92oRScWNmVIiBg0td84uVg9ZRY5RMkEYwbYtLVXiU/8ZA8M4lQAKoEQWqvUo18P02QoHB1k2NzmrjlEulubqJjGFc5hS1DGd1+HcpnB1pQhbthgjJZoxlMg4lQoQNK9bBVptaxFanGxoXWK0maNEoj8Q/cg0DIQpMIye1w8Tr/cTB+/Jzpb6KWgThGwsiPLSat9s2haxmluvcowmr7nBjuNEmAnt+t5T1PQhMcE4JQ0Wi2DE0Ww7msaQUNdT11vEtHivVsKUAn6a2N/ek6aJq2uVt/BB89I5Y1TKoG2JJHLUwWlNJMWJMEHAQvS6Oa26VRSpyQSjzww+MXohREcofRvKQaU3mDIfpxSJJuJNJBpBGkPbqzq4RVT5Omr2NhPLCEiq/l4BURVDPQ4Dx3FijLHkniuu+yIWGW2eQ/3/MpvfL1K+BEdfpDxJDn6LneBkgy5vPXRZCBeyZypplufT8jqq7NJiv/BBnvKO6G7zrJKXjCBZo+ROAuXKfZV/c3r/jBKxx6TmXWcsm66lb5UsOnnNEj1V/kM0RfummGHLTmXO0k3GkMCo9siJt2LlH5K8WrbPUdsXLmcXOHtfM4emhCyurXXVkrRuq7dVobrGzoHs23hIJ+XssM80FK2P+TwHnx32mYB9fc6jZ5fVf8/rdFqZ9XnKC1KrSdXp0dxfOi6ilNxlZsntVPGzFSnJbfNMvk4pqdtXNShK2gxT3E+qBl1rYYt1KOfMOA20nYovhhI9VdN6nLrb16rYUgDW+omUGN06fabGWa6vdhqmbzRlyrvvvoMvvKa26dhst3RdO4+Mtm3YbHeq1D2MxKgLp4jWVxPKTnO2c833pgt1TJqiBSP0favJY0vkWXWd2caRJGOSBWsRa2bdpK7tNYP95PFeSb3CeoOWZ4A0D56sqsk5F6udlM+y6gEBhYumKtzO2KIGLerCFEOOzCApZc3XR07QJEQaRNQNn7NaZZT7EzEkusbipKNvoLGJMB74dEq8uT1yHD13h4nXB88xhjnqthgbi7ZOpir256xgepoGbStr8SEyjhOHYeQ4TkwhzfIK666eUS2ncQqaiyQ7nFis7ej6K4wTQjiSC0C3JjFlr0EtcSLHAGlC4gBpxE8bQJiCZ/JqEUpBky6L0+g2Y63yvbKmYMkxqDRBmdsyavmfYmI/RA6TpjiJCXJSa5Gg40zXL80Ll4vrK/kMQwnZ7xJhk8lOCskdQt1dCrqBM9rdMir/krxKHhyGicMY8CUdTaqb91TfdaaztYv9YtDRl+Doc5enX8hTy4UOiJWJ/WwRrEqu1WpUKDeF4Hm+SK5E5B6hmyfqVjp2nbhEao3Oay4n/63+8RkYFRwyK2HLskyecoF0d6ARHgkZAs4F+q5lt+m5wuBjYpw08agvO9kYg5K2U8ndlYrpnoSRjBVNehii1V2IsVjrCrCKp+2UWZl7fjak9Ai/rkHLfOmlLZY7nNYjn1/gqbt8rmqedqLHsPiLpPEt6AHeav65/M3lyn7WdPXYTvf2Y2vfqoZ0H3yxOCh/pS7kumDpQpql8JRYxB5VvDFSDCsgJWKyWAGC9+SUsCXSyge1ttjiFk5Jw8LJMI3Ke1JrUJ7dSrZaSQr3SMoAVguSBeLsnhOUc9NstvRdW5LuKugax8DrN7c8f/Eu19c3HA5HQkxY42ibTnV0Ssdqi/bRsTny8PCA954qkZFinPlR3oeiGaTAylq1gNzf3uP2hsa1hBAI06CaM1b7sT5h0qzoOSsZfZUYVzWIIqkkG5biIkxFoqGG1mep1hf1F5nipk+IJjTNzH1R20jJz5VT5OqzN82c961KQKgPqlinYiwbSb26RqwFnIBxBieW45SYhoHD4cDDfuL1w8j9ceAwBqa09AuRYh2ZO2S1YokqqTcOQ2IaDkxBk8QOo+dwHFU8stCw67lGVGW6Bh3klFX6AY2ErOrnOYD3UUFMUV/3UwELKZOjV82m2ICothQIx3FgPxzxo0eCwRqnbrRyD5FC+o4KjkA3CLmMkykk7o+e+4PnOCb8SoKlrkkUaxFSE5SX9SEVfpSHGMCPmWAz1hTsai0pO1KsVPxERF12Iao8xjgFHg6ao05ztCkwExFiyhBKEMOsDfMlOPrXslx8NY/WpNUucv5ITk/Mp+fl9c9557VcbjEnXgZFp8tUXn2++vspi8Tq+rPtQ1brf61uqrvB+khn5ojq7hIhJeE4JfLDqCHZxnBzdcV2q+rDsYj8qak/MgX1N0+T5rcKxbxKTlgCrU1MIRKT7myNtfhoiFEIUbeVJ9atz2kZufR3Pm21J74rE89jM9xchdO/LlhOltbmFE2d3f2E5b064uy2J93rrThpJSdwVv/1o5zrGa3v8ThifX0ipS/ly/V4qnFXF1gfojwfBTMp6mJRZFCKSy3PoEHKdriG1hujudCq8caIOQHTxtpZYNC6phBr8+weq1o8uVg6qqqzodqASo1TnhOzwtJPjFEyayr3EFky0O+2W9pGuSvPnj0DDA/7gdvbO3a7a7bbK/ykvBjvHa5xtJ3KCATvGYeBtmm4ubnhsN+zP+yZxoFp8pqaJESGYeRhfyCEgBHDdrfl6lo1k3wcOQ4T3gfGw4GH/R6fIhjNoVd5HjllwjiRgloclDSrrrXq6rDJkLKCsAqGZgVwmzFJddayMaQyF8qFvrN0R426c67wh7pW88JZO4PfOexfBOs0IKTs60oC30SOgdFPjMc997evef36FW9ev+J+v2c/TdxPYxEuNEv/EXXrU+pijL4zayufyZFFGKdAmDyHyaumUSonrPYdpiSIdTYrsDIGK8wgr8oAxOCZ/MTh+EAInpgUdPmQi0K4YkGTNPmtsw3OaFTlcT9wPI7kmDTjgMnYVCLJnEE84NSSKgLGWQUvaCDDNAX2Y+Bh8BynRIyrsV/Hc50zcv2tRBLP65hyk2IQwgjZZCRbJEFjLMHqPJ1xhBiZvGrmeZ8ZBs9+CEwhFeHNsnkzRc2+qGObZL7IHvcvXb4ER39l5dJKtQz92rHm0Tv/XS1C60tcsAHI2+0DcnZsncw/s86PFrlTG8V6Xa67T6jKuI+feX48gYQw+ES8H+ad/PObHX3X0rcNxnZlgtTolBATx8Fz93DgYX9gnDw5J5wRLKo2G7Oh61uatmMMmYeD5zgJo9eJO9Wbr9pTdzp1UTxvkzOnTt3Fnn44/9R5/dSheMFPebE8fcRpndbga33IqTVL5rqu39dnl9MeVIwpZxdZnmetUfT4IR7Fbj4CeHWhyxePeXvdqwU1Jn2vWUqoN7koNDNrH6nqdjq5qIInJZzGGIqCs8xSAimmOXIK1NVmayRXShjrSKjrJ5Nnq1Hl1FjR3W+VoEhRORrzWC/vx1lbXBEKvNq2pWsarq81N1jbtlxdXbHd7ngvC69e3XF3d8+zZ8+4efaM4L1KHmQIPpYUI3B3f0ff9xra3nekFItV5KFo7Kj763g8MIwjMSZu7++4Od5gSpLPECZSjMpjMoJkQ4iR43Ak+GlOoEqqrsNUrGuxjHcllsfi2raiwqw5qWWh9qEsJYzfVMuajsv6TnIdQ3kdwaQdwLUNm82GrmuwBsgKAqyASZnoJySi7hyjAoIG5ekEP+GHA8eHWx7uXnH7+lNevX7Fm4d7DmEi2aRq4KLWR4l5npMka/RtYw2NdbTOqeuz9EmKnlIl4avaM5icZ1K9s4a+sbQ20xVwJFk0cMWqVcwYq21+PHDYH4gpMkxKQYhZPXCNFfrGcr3ruN7tuLm+xlrLcJwYjp7pGBSkFvJ3TppGJ5gCppxR/StTgkxE+V8RtfIffeLo1cWWSwcW0c0Eubq5lk0IsPCCsmAwmGwwUchRN8cqv1D7iGWKxeUbYfIJP2W8TxzGiXGKBRhVgCqQ00xVMLmAo1+Q1Qi+BEdfoFyIWnr74UBdwy6YiFCV2HktWj4+O+6LF6k3nq9zXut8soCsqzafW1fN9S7Imtm1VCe487LcTiFESjBFuL0fipUo8M6zHduNard0re4G+9ZhEN7c7bEkrCQeDhBjoG8cu85gTSZm4Wq348WL5xjX8uZ+4McfveFHH7/hMOruOJ2DINFcTSlpKoC1Hecc0ywWlXrQYzClE4fMxOLP0yfk/I8TM9fjz8+x2aPukB/3xTXufrobLQuWHicXFN/LPVM+/eIpjHTpEKHwNNafnwKzJzHXhU9lrnOeF9W8ehaRKuS5fGZKdItmOJel/9ZJvhxbla7r70lTxiOCJmT1YU6FkUqYZXWnVeKws2Yml0qxamSRIkaoqsYCxBBp24btdkvf9bz7zjt0fa+aRtbRb7e4pmP/cODh4QFrLDc313g/lQ1GYhojxgr7w57Xr19hjapoN40KEBrgzd0th+ORKQT2+wMhRGJSwHT7cMfV9Y6ubZCccUaXgb7rQITDcSA2Wl8rurBJATMxBqxo24RUpA+yrKL9Vosb6/2gtnmVb5gtclIo1LlYSKySoetL7/uW66stV1dbNn1brC8ZR6AVwaBRZMkH/OCRHDShak74cSDHyHg8cH/7mjevXvLy5Ws+fnXH64cjE5HcCOJ0AGjUbEZisQ4aaK3QtY6+bXFFUbzmgNM0F4uVswrA1h5urbDpG9692eCI5BBwohlUDRph2HYd1jm8j0xB3UqTjxzGwFCieltnijhow831jpubG/quVzqCD/gxMAwBZw3SGJzReS3FQAqZaDIpqpvNOdVmSuQCwoK61I6R46TzK1Ly6Vm9b04Uq73OLzVCsRhtMQgWg8NgsoVk9L0mwZkGwWngDYZxCvgghJCYpsgwZXWnlfQ9iAZLqCxE6QYZbAJNM/OLK1+Co5+hfDZfVl/ymd1I/3rEFaq2mDqflLNkZY34Ij2igp46SNe3P0Fgq/uen1x+rQChesvqbu8EcK1OObNHzN/nrABpP3jahwPX25bmqmfTOq52Pdu+43q3IU0eiYG+tWwaQyuZmB1da3j3Zsum1x3zbrfl/a+8z7Pn7xCT4ZOXr/nj73yfP/zTH/LqwROiaCaHuttJOvBmgcn8trZdLEePwUed8NdWm2UhODn25LU/gcA+Z7lkV/rMMveDt2VhO7vJOSKr7/tnKnlp4nV/WYHtSzdfQBTzq5qtlMVadjKC6jtFqCkHZpCUUVXdcs9QEqnOlp6kkVu5ELGNmCXKinodaJybkWfNPI91C9eolBrSn4qVVAzkmMiSaLqOvuvmnIS77Za2VavBZtPT9ZuZr/T8+Q1Xux3DcWSaRsahVQtaTLROrQzJq9tsv9+zf9C8dH3XkVJgmiamceCwf2AYvaYGCYGMcqoeHm65u2uLyKRhu9mw2Wx0h2+d8kSajsY0ha+y6Dc1tiE7TQArWYg5lLQnBpygvh8z9525eeZfChEbCo+x8phAjFVNp26jRPXdFe++eM4779zw7HpL37YK1lLEMilnqYxTg+YIC9PA5EdSGNnf3zIejuwf9ry+vePV3QMv7w68OYyMMRFNXuq0dKOy2KvVqO9atn1PWyIElWgdSCRCLu+6zDVrgIQo0L7atFxtHCYJweQZYAkGayHlQIiZkDSPmrGG7HX+SjmjSWcNm67l5nrH9fUz+n4DWRjHSRMw+4j3Uce6k9IXNRIxRe2Lk4+Ira4/3R6EqO6028PEwxDwUStuRNW8N61aDWOCmBVMLQnCBZM1fZSzCqSsGCRbiKUPpNJeOWlATTL4EJgmTccy+cBx1Ai/utE0lLG5mhVMFsz8guYJ5edevgRHX6BcNCTM5UmYoS6AvPAvqtly2cVfutlqsZDVMRW0PKrYaU3qIkFmNm+fH34RF5yuPKut37xklQngcaWXJKOrirMMpilm7g+e24cj7zy/4mq34b0Xz3jx4oZn1ztIiaubK5rtM6Yx8L2/+BO8P+oktenZ7XZ0Xctu2/Duuy94592vYpuevzZOfOsbX+Or793wz37/O3z46YEhyKwsmzOkEBG77G7X7jO5BBseAcp1O9QGlkeHnJ9+6TJnrXZ25OXrfO6z5fzbp67w2aDnMTB6OzA76WbrBz+rZHX5VvfJpRqdnpJnjkZMp1FAdXVcosZWVSgd0ZjCS6vVKbyfEjBcji3uMqlip+vBmsmxuNKMEOekq7lEuWnEpS1JWevOWvP+6eLQOsdus2G73SJA27QFILVYpyrVCrRVdsBuHTc3aJ6zUf/5MPGwVzE/sv48Ho4cj0rKBoqGjS9ckqmIYNo5bYfzom6xGPA5MRbunzGGzWaLdY6uc2xy1uv4El6PkHOc27d1DdM4UEnbo5807FuKJbJaluf2lBJiv3o3xTSgFjoVxDRWRTnfffGc999/l/fffYeba1UBt4Lq5cSg4VShsoHVIt1Yi2sNY0zsxweGh1sFRq/v+fTNA2/2A7fjxDEEArFE3AoUeYEUM5IV8LbOsdv2ClzbVl1mRIZxJPjIFANTjPhYcgGuemye28iw2zgaJxg015tgitsrk3JkGA8wQS4kaesc1iWsjdiYEFHrVd9a+r6j32xmN/HxOHE4TnifyFkKKE9qxxEhG5ldVTkLPkRCcYcmEj5GDlNgmJTbVMeHNdBZoyH5xmAkYWUdQ1wApAidg11r2bWW1kixHAlgkWxWKusQgiEEKQl5M6NPTD7MG6CcMtkUl+wqgEFgTmr8iyxfgqMvUHL+7KVufey8uKyAxEUe0KNdtH4o598V1FOVdvOjc08vN4Ok04Rfp9c/W76fNDLNKK1+VGe59XGLWUByXiafUt+UhcOU+dGne2LROrnebmibhqvrK662W168+y64HTcv3ueD959x//rHiCRCEtrNFbvtjk0nPLvueP7OC4zbEULg+dWO621P3xj+p3/+R/zgEwVIIambLRd3R9WjWbdpJs848OJjr1vsEV44BUh59Z+1JS2vWvy86L3kUTtexMzryn3Wtc7KCueeWCkfHXByvVW9niqP6nJaQUGUFF3Cm1d0qUc3r8Akrz8+u/KlulY8k8s7WgM1BcglZYkUja3idos+zlYkBTh2to7mk3FbrCNoZvWUdGdvqosvZZIp0Vi5hFEXkFDThGw3G66vrtj0PcZYdtuN5gvrVeXamaK8bdVaYETFGLnaMY0Tx0HJ1hjDeNwTk7r7urYlbzfc3d8xThPD8cA4TRrWnxLGGkJSpXDVZ5LiShOSRHbbHVc7TeiqObsaVbUPKhEQvCdHlQTwXoFX8oHGObyfNGot1kix03cpIkURvLZx4StSidsaGVaTkE6jx5pJ5wdnafueTdkUWYOm6YheZQbCBHEiBc90nJjCiOAJ8Z4QH7BtQFwkGwVwPoTiYo2I0bxdiM5LmlFDgZKC145Nt6N1rpD6yzsGRu851JD9pOmUKsyufcYY2PaO7cay2TisCMFnUsgkX9oBtayss9CHrK3Sdy3WCN4HrEk4S1GyVrL5ME0cjgOHweMLiDJSouHmeijYnsPmQ6QcQpas+eIiM8DTcVSyHVRV88Q8Xs7HrLPCrnPc9A03ncPa8t6zzACpDtKUIuOo5G/vMyHAMKkbcZkvqk6ebnSqILYVwRXC/YUp4edWvgRHX6DUKInLYOb0SN1ZQvVJ62fnu97PLvV2J2tZ8flcXCNXq3TtSnkGNvnxcZdWvcypW2l9o4sLGyeLVdUdulS/BBx95kef7BmnHzJNHmt0Mugax/Vuo7v86Z4P3n3GTR9xLqugmmjkSt8Iu75l1zWIsyRnaK3Q2K/TWEvXNPyz3/sTvvfRG+6GxBgLQEpZZejFzHo4Jz7DSyU/tqBcBBZz8yxRHax/SgFhbwFIl0578sCzStY+dqndH+Hrpy904nE8e+rL9cnnv15+QoE5NP4imX++Rjq5Qr1mLMrJ1WX2aAjWd7JCRTPRd12PwlXy3s/JT+fLpEQ2Vsndqbh7Srh407SzO2jNUVrGdg0Fl5LxvuSWakoeLpGSmmPDs5sb+r7XJKVdqzICIriSGqSmSjBimCZPDBp5JZJoWofNFrJnHI8chwP3d/clKu1hCetfRbuO08AwjWRRi5XWT1OFiLHEFFYZ6FXGoO1autzAbgNFHsGIYfIj43HAT55pHLi/f2AYRs1BlyMpRt35Ww21t9bpM2XlqOSUS3SpglMnGnreWIeIgrKm6RGxBJ8YhpH9UbV/lJdIASsZrFqfbEq0jWM8HhiP94z5ltQcSX4g2ongAsl6kkyIjdiZzyKAQRIqhJmLpKS1GGeJOTFMHldJ/Snhp8gwBiUUFxXpuSfMfS3hrGHbOWwNewPEyGyxiREQIQJ+iqQcNBFtVvkDaw3WqIguWUGN6hVFfIjs9wceDkcFGDEXTa1qAS1WVCnac1FVykMhiWsYvuY7C1EVr+s4XpTbdYMQUsJHDZbJZGpAngi0xfW2aRoasVTtJLLKuWSUv5eK9coHT4iaR+04BkIoiZqrT221biqIk0JqL267X6zh6Etw9LOX00l3YfjXaVuWLz6DtyHnv80xkqXjGGEF7U/oMk9declQsaapvsXkcOkal/7Ol4+R1R/55IMZos0DJ+fMFIVPb0f++Ls/pbWGTa/pDwxwvduR44FtZ3i+eZe2deV8KWTNSOdaNv2WbBpyyvRNS2strVMe04tnV/zBv/ozvv/xHR9+euB27/FJJfhLM65IyZz85NLfM1gsz3MRE+cv0ryXy1susaJtfK7rXLzA2TPXQ5ew/bNvL2wEzknfl2593qfXIOVtPKbZ5SynV7jUF2vPetLcLprYWMwSjg9VH6bsTkuU25xDsFgXU4qEGOkaW9wTqqFkjClaW3qLKlMhFHmKrFFt/W4DWXfzXafKzuRM2zZcXV2x2Wxp2pama7BtO4MwI2rZEaduBJstIUxM08A0qQvtcNgTfOD+/p43r281snMYSmqPJZt9Japbq4TwUNxPIo6MkEzm6mrD9fMrXGuIEhnCCJMgVnCNo2sb+l7JyKaQs4P3PNzd8fDwQNM2DOPI/f2e/eGBOFZglrHGoTz2VPhdhtZ1s+o4KWOwtNbSNR22UYLy7uqGzXaHcz0xwHCYsBkkjLRW6yYlTxqGQr7X/GvSNuAs/nVkygPHtOcQDxzzxGTVgpIpkWlioHBkBNF8XhkwhsF7phCKFamh6zp8CNzdH9gfA0MEXxOznnU7A9xsOna9Y9NoZGIMmmg3p8w4eUavFislYE9AouscBRsjRHJW4r0tchQUcDUOE/vDnsMwMvpAIheLpzlbf4rIbtLoulwsRtVyFFMqlpsCeFiASB1SOatlKaTFulSXtK4xKrBZ0tZIuV9MVTVdVBU8QghCiDUPXWScwszVWu4vq8aUeUPlymbjF12+BEdfoKwz1H+x8yClsOIzXC7rdaneoXIYnjr+yYX00nefCxutQpFZL3Kns8BF4HTxg8dH5mKGniK8vJv4kx98zPObK9VwQdj2W25urjQDttX8SOKcaoYUdTHvR0xJxpkTxFj87Vtw7gOMgWfPrvjan3/In3z/I/78x6/5+M2RMazVfGWxyq1+nsMHNQDK02jgQvvM5RxhXfp+Nek8WeRtB7ytYusbXDglP77uKZ6vf1RgdGpeP+nPZeEpX5wCsM9Fojw/pty3GIROuWzrOly4lJRIsdlFtr5qAR7GziTtatVSAUiHtW61qFt8nJaEqSKFx1HccwIi6jrLqAXKOcfVdocxVt3Gux1t29I4p6H8fU/TOGzbYLsGEU2EO0yD9vNgcG1D0zpE+iL+5/CTQAqk5Is7K0COmjMsqvtIASMls70uymLUIpBENO1DiJiSeqVxjufPn9M4HU/dptOktk3DdtOz225oGgVtxEwKie2mo992dA8H9vsHpBGyTQyNMB33Ok6LC5OsvKZsDFlU+NFgMMbhrKNxLa7raFxTXI87bnaahLdxDiuG5CemmEgmYyVjSWAyYjxZRjIjYiaSCarp0znEWYJEJgLeCN45AhGsxYlF0CSoKh6qbqaYImPQZLHONlgjNDFy8J5xnDTFhU8FZCmB36LzjynPdr3r+Oo7O55fb7i53gGZEU9KgVTSd8RQEtv6QMwJ11hi0sTI1gnK2akRceqlijkzTBN3+z23D0cejp7Rx5nrhaAgqvjOZoV0xaFFDiOr5Yg861BZI5qUF+URGZhD6FNSq311q9UhKAJt42icgubKaFfuEIUDJfiYmXxmGJXX5EPmOEZ8yUWIoMDbGqYplBQ8i3XKlVx8NcHzW3ePf8XlS3D0Rcpbtu7nO+5lOSn2hrPFYq2VI6uT9LxVMoJ0etR6If/MPvKZi3X9W568WK7/Xa+vb73xpQXuxGihgzPrzmmImQ8/3WP+1Q8YRlUr3vY92+2Gfruh6Xpc2+NadTkkH1XszTUM04DYpLvyKbDpO01+64D3nmMkaSTc9TXbzYf8iz/7kI/fDPikpuZL4oaLhej0kZ5yFD5pEakL+tuaatVcOa+utb5MfTUrV+Xby4WesTI1XuRNrc5cKnWea+6J6p9gJ5knsc+n1v14PD3qnqV/LlEyj4+r7qxLd7SrvH1rFFV3sDX3Wb1iyhkLOOuKcrtO1q5xJRdgQqzFWlPUtxMhZ1onmMLpqdw2WxLFdm3LOy/e0aiw7QZjnVphGodtVOgQUZ6K95mcAtEHphH6wgFqWsc4ZLW+dI6HwwMP93fs7+8ZxlHVsEMoHJZc+CJlYc0ZUhEerH1SDDGoer2fAsEnbq7UmtXvevpNz2bbcX11xfXVhsY5RCBMAT8M9JsG1zdIY3G9xfUO2wh+2rHf9+z3B3JZAE0BEDmpXpQt0gGZpCI+VrBNw3Z3zc31FTfX12y2W7abXtusazAEyEETBme9joREJhHCyDi9YfJ3wIAfDwzHgYdx4DB5QgazaWglgrf4kFHqkYaux5wJORNRHsw4TkUXy9C2jr5Tq3YqC37KlDQj+m/OgiBC11o+eHHFi2c7Nr3muRtHzzioG0m7m0EVhjQDgLG2qH9rjry2a8k5QnKIRJCMbRuGEDh6z5u7A/fHkcGHJWmyaKSbWE28nDJzhvsqMZGKtTSTZ2A/8zGlbhTLdyWYJabFarQeX1pvVR+fQREUGQxtpxi1nacpMYyaNmqcAsdhKul/tM7WWaSM1XNwZAuor3NAzp9jTv0rKl+Coy9QzgHP8ll+dJz+PNliX/j+9KTLFoz198snFzvIo45zcUt9evaFPDXLev+0qejSInWpPBKtlOWeGm4tTBG+99Ed+6PnMHgkC33TYCw01rFpBXwihYSzuvO2qSggW7BOVYinnLCNwTYtxl4BgZyDEmCdYfQj1r3ipy+PjAV05hphV+p60jpnlpZT11MFNMvZumNfgdgzo81TbTXfZnX8OZd/gQanIPnJcgk9n5+0fr0z+JIZkM13utDZqhl8AbwrO3y5ztPovBxjZD7ukaYSVRxQKyrmtB5rIJphVsw+0y+frytz1VYzL8yh+yKCs8w6RvXzUFShu7bFFQKyunFW2j8pEVLCTB7TGa6udrOOz6bv2Ww2bLcb3n33XfrNhqZpS1SSgiMpbj7VeUn44PHDkWmcePP6DZtdSy6ChjEMHA93RD9iDIQwcRyO+EKYzmduktpWFSBa47TdRcA4Jp+4MgZnHZvNjqZr2e42XF1vubre8vydZ2w2nZLWYyJNgdi3+Gmi3W6wreNh/8Dueku/6RjHgea1wTohhkCcos5bKUPWtB+uaWmblrbt6boNzrVst1dcX13z4vnzOcFu13XFEuKwtkXTgnjIASEgREiGFCf8mNjvj6R45HC452F/5PbhwO39xGHUSNkkgk/KF0pBzTEJDRtXNerEFFJpS4BEHAOIpS+urZhroEmxxGSNFKsu2b5p2O1ausKPCkFV/9UqAmSD4JjV1lsVIbDG0DQ6t7VtQ86uuB89iBDFcJg0Fcx+nBijgn3XOJy1anGqyZCzplMJXrlCsVqOyljJxYqkliX9p4OoJB8u41hdaovrbT05WbNYlmLlMhl1reWs1qYQIUYFST4kQkiMU2QKcd5UWaPyLNWKVUEmUNy4ZR4oIO0XWb4ER1+wPFqUhNkE+fnPf3r3/ujYz3/pp25GtVMtoOfpi67dD5/LE/LkTU+tAY/AwcxpLVEbGT6+Hfgf/+AHvHrzwKuXb/ibv/ltvvnLX0PefZ+rfoM1liiW7AyutTTGKojq3JxM0XohJI91HSJXpOgxWfjgnWt+9VtfYbPd4NxHfPjRHQmLj3me2B6BuJOGOXs0WX9Rf5qzFqj8sHwCQi82q5xbdS7YXi4hrJXLa7l4gRyPNB/Wxzxh8Tp5Aqhh6evP148kBcSQ1Y2TKYDjiTqvLYg1Qz0zICugRlRtuEaRafb3erkVuFoMYvpNyYFWMpRSlYtPnrdMvjMpP2cwNVRYI0FjCkqILWJ0MUZ88LRNg0irEWNlojZSIvGS5hrLZK53WzabDY1Ta+fNsxu2uy1tp1ZM5xpiTpjGYZslIW5C84OFFNgfD4yHPcNxIH400raWprEMxwN3t/eMUyCHUBbDrGk0UlwamRLVWhtftMohQecausZimhYjloxq4oTo6aQjxkjbtdw8v+Hq+pq+VzJ69IHkAqm1uNDgQqDpGzaHDd57rm+uub+7o+tbrm923N3ecTwcySFiERrnCv+qp+16ttsrtltNZdK2LTfX17O8gbMKLqpbRVOFQM6a7iXGQA4DKY6M+wcO+4mYGvx4xB8tw8Gwv8/c3mYeJlWaFiOEUInhJVFxAQCaONarm6tIG6jmUotrHBhbIswUbOcqiFgsLdVahzjC5JmmEWksMajwZwUb6v5f0SVySVBsVE9oGDNDSEiK5DwxhIlkMn3f0TSWcRw5TGohlNKPZ1da2UxUsdBQOHCnViNmq1FIqjdUpQiqnpVQLavKN8p1w1DGsBFwTiUsjlPAWQFUf0tQ+YAQFJSFxEz69kGPX69Di5XIlCTSzHUwlRiOzi0+PI6Y+3mWL8HR5y5lYThfjJavlnJpIl8ffAGbrNefy+6Yy73ipDZ1gb1Q5oU6X1x2L53wmeXtuE0e/1UWxnPOut5Ol8b9FPmX3/+U2/3Ap2/u+Fv3e8KvTXz7q1/h+c01YmA83pMnS+Ma3ZWGgGuctlvM5GzJAsY5nj+/0pDjkEjGcnX9KcYkYhi53WcOY2LwS2j/qZvoQpucLfQgJ2bp9fudQVKWU7fio5ZaTlgUnE/rsIhN5rmey61WvWuFBU76wlr+Yf1IGUTyY4A0g5/1YxcV6koAqpaYvFjVZq6RorNVw62qcubeOh0jUhsCKVyDPFv5mIPRqsBgLmAooWkblCskxFTSgswpRZb345yGsZNisTpV14LePaVECIHGNVhrZ+7OlL2GzbsMolaQaZpwzi474BhJUS1Nu92VanO1rSpftw0hJRpjaJtWM55bCyRScYsNwxHvB10Yj3eMxwMhePyo7f3py9ccjwM+JA4PnvuHgxLEJc/g1Bgldtf+UH+xzpIipDjR7J6x2WyZoldV6saRTELazO6qp2kdrm30X+PKIm6IRkgGaCySAq7L9Lst4zjRbzdc3VxzfXfFq5ev6Nq+qFZnFVUUwbatEtHblrbt2O6u6ArfaLPZ0PcbWudoixhl4yy2vOgYAsGPeC9MY+IYR47HkcPDwHicOO7vGYc9wzjycBzY33mmIczRUhjBiiWLIaLuppg1em6cAuM0qWhinu0nGtZuVQk9pKTE/tI/YipuZBGyJMRmogTuD3usRDZdC0lmDk7wmqB2imF2d4mVkkRXCDEzBE9ME9GPDNPIUEjZVztAEsdhhJDpjKGxKPgvHTcUlema3DdLGatlI1qBUS4b5ZxULkrBWgUpy9iMSfPonW8aragifErCNCWOJhJi1iThRkP51SIl+AhTsRodx4APy/VMGcNCKgmal3tQuH1QpTdgfxg/J3fxr6Z8CY6+QFmcAPWDc4vMfOD8I3O2c32izPFkZwuYIHM6jLpLX0KZV6vX+f0fXWf5THcGyzOcnr+2+Dyd6f0SCJvdfpdQU733RUSlK3F17PgE3/90z/73/5yXd3ve3N0T/8bAb37rmzx7dsOm6wklDNqZTIgDYQzkbHWiCaXW4hDnuH6245tWF6jtzgGB4/HA93/0mlf3yjsINdliXgXcvx396aPKmmRfd14yN3J95s8DjB5bgC6f8dQB9T4nuOTkvOX9LC6xt3CZLgKks34tq747836eQpefUeZK1Ai04rZYg6fyjLNF6/RDgJLjqu7kVz11nozLImAsOcdi/SkjyogqN6e6+Fmsc8TgsQZCjFhrmaagMi5ll953HX3bF1VjDV/ebHqeP3vG1fW1huwXy4latMA1yrGI0RN8KEljD0zjkRRHhEiKI8EPDEFFFpvGsj8k4uQL2Vp38iCIUwvqWp6gNtGsCl6Ma8FP3Hz1A56/90Kzq+egEWDOIK3FtY6UExlNFhpzQqzB0RAEJEUkZMRoTixnLX2nIpfbTcd223N4ODIeR5IPGplmLW2/Uddi12pusa5j0/dKvHZW9aH0aeYAjMYqKVsQUtwox2hssRaIA+MBxunI/f6e+/t77h8OHI8jg/eEXDpxlnl+sIICQRKShJQ1yWtVk9Y+ZDR6VtZWnpUFRlCBJpsRm3EWGmvoOqARxhhh8Ei25GRICY5j4DgFJh9moKWaQAoYQtQUIj4oYTkmEKPZ7m/9obwP7XZtpwEFruS+09D7NPPLxMjitk5lnpnHu861mu+v9hNZ3K3arVf6RnV867HW6rVCzJoTDaFrMl1rVRaAREqiFjmf8VNimALHMZxwnFTYFVqnsg/en84BFO5TRJP8xvylCOS/9uU8BcjTEGK1UM0HPLkUPfFtBUZnX6wm/Ypv5lxWebWYMI+J5Yr57IsVQDpf1i49nZz9Io+/Oav/hQuflwIOdFETQjZ88mbkf/6jH/LyzR2vXr/h/vaev/7XvsE7X32fzTvvgxVCCqjEfib4BMaBUe6FcxuiWIKfcA08v9kSw3OiPzAcj+Qc2b46Ip8euR9hmmIhWp5W/dKznj7p2kKzAKNHj7gCL/N5cvqe3gak1vXSfnJWi3JvzRF18bSzLrTSAZorIWdnXCrLy6xh0affFHhZkf7a5POWK65/phTPB85JvdfWJimETSnZ7nMdM2fH1baO0c/CfpoVioKvFnCVYonoajQKjVxcewU8N01T+Eii6tkY+q6n32yKVk+Da1pNG9IroVldhIJtG7JRAneYJqL3DMcDh8M9IQxMw4Ew7MlponH6CClEhuNATkLvLMkmugaiN5osVErXs0ruljLxKHhaBBmNNSWRa0/bwle/+g7vfeU9shiGYYIUGA57Pk0aGYWFpm+wrYViYE0RtWb5CVJxu5BpWoexguuucJ1he7UlToEcEmSDWIcr+cSapsE6R2MsXdvQOkvVWcpZ5yOBwgkqIofGYkyDM6aIeSbCONA0r8AIU5y4HwbuD0cNxS8WxYwBo4KEmt9R3T4hqatnHDWxb+XdNc6w3WpKFVW1VuASUlSLUxIQg7EZ4zJNk2lbQ2c1vL1tFYQH9QiTgorYjlHJ+z4nQk4Q0TQwubq/lCOUytDLGWJQ92gFbSLa3zX3maNxqoVkjKZQqSrvSE0GrM+UkiztWVxmIVZiuSxjqfxWXW+zgbgUI/ovxsw0JbJT2YsY9ZqmzH2qa5QZp8QYMvsiVrkYmAVnhU1r6FpbjhcFSCwzTHVXx1Tq8Wgz//MrX4KjL1KewjSrdeCpkpdDH61Ss+x+Wk3qK0RTI4DqzrxasC4t0es6vNVgtQJIp/2tWk0Wi9gqdu7R/S7X4QKqeNICdXpILg2UCs/kfsj80Q9e8/r+yEefvuHfe/WKf+u3fpWvSWJ3daO7J9viWo0o8WMgoNYgyYbOtnSSmOSIkInxmpTeQ0qqhx9dvabrbvnhRw/cW8NhmEpyzKebbU26PnnSUxLMo1aYwc9ZywCPQMp5V/s880E+f5erCj4pBzG/gOXGFQTM31/A89WCefGa5X91sbn0PJ+vLHGbJ9apvPy+umnBpKeKw+e9dH5FKS1WMWNOsZtQeESRmARnG5xtCNETYlT3gXX0fY+g1o3tZkvjHNu+Z3d1hbGGtu9VPFJ0cbIijNMEjdE+2zhyTqRgOB723N29ZjioayhPIyZFjElITrTW4HPm7v5elYZLOgYLiC1pIkxNFVHax1RSq6Fxlr5v2W57rp9d8eyd57z44D1evHvN8+dXPHvxAtM4bm/v+NGPP+bDH/8E17Z8O3yLfttwc/NcI/RyxKeAj54YvIb2R12CnTOIbdUC5HZ03QZJYLIBsfrPWEwRWbTG4ERmy0cuAFRpvTWkPEORWMg5lC5d+VlZ/UHGQTLEYIhRCOLwNuGTHokU8dAYSNGQkyHmxDR5Rq/8HVVf1uWwaVXfadO3gObkq5ueal2SclvXZfoO2kbThbSNYEUtMrHMZSEpIMnWkIJiTHU7paKNVUQppXKCCi8KUGFFM4+loo2ItWrZapzFOYOzUkQSq20LbE6YmJlCUvJ5yuSgFp8palh9TIUpWVFQWWNqzriTEV7ml5QVVKrbLRPcwl9SBQchZ2HyidFH9kNkmBbwKahb7mpjuLlydI0lZIgpMI6LpF/lgwmak20hhv9iypfg6AuUk4V8/WF54xf33J/jfZ4ujPL499ppT1aas4pcsgytfp/XkTL5rG9zas2o5XS3r9e5cM+nq/EZH174Xpb61OUwZJ2QfvjpgTcPf8GPPnnDp/cP/AeS+cY3v87V5kZJnrnR1SBDzHHJ8kwR4jM99CV1ACr6l1BRvt1mgzUf8ZOXBz5NhsEnzU5dDR9PPUBtxrx6TxeaaT42r5tsOSjn1RcXb3Ue+7UCDXl5t1KsH7IcVibb1UXPTVNyWpvT2y8T5slnj+w8j5/1FG6v/3sZOmtbngPt9TMuLfC0rXblAlhXez6/XPfMt5tSOjlHqpstiyo+G4c1FpOMZqV3hpyVd9I2LX3fc7W7KguWY7PpaLqWfrMhoS6B3Cwk8BAjlhLJNA5M00gME3HaM+zfcH//QBgGTA40ToFNDTcyWZCUMSlhCi/LiiZ9TSmTVrvzmioEyew2lnff2fHue8/54Gtf5cUH73Hz3rtcPX+OaxowGddZXPOMSGKKkYf9AbJHla9VPDKERPCaDT76YhVKCiaXbBGCc43y/jIYcRjjkJIeRXVrZObyVO5JTglJuYAjZvdaTrlILiRS8oQ44sOe0d9zGO7YH+/YDw9MPhJSS3ZKUjZpJNe5ICpAkNI3jQhd1xYl8qA6u0bbzhrRv4uQZkqZkIo7rBCYjdN/TSM0jeAao+DQGNVASpr3LQdIGNWXQvWKEhlf+kFKueSc05lmWf+Li160LWLt36AbO2tVEsKaIhthsLLwicRI4SMVuBR1PgsJppAZJo0mE+Zpk5o3rVp+0mpzM//MKBDKRRfJQFN4SzHmOcVHTDD5xDBFjmMk1DFWwPr11vLOs4bnNxvaxuKTusHHwXMc1VWXk25yc47EtOYl/WJA0pfg6POW1ea6/jljl4umvsdWlre+0jOA9cgKlFXNty6kl7wf5yh/Cc4+q/dZeQprVXfJwnF6yzPki79evnNejlrW3mWbcr5+12iK2yHx+3/xKa/vf4/DMPGf/oeBb//Kt2hxSISm7XFZcBhcFnwsDVqidpy0NO2GzTaQfCC9p1POdrfDWEPjPqJvLZ+8PnIYI2ElZrZMFHICLudHWz3T20DD+dtIcxjtheZ6Igpy4fas2hA1QT/mdD3uh8s3C5C4CDXWoPVCHSuQzazuW8dCQRq1By39cbnOKeR7os1Wx5x7AJ86mrPriihArpFFp1EBy8Pm1fHKebElnDqW0HyrRNSoe3hXBB1Vm6bh5vqGrriNttc72qYjkzUFSEnRYJtmBnp+mhiGgfv7N/hwwI8HpuGAHweOh4EUlIDqSroPorqOJWdaI7TWYsSRjCixNquuTFRlQxpnsM6AJDa95fnzDe+9f8MHX3vBe1/9gM3NNf1uh7impIkIhDDiLGy3lqbb8N67N1zvtvRtBzhiyDgxumhFCDUxrYOclUOVMFhqJJXFGE2ua6wCI03QK8s/dMBnETCoThRS9mb1vWiirZyFmANjOLIfX/P6+BEvDz/h5fETXk97DjkTTCLmSDYCyVEzDsybQDHFFaXJVVvnijVEda0UbAghTDNxehgnYkikLEqitnpM1eCpnKYUDTkKKRqIQgr6BDEmpsIlCqm60tKcjPdk+ijDyIimMiEr0b9+bUp0msJFJV+rNav0YNEBW3l51hpCCbmfQmLwCR+XTXFC17AMs2p1rIrYuTqpl2OLzijArLIdUqYpKT4yhY/kE6NfNqnlLXKzdXzwouXdFxvV0GosPik/MMXM69uBKShvL0QFSmLMZ4z8v/ryJTj6QmU2FVz86qRz191ttRjI+b74/FWfAqzTQJ9ckgqWhbH21vOyXjwEaqLMs4o9WYPlMgvHqZq5czF7rHHAmkoy3yHn07+fvNOqwc7Xx7x8XfkrueyqpmT47kd7/q//ze/z8s09/9l/tOdv/sav82L7LjklGtvhAIsQpe5+RLdHNBhpsG1Pv5l4Hj1TjLoDMxbI3Dw7cnPzwMef3HN/GFXVNWZ8hCUF0RmgyVp5nUwKCVjkAlBZP+6ijfIYd1wC2+fnnzdYmRTP3WcnE25FJTLvME+vs/y1tsxUAuWCKWb0Q91znsD6Wv0VCMms+kVeAN5T0ZWPKlSPLc84E0wvnv74i4y6Zmal3VXdpLbJyl1Xgx9ERIXpgKZRheucEtY2xZ2myWPbpmW72XBzc0PbK/k/A5P3xJBJJfu47Vo2ZocgeF/yox0feDjesR8O7A8Hjocjx8HjR6/K0itriiXjgMZatp2jMY6QVZsnA9lapkndNUYCrXO41rDdWLZby2ZrEPGAR5jIwSI20bQNkg3ZWJoJkpmwTabdONqup+83CA5CItsGTEsuru+cE6Zks5ecyVEtIyLQGKtSCQbEqsXDGqtRTStgNNMGUobibqp8phhjSYkSiWFgGo8cw5FjPHCI9zzEO974e+7SyGQyIQZ8SWurGkTLzlZESnSho6qdO+tAhBAD06RnxpyJRHzW0HsRO5P1q1UxJyFGg7OGnCw5GlKypKhpM4hG3Wu5aiip9cmXhMCP53HlF1ljaQrRWoxGfqUxE0oEpmprqcJ2jTKrQ9GKztUqDbEAGz1e3Vw+rC1UdcooIKtoNlVtpHX15nm/XFRJ3VLAUcIbVYvPFOtSTDPhG9R9etUbvvrehvfe6bm53rDtW5rGkozBGO2DjWs4jonjEDkcR+3bUaUD5kXoF1C+BEdfoCyL3RN2lLcApLNN8/mV59/maX3GDZXcauZIFM399JgYs9zmMQx7W3/KZ6dIXiwT9Zr6LMtn86J3vhifu2lWYOmpOpwukuUJ8qPW1YGeNYTjp7cT/49/9B1+/PFr/nd//2N+99/6m3z9/a+z6a9obI8zOkCT0jmBTMoBEUPTbsjbhPjIu9cQMTTNFgGe3e1558WRd5694dNXD9zdHzgMI/tj4DCBT0u91paMGh1VXVvaFJejK+a2zI/bftUEF867/PWlt3sOURdXUiVZVtfchbciFeOVyMinXp6cf1z+WnON8tL/NcQYdTk8hRzPr7V+PmEO7c9zEucVwH5sDDpxrdXM8RUIPxols4tn6cM18iuTcdbSlRQgzqkFqGta+rZn06kOV9tqSLqxhphyIYmrSyAby3GasPs912ScNRz3B+7ubrnfv1GdGGNxjaONiWnIqqocIaeMQRcfhxBMxEjA9hZDQuJIYx1d1xKsMIaRlCNWEo1R4q51EWM9ITzwcHiJNJ6mmXBsARVcTFZwLrHZWWzbsL1S0UrnHCaDN1G5LDlhEpgoIBZn1fUoJW1ISJpmZJJARBOsNoXkm2zCZYNJOpdJeVnV/ZVj0MU9aCLbEAIheFKaiHHE+wPH8YHb4z33x3vuhiP3U2QCoilJUuvGKKNuvyw4a2mMwxmHFafWxKYp+cASKQeyaG66IEU8kbKxtZoImJT1GBI5Ww3Vj0blAaKFZMgRcuH4xKh6Qz5EfAhMQSPVqmZSPul/NeqvVZJ6o0TlYVLCeCxII5W2ijESktWQgpJ4NonOkan0/1gSx04hMYakukXLqKmQseDTxQp1Ap5Ww2t97pqsnUpyW7NaF9Q9rSc4Z3l+1fHBiw1f+coNNztL1wpNoxGcpmlp24w1Lc61HA4T9w8DziYOg2eYlCP1iyxfgqO/ZMnzfy6XGjJd98+Xjy2zeJ3nHy06WqpM/JP3emr11IqcWH3OvnoiQmp1wfK9EbtaA6tFoaoUrUJByzliquz7W0LGWaeqOEWYCsRWQzlDKhEZ92Pin/zRR/zo4zv+1Z/+iH/wu7/D7/z6r3G1u8GYHnEWg+78UgpkAtaJCkS2YLsJkzMTwmbrMAY2m46bqyO7Xct7795we3fP8Tjy6s2ej14eeH0fmGKZNFfAT11LWndZt88jBLECwvkUtPxlyqNucQLSLx1fgNGFraG+U915z+/w5DprmvT5jU4C75f+JrIAelm0odabgTw/R51gT59L+2maCZ/nEXA1Rchy54WnV7lEseRHs8ae1ZTlwFV3M2KwrS1cnkTTOK53V7RtV8LMW7q25erqiq7vinilArgUE1J284hGibXbTtWbX73ma195n2ma2N/vuXvzoGlDamh01+J7r2rCJYO7SOE65ayAafRkhNZpkk+Duts2m4ZNzsTkEWdo+5bttqVxkPJEiEeG4RbXJ1rvsa3HmQ0xWWJqiMkT4p7WXdG2CviaxkEIGLKmAfEe/ASpADpUE8hYh1hLkzWKLiqyI8WJKXmmQTcRBlOCIgQV+dT3FUOcA1PICgpTiozjkXHc46cDIRw5Dnfc3r7k45ev+OT1A8dJtXSij6RY3nux3kgSnKj7TBPo2hKmXxOhgiQYQyKbWFyUxRIsqJUIUUAuqiPUNpa+b+ibRhMPZykilWpRSjExec8wTdoOORU16cSay3PS3UQVr5vG0rRKtp5Koux8xv9MuYA2YzBWZm7ZYi1SS0vVckr1O5NnL8C656esw0kJ1wvwuWQ5qj/m2a8MXIOUIACKnVPnGGcN15uGd2563nmx5cWzDVe7jpwjzjmazYau69luBCstYBF5wBih751uTvcThyHwej+cQcqfX/kSHP3MJZ/8+KzD9Pe3LISPeiEF0JSpPqV5h1VltB4TWM9/eeoGj4s1ZtZ60cGnJMj5TkWptpp1Qwj6zWqnDcU6kAuZUdRvnsnEHB/f9DPso6t18nQyyboQppwZs+GHnw68+sff4Tvf/4T/w9//Cf/bv/vbvNg9J7stbtNjRZCcsIju7HwJkaXFMLF1LVjh5nqHkcRm03B11XMcJ3x4j5gSr1/f88MPP+H7H77k49cD+ykTYtWgKjVczXQpLeTEE2Qx13/1nPIUOH3cILrwzuIkF8ujS61cRsulLuciq+9TREpSVbM81xq3yvl5C1i8jNSqPtdlK5deOkNW18ICkPLSxzKlT6YLHIT86LfTb7MqXpckqKaG/RdAVc/Rna9ud9WqIWppcKqYba2laVq2262mBuk3WOvY9D1939OV5MkhKqnDoMRYcYa2a9ldXdH3PX/6hz/ij//wX9G1lqtdiz9Gbt+8IScNGLDWME6JWDK/Gwp/RxwpqOvHR9hPAZ9VLd4g+JSwTmitwdiObtPSbzdsr3uurjb0jSPnwPFwTxCPZ2DIA5vtlpBaptjw6u4Vd3cf0fUJw4QhIlIitFCxTclZ64kmXBUiVizOgDhBxNFl5cWIsrJBlIQ+DiPe+5KbLpJJpBRKqL5ldrHlKqoZmaYjkx/033jg/u6OVy9f8frTW6ZDwkVXwBBQc5iloiOURQGENYgt/csq0MlZnyuHqEKORgFodTUxL/LaJ62BrrNc7zbsNqrPlHPC+4gv+j4hRkKIHMeJYZjU4lPHbl7JssiKdZd17pQSK5+BKSbGEBkmjw9R8/4ZmYG+sWYmZCOZNBuCFYBGUTBE1p/iQIICwUwhy1Njn2Xu75El0Wwdt+sxdT5/ATPBvkar1apYI2x7y7Ndy81Vz9XG0TWGpml1jmxaMC1dtytW2wZjHG3bcBwnJh8Yp5HDceJwmPjRq4fPN1f+FZQvwdEXKYsJaP5Tfyk/n1isHkMiufDb2899/NllTstjK9D5orj+Q+bd20zyFTT6BQU4moAwU0Pf17yMahGCop4bo9ar1q2CmAsuwM986mpOOK/3yhCTs/rzpyikEf7we6/5+PX/wg9//Ir/49//Hb79jW9ibQJrsaZBsJANISQImRSElBy9sxwGDfV/fv2MvvP0m0lzsTUtMWXee+9dnr94xvVVz4c/ec1PP93z8m5imJSQmNHdorphSnRNydK+1H9lHSx96bGrtpbHM8AauJxEpT3RhJd63hpwn9roVmC/EEHNPEGe1mp936dSj9RrnwjInZ+8vm6xolVLo1kBOj1tqW0uW2cxlYeXWfJbLTovC1+NYgED55xyWFLCOTMD7dWKVdKf6I7YNuqqcq4paSx0gRdRraO+77G2psVosSWdh2SZXYrWqIuq7zvImeurHV/96lf4iz/9M37y4x/x7V/5JtZ0DPvIcTyii1smz5oSZs74bm1ZrLNy4Ai6kEcrhGQIYWL00LjMprf00tG2ls1GrUf9pkU6SzSCNJo2ZIwTfgiEZBi98NHLH/HyzUdc33Q0NtM1FmeEFDKSE4aMFD6QsaKh5EZD2E1JFDobmEUQqwKPNc1FukoaAh4CwXtSjppfzJaEtDGRU9TEv37CTyPWdjiXcCaQwxGiJ40TNhlNeSIZ8lHd6GX1LiwsBQgYnNGIMltFE4EcI4P3jNOET3EhOReuYkatNlnUvGStYdO17DYb+q7FiHLHKvk550wIsUS2Fc2i2Za5rB+yGjtzPxc9JqGUgBgjx2HkOPq5j1pTQIxZzQVyGr2psFXrXfLAKp/dUMBXVmCUVeXLFsK/MZoA1hiLxFRr/Gh4W0OxxpfeKVKshjUnVBF5FEPjhK6xbLqWvnNsOkffthjbIFY05E8sxqooqLUbum7H1fUNwzTig2ecPMdp5HgY+ed//OPHVI6fU/kSHP2s5RwYnf8uZ39zYUN96byTY+Xs7893/moZQXcE1bpzGWqJFCBUB6nJuJphXHIhwqE7unKOs5ZYXCVKpNTBVBM2XrjLpQrOv5y4T95mAsunWDSjQmY5RJLJ/PTNkf/iv/tjvvvhp/yf/sG/zd/9W7+J6zrENDjTYXAQM404ounwyWOsoTO6A5dssDhak+muOpq2YQqRvt9inVoFrq6vee+9Wz788Rt++NN77g4BonKbFCAyW8h30hwAAJ6VSURBVGvWirP1ldbs0uazkPHFZ89c7DAFASwWtlNr0VvbtJxlirWIGdCcTbrFOPZZiP7y12+f0Gana1pctadgnBUPogYl5NJ3a5us0GZerrtehIxo+pBcCLE1f1vlB8YSXi3o+9ltdzRNw2azpZLAm7YtC3l5x2XHn1JijIGUUyEda6JS1zQ0fasgYEocUuBq1/GtX/kmrz59yXf+6E95/s5zxLQEf1CrU3nmGsqNZN3Rp1yNMKXzqzVNLRYJL5lhynQNTDGQjeD6hl3uMUaTNLvWYfsG07dIb4k2kbJGUj0cJl7e/ZRPbl/y/P4FsVp0RNTKMxOl02w9dkVrR92MRlP5uAYRWyxGAlIs07JsnpxroW/KpqxEhJbowJQ0As/FjPWBaQSOmeAjiQkfB1KemEnBRCIJnwPBRKIw5z/TpMR1HtOBmEXB2XEcyiKciJQovFSjwCpYySRJ4DLSZExrEKtWsRg1kaqKFYL3hSNVBD+l5IWrmZG1X8ncRSsloRqpcsW+WSUghtEX1XVtSmuVAG6tmTe0KaPSI4hyoKgRtlXMsShB5ELxKB6MqlJtxc65DDU8X9XMSZWtuRrbIlhb+2adE0p+t7yM0VlBXGROA9M4y3a7oWm7At40NU9jXOkf6vps257NZkuInil4fPCzi1Ktv1+Co3/9yhdYzJ4+dN3dyu+fYXECVpP956+SiCkAZ7EgPN2vymxyhsKUrFh5APOF5/sKxdUxA6dLSO+J260OPTXbCsjTlpELuLNkotakoSlb/sl3PuGT2/+eT+/2/Id/5zfZXe2I1mNoSR7dzRZy9jAcacSx7bbsHw6EY1C132xwOGzb0ORinfjKBzRdx/Zqx/XNDW37E/78B2+4O3jdwc8Pk89nlRmwLqZ1WU0wpR3yfIFHJS8HPALLa7kFWFvyzhD7uTGpdsGsvIjKwzgBV3k2KF2qEbO16MILO3lXsjSNnA+DUtLMR1mDy/LvjKWvlgvdEuec5wWj6tM8KjO4PLV4Lc+qXCspSntq3i9RaNc3WKOgarNTjoQYQ9dv6LuOxqmUdQjV2hppnaURzZjedj3GacTT4eEN968+IU4DTWPBGD75+BO2uy3GOnIJX1YRxKV9aj9ZW6zrG04xYxMkk4uWDgQSyQyY1tJfNWynliY6bHaqa9QKY5oQZ8kSSTkyDHvuH255OOw1RUpKpOhJuEKWTiWCTInLCnTK4m3M7H401mCd6hqpu0eKqnUmxgo6Illiscxkco4gkWwCIXlCDIQ8MJmRSY6Mec9DuOVueMn98Cn3w2v23jMG5SVN4vFFHLKyIOtewoiZc3XlpBFtFRiFnAioFTpWq0suoomVqyNR+4WzSCNESUiMpJgKt0qYpoAvWkg1230FWLWbiyybogSLW96CNPqTArR98DMJu/ZTZ82SaqVYpmPKq4FW+FFZpStSUjVwPxWKWCj9J8sMhup8bupGuVAojKlSI3VLnBfALgvhXTW/TkEfJKwRWmd1rm0amq7DOI0MtNYx+oCYhsY1c/45MRpJiIBNDhMt1hvarqENbbH4fdFd5c9WvgRHf4Xl0e780iq+/v5z7aafupCcHDHzmVbrXwVGJ8rN5VJri4DuBmoSRWbXkOZ9iisQk+cd+2ko+HKdx8+w7srr+p49Vvl7fuI5Yu7xFRf8sNjHaklZGL3u5L7zkwf+z//lP+X7P3rJf/b3f5tvfu0rNHhyFKT4uk1MNBjiBDEkJBla09A0jfKkfMJ2DZlM6xqurlTsr2nVmuBcQ0rwFz+85e4waUoA6qSx6hNrcHvebtRd5MUH/hzlQjvMrkxZPEaPzljdu3yYC3JZgNEFBPPozWQe3UCWj5dksWY+/MSSuO4DuQCkou9Sd6j1SbIYBfHl/FQsTLIirC5gZ2U1WlVJ+6/+XXl0C6AqOZ+K26xtlHC96Xt2uytiSiVlg1pWN5uNijTmTAwaKVVME4Cw6XvEuTKpZ82JNo68efWK+zdvgEy32QAwDCNN02DEakQT6zG1WnhW40YoZNp6RFJSbMyCBaYAh9HzcBzY7B25AU+kk4S0FtoispdjIWJ7op8wwG6zYdt1GCI5B2KK+Khh6T4kYlC3GqzdvbpYVukERXimNIcmrS1BXgV4RJKNhSQcySmQwkSUQBRPYGBKR3weCDISZCBwJHIkSSDkQMgaPZZkgUUpK3iWVNS2xUE2JQltZPITwzThSzvHDJECLCvfKZf0FajVyCxZSDSrPUlFPVNm8pFp9PjJ431i9IHq2tUekU9YGSe8HdVoAKfuSEzWsH+Cfle61BxNaWSWdmF+XpmtnwryhZQMIWSmSRhHmEblsOWaSqR4BYwsbrpapZTqdVZzQ9nMGSMlzD8XJe9CvF+NfUGIIhxN5DBMbIcR7zsEYdN3SNPRtJDFlDFY+3qhetjK/cpgVLrCuMtrzM+rfAmOvkCZydGrHbV+ztLrT6f99WFv/eTiV+uRBGU3uyD+eaLPded1emp1TVx4EO3sK87QbMlAiCEUXZG8PrxW4XS9PF87L6yR86PlVcC+5Fn/6WRxPP/1rA0+C07W+1Tdlx/fDvzn/90f88OP3vC//3u/yb/5K9/kpu2x0YHtYBKaDNPoST6SxogD2mwYo/IGjHPqBrAOSrJEY6DretquJ0bw/nv84Cf33B89ktICTrJcEOzMq04jK2D0lqf7nJPCfNSak3Tyy+k9qmk9xngSEXN+jZNvLmChtxedYY3VqK+nj1pMIxX659kFcHawrLSOyqpTwU19piqcV4FTZgFqte9LLi5k58omQcPSdZfe6GKUFUS1bUsIkc1mw3azUQFIq66B4GMBVUbdak61s9quwzWOMQb8NPHm1UsOD7e8evWaH/34I/aHo1pkDAzHicr30mZIpNmt9qg5ATT5bFm0pPjbBKExrqgoZ1Sw0uLaBkQYRs+YE15g+3wDAiF7Ykg8PDxwHAYArncb+rZVj1BMxCngi3XET6qX41C31sJ70QU3x1iibg2ZmtQCVZDGE5InETFNBpOJadLnTRpOb50GUWATrhHClMgEnMuqSt06jLPENGrOs5z0p5ScYBHdBGWwYslJCL647YgMfmKKoahWL2OwuuLy/L+EMeo6da22Y8qZ0U8Q1QUXQ2aaAsdhZBw9KWteM3JekoZXPaJc85mVVykoJ8qWPq20SHxWG5i++oXgnKuFNycsCRE7f856bka5byFmfADvNdVHqmJtUsCfKalZzGrDkdTNWiOM5+Un6wZHxGBEXdRpte4sFs1FpuAwJDpn2HaOYZjwXrlkTdMq+b4KgtY+XMZ6/bmgSJlB1C/Iq/YlOPoi5cRUf3HzfCEWR/Sl1g6jaLwMmJVJs56Yc9n1nyCdmsFYqMk16z1TGdEaEHFaqRSVIzBnW14BojXZ9emHemyNWiw8Ukz+p4hM5vMeX3/96fky/WR/v/DFW9dmWY6IJdrufsj8f37vh3zn+x/x937rG/zub/8a3/7lr9LvruiCw0aD8Z4WR3KG4e6OretxxqlejPFkq4lCG2cR05LJ2DbS9RtA8D6S4g/58OMHHo4eQeYs2qeA6BRNahbr2jhnD/sIEeRHDbq0dwEXF9qjHlOh7ikXqfQpKkFDTiZbWfXX8uJP88HKcvf5DZdV4PQdy1uB0aq686R86ZnqWDnpOyvAA3HmRVVXYwXlqyVp/i3mjMRE17W0jWO72ZRUIA4ydF3H1dUV290VjWvYbrb0/YbtbgtZORl+0h1u8F7HanErVY5N0zTs747c3b5iuH/Dj3/0Q16+umWYRsbhqC46LE3X4VMii1oGQmLOmWZWG4na0jGmEr2kn6t7RVc9HyNMSpq92jZ0Tcem39JvO1zfEFGRvofDQEtDyIn9w8DLl695+eYe17RALJahTEqBME2Eah0JgRAi1ooGRaQCiGLASMLEgM1WQY7JiKjlKUYBDK4VQhxJaSLnkRgOaNSa8nhUaNKAeMR4XJvh6PHhSIgDIU744Akp4rMS7H1Ra6YAI6JgxSFJifTJQgwBnzw+BRWJLX0ppoVkrJlalGeUlbmMbQx939K5VmUgora/nxJhigyD5zhoBJ5Q3pVUSYwaGVbHnHZiEUg2YxrBtIamdWzaDZKFw1jBvKzGguYaM0GjLUOJEEPMDJ/m5OMFbCCJmn4jx9UGejWJ1kAItQjlsjlZAhnq8UuwtfY5a9TKm+fl6vFqknLm9mHA2Yyzma7NtA28aNqSYqZEudkqU5MLSNaRb2yJp1tZtX5RtqMvwdHPWBQLVWBTZ+vzXbm+9BQXsjOseRTo7gJdhGaTad3JF87FjKLrfrqsVTUS7G0ENY16+bxQ+3R7+sjgcXbkycIl62PPjs7rH2fnrNbUzyoXD5GTH2d/ZFKMOkGI5fsvB1794z/mJy9f8R//e7/Dt3/tV3nebnmBKKFxe82zd9/l/rt/xm0IPHvvHcZpYEwTkJGUyJJ19ygtJmX63mCM1VDbGDHmp/zo0wP3+4EYRfla5w9Q3D4xaVLFqmx9OviXJ7rYPLJqvtoGF17SW4xGC6igkIqzuTjx1L4+P8IK7D2l/n5aj+X55kjGR1VddQZBQf3KpTTzjwTAqFVhfo61REAuIpFL7eWkb/KoC6prTmico2sarq92XO12tG2PdY62Vf0iYy1N29K2LaQ0RzxVMrb3Xp/AWrAaXh9TYvKBGAJvXr7i5acf8frlK169uiUlS19carakx0hZUzs0tsopJAxS3CbMqvR1q1VV2U3NKxgz2MVymrIQIljT0rVbrrY3dNcbXCdEBiYiE5ExQErC/jCyP0502XCcjmiAeiTV6LLg8T7M0VhNzppyw/slt2xW7R2amiEtkNJEyEHznwUVS41pIuURaz3kUcP5Rcgxsh8STbPFWEvIE+N0T0gHYFKtphAYp8jkYxFEVI5PipADEMBmCximyRd3kME4dVkGyaTZPVRAUazAqKT1kJKSw2SsUzkAsWa2hummVHOk+RCLBWvpXMbaYo1S8n+i8o0K19AIrhHcxtBtNMdjYzqCjwxjw/Ewrfq4gl8fVby2CgpVxW9X+Gz1WH0KHXtihMcjdOm7agkXjCskbCtIEmS1l1mw1Cpa1gi29Et1P16wgitW5fZhom8M/RvHpler5s1zQ9Ntdd0jo27VYnUTIROpEacxlJQwF9bZn1f5Ehz9LKW8mxqpZaWGMS6WmWqiT8V6UVn2Oed54j+x4IgOvBJEvFrfi2kzZi5Fgc1FuDAAnqr+ej/PSV9bf3MJ5ORHx51+8Cgd2AkwelzW+OjicavVXR4dcWp1O7314uPXgRuwRngIhn/2Jx8xTP8r/+6951e/9XV+9dlzxAt3r17z3rtf5Zgbfvjj7/OtTY9vLRMNfddhLOR0BAKusZisCTbFWt73GrljraNtPuJHn1he3w9IKGJsK5983VkaWSat04TTcgpsVu1U37PijSV6cM2jeeyCegrm5jkfW0yJKtcQQ5xBxDrai7OrzGThNbnqiS4onwWgzo6tvUIvXcZN3UDMT3GOrGWNr5ZHvwA8F5yqk33jGm6ur9ltN+xKSpB+s8G5FhFVu3bOlQg6DbFeghR0kyKFJ2VsUbnedGQjPBz2GCP4EPnRjz7m/v6W/TgVa4WSmpumIYaEnwLW6XVciYhLWRfVBAsnPZdQ6qJjgxT3Wq4yAiVAAfBe0y8Y6WmbKzbNlm7raJpAlIjPgZeHBx4eEtMYZ/HDLGqViahO2ZQCPkXV8akpPShpPaJgi9vGFL9zxmjS1RwJ2RNSIBCY4lgWPo9IJKWJFA/k6JEUSdkwDvBwd1+AZ9SoOTzIREoj4zQyTr7wjYrIYQVHyusu71ldfqB8tRATPidioa6VfaZyZ2p0VyFiixq5cE1J/gv4EHQj5CEFDduPq4AUawuQLaHzRaRq1SGXf8YJbWfZbCy7bc+m65FsGBN0ztJYW6ySeqpqWyVtu+oKLP0jZlRvSkonKfND3ZTP1tS8qoap4pFlzMhy3DyxXthU1U2KEciFnyqSMbkITmooWjlYazmGzMvbkbYxdK3qhcWY2V35OfpTNyBuaSxDUTpXjaf4GYaAv+ryJTj6SxRrCuCpu2ik5N1ZlvuazykXEqkRQygJLZadMEWUrhD44ufsBOeA6GxBPfUCXkRAp/1+xW06A/9P3L+MnC/UX89gkJx+IufHnaO3J8xMJyDpggVFd9XK4bhNlv/5Ox/xo49v+c1vf42//1u/zm99/RuYfeTVH/8Jcn+gHw2Hj+/ZN5n74NleX3P97Jp+c4WYESseAVzjSFiubxRc9J1aFrr2p3z48R2fvHrAB8DwCCDpk+WzqsryDGdoorpPZuvhqn2WKCwen/iWltN+WcNwC1dqBTBknjE565PVAnQKU06ufbEW628v72Zh5TpeP2tWK89cp+qervXIp6DtUddZ3VVQ95egi7lzrkSlXbPdbgsQ0kgzKBwXUc6JiI7raVSejGucps2IGbEaWdO0LYiwPx559cknxGnk6uqa3fU1H3/6iXLcxJQF1eBDUIBULMYVUNfowapdU9Ya1G2b57DsmBLOOQW7avTASMmOPiXGIZKTpetv6DY7GiM0TjB5QvLExoLNI+MgBA+dM+x2PabtSKLWkRgnzU4fNUFrIhUtnaTRblRdHUsWC6Lih6mQves/xKsaeBpAEpmRHCdSmlS/yCfCBOMYCpdLrTYqHDmQUiBFzU+WiOp2tBaXDVPwxe0rcxSXcd1s4Yk5EG2aLRwZBUkpS8kCv4ylLAp2XOMQDGkqUg+hALFQ0ngktS4ZVy1KCuiRWEDHYv2f+55o5FnXWHrn6IyjKbH8PgdIGYvBs7aQ1p8KxmNMhKD9xcRUgmoKJ9XUZ1PwLPP/Ho+2yxuXChsvHFs4QkbAmErT0LFpU8YXwHg+5g4+8untoLIPVfpi8vR9T9voeEtZ1LJXLKDWOQW4FM5USvyi8NGX4OhnLZkakHL6cbEG1bBGVYzWhTMVou6cT4hqBZB68uWXL+e3ubD41Uus6jcvveuFND9ekE+OYbE+SM1kXnfIaxyWl6MXOfoLpdzzDBJxBuue2qQ8cZGzI8+NFovhYXm48lC57LJGWn7weuLlv/gLXr050v9HG379K1/h4fCaXhw3H3yF6/ff41Ue8W9ecn/3wP44cfXsiufPeza9pbFJTe0J2k3HtXVsd1varlOhM/MDnGQ+fXNk8AGyulc/QwVqKfNKvxyTqzupgqC8+na1O70EVE7fuwp71ol29utXOYdTzK1VkYWvpHVZNgUXsc5859NnPXvAi+eI6E69RqycWpMKIDpx15X/rMOaz9FRXqxgzjmapoGkwn4aiq+WwK7vcU1Dv9nQ9T3jMEJW9WTnTEk8a7FW03bkrIumsZamUTdc27Z473m4v+OTjz/iJx/+iK/+0lf5pW98Q0PU/UhMkTdvHri9eyggDNq2ZfJ+dqnV1kkpz2688ihkIEQVsxRRFx5Zc7ApKRgMmcMYub07MhxGyJau380EGLEdMeyBCZMNyav1xRhD27TqvsyJECa8Hwl+xPuxpONBxRFtAifkLpMaIVoQm8nWkCTNOdFC9ATviSVPWsoTmEhIHnJAQ8IjeM2tZlD+Us5KKJ4mPbd1juvrGx4eMikfGWPSyCwiYSwWrQwpJmL24LXBssnglPyeKSmACs8op5L3rWw06pScshAntU5V7lLlCGsgDLPAonHa/SwzbmeOoix/59pPpQKZAmRLrrkUIY5KfNdN8qUxVa6VC22AClAKudmAJA0EqZ6Lqr4tNcjm8v7p5PonpexHTLF4G6PXN6vNWrVUicDkeQSQAB6OgVd3AyJqZXzxXDcZrlHZhxBhCqnkxSyU+KTvMwYFhF/qHP3rXIqPNJWdXRWrO/knNcRYzfApRcgsyqzVpVYn8ife99KJTxeVc1vKpR3y6YUeX/vSLavq8EwkLDl7Hg+Wx8DrEThhNRk8XY2T+jwGUZcq+dY/l0noidMy6r/PxnEIwr/43kc8/1//Fc//4+d88OIZHIWb5y/YvfOcEEbkasPd/sCbN3e8efWacWx5//0rttebwitLdBtL1xu8j9imwTkLkrnabdn8+FM+frXn7pB1Z7t2gQE1VUe1wZw8TwU/p2zO2eq4jig8fdLPmEBOgNdyASlbzkcWrQUh6empuI+LJpB+vVgyPuPGjx/wEpybLWVvKXPnX9xtCiSWnbac3AecNZrElUzXt7RNg7OuaNTEwuNw84663/SkEIpVLZWrqR7SHO6d1/XNGCDGwP7hntvbW+7u7zl8b6JtG26urvjbf+/v8uLFDfv9ge9858/5l3/4x7x69RoRQ9e2hFijhXLBfAkNzl9ZEGZgVtSZC9BLiTnyMBk4TIGXbw7c3d5zf3fH9tk1/dWWSEKMU9ZRtjw87Ll/2GsWjqjkXu8Hhrxn9JOm8BiPhHEghWnm34gRaBLZGZJNJOvIjSVZyNnj40gIyhPyfiIGT0wTIoEcAzF5BVspkkIgDKPmbytARKOukqYSKQDwatPywbs39M7x5n7g9m4ijBG8INGSdS+iVp0ywSonakmTJKm40M6AUaYA/yjkoHIDhVkzg3Kpm0LQdB9moVNUC2+KqzlyPSfmBYAZwGVHIw0Go1F3IRGmtARrXOz3NU1TRV2qP5WtvrcauaiHFl6RQDzfSFaUfWmjf2mwCXMqKcz6oMUlWQ0Do8/z/FQvGIH7g1elbxlBLH0fFCwBPujzL1wwlUWYfMRPX4Kjf23LzOAvlojZFVY6Zj0KKJNWKKH01Tp0Gil2uoo/bQ1aj6xzQLL+88l6r/hQSs5j5j49vldZGEsHn9H/U2vek5/L5a9P6p5PP1oBqvMF7alSp756uXz+Zb3ZhQU/xgxGLXq//xc/5mvv/zH/6d/5HV48f4e2bxDJtMZw0+3otxvavufu7o7BP/Bwfws20m92NE2nIBmwNs6aNr8cgpJ3yzbSmMybh6Q6TLXOxfIikpdV79JzLq+kPFo+7XOz1egxyLiwCdR2S5pcVs7eVXVL1H6+PlHXBrO4CM8m1rNR8OTzXHjC1U1qKpDL558+YoVlebZ41kVDYHYv1FPqzrdpLFfbDX3fY0To+55N35MT+BBpkkafhRDoug5rLV3bzMrQs9WAxQohqJDgMIwqCBiOjMMBP47EmJiOR169fs2HH/6IF+885x/+xj/gt3/pl/h3/u7v8ud/9uf8o3/8T/gXv/+HvLm7O0lDo2O+vO/Kn6lcRBYAUD36MSs4y0WYOST45M2RT17e8d7tLVfPn2HbBnECEcbRsz8ceXP7wN39SADIlrbZYq3FhyPH8chx2DONB4I/EqOnKXVMEkjWYo2AWLLpSCZC9qQwEsNICF4XuLGCoQmRRMqeECcFnyGqZWkaNbIxLdsFjWLL5JAUdORI6xJtk2gk0QAhOeVmJkEsRfdIyeRzn4oJilK0JoiVGRjVsPTqJqruydq/ageTYvFRaFh0epxGfGbROZYIUnSQ9F6LrEpGrYDOCI0YFQt1FsFAirNK+xnenvv+DMDOAJJ+ZuZRUev55HZlvYFFZuvxejBfGoFGSl632R2nO5FUXXiVHpJSMdrlE0Azerg/RoyZ8DGz2zisK9zMWCIWEyUNS+Q4Kvnehzxbwn4R5Utw9EXKIyPKEhmzVqFel0Xv5okLvq3Ue613+GWmV36T/p0+A0mv3SHnP89ut7htPkd5K156ygR0ssDL/N/6nT5efhtOOL1sPvu7/PHU6ed1jgkSlpf3I//Ln3yXXd/w9/43v81XNlvydMDGBLTYzpGuNnSt4TBa4ADhyN3tSNNe03Zb2rbBuAabEpvNhhfvPCsTOYQYleMhmZd3R3zdVeo0srTGivd1WmltmTmlRy62kpPDlj+UZXD6Lk/sSWWCrf15DdSWFj3fZpZ+vrZ4zpuBWp/LsCjzmb19dSSra7I2W3ESrjCTTU+DB6qyb84oOVcAUyd1i3WO3XbLzfWVqls3DduSJkQ5PiU5rVF+0TSNOGexpi/RZ5OCkLLw1RB6KXkVvPfsD3cMwx37h1vIqsg8TCOIRqL+D//D/8jheOQf/sN/wK//xm/wt/7tv8Wv//Vf53/9vT/kv/1v/3v+9Dt/xjAcEWvISV0nKSfV7Fl1+mWcFDdKRhOLGjS3W2m524Pnw5++5qvfvOXq3XvcpqPbNJiskgXT4Hn58oGHQyC2QgqGFDLTOJBC4HB44DgcGcYJHybVwSk9bGJEcFjjUN2dTMyQ40BKI94PTN4zDpFpUi2jlD0iCe81CW30gRgicZqgKPIrr1hNHgoC9H1ao27Q1CW225YwZbJ3NBHGDKNkxtFrtGiGGGI1Q6jpImVyTRNSrPxVuDVVpFtBUm3Bkr9PNzEFQFSgRFGMNkK1P80DpLp+8yKUaJ2haQytq6lArAKnrLzEEIPCsbULe2UFWm9mlvlS5wIFIjKrXStsujwb5nkI5UdfVIPS+qv13GGs5tNTfSKNyI4xFU+KLpQpZZAiJIzMm/EMHCftOT5EBu9oWrXMpaBq4yEod8n7yBQSPhbByV8UMuJLcPTFy3pXXf/+nNP+0yWv/nt6Mzn7IqOZ0pXvUO48iw6eL6haz5Q0IWzVq3mqg50snqvnkwtHfV7w8bamkfO7rdbcmW/LhXb5vMDp/H5y6mupu6ScEscp8cNP7vjn3/kez57fsLu+4dpmxHuEQNPtaCXhJdFYQ4yGHNXcPg4Th6Nns+25uroBcRirYoE3N16TU04jm95hrTCFwO3Bz+kF1s998hBnbXfS6jOQyesPLrbCUzj1vAuf/Kzv+eykJentKhIml13s4yo/UT7fkZVcvoZ8qq+1rtTSKkvyz3PApDO9MYbWWvq+ZVssRjVKzblG9YlEZhJ0CEHda4WwPk0TNRlzTEn/RSXxuqKC7ZwlpEzwR+7v77i/u2V/eFB16cljnSapTSnxv/zz3+OTjz/hP/1P/kN+63d+i/ff/4Df/d2/wze++S3+0T/6p/zTf/JP+Pijn6glqFgWdYFZJcxdjceZtI0CJF0cC2/DZz56teeTT29596sH2s0eMTtMShAz2Wce3oz4Uc8LEwzHkcP+nhgN++GB/TgyDBqtlXMmihCMLvg+O0xykBVgpqSWsxRHQhjx48R4jPgp4/1Qwvgjw/HIWPSBYohI0qgnJfuWhKjWlmTA+m6MNZi28GsQJFksiW1jGFp4MJ4UMykHyKG4PNeTibqeMspDml1pCahpLGZgmU/6UbXmaC5b7ZkhldxqWS1HM7iCGdUIRfndlBx0ribBXfKaxZTxweNj1LnhdLjPP1cxEqsPKe4zmflFZbc1u7tquo9VteY2mcf+PP5PrT3zoRkQdVu7xuKK8KlqXtUAAylgUsHQWHiDueoooaB08KooP4aEbQRKQEhOQgjVfWaJSS7W5eddvgRHP0NZL9yfq+S3wYnPPFXvefLX8ls6M1merpGru1aGIMvA+rw1Ol3Klt3M24rMK/7bjzx5vmo5yk/U7cKHp+1z/t0yMdUoC63W+qyqzSEcvPDdj16z+6M/Y/fiXb727IZ3+45WYDxkjjEyZeUqYTpSEoxtMMbgDweOh6Ah/+JUFt85+k1Hzolf+vp79F1DJnG/PzJOkaOPxFKfC9MQ9WWeWk9Y1X318xxFrw+rC2ndSkpt44qO5hi55ac8DdlPGrvO1nO1l3o/8USfXVYHzu+qLGoXw/jKR+udbp3kc6ZkHTe4RgnTfdsW0ce2iKsaJVO7psjH6PVrAEVKKlQ3JxWev9PdrSmSHUJRY5ag1pPgOeyPPOz3hOB1wS9tVPkp3/3e9/nP/y//BX/4h3/AX/83/01++Vt/jRfv/xL/wX/0H/NLX/8G/9M//h/4kz/+I46He6xIoTzlhSoi2ncrcKyr8qKHtDTd/SHw0ScPfP1hYPsMIh2a0MuQYsfXf+k3+OmryIc/+TOa0CHecNx7fJjYHx84jCOHKRB8KurIBUgCNjeE4LAmk51SDUKIjJMnxcg0ZcZjYBoCh8OBcTji/chxf+BwnPBTJEYwqEXCOaHrnObUahva1mnKFuMwjeBsKkriDsHiTCb0jn2TsKJ6Sbf3R7z3iC38oDLJrD22GXWP1rD+uUvJ/O2jOWruX6Ymdi0aPCfd8vGWpKbFsE51oKqmnbVmtkT6EAk1Au7RFR5veaqbrYoEa18uOlNQQuurOjbzWpHlVEqmXnHOkHmyMV3+qODGGEPTaKLYqm6donKy1EBkyLnCi6z9IJ8Kw2p4vmHwGZNUEqK6giHPQE/B9mpg/4LKl+DoZyrnC0YdQMuLmzvBPLJkWaROD13OKZ1sOS5f7Axq9l92ydX/cLJmrderz/sYbz/6c5f1JPI00lkdu7prxVPn/KPHYPTSmZfLwqtZFtfM4s6Tkmqi3Vzz4isveHnw/Pe//ye8f7PjV9+54dd/6RvY6xsOOcL2ira/ImXPNO0JYSLFkbbJdJ0jxUmJulEHf9e3OGtoG0vjHOM08fr2nofDQLhPhfC5eio51Tk/dZ09hqiPMtBdaI4ngfkZ12ghmy73zvX8efO89PQ6MS9pO85ufwHLLdDm8pg5L4+A+fzB2ZPnCu1mk8n8LDlnmqZht9vQOkvb6IK722xpmgZb8qSJkRKFpmHF1eVQrUi5oIxcosjO4On8VCF4/DQwHo/sD3smPxKjVwtOjsRpIeU3TcPhcOD3fu/3+bM//3OePX+X97/yDX7lV3+Dr3/96/y9f//f550X7/AH//L3uH39khgDle41Q9ni8skng0jH0dxPRHMOhuR48d43+KVf/g2azZYxJF7/9EN++snIu1/5Vb7y4yMf/ukP6eMWCT37O/A+MB4949EzjL5oMel1raj1JkaPCQ1TCuQ0giixdpo8MUYOe8/dmwPDfuRwOLJ/2HPYHzgeRo6HCR8CKQmSLSKZvrVsdy3bXcdmm9ltDXZraTpN2SJNwlivhPg2k0PGleSy1iqACjYy5ZEwajJYBUVLO2Uzd+qTPrckQqkfrBbmkgbEzKks1C03Zwk+2wzm0v8qqKjcpRpgUV1qKWvSYh8SU4nKulSWeunaoDIHCv7rT1Ulr2rXzK7fE/rFakOxds3Wq6fMhTlXn6VKWig4sjP3NpU8nDpW7GLdzGpFGqYV4CvfpTIle19gaBGVtJX0TV7Wwl9w+RIcfeFyYam5YEpaDQXt/Gkdkszq99PV7FKHXFuN5qG3MpEu6+caJF1Y2P7/Vc7AzhOHnAKkt3x/+vkllEltCupOUYzMA1JWu0IlIWoEy8P+wNXzX+dXv/U1bu8P3Ivjo2AJ3/+Qr737AfnZNd1VQ9ftGP1ATgNh8sQ8sNn1dG0LZGKYiL6GVWuSWmPUfffe4TkfvHrO3d1eF6tDLlE5J3u0t5bzqXwWvzk7KgOrDfPKDbM006WmW/Pn5mSiaOg/FB6d1ETF5rLJO5+Ok5Ps8o+eRs5+Y3ZfXCr63RPPuzqpuh+cdSWbuWWz6enbjq5taZpmFqCrXA4jVdW4jKXqYvOLMCZkKAlrrVWRw8Y2KvQaI8fjgYf7O/b7B4ZhwIeAqi1Dof7Oi1KKgd22w5lM9AM//fEP+f4PPuQP/uAPef/99/nggw/o2o533nmP4XDgeNyjpCLmsZ7zaR84aZn6/lLmg6+8x9/+d3+Xv/E7/w7iWv78e9/nBx/+kNtXP+YH3/se98Nf8MPvfjhHek3jyMPDPd7vmcaBaUxMQ8SPiVaEnEtou88EiRAsyUSS19Qeh8PAMIwcj577NyMPtwPjMDGMnvv7PQ/3R457/TuGNBN6nRU2m4bdrmOzndhtPeN1Ytxlum2g3xj6rUE1N5Pq4qTEFKIq3TcRdxXZiiG2HRwyw9ETxqQJpmNeLEl1Yln/nFtxNeeWcP1qWZzD8JE6i+hYKelLZktmuZaIKBvJ6L9UNyJiZ40lHyJDCEw12fdj49PcT3Pt39VSVCxQa6tR3UyknB95GEooRuHxPB6/a4vZeTFGhY/tylrVGSEGo8DoRBDZzu1aFb7rGKpSBDnJDBqrWkVNhp4RTHXJRS4vkD+n8iU4+suWeTK+YOH5gpeaCXirbeninlrf89LVl5VnNgmvcFENSz7Nq/W4r31+o+UF0LW2cKwm7/m7TDHBytJueRFHvPiY9bMVwGL9+YWyXKfurLVBqzzBoixdwaO6CaZp4g/+1Xfot1u++tVf4pd/5dt8+1u/xN0P/oRPP/4J7z17Rmsch7t7juORGKcSPu0w4oqooBBDJCUVcsui00yMyjd49uyKDz54h7v7PWPw+HhgP8RCOpUTbZB1A8yEzPVznr+sfPb7532ZsoCi+mrM/I4KwbOqC3uv7gFjyTnNqTHPyxfr+08AJC6sWeWbSkA921vMbjRK9bu2oXVOw/WLe63vOzabLV3bKTCan10IwQMlP5oRmsaRSwRRCNpPnSuk6EI+ta6la1tVwZ4mDvsHhuOR4NVaZMzCcanJcCltHVNiHEdoDb2z3Fy1HIbIYbjn+9+743vf+3MlOqMJoU1VP64PWx5+3mitp6PymXOOr/3S1/g7/87f5lvf/jV+8MOf8N3v/gU//fjH5Oz54L0d/8avfpP/5//rf+bTj37C9nrD7qqjbTM+vOL++JppChxGy37KJA+5dbQ0RG/wCGlyTNKp5UYmxuPAq9d3fPzJGz756J43r44c9mpFGr1nGDzTEJmmSAyVF6PyCMZA2wa6dqJtLZu+YXd1z9V1x/XznpsXDc9e9FxdbYhAyOBzRrOGJHKT6Vqhue65ii3NK8OrVweGfUAOmTwmzam36jNz/zpLmQG6sZKSCUWTC1d3j5LgpXCfqoFj1r8rFiIRQzIlgtBAlEQgEY2QjEYTppwYYmBMnihJSU3xzDoqyxhZLFCL9agCo0qtnCUKUiVHrx6qTN+JRMorDltBXdVqeqkYCveryn6kmvxY29QWcnkq2l21f4aYCMdp3sRU96ZuUguwP1kz1DIpTteueGkt/DmWL8HRX7asdsgX1yJZItZOd+T68y1nnl7mbCeyfF7Dep/cmj+q51n1Tg/7zJp8/qM+86nqgLxwpsAsLvlFx8Plxz/dC53eNhNKfqrbN2/4R//4n/Leu+/x95Lwm7/9O2z/+g3fH/9HDsPAbho5HA8chgOudfSbFmzS6JwUinUlYo2mFtBJrKgZG8v2asv777/gYb/HRyWL/vTTA4MHMXYWwMtUa0txANbdVm2hmWegLsGU46qhLqNWY+SEy3D6bbW0SDFpV46WggCd3IICwAo260KSVxf4rBfz+dH3Exf4rGsrB6Qp1qJd37HdbuiaBudUf8pai7OOvu9Lip+ysy7aTXVhqxbfmgqInJm8J+dFUVysLS4Gh+TEeDwwHA8cjkf2x8J5EaFpm9kC5YuLTtDFzftqOWm4NobWQmwEb4QQMzF6dbNkaKz6dU77cp6vVXYgCGCs8OzZc77yta/x7nvv8enLT/mv/sv/grYR3v/gBd/+9jfZXnVcbVvuH0a+/vXvsX+45/rZhr/2ra9yvdsy+SPjdM9+mNgfhf2Qi3CixUULkyXGBslbUvCEwTMd9rx+uefV64FhFLbbX2bbHvjph9/jzes7zctWowkzqCtltSMExiM8EBETscbjmiObreP6ecvzd3pevLPl2fOJ3VYV6Zumo7HavxOZZCLiMlMIHPzAfrRMRWDSkKFEP8HZpiufdicFRQo4Kk/IVjdSykRSiWSXEvjCAl6lAKU62ZQ8bclAtIboEtEkggmklJlkItoARmn1F+ex1eWq5dI5h3Nm5uicOAWLxWgGPifXUrHQ+h40slaf3BgDK47dqrMt+TxzKmMhz2DfFAu9MYLLBnHL3dpgOMzWzvMLyyKdIPNQVvBnwWEUfJ3suH++5Utw9IWLGlLPRZo/q6wns4v7bDn5q9o8ON8gz5yP6tZAtVWeqswX6kfFOvMzA/PMCvTJsiNbPcBCAjzbnZyZkB+t8V8IHa2uWaNS5tH4GGLWW9eFcBpGfvKTH/P//q//a66ur/mtv/E3+MGrA/buJzQ2kSyYHLG5JQVdbENITF51kXJJTmWtJkzMBXi5zpCT4/mLZ3z1OBQCo+7qXr4ZmaJoMsz02FJS2w4WrR5ny73JJB85D2k/P38RZFtdfWWREsBK8fdblfjPOWNdQwiBvm0IRQcoFgvIiWr2BUvkxapcROTzjM/MB1uRzx6fVrfol+8hApteidfbvmez2ShZ3qiytRghBA3Xd85pKoqSIFpErUOSM36aaNoGZy1t2yCDqsZba5hSmi1tKSXCNHF3e8v9/QP3D3vuD0dCTIU7kUg5IpJpGs0rJSh51ViHMepW2h8mrHEKeCqAkmJ9SksOPH3MpVU0ilVmi95m2/P1X/4G773/PrdvbvmX/+L3ub99w2bT8xv/xjf56ld+jec3V+Tsscby+tVrut5y/XzDV96/4Z13rsnZME6TajZN2r998iDgM4wBbDQYOmwOjA+WH3/4hu/9+Sd8+umR4RB5/u4H/Lt/72/x1W84bu9H3tzuiTE+EjjMZ/2yJj2VBFEyk1fX2N1t4OUnAzc3B1483/DuO1e8++41V9cG1zi6tiEZ8CkQsnKS2r7l+iaS1LtJ9ImwSlhLUcmmSnflom+ofjPEavqSORIMKarNxXKaV2Kss9UoF6ns0h8NYMu1WjAdmFagVbJ4SonsItmkJ7t1dd3VRLHWWdrW0bbNDI5qW8aiKh1MXM25ta1LXWv4PyU/WwE91dqpsh2LKa1u0LXdIikatewYitXIFJCYqZFz6nZXV2Yljae4vO3zcV1hsvKktLZ1M1b3Xr8oTvaX4OhnLGXdnX+/eEwFGmeIYz0tvP0959n8eX5sNUOf1+nkHmcfPGXZmo9/amF7C4h5dOh8WC4L3XpntqCkc/7LMiOct87TaO1z4VPhZGf45PFlEstZFwDXON68ec3//f/2X/HD7/45H//0p7g08O7zhneet0RraWJgfJhoY4d0nU661pKjUPOVVTKiMQaDQayw3fa8++5zUgwlT5Gha9/wyasDNTv4vHbUZlrtFivnIK+AMqu/T55p5Tp4SxOppWEFiiohMpNpnEEo4cbDiFTwMm/vdDExiObWOrvZo3637tDn9TrxceTPsDad9yG9qLGqH9N3LddXV2w2HX3f0bc9bduWTYVqs1QrXc4amp+SaglVCxRA8AEB2rZhs9ng/YQYS6s+hCK+GBmGI/cP97y6fcObhweGyZNSxppE2zQIQkwKYm3J0WYzpBgV8AiEmAlJlasFTd2aMsWqVaOF0sxvqYKjott22tbx4t13+OVf+Rb9dsOPP/wR3//+93m4f6BpW1zTMvmgrqyk+ksvX75k9CPGwIvnO77x9fe42m1VhG/yhJBJyZUEswnXGJxxGnKfDZINcRBuPxn4wXdf8xfffcV4UAB0e/t9DseJrut4+cknDMOkyVNXFkzFenI+XT36I6EuvXAbGQ8Dx/vMw5vE7UvP++/fcP2so91aum1HNAmcK0B/ou8y3Bg61zBNnnH0+BCYQsD7hIRMDEmtRAlyknlgVI9l1c4ia+qLCogyeXmetfVDijVERK1GTl1ETWf038ZinI7lFNSKFGvmATnbbCjOoHHKnWucpWsdXetwTeX/mNlmVPuHN+rqf2r8VxCjOkw1N0p9H1JNAcuryBpUkKt8eRmDQuELWbMIWBoLRdE65cUluX67M+A5HckKjkIiVTXzlcv/F1W+BEdftHwRi9Fl++FJOZ/7TZkkOUP7F89dD5yzFWTpRLIApTME9BgQrUP/H/1y8c8n61b+s4DIKji4oLHz3eJS8acB0Xm5+DpOLrlabPPq+DPQtNRT7x28xxrDJz/9Kf/fTz8lp8jzZzf8N/8087d//Rlf/9pzWntDjhGfJlqJJLNR0mVSVfQ6dwjqO6+P13UtNzfXBK+RR0YMjVXNkPTxHSkJ0aezVyAzeMtWr6n5vDS/19vNNsoHeIrsXyceTcBqi8ZM3flpgsxqew9Wd5kVBC3Rlxq9swbCUvqxcknWuQbWiPzRr3PQz7yzzPPjX7S6VmtQLUaUBO+cw4haVJSAreH7rmlUGNDpTULwRfRROUYiMmtYgbpLUjJ470uUUrGWFeudcQ5rDHc+cP9w4H5/4DiOcwoE75Wv1DSavBYU7BgruMYgFnIO+sxh0ZGqo9EaoSZSnUFxVrdeNWE7o4vmB1/7Gn/z3/ptus2Gf/n7/4Lvfvf7TN7T9BtUnDHy/MVzNrsNm21Hzpk3d5OmKyFzfd3zla+84Opqg48HUvCaUyxqnZ3VEG6VJWiQJPgBjq8CP/rBa378ozccHnyxmOrc88Pv/YBcAV1+3E81nV8ulprTCMz1O6+W5gyMYyaEkcM+sL/3DIfM9XXL9fOWqxceWjCNJUmGaGlMB63FSkPbTrStI2RNRjuFwDQGpjESpkjymRi0jRdeUp43cDnlEnK+cARnTk8FCnbpy9VqhAOaTG4S0kJ2MGWv3CAyXiKeyMpkODeAEaFrnEa9No6mWMlUnFT1oChjufJ4FEdXi81lL9kJH3OVN262QZ1NsDmj6U1CJOaEY0mMXP4/u6Pre66Rb+qy13mgXv/RlFTHet0IzM265BaUXxBC+hIcfdGyJjTzxBqeL7x2KcCHs3wzj07Ns8XhyXJKQDoBGmskfgp+zkARjw44P+xS5R6vTk/gmLnzl7o+bqu1hOH5Krk6+uQ5T9Dgk+VCgPtSqSyruq2uP0/KS71SzlhjCkckc/+w55/94QMffdzzD3/32/zat1VnJcZIHIVcuAiNNWXSXD1hTgiGGHSQ933Hs+fPdLEQnZwQNVmHj++JKWumg5krViuqeiVidLFR15xak6qOyFOtctayJ8WsuEYz4bSEtjfu/9fenwfblt33fdjnt9ba+5xz731Dv9foRmNqACRIDCRoUaJIgqTNQVKxLMmWHLEUylUJy45cUSqxUtEQ2aYqkahYkSXHicpWPEQJ7UqsJIqswZJCDYxMS6TEAZAIESAIoDE00NPrN997z7D3XuuXP35r7b3Puefe9xr9+jUA7t+r8849e1x77bV+6/ubQ++LU0Uz20QtZRzK+cNrGWuhiiN60vOLaO5uHgOi7Y172u18Dr/3WVo2U5fPiVJDFUxblAETmUFLKGa1Aeyk7HPkXM5FIxZ9U3JkxVzvrG07VBxhVqMYYOjaltVqyelqzXK1JkYrWmqNtD7bbBq7nxPTtDnTXjmfF2ERU8F1Suy60WIr+KxdIY2c4AVS6vBZO3B06RJXn7jCyy+9xKVLl/nABz7IpUtX+MQnPsHdu3eogqOu5ixmIGnN8vgWIUSWJ3e5f+8uXdeymAuzKhKbE1bNMc3GIi9TisS0RkLCATN/gFchrpT2GL7w3E0+9ekXuX17TdfE3rdNnL0DIPdf6sfJeDyMNc4qUh59ND914DV5W5dLTXRxzXLVcvlwzuX7Cxa3T6kOzYwdFhW+CmgEosNrRRKhrgJeIj51SOdwwRHqSLuJxE0yMBgzn02Amjmoay2SLFQVXRfpco05ss+Rc2rBFZToRCxlgFd7tx7UOXPE1s7mRTLXiDaNyobkTrHEl9beuvLZvyhQBd+b+AQ30h5nnpEKxsrxdNn81c+lEd+D4mvnrP/P8VGyU63OXRtb2k4IXg0JOmdRZRlQCmSwJWPWlYuux32r0fDCdcS/c2cIsrc9byRN4Og10YPfznmLT78g74Cr7T9A9y1wPRYo2gO2gUL5q09xfw62OgfIlH1btxwxZsZagvFtL7hev5YVSQAdtFtb4HGfLmCrJfSSxogB7Fsst9Ik7G3TAKp623beM8Aitram1PXFeNdNgxP4/Esd/+BjX+LwaMHb33qNZt0SKg8h0mw6/NwWq1ITMsUSjWbLmgEOz9HhAZAdKX3OLJvB84s3jlm1iTaOi9IO/aGmp84+KLLFHEs/lTIsFwtaRRrbrrjtMoioswYmarKq4aFDEWLWZEhGMcWZ28CF5ND5QKstiBBTARfj93ExbfmslRNG4J9iYszaqeBDr0EyrOFy5upSnkFxeb8PnhgjbWsFUe1834PBxXw26ju7aVLz7TL8bvmofVXTdi3r9Tqb4RKbtu2LSAwPKYgL/SMUBUpsFY3m7Ou87CwMBQyU9yg5p4yFRXsfQM0HySIlIy+/8EVOT5dUswXf8d0f4V/6wR/kw//Ct/P8F5/j9u1XaNY3Wa3ucnp6h6Mj6NoNi1ngySeu0DQNhweRxdxx995tTtYbOm1o2RBjZ3UDUWbBUQWB1nFyt+GVF5d87gu3uHevo21t8ewfIVrR7WEtHubdIOPtDND+PQtDyob9nDVpounsnqum4+7xkoNFzcFRxeIoML80w9euBwvqst+WF1zl8L5iXgdmlUINOhNiYykLYhPNpBgtX1O72dC2Vmw8xY5NY/5XpllNvRDovYDP+bDEGUhykJxpU6KKgaHYESSYb1CyKL7U5dovKv289k5yNm3Lqh189i/SUmRZc0FWspk4O7vnorrFB3Jb1sjCW+bp/fEUwXBUlqpn21ZYuktq5t8YaTohODUfvZj5qrotE1hZrs6sfTLw4X20BZuEvmDw46IJHL0W2rcgl2/n+umrKZ1xbN52ipMzC5bs+evsr1E7HkhbiItzYduOZ7lADwZgABwimOPgWDdbBvfY52UL+IzaK2chyPkPM2rPDtAT5xCl9wc5A2n29o2M/t9uew/b+ptof2ABd30UCtm0IcKnvnAH0V/jX/mBD/Hk1QM2qxUH8yOzk7eRUOV8OVmXUpiAy0nfFHP6PTpagJR6SxYi3jYdm3XDrXsrnGCO2imDtbxiFum6ZGZGRn4FpQbUAMkpiokCOLbLBygwMDSXTTQ+WCSWDw4frbimArpprBxGF0n5ucqiZ244OdoNBU0450EUHzxdzixd+re0eQwIdl9Wr0bXERDLz1z+FmyRqILvQ4u9OJwLOQNxLqOjFW3bUc9qA0ijelchBOqqpq4roETeWLmOcv+U338qkYjOgiYsosw0AWyN2fIOMmiXLE1j5/XFO3t3D1v0ev5QFq4CkAUEKz/RxdTnW1osAkE6glOevD7jdLPk537up7l99y4f+d5/iR/5rv8BTz99BaHli5/7FL/2yX/G8nTJlUtzmmXL7Vv3uHblgOCX3L17H/ycmDo23TEdS4vGVAi1o9OWk3uKb4547tdu8ZnnXmG9gc3GSovso60oI9l6vcNLH5XaAGxOyohzbWnMt7irAdeYUyO0kZPTDfWdwGyxpl5UOTmiI1TCbFZxeDRnXs8Js2ARZKpW16uJNK7Dpw2rriVKS0wd66ahTZGORGo7q9mH+Y51mw4l4f2Q78heeKk9NoDAmIZkjy4oGk0z2baRdt1ZwdokvXnaZfBlwMjnj8tlbUA19VF3KQ0ctkReliK6uUFnQIrmMjjeOYohXxNb2eB3KSWl6SJt5/Aupx3I53pnBbidF7wORZGV7VxL4/FQyo7EkSmuHzdljgicyeXyBtMEjl43lZXfBmapkAzbcOQMPt6Vgh9IsgU8tu2uA4A572q2z42YrtJ7NWSANHb2LY3UlPpkf+We49QEIRfbHDKhbn9GyGiQQLbQzMV05pBei3JR553hvudcW3d+7z9tt7kp+4R88vO3mc+e43f+wIc5qAVtFS8QmxYnwbQAycypZSzErkPFmKqKaVcODg4A07hsNg2rZUuzUWb1Mcsmcn/Zsly35sgaBylcTVQ8RzW0r9aZbg/KEZl7kb3/uqqY1RWuhAd78+lJSVks5og4mnZp0mukv3/R2LkcSu69o65Cz5CrOuCi5Mrb5qQ5liJ2m1XAVtFmpeIQUQCSWLu9l9485sRMHn05BRGcD/hQ9e1s25au6/DB/PtclsRDFXIUW0fTRGazGrBQe+/9AKXFUVWVpZrA5sNyteLO3bucnJ7mZ9lBeeUZlaH+Gf0amhe6vHV0qo6vVYScfFhVmcNxHeCgUi4dBi5drji8XOH8JW7dPeb5536BuLnNW5/8vXzgQ89y5col3vdN7+XaE5f5+C/9I268cpNGF1y6/ARf/Pwnede7n+LK1beyWq/ZrF6m4z5JEq0KOFsM16uWOzeVzR148YVT7t3boPjM+86Ze+fMRxn/JeVrxDVHl9St4Xv+BE8oTUp0m4bVpqU+bS1icVZRH1TM6gUzOaBKNdKJxU7ESLdZE7tE1yYrtZHBBOLxoSYquNT27887B9G0p2aGzkMsKuIMCEvMvpY+80SrH0PXRCqp8OJIEdarnDg2lfdfiseKmdKqgA8+12WzjO5j/jqOZBUsMKKobIpJu+fLo95LauZJ5xIhC8VdjnQzNyvdZoyiJiSrBQ60sQNMYHUKFriBPcdoOPfgvjTZ5XxJXqiCpcmgU1K3PTDG6QkGNvd4QNIEjl4r7a44WibR/hfWj9GtKT1imHL2kmfvOTAcQ9wj7jla7PI0OdMCt6OOVOg1XTBIEpa7I4shmka+UQkfLCSzd7bLd0qqvfQ7CMsZLI4l4NHzntEOnOm63RV8LH2PN28/V59i4QE0XGPX/DZcfJBWGSTaDD6LClqc458/d4N3vPVFvvvD76VZRw58InYdgkPFEaPgJGQNh/Y+I6KKWvIU5qEmzSKx67h+7TpO5syqQxazV7l9/wTvlkDiZJmIQ3OypsGKdDIyJZqmyPXvYei9IfZkt+eK5sdMaXUugWJmgd6hOnVmZhTLYuy9w3VpaziXepdOYFYFOgdN0zKf13aAN9NQKWeQkoXsWtcaeC/OnNZnQ3kSL0IiA6DgzRna0UvrxeFzPqsJ2U8qZrNOTAkfQna8dnSxY7NcI3mxUYrAkRl/FxFprVSF2NN5H3JSukAIHhwkhNOTJavVitPTU1brdR/KXEyM3me/tC7a29FSYyonhkw2uMp9ei4xGutlTbEFLpr5RYSDxYxZcBzMA9euHnLt+pyrT15isah5jwj37p/w6is3+cTH/wHPvvsJqm/4ZubzQ97/wW/lxgtf4jPHyvd832+ji5GnnrrON3/rN3Hr5g0+9rF/gLr7+CA0G2i7xGweOFjMWZ44vvil+yxfWZKSR1xgebqycZOf+xy8fi5t+cNsPTX9RCxzcpel7CPVYjhS2q5jvVlDihlMexSYtR1hXoGzlAU2DyyFg/fKYuaZVVbKY1ZtOD09Za0gKqjT7ag0j2lrZWBLOriNWbqA/BKTKtFFOmLOcxVpNx0aFSmgArL2cxRF6p0B4mBm+zKG+j7MZteCQkoEWowJTYPPX5nrZMCUsjYrOQXNOds0G4a3gBEGagL4oOCTOZp7zIzojTepqZ9zOgYzNZc1sgd0Si7X45jPK7x3rNYtm3XTR/4NdeeyJrhPKvl4aAJHr4eG1fMBxzzwqLMn9Gft/Bzbbd3gc7ELzgowcTJUQi7Sd8oLhPMltfsYpWTG7Dze4lCt9piao2rs4mj2l5wXqXdaNbSXtQJkabgHdud0wrkg6RzaZ5N8mHdB6b7hmIuO7rV9o1VKREZFG2HTRH7xV77Ak0cHvPNt1wlyYE6XKSGhJuJJTrJklbPkpo4uxpyC3+OCZ1bVNKHm0qXArD7E+5pus6FpNjRrT1sJsTKfss4KqfeSWEpDaH0B35Y+IGSANM7WeDZyTYZXlH1XoG1axDtSa8jFh0A1q7O6XpjNazZNR+tKTFfWHGXmXExyKUWCF+bzuWWCzkVcnZh0GsVyPZk/mEOz74/1b9pi5OKE4DKAqyy0XHDMZ+YXBTlSrQrM6xnihNVyTahqnPOcnrYE5/HO07brPgu2ZRn2GUQJ3nnTDKmCuKw1srGlQIotvvJUdcWmaUip4/R0yenp0hI6ptiD5+IsDtlUMQLmJlyMtCJSgN75gkFvmpASYRQJPlDlRebg6IDDwwPmhwsijoNLV3nr00/RtA2f+OWfp202vPPt70Fjol48xQ/9ju/j+jPvoGvXXL50wAsvfJLnfu1jrDevUh0Km9bRZD+iOgmaao7vN9y+2bK6vyGEGZYnR/sAhi0RUIZn3ZlcZ/iBjKWp0fjWvGFL+z7iq7tssi/F0/OgCGp+OZu243Rl5X4OjhYcHB0gwdp8uDjMAC/nrYoNqWtouoZ6pQQfmTeepolsNlYPDkxLhBuzMUVbxREQ59EU6ST2PCOp4jr7bsUiGVPOt7Q7J0MIeG+g3+cyIb3Zrvc5KGZz6e+fUqSLHW3Xmcb5nM6yMZiIqUSV2ZgfolDzK8nASCoItRBmigsRqRQXQIIUVylAkJSFG1FEMjjaHQNAXQeuXDmgqgKLdcO9+8J61ZhWKaviui4NeZceI03g6LXS7kR8wOG9kiRHAsC29mNfkfFzbzTaNOSnyKAn0deDGl9DnGTRfNjhvB9CikfSwXDNbDYr8ahKziScMtCSQaGSHyap0jsm9A8+bsweQLPvkXX7x0hxczGG2sFFvYlwD3A8j3ZdFkcXG5ix9PEf1j4nvHzrlP/+Y5/m+9I3UlVvsdIFs4SLSlTLZeIkl5xA0da8QzuaPgx35iu62Yw1lkLg0mHF4dGMo/sV2lUEZlROuX3acLIxRhp7VbUMVdhHQCelaAkFsSSE/XPt+pllAGz5UwIlYmu+MH+otm1QlFk9swiuqiOmlPMJSb7XNuDybnCMruuaugpWTiNfG8kJg53gYgYKCG2OQDKwY8w/ZF+OkmKgSNFosqgdMdX8bDbrAZrPz9K0LavlKvuceNabzrQJ7YZZXbOoKsAcyLtoeX18sAzbquZ0Kli4fwgBzeUgmmaDSsJ7R9d2nBwfs1yu2DRNNsVY21VT9gtJvebRnGYHsNUDIx0S3rl+PA48o0/1mjVcpRSP+buY429VB+p5TahnoKYVq/2CugqId3zuM5+iXa25eeMOnR7xDU88zcm64e6rL/IP/87f4uYrn0RmG7z3Geg5UqekLuKpuH+34+Uvr2lWwqbtWK0tK7zLNSvyCB9avsu3xtNLhg0yIJm9AIl83eGaGRhIkV3kjPBYbpgU2lx/TbqWdePYdC2dRlTg6NIRVVXh8MyqWU6PocSuomsdziW8n7FYeFabltNVg1sJsjEQMpRrUjTax+ERcSiRSNdrTIzfKkR6c1fqnaZLmxW8IlH7wAafTb9jfFDqcxYNcumcGJOlJ2hbmjaOBNUy37e7SHsAWi6hWeDKwrFg2qFK8QGqWcLXlsTS1zltQSm824MgD+IslUb2QYwymNwF+/vwqObS0QyAUM1ImGN76sybsUTgqpaKA4+PJnD0Wkn3/nl2w2j9KXlktriEjpB0z0BKCOuuhFRG97C9zxpaTh5lMh0uYfcIIQzaI9lxoCaXQchD1gCS7/eVoqzl+LGSyYDLSErM7eon60No1LZOHv08G5+1u3/nWjKcU7KHa84cvhXFVoSt3dsP/Dhv25bYC1ArC/YYqCXg+VeP+bUXbnP56mWeunZg+WsSWUvUUFfz4TV1BmY6jThp8eLxM8fBbI5qomk6FgvPtWtzNF3m8DBwZXXAlZM19a373Li75Hid0HEkWwFGCsjwzCnlBIPIaJxtAyPvfB+pVUBzFSqTtlOkntW0XZeTuDmrYh8CVeUpnLdpu60swVJMes58JvoiramEz5OBq+CkjBZLqNh10SJ0MiB3Yk7eIvTJ7kJOhBeCZa522X+rL/mRny/4wKZpuXnzNgeHB9lMVgxaQ3+oghNPIudw6ewaLkbqukKxcGvJvnfOW3uapmG5PGV5smS92WSn2HFWdgGNdF23NfA0v7Div1IgRYHdxR+rH4daxqItWCWhXkyJrrP3XYVAPasItWc2r5m5yjR0aYXUHu/g+P5tXnwhcePlE47XNW/7hheZLxb8d3/3p/i1j/8Sb33bnPn8iGV7n3azIklN3EREPMTAKy+suPnyhmadS140Hc55ZFzslNFQO/PjATQSRMZUfGYY8S+kZGM2DUXhSb1WqmdKW3iLThPrpkWWa8syXdV48XTS0rUdgQofAq6ysem9UGtF1A4JK0tGKZbNuutaExpTJHU5IlIk54DtSC6hXjPQGz1YsnIdQuqDLLY+YH2a+bGFwBuPTtHAtSvzmpRBuIGatussuq6Lo6zX51AeWCmn3IAhz5aZ6cxkaHmjINRKmCnVLFHPhVBBrmhjoz5pr8keuYdbRv/gqSulbYuZ27FY1DhvCR/N5JmzaFP4g/buHuNEm4+DJnD0Guj8d7JHp3EGGA1gRMazldFxFHChvYSto/O22qLaq6GLPfks/7GoBXLW4zHs0D4b6nihHBa2Pjx8pIHZUmvueeT+PMiTZBzxcBGHHOls8qL5IEBUsrqerxTS/vHOWOFEtvu0tHlvHw6Se2G6JVLO5QKLqolNq3z2hdvM5nM+mJ7hnc8sbPEWk1iJyRaYpLmOVpe1H+DyvzCrOJovWEuiCgfU1Vu4dGnO6fHaSiecrLl0+R6zl27ywqvH3Ft2NF06m02bbSBbNIGF8Rag3tdn85ZhdzBh5WdO1k6q0JuGnDetT3G2DuJ6hthF7cePy3YB7yxJnWoihEDXdXnx8MO4zeDIQu9dLlhZfOXM1OZdaW8Gc9lkVdeVOao6R1UHgg90bWdFLmPs3/VqteZ0ueTg4IDDwzmL+awP8++62Jc3APrM4OY0ngjJjospWtI7AXFmelgul9y/f5/1Zk3X2aJVMlobZefzlEY8ATM354E9nhkCOatyflej8VcAUpGkFaXroEvBwqtTtGzbeX6ESsB1RI34WQvaUs1WtK2wXK64fSfymV/957z00sv8ykd/gbc/fcTB0YIwm3G6OSE2SlTwOqOqHad3Iy984ZSTew1da6XnzTHYzJ+43Vl6Zhpta4F3WcK27Dg61fyyJAPj8YHOJWLsMnjY7kgZd2qvHbH/Y0psVg2nInjxVi9ubuN1np8rhKovyeKih7TGyQbJyUJLqZnYdlajzJW2JhLRnJl7IbW8/PLQLgdq5JpsOamkbMmU0gt99v4tNxfJ5greTLApaR/kEKPV7mu7aI7VaM/XGa8/OvTRNiuU3K8e720MSa24OuFroZoJVaXMD2ExhxCyn6GS4//Bq4dW6LQ4phenddNO13VgvWn63GjjERNjMlDXxR5Q9uO+DK+HBdqvkyZw9Ihot6RDITdStWypNbMvSKmTJKMFWnuR9qx/SA9wdCgfouOVe+u4Mi0HX5Bxe0tjvJYkYa6/XpE2SnHTQRuzXbbEJp4bAaM8oZ1a9MFIit/fcdvaLDIj1Lww7Ge1Wkzt25cqM121D+IqurUzJS1GiKnnoTuMYtg7WqAyc4spjvrL+vnmnft89JMbXn71Dh9+3zv4lve9jUsHFaLeHDaVLDFmJ0lV0GaQDJ3DVY55vaAWTz0LzBczVlesgvkTyw1Hlw4JdY1zr8CNu9w7bWk6JfYNlx1AuPtAmv1c7Dk0DYUkbfyVcFpv7dISBVaSQrre76WqKlwwX5pYzGr5fSIGEop5bdzvTsy0Gykg3960CQOCZtBIeX/JHJl9zoTtnWmMENOKzua1SdNq5l/vPLppaLKTbdEgrtYbkipVXXHpUk1Vz7JTeKIkv3PiLKdT9vEA+kK2XX7OEEzz13Qdd+/e4/69+6zXm9wH2zUD++jV8WLfazi2ecO2wngEyumH9da4Lf1dQqvXm4bNZmO5tqouF0mNVl6iBqHj+tER2i44PfWE2vHS85/h4x//BNeuzrl8xbFulNRuaDcKndA1EXEVivDKl0+5dWNNtymAjy2wYv5S+4W5XerXuPyHpdM4e0yvSZHtZx/mZEmWQWGZ/bzvjyvdP9KgpKS02rFaQXA++20FYhdtLEXNgWMlvXVNipGYKlQDQsK7aEEByfQ/kUgnHbjcJs2aXS1cRPp36BBcLrgr5sVcGIyBpNKX/bs3sxJqCU5h8PUEMjiKxPyx+SRUtWVg30qhIZjjd25Lyl1VIjzJAktdOaoZuHnCz8DVSqiUeg6LQ2E+t5xLgkOSI0XBqcelAMHTOgsesLp0+TncUC0gpsRm03K4qBFxbJqW5WpD07TQDa8+D67HhYl6msDR66Ae7LhRjNhYf8swobeYX6+5GEBBARWmkS2z3BbSs8NiAEjjLez5VRL7CfSuJj1jFtk6TyFL8wMTsWifZAthBkdjjc1YyzQGRwKkneuf349l0o7ESj3z57ayqvTfTvt7hLOjVXpwO8p72A/IxlhDnLPK3jsHdjFx73jFyemaV2/f4+69e3zHh97J9ctX8MEyZGvEojiiPXdMkeQjresIrgWpc0SXp64qVKBNQtc1XLp0yGw+p67n5v8ioC/d5d6ytYy+O6qyQXs0NLRfbIGx2SYlk8C7zvwDUoxILrnhnZmbCoBOsSV2MZflCMTO0XWRtu1ywUvLIp0iSFXhnIXzF6As4nqtW8rmAC05YZzkBSn3u5ALg2r2NTItUQiB4nhafqesLQreHKqbxsBCzKtTlZ22SzSZDyGX4MiayJRIJJwvUW05R5JYfinnPcX5WJJyerrk/t17rJcb2nYIf5Yyyc4OkTO0HS8pwzNrfwBKKYrsMvCP+Owb5nOYc9NFlqsV6/UB6/UGVzXMZ5X5krkKiUJKLW4eQOa84x3XWK8dv/qpz/KWtxzytrdfYnX6KquNlTFBHLGD1HY4D8tT5dYra5q15vp/RQ+T524GziKCtudkQ79wEurQF/tA0p4tlgk6mdl/FzzJ+I89jcn92nWR0+Ua57yBpFARqsp8LLUAXAMiXSto6yFa/USNWdsj5velzvzKnAqqzqLP8r8BEIOow4vvQ/Ula5ByqBeC4HQoQZSS1XIr4yK5YYYUwW/8D2fZub0YH/FRcBEssNSAGQlcckgSA4JZNSPY/K+CUGfHa7+AsBBclfB1opoJiwPHbC79PTQKqRUL4Y8G8lxHX5TWObGM/9BrUWNMnJyuc+kkz8lyzXLZ5LE1Uik9blSUaQJHD0sjCebsvpGjIPQgp/9ZwFDeWIBRQelgGokykQq42KMceU1Uyj/AUHG50BboEJOuB8lCBum/gKWxWW30sGVh2wVH6MM7QpfrWP+OV5Qib53XD6MXsgU+2c+cL5xtD1rJZOuOPkf67YYti7NotrunG37hk18ixo7v/00f4GCRQZFCTELATGzGWCBuIp2PiOvw80BSY2LBFT8dIFqNsGfe+haqusYF0+588aXb3Dlp6Yo2aqSJ6KMF+2cb+iCvgQYUfHYg1QSYr0/XttSz2kxIMeboSOi6zsAD2SxXSR9W75yn+K2JEwMr2ZxWSnE4X8CRosnGTF8Uo4y9MXmPajYXjQC3z2C9bTvms1mOvsyaIClarkTT2n3n85oqVINJxDmCeFpte3CIQpUXrLZrQQLe+exvZM9ruWkSm9WGZt3SNl1fYuahaScibazt6C+j4zlGLnC7LVQVzU3bKaerDcv1hhQjlTcweDA/oppVnC5PaDYrKjQnLD2k2TSgDc8+e516rqxXHlzEe+haJanDB8G7wKv31ty73xCj7p9bOprDjDQ5F9B4SMr42Ub7xjxqVxuqmvrxOwiZZd9W9263a9S9McGm6dDjU7qsfVut1iwODlgsFga6U6lCn3DRUVGT1DQ0idwG7/GlzEiviVXcCDAX+Ge1FCsqyWVV2sYEJ1UDTFqCZcj+TPZxfVqJ4bkURaXUCjFgZI6N0ap6ePApIREqsbFbNNguOug82kGMFpFYyh4FH1jUgTBLuFkizMDNLKt4qJWqFkKQXpjXNBQF0WSmxqZN2RwqlvYiByYUP0lNsF633GOFF8d6k2vyFS3ReD0tOaR2QfAbSBM4eq20hzFIn+Rv7BRdZqT0TqKxL2ZpOVNEBiDBCFgME32ov3RhA8qd+sGUnelySHRKlqXY+W1pvTd59arxETO2Pyi5Y4pTXElPv92cwQxXHMXRtLNYyNbXztZ8Ke2v14PLkqCSrbky1oUweuw9vXJeb+204IJ1rde65V9nTHQ711VVkgon64aPffolDuYH/NB3XeWwqoBESJCizXgRhzYJwRPX5iMj3iG1p2tbXGWRWHM/R6JjuVrjveOpJ6/lsWLXiF++yb3Thi6WUO+h77bbOO43QWPJZ+IJ3vKNGDMy8B67jkiy/CbO5dQNMZcXser1FvpuhTBFzAela1vEVaQEm82mXzBCdpqWIjXnxhkm3g5J3urjkobCbDm5DRUilnbAIVS1aTfbtqWLkU3T0LQtbQZHi/mMw8MFVVXRNS2r1ZrZbIZ3ji7Z3Cxm0wIEY0posvIN1m5zMteYaJqGZrPhdLUyh2sGgD74F+Y3sMeMW1YAkV1QOPjLQdbSjAF4nmPFXywpNF1itVHu3VtxdHTMfF4zn9XU1RwfA6nzeA45vhXZbBxH77jC7dufI8WOK5cvcefuKzStmUBUO4tyIhDqQLOCm7c2LFexN6nuBnWoWkHSkbV+L20JkeXd5/PPn4JFOzM6OQsBu2PlQploa+dwXkJpu8jJyYpN03JysmK+mHN0dGQpIQoPJI9RFTyBKtR4cSiJpmssqjMWQbe8XvvLxrmZbb14ggvMqhkpJ1L0TogOM3dliJdQoiY6jXZPld5M3fvEmQoIRFFvDt5OkkWJefDBuiqkLAQ50xpJchYYsnEkJ2w2kba1JLOIIGpRoHUI4CPeJytv4zSvIcbjSFbMWDtP1ypd25JaJW0E7VyZ0aZZ05zhv/d/tbG92XQ4TJBKY946GkvihmS6j4smcPSwVN6nDsuxZCYKmbm50Ks4bQy4HKFjauaQAdE4sqDPW1Gmno4YazGJeZ/TuV8kmQ6xAVAK/Jmt2UnJGTEAI1T7iJfCyYrZbHjmQSNUwNTW/j3N6UPnd6Lnep3LSNlz/kDfFfXsvH0mr36Bha22bYGpHUb+mmlY4QbTVSmPMXqQMUiy0PbEyVL5J5/4AteuXuG7vuWb8ZpwmnDF0J8UCYJ0CSWSROikJbiAuEC3WTLznrZJeIWDqmbTRETg2tUrrNcbVqs1mzbSfPkWp+vWzEgFbGTQPQDP0tbB+VrIWhxNOfTfwFDImXiTU3xloKZr7d4WGZaTWzorjNnVAXA0TbTcLh0gdk6fBRcsV5LXrbHVm0P3dL5IBmZd19eSMwk0mX9RUtbrDW3bUVWBtm1RJJv2zBHctFRKXVcZ4FvOro1ueu2Y9YVlyPbJUc+rHNadiKkDUep6RkyRdbO2xVCzVmHA9QyJHsY0np3DtvJ2bJhb1GgPOEpfYRpGRlfQFM0bFnJJCuX4JKHpmKZNiAtcvf4086OrHB5eZrG4zCsvvkjbCR/8tu/imXe+l1dv3mG9uknlEu060rWSzafmc+NdwEnFndtLKyjbpa0SEAMC2H3YfTN70DhtYSMtgseuiLF9uT4EfncH9PxrrInaT3LmV7lkTBaBFteJpo00m5Z2E1ksZlQhZ4x3Fk2JM5+5WZiRnKeNjfnmpeIrZABE0Z5/ieQyGd5R+5A1rbbqz+YV6pVm3VpwRdZAqVM6Ei5rTQ0xmf+iCWCJJNGEYa+IBxcSwaLoCSGDIyDmYEkHfVvTxpGiIyahFVtfYmfZ/U1rlc1tqpBNe5beQknZEdzhSF3M6R6E2AqpjUgM5kuVBY5+mXGDsK0KKUKrEdGSXJitcWVCvvHbIrg9LprA0cNSZpxjZlCScZWw3RKGWGoxiRS1qO0r/jzmc5GjrZL2NW36iVWkz5xNuTiHXlTvpqcdydU5u2/XtZRGFfOAPYZJYFntswWW7PCd0biHw42lZMlh2miOtEu7IGmrmQ9PZbKUpu5pk5NxCHU5RnpwWBJgnlm0+g17NBb0XbMFjLf3ju/WXxWw8O87J0t+5mO/xqKe8aG3v5Uqgk+CwxnISkCb8/lKIkoEp4QDj2hFbBpIORlaB7V4Vk2DV2UmnnnwXD2quX71kPWr90jdACMLkDjzHrc0EcU8U0yE0ocjey/M6xnqxZLFRUs66GcuM0e7lIXpVsaVNZKilZMQV8atQckYE87F/h2eTV6a/SlGC57mdxsLKMpaBOm6fs4kTbRty3oNXZZ+N5sNqsqsrpktFtl5VKiCI1RWPy0mC7P3uQyOCSyCaqTtIEggamdFXgWidiiO+8f3adYb2i5B9qHSUvRz35jS0gPjQTIqi7CrAVHtPyXr0djcpqPri/Mgnrqec/2pp3nfNz3Ld37Xh/nQhz/IweElUkqsTo+Jcc6VJ97Fe97/YQ4ODjk6OOBWt4I0pwpHOOmI3Qbo8AqVD5yeKi+9fMJy3VLWyaGRo8cpGjfOo909O/Nod1rlQ4ZHHgk+vXpqOPhCsXFn50jeGjUlC6YCqeuguBOkyMHBgQkD3kzCPjhc7SAkNmlFh5rPdpJ+vBoKMV7qUHNErhzVLDCv5syo8XjEQe08oXOsvLCKDTHlRota3T4STgUnNo8jkCSR1PgEXvGVECol1Jak0XtBvNUbRCF20teDcyqkTsw3yJcMaBnY+QDiDXBHZdMkA14ur1Vqv0ML7Uzwomi0EijaOTQKEgWXJDukF7lyKGhNbzGh9yfMTpP0DKW8YqfZodsi3R7Oi/XR0ASOXiv1q+XwdzGbFeBTjlPIDqKBGNt+f0otIs5yrnjfO+ttRVBljVRbEueNpewLmlZo8LvwkFMCDDwnaxY0FwNMKQMAGUJi85HZBG2TylkkURwXlyxtdyX3yuAqqKokkRGou5iBbj+aReqVs8advyWVa8ldpJSouW0QaRyv1/jA9vnbLdjpxe32APn9biXtz9vPHm1SVsR7z4s37/BT//jjHH/wmH/hbW/nipsjojjNKRm8B0n5I7QpEmNDdegRKtpmhafCSSBIoHZKt14xE8+Tl69wcnrK4eyYK0cH3L53YqHpueCq6yW1wrq3we9g1qE3Z5rzNX2iQ/ViJQ6SZat1ziJ7NOdRCiFQVdG6eDYjxs4qmDtHk7T3h4oYcPG+9NEQzVikYYff+4K8czliLOGwxH7FZKyaS4Wgli6gJJrM43aQ/IWqqrKGJhGClTVpG9M6zWaW0Vgx4FTKOZiQYlGKSROnJyfcvXOH4/vHZjbsV/Ht7wJS3TjrcP9lc1RLjlYZBK00ZHzMa7cOLydfw5yR696BuJ4f8NTTb+MDH/xWPvwbfjPPvONpy4PUtnRNy9UnnuYtb3uWNtk83WxOuH3rFocHC2Z1DXFDtznBCxCFFIVXXj7m1u0lMV3Me/bSrqSQJ962GPGgC+ycvDN2Hw0NJU9M8y+0KaFdQ1oPYfh1rJnNLWCCUl7DOcQHXIgWqYVpNHFZk6OW3BQHEqx+X10HZr7CE3IJmo4kHW0QfBBSm0zxLsPLFjHfInUQsyYmVB6pAJ/wVWI2s+iyUGvmI/m8AvpErGzRKMYnpWSJPtXSNoh4kprzdNMlUgN4tef1iS4Zoqlm0LbmkC1lsUtAMmDkkzmmQ/Gng+LuUSwlvRCxBXxz28ScyotiwAeLjHu07/1imsDRw1KRZEeFZcsiYon2Bm1MfwrG0FOuTB5j19vrS2r0cdj82CFbk/Zal+KL8GDetD1oiq+S80PR2F5RlM1kW2ry0U3GvgWC9OY47x34UdVmGRLzkU1cO5a5rRIm547rPc+mO5mcd5909BbMdydr4navmUhWIPUhafeuIwPa1t/bovOWIDt0gohlsu4iL7x6h7/7S2uW37zie977DVytF3hnJYryOohKWTCVThOq5qANjuVySe3mBEkWLaYw84EnL18lqXLr7jF3jjcs5nOWq1W+jjHrUkC4gDtr2tgsrP1v12tIs+pbI14DGi2Pjvee4IRqVhGjiZ4l6WbTdtS+omuCaTycOZGa1m5IA5G0pMUZVO6FT/Y+U/l336/O4TRnJY5mgurikFLBwpmN88doTtpVZRqt2dx8i2bz2ZCaIjuhdzkMumkSqpX1hS8aqazZSZEUHeqd1VA7XbJcrjhZLm1NSLFPSDgeGuXBkg6ResigCVGyIJTNDKpWXb6cu0+7Vs7rushCrOZU7DpuvHKDk+N73L//Kicnr/At3/p+Ll+9wmq15OYrr7C633H1yWdZOCFIZDGvODk55dbtO8zmNbE7ptksCf4AkYpbd9Y8/8I9Ns126o5tPrMtuuylbDIVOFt0+uxk2/qjzDfZKiUg5/ORhyHZgWdnnsmoS0pq29z8xKyd0cYZdRcIMeASqLcM2T4EaskZ3x202hGJRQGEOqxSvbNkiLN5jZMKxfL6SLTEoj5A50qFgpI+A8uyH+x3qSuIU9RFXC244AgV1DNBfMxsfrRWqTmfa7I/NDmSCp1CGzPoyRpYEaHpFCUSREiS0DaRXMwpQxJVC23tqDwEZ/UdzZlcjG+r+RsV870Th8s5j7y3uZ9KtxdBQGx8iGCADLKp0DLYB/863/trpAkcvQY6L+uORYSN9DLF5yNrbroMJEKots4rAKMHRFvmoHxtV+oydVxEWya/0RV6k4px5tzCPfcqJrV8TmFFRYoueXi6zkKlU4wDeOqBl/agqtdI7XTZVtTbuAWyo1HS8f4+6wsj+9bwjCOt0BuldR3zz/IMu7csfTaWccUZs1C1Kta3T1b8zK9+Hi/C97z3vVyp5nhRPKCdoFmz4kqqH6/gO6pQs2bD/eNjKqmtHEblzLG/23AYKp55yzVeuXmfpbeoNougGi3EyXwTes2FJryrqLyn5Kvz3rSMLmuUFGiaDcHnCrHZ7GW5ihzOWdSdaSnnqK4B4eDwiK6zchwlQ24SMd+ONuLjkPW6aKxsnKrlC0KJnUUEAVmtHjK40N4B2qaaHZPUBIJSuVw1UYU5s5k51VZVRV3XI5Oy/eek1KqzJHvOmZO5846EEnwFKFUVaNqO2zdvsV6u2GyaXiNWyuqkNIzFknerN3HnsTv47GSfQnFD4si9LCaPtdFkKr4gKSUWi0Pu3b2DarRyKasTvvylz7BZvUxV18znc2oXuHXzlHe85/08+ZbrnJ4ued/738/P/aO/w6u3bnB0eY548GFOqBa0jfDlF29y73hjSoGkZ/jfhRqgLRA0AMEz+887udeunT3h/AVyX+dtH7xrkRv26tmDsPfadC0iptXsUkfbVVTR46NDKkV96vlrFQLeCV4czabBXEUjOHPqr3L2chcsClW8w4lHOvCVaY5CyO87t8OFvK+AA6eWR07U0kyoQrJksE0LTrODdn6KlKBtod1kgJo0+wmZOaxL0LaWUDYlMyuKKG3n8J2QmkgKCYJm4a1oNhWCgIfKYSax/qZlTZJeSRAcRK8k73AeJJrZULF1zoIuuvxs+SW57Fju6UsVvVE8fpceKTgSkZ8E/scPOGyhxkF3z/1u4I8BHwGOgM8Dfwn4s/uOH533AeDHgR8EngBeAP4q8KdU9e5rf4oH0NYqOajBoTjh7hzvzXwWYzzjM+Rz2HO57hZkGAGZLTPWSHcx1mbsGzDKkMfGNozVl/kclaGu0chnxzRi3Sg3TaA4P48dsy05WTe659Z/O3QWRgxtH7eT4ra1DUD6hd4WUckL2rnJIi+YRFsC6670uiXWDu0ozz8GlCNHkDNnb1/D7O/ilHurDT/9ic+hKN/7jd/A1TCjzgWuiab+Vu9Msmoc4hK+UmazGZvTDavlkkW9oK5rrl6ZcffeXTZrz5XFnKeevMK95avEAsp7EJwZ68j8KAIaI24WsvO161M/IIMPV4wJJwHvK6qkhN6Emvsgm1NFrJzFer3pa/F1bUNVeatMn5rejBSxYpelXloBSE4tsiXGmEP/rXxN6hJtu+7LnCSVrInN2hY1rYzPpjPvhMV8bmBITBvmne9zrIiYUy1CH24cNRfNLW8tn9d1kXo+o+0i9+/do900xC6axklL9uuRcFRG5Y4Zc2vW5udGcl3EEaDqr9QPJANc/ZssLMM52q5jNqtZHB5y786Go8MDDg4PePbZ9/KOt13JPkSWi+be8Zpf+ZVf5Ilrl3jL29/Ktbe+jYOj63zhix/nyvV3EOpDXHVASp6XXrnLy6+e5Od7iLQcMn5S2ZZfzgCdHexUtu3wgTNgSs9O6TNTd5d0VPbnoddW3Tqqiwml6991jJGogYpA8YJxwQBRMU+TEl0pZSMOXBFK7UFL0XADYKnXmiCmZbJ4luJzpLSpI0rCi6NLHbT0IfLaJlxQqiiEVvEVSIlgy5rIzVrpmrxWIMQG4lrRjdJtEps2smmGEkDeG2+LSbLUkceAy3PFmZN3xILlsvdGTrVhDzNo8Qe/z+Ad0dvz9/sdFiWar9+DI/MeR5ziHczr8NhMavDGaY4+A9w4Z98ZD10R+deB/xLjSy8AXwK+BfiTwO8Uke9X1eWe834A+FvAAngV+ATwfuAPAb9bRD6iqq+8/sc5h3Zwxz4GkrKkXXw+yjHm9wDj6LYhV9AwPVMJtWYsMY1ktu15XFozNFFG0WZa8m+MtD1j1jJqv/mqmNmhSNqxi1Zoc49j+BY8OY9jyRislaViyJB8BiDlbx3/yP2g+T69g7bsv+VeOsNoB8a5jeu0Z/JmCs2agR3pc0zFNaR/Wao9Q7LIV8W7xPFqzd//55+jiR0/+P73cTUsqFUJSfA5E65oZqqNIKnDC8wXC+6c3GV5a8ml9hKXn7hEXc3wfsXhbMFTT1zh1Vv3uX0a6aK30PtktZdgWHxL7TKfkx8CVNXMtCRqoe/BianeU0JTh/dzCDWOlLVHprnqgaM46rqmbVtLvth1zOY1dV2zadp8T0eXBmfjRI5Ezt0VgsVutW0LuV5aH/WjVuyUtiN4b9fJZjTJ2ra68tRVoK4sn9FiPmM+n5tfjnM0TTOkIMjReKgimvqFTqAvhyChaG5zVfWodG3HamlRgvROEqkfNkNZmQLkR+OuHxuSQ6GHAeTckPusaJHOBgBsC0Vt27Feb3j3e97L52LLarVitdzQdsLh4RM417JcrpgfHPBM57jx6m3adEpKHU3yXHvL2/n0c78ETqiqBerg5qtLnvvCLdZNm4fwWQHgjOfgFgA6OxN3t+ju+dj7HffVmA+OHn/3z9FxMjo+J4bIAsEZOnP7MdMaMYP8zkoWcjWpAdeaOdNVFppftKAWvdjRNl3vYwzGNzQqTduxXq3xWvJnRaKmnCDbMt0XK5OKDsK3Ztef3u0BNColt5GLQtdZdJpvTQhDLdQ/RWgbpWlK3TNBW0gbgTWkjUXrFfN26QMtah2lpE6y8eqVlH2f0nBI/9KKjrHgHSAnCQUrgSJIwCL6crcrFtigefIVM6R6BRLzquLgYP51AY7+fVX9yYc5UETeDfxFDBj9UeDPqaqKyLPA3wG+A/gPgP/5znmXgP8XBoz+PPCHVbUVkevAXwe+J1/3dzyKB+rvm7/H0UD2DeD6RaiQE+kZq/fe2Kia8+huaYXx9YukKDIMsvJ7/wnbm4YF3fX3L34NKVlCP1+YOOar0y/qmaGUgV3MbCXPzb4ItH285qz+BRixLxniePtn3r2Ibk+9ETCxpxz7MOydNueBph0z3nZbpW+LZtOH631C0rAePiQa0+J4UJ4pd8HppuEf/MoXWLcdv/VD7+PJ2RFJoVYDDKii4vMYUsR1BC8cXDrg1ultXn31VbrYMj+cW2FHV3Ht8IhrVw5oumVfX8w0gZZIsUhwTgyozKqAd2a2tcSO1pEhOCpvUSuapKB/vAsIVtm+aGjM34sezNQ5Nwwz66LVcmUFPUvNtKQ5GiaOTLD2FpREVKuNFoJn0zS9r54VnLVQ/HXTWnoAsXHks1QavOvNauXYtm0JJcN711HXNT5rc50ILmQzMZ2Z08TyGZnYnghVQJxnvV6zXC45OT7l+PiUpo3EoilyxT9IKJqprVVdCjCVfsEcPoOvShkvPcgoi9NYICpn5msul6c888zTPP2Wa3zso79oC1ALbSccHR0xw5MQrl57gpu3b/Pc555jfvgEKodcf+rtNE3LnXvHPHl9Qdd5PvvZm9y6fWLa43GOtf0T+pHSmAUMMsYwH7cj1YZGjfvFNo+R1B4OlOfgtkg2gKJe+MrbFQNIm7bNmkILeHCVoMGBcyTRHP0YQXNOLBxKHudRkS7RNC2BNZUPqFMkZDN9/pimSXusqGJ+k2V8aQbPpTixOkWiJXyULqetKxAlO2S3rdK1WAAFYuU5okAUim3LicMFstVgBMvL4hPpNWAGjoBgmbj7jxO8ryBljRqOHnVJQjUXbQ5ANwTXKFkjKpo1RvkjSnCeup4xm89eE999vfTV4HP0R4AZ8HdV9c+Wjar6RRH5N4CfBf4tEfmJHS3Q/xR4C/CrwP9KVWM+75aI/D7gOeC3i8i3q+rHHkVDH8QTxhN5W7UOMESFFUk3ptQnFyvX39U+beWCOfe+2/t1Z7uVQijFbXQARvl+KYfGbDGmHYZi7Y3nhubvbdc5G8fynX3tRH/JWLM11rhtg6SeyY1+7xG0R4C2/D4rgkrmhpp/9D5FGRDF4fb0Cem2JuqeWatDmzT3eymkXQDTum35h5/8EvfXG374276Jd126hipUqoh6tBXEO7w6pFXEJWZV4OjqEbdeucWNV17l8pVL1HUFMZGayLXDQ9ZNYtUkupILJyaqatavE95bSHtxEA1O0BRpm4ZZ5aiDZxY8XbKyJ/bcefxkGV0ovknF/GalZuqqoq4rYtdZEdgQ6KqQ33rEKzlfkWXb7ottK1v1AhXNjs45hDmbCat61i+Ws1nVAzWXU2TUVaCqQg+QnDOA6YP5icQUWSzmdJ0luSylL5KmoQSGrUCIlsK6LevlkuXxKafHpzRttzXPrBAteX6cRRF9hE4vTQ9j3GczA2pCSvEvKvNxd+aXPi/RqM1mg2ji+77vI9SV4/nnP8dqvWG5akDMdtlmoHyy2rB+/gWefe+3Ik64fPUqKp67d+9zsHiSz3/+Ll94/kY/57RMrLFJngfT2Tl3lnan6m4KhCEeY+AP2z6LX/kqOeYdusMnxgepYqadwhvU8vIUc51k4QAEnFqW6OyQXIC7ZEZifnQdLZaVHZ+Q2s4TyU7NWQOaNINtKXxDDCwUoSnzlJ43OrLZ3hqZygP0ofzZT6iUToz504+xAuBzX8hO/2ruKFVLWWCp0Kzgs3fU3opBm2l7WLdMUMh1IxOoGgDzln1iWLfUTNQGCi2dRun34Gwe9yb/x0RvKjgSG+W/O//8i7v7VfXnRORTmKnsXwX+89Hufy1//2QBRqPznheRvw/8MPB7gEcCjrbaXhbDrRU633/0LZpVGrmGk5qjB86FYdEcARGLLNoWn4IPlOKZu+Ry7pZx9Fj50pxNOOQ6Qb3ZTgoo0jOartLubTCm28bQXS7ysDxq67wCkHT4XxiSYo6vmReOPoHl+Ka7mOQCzn1ml+z+ndvSgyD630XbU5zWz/Vz2iVl58jBZ0Qzt+1Sx0c/+zLHy4bf8m3fwAeeeisHgEfN5NR6QhBzYtZEFOVwPmdz5Yhbr97ixo2bXD46tPpQOC7PDtkcKfdP1jStAwKtmFnOh4qUzCwVvMvOoxZUMJvVBorqwMG8pqo8MQk+FwZIydT+ojZuUowkZyUmLG1Baw7N3kwGeMt1VNe1LSZFk5kSXRxCfFMuXZP6Y0ylL5DNdtZ/5puUa6vNatBoIfoioMnKMlSBWV0zn88IIRCqQFUNjLWualKKtG1L7FoL+89+TVVJ0jpaezOkoWs7NssV7WZDjOaLMRZ0zI+LXKXe8mnRS9/S50Ttz8ljzvuyiOjW2O7/2hlkIiaph2AaMnEOIdE2a975rndQ1/8iP/33Vty5fYc7d67TdnN85WlSYrPZsFy3vPrCF3n6rZ/i3e/+BqpZxdWrTxNjyysvrfn0p1+gbS0v1Vja2PUH2vk5frjt9u75UQDXPjBy5vd58/mifVsXexCUGwCZckbJZDR2KcvUxcSmaRFvucoUxdeOUAdUhKYvJyO9VpHMc9vUEjXgqgyZMm+LJeBBSv6r4oBN76MkvT/S2TbitDflJTFB3KKes2ZWBwBOktGyNWaio8FffARkeFll3XNY8EZdeeZ1xcLPLF2F5ILT3uHUkzrz7RPvcMnSZ7jWnMzF6/AsagV1k1j0X3HuduLwzgScYXh85aD4tdAbBY5+j4j8LuAy5nv0s8B/par3do57F/BM/vtnz7nWz2Lg6DvJ4EhEAvAbH+K8H87nvYFkKL53C95SX+jwM49qKz/gtrjeEL1StBLbiH2sNTlz96S55EF/ia2/NPvIuKztKDXUrF37r7lXLruIx1zEJPecN/A1zf9nFaxzfWh5FpuGM8Qcaouma58mbRsnPUhmfRj5F9MiwYhrPjwS3H6PNjZEs2Qp9JpFzT48n/7yLe4vN3zfh075je9+J1erAwJKncCps0RwEbxGohMuHR2xaVpuvHqTG7fuculgQe0DtQtcqhdcv3SJTXef5SZSVTl/j0a8F+qsNSrSohMIzjGf1RwuahaVsQbnQIKjjZY52VTj2LUEhMqKTzqh0awdlYiEgPMeFyMheIQZIHjfsWkaG5fOQVBSEpLXPhTe9YEKSqjqvigsYhXU68rnIIeWkE1oaK5CXlWmIQqeEAJC1pIKdF3bAy6h+HJY/3t8PyaL6cvyEOUUBZsNm9WabtPSdkLMIcsqg1bIeyujEmOkSUrKodw9ss6IQshh2zn6ps/B1WsDGM37YTx5gSo4ZnWVndzNZBGqQGw3zOrAu9/zXj7wLd/OJz7xi3zh88/z5FPXqWaB2WLGveP7nJyuuHXzVX7+n/wjNHU4SVy+dJ31acsLL59ycmrRhr0T9ractvPHmSH/iGjMA/Zd+6I5uM0L94kwFzVzH0uUIiHJwFOTGEBqNm2veazriioXNBN1pE209BLZ+NrfIwd+eoWujbSxIZLounycM6EoO6si2VfP8qta/h+Sbsnk5hpBFiJzBmstPkv5ORQDUb3GqKD/MT8c0kcYWBylpxgBJMn8ovaBg2rOPJgN3XyQhnB+F5wJS97KCmlSvDgz/fnchtI+N3yXezqxPG+qpuUda1TfaHqjwNFv3/n9e4E/ISK/T1V/arT9ffl7A7x4zrU+t3MswLuBamf/w5z3umhXSdFv0e0w1/EyOuQKgt6pgEFK2QI+KTuW5hpo5GPSBaasXQa21YL8tRXqPm7peMEfMyHdOh1b6OGcpz9LY/XLzpX6du9sLc6HxeS2hY1Gdxr8qPYDRqEAzN3F5UEt2Lf/ot95WzZtbEcU7pylox/5fYtaWn2yJBixMi8v3Trmpz76WV65e8Jv/oZ38o4r1zjwUKslLkSxMgWtOcdfvXyZpou8evM2d+4fczhfMHOehau4trjMcpNIujTJ1lkBWEWpczkQeo2k1WXyAnVwve+RU0w6TkqbXUVTrz3L/gY5+7gXIXn7W4DgHSlrj5zTXqsSnSd5u76BHpOWLfug5R8KwdN2HcFBXc1ysknzaTCfIUfXal6UhnptwXuLQgOQ7N/QmwMhxWhuDVVFFTyxaylAVlMcwvxjtOfHTJLNes1quWK52tC2LaLZdKE52k3UEvhpybdUTB95NGcQ1eeS6s22eWblgVLmWT9ktJgMLVpnPquY1cFqvWXN32wxAzqazZJrT13n6Xe9h889/0U+/6Uvcv+04dLlGdefPLJCsynhVHn5hS/yTz+mXLt6ldhF7t5d8sqN27lEizKwlQevRLtHXIyR5MJL9lG6RVkh58pw22t6bslra8t5tHOVLMyUQscpa06tbAu4jYHyroqIh3rmmc0q1EW07Yhdm4G2TTfnhOQSHZEoiSbmnEgChPxcowhOHwoQtlpr2o0AheQ+Kj57W7zmnEcb78vgSDLDLfy3x4LjD6XPzdAexDP3NXU2XReWqpgZT1MxCbqsEBAr0JvT09hc0N5SYmkCMD7gyIW3q1yWC5qmHYSHx0CPGhw9B/y7WATZ57F++m7gJzANzl8Tke9V1V/Kxz+Rv+/q+SvZnZ1jd/++w37ad965JCJfvmD3Wx/mGmeuyWh8yjDhy7Y+MWL+PfjWFNPL2JfoYaf5DswnZ36l/3nxaftuNX4Ittt8LkDaczEpWHJ02cIAUTOvFNQ4DmkemlAWkvNmPkjOqFr8V6yO3f7HkTEHvoD0gl/jZ9Otfjr/WpL/k97ZITvKY1Lh/eWKf/KpL3Pj7gnf8Y3v5P1ve4ZrR5fwfjD5OBVk01EFx5NPPAG+4ubNmxwvVyyqObMQmLHhMAROvSehVJVAPZT1ELESJoLixfpDSu03KbmArKYbflwAOfsFkP2O1N5XCKb67lLKfm0eH2xMdwreR0RMppGc7VoA6Tp7dob355y351VlVgecq8xH07lcvNai6URgVteEEPq5E4LvyzzUlUWjpZQMrAFd7Cz7db6eyy+vn4/O9UDGiUWEtZuGzaahaVpSahnszIN+omg1uy72Ak3xDyqawrHAIruTMoOlAppK5mzvhHldcTCvmc8CVWV+HlXtmS0qFocHHB1V3L9/iyefeSfzgwPe880f5um3v5euOWF5/8usTk4QEro5ZVFBo8rNV77E5vgup8crvvTCTe7cO86RjbCTh74Xj8bj+7x5fxagXHx8f5QM4KjwLCl/P1DQeYNJx0KqMTFNSicRaS3oIKaOWVeRYkW9CITKU/uK1HWWp04USZhvn25I6k048iWa1Exdolbio/DBAo6KU3epzVkEac0qoSEJafYSlAHAj9+ByAj4ZMfn3VXGCUNCxrJd6dvo8cx9Re0rvFj+sRJnZ3kmzV/P5ORETKUFgiNY4dvycrNflPihPYjixVP7mrquUJSmbR4bMIJHDI5U9Sf2bP57IvIzwD8EfjPwZ4Afyvvm+bu54LKb/L0YbZuP/j7v3H3nPToqo+UBL8sOK+7ZwyLfr8t7qaDjMVAq1zvf22WAEyON0EPRuWio3z0og2TnlHP6oNjId0GOsuXU3YOFTGMt196wTS2OovupAEwnVuQxJZuo+04YBM/RX32/j0+5mDH39dpk92q7P3bvve1vVhZYBDZty6dfuM2dkzUv3Tnmw+9+O89ceyInQjNvSOkUXbeEmefJK5epqppbt2/TnC6RlPAe5sGxqALrpiWo4Oqs