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Last active May 1, 2019 15:57
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正規分布間のKL情報量
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# 正規分布間のKL情報量"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "参考資料:https://qiita.com/ceptree/items/9a473b5163d5655420e8\n\nGist: https://gist.github.com/Cartman0/aedbb6f4f9f5f1b2c52096c1b20af613"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 連続分布間のKL情報量"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "$$\nD_{KL}(p || q) = \\int_{-\\infty}^{\\infty} p(x)\\ln{\\frac{p(x)}{q(x)}} dx\n$$"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 2つの正規分布"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "$X_1 \\sim N(\\mu_1, \\sigma_1^2) $とすると,\n\n$$\np(x) = \\frac{1}{\\sqrt{2 \\pi} \\sigma_1} \\exp{ \\left\\{ -\\frac{(x - \\mu_1)^2}{2 \\sigma_1^2} \\right\\} }\n$$\n\n$X_2 \\sim N(\\mu_2, \\sigma_2^2) $とすると,\n\n$$\nq(x) = \\frac{1}{\\sqrt{2 \\pi} \\sigma_2} \\exp{ \\left\\{ -\\frac{(x - \\mu_2)^2}{2 \\sigma_2^2} \\right\\} }\n$$\n"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "import scipy.stats as stats\nimport matplotlib.pyplot as plt\nimport matplotlib.animation as animation\nplt.rcParams[\"animation.convert_path\"] = \"C:\\Program Files\\ImageMagick-7.0.8-Q16\\magick.exe\"\n\n%matplotlib inline\n\nfig = plt.figure(figsize=(16, 9))\n\nims = []\n\nx = sp.linspace(-5, 5, 100)\npdf = stats.norm(loc=0, scale=1).pdf(x)\nplt.plot(x, pdf, linestyle=\"--\", label=\"$N(0, 1^2)$\")\n\npdf_N_mu = stats.norm(loc=0, scale=1).pdf(x)\nim = plt.plot(x, pdf_N_mu, linestyle=\"-\", color=\"r\", label=\"$N(\\mu_2, 1^2)$\")\nims.append(im)\nfor mu in sp.linspace(0, 4):\n pdf_N_mu = stats.norm(loc=mu, scale=1).pdf(x)\n im = plt.plot(x, pdf_N_mu, linestyle=\"-\", color=\"r\")\n ims.append(im)\n\nplt.legend()\nplt.grid()\nplt.show()\n\nani = animation.ArtistAnimation(fig, ims)\nani.save('move_mean_N.gif', writer=\"imagemagick\")",
"execution_count": 71,
"outputs": [
{
"data": {
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oSxcsQo8eBfnIzia68EKiwYOJ5By8hgYs6C+/nOi114gmTsTCURASQnTLLURbt6Ku+Vy+qCiiCROI5s0j6tgRzy8vxzMzMvCcvn2xoD16FAveNm2Ixo1DWXQ02qmpQT/GjiV68km06XKp5wQGog979hDNmGHtX2go0eTJRA8/jGdVViqimppKNGQI0ciReNbRoyBosbFEI0agD61a4d6KChCgAQOI7rsPfQwKUs9xuYiuvZZo92789u7fBRcQPf880dlng6QKUY2LIxo6FHJt1QoyOHYMC/C+fTFP6emQa2kpfjp3Jrr+erQlBJYIcr3sMqKNG4nmzgWJMPfvoouI3n2X6NJLsfAXAhEeTjRsGK5nZUEXjh3D4r5LF/QhJwd/FxXhp00bossvp4LevUHyBQ0NGMtnnxFdc40i+USof/HFRF99RfTnP1vJQ1AQ0fDhRLNmgWBUVIAIGgZR+/aQe9++GG9hIch8XBzmdtQokBMijKmmBjJ99VXog+ksSbLbIYctW4juucd3DkeMgC6NGgUyL2QvKQl9GDqUKDERMjh6FPp/5pmo164d7q2vB1Ht2pVo/nyiadOULss8nXce0fbtKDf3z+FAWw8+CJ0xDEVUIyKI+vcnOussog4d0IcjR/BO9+uHvmVlKWJZXEzUti3RX/4CucfHq+cYBtHo0ejD3//u27+RI4n+8Q+iOXMgFyGqQUF41rnnggCWlaEPzNDLIUMwbpcL70tBAfTjmmswZnmfiEA8Bw4kWrmS6KGHfPs3bBi+c+6/H++xEFWnEwT00kuJZs+Gbu7dS2Xp6USLFhE9/jjktHo13pO+fYl69iTatYs0/p+AmX/2h4jGENEOggX1tsZr9xBIqfe9XxJRD9PftzXW+5GIRv/cs7p3784a//vIzc39o7ugocHMWhc1/nso+Oo7PpqYyh4i9hBx3hmDufpYAfOxY8x3380cG8tMxNylC2+dN4+5poZ50ybmlBRmIm6Ii+fKwGD2ELGbiOv6D2Bu1YrZz4/55puZR4xA/Zwc5ieeYE5IYHY4mOfMYZ46FWWDBuFvlws/ffqgDSLmrCzmjAx8joxkjorC59hY5uhofA4Kwj12O7O/P/PllzO3a4fnXHUV89ChuK99e+bHH2dOTWW22Zivv555+nSU9enDfMcdzKGhqDdkCHO/fijr1Im5f398DglhTkrCZ6eTOT4en202PNPpZDYM5vHjmdPTcX3CBIyRiDkxkfmvf0V/DYP5uuuYZ8xokjH/9a/McXGoN3Ik86RJKMvORjuGgTG2a4fPRJCpvz8+JydDHkToc4cOuK9XL+a+fdFueDjznXdiTogg+5kz8blDByUjIuazzoIMDQNzcfnlmCM/P/wtz4qNRb+JMC/h4ficno6+EkFnevZEXX9/5muvZT7jDJTNmIG5MAzc9+STzB07omzsWOYbb0TfO3TgfeedxxwWhr+7dMGYifD8rCw1T6K70dHMrVsrXencGc+32ZgvuUTN7UUX4cduZ46JYZ4/H3IjguzvvBO6kZqKdyMhAWXdujH36IG+x8erufb3V31zOpveGTYM6GJwMP4++2xV5+yzMedOJ3TxvvuYBw9G2fjx+NvphB49/DDaIcLzzzmHOSAAcpg4EXKW/trtuC8+XulKUpKap549lRzOOIN5zBi05XIx33QT9IAI1x98EG1ERzM/+ijGL3244gqMKyYG8xkaivGmpanxhoeruYmMxL1E0BPRh9RUjDs4GPWvvFK9CyNGQP6BgWj/4Yfxvkofbr4Z1yMjoWMyT+3bQ25EqJuZqT7LPRER6r0ICoJcREbnnce8Zw++OD0e5pde4vqgIMjpsceY3W6UHTrE/PLLaCs0lPm993637/OtW7f+bs/6X0Rz8iOi7/lkeOjJ3PR7/miy+v8DmiBotBRoXdT4zZGfz7V9+zeR1ENtM7jkh80o+/ZbkAEhK198wezxQA+XLUNZYiJzbi4Wbcy8/5mXuM4/AHWIuPDs8expaEB7r7yiFsixsczffYfrbjfzZZc11eERI5gPHEDZunWKmLpcWAzW16PO/PlYiAsB2rsXdXbvVot+wwCxqqhA2ccfq0VnSAjzf/6jZHH77SAuQqp//BHXt29XRNluB2GS9t56C4tcIUOrV+P60aPM55+vxjRyJPPhwyj75htFdF0uLGgFCxaoMaWmMq9di+sHDyqybRjMF1/MfPw4yr76yjqmDz7A9fJy5rlz1ZgyM5WMNm9WhM5uZ37gAdWH995TY4qKwrwzY8yXXmqdp337ULZjhyKpLhfz009jjurqQLydTpTFxDBv24Y6e/da52nmTLXQ//JLkAwhC4sW4brH4ztPmxv19fBh5jZt1JhuuYW5uhp1Xn9dkaTgYOi2zNPkyWpM55zDXFaGsvXrFbH082N+5hklo3/+U42pVSvmlStxvbBQEVvDAAkuKlJjEkLm78+8eDGul5Vho0DG1LMn865dKNu5E5skshFy111N7xp//LEaU2Qk/pb2Jk5UYxo1Ss3T9u2KsDscGJPHg82nBx5QuteqlXo/Dx5URJkImxbShzVr1JgCApj/9S+UVVdjA0bG1LUrNreYobfZ2WpMt92m3umXX1ZjCglhXrIEdQoKQBLN81Rbi7Iff1Tz7nAw/+1vaMvjgR6a52nFCtSprlaknIh52jQ17599pki03c785pvqfbr9dozT6cT3QHExMzOvfPttReT79VPfHaLnPXqg7IYb8E78l6HJ6q+DJqsapx00QdBoKdC6qPFbou61N5oWk2WxCXz4AxNx+/prLBbbtVNkoBFbbrtNWdRkEcyMBeCVV+Lfddu27Ha6mIm4PDCEq159HQt/m00tVDMzQfbEIpOdDQuUzQarzdq1WISnpDA/9BDIcWws86pVzJ98AkLVpg3zSy9hAZmRAZJ7551or2NHZdHt0gWEQqwlXbrgOTExWNBOmcJNFsm0NHy+5hrmjRthhYqOhgU2Lk6R3G++gdUkIQGL7JAQEIEdO0A6HQ7Ib9o0kJP0dCzYR4/mJkttcDAWvrfeCnIlljQhkmPHgrC3bg0SePHFWHS7XCAGmzahf1FR2AyIjkYf169nfv99yCg5mXnePBDa1FQQliuuQPsZGcrKdP75kEV0NOZX5qlHDxDi9HT8PXw4rFOGAYKzezfaDQ3FXCQlYa6+/JJ5+XLIKCYG1rfYWMhryxYQL8PAHMqzundnfvdd9Sy53ro1xiMEIzOTy4Wg/OlP0MPMTIz3iSeY27aFzN97j3nDBowxNBQkMzkZerV2LfNzz0HmSUkYl1iov/hCWekyM9FWaCiszULY4+KgR0Sw9uXlof9OJ/Nf/gL9s9vxjD17oFcBAcwvvgi9CA6GfD76CG1HRzNfeCHuCQ8HsRKvg7Q09NluBwkUi2JAgHp/+vZl3rqVecAA3HfZZars7rtB5rt0wdwuWAAdc7mYP/wQxFR0e/ZsyCg4GH249VZl6RZL+7hxaCMpCWVdu+J6hw54z0aNwt9DhzL37o3PV18NT41+/fDuPfEE5GW3Q5e3b4dcXC48s2NHfF6yBM9yuaBH8g5nZzO/9hrakPfdzw/3vPOO2oTo0EF5R0ycyHzkCPOZZ+LvBx6AvIign/n5aN9uZ773Xlh4HQ7opODAAeiAYeC9W7IE/5s9HryDERHQl0cfZZaNupoafJ8QQYfz83/7L3QTNFn9ddBkVeO0gyYIGi0FWhc1fiscensxuw2DPTY7FvBmLF8Oa1aHDrCqCDwekEYiWMTEYsSMhbpYD+bNY66v54bqGt477Cz2NFovPO07gGgyg+yJy11AABZ5bjdzaamySPr5YTG8ezfqbNsGYuPnh8VkTo6yVq5YgT6LRfDSS5mrqlD24Ye4XxaXYnncsEEtsm02EIyqKlhsbrhB9SEyEuSKmXn/fjzXMEBK0tKUS+D336P9gEbL8plnMpeUoOyrr7DYdjiwkH36acjz0CGrZW/KFIzJ7Wb++9/VWAMDlZW1oEBZWf39QcSkf9u2gWi4XMrtV2S0Zg0IiJ8fym69FRatykp8Nlv2xAr2zjsgTjJesXRVVCiCL+RqzRqUCXG02zHe9HQ1h5s3g5SJtWvqVLTldoOwuFxq0+Czz1Bn5Uq1gWCzMT/1FHNDA3/5+ecgbiKHwEAQZGaQIiFJ/v7Qo40bUbZ7N4iX9GHECMiUGRbXkBCMNziY+YUXME+7dikrsBDksjKUPfII+iVu0WLhLC1VpCgoCCRGLLD5+dgocDjwrG7d1MbPnj0g9TYbZHjXXZinwkJ4CUgfzjwT7x0z8xtvoL8OB+otXIjr1dWK8IaEQEaffqr0qGdPPN/PDwRfNqYOHcIGgbgNT5+OeaqtxUaSw6E2O8QCu2yZIq9EzM8+i+sNDbBCilXb4WB++22UlZUxDxum9CgmBptAzLDAZmUpvRw1CvPq8cDSLl4fkZHQU48H/Zd3mkhZbT0ekEebDTIwDObnn1cyOvdcJaPgYGyGyRz26QM5vPMOW7BuHQhzYCCvfeopdf3QIWwyEaHuzp2q7PXX8fzYWOWx8F+AJqu/Dpqsapx20ARBo6VA66LGb4HjuV9zvc3ObjL44OuLrIXLlmExlZGBRZegoQGWESI+MnQoLAWCJUuwYAwNVUSQGff0799EVgsjYrmhurFeUREIjbgd3nCDqrd+vYqBTEhQLpvMympKBMuHuCNu26bcG8PDYd2Ufk+YoOoMGIDFKTNImlhOiEAEpL28PCwoJTbU7Kr7r3+pBfnUqcqtr6BAESSXSxETj0ct1g0DFiAhsXV1cBGWBfnEicoaU1AAkibPuvVW1b/cXCW7/v3VxkFtrXKXtNlguRa89BLGYhgguGLdcbtBmA0DdYYOVS6WFRWK0BDB8id92LwZi/tGS3qT66PHg76KzB96SPVh5UrlLhwaCkug1BGrvN0OwiFumXV1ylInJK2+Ht+H+flq0yMsjHnpUut4pd9XXKFcjPftQ7wqEQiruIYyI85R+tC2LciRyOjii7nJ1bRfP/UOlJQoS7jDgThbkdGyZYoUDx2q3MfLy+HKKvMk5JIZru5CVGNilOu2xwO3btGvLl2UjGpqrGT6qqvUHG7dqohdRoZ13oXse8/Tu+8q0h4UhI0dwT33qE2Adu2sMjK7vg8apMZ7+LCK242OBtETPPusmqcrr1SyW7fO6t5rJndPPqkIbkKCIvpmGRkGNkrk3SgrU/MuVnfBZ59ZNy/M329lZZhvu12RbMGRI8zt2nFdSIjVA0Vcz8UzRDaMmLGxlJGBOb7/fqWXvyE0Wf110GRV47SDJggaLQVaFzV+LUo3buVahx97iHjf35+xFn7+ORZ/HTtiESaorFSWgptu4lzzonH+fCwKO3VSBJEZizWJQ339dc7rA5fK8rbtsYDt3x+Lwy++YJ41C/c9/zwWxVFRsNC8/z4Wqw4HXCVlYT1pkorJmzED94WEYGH//PNYDIurqVhI//pXkBciJKipqYEro2FgYf6Xv3CTW+CBAyAq4eGwQok76BtvwB3RMND/a69VJGTlSpVY6ZFH8DkoCGTlwQdx38yZeJafH1w2y8qUpeyFF2BJJUK7JSVwb3S5YIWW+55+GlYfcXt+5BG01749LFJCWK6/HiTTZoPb6YIFuD5kCGIlg4NR/8gRuB8Toa1//QufL7gAVmYh0m+/DQufbBL88APkHB+PvkdFqc0KSVY1ZQoSBRHhGe+8g7ls2xaWsdhY1N+2DXokhPzf/wYxGD4cGwtCEhcsgEtto4xWvv22SlD0xhvQW7G8PvII7hs4UCWumjQJZDY6WrkES/3ly9XYZ8yAhdbfHxbP0lK12XDffdgAIEK/SkrUhscrr6i4xVtugV66XJDznXdCb7p3x+ZLdjb6es89sH7b7RjD4sWoP2EC5jM8HPLKz4dlUPTj009RZ/RozNO4cSh75hkkQhJ9+/575Rr++OPQycREjE/e6csvV/N0330oczjQr+XLQTJjYkB6X31VbdJ8/TVkdMYZeKclOde996qNgvPOw8ZPWhqe/cwzaC8gAGRu3jzUGT5cuaZPm4bY74AAfA8sXozNgMBA9OfjjyG7sWOxsRUWho2vwkL0XyzfX3yBd2PkSGz89O0LmT31lIorvu029NWspydgAAAgAElEQVThwHeYbLIMHtwUj8rMeFf790d988YCM/Pu3VwTGYm+iqVbsG4d+t27t/L0YMZmhXgmnHvub05YNVn9ddBkVeO0gyYIGi0FWhc1fg2qDhziKlcAe4h4z7y7rYWffoqFZ3a2spQwK3dKw4A1g016+O9/c5M1UCwoAllY/+UvTZfKuja6CUdGoj2x+tXXw3Jmt2PhmZSkXOeKi9EnsSLOno2FndutSJZhwDVXrCubN4MESaKWq69W/RKLTIcO+N04JvZ4YDUUa25IiHJZrqvDQlUssGedBQLPDIuruF7GxCgr8KFDIE/i5jllirIYLVqE+9u29ZFRk1VI3J0/+gjX3W4QCpsNbebkqHn6+muQRZsNdV57DdfLy7FQF0vhmWcqq+2KFVhES7yqOWmOkGuR0QsvKBkJcQwOBumQDYq8PFitxEJ2++24v75ekUWHA7okJGDLFpAocTOeNEkt2mVjQWJX773XR0a1YWGYJ7FgV1Qo0kUEoiQWMiHDEkcsVuBDh0AmxYV3yBBlKf/oI3U/ETZVREZCilJScI9Y6dxutbFgs2G8kgjrww8hc7sdZFlcqsvKrJmDu3dXxOa77yBrSchlJjbPPstNVm0ikDCBWIj9/VUcNTM2g1JSlBX9iSfUPIm7cEAA5l6s/z/+iPcpMlLJSKy2772HOuKmffPNSkYPP8xNng5hYWqejhwBcZR5mjEDMvd4EFsrfUhKUhbJI0cwTwEB+OnaFfrNDHLtcikr7NSpSkb//CeuxcVhniRRV02N2lQhgiuyjPf11zHOTp1UojdmPG/AAMjtjTfYjNX//CfG2KGD9fvTLKMLLlCyYcZnedfuuYd/S2iyqvD+++/zFVdcwWPHjuUl8s79DDRZ1TjtoAmCRkuB1kWNX4zycvZERbGHiHdNn2Ut+/hjWARzctTCmhmLtw4dfFzmcnNzEVcXHo5Fo7jVmtuz2azkgxlEqdEdsahdurXON9+ouFLzgqK6WiVASUhQJJEZmVwlC+7o0daF4DvvKJImi2SBJNLp2tVaZ/9+FW9qzvzqdivCFRRktTqXlYG0SXxofb0qW7VKxfy9+KK1D2KFSky0yq+iQmVXvf56a51nnlGES+IvmUEcsrPV0SBmC455TGayxYysqUI8zS7fbrc6zmPcOGsfcnPVPJkzKTc0qHmKjrZapUpL1fFCZjLIDL0yDIzp+++tz5J4zy5drHq0ezdzADZdLATN41FuqAEBVqJRW6sIVfv2Vj1au1ZtKnjHJc6erXTPPE9lZSpj7LXXWuuIm6zdruKMRa5C0uLjrTHfBw+qeOu77rK299hjap7MutfQoI71Oftsa53331eu5ZJ1WGQkbvGhodaY9MpKNaZJk9TGBjPakHn64Qfrs8aMQZ3sbOs8bdqksn8/9pi1jiQbcjqRWMk8JtG9zp2tMvrhBzVP5jExq02e+Hir/h8/rt6n2bOtdcRTwGZTcbKCpUuxEZKcbE0iV16OjQWbDaS2Ebm5udgA8vdH7L64ZwuElN7ttUno8eCYJO/vvV+JlkJWFyxYwERk6U9GRgbv3buXq6qqeODAgdxg1rNfgcsuu4xjYmK4Y8eOzZYXFRXx9OnTuba2lgcMGMD15u9qL2iyqnHaQRMEjZYCrYsavwQN1TXckNx4BMe0adbCxYthRejeHW50Zlx4IRbcXnq3fMkSuEeGh6vEOQKJY+za1dfa2uhqW+2PRfnu8Rfi+qZNWFDGxSEJTVqaSngzZw43ufURIXGSx4NF7YgRsKiIq68Ql0OHQAKTk5E5NyQE1kdmWEKJ1IL4lltwvaAAi+2AANSLilLWXSEfkydjsTxqFJ4v1libTbkP3nEH6pSVwXUxMlJZpuUIjGXLIHOxGk6YAJJbW6ssg2lpWPgK0RZLY58+GE+3bopwiXu0uDLPmIHrdXVwgw0IUHGsQhokjjE1FTLMycH8ezyqPTmuR9weJfFWmzYgNampyor0wANKng4HXK09Hvycey5kJG7Tt92GOkeOYH7krNy4OBXDKu6+0of77sP1vDw8PzSUq8TaJ/MkdWbNQj/791fEWPRHZDRzJq5XVEBXQ0LwLKdTWbM//xzzJCRXLHYVFZCr3a6ssjJPYkUbPx46lJmpiItYY2++GTKaOFFZNUeOxLMGDsQ9Dz+MOlu24D1LTsbz+vfHvJstuJIxWeIpZUOha1fINzFRWSjF0jh3LsjxoEFKl6dN4yaLtFjbZZ5SUyHrkBBYcmUjQFzXhTT/9a/qnY6KAnnMyAAxliOLxNX5iitwT+fOimDedpt6tp8fNks8Hoy5Z0/ockoK+iGJncQCLmfNStzr0aOQjcsFWfj5IdEZM37bbHinU1Jgffb+/lu/Hs8ZONBK3Csq4CZss8Etmk3/myWZ2/Dh1rhXjwfHGBFZ48ilvU6dIAtvN+JfiJZCVq+55hrOycnhRx55hJmZa2pqOCIigj0eDz/11FP8mPcmxq/A8uXLee3atSckq9dddx2vbdw8uuuuu/g18UBpBpqsapx20ARBo6VA66LGqcLT0MBHUuAmWDdqtLXw229VbJrZEsasYtOacU/LF0L14YfWguPHsZCNi4NFzwxxv738cq4pKOTywBD2EPH+8y4BUU1IgLvhypVYXA4apNyM58xBG3fcgb8XLFAE8rnnsBA86yzUW70a5FCSwhw8iEVsXJyKmRw2DAtJsZbecQcWs/7+sKjs2IGFeYcOICx2u0osJITo1lsRH2t2UZXjLJYuBQG12/G5qgoJWkJD0V5YGIhscTHiCIngJiwZSZ95BrJMS8MC9tNPsUgfNgzWvY8+wnMuvFDJSKxGEq/45pvK2vTaa+j72LGQ0fLlIHxxcVgcf/opSFr37oos/OlP6PeAASh7+21sJGRmYjNg1Sq0NXAgFv52O0iOx6Ncbh99VLmDC/maNg2L/KVLEesYEACL6tat6E9cHMZvs8FaXlOjXI8fewz9bsw8/O1rr0E+GRmY98BAkAS3G+MnAvFeuFB9Zlbxp+++CwuiYcAboLBQHT2zcCEsmdnZmKd770Wdq69WROXNN1USrJgYkKeoKLRRW4uYSSFEubn4LK6gf/2rmmvZbHnuORDX885Dn957D2QzPh5Jlt5+G22MGKF09/bboRN9+6pjXlJSoPOlpXgHAgNBctetg7yHDwf5ko2bO+/ERo95s0X06K23QBIDAyHj1atB4Dp0UHHBkyZhvGLVfvllkNf4eGwk7NsH+XTogM2syEhsttTUQO5CMD/4AJ+nT1fZe4ng7izztHgxiHK7dnifnn1WWTNLS5X+3n47ZBIQAF0rKsLzY2JgoW3VCt9VZWXQZT8/bBR5x45KHPP991uvV1YiVt0wmD/4wPq/WeQ6ebKV5DYmnGN/fxViIPjxR4ynZ08ryf2FaClkdcCAAbxw4UIePHgwMzOvXbuW+/bty8zMffr04b2SPIyZBw0axNsbrewFBQUnJJ0/hb179/rU83g8fNNNN/Hnn3/edO2HH37g0aNHe1dvgiarGqcdNEHQaCnQuqhxqjjQCXGi+R2yrQVVVbDspaT4EtXdu7Eg7d/futhiVou3efOs12trQTBdLmv2XmYseA0DZKnR9ap87z6u9nOxh4gbAgKsroCvv85NrpwdOyqrS0MDXEPFDfXii5Vb67FjIDqS9dR8LqK4DzocsOJIbFpDA8iDuNbKcRXMIGB+fip2ziwjyVrrdIJAiozKyyFTiZWdP98q08BALFTj460WFDkOiAiuuYKdO0F+XC4QNPPZjGKlCwqCm6y4qNbVKeIiFjTB0aNYrMv5nOYF80cfKbfRSy5Ri/aiIhBrOXLHnERLNjTkfFmRkbia2u34mTBBzVNZGQinuLya52nrVvTLMGBBFst8XZ06m9bkspmbmwvi7XBgoR8ZaZWRWFP9/SETsbLW1oIsiYuqWebHj6MdhwOERtxkPR5lGZYNAMH27ZifoCD0XyyIzCpuMzQUZEmsrG43LPQSiz3L5JpfXg5LptMJXTJnzn3hBdWHG25QcpXNDZcLMherI7Mi7hEReEfMmWnF2me3W8labS30yun0dbv9+mulX6NGqfjVmhpsXogemd3EV6zAMyIiMCazHkl8bUAASKfostsNQigyMr9P+/fjPTIMyFXCFzweayxqo+WzaZ5CQ/Ed4XBY9V8208wZkaW988/3vZ8ZhLVbN+aYGP76/fetZeJif/XVVtf7Y8eg//Hxvht6YpUXq/+vQEshq1FRUVxVVcVZWVlcUlLCL7/8Ms+YMYNra2s5Li7Ocm9SUhK7G/Vv2bJlPGXKlFN+XnNk9fHHH+du3brxjBkz+JnG8I6GhgaOjo4+YTuarGqcdtAEQaOlQOuixqlg98SLmIn4aEJr9niTzuuvx79V024zM2NBf8YZWNB5u6Rt3MgcEMBFOTnW2EzzsSPerlVffokFb79+1lgyZq6aC3dTDxF7xD1P2hP3T7GqCrZsUUmG5HxTgcSBdutmvb5njyKQ5lhUZrX4t9nU2aKCESNQNny4dcFZUKCOgFm+3FrniSdQJzHRSvTLy9XROuZjepixqJfFtfkYFWZlQWvXzhpnWV+vYvG8z8n99FNFZM2xc263iisdP95a57vvVHIk77hNsaCFhlrj9zwe5U7tHV+7bZsiq7t2WctEV7p0sV7fvl0RyEcftZYtWqRIVaPLbdP3ocS2jhljrVNUpOJ15fxVgcSBxsdbdfnYMXUUjplAMoMki4zMJJtZEeOMDGtMbn29igM90TwFBqoNFGaQPzmz2HtMP/6oEn1567IQrshI5UYv6NSp+Xnavl3Nk/k8UGaVcCk726r/hw6po6XEEisQXXY6rUe5MKtMyd7xtcXFavPCfPQQs9K92FirXEtKlP5fdpm1zg8/KMJsPp6GWbm4Z2VZrahCSm02n7AHLirCpl5amkrqJNi4kdnPj482Wg4tEOu0NwHevBnvUk6Ob3tS51//8m3vFNASyOr+/fu5Q4cOzMw8d+5cfuutt/i6667jp59+mvPz8zk9XeUtyMvL4169ejX9/dhjj/EDDzxwys9sjqyeCImJiVzmHVvcCE1WNU47aIKg0VKgdVHjZFG05gd2E3GlK5DrKyqthStXYtHd3A7+7bdzkxupGaWlcC1MSOCV3gt1cWWV+E9BRQWsUx06+MaDbd/O7HJxXb9+SJQTG+ubwTMnx0oM6uthvfX3x2J46FBFND79FAtNyWArhKuuDtbU8HAVFyaWpcOHYenp1QvXe/dWBPOTT9COJMS5807Vd3H3DQ+3Zk0Vy01KY3ywxO95PDhT02aDm5+/v4rNLCvD/enpsKa1b69I/bp1ICb9+6tsuUIaxA06ORljEEJYWAjLTWQk+1hpJK5WYmiFaNfVgZAkJUFW8fFqvvLyYDnt2RNjM8tIrOwdOoDsLFum2hN3Rz8/WN9kbuXYly5d8FuS1Hg8mNvwcNQNDlbnixYVgfxnZoLwd+jAXFOD78NlyzAWOT/zH/9Q7U2dirLQUFjoxVK7di1IrMSimsnEpEmwGo4cCdmLVbOmBgQnORmySkhQ875lC8YqfZgxQ82TZLeNjwe5kljPw4chbzlzVuKMmRXxlbNlP/0U191uyCY8XLmVi+X30CHocHo63o3+/ZU7qVjA27RBmVgIq6uh+4GBvvMkxFdiaM0JwkRGY8agvS1bcL28HK61KSkYV0qKktHy5dB/iSuVbLoeD9yebTaMp1MntSmzbJnyhiCyJie6+mrUkfha2eSpr4euRkbCtT80VFnbf/wRJFvm3ZyFmxnvYnq6r/VZ+m8YiBP2hng5eG/ySLy202m1tjPj+8Vmw6aRmTTX18PN3N/fN5HVKcBCtubOxbv1W/6YPTZOgI8++ognTZrEzMxLlizhSy65hEeMGMErVqzgoqIibt26ddO9H3zwAV9xxRVNf0+dOpU/+uijU87keypkNSoqiuvMGyAmaLKqcdpBEwSNlgKtixoni4bWqewh4vyXvEhnZSUWjK1b+2asXLECC6hLL7Ve93iwQLXbmVessOqhkMRx43zjvSQWT5IbNXWuASQwIgKLwsYzIg9PvxrugUFBIKKVlSqucfNmFY/28ssq4dC8eagTHg4SUVSEBXh4OIiWxAa+/z4WjP7+cEeWMblcIJnievzEE7BKJSQoF2RJPLN8uYpHu+MO5YJ6zjmwDmVkgJDk5aFthwMu0VLnsccw3qgoWM7q6hBrahiw2n3+uRpTdTUW7gkJ6I9kE33vPTVPF18MkhoZib6WlMDK6OeH50ps5sKFyuJ15ZWY97Q06EBJCeLxiODquX49+n3ppZjPYcNAHPfsUaTnmWdghQsOBpkpKgKRjIyEu/Of/6wIiZzves89IIn+/iBaFRXQgdBQyEss3M8/j7+Dg/Fsjwd9sdsR2yqbCHfdxV8tXgzCl56OzZSzzlJxwhJbfPfdkKvE+B46BMKZkoK5kKRZq1fDFZoI8igshOyzs2HpFN375BPmNWsg/5kzUZaTg3k/ckS5tD7/PGJWxV1961aMqXdv9LVvX5DE9evVPC1aBCJpGCCs1dUgyImJkLHElb70EuTv76/euzFj8Pe2bcrt9557FEEbMEAlSpIjYcRd9v33Vabphx9GHacTel1XB/IkOiCuqg8+CLfyqCi8ow0NkIdhQD9lHLNnQ3+Tk1XitP798U6vW6fiUh96SM3t5ZerjaSsLOjoRRcp9+avv8Z9114LPWrTRmV4Fl1+6y3IyOUCoRXX78hIbBhIcirvM1M3bULfBg+2WtyZ1WaPHH8jqKvjsvbtoQPex9YcOYLvokGDrNZpZrXJd+utvnUSEuBN4R2icZJoCWT1wQcf5LsaM1vX1NRwmzZtOC4ujosbx5ScnMzVjS7fd999N1988cXMzLxjxw4ODQ3lfSYvDsnkKxg6dCgfNGeybsTJktWCggLOyMg4YbkmqxqnHTRB0Ggp0LqocVIQYjNggG+ZxN198YX1enExrKDt2vmSWEmY05jRsUkPS0pgEc3O9nVn++EHLC6vvNK3D9LeK6/g7+pqrvFzsZuI6zt3xiJVLFBHjmBBLG6MZsuGuMhK9l5xC961C9bA7t1BCMaO9X32rFlqkcyMheSZZ+L+MWNA+NavR1llJWSTlobywYOVdVHcftPTMV5xNy0uBhlMSUGm2z59FJkXl9bp0xUxEUyfjnYkllDi/urrYWFKSADZSEtT8/T55yBPkl14wQJcr6vDc4OD0f+MDBVf+O23eM748VjQn3uu6oNkzJXjRZ59Vslo6FAQzC5dME8Sd7dzJ/4WV2cZkxzNIRbYhAS1oJfY6N69UXfAACUjIblydIxkEGZGMio/Py7s0QPzJMfDlJaCNMfFYUxmS6FYv7KyFElkVi6ebdtCRllZSkaSvErmxJxJWwi5jE1iOt1u6EdYGMhLRoZ6N2Tes7LwW7L31tbCGhgWhk2HxEQ1t99/DzI9bhzmceRI33NMr7oKvx9/XPXvvPMgg6wsvBvyPq1fDzImZ8fefruaJ8naLFZ0sS7m5eHvPn0wfzk5yiX3tde4yTLs7WY8axb0e9AgzJMcTXTkCGQeEwO5SlZkZkUI+/WzHmtj/n7KyMBnkesXX6DOpZfiOeedp/ogHgiSvExiS2trFWk2JflhZnwvNecpUlcH2Zi/nxqx+oUXfJ8tkI0T7+OrJL7WZlP6KPj6a8z72LG+m4AngZbgBnzhhRfyuyYvnLFjx3JKSkrT39OnT29KejRhwgS+8MILuXPnznzxxRdz7969+R5Tcj9zJl+3282tWrXiKq+wkilTpnB8fDw7HA5OSkrif3q73Zvwzjvv8HWScK0ZaLKqcdpBEwSNlgKtixo/h6r8I9xgs7PHz893V37FCiwevWPxfiqJiCya5CgSNunhtdeiPfNZkswgcr17g8h6u//u3IkF4tlnWywN+598Du7A5kW8QMh3Soo17rWmBsRNLFlmiKXUz88ae+t2Y9FtGCDZZutJXh4WyGI5MkMyygYHW5P4eDxoz0zQBN9+q2IcvRejktgpPt5K9IuKlAuvyS2OmZVFyWbzlfkVV6BsyBCrBWffPhUHak54w6xcvgMDrees1tSADBuGsm4Ktm9X8YDe7uASB9qmjSJ8zBhffDzKnn7aWkdcie125RrNjGcOGIA+pKdbM6QePqxiUb3jASW7bEiI9cxgt1vFgXqfi7piBa6b3UkFErcZHW0987O8XMWieruGbtiAftvtvnHQQm7PPNN6fdculbTI2wX/zjtx3d/fSqzq60FGhRCaSc3Bgyox0b//bW1P4kDbt7fWKS5WY/KWq3gHGIb1PFyPB7HdhoH2zGfRFhdjHoh8Y5AlXjc8HJsM5jGJi7jZNZoZG0EyTx9/bC0T/Y+IsM57TQ02s5p7n/bvh+5PnMg+kLhqOcZIIJ4fQ4ZYZJebm3tid2Bx346M9LW8FhWBtPfr52t5lffJ+7voJNASyOrPYd26dU3W1Hbt2jUbP9pcJt9Nmzbxn//851/17AkTJjRlHm4Ov4as2khDQ0NDQ0PjhCgaOpLsHjfl3XgHUXi4KqisJLrsMqI2bYgeesha6ZVXiN56i+juu4l69VLXy8uJzj+fqHVropdeIjIMVbZlC9GTTxJddRVRt27W9p59lmjVKqL584kiI9V1j4do+nQip5NowQJLeyndOjZ9ztuep+rU1xMtXkxksxHV1hI1NKiyggKi4mIiPz+ihQuxjBUEBeF3QwNRnqk9m40oLg73BgYS2e3WvtsalxqtWlmvf/aZas/8nPJyol27iFwuouXLidxuVWZu+7vvrO0lJ+O3w2G9z+HAj/kewbp16rPTqT7X1RGtWIE+7NpFVFOjytxuyJ2I6KOPmu8DkXVMDgdRcDCuxcdb533/ftVeaKi67vEQvfkm5qKoiKisTJXV1hJVV0O2CxdaZRQfr+pXVqrrhkEUE4M+hIdbx1tervoQE2Mdk+hpdTVRaalVRgUF6N/771tlFB6u5j0/39peUhJ++/sTBQSo6263kllCgrXOu++izO0mqqqyymj7doxl9WroriAgQMl582Zre6KLdru1D3KNGX2wmZbJ332Hd0f6akZuLuSwfz/RwYO+bRERffONVSdat8Zvw0BdgWEoXYmIgA4K9u1TcjZfJ8L3jc2GOdq711pWV4eyFSusOhEXp94V8/cAEVF0NH4HBhKFhKjrZWVqDszfh0REKSlEt95K9N57REuXWsueeIKoa1eiqVOtOtG+Pcpyc4kefdRa5+abibp3J7rmGqLjx9V1m43oueegt9ddZ60TEYHv45UriV5/3Vo2Zw6+f2+7Dd+3/2Po2rUrDRkyhEpLS8lms1GIed4a8eSTT9LSpUtp0aJFtGDBAiIi6tSpE82fP/8XP7euro7Gjx9P6enpv7iNn8TJMNrf80dbVv9/QFuzNFoKtC5q/BQOPPcv9hDxsfhWvoWStMU7K+rOnbAUDBrke0yNuIN6HUWTu2wZ3EEjInyzjubnw2XQO4Mus3KZfekl6/XG40zcrVpxPRlca/fjmsJGK5YkepFENeZMuhddBGuUnL8q576Wl8MKm5kJC2FysuqnWN7GjMFvScjjdkMGwcGw7MTEqDrvvot7Z87E88xHKki84QMP4Pdzz+F6QwPckBMSYJ10uZA5lBm/HQ7IiMia8fiqq5SlTOJpmRHf53TCDTQyEpYaka+4NotbqPls3LFjMb/iKirH8xw+DKtWz56wUo4cqSxFEkcox8WIy/ixY7CQZmTAbdZsSRNL9r33wqJoTuw0cyauiUumzH9lJdpJS4OFvH17lQTpww+tfRDLeV0dLKQREVzaoQNcXMWSJu6gN9+MeTznHNUHOSdVrIpiORRLe3Q02g0NVdbLDRswT0OGoM5NN6n2Lr4YYxo+3OquKlbVCy/E3Pfood4ricu9/37cY7YOnX8+5nviRJRJsiqJ3ezaFc8ZN07Nu1jy5Nxjmaf9++FS3LOnSkolSYskdvnWW2GpNeuyZAifM8dqBa+qUnHusbFwRxdLt7wbkun3hRdwvaICFvGEBFjIw8KUW/Hatcr9PSrKGs8p1sQ77sA9N96o5mnAAOhsx44qRljaM8+TxIB6PJCNywVdcDh8MxRXV0MHs7Ks2YaZVczrJZdYr0u8u8kFvel/86ZNuD55MvtAPBk++8x63e1GnH18vNXKzIzvoPBwuLSfAk4Hy2pLhnYD1jjtoAmCRkuB1kWNE6GhuoarnP7sJoNLN3gtyMR9zvsYGInBCg/3PfNv/34sZi+4wOdZm++6y7qYNWPyZCzwvI/BkHNGR4/2JbHTpsG19OuvefcskL+6wYMRExsVpVxbL78cC84tW5RL7G23YRwZGYiJrK1VBPKrr+Cy6OeHcZSWgrhmZWGROnIk+rRrlzoX8cUXFUmZNg2L8rZtlcuwuGQuXQqXQD8/HJ3h8YBAxsSg308/jfsWLlTnmw4ahDZ69VJkWIjB0qWKSNx4oyKTAwagTo8eWPgfP66yJb/8Mv4OC1NupZMng3zu369iLh95BHJp1w6xvw0NKqZx+3aVXOeJJ5Cgx+UCya2oAJFs0wafJb71hx+w4CaCPKqqsDnQtSsW3nPngmisW6eIydy5kFGvXojJrKxEIikiHBWSm4v7rrwSruPx8ZB5dTXmPyQELs233II6ixbx6hdfVMmgGhoQS9m6NepIYq2PPoIsAgJAMJhBXEJCMC/PPqtkuWcPyGrfvpBX9+4gZwUF6Jec8SoJjO6+WyXQGTgQYx85EuSyqEgR+GefVfHdffuqo54cDiQzWrJEbTLIWb2tWmEc556r5kl09OWXFUE7/3zIv107/FRVwXXZ5cI7t3y5InDynrRvj/EJefr6a5Asux2ush4PSHh4OOZC5mnpUqVTN9+MsUdHQ05yxmpYGDasbrwR8/nFF+i704nNJY8H98l7Irr39tvQ+dBQEDNJrOVywT3/+edx3z//CTe5ASMAACAASURBVMLpcoEgmxORFRbinbXbIZ9//AN1Hn8cGy2Rkda4aMHixbjv73/3/T676abmQx0KC1Vyr4oK6/9m2UTwDmeorobsZZ7MWL0az/E+WohZbR6Zz4H+GWiy+uugyarGaQdNEDRaCrQuapwIeUNhKdx93qXWgvJykI20NGW1Eshi7q23fBuUBa/3WasVFVwdGwvro7clVqyW995rvS5JZ0JCfEmxLBQl0QuzOvpl8mRFepix4AwPB3np1g2LRRmTZHK96SYs4k2ZI5ssxBMngnB89x2uHziAxbVYrUxxuU3ZX6++Gr/l+JCqKpDXjAxYbYKDlcXo++/R32uuQbtm67JkcpXYOolLrKxUFqj4eCy8xVopGY8la+vLLyt5ijVQkv/I8SF5edhkmDwZ8262GL3zDtoRK7vMk8eDhb/LBYIYGanGJGRn0iRusiALLrgAcpOkXfL9VFyMvvXrh37Gxqr46a++wr2zZmGezGdkyhmTw4YpwsEMEhkUhPZstqa5zc3NVeRV6opca2sh17Q0ED5/f6XL27fj2ZdcAn0aPFjNk8RmTp7cRIqZGdb/1q0x9+HhyIAr8c6yeTB3Ln7Pn6/kOmgQ5HnNNdCNNWtQduQI3oezzkIfG4/jYWZlIZYkWyLzhgaQrZAQ1ElMVDHhy5bh3mnT8ByzFXjqVGyqSPIi8UCoqMA71K0b2o2MVFbqjRvRztSpmAvz+yQ63L8/dEZ0b8cOyHnECFw3J6SSd1A2eyQJWEMDLLWtWsEa7XSiHWa8n/7+eG+950ky6coZuxJbWlSkMnlHRFjfQZknsf4KPB4Q5NBQbGCYUVICXfaOBReZGwbzvHnW/8319SDwzWUHlrn1zgDMrDYwRJ6C2lrMd1aWb4biE0CT1V8HTVY1TjtogqDRUqB1UaNZrF7NHiKuDgtnjzeBlEXyV19Zr1dUgBwNGOC7CFuzBv9y583zfZYsOr0T0VRUYDGfmWlNhsOsSLF3EqT6epC+zEyrC96GDewhws/UqdY6YrEkUmd0MitrkN1uXXQzw6IaGoo63ok5JMFPcLB1YVldDQuIzQaXZzOEGIvrrRmXXQZ5+/kp11BmjC81FWVnnWWVuVhVzMRcxjRsGK5nZFg3BzZsQN/keBAzxC2aSLmTSnu9eqGeOestM8iTJGLyPs5DsgLHxFgtQocPgzhJVmEzxBLWnNv3hAnoQ2Sk1Y28pgbPIPI9A1PIfkBAU53c3Fz0JzUVfejZ0ypXsVgSMTceodEEIewOh/UMTLcbshaCbsbSpbhusylCJXIdOBDXW7e26v+mTWqezISPGa7I0r+lS61lQ4eq82PN78bu3SpxkrelTY5jCQuzJlcTYuxwgEiaZSTHETX3fsp5wt7JpcrKcI1InSUsEIu2nx8s4QKZJz8/bMiYSZc5cZI3iROC7XTCCi1wu7HJRASXbDNkA8wwrGeV/lSiI9nA8J4jZqV7QvLNuOgi5oAAXumdVGnTJvS5OXfgSy/Fs7yTbx0/DoLtndSMWR0ZJGELPwNNVn8ddIIlDQ0NDQ2N3xA8diwZROT/wftkmJP1rFhB9I9/EF17LVH//tZKjz1GdOQIknuYE+gwE11/PRLX3HKLtc6ePUSPPEJHhw0jGjDAWnbPPUiosmCBNZlKXh7RTTcRjRhBdPnl1jqvvoqEM/ffb03a0rkzVSamkEFEBw4VWeucfz6SrDidROeco64bBvrkdiPhkyRcIcL90v6gQdb2JEFPba01EY2/P5JNeTy+iY5GjkQSF8MgmjDBWnb22ZBhmzZE5gQeDgfqMBMNHmyVuSS2YbYm0DEMon79cD0kxJpAJzsb/WK2yoGI6Nxz8Tsiwjpew0CyHo8H7ZqTFlVXq4Q8iYnW9vr2Vf009zs+Hv1wu331a8IEjNnpJJo40VrWuTP60LkzUVSUul5VheQ6RERZWdY6Xbrgt8djTVoUEKDmPTvb2r+hQ5EEyjCILrzQ2t7gwfjdujVRRoa6zqw+5+RY67RqhbY8HmtyJMMgGjUK15OSrPrfqRPqMRNNnmxt76yz8DssTPVHIEmLuna1vhtmPZD5EowereoGB6vrcXGQX0MD+mmW0ZgxmCc/P9/+iX5lZkKXBHZ780m2iIiGDcNvPz+V5IwI8zRkCPrcs6dKIkYEXQwLQ7+mTrW2J/OemIjkRgJmlcQrJcVap3t3lYjJ/M7YbPh+KisjuvFGa530dHxPvvgikl+ZcdVVKL/xRl+Z33MPUX09tX71Vev1Tp2I7ryT6J13iBYtspb97W8Y74wZSo5E+M667z6iL77wrTN+PN7lO+4gKikhjRaMk2G0v+ePtqz+/4C2Zmm0FGhd1PDGruk4L7RqhFcCDjlSJTlZJVcRFBTA0mg+f1QgO/jPPONb1pisZ6V3LJYkDGrOKjFxIqyW3u7E1dVw9+3V64SW3Vq7H7uJuHC1ydoox+V4W36PH4fFJD4eVjazVVMSx8THw31ZYtbEOpOcDOuX+aD7ffvgyti+ve9RMZIoyum0Wt9qa2GxjIjwtZa9+CKupaaqmE3B6NFwcwwKsp7TWFoKC1b79r6WZIkdDA3FGMRS5fEgeZRYSc0uj3KUTtu2mBNJUMOMuXO54LJrTt5UXw8XVTk/1Xze6fr1aC8uDvXM1jeJW/W2lkkCrlatUG62LokVTZI3iUVRjrGJicG4Gq3tubm5aC8wELrkdFqtpDJPfn6I7RRI7KBYB80WSrHcd+yIcnPCmylT8KzISFgoBRUVmFNxXzcfd2I+SqdnT6V74gkgR/DIWbbMyiLcqRPmxOw6f/310MdWrWB1lfYaGqDbcvSM2eK5cSPqREdbz3Blhju2HEVkPld01y70TXTPrP8SO5uVBTdi83E1o0djfu12q8VTrLsJCZjD3btVmSRV8p6nsjLINCHB17IpFuGePX2PKbrySrQVFYUjtLy/X8R13Pv/aWkpviN69fKNa5WEX089xT6YNYs93tZ2Zrw7OTlwx/dO3iQeHd7fsxJ7nZzsG7Yh8d+SdOonsHXrVvZ4j1vjpODxeLQbsMbpB00QNFoKtC5qmFG2ay83GAbXOJxcV1ZuLZRkPRIbZsZ112GB6p0Z86dioz75hMXt1aKHbjfi96KjfTMDr1vHzbpgMiOZCZHKYCqQOL+YGM5/7mX2EHFBdALKtmwBKb7qKrjSmV1tL7sMZcuXY7F89tm4npeH+y6/XCW8ee01lL39Nv5+5RWUO52KGEjM7saNWMB27YqFZEGBioWTDLMSzyrZeN99FwtUScpUXIw6AwYol0eJQ5REUQ89pFysxRVY4mZXrYKMY2NBcmtrQSDT05nfeAP3PP446ogL5N/+hhjP2FjE3dXWgvwkJaF9h0Nl7N2xA+Ri7lyV8EbOsZQERIsXI0Y1MBBxfR4PXFWjojAmm021t3Gjygg8dSrkumsXyiZNAllZswYEXRJDHT+uyLqMQTIrC+H7xz+QDdpmY962DXo4fTrm97vvVKIjj0fFNw8fruIkxSVa3KQ//hiu3h07Yp6qqkCMBg6EazYR7mUGMRfiLWRNXOEly3FuLt6dVq0QK26eJ4mFlTFJkqYnnlBEvKQE71NWFupJYiKJ/TxwQMWCii5LvLmQnzfegEu2vz9ifWWeIiLU2abXXYc6EmM9ezaIpdOpSOTIkXiPtm7FHA8dirbEBXjkSBUnKzG68vcjjyhdlnObJR5z+XJslIwZg/bMSZVkXkSuc+agfytWQB4ZGZin+np8T3XurNysJTHRtm3QvTlzVPZl73NmKyvxfnqf32uWo7fruseDuNXoaMyTGUeOcIO/v5VoC0R3Zd7N7Q0dCpdt8xnHzOo7obm41mnTrPN0AuzZs4ePHz+uCespwuPx8PHjx3nPnj0+ZZqsarRoaIKg0VKgdVHDjPx2Wewh4rxHvbLyejzIHpuaao1LZIbF0LwANkMI5H/+Y70ui+7GbLsWPRRy88orvu2NHQvC4L24kwXv8OG+dYSoNMZm7c/uyUzEe+bdDWtWWBiIyJEjWOSOHKmSAN18M9qQuLnPPmOeMUPFz4klNTVVHa3RsSNIqJDaGTNA5gxDtbdwoSK5s2ZhMbxpExa67dtj4bxjB4jcuHGos2gRN1lOJHvy+vVKLqGhGMegQbBMVlQoUnvWWbAYBgSoo0VkAfvoo2qePv4Ycz1yJKxLu3bBAtqxIyw5QkZuuAGbFkTM77+P9mbPxji2bkXcXWAgiENtLSybOTmYp4QEkF6PBzGDQgxknp58Eu2Jxfubb0D2oqKQ/Cc/H+Rk7Fi1gSJEXUjfkiWwFtls6I94BSQmQi6dO4NU1tVBZkFBzBdcwKuff96aQVXiZF980ZqsRuIlO3YEkXY6kcyHWR29smCBsvDJ8U6TJ+NZR46AXEVEYI4qK7GBMXAgiEZQEDwImJlXrkQbf/mLOibnP/9Rca1RUSCR8fFIwtPQoObppptAPolU3PB116Fs40aly3v3ol7HjtBhsUD26AEdF1I7fTrmW0gxM5Ij2e2I5ezVC7pXXMx88CB0YOJE9T49+ijqSDKjTz5RGzSrV6Ns+HAQ7dJSPD8lBZbWsjJYoMeMwbNsNhUvLtlt331XbWbs2AG5pqRA9zZvVsnKmJk/+EC9T0JCFy9GmWQNPnBAeXIcPQp9adsWCaS8SZvoovmYJ2a1+RYX5/u9Jd8L5uRVjdg7dSr7WKCZ8dzevTEub2K8Y4fvUVgCs1zMEE+Cc8/1rWNCXV0d79mzh7du3ap/TvFnz549XOdtCWdNVjVaODRB0Ggp0LqoISj4BkmVjscl+xYKkXjxRd+yadOwQDInP2EGsYiIAPHxXtiJxbDRXbJJDysqQDrNWToFkqTJOzMwsyJvsuAV1NVh8Z2R0eQ2V32sgN02G3vEXfKxx9T9Qi5SUkDSxG1Ojpvp0AGL+6uvVnXkyJUpU6zkjVkR0X79QCpksep2wyqZmopFtzmhkbhsZmWBXIq7s5CTyEgQU3MCoi1b0M748VYiwcz84IO4NnYs+m62oIwYAXnLuYsiczkPsmNHK9liVsf9JCZaXSKPHUO/Bg+2EnNmkHIiWIqIrMm5pk6F1U4yIsuirqwMVltxFza7tYr+yLEdUqemBhaujAzIzuw2KoRJ5kmy/DI3HaVSkpUF+Yr7sRCN2Fjfc0yFtHXsiA0PcYEWF+PoaNQbMkTVEYvzhAksXgVNEBfjs86CfM2kYvJkEKbgYJQL5HiYTp2smYGZladA+/bQJUmmVVCA/g4ejOeYdU9c9s89l33cWmUzQpKeiczFXT4tDXVefVXVESLatSvImiTTkg2MrCz0xazLq1ahznnn4bdkrGZWZw937473Seapvh4bEJJMy2xBlI2h3r1ByiQRktkVvFUrazKtvXshu7FjUffuu1V7YtH+4AP2gRyzlZ9vvb5mDeZHLNBmXHopSKScxduIFf/+N8bY3Hmo8p3T3FFfYoGWM5gFhw5hA6q5o77kzGnvJHca/1VosqrRoqEJgkZLgdZFDcGR9Gz2EPGhtxdbC9xuxK61b+/ryrt5M0hSc4uwa69FmfeiyWwZa0STHoqF5JtvfNsbMwaLYu9D7o8dQ3vemVaZVbygd9ZNWYTGx1tjv+rrVZyguPYKxLLpcPgelzN0KMbqbXHJz1eZVs2kmFlZvIKCfN2dBw1CmXcsmbhBm117BVdcgQVxYqLV4lJRgUUvke+5uGJdbc6Fe/ZslIlbrcCc5VdcewVCJgIDrWNqaACBtNmUO7Vgxw4Vi2qOzWRWVva0NGvm4poajNObxDIruTYX8zdqFK5nZ1tjCAsK1JjE/Vkg7uohIVbLmMcDIkvkm+VaNlaaIwAzZuC6uGCbxxQfj7I//claZ8OGE49JjiESS6wgPx8kyGxVFUjWYJdLHSkkY+rSBfMxZoy1zoEDIKtEyk1dIJs8mZlW/a+qAkkVV14zZJ7EymvGOefguplkM2MDIzgY9bxjPcUdPjzcGpvp8YCIEvlmuRZibNo4a4Lof1QUXLAF9fX4LszJ8SV9u3dDRt4ZwpnxfjocsPSbcfCg1eOhEbm5uer70JyBW8bUvz/eAe/zVQsLIaPmXIjnz2/++1COHBJLusbvgpMlqzobsIaGhoaGxrZtFPvjJqpLaU0Jk8day957j2jDBmSiNGfcJCK67TZkCb31Vuv1nTuJnnoK2Xqzs61lN92EDJh//7v1enU10SOPIONqnz7WslWriP7zH2TP9M4W+uCDyOZ6333W66Wl6POQIcioa0anTkREVFNSZs2MarOpMe7eba3TrRuyizocvn3o1g1ZODMyrJlR4+KQpZPINzurPCckxJoZlUhlEfbO0tm2LbLhGoY1MyoRMuwy+2aPDQoiSkjA54EDrXXCw9GWy4Vsw2YUFFCziIwkCgxsvkzGGBbmm+01PR0y6tHDWicqCnNgsyFTrRl79+K302nNwup0qjnwllHfvmpMMm5BTg76kJVlbS8sTGW77dfPWufoUfVM87gNQ/XhwAFrncxMPN8wfDPLSvutWlnbc7lUJmlv/a+txW8/P6LYWGuZZKk9dMh63ax73nWGDsXvyEjcZx5TmzbQo27drHUcDsjMMKxZqYmIKirwu7oadQUBAerZ/v7WOoMGoT1/f6K0NGtZp05oJytLjY8IMhLdPpGuMFvn1jCUHogcBdnZ6KPN1vSd0ASZg9atrZmQHQ6i228n+uEHog8+sNZp25booouQIfj4cWvZ/ffjXZw71yqjpCSiG24gWrgQ33NmXHMNMijPm2etYxhE996LOX/uOWudyEii2bOJ3n4bmdHNmD0bMp07V2XJJkK/HnyQ6PvviV5/nTRaGE6G0f6eP9qy+v8D2pql0VKgdVGDmdnTp0/zlrKGBlg3vC0czCqWrjm33AkTsLtvttoww4LSTKKP3NxcdfZgczo5ahTcKsu9kj5JvGxzWYMbXTt9Yr4OHWIODOTKCGRuzbv/UVUmrp05ObComC00khGUyBpjVl4OV8K4OFhIzMlNXnpJWbDMWXnFrTg5GeWS1IZZWXt690Y9c3uSeCcwENYngdsNa2FkJPu4Q3/1Fa6FhVldHSU2VSxVj5rksHcvLES9e6PMnGFXxpSYCBdrs2X67LNhKSZCYh5BXh7mKSYGYzZne507FxZD7+zJRUXoW48eaO/zz1XZ55/jWqdOsHgWFqoycb0msibiKi+HNTM21neeGi24DS4XdFfwf+y9d5xW1bU+vt6ZgaF3QQGlCErvvfciVYpKUVCKoKjBkqCxtyS2G2NiF2NXLDexgqKjYgQjImABlN6kl4GBqe/6/fHMM7udId4bv/c30fN8PnyG2fs9+z27nDN77bXW8+Tk4H7POAPt2SQ5X39t5iklxRA+qZoc59KlXY8ZoxTI7myvzfffR1nVqq6Hnvm29I7ffru5hl7uTp1Qt3SpqWP4a/XqhsyLGDXKsAbbep7UXK1VK/TakXiKedhEVhaezdat0d5rr5k6eu4bNDCET8SvfmXm6Xe/M+WZmeZ5KlPGfYfQ01ixouv5zc/HWmQoMvOe2SeGSvueTeZqp6WBUM2ep1at4KWNimIgo7XvoVcFIVMi4TIhE8zV9T3TR47Aq96tW9G8F/1tZj6tPa5E374YJ5+dfc8evCN8TWlVQ9DkEz4VFOBZq1MnbC/G/xNIHAYcoyQjNhBilBTEazHG4dXfalJEj51cJ6wkQ6gvLcN8LxL52GA4nr2pJiZPhjFjGxeq+uG77yL8lsQ7Nrjh9cMIVY08ip8vS5mYqM1aIfHOsY8+1gJJ6OEKVUyfOnRADiT7wNDdjRuxob30UpNjxtzP22/HZ195BRv5mTNRnpWFjV/nzoaFd+VK1DFs8p13EB7booXZ9I4aBYPlyy9hBDEU+NAhbJ5HjjQ5m+++izoy+D7xBDb6zPllqGrt2iCYsnPt3nzT9HHAAHfTe8kl6Mvq1ZivSZNQnpeH8Wnb1kjdPPYY6pYuxe933AFjv359E458wQUwPGhA0TBeu9awMV94oZvvx3H95z8xjr17mzns2RNlX3yBz5DUhocXM2ci77JcOdMeDf0FC/CdJNo5fBhj1quXbpwyxTUiaZi//Tb61LixMfomTsTYfPUVvpPMxUeOwHgbPFj1hhvUCWvnPD32GIzIQYNQTqKu004Dy6ttnDAM+dFHcRhQrZqRivn1r7FGvvwS5Qyttw+ZmC/MfPNly/D7Lbcg39aW9KGUDkPeOU+rVpmcy9mzDcGYqjHAMjKwNtq3N8/wwIEY208+cYmEbMImkoNRKoYMvq++6ubU7tmDA5ehQ00eNpmBeb8vvIB3yKmnGiK46dMNC3fFimCgVsV7q2ZNhPBfdRXub9Uq1FHG5rHH8CwOHaoBOK62sU+ccw6+y5ZeUsU91amD59MHybwK2yv625yXh/BqMhfb4EFU1LvxyithpH//vVvOUO8mTUJD++OPzdqI8f8csbEao0QjNhBilBTEazHGthbwXG2b/5xbwdwsW3uRoKHjE3wUFGCzGqXFSm9dRD7X2quv1kiPg6pq//7YVPpG8bffuoygNiZPhnHkG7EHD2ITWZjPtbljT1UpZD+mDAeNr5490Y+cHJAKpacjv4zsmRMmwOiuXNkYCZddhj6uWQOjjTmLBw8aQzM3F5tpGl88EHjlFRg+tkdwwgR4Fw8cMGQ1X3wBI/DUU0G4xHmil+eBB7TIS85N/GOPGW9QixYwZtq1gycqN9dseu+7D56s9HRs8lWNDuf69WBoFoEHOpnEXJ9xBr6XLK5HjhjP5z33GEOHRvfAgTDUDh8GsU7FivAQbtgA4+Syy7B2TjrJeM9o3C9ZYg4SSCI1bBiMw6wsGKmlS2Pe1683EkN79+J76DWdPRvftX698cB//jlIbapUgde6oAAb+tat0VeO5XPPIW/UPkiYMcPkf9KQWrbMeMy6dME6Ov108zzRS7h4sTGOnn3WnaeCAhg2dergenrdf/97k5tIzy1Jxr76yhwKvPSSObBgG/37Y2wzM43W54MPGmmdG25AewMGmGiGiRPNOtyyxZCM0fPcoweuocG1aBEMdBGjz2qvZbIQb95snuMrrsD42drAM2catuKrrzZs05mZWEOUq2nf3uQ1k5X3iSfQvm3wUqZo40aTt/uPf+CeSAaXnQ0SqbZtMf70kvu5x8zDbt48fD8yxzhKYovzvmxZ2F7Lloi4yM52/zaT+MrWOCYGDYqOOtm50xwI+KDMUZS3duxYvN98+ZsYPzliYzVGiUZsIMQoKYjX4i8bh9Z8r0kRPVDlpLCSXiWb3VbVbKpsFlaCm6qnngrbmzMHG89t29zyvDw9Vrs2vJq+V5UMrtRdtDF2LAwQsnsS9LZFheHRkCgM6zuyaYsWiOihStVc41TVbHp//3tjRBGURbn4YpcgZs8e3NOwYfhJ2RlV4ymkUcGQ6/x8GCetWpkNPT3P3PRedx0203boL8lSrrtOHY8ptW3pNbM1brlJ5TW2ViO9q9TMJZEPN73TpuE+abypGpIcGtL2PA0ZAsNv4ED8ZJ9oFF1ySbih56EA26OBQON1yBAYWzazLA3tm24y3m9i7lzMzwUXGBkb9qlsWRiv6elFrMEZGRlmnmikkDW4oABj2qwZvMB2iCpJoubONfIqBD2ll1+OnySROn4cBw7t2uFn+/bG6KEHluNwzz3uuNaogfUtYtbe/v0w9CZOhCfONqLonf31r/Hzv/4L5YyQqFkTBieNWFXjgb3qKhiJNonaxRfjUIBSOiQnys42XnCG7vOQibqyV18dzhON0okTUUdvID2wEyfiebJDqvksk0WZh0zJJMa0cWNzn3znbN9uoh+qVXM9pnyeZs0yBrcq1lnt2tFRH3yefAIrVRMh4RPCZWbiebDDzQkygT/wgPu3mXI1fgi9qpknyjfZuOwyjKfHNFwUIWGnBRDff49nxScNi/GTIzZWY5RoxAZCjJKCeC3+srGlLdhMtz7ondjn5iLPzA7pI+gFsqU/iO7dcZ0frrZnD4wDOy+MoLeOGoc2+vSBZ8pnvKTBExWuNm5ctBbr8eNoa+BAp3hXh25oy/bWqaLfbdrAc+rLUWzfjg18WpoJkSUYbkoPK3HkCLxBFSrAa2aPK8fA9tYRw4eb/MLly015ZiburVw55Cza7S1YYPpkM38yF69cORh89saXRl96esgkOnu2yS985RVTnpeH+a5YMcxxZH6yiCvRogrm2lKl0C+Gf6oa73vFilhLNugJ8403VeT6VagAA9KeJ7L8pqSEHiYae4lEkWGekZFh9DwrVw7XMo3I1NSQsZeyJQxdJrKzMdbp6aHBQxkUEeSsEpQ2qlAB90EDUtV4LMuWdQ9DVI2GKsOdiWQSxmvZsqHBw/DtqEiJESNg7PkM2PRYVq4MD6TdJ+aB8qDHxqBBmA8/Z3jnTpQnEq4R6/fJzvGld7VatZABm1q3qakmPJu48ELce6E3vQj0qKal4UDE7hM1hX22aoZbN20a5vTzHeWPgSrkZRIJ9/1AdOum2qCBZixe7JZnZESvfVUcjkUZxtu2uSHqNtgne90RfIfa6y7GT47YWI1RohEbCDFKCuK1+MtFVqFX8WDl6mHlI4+o4/0jsrORi8gQORvcRPvSH6oILUwkQtmGQmKUIw0bhkbxBx+EBiTBkFN/M7VxIwwTW+OToIfL3wRu3mwMRd8oZj6eL+OhCkIXf8Orig1iIgEDxceMGRrp9c3LQ95eIhFqNDKktlmzsL2BA1Hnk6VkZ8MYLFMmPDhgn3xDRxUhiCKhdND69SivXj2cd0p8+OHYySQ20ImEa5CqmlDe1q3De+jTB3W+pu/hwzAkSpcOQ8IpcROVW9ikSfQ87dgRzFPR+5DyMldf7V6Tnw8DLZEIQ8zZpyZNwnsYMiR6nnJz0Z/0dOPRJxjO7Uv9qBoiIT80dcsWlFetGs7TFVegziaxImrUQJ+oFev3qWXL8Jp+/VD38MNu+dGjBK1ohAAAIABJREFUhojJD019/HFcE6Ud2qwZ6piHSmzfjnurWTO8ZvZsLfJa2ygoMCRWGze6dXxPnWie/HDb3FyMeevW4bgyusAmFCMGD8Z7yk+J2L0bz2ZUiG5hdMrXUSHEgwfDOPcP4hhNEnV4R+/y9u1uOQ/vBgwIr6G31pfbivGT4scaq7F0TYwYMWLE+EWi3KyZkiIix2+7w63IyYEMTJcuIkOHunVPPimyeTNkDlK8P6H33gsplIsucsuPHIGMzejRkPSw8eqrIuvWyZbzz3clX1RFbrwRsg4zZrjXvP++yOLFkM2pWNGtu/9+3Ndll7nlBQWQxWnf3sh2EHv24GcyKduff9WtW7EC97VtG+6J2LTJSNu8+657zQsv4LO7d4t8/rlb9913uL+PP3bb271bJCsLZcuXu9f885/mPm3pjawsyGckEiLLlrnXvPIK5IGys0XeesutW74c9/D556gnjh0T2b8f//fb4z1lZrqSNqoiS5eiPV8m48MPRQ4exGcWLHDrOGZr1ohs327Kk0mRHTvcfhPr1onk50NyY+NGt27JEozDli3uuK5bhzEXEfnv/3av+fvfzTwtWeLWbdqE9r74wi2352nVKrfu44/xc88ed1wPHcJ4pqaKZGS417zzDvqTkwPpEhurV+MeVq/GXBLHj4scOID/r1jhXvPpp/h55IhZ1yIY1/ffxz349718OeZUFc+3DY7L+vVue6oiP/yA/3/1lXvNN9/gfvPycJ2NhQuxVtavxz0RW7dirlJSQumUxYvxfXv2hP3dsgVjtGaNW75rl5HTWb3arXvzTfzcuRNzSWRmivzjH5AHevtt95pSpURuvRVj99JLbt24cZC9ueUWIzlFXH89JGwee8wtr1kTsl7PPGPWOzFypMjpp8upL73krmURvHcPHMC71ka7dni/3ncfnjkb8+ZhrO+6yy0vU0Zk7lyMr//O6dxZpEcPyIvl50uM/5/xYyza/8t/sWf1l4HYmxWjpCBei79Q7N4Nb8VJEbmq9OjYUiGq8CiceWZ0bun69cXnORVHKEK5lSZNwpC3d9/VyLBEVXje6tZ1w/5UQWJUoUI0AzDJcXxWY1XVUaM0WamSJkV0f/WT3T6lphoPkj0eU6bAM9K7txtOm5uLe+vdG55SMo+qmrDAMWPUyYlTNTIezF3k+DIklRIyzMtTNWGxw4fjXnbvRjlz9po0cYmcVBHKmZaGfDnfc0KPa/v2bug1czVPPz30Cv/97ygbPRo/bYmbkSPhsevQAV4peqSOHIHXa8gQeN/sEEW216+fyzjL9qpUQV6mnbv47bdYy2edpU7+pCraTk9HXdWqxiObn4976tABz8CwYapa+D5cudJ4aUWQN03MnYt5qlvXzfc7eBAe1+7dcc1DD5lrmHd63nnok+3h6t0bDMBNmrjhtCS5oqfPzi3m89mmjeopp5i1R8KfM87AeNjRBQxfnjhRg3Ba5oP26oV8U+ahHzuGsenZE8+2nbNKgrVevcIQeYakVqjghpOvWOGuf+ZYq5oc8DFjML8HD6I8mUQ4dLNmmHvbc04ysv79w/eL/TzZ87RnD9rnNXYUCEm8pkzBvZDtm6DsEAnFbPD98swzGqB37zBMWRUe39RU5AT7oIzXJ5+EdaNHI8LB99Yyv/3668Nr/Bxr4vBhrNtx48Jr/vY3tBeVjxvjJ4HEYcAxSjJiAyFGSUG8Fn+Z2NINm7W8h7wQvmPHsAHu1Ss0SEk49OyzYYMkT/JDWLOzsVGLkmrgZuiZZ0Iyka5dsdH0N3jckJFh1AblXL780i1PJrFhPf30MK+MeZU336zbmrbRpIhuf6bQoJ06FRu8TZswJv36oXzHDhh8l1+OkGIRhDeqGqPgzTdh2KSlGXKX8eOxMdy3D7lx3ERTE3HKFKOpyNy4O+/UotDI9u3Rh7w8GF0kiFmzBp8hiytJqR5+GPlttnFCspxNm9CfWrUwxjk5GO+ePY18BUl4uBF//nlsaitVgjHB/NdGjRA+yj6ogqQlkcA9MUySOck0ipcuBeNw2bIgByJrbf36Ru+Tep4k57nlFhhhiQRkb1TBHFuhAuaFBwWqaLNsWYRaUv7oz39GHfV0FywAMZOI6nffYR1OmADjbccOGO1cu8y7vuACE1JO9mq2sWIF8ocbNsQ85eSgjSFDwhD15ctxzb33mrB7hvXOm4c+rluHgwo+Czb7LnVZ2SeuvZdfNtIpBw9iXFu1woHDgQOufMu2bVijc+caKSKGszKn8YMPMK80Svl8nnYa5iA11YQWf/45rrnjDjNP69ahbsQIGLH79mGOu3VD+ZEjeC7GjzfzTCkWvnOeeiogRyuSwdqyBcYbDdkffsBzO3WqGVdKPJENeM0aHCycdhqM8/x8zFn37uhjqVJhaLE9xn56BJ+Fxo3DsHu+I/xwaVWXZdnG0aOaW6lSNAkTQ7PtAwxi/Hi0t2+fW07SpCjD+Lrr3OfJ7lPjxtG8BTF+EsTGaowSjdhAiFFSEK/FXx6O7dilBYmEZpavFFaSHMX2JhGDB8No83Pr9u+HoTJ1angNjS9fkoZyE4XGl7MOyVz6yCNhexddhO8qTr+QBqUN5r7a3i7ivPOwed+/Xw8uX6VJEd13Uh1s7lJT4aFRNaynn31m8m/XrzckTE2aYMPboQO8zwUFxjiZN89sFumVpMTHBx9Ag5VkK7m52Mh37AivB+U5VA1pzAsvmBzNJUtQN2oUjNejR+F5qVYNnpdDh7B5nTwZ/7cNFTKPPvMM8kNFYByoYhxPPhnttWqFPuXnG+/Y7bcb2RN6ky6/3Bjnl12GDf/Ondi8n3YajMi8PPSP5Ek8LPjDH8wmnN506nlu3gzmZxrJu3fDaJw61Vz/29/iGjK6LltmDi9WrTJsqjyw6N4d95GXB+OmVCnVyy7Tpc89h3lirioN6w8+wNxxnrKzYTR27471X6kSvIKqhhH7hReMFie9veecYwiT6NE8dAhzVa0a2vC9XYwyeOghk/P5zjvoU/fuRibK1uvlPN1xhxlXHqjwwGLzZhiUKSk4vCgogNewY0eMCz3PySTWeiKBcWZ7NJLptdu50xikhw/jAKNMGTA8r11rDhtUDYPvJ58YLyLzpPv2hXGel4f/U3Ln4EE8+xdeaLyS9PYyymDZMmOQfvedy068dy/WDSMvuH6ffdYcnFEz9fzzXQ8vkZuLwzfq49oojgndPoTx2dN5+BahSb158mSMeZROaps2OHzwjchvvgm96sTkyRg/nz2d+bPTpoXX8MDiww/Duhj/NmJjNUaJRmwgxCgpiNfiLw+beg1SFdFNN3kslfn52FD16hVe9M03xW6qivREKaFht3fmmdhYFeelLdxAO+uwa1d4Hn2jeM8eeHeimC3JUOx7PFRhZNesGZInrVsXbOx2NG6hSRHN6t0PG1uGzWVmGumYk05yJWSok8oNs+1BGTMG182YAZITtnf8OEJkhw8Pw/DotbvwQmMgqxrdz5YtERbZrp0ZV3oOaUhfd51p74orYERSroaeqWQS7dHAtueJ3tmLLnINUlUYz9WrG0OCG/DNm2FAXHopNvp2ODZDwekds+WQaJwMGuTO09atGLOxYzUIb2Sfxo7Fd/HwgiHGo0ahTfvwggzJnCc7BPr881UrVNAdZ52F72SEwPHjME569XL0eVXVhONecIExiu15atUKhh8PL1RNKPiNN4ZyMNdeaw40RAyjcDKJOWrSBAak7enigcO0aa6xpQpP40knIXy6enV3XNPScBhQpQq8ccRf/mKec3qeCYZ1DxjgzhPD5RlifNtt5ppLL8VBwNSpGFcSODEyYORIeO86dzbX0IhkVIEdRTF7Nt4BU6e6IdVk2u7XDwZZoRSRqpoDOJJmff21madmzTBPffrgQIVeUXp4fRZrVTM2PllcMolQ7qgIDoZN+wRbqmaevPfTP159FWPmsyOrGlkxP1VD1RzA+eRza9bg3RAl6cV58mXFGApeGCYf46dFbKzGKNGIDYQYJQXxWvxl4fiefZqfSOjRshXCSuYL2tIkxMUX4/TdP5XPzoYHLordk55AP+fJDiMsNEiL1iHDCKMYhf/VJrFp0zCXjJvOO+4I27vwQhikzPVU1X3LlmtSRJMiIbvtDTegLX+TmJsLw6h69TCXjHIwpUrBYLVBT51tQKqaUM+0tJDd9qmnzD34G9+uXbFJ9cOxN2zA5ytUQK6eDXq1RBCua6NvX9wDQ48JGsZRhxeTJmGDbYceqxoPb7VqME7szTy9WjRQbMyaBQOufHk3tHHbNvQzNRV6rTauv960Z8sh0atbvXooy1EYkluQmhp6mHgYYxukqtjI16qF+xg50r2GxoTtKSZo+NK7afcpNRV97dvXvcae91dfNeXJJMKOS5VydVVVTTh3lIFy/vlmnmzm56NHcXhStSrCYu15Iis1DX4bzPP0JaN4gFGqVJhLbj9P9juC4afVqhnPM8FDs7S08HniIYQvCXP0KOa8TJkw8sKeJ4YeE/36uYcxBA/NZs/WAAyZt/NxVY031F/7quZgyFsnGRkZ5h3lh/UeP44DgyimaDL5RuX7MzycmscEJaPswxPillvQ3jffhHUx/i3ExmqMEo3YQIhRUhCvxV8WNvYfriqiG+dFSBwMHAgjyc+52rcPG6aoMDGGj/on/NxE+4aOqsm1szZTRetw6lRs1n1phhOF3zHM1yYfIiZMiM4Jo05kVF5arVrRRvaePdgIV64ceorpDfN1ZJNJhE5HGdnr1qG8YcPwHs47D3W+bE9uLuYiLS30FDPktEePsL327aM30YcPw8ioWDHcRPNwwDcKVDEXIq72pqrJw6xfP7xm/PhogzQ/H3OemhrOu03k46NTJ9T577A9e4rvEw2kKBKuU0/FIYW/KadsT4MG4TUTJqCO+b1ETg7mKTU1lG958UVc07Vr2B6JtF57zS3PyjL6s/6BDD2QURrGdeqgzicLotTJqacW36dbb3XLk0ljZPvztHAhrunZs/g++akAu3ebgwj/HUFSKpugjKhfP/p52rSp+Hmi19fXKM3JgSc2JSV8R7z1lhaFCfu48MLodIS8PLxDPS1nVTWGrK9PzTBhT9M3IyMDXuDiIlpuvBF1hRrBTnsdOuDwzn9PMWz+xhvD9pgD7BvGe/cWHyYc49/CjzVWY+maGDFixIjxy0BurtT/aKHkli0v9W//rVu3dq3Ie++JzJolkpbm1j32GOQyrrjCLVcVuecekVatRPr3d+s+/BDSI9dcE7Z3++0ip5wSStzs3w/ZlwsuEKlc2a175RVITfj3IAIZh5NOEpk82S3ftAkyExdfLFK1qlt3112QvLjmGrc8J0ckL09URI7ceItbt24d+nzkCKRs/HsXcWVdRCCNkZmJ/2/e7NYtWoSfe/difAlVyG1ESZ1s3w5ZlPz8UNqFUiKUISGSSSN14stkLF2K+qwsyLLY+PhjzN3KlW55ZqaRx/AlPjZtws+DB135FhFzD3v3uuUbN0I2p6AglKR57TXImWzY4MqC5OcbyZvXX3ev2bzZ9GnXLreO3+3Lexw5InLggCRERL7/3q175RX83LXLzCWxfj3maeHC8HtycnDPvrTLzp34eeBAOE+cA399vfsu2jp6FDIvNr74AvewdKnbXlYWZHNERD75xL2G7WdmunJIIuYe/HlaswbjVFAg8u23bt3bb2Oe1qxx20smzRxQ2ofYuRP12dnhd3GMeP/EoUPm/vxxpTzSjh3mebT7m0gYaR/iwAHcbzIZzvuQISJNmkAOxh5XEbyHjh0TeeIJtzwtDe/Q997D+8LG2WeLNGsmcscdrmxPIgF5mU2bRF5+2b2meXPcxwMPhPM0ezYkdR54wC1PJETmzMFc+O+Pli0hcXP//Ubah/jNb7Bm/vIXt7xGDZELL4TMjv88xfi/wY+xaP8v/8We1V8GYm9WjJKCeC3+gnDzzThVJ2mQjTlzEBZohcSqKjx5deqE4aOqJu/06afDukGDXEkXgrIgXshdRkaGIcRhTpmNzp2jJSO+/RbX3HxzeA3zsGypEFUjCxLlMSzMPz1cuZomRfToZiuHa/x4EOmkpoJAiDhwAF6WFi1CyQsS9NSo4XpbGOrbujXqSX6jasIChwzBd9l5ZFdfjbLq1V0vM0mMGjfGte+/b+ronWzQIBzD3r0Rxu17W777DmWUg1m+POxTs2aBN0i7dzeeZJsgi/PUvDk807a3ccYMzAdJk4j9++HRGTgw9AqTzbdPH8MmTEyaBG+6TZSkinkqXx73kJICkh6ikDU5u1o1l7k6Nxfj06ULvo+kQqomZJ1jZHu4rrsO31G5MvJnCYYiN2oUeoUZDt2oESISOE9ksz7tNLT561+baxg6TIkbmwiHTLinnx6GyPfqZSII7LVHOZgWLbDW7VDp88/HOq9Y0ZUOOnoUn6XEE9mEVQ1ZWqdO+IztkZ0yBe2JuJJXJGyLep7o7Se5FVFQgLXYoQPq7TxX9qlfP0RG2J5zsjhXqID8Zx/MH4/6O9m7N3Lrfa/wrl3Fswkz+oFs3/b9N22K90GhN7TobzPDr594Imzvggtw776n+/hxvCOi2IQZxh9FYDdiBK6jxBPx3XeGYCvGTwaJw4BjlGTEBkKMkoJ4Lf5ykFW1uiYTKWFY4uHDxeuTMmTxjTfCuv79DVOnDYYY/u534TWzZsEA8XKmMhYvxsYvSuKGOVgPPBDWzZgRnUtLmZGo0EiGGFJSw0a3bqqNGunmW2A4bxxayPC6dSuMgmuugUFVtqz5TubKvfceNqlz5qA8NxcGRs+eJlSThvhf/4rf33kHhEnWJlXPPRe5f19/jQ0ijcijRw0hDr/z889RR3mYBQtghAwZYvrUuzc2908/7c7lP/6hRSGsw4YhB45SQVddhVDjtWth4F10EcqZT9ilS6jDSPKg++6D0WDn502fjnmi8cKc5B07cEgyaxZyT+0DEzL7fv55GFrZvz/GlmvtvvtMe2lpIGCiBA0ZXUnutGiRGwJOeaV+/XQ9SXiYm0pSprfegsHYpImZJ4asr12L9igLcuwYNvyjR5sDIs4723vxRRDX2DmH3brBkKU8yuuvu/P00EMwqKpVMyHgJNT65husDRJAJZMwytu2NQRgJLViqPY99xgmaxqyNCDJQEwSKuY0zp2Lw660NJMXTYNuyRIY2nYY+llnwdjnM8wQ8B9+wFzPmQNyMTIkqxqDdPFiPE+UxcnKwqHP0KGGNImHKDw4e/FFGOINGpi1x3z7devw3FIOyc77ZP64H1JLgiGbUI0g+6+dQ0xMmgTj3H/X8vAjKteU+bOFzNFFf5tt6SE/rNdf/zbmzYOxb2sVs72WLaOJ77jWbPIx4uyzXa3iGP82YmM1RolGbCDEKCmI1+IvA7vfWaxJEd3WPOJvDFlNyTpro0sXbECLIy6KYss855zQi6KKzWiFCkaL08JqkthEkTtNmBB6eVRh1KSnq86cGV7DfC4/ry0/H3l6AwaE17BP992nyfx8zU4rrcdLpWsyP98wtW7aZFg1r78ehnrt2qa9qVOx2d+3zxgJb7xh8n6nT8fnOneGZzKZNJv9jz+G/Ad1L1Wx2T/lFGxy6SlbsgQHDJUqGdbTLl0MCyk3+6tWGQPynnvQRt26hmRmzBjjRbFlbI4dw6aULLHc7O/fb4zNZ5/Fd9WrZ8iAKMVy+LAxyl591RgmJKTp1s0YE5QZ2bDB6MXedhvG5Ywz0C9Vc8Cwdq3x0vIwpGtXfDaZxJxQVohe/DvvNPNEg5f5eQcOGDmYRYt0yeuvY/5onPfrhz7m5xuSo8WLMZ82M/W4ccaIZHsZGfhcuXLwgPnzROKab781RFwPPABPnc1kfP75GNcjR9AmvWw5OTiYIFPrr34F4+6HH0xe+JNPor2GDQ3j7qRJhriIa/T11w1pFQ9b7Hmi4bN1q9HQvfFGQxzEwxayPq9aZbzzjHoYMAD9ys83RvZ335k1eu+9MCDtw5bJk43nkEzFS5bg9/LlzbtkxAhcl5NjDm7eesuVu+HzWaEC3iU0DhcvNtEWUe8Sel/9wy2uf+r62vj0U3PA4INSVTa5lqqJtihsz/nbzIMmSiDZ6NkThxx+fvaWLa5clo0HH0R7S5eGdb164T78Q0j2KerQMMb/CrGxGqNEIzYQYpQUxGvxl4FtzdpqUkR3v+fppyaTkNbo1Cm8aOnS4jcn3ET6OoQbNmCDFKXzR23QZcuCqv0dOsBL64fUbd/uGm82uIm0mT9VjSyGHX5JvPFG8Ubx9OkwKAtJUzYMHKkqolvuuDsMqRs5El4ZekipT8qQw1tvxQa+WTNj6F98MTbENCToXczKMsbhrbeqE1LKEN4FC4ynjN6QSy5BeyS3IRnT/v1GOmb8eHitDh9GHUOt333XeIpVXRkbkmbx3UAtyHvvhWFEo0DVMOV+9BHmiSHm+fkwyjp1Qkis7bUi0czzz8PgtuVgqOVLo5ialXZoJftNzzaNyHfegefNnvchQ3C/1LUlyQ8PJu68E+u/cFwzMjJggKanm805vYGUGxo92ozjV1+hjnP617/Ca9WqlZkneiLpiWYoMYlrpk+Hp80Ov2T7H3+MeyHjcTKJ8Ng2bUDUY689apnefjvGoEYNE4bP0O2FC93niUzWvXqZgwOGR7/8sll7NWu6jMdcB9RcZUgpQ7dnzYJHlMazPe+vvIJ7s72V9P5T13PxYpTTc3j33RhXe4986aU4BFm+3A1RpffyrLOMd55s2/TwPvQQns8WLcw8zZyJseb9EjwUi5LMov7yl1+65WQot9snaERGhdTyfpcudf8287AlKh2D4+qTcqninWWvA4IHhzxEsUFiKTucm+ABhv+ejvG/QmysxijRiA2EGCUF8Vr8+SPn4GEtkIQerFw9rGQ+VFTe6XnnRXs0qdMYZUDSA+Pr9TGULSr0jKy4tj4jQUPHZzM9kf4f5VhsSQ5i2DBsZH05igMHXM+nqh7ZtEWTInqsSjW0Z+cDMuywQYMwH3DoUBiI9GwR9Ah27IgNvc0kSkPh5JPdXFR6b9q0wbXz55s6GpFt2oR5oFdcAWPUPzhgfm3btrj2++9NHT1XzZqFTKI9eiDs1g5LVsXGPi0NRqk/TzycqFjRNfTz8zFuzNv8yDpA4Ua5UyccONibbHpubY+aqvEEM1/xgw9MHZmi69YNDYd+/fAd9BRr4fuQ89StG/pGbVBVEy5qecBU1XiCmzbFtXYe6Pffo6x58zCMcvZsGHS2B9KeJzIe25I5NOhat3ZzW1VhzNSuHeYXHjiANde2rYkQIGgglSvn5qLm5WHtsU+2hjEPSLp3D8NdyZRbqRLmjKAR2apVOE+c91NOcQ9kVDHOzK999FFTTk98r15huCsjK047zc1tpSf49NPDeWJepq1RTPAga+9et5zzFJVu8MQT4XuDGD4cffLfQ0eOFEVMBH+bGfrvG8acpygPLw9ReOhjg4cyPvtvQQE8tb58kqoJfbb1d2P8rxEbqzFKNGIDIUZJQbwWf/7YMOEiVRHdcEWEt3PkSBh9zFUkSNwSpbtHkh8/jC03FxswX3NS1eRCRZF6XHGFFvhGgarJ/YvykDJ01t7wqhqjOOpv6ebNJnzXBzfs3kawgBv1M890N9D5+fA2+RtoVbNBrFw5DKUbMAD34OcHb9yIa0RCeRnmWlatGnpIaHQyX9Lva0qKq7mqCi+dSChxc+QIDEHbS0swjzI1NWxv9Gh8lz/vx44ZAp1//MOto6evXj13XEmUE9UnriERk6tLzJ1rDG27vWQSnkP/4EDVGEgVKhSNa9H7kPM0bpx7zZYtRhv35ZfdOq6hKlVCWaFu3VBnEwmpmlDZlJSQ3Gz2bHxXhw5u+dGjMNpFQikWetlSUkJiMUrSjB7tlmdmwpAVcbVxVYuIp/Tkk90w04IChBYnEi7ZmKohnoqKoqDEU9Q8nXYa6p57zr2G+s9lyoQHZwMHoq9+Duj27SgXCaVieIgSNU8jR0YbkdR3jTpQmz3b9fQTdsSED0ZM+GtItShyYImtEayKKJbiuAVO5OFt2hQHZD542OWvIVUTMREV+tyoEdrzDx1j/I/xY43VWLomRowYMWL8rFH3jZclPyVV6t91m1uxebPIG2+IzJwpkp7u1v3lL9huzpnjlmdmijz6qMj48SL16rl1b7wBWYmZM8ObePhhkYoVRSZOdMuPHhV58knZ27u3SK1abt3zz0OCwperSSYhJ9G2rUifPm7d559D9mXGjPAeHnsMsg5+XTIp8uCDIt26ibRp41SlnHuuiIjkly6Na4nUVJFq1fD/bt3c9k4/HT/T0iAtYaN5c4xr/fpueYMGkIhISREZMMCt4+8NG4qUKePW1ayJn507u+XVqqGttDRzn0S7du61RIUK5r4GDnTrBg9G/2vVEqld262rXx99atnSLS9dGv1PJEQaN3brOnXCzypV3HFNSYFcSFSfOnfGOi1bVqR9e7eudWv8bNLEbS+RwOftzxAchzJlwvXfqhX6dMYZbvlpp0EmKZHAmNjgWmzQwHwnQSkmf4xOPRVjlJYmUr582F9VfKeN8uXxHSKQNbHRrx/urWZNkTp13LpTTsFPji9RoYJIuXL4f40abl3fvvhZqxbWPJGSYtZy9+7uNe3aYUzLlDHzTPC7GzcO54n34D8bPXqgvlIlvENstG2L57dFC7e8Th0zT2ed5dZ16YKf9eqF8zRjBt5hb7zhljdrJjJ0qMif/xxKyFx2GcoefdQtL1dOZNo0yC/5klFDhuD7H3pIAsyYIZKTI7Xee88tr1IF7b3wgpFtIqZNw7q4/363nDI2n38eSl21aoV31yOPuFI6IpCqSU0Vefxxtzw1VeTKK9GeL4cU4/8dfoxFKyJDRGSdiKwXkXkR9bNE5CsRWSkin4hIs8Ly+iJyvLB8pYg8/K++K/as/jIQe7NilBTEa/FnjsI8ueRZZ4V1v/41PGUfVRMaAAAgAElEQVRbt7rlWVkIjxwzJrzmT3+K9mypIt+wbt2Q6INkNMy7s1Ho5fjClgRRNYyVdu4fQa9EYeimg+nT4c1jjiZBr28UCydDGn2Pjqrq2WdrUkRzEylakGN5W9atg1cpkQi9ZTffbLxvS5a4fWrbFmPhh0MzpJF5jzauuQbtVajghltmZiJksFQpN9xS1ZD8RHmWRo3CPVSv7nqWGCoq4ob6qhpvlIgbQkrPTXq6G26pasaVOYc25szB2ksk3Pby8hDGmpoa9okMtczltDFiBMbhtNPc9ff118YjTFZZ4q67THuFOZJF78MuXZAP2aGDO08MWY+apyuvRH/KlnXXHyVz0tPDZ4oeaxHk1do45xz0qVYtN/Lh0CHjsfbnicQ5Im5IdkEBPGJly4Zeto8/Ntf4ElBXX40++R71/HyMdWqqIfkiSNYVFQI7ZAjG9ZRT3LzHDRvw+VKlQkkpvnOiQvt79sQ1JOIi6LGO8qhffjm8rn4oviruqU4dl02bYMqEHYpPDBqEdet7ZDdsCEPnCXov164N6zp21CMNGoTvvo0bi+cEIJu2H6GSmQlPfJRH9plncA/vvRfWMd/Vj7rJyoJX2n8+Y/yPIT9VGLCIpIrIBhFpKCKlRWQVjVHrM5Ws/48UkYVqjNWvf8yN8F9srP4yEBsIMUoK4rX480Z20+aajNoQHTsGgzRKW5Css75BQAPSD0tUxSYqkQDpkQ+GEq5eHbbXooVqu3aa4YfzMtcwSltwyJDojWFmpiuzYoNkMb6+oSoMHVu2hdi0STUlRQ80aakqohuussKHuTEcPBjXMtyXbMP9+2ODaOdWkvV04sRwI3/55dh0N26MEGZuUhlK2LevBmHUDKUdNw73YufTdekCI7JePZeUZft2GBgMCbVDmCkH0rOnOx6UQWnePDTOaZCeey5+2hq548Zhs9ulixtGnZWFEOnRo5ETaoeaUz912DBXHkXVhKxXrgxDjiA77dixuJaEQ6qGIZeyGwyjTiZhvHXrBqO9MNw3IyPDkC+NGxcaSGyvcWPX6DtyBPdFTdgHHzR1XP9TpqBPO3eaur59EfbcpIlrcJFQaswYXGvnlNN469HDJbsiSVarVqEeK0Npp07FTxIOqYJkp2JF5PDaxn52NuZv8OAwB5ZEZUOHuiRKqjgQqlkTBo09T8wF5tqjlI4q2k5JweftQxnrHaFVq7ph2SQzGzUKP//5T1NHcqczznDfV4cOof1hw3ANSc5skKnYT3NgikHUAdqJSIko3+OnBDDfOyrVgmkOUXn3o0djfP33Hwm2brklvOayy6J1tKnHGnUwSZKzl14K6y69FIcvvrEf43+En9JY7Soii6zfrxWRa0/w+Qki8o7GxmqMEyA2EGKUFMRr8eeLo5u3aVJE99eqE1YWR/5BT1m7duGGjMZWcXIMUZp+9Oj4XjdVwyT6xBPhOvTZTImtW4vPO6WRHSXHQF1O3+u7aVPxYvfXXKOamqrZq1cXElTVQPnRo0aCh5tU5p5xg7dgAdhFy5Y1Ej7TpsGY3rXL6HCyPZLR0DPGTSo3rR99BEIdSoQUFIAkpmtXs2ln7hl/v/deI/myfj3qyDb8/feYY+YO2lIx9GDSQOLBwfz5uGfb2zJkCDbi27djM8z8xT17YCzMnWskQnj4QQblDz+E8VG9umlv0CB4ttauxbzccIM7T9dfjzZto4+G/ubNMN7IMpudjbbHjzd5xPTGs09PP20M0D17sA4p1bN1KwxQshUfPYrfJ0wwJF6Ue7JJvdq1w6EOx7VpUxjF9MqSXZjES7ffbiRfvvkGdcxTXrMGc0TSIRqknTubtcaIAM7bU08ZWSI+PwMH4hBlzx7D1quKPEhqj1LyZdEi1NHru2gR5t32xA8digMjeq5pIK1fb+aNWr2cJ7Jh79yJa+m9pDd92DCTl0ziI/7+2GPwJtrkbWSF3rTJzeUkSdHEiWZeaMgyr3j5cpBX+URiqibfO8obSnIrP7KkoADPD+WBbJCMzY9wUIVxXrVqmDubmal5xelE86DANvaJoUNDT7yqidy4447wmsL3XJDjTHI3SijZ4IFOLGPzb+HHGqtpPyJSuI6IbLN+3y4inf0PJRKJS0XkykLvaz+rqkEikfhSRDJF5HpVXRJx7UwRmSkiUqtWLfnwww9/xG3F+E/G0aNH43mOUSIQr8WfL6r+9jZpLSJfjx4vSXuOVaX9734niQYNZHkyKWLVVf38c2m9Zo2smTdPdn/0kdPeGffdJ7XS0+XTunWlwLomUVAgXR5+WI526iRfbdwosnGjae+LL6T1+vXy7TnnyB5vnTW7+WapWqmSLK1Tx1mHZXbulM6vvy5bJ02STcuWOdfUe+YZaaAqy5o2lWyvvXb33ScpDRrI8uPHnT6V3bZNOr//vmycNk22LnH/BDd89FE5NZGQZa1aSY51Tcrx49L1oYfkYM+e8u3+/XJagzOlwaa1knH/g3LyD1ul6dGj8mX79nI4PV261Kolx/7wB1ldo4Y0v/NOqVyliiytUkUqtG0r7R99VNbdcovs6ddPuj33nOzu31++W7NGGgwdKqc995wse/FFqbZ8uZyZmSkrunSRrPr1pWv58rL/+utlzfXXS4ff/U60USP5oqBATunfX8687z5Z8eCDkpqdLa03bJBvJ0yQPfv2SdvmzaXU/ffLP9u1k9MffFDqpKXJ0oYNJSUvT7qkpMjWm26STRdeKF3+/Gc51r69rN6+XU7u10+a3HOPrHjoIUk5flzafPedrLn2WtmdliYdTztNkrffLl/UrSvNb7pJqlSqJEtr15bK3btL67/9TdbceqtknnmmdF64UDZddJFs+f57adqjh1SfP18+Pessqf3669IoL0/+2bKlZNeqJd3Kl5d9t90ma6+7TtrefbeUOvVU+WcyKdU6dpRWr7wi3/z+93K0USPp/O67smnqVNnyww/SomtXqfTAA7KsRw+pP39+0Tyl5OZK5/x82XTddbJ93Djp+vjjsq9PH1m7aZM0GDBATnvhBVn20ktSac0aab5/v6zq0EEOikjn2rUl5+67ZWWdOtL09tulWoUKsrRmTSnbqpV0zMuT9TffLNm9e0vBU0/Jnj59ZN2GDXL64MFS9+WXZdmYMVLts8/kzMOHZUXXrpLVoIF0LVdO9l1/vaydN086/eEPkt+kiazIzpZT+vaVM++9V1b8+c8iKSnSbs0aWXv11bJr505p3aaNlHngAfmsc2dp+PjjcmpKiiw980zRtDTpmpYmO26+WTbMmiWd779fstu0kVW7dskpQ4fKmffeK1/+6U+SyM+XNmvXYp5Kl5ZOdetK3p13ype1a0uLm26SSlWrytKTT5Yq3bpJ69dekzW33SaHWraULosXy+YpU2TLN99Ik969pcbTT8vSkSOl1qJFcsbx47K8bVvJqlJFulWqJAfvvFO+LV1a2vzhD5Jeu7Z8lpYmlXv3lrZ/+5usueUWOdyypXReuBDt7d0rLTt1kgp/+pMs69pVGj76qNRJSZFlrVpJak4O5um3v5Xt48ZJt6eekj39+sm6deuk/oABUu+ZZ+SzF1+U8ps2ScudO+Xr2bNlX06OdKxXTwruvVdWnH66NPn976VGuXKytE4dKVW2rHRJJmXjzTfLjjFjpOtf/yr7eveWtZs3S6OBA6X2Cy/IstGjpcaSJXJGZqas6NYNz1PZsrLvhhtk7TXXSOe77pKcVq1k5ZEjcnKfPtLkrrvkywcekMOtWjnvhVYdOki5hx6SZb16Obm6qXXqSLf0dNl1223y/dy5zjV1hgyRxn/6k3zx4INypFkzU5GejrV3552y8uSTnWuqdOkibRYskDW33iq7vRzoBr16Sd3nn5dPx4yRggoVisoTZctKl+rV5chdd8nXVao411Tt21dav/OOrLnlFtk9aFDYpz/+UT7r3FnU6lOZ1q2lS0GBbLr+etkyZYpzTb3+/aXB/Pny2bPPyvG6dZ269o0bS+KPf5TlzZu7+ccxfnr8K2tWRMaLyOPW7+eLyAMn+PxEEXmq8P/pIlK98P/tBUZvpRN9X+xZ/WUg9mbFKCmI1+LPE8n8fM0ula7ZaaU16XsTP/kEp+IPPxxeOGpUdEhsVha8FVG6fNSP9NkrVUMPD8Fw1EKdT2cd0nPms86SKTZKUoEn/T6LrWro4SEYAmfLqhD0oHzyiaqq7npjkSZFdFvLDgiTbdzYeGTorVy2DN9z9dUoZ9hghw7Gw7N8Oerovbn5ZnhLo3Q5yezKUGhL1kInTkSYJceVWqMLFyK82w6/HDYMOYIMBaUXODMTuY8zZoTzRBmbV1+FN4uhv/Qgde1qPDLMkfvoI3O/TZu6Ya2zZ8Ojx7VHL3B+PvKchw41LNP08DBH8JFHwhDQIUPQJ4Yu09NFD+wNNyB89dRTjTed0h9Ll7peYFWE9DZvruuuuML1mBaGgutvfhNKL82Zg3aod0qvLT3lkyYhh7p8ecNiS2/l22+HzNljx8Jr/frr+MyLL6L82DHM9aRJoW7mH/9ovGy2N7CgAGu0a1d4Pe2wVnorH30U/bH7NHcuvMz8zO9+h/JkEu317m3mnc8nowvmz4fn2Za/GTwYnnI/rHXrVozrddfhnWMz8NL7+cknrhdYVbVPH0QUMAKBURT0Wt98MzzRdig9PbD0HDOsleHoUbmXfPai0gbOPx/zm5XlljOHPKo9es5XrnTLqXPdtWtwyXK+g+yQcuLaa6OZvunJj0rV4PMfpTHNefL1U3fswFzbIeUE54DvtBj/Y8j/j2HAKSJyuJi6D0Wkw4m+LzZWfxmIDYQYJQXxWvx5YtPvsYndOChC9uW887BJs/UeVZHPlJZWZEA6oDFka2ISZ52FMD5/o+MZpA6YF7Zxo6pa6/D4cRgmDL20wdDNKGKlSy6JJkw5fhzGmy9BYvepkFynCMkkNrxeKHR21eqaJHESN/F2P/v0MaGbBPNKmYtqo39/GFx+LipzMJs0CUmQ5syBMeETVlFrtGtXtPfuu6aOeaCdOoWyHFOnwpjy54mGcdOmYXg3DcQaNVxjixvlKK3RFStQ1rt3mF97/fXob9Wqbu4c54GSJnbIOkMh69fHPNkYNgwHLn4o565dWN+cJzuHutAwyKpdO9T5HDnS6LHaJEgMrTzzzDAnkfNUvrwbyskDEs7TG2+YOob1duyI3Fy7Pcqj+OQ6hw7hO5o1Cw9kaPTVrg0pHntcW7Qw8/SXv5g6hvX26oX7t8l67rwTdVWquM8TQ/0pOWTLFNFAatIE/+xxHT4c/UxNdfu0dy/WSO/eGuTXPv00yk4/PSQpGzoUa0jEJb9in1q3xjzaB3HM5fRlZ3JysIaiZLMyMtDeM8+EdTxo8kmOqOPsk0epmufJM2QzPvgAfWTovw2GkDOk3AYPMHyOAIb19ukTXsMDx9deC+tGjw7XoypCyP3DhBj/I/yUxmqaiGwUkQZiCJaae59pbP1/BL9cRE4SkdTC/zcUkR0iUu1E3xcbq78MxAZCjJKCeC3+PLG/Vl1NiuiRzdvcih07sJmaOze8yM+bs9Grl+tNJKg7GZVDesstWpQfaSMnJ2DmLVqHCxaExhYxaRKMbD+/i54sn5VU1bBd+gapKow3fwOtCu+P7dEkbrgB5YlE6NEYORKbbl+7dP9+bPrpybLx3HMoL1/eZflVNYRKvqFPvccoj8YVV+DeTj0VBgSRmwvDUgQeGRv0hiYSJq+VuOwy1A0d6pYfPIgNflTeHDfKZcuGmpht2mCMbM+bqmGCFQlZSWnsN2oU6tzS0Pfz5mjI+kzDqvBMpqaGuYWHDpk++VrANPbLlw+9aT17Rs8TDSTLO18Esgb7jLjsUxTDNPPFo/o0cybq/AgBe+35xD8kaUpPx3za6NTJkB3Z2L7dsFz7hGg0jP0cUHue/vAH9xrOkwjYe22ccw7myd8TZ2VhbUU9T8wNrVgxjOTo1g33fumlbjnn6a67NADZ0v2IjGQSxnJUhAefz/vuC+vIVO4fqO3fH2n0ZWRkGO+lTR5F9O4dPheqMPZLlYombvrDH9DeV1+55Xl5iHAYODC8huO6YEFYV5yXOcaPwo81Vv+lzqqq5ovIHBFZJCJrRGSBqn6TSCRuTSQSIws/NieRSHyTSCRWCvJWpxSW9xKR1YlEYpWIvCIis1T1wL/6zhgxYsSIEeN/je+/l6q7t0tOk6ZSoZ6bZySPPipSUCByySVuuarIk09CF9HOtxIR+e47kY8/FrnoojA3af58/Jw2zS3Pz8d3DRok0qiRW/fqq9Ay9DVcRXAPdetCL9LGoUO4buLEUBvx5Zeh/xqlrfrII9B0pF4ksXw5dAcvuSTs01//Co3E8ePd8nnzREWkICU11Brt1g3j6um0SrVqRu9y9Gi3jvqUdetC69IG88NOPdUtb9YMWpOlSoW6ocOGYR6bNIEOJlGqlNG3HD7cvaZLF+TkVa1q9GEJ6nL6updVqpj++xqzZ5+Nn/XqhZqYrVtjjHr2dMsbNoSGZqlSoW4u9Vnr1Qt1bhs2NO3aGDzY9Mm/9+7dcQ9t27rllSuL1K0rKiIyapRbx8/Wrm20QAmOmZfPJ82bmz5R15M46yzMU9Om0Fe1+9S4MeqGDXOvadUKn61SJewTtWCrVnXLq1Uz68d/nsaMwc969dCmjZYtobvZo4dbXqcO+pSWFs4h3xnUNvX7JBKOw5AhaKtq1VCHt2tXzBO1cIly5czz5K/lM8/Ez5o1Qz3ipk0xrr5ubvPm6Mujj4Zao9On4x6efNItTySgQ5qRIbJhg1vXrBneoU8+ie+zcemlIseO4f1io1o1kXPPFXn2WZEjR9y6iRPR58cekwDTpomsX493s40aNURGjEB7eXnhNWXKQEfbRloa9LHfe0/k++/dukGDoPXr68iyvcxMkVdeCeti/GT4l8aqiIiqvq2qZ6jq6ap6R2HZjar6euH/r1DV5qraRlX7quo3heWvFpa3VtV2qvrGib4nRowYMWLE+Lcxd64kRKTMnXe45QUFEHkfPDg0IL/4QuTrr7EJ8zF/PjadHvmG5OeLPPEE2vM30G+9JbJjh8isWWF7f/4zvn/gQLd8506RRYtELrjAITUREZEXXhDJzg6NYhFs5M48M9xAf/01hOsvvtg13kREHnxQpHx5fJeN48dFXnxRZNy40Nj68ENJiEhqQb7sfPE1t271amxiv/3WLT9wAP0SwUbQxvPP4+fmzdjwEaoin34qkp4u8s477jVffYUNbV4exsoGN63ffeduvPPzsakt7IOD11/HujhwINx4L1qEe1iyxN1479snsn272wfi3Xfxc8uWcOO9bh3G6Msv3fJVq9D/vDzMl43nn4fBt2qVu/HOzRVZuxbz6t/Dhx+aPrHfxMqVuId169zy/ftFtm+XhIjIwoVuHY2LzZvxOUIVhx6lS4v8/e/uNd99Z/q0eLFbx3lavz6cp+++w/8/+MC95rXXUH/woMiaNW7d++9jnj76yJ2nQ4fwDIqExgTX4rZt4Tx98w3GaMUKt3z5cpHDh3Ef/v29+iqe2ZUr8Qz5fUok0Acbn3xi+uSvvRUrcM3atW753r1YWyJ4x9h49ln83LRJ5Icf3LqVK2GQ+XMrgvfD+vVhnxo3xuHJ44+HhuyUKVh7vuEpIjJ1Kp7TlSvd8jZtcLjz4INhe7Nnixw9KvLcc2555cowZJ9/PpynsWNxePDEE9H3sGePyNtvu+XVq4tMmCDy9NNhe9OnY4weecQtT01F3eLF4Tz16oV3edQ9xPjp8GPcr/+X/+Iw4F8G4tDLGCUF8Vr8eaEgJ1fzUlI1t3yFsJLSFlHhXMz59EMC8/KQj2fnJhIM44vKcyqOsINaiyTYKURGRoYJUfNDAlURDhiVu8UwvrvvDq+ZMwdhjnZ+pGqxYXeqaghw/DBHVdWxY7WgalVNiujOhk3c9tLTET4pgrBWgvlotWu7YYP5+cjF7NAhDGlcsgRlw4YhHNMOQyQBTs2ayBUmKP/RunUY9sx5at5ctWFDN0S4Xz/Mkx/KvXEjrhkxQoO8QYb6tm6N0HC7vS5dTO6iTeDFeerQwdXRVDVSMRUrGvkRVdXDhxHyOXQorrUJvF57DWUDBrgERqrId65SBWNnh+ceOIDv6dgR19phz4VaqMdq1kRorz1PdepAeskPOV6+HGUjR+KnHZ77m98ghNSWKGJ7detC2safJ+YNtmqF3EJ7XHv0wLj6+qk7dqBs+PAw5Pihh7QoX7R5c/fZ6dbN5ALba4/z1KkTQlYPHzZ1F12EsipV3JzyY8cQCkqNWRJDqRrypR49wjz5SZNwnd8nzhOfJzuNgCRZlG0iGJrbuXP4PqCUE/Vi/XB35hFHaU4zVN8PT1fFuqxbN5TDOnAAIeWXX/7j20smg/zUor/NTEvww55V8Q6z5bGIvDykWthrj2B7Tz4Z1o0bh7xeP9Vi+3aXaM0GZZbWrQvrYpwQ8lPlrP5f/4uN1V8GYgMhRklBvBZ/Xtg49zpVEd1w7tSwctIkl0GWIKnRhAnhNSRIiWL6HTEiJOxRxWZQBMycPubNcxlkC5HxwQfYVEfpsa5cifbuvz+sszQyHZwoj5XMvD4zpyp0Pn1DQdXohl55pe6rfrImRfTYjsI+MP9v0SJs6JgXSk3MLl2gpWkbSGR8ffllkOPYG28yyH7xhbvxzskB0cmYMSAOsgiqigzSF1802qLE8OE4cKC+KQ0kHhzccUe48Wa+8apV7sbbZjh+9ll3423ru7Zq5RIVXXEFxo/GC4mKDh9GX6dMgdFqb7znz8dnlyzBOrNzMkeMQC4kc2658d63zzD9jh3rMhxznhYudOfJ0gLeMH26u/EmI/HLL6M/NpnTpZfCqFq1Cp+59VaU2wc88+a52qBvvqlFOaRVq7p5oUOG4MCB48q8bfuAZ+RItM1DIB7wfPEFDMmZM017HTtiHh5/HJ8hORrzKu+6C0RL9r6ThEMLF7oGEg3ImTPxmfR0HNKomgOed99FvjT1U1Vh/NSoYcjR7PbS0zGGPoEPD0P4PNFAys8HoVafPkWHC/rtt6jjAc9f/4rnzTbOr7wSa++rr/DuiTK4rr66eMZwn12bePllfOc774R155yDteeTEh0/DqPdPpQhyP5byHBc9LeZhFhRDL+ff45rorSv2afdu91yMjtHES1Rj/ipp8K6kSNxSOb3aefOkCQrxo9CbKzGKNGIDYQYJQXxWvx54WDl6logCc3e75F40Et18cXhRZR0iCI18jfHBE/afcIeVUNMEiUyX7cuPIYellMqxWZbJS6/HBvoffvc8hNtJLlB98ltVOGxad06LN+2LWSQJUgg89VXuulGsKJuHD4eG7+WLc1GcuRIY8DbhhTH67rr8LkxY7Dxy82FMSoCdtmsLHgYp0zB5zp3xkY1mTTexDffxL3a7VFyKDcXm3MyklIi5Le/NYcSJDiiob9rlyG2WrgwJJAZP95svGlA/+Uv8L7YG2+2t3evIYb57DPDVHzuuWi7eXPMgaqRyFm2zJAI0SPbu7ch9aL80J49qj/8YOQ0kkkYmrxXEjKtXGkMzWefDTf8I0ZgXefmms8984z+4+WXXQNp8mRzwMO2V60Co6x9wNO3ryG74UHE3/6GwwR7TXGecnLcgxZ+7qabQkbsa681Bzwke3rzTcO+3K0bPnf++YaAbPVqfO6Pf8SaqlLFzDu987t3w1MsAi+xLeXC8fLnacUKw+z85z+jbvBgeGkLCrAeKalCop+5c017JLbi965YYViQX3zRMEB37BjOEw86XnrJMDvTcz5jhiEqo9G3fDmuq1nTsEyfdVZIQKaKaA4RHCr54EFLFGNwjRruwRBBUqKoqJOZM3Gw4JOqZWbi2S+UB3P+NnPt2REOqu7hkQ96yf/rv8K6225DHeWM7PbOOMOVnSJ40BIlfePLD8X4UYiN1RglGrGBEKOkIF6LPx/s+/SfmhTR7We2CivppaLOoY0hQ6LD2U50Yk5tUTvkVRWb+Bo1orVLaRRQ59DC9pEjYUzbYYdsr1q1aCmbE4XodehgjDwba9dqkffPB6U5/DBBz8BK5udrblopzStXHkaWbWBxQ/3KKzBkKlc2TJnUO929G8b3r36F8l27jPHFPvG5pNH3xRfGm8iDgyFDYCRQOoehlJRU+d3vjAeWIar0nP3wA7xZDH20x9n2UqmaTep//7cJrSajKb3A+/a5Hl16TC+6yDAyv/8+6hgavWqV64G1DaRNm1zjgcbX/fcbrxolgugF3rQJ7XEfRa3RHj3CUEoalK+95nhgMzIy4Ik+5RT0sVw5c8BjG1/0qi1ahLonnzTP1+jR7sZ96FC0t2WLO0/0cN59t9HNpAeWBzR79sC4Ysh3bq6ZNxr37NPixcboo0HKEHh73qtXN9IzBw/iuZs507wj6IGlh3PVKhgvLVuaZ6JNG4wzw5AZQs7n6667QgmVu+7C72vX4rCIXuqCAnhM+/Y1a4+yR4zs+NvfjJeWnj2O8+HDrgb0wYNYo3PmmNBqSgS9+CJ+jwrz798fz5P/HqTRF/XOsA9obOTnw0s+YkR4DTVso7yXlCjav9/928zUhdmzw2vsQxQf9K7770E+X7fdFl7Dgzk/8oSHjYMGhdfYBzQxfjRiYzVGiUZsIMQoKYjX4s8Hm3oMUBXR7c9FnHzbXiob9Pj99rfhNcxF8nNImW8ZJXNwotA4en78MORjxzSvfPnokF16fWkU2OjTB3l8vpeEuYT0/Nj47W/R3x9+cMvpUejVK7zG9/ipmjzKoUPd3L78fBgXffqEeWv0is2ebQxQgh7sAQPcMOT9+9HOtGnhwQEN2xkzwnnq3RtjU6eOG5bJkFVeY28uaSCdf74rp8P8t+HDw4ODjz9GO5deqkWeWWLGDIxNly7wOrJPDNU977xwnrhRZnu256d9exhJzZu7nh9K33BcH3zQ1NGwHT3azW3Ny8PY9OuHcZhnAzkAACAASURBVL3qKlUtfB9ynq64Aj9t3dAxY2AsnnUWrqdhk5mJvp5/fqhVzPYuuCCcp+7dMTY1a7p54ZwnjoOdB0pD9MILYcAwbLqgAGtv8GAYdbYWKsNFGeZsP09TpyKPuEMHV3qG88T7tuVdaCD96ldhn7p0gXfU9/jRsOU92PN0xx0oGzkS3kXmtublwdAfNAhG3GWXmWtoIF11lXsYooo1Wq2a8czygIf5tVOnagC+u958M6zr2jVa5sr2YPtg3rKvucrIhX79wms47//1X+Hf5smTce++PjbnKSpH1j7s8tGnT/TfhH37sIYLnwkHN98cfUjJebLkyGL8a8TGaowSjdhAiFFSEK/Fnw8KypTR3PSyYQXJcqJC3OhN9LVQmdcUZbwxxO3ll8O6UaOwafG9E0eOhDl1xAsvoL0oLdRBg0yIoQ2G7d1xR3gNcwl90pGCArRlG2/E0qVob/78sG7WrLC9f8KLnUxJgffQBj19Iq5mbW4ujL5q1ULCGxo0UWHI48dj7OiVIrKyYIBVrAjj1AbzCOkRtdGxIw4N/Jw65gaXKWO8VMRVV8HQ8A2dggIYxdWrh14pHhqIhBqbEybA+EhLc71Se/agrEqVUMeSoaMioRZqz57ok08StmcPDIa0NBjPNqibKwLvmRa+DzlPNWrAqLDnibnBUSHwkyfj+22vryrGuGpVzJWfJ/jUU+Ye3nrLrevQAeNQqZJLeEMDqVy5MM/82muNFurbb5ty5k9XqRLmZNPrHBUyet556FMi4Yb179sHg7laNROGTDAMVwThwzYGDsR6LVvWnSeGdqemht7D664zfbL1RpkbXLNmGNrL0OLU1FADd9o0GOe+NijnPYqUyM6f9tGxI7zOvtHHXOMoj+wtt6BPW7aEde3aqbZvH/5t5sFQ1DuKxnl2tlvO3GDbyPf7FBVtM3Jk9HucaQVR6R+MDvDTP2IUi9hYjVGiERsIMUoK4rX4MwHD3aLCb2k8ReUnNW7ssp8SzLeMClU7+2yXEIXgBjbqRJ7kPlE5pIMG6fFatUKDdPNmk8fng3mxPiFKbi4Mp6iw4YwM3MPzz4d1F1+Mzb/NKquKDW0xRE3HS6erimjS38Bu24bvqVMn/B56NJlrat93+fIaGYZMA6lJEw0weDDqnnjCLc/OxlyUKRPmGzM8k3l8NurX18BLpWoMpCpVwg3sZZeh7sorw/Zq1MAc+iQvDAlv2za8pk8f1Pn5y/v2YTOcmhoeRJA0a+jQsL0WLVC3bJlbvnkzyk8+uaio6H148cWo8w2dvDwYOiIh++miRSg/88zwHoYNUye8lTh2rPh5IiFUFBN3w4bhwYGqCcOtXDmcJ3og5851y5NJPDOJhCFNIsggbocAE/36RRukBw+aeWK4OPHYY7hm8OCwvVatUPf55245Pec1aoQGIb3pvlcxPx/PrYghYSL4bnvuufAeSMbkj8PRo04+qQOyLvv3rermnEf16c47w2sKows+Yxg+wQMHm4yN4DzZHniiOEM2MxOHBlGs6PQyR/EYDB8enZ/6/ffFHyDGiMSPNVZ/lM5qjBgxYsSIUZJx+KbbREVEbrvNrVCFpl7fviL16rl1n34KAfgobdUnnoCG37hxbvkPP0Cb88ILoS9pY8EC6EpOnhy29/TTIg0bQmfQxvbtIu+9J7sGDQq1UJ96Cj+nTnXLc3OhbzhihMgpp7h1ixZBC7O4e6hYUWTUKLec2qpjx4baqv/939DLjNJ3LVdeRES2fPxPt5xanEeOQO/TRno6fvo6i2lpGM9EAtqKNvh7mTLhPeTn42epUm459TDz8kSystw6ftbWLSXKlnW/k6hWzdy/r4Graups5OSIHDuGeltH1r4mO7v4e+BPonx5fHdamki5cm5dWlr0PahCv1IkHAd+9/HjZhwJtu+vydRU8x1VqkTft38P/A7ej38PBQVY04cORbfnX2PXcV6IChXws3Tp8N5zckwfbPD7VY1+LsG++OtYxIyR/8yUKYP5SE3FnPnfJRKuVxGj+7lnj1vOfuTnh2PB9v0xT0kx7yd/jHr0wLvw6afDe5g0Cc/Fyy+H3zNxIsr9eZowAX0uTu/0669DbeGGDaEL/fTTYZ8mTBBJSZFavj5vIiEyY4bI0qVo00b//uhTcfdw4IDIm2+65RUriowZg3ef/xwOH453wDPPhO3NnCmye7fIG2+45Y0aQZd2/vzw/Rbj38OPsWj/L//FntVfBmJvVoySgngt/uejICdX8xMperhilbDyk09w2u2f0qsachyflfLQoeKZg0+khdqtWxjeqopQt0QiWsqmMAx56bPPep0qJF0ZMCC8hqf+ftikKrwI1auHp/5ZWfCI+SG7qiYM2fcmqsJ75GuTqhblliVFdNepp7t111wDr5LvmUgm0VaVKoY5lmAYclT+2/TpCGP1Q2YZ4le+fMiwTK9clNe1Tx94nXxPMnMKU1LCsEHmL4u4RC7M0a1cOfQgkb1YJJz7Cy7AvfuhzcePY3zKlnV1ZFUNOY5IKKXUuzfmt2pV1+PPUOT09HDur7/ehDYXEvBkZGQYD1alSvCS2n1i/nJUyOy0afDKpaS4nmTKHlWqFK7nRx817dkarqrwPlaogH92niKJz6LmiWH9Ii5zLHV4q1VDbrbdJ4bM+nqnqogEKFVKgzxFsiGXLRvmKTLPXCRkw+3RA+NQqZKbu04So3LlwEZsg7JPUc9T8+YYHzvXVtXk6IrAU+mDc+9HZpBhuUeP8JoT5cIzn9QPLT5RGC69zHZoMzF4sB47+eTwvbN3b/H5qTffjPesH0FDreAIFvYij2xUSgf/Pvg5sgy/jgqXpuxSFIFVjAAShwHHKMmIDYQYJQXxWvzPx8Zrwcy74dwLw0qS3PgGKcPaKJFi40Rhba1aRYehUVv1978P67iB9kk5rLzYYB0yTPSFF8L2hg2LZi8+fBjhlJdcEl5DMqIPPwzrbOkNG8z1jWLMLGRXPVC1phaIaM5Bi2CJG8PKld3x5cEBQ4Hte5k1Cxv/du1c9k7O08iRuOZPfzLXMIdz6lQYL7aBRHmeRo1cIpctW3ANSW7sUFseRJx1lhs2yHnq0qVIa7YI1ONke19+aerGjkW4eO/ernF+9CgMjIkTYYBffbW5hhI6EyaE+W9DhsAwrlnT3Sgz/HDKFPy0SaPmzsXmfsIEN/czmTSHISedVCR/lJGRYQxStmeHrl9yCdZY27buPB05gj6NGRMeOJA0atYsGBM7dpi6Xr1gELdo4ZJG7dyJ/pPciDqyqkbqaMiQcJ4aNcKhUenSIIgiSEZEwqbPPjN1lOcZPNjN/aQm6NixIQnbK6+gnXPOCY0+tlOrlhvCTJZqrpUFC0wd5XkuuMB9XyWTGJ8ePUL9YMooTZ6Mn4X6pM48tWsXnU+6bh2uueceDUCyJzJo22jbFiRfPphi8MwzYd1550WH4R46ZFiLfZBBOypHduxYPAN+2DgPBaPSJphP6hvnfF9FESMxXNo/SFTF2ipdOgzzppzVpEnhNTECxMZqjBKN2ECIUVIQr8X/fOw55TRNiuixHR7rpK+DaePpp4s33jp0iJY7+OorjfQAqZq82K1b3XJuNqPyYinhMH9+uA4nTIDnxmcO3rsXBo7vAVJ15UN8UObFN0jJhnzDDeE1N9yAzZ/fp5ycIlbcDZdeoyqiW2cVGgbvv69FuWMXXQRDkwYS82J37XLzYOlNnDQpZO8kAc9HHxm5EFWMa+vW+J1eqfvvRx3Jp+66y3hbaPTZ8jzNmhndS+pbdu1qci9pTNDInj8f+crUc1U1ciI7dxpZF1V3I/7EE66BZMvzjBwJjx8PHoYNw+aZuZfM6eM8XX+9q7mqajbiW7a4mpr5+SCJGT3ayLr4fXrqKUPIdfgw1uGcOfh9+3YYoBdeaOapalUY2bbuqKohq/nkEzw/di5u+/b45xtIPDi47TYc8tgHOmQxXrvWyO9wnsiGTI8ovWIk4PnrXzEvJ51k5unss2E87t3rGkhHj8J7NmNGeKBj5y0OG4Z5ooE0YgR+J4kQCbS2bsV6u+EGHELY88Tfd+xwZV0KCkD6NHiwka6h0ceDg8ceMyzI1Fu+/HL0ZcsWPFck0OLzNHGieZ58fVJVrP1WETJflHWJyr0kC7JNnMY+NGwYkoKpmgOdKH1SRoL4+f9Hjmh+mTLRhHSMWLCZtwkS0vkHeVx7NqMzQdZiP6/8RIR09rz4uPRSV94qRrGIjdUYJRqxgRCjpCBei//ZOL5rjyZFdM/Jp4aVDJuMYtnt2xebK98gpXQCDR8b9H74mxp63nymU1UYKMVtaqwwZGcdMnQuyuNAr6+vAagKncSoPtFLdSJ5Hp/UiOGtUUQw1B194w3NO5qlyUTCkCnRQM3KMobrSy+5BqkqiGHIXMuwyffeC/vep4/xSlKf9OuvzTyR3KZtW2PI0kDdts14He++24Q4du+Oz9FD9913Jmzy4YdN37lJnTbNhItT9/L11014Kw1UGkR5ecZ4W7rUGK4MhRw61BwcsO8ffGD0ZufNw+dsj6xtZNtyIb5kBg2a/ftdA5W6l/T0zZplPHiW7uWH774L4+G889y+Z2aG81S6tOlT9+4mZJgh2KtXh7q+9Hjba2/DBkP2RC9+q1bG00pDdu1aE4rKeapTx4RLU4Lm6FHjSX39dayx0qXNPI0fjwOG3FxjoH70kWu4qroHCWSrfustVxdYFYY0+86Q3Q0bzOEW56lWLUMAd801xpClgfr0067hqorxTU9HH1aswOceeQTGXY0axtM6daqRvOF7z56nqLBZHjhEvUt69oyWqvnhB1dX1sZttxX/LqldO9p7SV3mCH3SXQMG4J3he2Tp8Y4iezqR1Fe3bmG4tKrR+/XD2lVBBFec1Fdx73zOU9ShZgwHsbEao0QjNhBilBTEa/E/G7svnKkqohvn3RJWDh0aSjqomvDWW28Nr2F4F70XBDeRUafsy5ahPT83UrV4GZmsLCcM2VmHDG+1Q0qJHj3gAYzSi42SfVF1vVQ2TuT1pXfxpZfCuokT4VmlN6RNG3x2zRpXw9E2kBg2yU0kx2z+fMyTHdZ83nnw4HETSQ/P7t1Gw/M3v3FzWBlq+s032ETaHp5OnXCPtqGjCi8Y18GcOcYoUDVe5bVrXe9ibi48dmPHGgbe1atRR4Pm7bdxcGDLvtDTt20bDB1KXzCXePp00weyt9Kr/OGHyLO054maqzw4oDzPl1/i9wcfxD3bnm169rZvNx5SroP69VUHD9avaHBQ9oWyLo8/bp4nztM552Ad0Himd5HyO1dfjZBM27PNtb1qFdYxDw5UjYHEPvAggrIu8+aF80Sv8rp1ML6nTw/niZ5t5kbSkH3jDRi69jti0iQYSNu2uXqxlN+ZPNlda6qm/X/8A3NuGzDt2uEghbmRr76Kco7ZAw+YEHjmT9NA2rYNfaBBylzi3r0N+zk1UelVfuqpMKyfxvn/hL2c8jtR+qQDB0Yfim3bhrmOMmTnzcMc+kZfXp4bDWBhJcPy/bxfVRyKRcnvZGfjsKUwrN0Bc2R9VmxVRANEhTfTcx6V92sfivlo0wbvnRgnRGysxijRiA2EGCUF8Vr8D0fNmppMSdH8497pO72JvkSKqtlA+xp/+fkgzoiSNGHYZFROFjfQvkGanY3NPL1UNkjEUbj+nHXYvn20pAm9T1F6sTRIfTkRVXipGO5qg6RGUUZ2cXIPR4/CKLDIp44/Di/i7jadtcijQ1x1FTbEQ4e6uoUkW+rVK5wnbuzHjDGbdmLECMxRvXquTAs9PsyztCVSGLo4eXKYZ9arFwxBf4NLaY2xY/Hz449N3a9+hT5RloNgePSoUSYUlKBxMXOma+ioIky9ShXMU8eO7lhXrIh+0rAnaPQNHuwSaiWTyFHs1AkHB3bOMHVkeQ+2DmmhgbSvc2fjHWZ7TZqgPd87zzDc0aNDQ2TUKLTjHxzQkOU8PfSQqaOBNHmyG+6qivDOevWKws+LwPBOzpMdAv+rX2G+e/Vyc4Zzc2G8jRyJ+/7Nb8w11FBmXjUPIlRRVr48xrdDB1OemWlIvughJWz5HZ9UiWHs/juChzScJ5tM69ZbsbaGDHHD0Zmv27lzuPbovfT1hlUxdyefHOZ/7t/vRg3YYLpBlNE3ZEh0Pj097FE5snY0gIUPFy/GGop6H9tRGz7ojT582C0/fLh4qRrOk02eRrRvj0MHH3a6gY+77tJIL3MMB7GxGqNEIzYQYpQUxGvxPxcFXxdu6qJOsIvzJtJDGsWyy7DJKGbI2bNd7wfBja9NfEIwt8o2Coj+/VUbNCjyfhStQ26+o07yGQ65cWNYV9xJPg0UXwtSFQZn2bLhpo5hk1FhyM8/r0Vhk4VI5udrbmqa5qWkugapqgmJS0kJPTjXXYeNtT9P+fnY8JYpE3qyX30Vn486OBgyBMZd6dLG86aKsM2UFBjZ/saXBhJDPG306YN78JmLOaa215e45BIYY36faMhWqxZufGn0iYRMq9Onw6DyWav37TMMyf7mm+HNIiF7bIsWuAefoKYw7zeZkhLqxd56q2nPZsFmTmyZMiFzsT1Pvrbq8OHwiqWluQbpvn2mr75eMg0kEYyXje7dsY79sFV6aKMiDubMMfP01VemPC8P3syqVU24MvHBB8XP09SpaI8h8ARzzEuXNhEHxL33mvYK2ZiL0LYt5snP52RYe2pqaEjaTMg2mRvZa0eN0gB8R/ljqmoMWd/w9MPabTAEOervateu0ZqrdjSAhYyMDHPg4Od/cu1F9YnRAFEa2ZMnI4SY0QYE5ynKy0xdZj9PVxWHS1EeWeZjRx0sxihCbKzGKNGIDYQYJQXxWvzPxcY+Q1RFNOvFBW4FvUtR3kRuOKMYHqdNc8MmidxcN4/PxhtvoL3XXw/rRo92vVTE5s2BlE3ROrzlFjds0kZxTMTMjbOZcokrrwy9VKqGfIokRzaYb2kzphLDh8OQ9EKrt7XupCqiR88e634+mcQYRHktGApZv374PZMmRW5gNTsbG+XU1PDggKRZUWHN7durE4ZJ7NuH8S5fPpwnGn1RJC+nnBJ9cEBvdb164TXnnos6nzE6NxfGVkpKOE/09PXuHbbXCWMe5GTv2IHyqD7ddBPqfMNJFfmfImEOIz1IDRqE15CJ1s/P4zylpISGBg88unUL2+tc6J33yXgOHUJb5cuHxhMPcaKkpjhPa9a45cwlr1s3vIZrzzc08vPx/YlEOE88cDjRPPmHVjt3orxs2VBqiuHYUayyp50WPU80kKKeJztH1gajP3y5HFUTum8feBDFMfIy7zfqmXnkEbS3fLlbzve1zQathe9Ehu4/8kjYHt9tnke2KKw9KmWDHtkolvVRo6K9zMxRZui+jRMZssWlbMQowo81VlOKV2CNESNGjBgxSi5O+fRDyUkrLeXOHe9WrFwp8tVXIlOmhBc9+aRIpUoiZ5/tlufkiLz6qsjo0SJly7p1774rsn+/yMSJYXvPPitSvbrI4MFu+b59Im+9JTJpkkhamlv3zDPwf/j3pyrywgsivXqJ1Knj1n39tcjq1dH38NxzIqmpIuee65bn56Nu2DDco42//13k8GGRqVPD9l58UaRBA5GOHd3y/ftFFi4UOe88kRR3+1CpZ1cR+f/Y++4wq6rr7XWnUYY2FJEuvXeGMjTpHQaGDipWwIItGqOJNTGJmsTERoyJJFFQulJFZeggTZSOVOl1gKFNu+v7Y/HOrvfGfN/v+2UM530en4t733Pu2Wftc2avvdZ6X6KLO74zjwmFiOLj5d8lS5p9WVnyGeNZiuTkyOf582Z7bKx8n5koL8/sK1FCPvF7OtCWlGS2h8PqOu3ryMgwr0VHKCSfV66Y7RijbXMiooQE+UxM9J9L/w5w+rR82mPVcfGi+f9Fi6rx2GMqWlQ+CxVyz4PvFi9utp87J5+4VzrQZtspLk5sRaQ+Adwje6z6d4sVM9uvXUPMUP7TkZ0tnxcuuOfz2YFIzQPfNWCu4F4B4bAarz0m3KOrVyNfgz2PihWTex4b654P7yCfnQC77/Bh/+8QybsmN5do6lT3HCNGEM2Z486jfv3EVh984J5v9GiiU6eIli412xMTiQYOJJo5U9kFGD6cqHBheQfrCIWIbr+daN06ot27zb4WLYjq1Yt8DTk58t62zzdyJNHnn8t7WMettxJVq+ZeA5HcoxMn5Dgd5csT9ewp71L7GRgxQmz44Yfu+UaNItqxQ/4WBfh/ww/xaP83/wsiqzcGgmhWgIKCYC7+OHF0mqQZHkzp6naCJMnecb98WXb9QcKiAyyvvpTdUaNMQiEAuqYPPOAeoxPJ6AiHhYTFknhIT09X6XAgANIBJuITljxPXp4QxNhpmMwq2uMjKLE1JYGTJyNHERAZ8clgdOzIeaEQZ8fEcliPfKFWjUjYX3XoqZi6piPIbMqUUQy/AGQwfNGW226TSIsdHYed4uLc6BvqWe26VNRqli3rpkKCdCUmRhHwACBmIpIIOgAZjCJFXIZl1BT6Upt79pRax/h4syYaNYVFi5qaq8yK8IfIlWbq1EmuoXZtM+Kj28nW1Z0wQX7LTgMGOU7p0iInowMRLCK3JnrcODmfTZCDmsL4eMly0KGnzOo10cySMlumjFyHHqFEymwo5M5nZDD47FStmlxHt27mMSBm8o1p4EAZT2ysIv3CmAoXlv+GDjWPAYGWz0633irXYBMZYe4R+VObYSc9tRmIRCKEbAC9Jhq4+27FsKwDjLw+nWrcJzutnllJctm18B7G8vy/zZF0X0EQ54tmgy1cr4kGnn3W1ftljs4xEE2numdPieTaEdRTp0x27wAOKEgDDlCQETgIAQoKgrn448Thhi05TMRnlluaojoLqA3oJvqkbEaONIlqgMxMh1AoH7o8iY3kZLfmjdlkwdWQnp7uMtwC4bApZ6Fj2TI539Spbh+cbHthePRoZPkJyFnoxDJA585+OYvruozn6zVkJuLs97SF/DPPyG+1amWSEWFh2L+/68iC4fbuu+Xzu+9U3+23yyK5bl0zjRSsun37yjEffaT6YKcePdxNhxYtxE428QoWu/fcI59Ll6q+X/xCxtSzp5k2CNKo9u3lGL2eFXYaNMiVwoDWZNWqJmkUFru33y7HTpmi+sBsOnasO2e6dpXrSEwU1lQABF2pqfIJdlzNTufr1zdtjI2DwYNlgf+CxroNIizcI91BAltrrVriIOt2Kl5cUjQj2al3b7Ex5i3SRFu1kmP1McHJxlzRN5tARtSli0n6A9mRdu3kGGjZMkstNu6R7dAMGSLvlho1TEf23DlxEpE+rG+iwCEdNszdQIOTk5hoOudI54WddCIjaIJ26GDWUmPjYMCAyDJVYK+204dxP3waqenpkd8vto4ycO2aEIb5Sgyw2eTbQLO0oPP/NkfTfcWmg0/fun59c+4BO3fK+XzyZNHY24sVczdRmJWNV6/2j8nnyAZg5sBZDVDAETgIAQoKgrn440NeVjbnxMTyxcQSbqeur2gjLU3qJ+2aNzDc+lgiwdqrR92Arl1d8h1mFf2AtqSORx91CYCYOX3pUpfhFoAOps4yCtxzj1/CARGd++93j4H0hk0+xSz1nr46q++/l0WhT+4HkQ/oRTZpIu2IUvXsqZxgRJp18ql27dQxzLLITUoSJk29dvDKFbVgRJ0iIn3Tpsn/f/mlOCZ6pLlLF7ETnGCwq+o6mPZmxdNPi1Nw8KBZg4fIeLduikQI5DR6hKpTJ6W9CTslJqoavNdfl/aMDKUrC3kP1BXqmrrXpWXygbmH8737rrQfPaoIhSBdg7kBAp4tW+Q3ob2JqG+fPrzr0UflO5BNQtR33jwZk+7I4vwHDpibH7oOJuYGant1DdDKlU3tzVtvFafJzghAbfObb0r0XHdkIR+yb58Z6dNlXnR9WGZx0omE+KlDB1N7E5FEZDngGYbMyyOPqM0KbDjAyV63TmyuO31wVmAn1GCDvfqZZ+SaS5RQTp9tJxCdQQqqXz+5diLRB2Y2yeEiSctgDD/5CTsAiZYeZcbcqFxZftNGNEI63EfbkQWBlc7oDKCW2ceQHkn3FdFzHyMvNit80jKR6v+j6WLbdgKivWvhyK5Z4/YFCJzVAAUbgYMQoKAgmIs/PuT8SVJsj43wiMKnpcliyI6QXrwYOWXXw3Cbj759Tc1CAJqCGklSPiJpCublCYnNgAHOIZsQ9fA5pNjttwmFdKfABlJBfVHftm396YCHD7M3DZRZkQ3pUU5mFcHo0EH+t1IlDodCnH0xU0WpPvhAsW1CJmTYMLFTTo6Sjdi2TTmkSNXu0EFFZPXI+JEjsthHKmS/for4CdGnEyeUk/388yrqDuZmnXRGT11EhLRnT/kedGWzs5Wj89e/isOk68rqEkaIfK5f79qpRQslffLuu8rpgFMG5uZbb1ULdN2RPXZMyZNAsgSRPqTL7tplRsUsO+XrvmZnK9KxadN45dy5SiOVWa65VCmJsOrO87Vr5pi6dVOpxdiIWLxYooT6JseAAfIM5OYyP/mkuv+I+r70kooSIjsC0fkTJxTh1Ny5pkPKLM4z5GH0lHrcf0T6Jk1SG0Y66c+VK6bcjy5ZoqfAYzMKkblevYR8KhxWsljHjplpoGBihq4siHl27FBO38cfu3bCc5KdrbSPp0+XaG5CgmIEvvdetWll68rq6NdP3me20wftaV/08sknzU0UAFJfNnMzs2wMRHJkJ0yQzUE7tRhR9+uaxsbfZtx/n+4rdJRtwJH1yeVgQ8CWL8Ocwv33jWn6dLdv+HApGbD/7sCR9TEnBwic1QAFG4GDEKCgIJiLP0LUqyd/vmxnEJIrDz/sHoOao5Ur3b4BA7wMt/mLTV2HEYBgve28QXbFV0OKyKOHifjw4MGyqLFlZCCN4xO5j8bW2bmzW5fIrJwCu36UWcn96HWJQPPmfmkcSNNcr7Pdd9/DrrtswgAAIABJREFUzES87/7HJbqSmKgWpX37Sp3sxYuSdjtxorRDWuaZZ9SYkKoNJ37bNlkU6/WjXbpIJAvanagfvS7Dwq+/LuMkUnqHDz6o0vz0Wl+ku44ZoxxSpGrDkV240I2MIy358mVxKlCXCHmPBx9UTjbspEe2bcZQODSIkGIzBGnJb7+t6mx37JA+3Zlr2VLV+SJi2ru3Y6d83deFC8XZvh4xSk9PVw7l5cvSjrTb06fV86Afz6yc7s2blSOM9OiuXSUabdsJke033nDrEqGVmZFhOuNg5h4xQkkIYUxw5ubOVRsRYO2FRuqFC6YjDKfv4YdVBBZzD3bauVPGUKeOslOzZsJcjHcEamJ1R9ZOqQfD7/ffS5kAtJRzc+V+9+snzpieSmzbqWRJpdWamipsx1evymYKmIORlmxLEDErxmzfJpYdOQewiWIzPjMraRkrU4RzcyWLxVeOgU0Un0Yq0scvXzb/NsNOjzziHhONkbdVK7funVnpKL/6qtsHR1aX/8GYKlb0bjbmcx7Mn+/2IaPHZhkOEDirAQo2AgchQEFBMBd/XLh2+gyHiTi32i1uJ1KufGL1WIDbDimIanz6enCUfPWbHqkFZjaiVA7gKNkR0pwczkpK8i/s9EiSjUg6iKjx8kVIIVZvL8SYIy/ssABH6qqOxx835COyMi5wHoX4bOnyZpSKWW0YQD5FJyvp3l2imUOHmqnacGSfeEKcF30jApG+p5/m/Igf0Ly5RMUaNDBrW5Gq+/Ofy6euxQiHZtIkGRMkV7KyJLo4ZowsVnVtR6TJPv88G6mrzCra0r+/HIcxgUzmYXHsDYkULJSffVY5SsxmDV7btmY9NJwJHKOnn8ORve8+U+YDuq/Dhxu1eOnp6SqlGs7VZ5+p8/XuLanddto0dF8ffthMXWVWGqlPPimfOulY06biuNWta9YXorYbcwVpzswSmStSRDYOdEKjnBy53yNGuCnGIHx65hnXTpBhQXTettMjj7g13tiswj2yx9SunWxE6MRT0FB+6il2In7IBrjvPlNXFHYaMcIlNIJzjTmjlz4MHOh/350/H9np07MBbDRp4pcC0zMNbCDTwN6AQ0TW1jxmVrXdH37o/m0ePNjv9Okp1TaQaeDbgEtO9r/vUDPs29D7yU/8vAKw06hR7jHRNhVvcATOaoACjcBBCFBQEMzFHxf23TGBmYj3P+Jhq42U4oZIA1LmdGCBhtovHSkpJikQgCgX0jV1REpxixZpQBqgrS3JLKmLpUq5JElwsn3REyxebfZMZlmcIQVVR7SUOdToHTvmjqlCBdN5Y+YTVWtxmIiNKBWz0mC85RbXyUbdn+3oMEtU7aabpF/Xfj11Sq6rcmVxCnS7IypGZDKCoua0ShVZtOtEKthoKF3ajZ7cfbc4SEQmKRAistWru3ZCjWxsrFsnCLIneyGNdMyqVc06XmZVV0hkarXCka1a1SUFAplMiRIua/CECXIPNDulp6crO9WsKc6f7hxgQ6hwYbfGu08f+b4ducvIkLlasaJs8uhAejmRWScIO1WrZkZImVV6edmyrpbmhAkyh4hMUiCkFler5toJ0cuYGDeLont3ccqJTAIpXdNUr3llVtF8eyOCWSKylSq5WsrIBihe3H1HjB+vxqQz7IL0p3Ztd0wobfDV2g8aFNmR9T1/zGqTy3b67DR0HdFq7R96yJ9JghrZgQPdv816ermNHj1UKraOI0ci19ojk8TOjmGWDSFEvnXg3f/mm27f+PHy7s/MNNuvXDHSmwMoBM5qgAKNwEEIUFAQzMUfFzJKluW8UIhzLlmEQnBIfeQhcIR0RweIRJIEp+Hf2V3Hghg1kToQ2fHVO919N+cULeoSd0Bq59573WMmT+b8tEsbzZr5o75wSH2pb3qKog6dUMgGnGxrTAd+I2l5OYWLuFHf4cPlGJuMJCNDnDoi5lWrzD5sKFSu7NopJYXzo0s6jh9XjqItYfSLX0gfalKB3FzlmHz4odmHerXChV0yq9tukz57MZqdLfazo77MyumrU4cdtGzpHxMic0QuEQ4ikKiJ1FG9uvTNmmW2r1qlHNnrDmn++3DkSOmzZZ4uXFDyKLaMx5Qp0l6xomunLl38z9PRo8pRtFNJEf22WWrz8iTNmMhkSJYBqE0Pe8MIrMWoMQayssTJIBKnUQeiwj5G1+Rk6dMZkplViqkvgwEbSXq0H6hRQ/rmzDHbV6yQ9qJFXfms0aOlz65bz8w0U+11RHNk09L82RrRavQjScFoxF0O4MjaUk3M+anFK+yU2mgsw5h7PiKjTp3cDQVmedcR+et0sdnli8hGyqrRa/Rt3HGHSQwWgJl/uLPqUeIOECBAgAABCh4ubt1JJS+coRM16lNcYlGzc+5cEYgfPtw98OOPiapXJ0pONtuPHydKTxfx9lDI7Js2TT5HjTLb8/KIpk4l6tOHqGxZs2/FCqJTpyJfQ2IiUb9+ZntWFtGsWXSmfXuiIkXMvk8/Jbp8mWj0aPd8H3xA1KABUbNmZvt33xFt2eK/hunT5dPX99FHRB06EFWpYrZv3Ei0b1/kayhRgqh/f6O52r23ERMR5+YSxcaax1SrJp/275QqJfczJoaodWuzr317dYxtp3Ll5LNJE7c9IYGoUCGipCSzr35981ggNpaocmX5d4cOZl9Kivz2TTcRFbXmXqVK8lmjhtkeHy82D4WI6tQx+1q1ks/SpckB7o1t2zp1iAoXJipWTN1HoEED81gdJUrIZ9OmZnuzZnJtJUoQxcWZfdWry6f9OyVKKDu1a2f2paTIZ+XKrp1gA1wnUKGCjKlQIaKSJc0+2LR8ebM9JkaNs3Nns69NG/ntcuXk3uvAeewxJSTIb4dCRFWrmn0YY7ly7pjwXdtONWrIHCla1J0TdevKJ+aMDoy/Xj2zvWVL+e2kJLlWHTVryifsBRQrRjRgANGMGUS5uWbfgAFyz/E+0DFsGNGJE0SrV5vtlSsT3XqrPPPMZt+oUdL28cdme0wM0ciRRJ9/TnTmjNnXtq3Y0D6GSN5P2dlUds0as71QIembPZvo0iWzb/BgGdPUqe75Ro0i2rmT6NtvzfYqVeTd8tFH7jFDh8rnjBlu3223Ea1bJ+9aHXh/fvih/xouXCBatMjtC/AvETirAQIECBDgR4EzP/sFhYgo96GH3c7p02XBBicAOH2a6IsviEaMcBebM2bIIst2SJllwdGhg7uwXbaM6NgxWbD4rqFoUaK+fc32nByiWbNkkWg7OkuWEJ0/T6e6dXPPN3WqLGo7djTbDxwgWrWKaOxY/5iI1GJLx8cfy+LbXpBv20a0fbt7H3ANCQlEQ4aY7VevypjS0hwnO7RwIYWIKC43x10g7toli9hNm8z2c+dkQRsOE61cafZ98YV8HjxoLpSZiXbskH/bx6xeTZSdTXTlCtHmzWbf2rVy37ZuNdtzc4kOH5Z/L1li9i1dKr934gRRZqbZ9+23MqZt28z2Awdk84KZaPFisw+L1l275Drt43xj2r6d6No1Wajv3Wv2rVkjY9q3z2y/fFktqufPd6+BmejoUdm40bFrl5zPtl9GhozJZyeM8eBB6QeY5TyhENHy5eYxGzbImK5eFbvoWLdOjtm1y2zPyyM6dEj+/fnnZp9up4sXzb7Nm8VOtt2PHZPvMxMtWGD2YR589508xzoOHpRP+7p37pR5d+UK0Z49Zt+yZTIm29G5dk21ffqp2ffFF3Jtx48TnTxp9sFO27eTg5Ej5ZlautRsL1ZMNs1mzpR7qaNfP3mefY7s2LEy79avN9vr1SNq0cLvKI4cKc/VrFlme0yMOJ6ffSZzSkebNkRVqlC5Zcv813DlCtEnn5jtJUrI+/Xjj107DR0qmzHYgNQxYoTMB7xHgCpVZPPFdx9Gj5Z7bp8vJkb6liyRZ0RHt26y4eG7hgD/Gj8k/Pq/+V+QBnxjIEi9DFBQEMzFHw8ulyjFOTGxHLZT1EDu4mPtRbosdCN12EQ1AFhGoYmoAxIRPv1AkLvYWLzYn97HLIQcZcrwMmhA2mPyET/98pf+VFBmRe5iA7WLPpKkp5+WNMyTJ832aNIUIHf58ku3b+BAlU6r3w+wNTdt6tarIdW3SJF8sp98tG0r6YR2mh+YUxs0cOvVQGZl1yGizrZJEzkWjLrMKq355pslPVzH6NGSLmunCEOSp0kTSfnVU4RR55eU5BKvtG4t6ec2MQ5StevWlfpKfUwgS7JrIXNypB66YUPp0+U4oGtas6abejpsmLLT73/PzNffh5B5atxY7KETgkEWpWhR105t2sg12ymmIOFp2lRqhfVaSRB02aQ/qF1s0ECO3b1b9aG2+Oab3RRh3U56reTJk5IS3qKFjE2vK4R0UrlyLulP+/ZqTHq9KMoE6tRx7YQabyKzVhJlAph7YKhmVnWzdeq4NeVjxkgKKZGSy2FW+tANG7p2YhaW4BIl/LWS06fL+ZYudfsi6VFHq2lF/aduJ2a5L3XrigyTDZt1W8djj3FefLybGg7tZh/b+pw5cj7oHuvo08e1E7OSgYIElg6wDEfSo/bxGURjTr7/fr+dbmBQULMaoCAjcBACFBQEc/FHgr17mYk4LznZ7XvvPflz5tPgu/VWWSxFqknViWoAyF74alLLlvUzPqKm0a4LZDb1H3VgsTl+vDsPo+kKNmnir01ETeN1x8PA88/768qgKdqjh3sMnDefVqKul6lDYxvNjY/ny0WLqT7UlcFe77+v+rp1E+dtzBiTLAb1f88/LwvlSZPUMY89Jo4OnA2QZMEhHTJENDBr1FD2R13Z5Mkug+g998hGxNNPm/cKhEP33isOlE6+9Pbbcj7YS79XycnieNx3nxyPDQ6wNb/8srvBgY2IP/xBPlevVnaqWVMIf3TtWWZhGQXpi12TjBpEkDMdPqzGVKSILKCbNcvf4EhPT1eszRib7vR17y7XYRN/XX8++cUX5by6nvFjj8mcwMYRNhzCYdmE6NdPNjh0+SjU0/7pT64zgfv51FOunYoWlX6cF3hDtJnz56DO1t2hgzjm2OCAI4uaxhdekA2H0aPVMSBRgpNm26lbN7dWctEic67o9btjxgjhFs6LWlddd7hZM1M+ChsRGJuv/jNSrSTq4cePd4/BRpRdk8ysZIns5x5ERr6aVrx7dEIp3KsaNeQZtQHWbp2tG/jJT+S5tx1Z1LTedpt7DCR7YCcdkMD6d8iZIB8Ftm4djRv7NwwhXeaz0w2KwFkNUKAROAgBCgqCufjjQN4d4yIvXnr2lAXiv7NrDqITOzqJiI6+0AWiOaSQPbEjrteuyWLRJkBhVovNZcvceRhJ8xAOqS9CCkfHJklilgiVLg0CRItu3HWXsFjaY4JD6mNX/uc/8xeFhxu14jARn1m3Ufr69pXoRl6ecryYlfTEz3+upHo++UT6oL958KA4nyB/gUM6cKBLrgWHdNo0dyMD0Y3MTJk3iMjqOqu7dplOP6Rc0tNVJBDSIu3by71F1Aw6q3BIf/tbNW8gl4KI6/794izo86ZxYzknoptw+nSJEDilYKe94w61GdKqlYrMwSF94AE1b/7wB+nTHRLc48OHTZ3V3FwhFgLjrq6HC8ke2AkEXYcOScT2ppvknsAh7d9fIumFCqkIKuRp/v535UzAkZ00ScmeYCMjHBbSKkiEIFsAY4Kdli1TG04g12rfXu5tXp7MGzAjQ8/2xRfVvAHbs06yYzO9Nm0qEf8LF8ROiDbqdoKzD+kr3cFv21acT2axW/Hi4pDq84ZZMeAuWaKYk+HIDh4sY8nOlufKR2QEB9knfTVypMv2rM8bmwSNWUVkfX83u3QxtWgBPE+wk46nnjLlh4BwmK+WL2/KDwH6vLGBDSebBA12eugh9xhsotgkaMyRI6hHjqjNGRv2hgOQl2dqOwcInNUABRuBgxCgoCCYiz8OXCxWinNjYl25hdOnZbHzM4+UDXa/fWLxjRv7GTmh86fLXgC2YwFkZ0s6pS/i+umn7KQQAoMG5etvGvMQER3fQkhzLBw0beof09atcoxPaufRR8XxtKMUV6+6uo4AHFIf86am73j4Pfne/u4DxGmIixMnglmlSh4/riJD27apezlypHyvUSMVRdZTF8GQighZ375KtkiPkJ05I/Pjpz8V50t3KMESvWmTcr7mzZO+Fi0kMooxQSd1wwbljMCxAJuo7gjrjgUi8hhTq1bq3HBk58yReYpoIrMwJ5crJ/dEt5PuNNqyGPjdvXtdx0KLoBqpntoGyMp580yZp6eflvt38qSy09at5pwPh2VjpWNHOQa6kl98IQzciGgym7IpcPwzMtQGyGOPqY0IpJ8j9firr5SdkDqtRxt1LWWkiL/3nnIsoDusO8KIyu/cqdLeIR3Tpo2SL4EjO3Wqqzs8dKhyzq8z2XJGhko9fvppeZ4QIWVWjvDu3eLwEyk9W0TkmU2HUndkkZIL3WHotJ46ZT6P9vOkA2mzuo4uYOsdA9EcWaTyb9zo9jVvbkaFga+/5vxos4Xvhw/3R1D1DRAbSBHX5aUAzHnbOcffkKeeco/BnPf9DWnf3pWXYpaNNX2+6XjySVeK6QZG4KwGKNAIHIQABQXBXCz4uPDtDg4T8dE6jd3Od9+VP2W+mtSUFFfXkVlpGvrqihBBsWUvcnLEcfDVpH72mXI4bIwZIxE7W3IC9ZvXnQJjHiLy5tP/a97cn2IWLXrx85+Lc3PihNmelydOmKWTyszRNQ2j6TRqtYfh3FzOjo3jzKLFlcOBVF3Y4O23ZdGnRy8mTJAFMSIocLL11MVJk8QhRf0XpGBWrzYdHWaJoNao4aY1w4H+2c8kdbBUKWUnpHdu2GDq2SLNs0cPN9KlR3RbtxaHF0DqKhxSpOrm5IgzMXq0kgCBni3qGOfPd+3Uo4dcBxxS6NlC//Pll1WEEw4HNjp27nRTdZs0Ye7QgXf+9KfynXXrTDu98YZrJzwra9bIdyZPlnakrt57r2xO6JFopBivXOk6HP37SxvkZ7ARoUfyYSektf72t8pOcXEqug79z+7dlcOBlE3IpnzwgTjY+jvigQfk3sBOSNXNy1OO7HPPmenHeFYWLnR1hzH3YEs4hocPK4dm7FiJFmdnSx+e/+3b3VRdbHRgvkPPFvqfvjr7SO80RHTt2mNmFXn3/X2MJG+DDAef9jPsZEcbw2GJxto14sy8EZFpW56IWaWW6zrJzHJNlSq5OsnMahPF5gdgllRkn04rsnN86c2oabXrdJkjO7JwzvGs3OAInNUABRqBgxCgoCCYiwUf+waINufB33kig927M9eu7S4ysGj3aeiBqMZ23nJzIzuk0En11W8i9cyuScWi3bcYRFRv/XpmtuZhpCgE6gJ/9zu3D2mYdsQ1HJb741kMGs6VDdSm2VGIixfNiI4OLQUYONywJYeJOLtNW7N2FNG49u3lGJ0wCNc1YIAbLRo1Shb2lSqpVE5m5dAMG8ZOZBwRn7Q0lwQJzkTx4pL2nH/h13UlBw0ynWxmNX9atjQdUqSY9uxpOjrMylEeO1Y+9fRzzJ86dUzCINTg9ejBTrQIzn+3bqZDyiybGY0bi4MyYYJq37NHjoEu7PLlqu/FF5lDIT7XrJmrKdqkiThJtp2QhdC/vxstGj1aNmluucVMT8X8gd6unsoJB2zIEBWhBvr3l/R82054zmEnXXcYmzTt2gkJkW6nypXFTnZNIsY0ZozrXCFyXru2SRgEIqNeveSYjz927dSnj9wPOKTMMvcbNpRj9XcE6ulxDTqJGZy+Ll1MwqBwWM7VoQM7gPPvizaOHevfTIsWQUW6tU+nddAgeQZsRxbRRt/7GFkW1vs4fenSyGRK2CDx1X8iC8F2ZJGFoM8fIJoWd+fOkupvAxsO+jMBoObcRzhVr56cM0DgrAYo2AgchAAFBcFcLPi4UCwCC/DJky5JDqCnQ+qIRiiERd306W7fxImy+LdroVBDN2aMe8ysWRxxJx+RseuLzfx5CEKh115zj/nNb1xHB4hEurR5M0dKs+MJE/wRF7teUgcWqitXun1aCjBw9C9SixgOhdxU7WeeEWfBjiLn5cl5ihRR9ZIAUiYRGbN/v1gxcYZ0xs0zZ2SeFCnipkMiMk8kdYE6OneW+4N6SQDRRt/ie9IkcbDtuYdU4KQkSS/VAbZoX8Tl7rslWpWYaNopI0McxPh4lyQHER/b0WGWjZDSpV2H4nr9Z9hmT2ZW5Ez2mJCuW7SoWy+J9Hcitx568GAZj51+jjEVKSKbDjpAjOSzU/v2cg12jTfS30MhiYbqePRRZSedJCc3V1JFk5JcVl6kmPrsNG6c2MKulzx3TsZUqJDLyosUZF8GQ3KyXIO9EYENq5gYSSnVEYklPDc3cgbFvHlyjK9MIVIqMDYcfPWf0RzZf5Xp8uabRnN6eroiU0JkHsCGw8CB7vn0yLmN22/3E05lZESOCr/1lpxv2zb/mHyM8nqGg40XXpA56SvluMEQOKsBCjQCByFAQUEwFws2zm/fLSnAtT0kF++8I3/GQGCio2VLd7HJrGrofIRCSAHUIzrMagFrL6CZlaMBohkdw4b5o5N6zeF15M9DnXzHNyZfxBUpwD7SJdSy2QQm2dlmHaUOED/pkTcgLU0clH+RApyPvDzlFNip2kiJq1bN/Z3Ro9lIAQauXZPfiYlxIycg6UHtpI6WLaXPJsc6dUraixZ17YQo1n33uee7+Wb2Rk6wUPaNacQI6bMZqLOzZXMgFHLtBKfPR46VnMxGailw9Ki0Jya6Y3ruOekbN849X4UK7EQnmVVKbDQ7oc4WuHZNHJpQSJEcAUgF9tVXt27N3gyGc+fkXD47gdDGx2yLMYGMCgDbbOXK7jGIaNobETk58n7w2Qm1tD47YUyohwZgpyJFzIgrs3I8x451z1elivTZTOHRMi/0WlodWVmRCeCikSmlpooDbL8HomVe6LXpNjxR4fT0dEVYpTOHAw8/rGqPdaC8wSe5FY1wasAAk5EaAAGcj6hPJ+Gy0aaNmXkBIMPBtyF5g+GHOqsx/zmF1wABAgQIECA6Cv/2NxQiIrp/ots5fboI0jdqZLbv3Uu0aZMIvtuYNo0oIYFo8GCzPRwmmj2bqHdvomLFzL6VK4lOnhRxed81FC9O1LOn2X7pEtH8+UqQXsfMmfJ7I0e655s5k6hlS6Lq1c32AwdkTL5rmDFDPu0+ZqKPPybq3p2obFmzb+lSojNn/NcwaxZR+fJE7dub7ZcvEy1cSDRkCFGMtXyYN48oO5to2DCzPSaGuFgxYiLKzLF+p2hR+Sxc2L0GnD8vz2xPSCCKj5d++7jy5c3z+n7r5pvN9iJF5FwJCUSxsWZfzvULttuJiAoVUsfrqFTJ305ElJgon0lJZntcnPwXGytzSQfGHx/vni8hQR2vIylJxhQf7/aVLGlei47ChYmJ3HuE8Ue7hnDYbcc9tX8L5/fZCfcNtgTi4ohCIXWf7D4iotzcyOfDuIEqVSJfA9pKlTLbY2Plt2Ji3DExm5++a7DnRJkycs6EhH/PTrjn5cqZ7TVrEjVtKs+vjZEj5fmcO9c91+DB0n7tmtnXt69c8/Tp7vmGDiU6doxo3TqzvXhxol695BrsOTFsmNy7jz5yzzdiBNGqVURHjpjtrVoR3XKL/xqGDSPKypL3rI6YGHlHLVok72Ed3brJfZ82zX8NR44QrVljtt98M1HnznINtn3xzsU72O7bvFne3Tpq15Z3vO8+BPAicFYDBAgQIECBRaHFC4hiY6nipAlmx4kTRMuXEw0fLotYHR9/LJ/Dh5vt4bAsKvr0cReia9cSHT/udwZnzpRFW79+Znt2NtGcOUSDBrmO0/z5RFevRnaYGzVynezDh4nWrydKS/NfA1Fkh7lDB+UoARs2EB08GPkaSpYU51zHlSvikA4e7DoFCxfKmCI5zJUqEbVta7afPEl08SKFiOj0sy+4100kmwsZGaqdWRauRYrIglPHxo3iNOfmEi1ebPYtWCAL1S1bTCc3J4do2zaZJ/PmmcfMmyfz4vx5oh07zL4lS8RxWbHCbD9+nOj7780xALNn+8eEa4+LI0pPN9s3bJBFdW4u0ZdfuudLSJCNihzN28/KItq6VWyEuQEsXqzGtG2b2bdihTidGzaY7SdPEh06JBtDc+aYfVhU79tHdPq0ameWhX2RIq7DsGULUWamjOmzz8y++fPFTlu3unb69lu/nT79VMZ08SLRN9+YfbDTsmWmM3H6tMx/IvcewU7797t22rBB7tGyZWb7+vUyprw8+U0dc+fKMZs3m04fxhQbq35Tv+68PKILF4i2bzf70tPlfBs3mu0nTyrnx7YTkbw71qwRR1JH69bi9EVyFC9edMeUmEjUv784nvamUf/+Mi99Tlpamjh99hwrX56oa1d599hOH95R9vlCIXFKP/+c6Nw5s69dO6KKFV3bEsk76to19/0RHy/n+/RTeY/oGDhQ3uP4+6Fj+HCiXbvc56lKFXnn+a4B73Hf5sHw4WLbQ4fcvgAufkj49X/zvyAN+MZAkHoZoKAgmIsFF+d3fsdhIs5t4fm7EK2OKJIsDVL/opFy2ClltpyFDmiCQkZDR2qqn2gkAilHenp6dHbJ1q0lldUGtCb/+Ee377HH/PVeIISxa+iYFbOpr852+HC3ho45cgowc76dskOxfDGxhNnXsKHUexGZjJ+QHenZU65fT/eF9EPp0mYKM1L/QASkpzAj9a9pU1ePd9AgldKrM36eOCHpnr17S9+uXc6YuGFDN9W8XTsh4LFTF5GqnZLiyh89+qiM07YJUjS7dnXTfefPVynPtlYmSKhCISEZApCimZLCTm3jde3WyxUqmORBzMz166s06nffVe2oCe3VS1K9dYIlSN4kJUmqMACtSZzPZ6cWLVySp/79xb52jToYnUFupJcEoB65Xj23TrhjR5kLtp0g45OS4taoI5W2VCkzPRf1yJ3rqicGAAAgAElEQVQ7u+m+S5ZIW/v2St4GALOxz06FCyvyMb0kABq7tWv7092Rsm3VfzKz0jSNJG+j2wnQ5aJsREqbRZ0uZKp0QPdYJywDmjUz7JT/t1mXi7Lx0ENKpkoHZKqGD3ePQe3xzJluny7ppAP8CLqdgN/9jp16bqBFC3fuMUuNPpHScr5BQUHNaoCCjMBBCFBQEMzFgot9qVIPd/AVjyMWiaHR1qrUAbIOn25flSp+3b5ojLnjxomDYZN1QANx0iT3GNRt6c4PX5+HHTr4CUjApGnXOjLns7jykSNmO5wC35hAUuSTpRkzxpTRACAbo7PLAh4W4Hx06sTcoAEfbtCcw0Scsfl67SAcnTfecCVM4OhgMwBEKSDH6t3bJYdatUq++957rizLnXeKnSCFgZpMyAc98ohcpy7L8uc/cz6Zj12/2KWLOEAg8QI5FPRxX3pJnC2dHApszagHRu0syKQGDJC6QZ0xFvXQs2YJcY9eOztunDiykBiBdI2u59mtm8mUjVpRHKPXzHXsyNygAR+47TaTmRWaom+8Ic5dr17qmOefl7mH60QdOBiou3VTkj1w+sDi+pe/uHbC8zR5snwHep2QRHn8cXHc69ZVY3r/fTWXbSKlnj2FHAvEZHD6jh5VciSR7IR7hNpZkEmlpgqbrP7cw/mZNk1sotcD33ef2APEQ9gEunZNbU506yZM0BjT1KnmNbzyijpfhw4yT0HSA5kjHfXqmazSwJYtcj6fvM2998p12hrSly7JczZxonsM2Jshc6SjVy+T/RuA7rFP0xS1xwcOMLP2tzkcFlkZfe4B0d7PkXSxdbkoG3DObWIyZtdOAMiUdPZv4OWXpe/7792+SKR4NxACZzVAgUbgIAQoKAjmYsHF+RJJnBuKcVmAo2nf2VqVgO7o2ADpkk/PL9LOfVaWREV8xCRYxK1Z4/bdeqvXyV49c2bkMWHn3qe72qiRP8ICoh9fFPmOO+TabYdUX0DbQMQVTpEODwswMxtOwfdvi4TH/j5DpE+Xq9A1E8NhcUa6dnWJUsBs/N57SmIEchw62YrOYqrb6fRpWSiDlRiOzrp1ipkVzLBwdMJh5rZtFVHKqVMqwoJFKjYR9Mg4IsCINjZuLI4GonCICq9cKcd8+KEiU8ImAhyIq1eFnKlcORlTdrY4tWPHihNYtKiSGNH1PBFZhHOu6+PqZF1HjoidXniB10Nq5Z13pA9EP0eOCFlXXJyK1GPuhcNCvtSvn7RD83PyZFfySZcVGTZM2enaNUX0g2gpWIlBnLVundpwQEZF//5KwkXXTNWdogMHTDvB1jt2uHZq1EjsZEfmdKcImyjz50sfiNkuXZJoKTYcoM08cqSSTYFEDVh4Fy5UGyMgINPJi1q1UtF7XZsVmwg2ARmzklayI6jYROje3T0G0kq+aCP0em1iKzDoPv64ewzkonz615HkxsCE/tvfMrP1txlzT4/eM0fPfMFGk0//+u67/RuN2JTzkarBTlu2uH22rjKASL2P/C7ahsMNgsBZDVCgETgIAQoKgrlYMHFhzz4OE/GxmvXdTkQnt2832+Ho+KIKYJ79y1/cPixYffIIkVglwf6JBauOvn0lWmgvxnRHx8Luhx82F+E62rWTFDkbWLD6osiTJvmZMuHo+JzsaGMaNUqiEfaCNVoK8B//mO8AhnNzOTsmljORCtywodIaRLTtgw+UjAUW4Q8+qBwBRFxPn1aL1GHDlJ0gzTFjBuenLiJdFmPq0UM5oX37KkfnyBH53i9/qdIYIQ2CCOr+/coBxII1OVk5fe3bS7SEWaUy/+Uvrp30iM8DD8hmyMWL4pQWLy5RUWj+wqnVmVk/+0z+DUZTnaF57FgVGT9zRjl9Fy6IncDSimjjgQNKE3LXLtG2rFNHokjMInXTtq38G8ysU6a4i3A9jR4bESdPKibtoUOV3MiAAaad0tOVow4JFT0yl5qqnOzjx9WmDsb06KNyDDYL9uxRupmIzrZtq56hjh1VFH3jRrUBYmdlIHp/+bLaDMnMVOnZd96ptHXxjsBmwZIlbrrpqFEqZfv222UTJStLbaI89ZSMSWfTBSP1/v0u82yDBm7KNrPa1PG965AKbDM0w7H2MZ7DTr5oo/4M6cC7zicrZm846NCcPuNvs24nG/pmgQ7IivkYlfGu80n2II3e3sw7dUru3dNPu8fgHaHr8gLYqLKBd50v0n2DIHBWAxRoBA5CgIKCYC4WTOwbIvIRB3/tqelBKpwNpJb6/vhjAe2LNtSo4U8x06NeNu64QxasWVlmO6JCP/mJewzqtTzRhnPNm5vpjQBSS20ZDWa1M3/0qNmOlEWfk/3556ajo8NObwT01FIb0VKAdeeNma+0as1hRJOIVJ0tUmFTU91oAxb806e7UaEJE8TpQ/QO6cKINo4fbzoFzMrZXL5cHB1dVzElRRwaRMa/+kra9+/n/LTZnj3NulekLsKRe/FFaQ+HxSnu3t21E6JYM2aIwz1kiLqGMWNkUwBjguZvZqYsyB98UKWWIr0R6b3p6WK/u+5S5+vdW1JdEZ2EnRDFevVVceSua0Wmp6eryBxqBV99VY2palVxNu30RqRhf/ihm4b64IPikGPuIdoPO02cKA5FUpKyE56VVavk2AcfVOdDBBXjXrVK2vGs/PrX4kTpda/ITlizJj+KnD+mmjXFrs89Z849PSpcpYqp6YmUbURcMfeuXJE5OX68RLv1ulc4fZ995qYL9+wp7yHYCVkZmHuvvCLvPV3T89lnzZRtAGmzviwSfcPBxsSJfuku2MlXAoBNAV8NKtLlbSAzBs+KDi2LxPjbjPd0z57uMdH0sVECYL/TkEWiPysANhx8ZRKWPnY+7Oi9jkgRVGyuYmPoBkTgrAYo0AgchAAFBcFcLJi4WLKMpADbu9uIgL30kntQtLSqSFGIaBFXRFMuXjTbkbLo06qcMsV0dHT06SOLSE8UIhwpChGNdKlhQ7+uI1JkfXVccPDsOi5EIcaMcY+JVuMaKQUYjoNOJIVavObNTUeHWaVbN2pk1nEhbRZER5Mnqz6k+Q0Y4EaRR4wQp89Oa0YUa+BA09FhVpGrbt0kAqjbqXlzSceMjVXpqcwqwpiWxkYaMbNEYGJiZEGq2wlRLBAnTZ2q+ubMkbbUVDf9fPBg2YQoV07GB5w/L+mYqamcn1oKINW5Y0eXDKdVK9lMIBLnk6+/D/FMDBvGTrQIEVSLDIfz8sTx7tGDnfRUzMd+/VQKMDB8uIxHT5FlVmm8gwdzfpQcQMS+Rw9X8zc5WWwVH29uGMHpwz3asUP1/exnYqc6dcx3BOyEMekOHp6JtDSXBAz6yjffLBFlIDNTbNq/PztRPaRfd+wojrFtp6ZNTSebWcik7GcCeOKJyPX5lSubjjdgp9brgJ3szApsziELQQeIyOwMGGZ5xnXHG9A255y/zYgK2xq3SNn2RYWjRVBHj/Zni1y9qjYcbCC92da4ZZa559P2RsTel7L9s5+55GQ3EAJnNUCBRuAgBCgoCOZiAcShQxwm4uwmntRXOG8WQREzywLaxwIMxtw33nD7ItV3IdqH1FIder2ZjYEDXUeHWTkU0eq7UFuow4pO5gMLIN+YojFkli/vX9Qh6jV7ttun1+HZY4qUAowICVIWmZnz8jgvNo5zY2JlYacDESoilyHznnvk3tlRpOxs2TQoWtRdfKPGlkhYZnX06CGL0ZtvNp0C1KDGxbnkWKjd9EWRGjaU67Cj/ajdJHLZWcePl9+xHZ0rV2Q8iYnu3PvgA3U+1IACfftKtFWPIjNLSnNsrPyHdFnglVfU+a5vhqSnp6uocMmSbvo5IqiI9umYOFHGEwpJui6QmysbDkWKuHaaOVOdT2c7ZhY7FSvmOhSo3YyPV7W6ANKbfRtGzZrJ5oVtJzjnvqyM8ePld+zUWTg0xYrJvdcBEi2f4zdokNjXttPZs8pOerSfWaUCE0n2CBAOi4Ptq0Fdt06+/49/uH0oEfC9HypUMCP9QLRU4EhkSoig6g42EI1Bt00b5lat3L/NSG/WGakBPWVbR7Q6/FmzIo9Jr6fWoafW28DzpLM3A/Xr+8tTkN4McrIbDIGzGqBAI3AQAhQUBHOxAGLCBI4YMUhJ8e/II61RZzgFfvUr6bMZc3UyHxvRCIrgvNkpwIicPPSQewwcDR/pUu/efKVCBXexhyiyL10OTKy+1LLKlf1ONhyNSBHXf3exFy0FGCm1Fo7XrM9MxFcnWQ5ubq4s/IlMSRVmJWniY0pGxFWXH2EWpy8uThbltpMN+Q896gVAzkSXVGFWGx6lS7t2euQR6bOjS+GwfJ/IdN6YVSpw8+buNXTvzt5UzfPnxWGPi3Pr8955h/OjzDYaNvTbCdHG8uXzm/Lfhw89JH02a2tenkRB7Ygrs9rw8LF0Dxjgt9PlyzKehATXTojMpaa654M8kO1o7Nkj7aVKuXZ64gnps1P0dTudPOkfk2/DCHI5tvN08aJyPO2sDERQQUalA1HutWvNdtipbFl3THodtw7UB/veA4ig+tJmJ070vwf01Hob/zebbRgTUsx1XN9wWGM7+kjZ7tHDPQYp2z6CKL2OW8elSy4jNQD2Zj3zAujd258ho6ds2/j5z1Udtz0mnZzsBsMPdVZj/nMKrwECBAgQIICLix/NoHBMDNHdd5sdR46I4P3w4e5Bc+bI5+DBbt+sWSLcXqmS2b5jB9Hu3Uq8XcfMmSJ6P2CA2Z6VRfTJJ/I7CQlm3+LFIkQ/ZIh7vtmziSpUIGrTxmzPyCD68ks63akTUSjkH9OwYe75Zswg6thRzqlj40a5T777MHu2XHPfvmZ7Xp78Vt++REWLmn1ffEF08SLR0KH+a6hUSe6tjhMniNau9d6HhGZNiIjo9Dc7zI7YWPntmBiicuXMPozRvjYiovh4+UxKMttjri9vQiH1b6BkSfNYHYmJ8mnPFf0abDthHhQr5p4P11CokP8aYmMjX4M9puLF5ZoTEtx7gfP57hGut0QJ93xE7v3Rr6FIEbM9Jkb6QiGi8uXNvptuinwN+A38JhAfL32hkHtfMX77OSNS97pyZbO9fHk5D67R/i3f9YVCyg72MRhTtLlStqzbDjvZcyLSfdVhjzcpSa4rLs69vqFD5fn95BOzPSZGnr/PPiO6dMns69BBnrHZs93fHjKE6MoVoiVLzPaiRYn695djcnPNvtRUuX8zZrjnGzqU6Ntvib77zmyvXp2oRQt5N9u4/u4qu2qV2R4Kybt/6VKi06fNvk6dxA6+a0hLIzp3jmjZMrM9MZGoTx8ZUzhs9vXtK3bw3aPhw4kOHCDatMkdU8uWke9DOEw0d647piFDiD7/XN6zAbz4Qc5qKBTqHQqFdodCob2hUOgpT/+EUCi0NRQKbQmFQqtCoVADre9n14/bHQqFev1PXnyAAAECBPjvQua+g1T8/Fk6Wa2OLM50wHnzOU6zZxM1a0ZUo4bZfvAg0ebNfgdy5kxZLNiOXTgsfb16KScAWLJEFhU+B3LOHKIyZWQxqOPyZaJFi+R3bMdg3jyinBxxVm3MmEHUsCFRvXpm+/bt8l8kpz021nWymeUe9ejhOi1r1hCdPOm/rzNnyj3o1s1sv3BBnPNhw9wxffKJ/J7HYU46fZyYiEpt+srs+P57olOn5N4vXmz2ffqpfO7aRZSTo9rDYbFtbKwsynUsXSqL6mvXiFavNvu++ELm1oYNcp3A1atEe/fKv+1F5bx58nn0qLtQXrdOnJN168z2nTtlkcxMNH++e75QSDZMrlxR7cxEW7fKPbXHtHatbJZcuSLj1rFkiYzpm2/M9vPnZUOGyHVocF+PHyfav9/s27BBxrRmjdl+5IhsRjC7dsL5d+8mys5W7eGwbKLExbnHrFgh383Kcp2JL78U227aZNopK0s5P/aY5s+X7x49KtepY+VKcUDWrjXb9+5VNsU9AfD/O3bI/ACYibZtEzt9/rl5zPr1Mu+uXpX7qGPxYrkPX39tjikzU+Y3kTv3MKYTJ8RJ0oF33syZ5CAtTa5j4UKzPTZWHMz586VfR+fO4hzjXatj+HC5T8uXm+1lyxJ16SLvK31MROq963NKhwyRZ+boUbO9Th2ihg2p3MqV/mvA5pqOuDg53/z5pp2I5D2emBj5Go4fJ/rKeh+VKEHUvbv8jj2m1FT5Pd89HzZMbH7woNnepAlRrVr+a0hLk2fAfkcEUPhXoVciiiWifURUg4gSiOgbImpgfaeE9u+BRLT4+r8bXP9+ISKqfv08sdF+L0gDvjEQpF4GKCgI5mLBwr6htzET8cGXPOlhXbr4Uwx/SG1UJEkBn0bp2rVyzN//7vaNGxddo9THLhmtNmrgQOYqVUQyRAckOp57zj0GrKV2ailzZHZJSKn89a9uXyQiKWiU3nabe0y0FGBdo1THyZPMMTF8ocxNHCbiC99qJDeQTylVSqQjdDRpIjVfREKqBEDyJjnZJdqBRqldUwvpnrZt5VidmRksoLVqKbkWYNAgIXGx0z4x99q1c8mDUOdavrzLzNyokUr71FMXUefaooXU1Oo1cyA3iolRWrHMyk7JyXKsTvIEOzVq5OpA9u8vddlEprYlyI3atpUUXb1WExqlSUlKVgfQ7aSTcSH9vG1bpRULQHakcGEzHRPEWhjTN9+oPtSM16plkjwxy32GnaAVy6zs1KGDK1OFWsNKldx0zObN5Z1j13NDdqR5c7e28fHHxU6xsWZqOOzUpg079acffyxtTZu6NbWDB8tciJRiauvfArZWrA6k1s+b5/ZFqlGPlgo8ebJrJyAS8RAknex6bmbmn/9cSOd87O21avlTgUG45qu7Hz5c7oVdgxqNSyAKezt37y71wpG0Yn3pzT/9qZ9MCeRkPq3Y/3LQ/2AacGsi2svM+5k5m4g+IqJBlsOrx64TiQjbEIOI6CNmzmLmA0S09/r5AgQIECBAAAelP19EeaEYqvLkw2bH2bMShfGltyKS54uezprlj7ju3i0RLF8K8IwZElUaONBsz82ViFj//m5a4NKlEnGNlAJcpoykqunIzJTo2ZAhbnrf7NkypkgR3A4diG6+2WzfuVPGFSkFODbWHVM4LPeoVy83RTM9XSJzkdKQfSnA58/LvRg82B3Tp58ShcN05a77KEREod/82ry+xo0luqtHfPbskTTCu+5yoyMzZkikbPx4MzqCtMi+fSWSrEdHli+X1OsJE9zUxVmzJKp0xx0S8Tl8WNozMyUiNmIEUc2a5jXATvffL9ERPYo1Z46kfaelyfGIoH73nUTl7rhD0jHtawiF5PpOnFCRTWbp69mTqGtX+TfGtHSp3PeJE9U16ddQoQLR2LESjT10SI1pyRKxbcuWZqRq3jy5hxMnypzXo42zZhE1aBDZTnfeKamv+j2aNUvsNGGCROYQ6Q6H5Xd795Z0zLlzVTrmqlVEZ86IbWNi3HtUsqTcv6++kqg8kaS7Llok0bfatc37gPv14IMyJj2KNXu2pKQOGyZR0sxMaT9wQCKg48a5Kaaw0/jxkpWAMTFLxK1nT8lG0O305Zdip/vvl2NtO5UrJ2Patk1F+C9flrkzdGj0FFPbTkQyvwcPJlqwwI02du0q0cNIqcAZGfK+1aGnAuflmX3IGomUhrtxo5p7QP368l+EiGcoHHbHhEyY9HS5Rh1dush71hfxHDpUMjfs1OKSJSWCqtsJGDhQxuS7R4MHy5zfudNsr1FD5lKka8jLc8cUEyPnW7TIzLIIoPCvvFkiGkpE72n/fxsRven53gMkkdPDRFT7etubRDRW+85fiWhotN8LIqs3BoJoVoCCgmAuFhxc3H+Qw0R87Ja6bickOHx6fj16COGKj40yEkERSJd0+RRmpSXpI7yA5uesWW4fInlXr5rt0SKuIPFYscKdh9AojLRzbzPmMqtInk0kxSwRLx+RFFhDfVHku+8WMh17TJmZEom1GXOZFZGUTRLDrKR7cnMlElSunLQjivz88xKRI2L+9FPp0/U8dYbOcFgkPvr3F8mahARFnAN93GnTFKENyF90Apnu3dW8QdTrjjuUHM3rr8sxYHddsUIiZXoUq3Nnubd5eRLdBWkTmIV/8xtFpoSID9hdDx6UeVO8uNKBbNRIZG5ssi5dHxNkSojM3XWXslObNsxYR4FZeOJE5u++k2P+8AfpQyRvxQqRgSJiPnZM5mH//vIM5OWJVinYbk+ckKjus88Kcy+RSLgwm8/TyJEqghoOq3Ng3iDSrTPWQl8UDL46o3XXrkqDGJHxsWMVmZJvTE89ZUaFb71VIqQgHgJp09GjcsxLLylG6o8/lj49KwPPNySfmjQR8iDYCc8CtGmnTGH+85/NaKOu+dm+vSIgu3ZNSfccPGhGUJGVsXSpYjq2CciikfQg2jhnjts3ZowQD9nSLZcvS7TbZlpmVs/CypVuX5cufq1ozD3fOwts7DZBVDjMV8uX948JGRXQttVxzz2R31m2Xi+ACKqPIKpzZ7+mN8jvfPrXeGcdOuSMiatVc9mjmdU7wve35b8Y9AMjq3G28+pByNPGTgPzW0T0VigUGk1EPyeiO37osaFQ6D4iuo+IqHz58rTMrlsI8F+HS5cuBXYOUCAQzMWCgyp/+BMVJ6IDPXrQbssmjf7yFyp20020LjPTqG2Ly8yklKVL6ciwYbTfqqWqOHcu1SGi9VWq0BXrfC2nTCGuX58279tHtG9ffnvxnTup5fff065Ro+iEdUytN96gCgkJtLpIEQrrfXl5lDJjBp1PTqYdVt1i6a++oiYXL9K3tWrROet8DSZPppKlS9Pa7Gy6dPVq/jyMz8iglOXL6dCYMXTQGlPl6dOpFhGtu/lmumaP6R//kDF9951BaFL00CFqvXMn7enRg45Zx9SYPJkqx8bSmqQkytX6Qrm5lDJjBp1r3Zp2WmMqu3w5NcrKoi3Vq9N563wN332XSpQpQ2uvXDHsFHvpErX//HM6OmQI7Vu5klrUqkXFd+2i5f+cShW/3kh1mGlD1ap0JTaWUooXp7Nvvkm7ihenlu+/T+EGDejrffuoXL161HDGDPr6rbconJBALQ8fpp2jR9PJzZupcfPmVHTqVPqqb1+q+c47VCk+nlYXL04xhQtTSkwMHfrDH+jguHHUbvp0utiqFW1fv54qNm5Mdb74gtb//e9U6NQpanr+PG2tXZvOHjtGrWrUoNy//pW2NG1KDd55h0olJdGa7Gwqfsst1DI3l3a+8gplJCdTuxUr6NBtt9HBFSuoduvWdPP8+bR68WKqsGAB1SairypWpGvMMqZ33qFdSUnUYsoUCtWpQ5sOHKDSNWpQk8xM+vb11+lqxYrUZts2+u7BB+noxo3UMDmZSkybRmtTU6nGX/4idipdmmJycqhdKESHXnuNDo0dSykzZ9K5Nm1o57p1VKVZM6r55z/T2o8+omJ791LjK1fom+rVKePIERnT++/TlmbNqMHkyVSqVClak51NRStVotZEtOfVV+lq27YU/uwzOjpoEO1bsYJqtGlDlWfNojXz51O5pUupbjgsdoqJkTG99RbtKlGCWk6ZouxUty41/Ogj+vqNNyi3WDFKPniQdg8dSsc3bqRGLVtSsWnTaN3AgWpMpUoREVFKbCwd/uMf6cDdd1O7adPEThs3UsWmTanO0qW0YcoUSjh7lppmZNDWunXp7NGjMqa//U3G9Pbb+c8T7LTrlVfobLt2lLJihTxPK1ZQreRkqrBgAa1etIhuXrJE3hGVKtGVnBxKKVWKMv78Z9p5003U/P33KaZWLdr0/feUVKcONb10ibb+7nd0pXp1avPtt7T3/vvpCOw0dSqtHTSIarz3Xr6dQrm5Mvd+9zs6dPvtlDJrFp1t04Z2rV1LlZs0oVrvvEPrpk6loocPyxyoWZPOHThALWvXpvDf/05fJydTvcmTqUyJErQmHKbClSpRGyL67rXX6KiVEVKzTRuqNHs2rZ4/n/I0UqdQKCR2evtt2nX9Puc/x3XqUKMPP6Qtf/oTnW/RwnyOW7WiEtOn09q0NKMmPbZYMWofH09H//Qn2mcRLVVs0oTqpKfThilT6HL16kZfq5o1Ke+vf6Wvmzc32otVrUqtwmHa9cordMIifqvati3dsnAhrV64kPJ0UqxwmNqVKUMX332XtltEaEm1a1PTzEza+tprdNbiDmiYnEwlPvqI1lrcAfFlylBKTAx9//vf0wGL1K9S48ZU+8036at//pOuVqli9LWoX5/oH/+gzSkpRnuRqlWpDRHt/c1v6IjFKxDRTkSUUqIEnXv7bdpZujQFsPCvvFkiakdEn2n//zMi+lmU78cQ0QXfd4noMyJqF+33gsjqjYEgmhWgoCCYiwUIVarILru903/pUmRJGERk1q1z+7p2leikjWh1RU88ITVMdv0XInm2TiSzRHKIXE1FZhWdROQMQP3XxInMbM3DaPVfHTr4pXsQybtee2ggUsQ1HBZ9xF693GOi6a6OGeNqXzKbkTwbH37Ieo3r0ddEPmbv0Nvc+q9x40TjE3IxkCO6eFEicw8/rCQ7UP8F+Yyvv5bobZ8+6rcRHUFE5sMPpR1RtV/9yo2Mv/iiRHv37jXHpM8DO3KG6MicOW599e23S+T2wAEzInPtmvzuffcx//rXZrQf92zVKpHs0O3UqZOMCRHOuXOlXY+g4j5CYunZZ2VMhw7Jb957rxpTrVrMPXvytl/8QkUnmc3Ie48eZi3yHXfI+VF7CDvp0UbUV0MfV8+QqF3brD3s3l0ic199pSKuzPm1zvzcc1IvmZioIpwvvGDaCdFAZEgMGKB+c+NG6UtP5/xaYTsrA8/rgQNyXmRlZGeL/e6804yM63Zavdq1U+fOIh2ErAw8T5A5ee01d+4h0n3ggNxfXTaqQQO/Xifq7H1SW/Y8AKJJt6DW2fdeRYaEHUGNVmf/4otyvqNHzXZE3j0R1M1//GPk9yqktjAPAETex2QAh7UAACAASURBVIxxj0HWh6/OvksXyZCwoWdI2ECk287OYZZ3dPv2bjveQT473XWXirzfIKD/KZ1VIoojov0kBEkgWGpofae29u8B+HEiakgmwdJ+CgiWAnDgIAQoOAjmYsHAtbPnOEzEYZ9zOXOmSoWzkZoqxCg6uQ6zpJXFxopTY+PVV+V8tng7dPx69nSPgXi7rRPJLGmNCQkuQRFIYmzCIGaHdMmYh3p6qo4TJ1S6rI3XX5fz7dnj9rVo4RIGMYtjRySOng3bKQCys2XhO26cewwIinQSJCAtTUhErtspLyubc0MhzihZRuykEwaBQOeuu9SiHRgwQJxFe9EOh+a+++QYnQQJ9+buu2UjQidBQtpsuXLMI0aodjhg99xj2ImZFSFVjx7i7MNO2dmSVjl8uIzpmWfUMXPmyHkefFA+d2jkUsOHS3pzq1bMrVur9gsX5HdGj3bHhIX8iBGunZCiWqaMuWjfskWOgYbqwoWq74knmOPi+FT79iZhEJy+Xr0krfanP3XtdOedpvPGLIRUlSvLor1DB9UO8ibY6e23VR/0b+++2yUM6thRxmUTBm3fro6x3xGPPCL3r29fmTOwE57LoUPld3QSpPnz5TwPPCCf27apvrFj5Z7ahEFIQx871n2eQEh1223iwOv6uM2bCzGXPSaQN2Gu6CRI9iYNEE1XFXbS7Q0MHsxcsaL7/jx3zrU3YG/S6OjUSZxzG9HIlB57TO7fhQtGc/oXX8i90Z9LwC4X0BHJOT9/Xn7nscfcY954w30ugVatXCIvZlUu8Kc/uX3QwcYmDZCXJ3+vfHbC3FuwwO37L8X/mLMq56K+RLSHpCb1mettLxLRwOv//iMRbSeiLUSUrjuzRPTM9eN2E1Gff/VbgbN6YyBwEAIUFARzsWBg34NPMBPx/oeedDsjRfIQcfXVIaFWcdMmt69NG5cZlVktEnUWUQC1VfYiMVq9GCI4M2a4faNHG2PKn4fnzsli1LdIRPTQt0hEBMcGInnRhOptxs3cXHHefCyiqIFDJE/HHXf4mZKtKDJwokpNDhOZUS9mVcNXtqzLIjplinyfSBw2HZ07y3Xbi0TUAZYubUZcmVV0hIh5+nSzr0EDWSyXLWvOPUTS4+Lche+4cRKtsseEe1CpkhvtR+2yL4IzcKBEW2w7HT4s3y9eXNXJAi+8oM6nMw2HwxIRq1zZjeBcj/jkxce7bK+TJslYEREFYKdy5Vw7IeNBj7gCXbsqOx07ptpRB1imjLthhPpRvaYUqF9f7FSunGkn1C7Hx7tZGXfdJe8OIrO++upViXJWquSyvWLTjEii4Dr695d7Ghtr1l/CTqVKuVkZiKASyRwAwmHZrKpUya2D12tibURi9dZrYm1EqzGPxAWg15jbwCbKrl1uX/36UjtsA2zRU6cazenp6ZG5ALKy3Kgz8MknkTfN+vWT97U9Jsy9X/7SPQY1qIcPu32RIt3YGPJtBE6aFNlOkfgN/kvxP+qs/m/+FzirNwYCByFAQUEwFwsGTla6hcNEfO2slX6LRYkvkhdNEqZfP0kvsxcl338vx7z8snsM0mXtVDVmWZT4FlrRJGEefFCRxOjwLB7z52G09Lu+ff3pd6dOiTPzi1+4x/z+93K+vXvdvvr1/QutaGnN99/vT7/LyRFn0Cdzg6ji558bzfsefZqZiLOLl3DHlJoqx9gEJufOyViJXAITLJR964h69diJTjLLohoOjW2np+X6nJTC3FyZk0Qu0cynn0r7TTe5Y+rXT/r0KDKzRHwwpu++M/uQwpqc7I4Jkio20czWrcqZtsf06KPSZzu4eXniUPkW+UhhLVcusp1eesls1+1kzz1EUEEwpKNRI+mbPNls37s3sp2eeorzo5c6dDvZ7whEscqUcaOKgwZJ35PWxllmpjijvgyGaHbCmP72N7MdUeG4OCeqyE/I5p0jeRQOR46gwjn3PbejRvk3/DIy5J4+8YR7zNtvsxNdBlJS/PaLVo4QaXMM0i3WnExPT1cSO/Pnu+ezNvzygXIEH0FUNKK+tm0l2m0D5QhvvOH2RYp0R0lvjvp+jTSm/1L8UGf1h0jXBAgQIECAAP/fkHcti8oePUQZpctTodJJZueyZUQXLkSWYyld2pWEuXhRJCgiScIQ+SVr5s4VqZGKFc32PXuIduzwX8OcOULWMWCA2a7LcmhEGkSk5DGGDvVfQ4UKRMnJZntmJtEXX0SVhPFe36xZRE2biuSKjh07RHYh0n1ISBA5EXtMc+eKzE2RImbfihVE585FtlNSElHnzkZz5UcmEhNRTpjdMZUpI5+2LZKSRGKnUCEii/CEQBJjS/robW3amO21axPFxYmEhW2ncuXMTyA2VrU1bWr2gWzlppvcMWEstWub7SVLyn8JCa6d8N2yZd0x3XSTfDZsaLY3aCBjSkpyxwQJp8qVzfaYGKKbbhIGTFuOCGMsW9YdE67BZ6cSJWRMtmxUy5by6bNT+fLy2dpSOaxeXeSiSpRwx4R5YBEIUWysOp/9PLVrp34vxloKV6ggn7adihUTO8XHE9WqZfbVrSufSdb7Sx+TPVfq1ZNzlSwp49KBeWDf11CIKDVVZIdsmZN27WRefvKJew1paUr+S0epUiKxAwkmHamp8nu6rBEweDDRli0i76OjalV5DufO9V8D3iE6IN2ycKE7pmgSO6mpMibIBgFFisg76pNPlBQSMHCgPBs+aZm0NJEqssdUr55I7ES6D3l5phQSkbLTF18oKSQgJUXmhE/mZ8gQv51ucATOaoAAAQIE+I/iyO/fohhiyujVz+2cM0f0NXv0MNuzs2WBMGiQLD50zJ8v/T5HbNYsokaNiOrUMdsPHxYtwNRU/zUQ+ftmzxZn2XZo1q8nOnrUr7s6c6YsULt2NduvXRNNxUGD3AX0okUypkgOc7Vqoier4/hx0emMpD9L5J6PWRZ53bq5C+iNG4mOHYt8DVgk6sjOFt3OgQMdbdqEVSsoRERFLmfK93Ts3SsLvo0b3TFduECUlSU6uTqgs3rkiHt9R4/Kp72wXb9eNCrPnnV1G7/5Rq5hzx6zPStL7gORLEZ1gAH56FFXixK6rbY244kTor+ZnU20fbvZ9+WX8mkvoImUvii+A3z9deQxYSy25mVODtGxYyLhYDFQ0+LF8nnkiJxXx/79co82bDDbT50SO2Vnu3YCu7TPTmiz7bRhg1zjuXOiv6oDdtq1yx3T8ePyb/sewRnw2Qn31WenjAw57zffmH2wu8Ys7ozJZp3fulWN6dw5sw9jwbXoSE0V3dQlS8x26CgvWOA+T717y/MZQdOU9u0TnVwdFSrIxkUkR5HI7xinpoqNce8BbJr5HMUhQ8RRtceUkCDarp9+6s69Pn1k08rnRKamim03bTLbS5d2dYr1ayCKrKu6fLk8UzpatpTNkkiObFaWen4A6N8uXuzq30az0w2MwFkNECBAgAD/UcT/fQoxEZV74RmzIxyWxRD+gOtIT5fFsM8Rmz1bLbR0nDoli2DfMRBq9zmkc+fKoqRqVbN99+7IEdfZs8WJtiOuOTnyW4MGyUJMx5dfEl2+HNlhLldORYSAaFHkTz6RBVkkZzUlxY3cbN8uC9dBg/zXEBtL1M/aVEAUuVcvIl1igkgW6OfPR76GxERxkN59V7WfO0e0apVErzAGAHbC8fb1VaggjgQcQyKR8fnuO4kM2ovKWbNkTMxmdATRkjp1xC6XLpljunJFIm2+ayheXJyatWtV+6VLMmerVpXv6GPSx2hf35w5ElXctUscQwD/X7myew1z58pmRzgsGwUAs/RVqyZOwbVr5pguXaI83+J/5kxZ5GdmEq1cqdovXJAFfO3acl49ijVvnhqTvfifM0eiqtu2mc7Y3r3yTJUv77+GuDjXTuGwzInatWUMFy+qvhUr5JoTE/12SkyUMaxZo9ovXSJaulTsNHeuaSf8fyjkRgdxX/ftkzEA+P+KFf3XEArJOW07YQPqyy9dh6ZTJ4ngRnLSLl50HePERHHu5sxxo42DBsl1RHLSvv6a6OBBs71WLdn0i3QN9piI5DfS0uT+2s55584yxyJdw5kz8k7QUayYbGLazxORvKNiYyNHePfudTeGatSQDT/fNQwZIu8E35hSU4k++0ze3TpSUuSd47uG1FT5vr2JEs1ONzACZzVAgAABAvznEA5ThQO7KC+pNJWobaULrl8vu/ORnMFixYi6dzfbr1yRKKSlpUdEssgNhyM7pHXrSsqXjmPHJEoQKZpI5I9Ozpol0Uk7NXHFCnFkfOebO1eimV26mO1