3gZA8D6YbxOWZE1IoBGfgblVpQdJQiUBNGZnzGxuTCmXsbAcQ0Uj5MUYbOUdQshaL83O1ZipIPo+z1GpQUh2TPVOcK6iiy1oog4GgHwGRyKQKvPFC1WgClUPQqzkgMcH6QMRDCgPwQ0FGJUI0hgt2EC8NzNdEfMV8zfaNLRN20fYbeFgsXeZYiR2sc+Yz/iYMooy8BkLLJJ39Ji/ACNM+7aYVRzOZyzmFfPaGTiqHQeHcy5dOeTw8hHXrh1w9+4Njo/vcHR4wLve/T58NefenZf4xEdf4t6dm1w6rAmSqF0iSQca2Kw23Lhxws07J3RdOwJGZ5p/9lkeRBnJ7/rrbDOEs5OjB0gjPrjXF+jhW3IxncPCxrnmsvR25riUlCiJtmlRjcTY0cSGugvITKFWMy2JQ11nl9k0kDw5UyKGmAwsiy8Aib5Aq8sVCEqkrPeu7xPxksEPfeknwbo1qpAY5d+LO4JteZdlDGv2qRRALfpumxdmkzCOynkqZ6WMRFzuHs3Z4os2yHh5jNE0luKzVtXhtEJSXqIzSJNgWtUoEYdQ+8BiNmM2D2jcWPHnx0iPxSFbVRsR+eNYaP73i8gTqnoHKMkd6wtOn+Xv1WjbOClkvfP7ovMuauM7ztuXtUpvH1S+IzNX0TyM/IbOXpwRQz1HE7SPA+293JAr6AKIcM7f9JPg/HvbBuNJ2weeZVDnaVFMleqK/5DSSzsPRv5joLJP5TNM8LFc2/eGWtJCFe01MhfeTYtGa5+8e7HTdWmDnvdOS2ePFQO5b3uTwI4/irXJNDOaIi/fPeFk9Twv3znmg88+zbueusbRrKZ2IZffAF21yCxy+WBGVT/N8fEJ9+/eZ3N8yqZtmFUB5x1d00CXCJXr86oEJ1ShIgjUXqi8mPYoO3HGlMyRIAlec8kbUg6NMSm4a1t8qECz4JdBjObw4xIpBvQJQ0WE6DWbDgZwVMoXOGdScfCl/I5Q5fxF3ueSJMmi2ZxzVHUYQFNvqjJQVCJCyz1iZ5mkg7eyGy4jFedyWQa11AAqpt1qNmuapslaFe1f2bYypYR7xy1Td4l6tNc7jJOBXYz8EgufyGOyDp75zDRGh/OKg7nVfqtrx+JgxtVrl3ni2hUOjhYsDjzr5V1efvFzXH3qm7l0+YjluiXUNcv1mruvvMLJwQFt27FZrwEl+MDNm0uef/E2m6aYF88Z6KOxfeGU2gIaWbg792AZBK/Rhbe1sA8Pfh6dUmFfi/e4FuQ/LaN7lxOTRrrkaNVRu2BzLResjQikaJoiIZvVBXWpB8yS8ZLToSyTdz6DowyKHPje9JnHSzYrG84QcNBpImqi6xKxS8PKsTVu6YUVJ5bI0t5JMaGPn1UspxOCx1mYPoPWO2VfrCEZspI0knKFgKiR2CkxgWjAJUd0sY/Gc8FKUyWNeLL/42FN5YROUx/p+7jocUar/eP87YD3Ah9lMH1dFRE5x7T2RP6+M9p2Z2f/Sw953usjOcsTS2bgEnq89xG2TpIHvODzdpZVPP+9lxOco6bY04QHUZE++stu3eUCNpQn2jjibMhl8zrZ15hJj/rZnm0AMyWZ2tDe0el7aJ8Wz5ovw85zmn5OF40aNkCsnjHl11QWwT61wY6GQbPkdrzZ8KkXXuXGvVPe/dRtnn3qKk9dvcTl2ZxaglW2XrWWw2dW88TVyywODmkVbhwf40Pg8OAy69WSzfIEnxQJVrLCgyVNDIEgiSpklXzKkXI5/Le026sjez+ZpidBF5veVOecw2fNS9vFIeOugKv8aK6Qay3VKOanY6H79h1ygkbnnPkJOSFkTY9VSB9SUYCF4Idg14+5zhlKD46cs+STBTi1TUuUzjRPOet2UeeYWc/qtm02Dc2mNYlXLTGqc0qXs3Pbe5W+vtugXdX+dz8VRgv+tn//cGwBmFXwHMxrFvOKw3nF0aLiYFExmwXmi4rLV4+4/uQTXH/yCtXM51IxLXduvcThlbdx6do1Ymq5eXqH0+M7nJ5uWK0U56DyJpUvTzu+/MItjk8sv+64ekkfi7cj9xWAcJbNPeyqtU/cG+2VQSg6k9bkgtu8Ls7ymhbcbWagqpDUAEAq9SodyTnczOE1m3i9R7UjdYoE0K5DvTfNj0s4zZrMZAjAJaEKnuADwQckuwqEyuNbiwq1KM9E79eWtU8+ezQHTWbiTpZ2IpX3lsecjB7JeRN+is+dOIY1LR/pGNXoxMZF0lzuJ1tHVLV3Y1Ry1Gaue9l1nWXVjsY3vHq6rAV3wRFqb6a1mKjEc3Qw4+CgQtuEBiXIeI698fQ4wVG7576fyd8z4G1Yduxdeu/OsQBfyNer8v594Gjfea+L9jEEC9M0+F2k033h8a8b8X4l52+HM/AVs5ALwMG+/SVHTJmHF/sLXATpLrrnWZBUpNSHDLI/04at369xBj5U+7P6uryKsvAMAKkIaEUlNCxGTYzcuH/C/eWaL9+8xzuuX+Id1y/z1OVLXJotCM6hXUKbDakKLA4Oefez76CJyibCpSeusV4teeXLX6JZnjILZscXsbxAdV3jJRFKXpbOEti5mOt+9YgNQmaSnUaIYIkbW7yv+jD+lCMzU3ZsNsnWAIxqAKxUgRcIGnA+ZWZvjNRnp+zgPVSBLlo+ohACVV31fkcw5FeCwbTQpW7Ik2NIzI4RW6iKn1EvaQMaLQFlqYEWo2nFuq6jaRrW6w2K61dp6U0d5nDa5zjSUY6zLa3kCAD3gPws0Ag9MKo5mFUcLQJHhzWHBzXzec3R5QOuv+Uq15+8yuGlhUUHbqwG1Xp1ymp5l2tPv53U3OKVL36cEJccHR7RdYpoS+08TaO88OJdbt05znO0jLWzi//Q/IvzrW0P9PNoV7CT4Wt02tl8b+ffa+98fxDP2m7RmVMvplGbFYrTvL1qJbYJXSkaNlAptQ8GAHIGaMkOx+IS6kFKPh8Fr5YWwmtgVlVUviJ4c0qOmojJwuKlbenaztadrH0lCyveSsCi6nBkjYsT2mgZvlWKEK/0fk1eCJKdpQW6SI5uHdXsFtMEmZ+QR10GXADZP8+Ej7gNomXIAN52XTa7JRwOL1aKJNSeUHsDaUlY+Iqrlw9ZzALtqrFH6+JDWh8eDT1OcPSh0d/F+fl54GXM4fl7gP/3nvO+J3//fNmgqp2IfAxz8v4e9ofznznv9dIQcj/mumzlEHJucAZ+vbTNEHbU08I55rGz0taOMPu66FzgscXYRsfp9lkXMZ4+jUFvt3gIGvOpMxLu/nue2xUXqYEeqv/OttvW4LJNto7cAkh5dzHx7b4zxbQeq7blpbsdd05XvHDrPu+6foln3/IE146Osn9Pwq0b2uWa2eUj3vnMde4vO5559llcPePS4QGf+9QnmHnhYD6jSxHxnlAF8yNKHS77GQH45IiMfLYyUy1SXMyhuZ1a1W7pHIQ04LuUmSlimqJcgBOcFaFNBhhijINDPqZ9rELAh2DRWq0Bq1BZW0PWKlkfiy0UakBHsza3ZJdUcTgX8M7SERhME/MVy6a2YgE205vlakrRAFLbdTRNa+8rZ5wXKSZG6U0aIAawUsSJZwv9lrc+ZiH9QMhjQc2UsqgrFrOKgzpwOPccLCoOD2oOD+dcurTgLU9d54knrzCbV1SVoyMyCzO6zjRa9+/eoPm1NV/8/Ke58/JnqVyEAJ12pJhYrZQXXr7HCy/fsZIYeo45bdw+zhMY5Jy/x+c96Ij9x+7bvguSzgC6MaO5YM4+FCscn79zrd12pGyKtYSQSmqVtIyo36AuBzxUNvIQ03QmSaYpyZhZRHDJ8gMFKcJBMHAUvAGdJCSBmN0HJJvjnFiyWM1VB0qwhwUVuFzyp2ThNpN3Ipl/U44M8zm7PCIQldQKEs3MbkKdOY2rgyjR5ruTrE0t50VEMkDa1boLqChdakkpR4M6Bz4RKm8h/A5mVcXVgwOuXD6w3EexIa472tjyOOlxgqM/lL8/paovAKiqishfBf4A8G+yA45E5CNYjqMW+Bs71/tvMHD0YyLyH44TQYrIu4Dfkn/+lUf9IGMqETJabMZmwO21SKMjS+sefNG9h+xZ7i+41PmS1oPpK9G85Lvuv9ZDPLoyTOR0jgP1+fc8BxVd0Maz8qbsYBvdOtpWr61dZ9o/OoESFmvPdfa4vqmFf8hO8/uNA9NX6FMeFJB073TNrftL3vP0E1y/fMjMe+bBE1Q4XW8Iizmhazm9c4N3feP7mX/g/WyW93n1y19gVi04kEBXbpWN+i5KzmYLom5IzNs/hfkv+BzpZlmazJTVaYs02X8gr2gpJXwfHmPvOHiHy8lcKgJt15lpTYe0GBal43vHVC15whhFmYmAelJucL+I6qDlKNuqYFFAmizyLkUDQmDP7hz9/cD8ozabxgrP1jXzhXK6skKuMUZL6Aqos2rmmtLg/H+2MtDeQdOPgYyhZnXIjteBxcyzmAcOFhWLRc3R0Zy3Pn2Ny1ePEFFUrOKn4klJ6JLgXODenZu88Pxz3Ll5g2a9pGs7NHZoVE5Xyouv3OfFV+6yabqtMVscw7fbt6NJ2gX/+f/dU7eOOWf87/bFPuHuIjpHDOTM5td22W028CDsl22mRaPRp4LQhDaJdplQ1zBznloEwVs5HMBVgvic8FGHABaw/D6Vq/FSgYgBmSD4FPCquFz1oJR9KhYMEbX6f1pK85jfEb2/ThEYhmhJl6PeXJXNajbBcMlZnorSIfkE8YLPGe9xks3flqZDnaXXsJJVjNCuzVVx5iTeaQSveC+4KlgdNY04HItZzdVLBxwc1DZ2JdKl1tosj0TGfyh6mCn8UCQiv1VE/rSIvGdn+xUR+fPAj+ZNf3Ln1D+LRZz9NhH5IzlrNmK11f6v+Zj/i6q+vHPefwrcBD4A/B8kxwiL1Vb7rzHg9/9V1Y8+midkkEZG1Cs5ZDzxhwiDfXDhfC4CY3XQ7lHn73kQ5QVnT/vPtKw0b/wZta9UdB8uJJx74deo/+zDU8sEfaiTho/5fozbs+8zPMxeV9EzKGf8O3/k7GfM2HYutH3vnT4d/yzJAAsAGDLTyplLJKxUwXHb8tzNe/yzz7/EZ1+4wcv37nHrZMnJuqFZdjR3T5m3kfsvfZGXPv+rVNrx9mee5srlS9TeItkOnKdWxYv2QERwlk8pmf+DS/SVue0TB6CC+SJJEmLX0jYby/uU3wmqg6CQ54tk/6EQPHUwP6IiubrszJ90YPxVbbXR0pbpiv57PBpLX6Zk0Xaxbeg2a7pmQ9u0pp7P4CjmT59YtAC6aDWw2rbN2cNnqCpNm6XX8q6FHL5v4M45j/OBLYawb8rv2TcLlpl8XgfmlWNee+Yzz2JesVhUXLt2maOjA3P6JiFeaFVZbVrWG0WpQAKr5Smnx/domnWOLHTEDk5WkZdvHPPSjbtWwFdk8DPS7cYNZjYDRENiv1GbSyLMC1ja1rNeRPunx7mX2n9MmY/nX3/73H1M7qLrn0NZg9g7IoulohD1sBHa08jmuCNuQKK3LNYpVzeQgadokqwN8tTMEPUktdQYEaz/hZzGwluCxKzBHKofZI1mcYDGQAjegEtyybJQDwYx0/54wQVBKhAP4hXx9AV1SycWn7Ck0ZzMY2K3w22NcFtjqJiexblsVlRCcMznlQWMCDldRcVhHbh0NKeeBcQnEi2JlM3oFzn4P1p6lJqjQ+CPAX9MRF7AkjpWwAexiDIF/qSq/qXxSar6eRH5/cD/DSsw+wdF5AbwLfn8j2L119g5776I/A+Bvwn828CPisjzGFg6wPyS/o1H+Hw7JKUdFlm9U0RWsoQ8pHMYji/S6rkSygU0nLN19p7jLlJv7Pt5ATsYcyQ5H/NsyW672ODMkXtukxfe3jxZsvSeQ6NAsGFbYY76sPqvizpe9t7kQa9qV9realt/zICDi29MwUHDVYZab/s6vjxhl5RXTtacbDredrLkqSuHXD864jDU1OKYdcpM4OYXP0+zOsF5z+XDA9y6oRZzinRRTYOUk7ZZEl7pfRgiEXLWXePlkjP9OItIlpzvKJlDdCBlIUGIqZirUp/gtPjpuZzpLqCoWmmR3l8n95l3JeGhgaPYdXgpOVSySS5Z9BXZnDaeZ4lk5j1DlSalq5iPk1ryS3zOO6UGjDpNtK1pVpwT2qZhvbHQ493M1eVnH5Gq5X3vjJYCDEe/yyGVdyzmFbPKMwuOWe2ZzWzxWCxqLh0uuHrlErPZjI5ImAcisNm0rDcdVZgjztN2keVyyWq9huTweNokLNeJm7dOeenVu6yb1rrizNzSs2Nsl2eMfu91++t7hQsnyj7uNZ41I33D3nPP/Ng6cPcs3d68lzFcdMcHk0VcKl1MliVbsuk2gTZKe9rRzjyzAwEtKSy8Lfp4SBC7hMSApwYNFhqvZsKV/G5MY+r6IAOX62z0op6CkMGZc+CUtu3QmJBKLDV3oudrFg0nSFBwBpoQwIOvPDFi2qOicQIsb1HM+YyULiWCCG32z3O9eXE0j52Zvtuc08xXjmruCTNH9EqSRPBK7YWDhZX/ccGRiKTMe/C7ItAbS48SHH0U+N9hSR+/EQM3gjlZ/0PgL6jqXv8fVf2vROSzwL8DfAQDVJ8D/hLwZ1R1X6g+qvrTIvKbgB8HfhD41ny/vwr8qZwu4A2nEjLcL8wjBjjOjps34HO+BxgxiS1+uy3b9NcZbRN2T9ptFOcfcSGTuPByO5zwKxmkF5/T92M+dLxQnm3M9jX7Ppchl82Dnv9MV+wDcvkFye72fZfOq+NWL8meH+MDlKH45daqMQJI6OhC23myirPjSdvx+Zun3DnZ8I7rDU9ducxhmLFIiUU1w3WR4xs3mR3MCQkkOXOu9g7XgcRIyloddZpNUAZWPUKu7GxgyjuclFp01hLvHLWvSWJj22p/2YRo2pYUEy4nfCsgwlxysl+EH1IMaClyiQ5hxrk0h2l1GnNwzWMjhArJxXM1LyLeuVy+wZLvZVcINOZEh6I5H0yk6wQ0O4NLyFFH5o/UtAaMzOlWzo6VseNYD4BkeN3ngYdMXoTFrOo1RrPKwNFiXnN0OOfgYMblK4fM5zUSLPVCJLHeNOArglugydHFjtXpCcvlaV9Lq9m0rNaRW3eWvPTqPZbrZvAJ1LLYjV7GaGyOBZ0zQs8FQtJXSg91ufMOeihh7Iwo9Vru/GDK+bpiTDndRE7mGCE2ifY0ElzIqS4sbF41ZhOv+ff5WCF4ks/5wKqAC77X2Jt2M9ceVNPwojmTvUh2/MaKlznz72mlM7NVl3lIBkZFgHfBtDnqSmya8TyTFYZx3e9Tcn1B0852XUST0jRtX+S8lABStfmbkrLerFm3LW2bfZUqIdRWqDailk6kcizmtSWAzfpxnKJEYrI2POJhdy7Ja43K+fVIItIA1d6khD1dLHmMt56FPhcd/dru86BjL5bEvlrGwgOe7WG77SIV13nXeb1CyWvqwnPh2wPasfMAe8CiCJkBD5me+/tJkTLHgGu0SJZmja5bANp4895RtQUEh2csKva9jzV6nL2vJF/nK3k1Ov7vHIw91nKM53jSsRmxfDijORqup3u2PpgGk4g9Ze9g63K+p6xJLXUH+9w2+Z32fo8M7QSszl1ZwHIqgu0n56HH62vlDI9Htn8dDXiYB/pKB9ye8Vr8ZbLC1OagjMaMljNG5xVTfRmgg4oyD2kdzan9nL1oM3UH+G79LduJhsf7z0u424/RYso7b/KObtX7E+bjxO3cdzzuR5aWMoaTKl2rZfsbPsQmcPQQJCLFsLov1cBEbyyV0i27PmcTvbE09fubR1Pfvzk09fubQ6+l358CWlU9fAPbAzzeaLWvZXoR4KIs2hO9MVRq3k19/3hp6vc3j6a+f3No6vc3h75a+/2RRatNNNFEE0000UQTfT3QBI4mmmiiiSaaaKKJRjSBo4kmmmiiiSaaaKIRTeBoookmmmiiiSaaaEQTOJpoookmmmiiiSYa0QSOJppoookmmmiiiUY05TmaaKKJJppoookmGtGkOZpoookmmmiiiSYa0QSOJppoookmmmiiiUY0gaOJJppoookmmmiiEU3gaKKJJppoookmmmhEEziaaKKJJppoookmGtEEjiaaaKKJJppooolGNIGjiSaaaKKJJppoohFN4GiiiSaaaKKJJppoRBM4egCJyL8sIn9fRG6LyKmIfExE/hciMvXdBSQi7xGR3y8i/4WI/LKIdCKiIvLjD3Hud4vIXxeRV0VkJSKfFJE/LiLzB5z3ARH5f4jISyKyFpHnROTPicjVR/ZgX+UkRt8rIn9WRP6JiNwVkUZEXhSRvyIiP/CA86e+/wpJRH6XiPxnIvLR3A9N7v+fE5E/KCL1BedO/f4ISUT+VOY3F/Kcqd9fH4nIT476+bzP3r78qu97VZ0+53yAPwZo/jwH/DIQ8++/Drg3u41frR/g/zjqu/Hnxx9w3r8OdPnYLwMfA5r8+xeAg3PO+wFgmY+7AXwUOB29u6ff7D55TP3+Q6O+jsCv5T48Hm3/ianv35C+/0f5mdfA54BfzP1Y+v2XgKtTv7/h7+EDwOZBPGfq90fS1z+Zn/vTefzv+9Rfi33/pnfuV+sH+G4g5QXmR0fbvw14Ob+MP/xmt/Or9QP8OPDfAn8c+GHg/3MRo8rnvDsvLAr8EYbyNs8Cn8rb/+M9513KE0WB/xNQ5e3XRwvW33yz++Qx9ftvAT4D/AHgidH2Gvj3RwvG75j6/pH3/Y8B31/6YLT9u4Av5b74T6Z+f0PfgQD/PXAC/PR5PGfq90fW3z+Zn/nHXsM5XxN9/6Z37lfrB/hbubP/sz37fl/ed3OXEU6fc/uzTKKLwNF/ko/5O3v2fSTva9iRDvIEU+CTgN/Z9y6gzfu//c3uh8fQz5eBcMH+v5374q9Pff9Y38uP5H54Yer3N7Sf/yf5uf/oRTxn6vdH1t+lj3/sNZzzNdH3k9/MHhKRy5gEDvAX9xzyl4H7GGK90IdjoocjERHgd+efZ/pcVX8Okyoq4F/d2f2v5e+fVNW4c97zwN/PP3/PI2vwVymp6n1V7S445O/l728qG6a+fyz0qfx9UDZM/f5oSUTeAvwZbPH8jy44bur3N4m+lvp+Akf76TdgZog1ZgvdIlVtMX8CgO98jO36eqZ3Ac/kv3/2nGPK9r7PRSQAv/G1nvfrmIqz42q0ber7N56+O3+P+cnU74+W/iPgGvA/yzz6PJr6/dHT7xGRvyYi/z8R+X+KBS1d2XPc10zfh0dxka9Del/+fv4CKfxzmPPr+87ZP9Fro9KPG+DFc4753M6xYPbramf/w5z3646y1PYj+eeYwUx9/waQiHhsIfhXgP895jj674wOmfr9EZGI/BDm5Pt/V9WfecDhU78/evrtO79/L/AnROT3qepPjbZ/zfT9pDnaT0/k7zsXHFP2PXHBMRM9PJV+vKvZiLyH9vX5E3v2P8x5vx7p92Na0QaLJiw09f0jJBH5X4qIYtE4X8J8LH4a+C5V/YXRoVO/PwLKod//KXAP+MMPccrU74+OngP+XSxQ6TLmNP3bgJ/H+uCvichvGh3/NdP3EzjaT8X00FxwzCZ/L97gtvx6oa+0z8c5Mc4799f9uxKRb8ciPMAcVJ8b7Z76/tHSC5hm7heAV/K2HwB+NGuTCk39/mjox4FvBP49VX3lQQcz9fsjI1X9CVX906r6cVU9VtUTVf17wL+Ijf8Z5gdW6Gum7ydwtJ/W+fvcpG3YS4dt342JvnL6Svt8Pfr7vHN/Xb8rEXkP8DcxBvNfA39u55Cp7x8hqepfVtXvVdXvVNW3YqH8X8Ak7P94dOjU76+TROQDWBTTx4D/80OeNvX7G0yq2mBpXAC+X0SKNudrpu8ncLSfHkY99zCmt4kenko/Xs2+MftoX5/f2bP/Yc77dUEi8lYsQu0ZLD3Fj+1RZ099/waSqv488C9jku2/JSLP5l1Tv79++guY7+wfUNX0kOdM/f546B/nbwe8N//9NdP3EzjaT5/J3+/KXvL76L07x070+qj04wx42znH7OvzL2D5Lcb7H+a8r3sSkWsYMPoG4GeAHzknimfq+zeYVPVF4J9hPPfb8uap318//QYst83fEJGXxx/MKRjgf523lQjjqd8fD415TVlHv2b6fgJH++mfYi9iDnz77k4RqYDvyD9//jG26+uZnscyjwN8zznHlO19n+dowo/t7H/geV/vJCJHWMLHb8HSTvxOVT1P3Tz1/eOhsPM99fujIQ88vedT/FSO8u+35N9Tvz8e+tDo7y/n76+Zvp/A0R5S1fsMCaX+zT2H/AjmmX8L+O8eU7O+rimbev5q/nmmz0XkI8D7MdD6N3Z2/zf5+8d2HF4RkXcxJPT8K4+swV/FJCIzrPbfdwKfAH5YVY/PO37q+zeeROTdDBqjX4ap3x8FqepVVZV9H+C/zIf98bzt3fmcqd8fD/2h/P0pVX0Bvsb6/lGk2f56/GAo9EG11f7om93Or5UPD1c+5D0MBSPPq7nzF/acdxl4lYtr7vztN7sPHlM/e4z5KPBZ4JmHPG/q+9fX778R+BPAe/fs+2HgV3Nf/K2p3x/bOzmX50z9/kj697cCfxp4z872K8CfZ6jj+KM7+78m+v5N7+Cv5g/w741e8HOYxBfz77/JTn2X6bPVd9+D1Z4rn1Jo8HRn+zt3zvsfjfp4t1rzLwGH59zvh7AoBcWKE/4SQ7XmzwNvfbP75DH1+4+OxuxFlbL/8p5zp77/yvv9+0f9/hJmyvxlzDm0bP8F4Mmp3x/bO/lJLhDIpn5/3f37u0Zj+8t5fP9TBuCTgP/t12rfv+kd/NX+AX4HlsDtbn4J/wz4g0zA6EH9Nl4sLvq8e8+5HwH+W8xsucakif8NMH/APT8E/CUst8wGy5j6HzKqTv/1/sEqwz9Mv3/hnPOnvv/K+v0J4N/GzJmfBY4ZsgD/7fxeLioIPPX7o38nP8mDtdVTv3/l/ftO4E/l9fGLwBIDLp/DTJrf+YDzv6r7vqizJppoookmmmiiiSZicsieaKKJJppoookm2qIJHE000UQTTTTRRBONaAJHE0000UQTTTTRRCOawNFEE0000UQTTTTRiCZwNNFEE0000UQTTTSiCRxNNNFEE0000UQTjWgCRxNNNNFEE0000UQjmsDRRBNNNNFEE0000YgmcDTRRBNNNNFEE000ogkcTTTRRBNNNNFEE41oAkcTTTTRRBNNNNFEI5rA0UQTTTTRRBNNNNGIJnA00UQTTTTRRBNNNKIJHE000UQTTTTRRBONaAJHE0000UQTTTTRRCOawNFEE0000UQTTTTRiCZwNNFEE0000UQTTTSiCRxNNNFEE0000UQTjWgCRxNNNNFEE0000UQjmsDRRBNNNNFEE0000Yj+/z5REKK/SqOYAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from magic import *\n", + "\n", + "pet = generate_pet(403)\n", + "plt.imshow(pet);\n", + "plt.grid(False)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ImageNet Эффект\n", + "\n", + "![](img/hard/imagenet-2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Сети прямого распространения\n", + "\n", + "$$\n", + "x_{n+1} = f_n(W_n \\cdot x_n)\n", + "$$\n", + "\n", + "$x_n$ - выход n-ного слоя сети\n", + "\n", + "$W_n$ - матрица весов n-ного слоя сети\n", + "\n", + "$f_n$ - функция активации n-ного слоя сети\n", + "\n", + "![](img/hard/feedforward.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Примеры функций активации:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from prelude import *\n", + "\n", + "def relu(x):\n", + " return np.clip(x, a_min=0, a_max=None)\n", + "\n", + "def sigm(x):\n", + " return 1 / (1 + np.exp(-x))\n", + "\n", + "def tanh(x):\n", + " return np.tanh(x)\n", + "\n", + "fig, ax = plt.subplots(3)\n", + "fig.set_size_inches((5, 10))\n", + "\n", + "x = np.linspace(-10, 10)\n", + "plt.subplot(311, title='Relu', xlabel='x', ylabel='y')\n", + "plt.plot(x, relu(x))\n", + "plt.subplot(312, title='Sigm', xlabel='x', ylabel='y')\n", + "plt.plot(x, sigm(x))\n", + "plt.subplot(313, title='Tanh', xlabel='x', ylabel='y')\n", + "plt.plot(x, tanh(x))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Многообразия\n", + "\n", + "> Множество точек в пространстве высокой размерности, которое можно хорошо аппроксимировать, вводя в рассмотрение лишь небольшое число степеней свободы.\n", + "\n", + "### Примеры:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(title='Sphere', aspect='equal', xlabel='x', ylabel='y')\n", + "fi = np.linspace(0, 2*np.pi)\n", + "ax.plot(np.cos(fi), np.sin(fi));\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(title='Spiral', aspect='equal', xlabel='x', ylabel='y')\n", + "p = np.linspace(0, 10, num=1000)\n", + "fi = np.linspace(0, np.pi*8, num=1000)\n", + "ax.plot(p * np.cos(fi), p * np.sin(fi));" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes(projection='3d', title='Torus')\n", + "\n", + "def torus(precision, c, a):\n", + " U = np.linspace(0, 2*np.pi, precision)\n", + " V = np.linspace(0, 2*np.pi, precision)\n", + " U, V = np.meshgrid(U, V)\n", + " X = (c+a*np.cos(V))*np.cos(U)\n", + " Y = (c+a*np.cos(V))*np.sin(U)\n", + " Z = a*np.sin(V)\n", + " return X, Y, Z\n", + " \n", + "ax.plot_surface(*torus(100, 10, 3), antialiased=True, color='blue')\n", + "ax.view_init(70, 0);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Convolution Network's (Светрочные сети)\n", + "\n", + "![](img/hard/convolution_encoder.jpeg)\n", + "\n", + "![](img/hard/convolution.png)\n", + "\n", + "![](img/hard/convolution-stride-padding.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Классификация\n", + "\n", + "#### VGG16\n", + "\n", + "![](img/hard/vgg16.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.layers import Layer, Dense, Conv2D, MaxPool2D, Flatten, BatchNormalization, Dropout\n", + "from tensorflow.keras import Sequential, Model\n", + "from tensorflow.keras.regularizers import L2\n", + "\n", + "class Conv2DBN(Layer):\n", + " def __init__(self, *args, l2=0.0005, drop=0.3, padding='same', activation='relu', **kwargs):\n", + " super().__init__()\n", + " self.drop = drop\n", + " self.conv = Conv2D(\n", + " *args, **kwargs,\n", + " padding=padding,\n", + " activation=activation,\n", + " kernel_regularizer=L2(l2)\n", + " )\n", + " self.bn = BatchNormalization()\n", + " self.drop = Dropout(drop)\n", + " \n", + " def call(self, x):\n", + " x = self.conv(x)\n", + " x = self.bn(x)\n", + " return self.drop(x)\n", + "\n", + "class VGG16(Model):\n", + " def __init__(self, out_classes, l2=0.0005):\n", + " super().__init__()\n", + " \n", + " self.encoder = Sequential([\n", + " Conv2DBN(64, (3, 3)),\n", + " Conv2DBN(64, (3, 3), drop=0),\n", + " MaxPool2D((2, 2), strides=(2, 2)),\n", + "\n", + " Conv2DBN(128, (3, 3)),\n", + " Conv2DBN(128, (3, 3), drop=0),\n", + " MaxPool2D((2, 2), strides=(2, 2)),\n", + "\n", + " Conv2DBN(256, (3, 3)),\n", + " Conv2DBN(256, (3, 3)),\n", + " Conv2DBN(256, (3, 3), drop=0),\n", + " MaxPool2D((2, 2), strides=(2, 2)),\n", + "\n", + " Conv2DBN(512, (3, 3)),\n", + " Conv2DBN(512, (3, 3)),\n", + " Conv2DBN(512, (3, 3), drop=0),\n", + " MaxPool2D((2, 2), strides=(2, 2)),\n", + "\n", + " Conv2DBN(512, (3, 3)),\n", + " Conv2DBN(512, (3, 3)),\n", + " Conv2DBN(512, (3, 3), drop=0),\n", + " MaxPool2D((2, 2), strides=(2, 2)),\n", + " Flatten()\n", + " ]) \n", + "\n", + " self.ff = Sequential([\n", + " Dense(512, activation='relu'),\n", + " Dense(out_classes, activation='softmax')\n", + " ])\n", + "\n", + " def call(self, inputs):\n", + " x = self.encoder(inputs)\n", + " return self.ff(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.cifar10.load_data()\n", + "\n", + "labels = [\n", + " 'airplane',\n", + " 'automobile',\n", + " 'bird',\n", + " 'cat',\n", + " 'deer',\n", + " 'dog',\n", + " 'frog',\n", + " 'horse',\n", + " 'ship',\n", + " 'truck'\n", + "]\n", + "\n", + "CLASSES_COUNT = 10\n", + "\n", + "y_train = tf.one_hot(y_train[:, 0], CLASSES_COUNT, axis=1)\n", + "y_test = tf.one_hot(y_test[:, 0], CLASSES_COUNT, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_images(x, y, n=3, offset=0):\n", + " f, ax = plt.subplots(n, n)\n", + " for i in range(n*n):\n", + " x, y = x_train[i + offset], y_train[i + offset]\n", + " ax[i // n, i % n].imshow(x)\n", + " label = labels[np.argmax(y)]\n", + " ax[i // n, i % n].set_title(label)\n", + " plt.subplots_adjust(wspace=0.01, hspace=0.6)\n", + " plt.show()\n", + "\n", + "plot_images(x_train, y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "def normalization(train_images, test_images):\n", + " mean = np.mean(train_images, axis=(0, 1, 2, 3))\n", + " std = np.std(train_images, axis=(0, 1, 2, 3))\n", + " train_images = (train_images - mean) / (std + 1e-7)\n", + " test_images = (test_images - mean) / (std + 1e-7)\n", + " return train_images, test_images" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "x_train, x_test = normalization(x_train, x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-05-04 21:37:42.250958: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8303\n", + "2022-05-04 21:37:44.420415: I tensorflow/stream_executor/cuda/cuda_blas.cc:1786] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "391/391 [==============================] - 35s 71ms/step - loss: 14.8137 - accuracy: 0.2388 - val_loss: 10.8802 - val_accuracy: 0.1960 - lr: 0.1000\n", + "Epoch 2/100\n", + "391/391 [==============================] - 24s 62ms/step - loss: 8.0008 - accuracy: 0.3010 - val_loss: 6.4510 - val_accuracy: 0.1504 - lr: 0.1000\n", + "Epoch 3/100\n", + "391/391 [==============================] - 24s 62ms/step - loss: 4.4292 - accuracy: 0.4202 - val_loss: 3.7398 - val_accuracy: 0.3531 - lr: 0.1000\n", + "Epoch 4/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 2.7836 - accuracy: 0.5283 - val_loss: 2.4155 - val_accuracy: 0.5282 - lr: 0.1000\n", + "Epoch 5/100\n", + "391/391 [==============================] - 24s 62ms/step - loss: 10.6474 - accuracy: 0.3153 - val_loss: 9.3212 - val_accuracy: 0.1820 - lr: 0.1000\n", + "Epoch 6/100\n", + "391/391 [==============================] - 24s 63ms/step - loss: 6.3929 - accuracy: 0.4049 - val_loss: 5.2463 - val_accuracy: 0.3155 - lr: 0.1000\n", + "Epoch 7/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 4.1962 - accuracy: 0.4471 - val_loss: 9.9500 - val_accuracy: 0.1504 - lr: 0.1000\n", + "Epoch 8/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 7.3327 - accuracy: 0.3525 - val_loss: 5.7321 - val_accuracy: 0.2927 - lr: 0.1000\n", + "Epoch 9/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 4.1783 - accuracy: 0.4841 - val_loss: 3.9754 - val_accuracy: 0.3392 - lr: 0.1000\n", + "Epoch 10/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 2.7838 - accuracy: 0.5486 - val_loss: 2.6254 - val_accuracy: 0.4780 - lr: 0.1000\n", + "Epoch 11/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 2.1628 - accuracy: 0.6026 - val_loss: 2.1694 - val_accuracy: 0.5750 - lr: 0.0500\n", + "Epoch 12/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.8302 - accuracy: 0.6559 - val_loss: 1.9418 - val_accuracy: 0.6007 - lr: 0.0500\n", + "Epoch 13/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.6696 - accuracy: 0.6753 - val_loss: 1.6778 - val_accuracy: 0.6619 - lr: 0.0500\n", + "Epoch 14/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.7136 - accuracy: 0.6711 - val_loss: 2.0501 - val_accuracy: 0.6052 - lr: 0.0500\n", + "Epoch 15/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.7350 - accuracy: 0.6902 - val_loss: 1.6713 - val_accuracy: 0.6989 - lr: 0.0500\n", + "Epoch 16/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.7398 - accuracy: 0.6893 - val_loss: 1.6240 - val_accuracy: 0.7184 - lr: 0.0500\n", + "Epoch 17/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.5831 - accuracy: 0.7277 - val_loss: 1.6689 - val_accuracy: 0.6831 - lr: 0.0500\n", + "Epoch 18/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.5172 - accuracy: 0.7310 - val_loss: 1.5677 - val_accuracy: 0.7163 - lr: 0.0500\n", + "Epoch 19/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.4866 - accuracy: 0.7387 - val_loss: 2.1294 - val_accuracy: 0.5194 - lr: 0.0500\n", + "Epoch 20/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.7610 - accuracy: 0.6902 - val_loss: 1.6858 - val_accuracy: 0.7062 - lr: 0.0500\n", + "Epoch 21/100\n", + "391/391 [==============================] - 25s 63ms/step - loss: 1.3954 - accuracy: 0.7872 - val_loss: 1.3915 - val_accuracy: 0.7748 - lr: 0.0250\n", + "Epoch 22/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.2575 - accuracy: 0.8103 - val_loss: 1.3030 - val_accuracy: 0.7838 - lr: 0.0250\n", + "Epoch 23/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.1876 - accuracy: 0.8175 - val_loss: 1.3752 - val_accuracy: 0.7542 - lr: 0.0250\n", + "Epoch 24/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.1614 - accuracy: 0.8164 - val_loss: 1.2321 - val_accuracy: 0.7984 - lr: 0.0250\n", + "Epoch 25/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.1725 - accuracy: 0.8141 - val_loss: 1.3856 - val_accuracy: 0.7530 - lr: 0.0250\n", + "Epoch 26/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.1820 - accuracy: 0.8161 - val_loss: 1.3889 - val_accuracy: 0.7591 - lr: 0.0250\n", + "Epoch 27/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.1399 - accuracy: 0.8308 - val_loss: 1.3383 - val_accuracy: 0.7554 - lr: 0.0250\n", + "Epoch 28/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.1648 - accuracy: 0.8290 - val_loss: 1.3596 - val_accuracy: 0.7799 - lr: 0.0250\n", + "Epoch 29/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 1.1837 - accuracy: 0.8236 - val_loss: 1.7721 - val_accuracy: 0.6478 - lr: 0.0250\n", + "Epoch 30/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.2313 - accuracy: 0.8226 - val_loss: 1.3831 - val_accuracy: 0.7845 - lr: 0.0250\n", + "Epoch 31/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.0641 - accuracy: 0.8771 - val_loss: 1.2443 - val_accuracy: 0.8168 - lr: 0.0125\n", + "Epoch 32/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 1.0457 - accuracy: 0.8704 - val_loss: 1.2520 - val_accuracy: 0.8121 - lr: 0.0125\n", + "Epoch 33/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.9642 - accuracy: 0.8983 - val_loss: 1.1708 - val_accuracy: 0.8365 - lr: 0.0125\n", + "Epoch 34/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.8905 - accuracy: 0.9150 - val_loss: 1.1714 - val_accuracy: 0.8366 - lr: 0.0125\n", + "Epoch 35/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.8498 - accuracy: 0.9209 - val_loss: 1.1787 - val_accuracy: 0.8265 - lr: 0.0125\n", + "Epoch 36/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.8196 - accuracy: 0.9239 - val_loss: 1.1423 - val_accuracy: 0.8385 - lr: 0.0125\n", + "Epoch 37/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.7924 - accuracy: 0.9285 - val_loss: 1.1533 - val_accuracy: 0.8338 - lr: 0.0125\n", + "Epoch 38/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.7779 - accuracy: 0.9312 - val_loss: 1.1761 - val_accuracy: 0.8278 - lr: 0.0125\n", + "Epoch 39/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.7638 - accuracy: 0.9325 - val_loss: 1.1526 - val_accuracy: 0.8331 - lr: 0.0125\n", + "Epoch 40/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.7539 - accuracy: 0.9329 - val_loss: 1.1873 - val_accuracy: 0.8208 - lr: 0.0125\n", + "Epoch 41/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.6802 - accuracy: 0.9568 - val_loss: 1.1046 - val_accuracy: 0.8514 - lr: 0.0063\n", + "Epoch 42/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.6356 - accuracy: 0.9668 - val_loss: 1.1110 - val_accuracy: 0.8496 - lr: 0.0063\n", + "Epoch 43/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.6107 - accuracy: 0.9699 - val_loss: 1.0948 - val_accuracy: 0.8533 - lr: 0.0063\n", + "Epoch 44/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.5928 - accuracy: 0.9710 - val_loss: 1.1309 - val_accuracy: 0.8514 - lr: 0.0063\n", + "Epoch 45/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.5812 - accuracy: 0.9715 - val_loss: 1.1367 - val_accuracy: 0.8467 - lr: 0.0063\n", + "Epoch 46/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.5702 - accuracy: 0.9719 - val_loss: 1.0949 - val_accuracy: 0.8550 - lr: 0.0063\n", + "Epoch 47/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.5591 - accuracy: 0.9709 - val_loss: 1.1002 - val_accuracy: 0.8501 - lr: 0.0063\n", + "Epoch 48/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.5450 - accuracy: 0.9734 - val_loss: 1.0774 - val_accuracy: 0.8494 - lr: 0.0063\n", + "Epoch 49/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.5357 - accuracy: 0.9742 - val_loss: 1.1080 - val_accuracy: 0.8547 - lr: 0.0063\n", + "Epoch 50/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.5279 - accuracy: 0.9737 - val_loss: 1.0916 - val_accuracy: 0.8477 - lr: 0.0063\n", + "Epoch 51/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4953 - accuracy: 0.9828 - val_loss: 1.0857 - val_accuracy: 0.8568 - lr: 0.0031\n", + "Epoch 52/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4773 - accuracy: 0.9864 - val_loss: 1.1058 - val_accuracy: 0.8544 - lr: 0.0031\n", + "Epoch 53/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4646 - accuracy: 0.9877 - val_loss: 1.1184 - val_accuracy: 0.8543 - lr: 0.0031\n", + "Epoch 54/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4556 - accuracy: 0.9885 - val_loss: 1.1068 - val_accuracy: 0.8546 - lr: 0.0031\n", + "Epoch 55/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4426 - accuracy: 0.9896 - val_loss: 1.1044 - val_accuracy: 0.8597 - lr: 0.0031\n", + "Epoch 56/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4394 - accuracy: 0.9884 - val_loss: 1.1048 - val_accuracy: 0.8587 - lr: 0.0031\n", + "Epoch 57/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4303 - accuracy: 0.9894 - val_loss: 1.1091 - val_accuracy: 0.8592 - lr: 0.0031\n", + "Epoch 58/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4246 - accuracy: 0.9889 - val_loss: 1.0797 - val_accuracy: 0.8627 - lr: 0.0031\n", + "Epoch 59/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4166 - accuracy: 0.9894 - val_loss: 1.0673 - val_accuracy: 0.8631 - lr: 0.0031\n", + "Epoch 60/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.4085 - accuracy: 0.9898 - val_loss: 1.0581 - val_accuracy: 0.8624 - lr: 0.0031\n", + "Epoch 61/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3955 - accuracy: 0.9927 - val_loss: 1.0627 - val_accuracy: 0.8628 - lr: 0.0016\n", + "Epoch 62/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3888 - accuracy: 0.9939 - val_loss: 1.0736 - val_accuracy: 0.8652 - lr: 0.0016\n", + "Epoch 63/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3816 - accuracy: 0.9949 - val_loss: 1.0864 - val_accuracy: 0.8637 - lr: 0.0016\n", + "Epoch 64/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3776 - accuracy: 0.9950 - val_loss: 1.0842 - val_accuracy: 0.8634 - lr: 0.0016\n", + "Epoch 65/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3732 - accuracy: 0.9946 - val_loss: 1.0875 - val_accuracy: 0.8664 - lr: 0.0016\n", + "Epoch 66/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3679 - accuracy: 0.9957 - val_loss: 1.0840 - val_accuracy: 0.8686 - lr: 0.0016\n", + "Epoch 67/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3629 - accuracy: 0.9959 - val_loss: 1.0992 - val_accuracy: 0.8654 - lr: 0.0016\n", + "Epoch 68/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3601 - accuracy: 0.9953 - val_loss: 1.0856 - val_accuracy: 0.8666 - lr: 0.0016\n", + "Epoch 69/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3539 - accuracy: 0.9961 - val_loss: 1.1053 - val_accuracy: 0.8640 - lr: 0.0016\n", + "Epoch 70/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3519 - accuracy: 0.9960 - val_loss: 1.1009 - val_accuracy: 0.8674 - lr: 0.0016\n", + "Epoch 71/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3483 - accuracy: 0.9959 - val_loss: 1.0911 - val_accuracy: 0.8679 - lr: 7.8125e-04\n", + "Epoch 72/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3449 - accuracy: 0.9964 - val_loss: 1.0806 - val_accuracy: 0.8689 - lr: 7.8125e-04\n", + "Epoch 73/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3421 - accuracy: 0.9968 - val_loss: 1.0807 - val_accuracy: 0.8691 - lr: 7.8125e-04\n", + "Epoch 74/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3400 - accuracy: 0.9970 - val_loss: 1.0857 - val_accuracy: 0.8690 - lr: 7.8125e-04\n", + "Epoch 75/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3386 - accuracy: 0.9969 - val_loss: 1.0884 - val_accuracy: 0.8669 - lr: 7.8125e-04\n", + "Epoch 76/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3356 - accuracy: 0.9969 - val_loss: 1.0907 - val_accuracy: 0.8680 - lr: 7.8125e-04\n", + "Epoch 77/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3331 - accuracy: 0.9974 - val_loss: 1.0911 - val_accuracy: 0.8691 - lr: 7.8125e-04\n", + "Epoch 78/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3320 - accuracy: 0.9973 - val_loss: 1.0948 - val_accuracy: 0.8670 - lr: 7.8125e-04\n", + "Epoch 79/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3292 - accuracy: 0.9974 - val_loss: 1.0936 - val_accuracy: 0.8691 - lr: 7.8125e-04\n", + "Epoch 80/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3274 - accuracy: 0.9974 - val_loss: 1.1107 - val_accuracy: 0.8655 - lr: 7.8125e-04\n", + "Epoch 81/100\n", + "391/391 [==============================] - 25s 65ms/step - loss: 0.3251 - accuracy: 0.9979 - val_loss: 1.1026 - val_accuracy: 0.8671 - lr: 3.9063e-04\n", + "Epoch 82/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3238 - accuracy: 0.9979 - val_loss: 1.1029 - val_accuracy: 0.8664 - lr: 3.9063e-04\n", + "Epoch 83/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3230 - accuracy: 0.9978 - val_loss: 1.1040 - val_accuracy: 0.8670 - lr: 3.9063e-04\n", + "Epoch 84/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3216 - accuracy: 0.9979 - val_loss: 1.1025 - val_accuracy: 0.8668 - lr: 3.9063e-04\n", + "Epoch 85/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3202 - accuracy: 0.9982 - val_loss: 1.1014 - val_accuracy: 0.8680 - lr: 3.9063e-04\n", + "Epoch 86/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3211 - accuracy: 0.9977 - val_loss: 1.1038 - val_accuracy: 0.8681 - lr: 3.9063e-04\n", + "Epoch 87/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3188 - accuracy: 0.9980 - val_loss: 1.0979 - val_accuracy: 0.8685 - lr: 3.9063e-04\n", + "Epoch 88/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3186 - accuracy: 0.9978 - val_loss: 1.0969 - val_accuracy: 0.8685 - lr: 3.9063e-04\n", + "Epoch 89/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3167 - accuracy: 0.9979 - val_loss: 1.0964 - val_accuracy: 0.8693 - lr: 3.9063e-04\n", + "Epoch 90/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3150 - accuracy: 0.9984 - val_loss: 1.1001 - val_accuracy: 0.8691 - lr: 3.9063e-04\n", + "Epoch 91/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3151 - accuracy: 0.9980 - val_loss: 1.1005 - val_accuracy: 0.8691 - lr: 1.9531e-04\n", + "Epoch 92/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3143 - accuracy: 0.9981 - val_loss: 1.0990 - val_accuracy: 0.8694 - lr: 1.9531e-04\n", + "Epoch 93/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3141 - accuracy: 0.9981 - val_loss: 1.1003 - val_accuracy: 0.8686 - lr: 1.9531e-04\n", + "Epoch 94/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3132 - accuracy: 0.9982 - val_loss: 1.0985 - val_accuracy: 0.8694 - lr: 1.9531e-04\n", + "Epoch 95/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3127 - accuracy: 0.9984 - val_loss: 1.1017 - val_accuracy: 0.8689 - lr: 1.9531e-04\n", + "Epoch 96/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3123 - accuracy: 0.9982 - val_loss: 1.0981 - val_accuracy: 0.8691 - lr: 1.9531e-04\n", + "Epoch 97/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3120 - accuracy: 0.9984 - val_loss: 1.1048 - val_accuracy: 0.8684 - lr: 1.9531e-04\n", + "Epoch 98/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3112 - accuracy: 0.9985 - val_loss: 1.1026 - val_accuracy: 0.8691 - lr: 1.9531e-04\n", + "Epoch 99/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3111 - accuracy: 0.9982 - val_loss: 1.1004 - val_accuracy: 0.8697 - lr: 1.9531e-04\n", + "Epoch 100/100\n", + "391/391 [==============================] - 25s 64ms/step - loss: 0.3099 - accuracy: 0.9984 - val_loss: 1.1023 - val_accuracy: 0.8693 - lr: 1.9531e-04\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from tensorflow.keras.optimizers import Adam, SGD\n", + "from tensorflow.keras.callbacks import LearningRateScheduler\n", + "\n", + "lr = learning_rate = 0.1\n", + "\n", + "def lr_scheduler(epoch):\n", + " return learning_rate * (0.5 ** (epoch // 10))\n", + "\n", + "reduce_lr = LearningRateScheduler(lr_scheduler)\n", + "\n", + "model = VGG16(CLASSES_COUNT)\n", + "\n", + "optimizer = SGD(learning_rate=learning_rate, decay=1e-6, momentum=0.9, nesterov=True)\n", + "\n", + "model.compile(optimizer=optimizer, loss='categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.fit(x_train, y_train, validation_data=(x_test, y_test), batch_size=128, epochs=100, callbacks=[reduce_lr])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "z = model.predict(x_test)\n", + "\n", + "plot_images(x_test, z)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Сегментация\n", + "\n", + "![](img/hard/image-segmentation.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### SegNet\n", + "\n", + "![](img/hard/segnet.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### U-net\n", + "\n", + "![](img/hard/u-net.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Локализация\n", + "\n", + "![](img/hard/object-dectection.webp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### YOLO\n", + "\n", + "![](img/hard/yolo.jpeg)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Transfer Learning\n", + "\n", + "![](img/hard/transfer-learning.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Generative Adversarial Network's\n", + "\n", + "![](img/hard/gan.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Все еще актуально\n", + "\n", + "![wanted](img/soft/wanted-ds.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Вопросы" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "interpreter": { + "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a" + }, + "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": "3.10.4" + }, + "rise": { + "enable_chalkboard": true, + "scroll": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ML-lectures/img/hard/Recurrent_neural_network_unfold.svg b/ML-lectures/img/hard/Recurrent_neural_network_unfold.svg new file mode 100644 index 0000000..7d7db70 --- /dev/null +++ b/ML-lectures/img/hard/Recurrent_neural_network_unfold.svg @@ -0,0 +1,793 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + image/svg+xml + + + + + + + + + + + + + + x + h + o + U + V + W + + + Unfold + + + + + + + + + xt-1 + ht-1 + ot-1 + U + W + + + + + + + + + + + + xt + ht + ot + U + W + + + + + 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b/ML-lectures/img/soft/wanted-ds.png new file mode 100644 index 0000000..58b72b6 Binary files /dev/null and b/ML-lectures/img/soft/wanted-ds.png differ diff --git a/ML-lectures/magic.py b/ML-lectures/magic.py new file mode 100644 index 0000000..80e99b2 --- /dev/null +++ b/ML-lectures/magic.py @@ -0,0 +1,45 @@ +import torch +import numpy as np +from matplotlib import pyplot as plt +import matplotlib +import sys + +matplotlib.rcParams['figure.dpi'] = 160 + +# You need to clone https://github.com/NVlabs/stylegan3 +sys.path.append('./stylegan3/') # because of very strange way to deserialize stylegan +import importlib.abc # fix import abc error + +import dnnlib +import legacy + +PET_MODEL = 'https://api.ngc.nvidia.com/v2/models/nvidia/research/stylegan3/versions/1/files/stylegan3-r-afhqv2-512x512.pkl' +HUMAN_MODEL = 'https://api.ngc.nvidia.com/v2/models/nvidia/research/stylegan3/versions/1/files/stylegan3-r-ffhq-1024x1024.pkl' + + +def generate_img(model, seed=None, truncation_psi=1, noise_mode='const'): + seed = seed or np.random.randint(0, np.iinfo(np.int32).max) + print('Loading networks from "%s"...' % model) + device = torch.device('cuda') + with dnnlib.util.open_url(model) as f: + G = legacy.load_network_pkl(f)['G_ema'].to(device) + + # Labels. + label = torch.zeros([1, G.c_dim], device=device) + + # Generate images. + print(f'Generating image for seed {seed} ...') + z = torch.from_numpy(np.random.RandomState(seed).randn(1, G.z_dim)).to(device) + + + img = G(z, label, truncation_psi=truncation_psi, noise_mode=noise_mode) + img = (img.permute(0, 2, 3, 1) * 127.5 + 128).clamp(0, 255).to(torch.uint8) + return img[0].cpu().numpy() + + +def generate_pet(seed=None): + return generate_img(PET_MODEL, seed) + + +def generate_human(seed=None): + return generate_img(HUMAN_MODEL, seed) diff --git a/ML-lectures/prelude.py b/ML-lectures/prelude.py new file mode 100644 index 0000000..ff38195 --- /dev/null +++ b/ML-lectures/prelude.py @@ -0,0 +1,58 @@ +import numpy as np +import matplotlib +import scipy.interpolate +import torch + +from numpy.polynomial.polynomial import Polynomial +from matplotlib import pyplot as plt +from torch import optim +from sklearn.model_selection import train_test_split +from sklearn.linear_model import LogisticRegression, LinearRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.cluster import KMeans +from sklearn.ensemble import GradientBoostingClassifier +from sklearn.tree import DecisionTreeClassifier +from sklearn.neighbors import KNeighborsClassifier +from sklearn.tree import plot_tree + + +matplotlib.rcParams.update({'axes.grid' : True}) +# matplotlib.rcParams['figure.figsize'] = [12, 8] +matplotlib.rcParams['figure.dpi'] = 160 + + +def random_points(size: int = 10): + x = np.linspace(0, 1, size) + y = np.sin(x*10) + x * 3 + np.random.randn(size) * 0.3 + return np.stack([x, y]) + + +def f(x, params): + return sum( + k * x**i + for i, k in enumerate(params) + ) + + +def lagrange(x, y): + poly = scipy.interpolate.lagrange(x, y) + # looks too weird https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.lagrange.html + return Polynomial(poly.coef[::-1]).coef + + +def cluster(mean, sigma=np.identity(2), count=100): + return np.random.randn(count, 2) @ sigma + mean + + +def plot_decision_boundary(model, X, Y, h=0.02, margin=1, cmap='Paired_r'): + x_min, x_max = X[:,0].min() - margin, X[:,0].max() + margin + y_min, y_max = X[:,1].min() - margin, X[:,1].max() + margin + xx, yy = np.meshgrid( + np.arange(x_min, x_max, h), np.arange(y_min, y_max, h) + ) + Z = model.predict(np.c_[xx.ravel(), yy.ravel()]) + Z = Z.reshape(xx.shape) + + plt.contourf(xx, yy, Z, cmap=cmap, alpha=0.55) + plt.contour(xx, yy, Z, colors='k', linewidths=0.7) + plt.scatter(X[:,0], X[:,1], c=Y, cmap=cmap, edgecolors='k'); diff --git a/ML-lectures/requirements.txt b/ML-lectures/requirements.txt new file mode 100644 index 0000000..deaccf6 --- /dev/null +++ b/ML-lectures/requirements.txt @@ -0,0 +1,7 @@ +matplotlib==3.5.1 +numpy==1.22.3 +scikit_learn==1.0.2 +scipy==1.8.0 +torch==1.11.0 +tqdm==4.63.2 +tensorflow==2.8.0