ZWRItGTRIFmA6okVcZ8+WRbydJrpvnzh0kdKQiSRC4+u79VZZVOrYuFGiGJGuwRcZv3xZrn3YMGIiOvfWn1XfggWyMBw5UqJSmzeb11CzJlHHjubi/+RJcTowJn2BCDsNHSoOI6KNzHJ93bqJM6Efs2aNLJBHjJD7r0d85s6VMQ0eLIvXrCxpz8mROTZwoGxE6IveRYvke76F8qxZYqe2bc1rOHRIUi1HjpT/16NY+N7IkeIUI9KL8XbsKI6sfg2bNokTn5Ym9//zz1XfdTudadtWnD9EG69ckQhQWhpR4cLm9S1aJGMeOVKijuvXm9dQrZprp1OnxOFF1oPPTmlpZhQLdureXTn7wPr18tsjR8q1LFpk3qMiRZSdEG3MyZH/HzBAInP6PVq8WJz4oUNlM0CPCsNO7dub133smFzHiBHy/5HstGaNa6f27SUyp1/D11+L7YcO9Ucb4+Ml2jhvnhtt7NZN5makVODjx81NFCJJ5e7YMbKjqI/D7lu1iuj0abO9USNx/CI5irm58ozbYxo4UOaeLypcuHBkx/j77+U50VGmjDj1vmvABqKvb8gQ105EktpctWrke3TtmjisOrBZ6Yt033qrbGr9O3a6kfFDClv/N/8LCJZuDASkNgEKCoK5+B8G5E588i5PPinkIxkZZnturiv3AIB06Ysv3L6BA0WGwyaJiSbTEI1kJDnZT6gCJsg//9nte+ghV8KCNZmGkSPdY6KRjIwYIcdBagQ4ezbymF57Tc5nS/cwCzmRT+YmGsnIU0/Jb509a7bn5ooMyrBh7jGaHNGF4qU4JyaWwxhDWprIaUCOBsRRFy4IGczjj7uso5DT+PZbYUXWybDatBG2WluLEtI9777rEkdBTuPcOdFtBHlPXh5zhQpyjSDpgSQImJI/+UTYYXXW0VGjhKDo8GFTvxN2euopYWwmUhIwGOOePSLb0qmTOyabwXrPHvn/118X1lGd4AtkMMeOmUyqmp22PfecHL98ufTpzKr284O5B5mop56SdujhPvKIkg3avVv6wGi9ZYsQD+l2attW5t/69fKdv/9d2r/5RtkJY8Lz89Ofyv07c0buL94jICJKTVXSLYsWSR/0cGfPFikkfUyjRgn785EjJuPt2bNqjGAmxvPzzjvy/9u3y/W3a6fG1KGDEBGBTAnSLdB6/t3vFIsv7PTMM8pOSUnCsm0D7zmfnNeQIX45L0jsPP64ewzmGuyko3Fjc+4B0cjl8PzYjLf682MD5GSLFzOz9bd54EBTfgiIRi4XbUxt27oM1syunXREYlvOyRFSpLFj3WOiMRNHenefPy/vOZ/Ezn8ZKGADDlCQETgIAQoKgrn4n8Xx5A7MRJy3abPZAfkGn+ZpNDbFfyVzY0tYMP/fyTdEYxV+9llZ6J486Y6palVXwoKZN0GP0Tem8eP98g2Q2bj3XvcYSLysX+/2QbPSBsZky6cwi1QHkXzHRt26og1rA+ykuiwHMHassAfn5PD+PkOYifjwe/8UZzExkXnCBPlep06yWGZWEi+rVilJENz/3r1FIzccloVrTIw4Ufr3sFAeMkSOATvpyZOmoxkOi34qZG5uv12chpwcYWkGA+/Vq3KtkHqZOFFpnv7tb/K9TZsU+/M998j3UlIU66huJziakOTp2lUYm5llToFJ9ehR+d4vfynXWquWjJ/ZdHiXL5d/Q5Knfn05J7P5nGgssisWLFCOJrPIaJQoIazcGNPmze6YunVT1zp9unxv2TI1pyD1ojNaw06nTik7/epXpqPJLFI8kCMCM/Hs2dJXr548o/a16hIveE5wrQ88IPJCly8rdtiNG5V0CFi627cXnVhmcZxhJziav/+99PXqpd4RL70k13r8uMwr3eGtV0/uE7O5YWTbSZdDue02mXu2HFS09xlkg3zPvv6c6Ij27P+r99mAAe4xeEfbclDM8mwnJkZ+n913HzNbf5vxnPhYfDt1ko0PG5Cs8sl24X1my9GEw/I+w3Oiw7aTjnHj/LJd0ZiJp06V861e7fb17euX2PkvQ+CsBijQCByEAAUFwVz8z+JqQmG+UqiI2xFN8/TRR70i8pyVJYtNn/Ye5FN8EdehQ0U6wY5EZGRI1MaWsGAWIXg9sqejYUN/JAKRPE8k4tCIEbKbbo8Jsg6+KLId2dMxcKAs+O3FzunT4iA8+6x7DCRFfGNCJM/Gjh1yzFtvuX2wkx2JyM6WBfjttzMz85l1GzlMxN83baOiYNejK/nSO/v2uZGIVq3kuhCJ+MlPpH3zZnWf33hD/r1zp/Qhgnr5sixwYSddtxHSL5BPmT2b86NYiOSduy6xNHSoOMA5OWbE6MwZiY49/TTzggWmnV59VTkqdsQIUWHo7ULmBmP6299UJA/R/scfV89Du3bKEYZe7siRKjKOiJEW2dbtlJ6ermSfcnLMaCWiWM8+60b78Tzs3i3yG7o2LTIQENlDxAjPw3vvKTth7j34oHIoW7RQ0cqcHDV37DEhMrdkiYpOQlJk5EgZS3a2RB3hCOt2WrhQjl+wQPp0h3LwYDkOdkKkG3MP0i/ffsv5UWA9isys5k5GhukI++yEDAbMvUiZIr5oI6LATz/tHmPPHR3JycytW7vtP0Qz1JYTys2VOTB6tHvMD8wUMf42RxvTH/4g57Nln5jlWUhJcdujvbeQgaDr5WJMsJMNZAj5IqiYO/bfF3vu6HjvPbUx9F+MwFkNUKAROAgBCgqCufifw8nPZaf6YGuPY4cIxbFjZns4LDvOPv26zz6TP2uffur2Rdr5tqNjOqJFXLt0UZEkHbt3c34apo3nnosYobhSsaJEaGysXi3nmzrV7UMk6do1sz0zUxaQkya5xyCStGmT29e9u0QVbBw5wvlRLxu/+pX0HTnijImrVZN0WBuIjs2ald90uXBRvhpfSKJfiI4xqyjWK6+YkTxmmSNYcOoRCl3jUI9OMovWKzZBkIYJINr4wgvSh7mHKNakSW4UGbq4WFzqmqfdukk07Z575NphJ2iG/vrX6rzAM8+IQ4j0c+jt6lH5Xr0kmgonBVGsyZPlEynGzBJ1L1ZM2nQ7YUwPPGDYKT09XY0FkVQ92t+pkzhq48eb0THoa778splizCzROjiViIzbdurSRSKKwJdfKqfPjvgh0v3yy2xE+/Uolh6dZFZReZzvH/9QfZgjtp0w937zGznvxInqGES6cT59TDVqSGSsXz9TFxlp6G+/bUZcYafixZWdEPG7fFmc9gceYAewz8aNbl/XrrLxYQNRed+zHCl7IhyWcfTt6x6Tni7HzJzp9t15p8wFPMsAovK+jJCPP5bzLV/u/m3G82TjwAE55tVX3T5E5Y8fd8dUp44/cwdR+fffd/vsOQJEi6BGi3RHytw5ccKdI/+FCJzVAAUagYMQoKAgmIv/ORzo0oeZiI9Om+V26tEUHdHqpOy6QwA1RWPGuMcgOol6Nh1paRIts3fEEZ185hn3GLvuUEezZlLDZiNaFPmJJ2T3/fx5d0xly/prffU0TBuDBvmjMT+kbnf7drevZUuJbtqAnf72N7fPrtFj5oPtujATcTgpSaIrOho3liioHvViVlGsli3dyPhjj8l9i4017YSobqtWcuzevapvxgxpq1vXHdOAATIX9Eges4r4tG3r1lfDiU5Kcu3UuLE4SETimAEbN0pbq1bu3EMUS48iM6soVnKyHLt1q+pDFKt2bXdMgwZJFEuzU3p6uqoVbtfOjfYj0l2unESVdTRvLk6ivWGEaGGLFlIb67NTTIykZQOwU+vW7ET7EW1s0MCN9g8erMaEdGpmFcVq3dqMjDMrJ9pnpyZN1JgQ7WdWke7Wrd26Q0Sq/w973x0e1XF2/646QhQheu9geu+9iiIJCA42Nm7YGHfiltiJyxfHduIeOy5x4i923GLHNmhFb6J3RO+9gxCgBuo7vz+OXu7cKQvis/3D9j3Pw6Plzs7snDuzd+edMzMnMhKvGbxKonNn5N2yxUljVdfUTjZljp9D8n1jyPudVdgUVJ5oe/ttPY33oKorP4I9W4Pt1/z1r/W+IIQz0TZtmv7bzO20c6deXocOZgVV3u+swvZsDQTc6rsMVX2XMW4c9tqrnIKpwvyMMHGStwv8TOEFqx6ua3gBgofrBV5f/P+HnOgKoiA0XE/gvUZ/+YuexsqTukRL3ecmg/ca/fe/epqq5DF4ppz3TsoIpmj07o2Bk42Tafb/T39C2okTOqemTc2K65IlyGPaPzVxonnfbjCV5lr27bKaZmsn01I6VtMUxTXAqjiRvsf1D3/AdXWfG6u3oaG6Mr5ihVOeqiJPmoSARVbyhMBAOSJCXFY9ZXz0kVOeqjwNGIB8vHeSwSqWqe/xQUaVKrnVfu7HJk6sSMtKHuPOO8FJ3Y+Yn4/7pqqTQjj7AHnfqJCeh336gJPa91htVFVkIaACEZknjJo2BafS/YiXEaydbrsNnJo3d1/PzUVAQ4TvjokTEfqnjCFDEJyo+6t55UCwdoqJcatprHSHhbnVfiGc502pQujCPffgPsiKqxAoOybG/H1iZW7tWqGhf//g+zXL8rwRAmqsrEgzuJ1M+8/vuEPvx0IEVxs//xzlrVqlp5Xua05VD48KtsIjmIJqU4V51YqJ0333mfuxuq9ZBq+y4NUQMtQVHgzeq60+b4RAPzD1458RrjZY9axrPHjw4MHDjw5x8CCVv5RD51q01hPZUsBmF9OvH/zrZKSlwebE5A86YwasRIYPd18vKYFVwsiRuufpggWwjbDZsdSvDzsDGenpsD0w1YEtCiz1y77hBt3zdOdO2JzY6hAZCU8+GUVFRLNnw9oiLMydtnAhPBtt96hmTaJu3dzXMzNh9zJ2rO7jGqydZsyAHYbaTtu2wbNRqYNv2DCi0FASRDonttFp1QoWFpcz+Yjat0c7xse78/TsifsTHU3UsaM7bcgQ2Gd06OC+HhMDX1Ui/R6x3UXt2rAakdGjB6wpevd2X69dG56hPp9eP+bUsiVsO2ROHTuaOfXti/dGRekewsypUyd3O0VGwm7lSpyqVXOn9epl5tS4Md7r8+F7Y+J0ww26L3K7duCkfgeDtdOwYeCkXi9fHjZT8mcyRo/G35o1dV/k7t3x/VC9iuvUwftN7cT3rGVL1JPh8+FeFxejnjJ69cJ7IyP1+zdkCO5Dx456OwXjFBZmtm4ZOxZ+tfv3u683aIDPsHl8Eumeocx32TLdB7VnT7P/LZeXlaV7u5Yrh/ZOTtY9Q0eOBCeTdUtSEtGhQ1Re9XatUwdtGMzbVfZhJnJ8UBcuhOeujO7dYdtjukdJSXj+L1zovh4ZCQ/X5GTH3okxapS9ncaMIdq1y+3BSwR7qS5d7HUg0jn9AuEFqx48ePDg4UeH79VXyUdEtR5/WE+cPh3eoDzIZuzZgwDOFBz5/fBV5cEqQwgMLAYPhq+djDVrEGDafFcrVYIfnoycHPgemoK3mTPxeSaP0uRkBFsqp2PHiDZsoIw+ffQ806fjM9QgQwjUb9gwBFgyli9HgGkLmCtVIurf3309Px/+kklJujftrFkYkJvuka2dDhyAj6itDj6fEyhJnEpCEVxnHT7uTisqwl91wCun5ee7r+flod5FRbrHIfuiqtflz+D3lKUO6uBVCJQjBFF2tjstN9f8OfJnqPXj8lm3k8HlmOrHaVlZ7us8eM/P18vjcpibDP581eOT20C9D3Id8vL06yUl+BzbPbfVgUi/R/x/033gNLXeQiBNCD1I4/qa6mC7R4EA/gmh14PLM90jTsvIcF+PjcVzyBQE8XfMFpSuWgUPYhmtWsGr2BYglZRgwktGSAjSZs/Wv2vDhmGywVaHEyfg8SujcmU8h0zBaumzIW7lSj1t3Dj4Oh896r7eti0mUmyBYmEhnnEyQkPxWexVLSOYD+q4cWij5cvd12Nj4ZE9fbr+feJ2MpU3ZgzR2rXwVpXRogX+mfL8wuAFqx48ePDg4UdHSXJpcDlpkjvh7FkMAkwBKf9omwKn5GSoGKqSt3070cGD9oA0PFxX8oqLEfyOGqUrrjywGTfOXId69XQl6MIFoqVLzcFb6ay5NVjt0QOqj4y0NAzWbHWIitLVnpISKCkmFXnxYgRPwRTX7t3d1zMyoMDYJg6IzEH7jBngVKOG+/quXRRaWEA+Ijr3/It6npAQBMCXLjnXi4uJ1q8HH3VwPX++EwSpis/cubhHq1a5g4nMTKK9e53PlMF97/RpokOH3GlLlmCwrn7Opk0ok0hXsfx+DJZ37HAHkYEABvbh4Zj8kJGa6gR1K1a40+bMgeqzdq17oJyRgUken08f9HKdMjKg+shYvhzKWGqq+/ru3U4wpdaP22nnTicYJ0I7rV2L+s2a5c6zcKEzqaCqWHPnIs+aNe52ys52FCqVE/e99HRMmshYvNjcTtu3O0GqqZ2YkzzhEAggaIqIwL2XsWSJM0mybJk7bdYscFq3zs3p/HlwCgkxBydjxyJdbaeGDbFCwBbICqG3E0+ALV6sq41duhDVqmVW88aORbuq7VSuHBTpGTP04HzUKPRzW5C2e7euNtaqRdStG1U1Bav8vFG/nz4f0hYt0idlevXC74ItmM7O1vsEr1pJSdEnFuLjkW5rp7179XbilThlVVCTklA3fo78QuEFqx48ePDg4UdF/pmznVv+uQAAIABJREFUFHLqJGXUb6IvVU1JwYDHFgR16KAv7zt8mGjLluDLbw1KHk2fDsW1YkV32ooVROfO2QPmqlX15X2XLmHpcGKirrjOmoUBj61+LVrQJZXT0aMISm1LgFkVUDklJ2OpYfny7rTVqzERYAtIY2KIBg1yX8/Px0DcpLgGa6fkZKI2baB0yDh2DJyCtFMJ+ahK6gI3p+nTMQGQn497zFi5EoFTz56OAiyXFxuLgbQ8qMzPJ5o3D3lOnkTAwZgzB2W0b68P/mfMQGBA5B5UHj2K4LJnT6c+DA50GjRw5+F26tzZWbbNWLcOAXH37ggyZNVuxgy0a2Ske9DL7dSjB5bCb97spM2ciXbq0kUfXCcnEzVtitcy35MnEVwyJ1mZ4zJq13bXQW6nwkJMFjBWrMB96dULXGVOfj++fzEx7ntUUID39uiht9PcufiMDh30wf+MGbjfcl2JnHbq1QvBr4lTkybme9Spk95OGzeiXrZ2io7GhIipnXr2hIomq42zZ+MZ0bWrPWghsi8FXr0a/UZGu3bos7YAyaQ2hoQ4aqOqdA8ahLayqZdqOxERxcVh24apDjyZZVkKXHH3bpQpo1kzrOaw3YeiIn3yICwMnGbN0hXUwYPtqnBSEiY91q1zX4+JwTM2OVlXUJmTLTBes0ZXUFu3Nvc9rkNxsc7pFwYvWPXgwYMHDz8qTj73MvmIKGf8BD1x+nRnv5WMYPtBeXBnC8R69MBsvYwdO6C82Ja3Rkbq+9fk/aChoe60YPtBk5Px+V27uq/zflCb6ktkTvP7sX8xLs59fds2oiNH7MuQTSpyIODs25X35DGnixfte4dN7XTuHFS5a2mnrl3pbIOmVCkrg/JOlgYTu3ZhP94dd2AJszwI5Ha65x4oU6w2lpQggBg5Em3o9zuDykWLwGnqVLShPOhNTobie+utRFu3QpEnQjstXkx0440IwuU68OsHH8S9lFUsvx/B0bhx+FxWG5nTbbfp+wBnzMDgeupUKPKszAUCqN+IEVDNZ8xwOC1ciLLvuw/Bhlw/VvtvucXZA82cliwh+tWv9ACJ1cX779f3Ac6YgSB7/HgEpBcvOpz27SO6/XZMEsgD7+RktNOUKVC9li51OKWkgNPIkc4ECBHqlpNDdO+95naqVg2rMrZtcxTUrCzc5xtvRKBmaqeHHgInWUH1+xF0jhuHz2Vlbs8eKH+TJmFvo9pOoaHglJmpt1N8vLNf09ROqtro9+MZceutUOZ27yYXeL/md9+RBt6vqarCvF9zwQK30k2EfhkXZw+QcnN1VT0iAs8+v19XG/mZaAtkd+xA/5BRvz6eH7Y6ENn31S5fju+HjB499HZijB3r7nsMVoX9/rLtq01MxAqLHTvc14Ptqx071t5OSUnou7Z9tb/0pcBXcwrTj/nPOw34lwHvBFYP1wu8vvjjI71WfREgEgUXFBuE7Gyc8vnII3omPoHX5A86aJB+sqsQwU9aZI9Ok49r/fqwKlHBp7F+952exp6n6qnCeXk45dPk48onYq5erffDgQPNPol8Guubb+ppf/yj/UTMZs3MpwqvWoXyTD6ukyebOcm+oyqCnVw6dKh+sqsQLu/Hg08+JwSRODD5QaTJJ5fKpxzzScAJCS67CyGE4zv69dfO6bB8cjP7jubnw7eRfWXZ+/Huu517zB6sX3yB/69c6ZxGnZGBtAED0E6BACyB+DRqPin5lVeck5vZi5L9QY8fd/w1+aTZli1xWi2f3Pxg6X1gj87PPnNOJt60SW+nPn2EaN8e1/k01gcecLwoTZz4Hp88iX44YgROFS4pcZ+kevIk3vfCC/p3QfbbvfVWIapUcdqpUSN4jqqc5L7Hp1HzSaryaaxyOxUU4OTZu+4S4uBBNyf2Ul2xwvFBLT3l+LKPq+r/y33vpZecE2/ZV1Y+jZX7DZ9Gzafmqidsr12LPJ9+qnsay88I+RRfPgl4yhScNG07YZvrY/JBbdwY7aZC7XsyruQ9LfvKMtgHVT2NWgh3O8kIdjIxn+J7+rTG6VLt2mZOa9Y43wUVajsxgp1M/MknKM/kg2rzduXvgulkYvYVNrVTkyZmTvIzS4XtOfwzAHnWNR6uZ3gBgofrBV5f/HFRnJcvSsgnMqrW0hPZ59LkDzpmDCw9TP6goaFC/O53eh72sNu1S0/r3BnemCrK6A8KUsXwnbzpJj3PrFkob/ZsPe3GGy/7g7r6YUYGOJn8E998E+XJ/qBX4rRzJ/K8956e9uSTZq9B5mTycZ0+HeXJ/qAMmzct+1w+8YSe5/33Ud6OHaIwO0cEyCcKGzZGWpcuju8k+8cuXYpAjcjx2x01yrEDefxxxx+UvSiffdbxuWR/0HfeQRm7d8NDkwi+u0LAX7NvX7yWPSHXr8f7Pv4Y7ST7XD7wAAKXixcdT8g9exC0VakCKxYhwIf9QVNS8L5581APItRLCHef/+1vHX/Q9HR87nPP6X3v1VdRxqFDjofwvHkOp3798HrCBMcflP1q//53sWzWLFjWPPoo3if7a37wAd63bRs4xcY6nOR2+uYbvC81Fe8tLVsIIURiouPzy5wuXHC+x08/7fhcjh2LPHwvd+2CZyeR4+Pavr3eTsXF7u8xl/3UU3jfww9jsiU31+G0fbtzLydOxPtkn0v215w5E96lRI6P65gxqG8ggOdQaCg+k/veM8/o7cR+tQcOOH2PvTs7dTJ7hnL/MH2Pg/mgVqkCuyYV/D1euFBPGzfO4SSDv8dPPqnnkdtJRYcOsPVSsXkz8vzjH1rS0RtvBKfsbHcCf49//Wu9vCv5oJr8avl5a/LNfvtt53usolu3svvVPvaYuZ3YK5n7ngy/3/09/hnBC1Y9XNfwAgQP1wu8vvjj4tBzmHXeP8mgNN56q9kfNNis+JX8QU1KHqsXqu+kEAg8ZEWGIStEKoJ5EE6Zons0CqEprq5+qKqBMmyKazAVWVbyVE7Nmun+oEI4M/1ffaWn3XlncEVG9dIUwq16qRg+HD6cPDBu3BhqCwcFzCk72wmkWJE5cwZpH36I927ZoqvIffsiqGF18tNPcV1WfKZOdfu4sjJ39KijevE940CKFZn165HGgVRyMu6prDJNmoSggfveCy/g+qVLjjKn+ipyP1i/HmXJ/qCsoLKnJ7cT37O33tJV22eeAacTJ9xekex9O2qU2M6+ouwPyv3gP/9xFFdup9tuQ8DKCie3k6x0s+LKKxhYFU5Lg+/k4MEOp4EDoTbyhMAnn+A6+2u+9BKeAbL/5XPPoR9wO91zj8OpXj0hkpJcKxiEEJhkYVVY5cR9+9gxlPv887jO6ue99zoTAocPI03uBy1bujn164dJAlW1ZfX+jTegYMp97/nnzWqjEHiemVZILF9u/77efjvaSf2+8gqJhx7S86h9W4batxn8DHrpJT3NxklVuiWk8cScyR9b7dsMeYWECl71YVJQBwwI7lf7yit6mrQiQUOrVljxo4LbifuBjDvvLLtf7U8cXrDq4bqGFyB4uF7g9cUfF0UdOooAkcg5pBidq0qNDFl9UiGpky5cuADVxqQAyIqaCllRkyGpTxqeeMJRiGSwAnDjjXoeVlznzBFCKP0wKclRn2ScO+dWiGS8955gdVKDrOTJYMX13Xf1tN/8xqxqqOqTjGCqxk03OUqeDFZqHn/88qWixx4Xgkhkj0jQ22nECASznTu71adTpzAYfvhhndNrr+Hafffh/p0756R16IDAr3ZtqMIMVm4feURoyjgrqLKiJgSW6VWsiEkXVUVmtfGxx/B361Ynjdu7Vy+oagxWfKZMQZ6//U3nNHmy3k6tWmHwrapPGzYgz+O4v5fVSSEurxo4PXAgFB6eMOL2HjcOn/PYY06e775DOQ89pLfTqFEIgLt3d6tPZ86gnTiPrD699Rau3X8/ePNSayHQf3v0cCuucjtxu8t978EH0U7jxzvKuBAIBipXRh+WVWQhHLWR24mXWguB/lG7NvpLhw56O917r95OrKBOmYJnhLyCoU0bBLN16uD+qpx41YAMedWAjGCrO4KthEhIwLYH9VnDqrBpdUew52fXrma1MYiC6lK6JSxZuBATPLfequcJ9pvAqwbU3wR+fj79tJ4n2IoVmyqsrhqQ8bvfmX8TgrXTjBkob8ECPc22sugnDi9Y9XBdwwsQPFwv8Prij4iSEvyAV6+upwXbW3X33fZZdFlNkSHvyVNh24fE+/pee01Pk/dOqlBVL4a8z1CFogxc7oestPG+Phnqvj4ZqjrJkPcZqmDF9dgx93VWkXmvooyVK4VVGbj3XrdCxOAgjpU8Gf/5j1AV14vHTogAkciPitbbiZdtmpRxDmZUTqw21qihqx3PPovgiQjKi3wPGjTAQF5VxllBjYrS9/XddBPaVVWRWRVu1MhZrszg/dg+HxRjGQMHYnBL5N4Dt28frlWtKkR8vDvPU08h0FD7HqvCjRs7y5UZpWpjcVQU9jLKuOsuvJ8IyhCDlbl69fR2YqWbCN8dGb16IeiT1UkhHLWxVi3s6ZTxxz865bHiypxs7bRwId4fHa0rbbfcgvcTubcdMKdGjVCu3E6szMmKK2PgQDzX1HZiTtWr68+I3//e6Xsff+zmVL8+lkyrYKXbpDZOnmx+TgZTUNX9zzJYFVbB+7FNe1D5maI+JyX1XoPlLIDU1FRHvbepjbxXWAY/+02rbWznG6j7n2Wwes+rOGROttU2vB/btNrG1k7qnm4ZvP/ZtNrmJwwvWPVwXcMLEDxcL/D64o+H0//8VAgikT/RMFPOe65M+5Nq1DDvT5ozBz9jvM9QhrwnT0awPa68P2nvXj3Ntj9J3Wcog2fXz593Xy8uRt0kTpf7ISsGptl1ee+kjKwsqC2y6sX4+99R3rZtelr37lBCVARTkZ98UleIhECdatd2K0QMdZ+hjJtuQjCmtFNmhcoiQCQCqjLOwTcRlGEZL7+M623b6p/TpAnSeJ8hg9XGkBC34iqEo/6pnAoKMFCWlPHL4OXOlSvrfW/oUAx61QPEzpxxOG3Z4k5jtdHEqWlTpKl7GPkAGhOnqVNRB3XZZWEhJhqIoMTJYMXHxGnECKSp7XTqlMNJ7Xu83NkUNDRvLi4vj5XBypx8uBWDVVVZcVU5qX2P9z9XrKhvO4iPxz1Sg4aMDCe4VIO7v/4V101LSZmTuodx3Ton+D171p3GqrA8oSAE6hoXZ96DynuU1T4phHuvsAxWutXgWwgEbkQI5FR06GBegbJ9u/3ZMW2aec+/ZVVNamqqEN9+i/JMv9Njxpg5nT+PZ5RpBUqwPai2VTXBzjGwceJnvGnPPz/j587V02yrauT9zz8jXG2w6lnXePDgwYOHHwWF7/yNBBFdnPaoO0EIHM0/aBBRhQrutHXr4Ilos2MpXx5eeTLYozExUbeYYc9Tm49ry5bw8pNx8iTqYasDkT2tf39YechYuxZWPDZbmooV4U0oo7AQXnsJCbrn6bx5sNWx2eY0bgwvP5XT2rX2OhDpPq6cNmAAbGRksO+krQ7R0fAmVDlZ2qmgaQvyEVF6icK1Vi18dmQk2koGe9+qnrVEsG8hQt1ldOoEe4q4OKIqVdxpzZuby4uIgEWFz6e3E3OsW1fve40aoa+3b+++Xr06+khEBFHbtu60bt2c8lRwvfr0cV/v2tXOqXVr1KFJE/f18HCiOnVIEOnfJ+ZYu7bOieugtkXNmg4nte9xeaZ24mv9+7uvt2uHOlapols2tWiBv9zGCidjedxOderoXs+NG+MetWvnvh4XB07h4Xob9uzplGfjpHozd+6Mz65SBd7NMpKSYIW1cKH7elgY0ahRuq8wEZ6f0dFmu5cxY+BzLHvwEqHv9eoV3AfV5PuamKj7ChMRtWqF+2fKM2YMns3z5pk5zZypcxo2DN91m32MiVNsLPpYML9am13OypXwo5bRsSP6lq0OBQVu/2cifE9Gj9Z9hYkcH2ybF+uxY0SbNrmvs7f3L9TCxgtWPXjw4MHDj4JqOzdTXmQ0VemqeHPu3g2vRFPA5/fjh3/kSPd19gcdPpwoKsqdxh6NNj/P2rWJunRxX8/KQj5THdg70xaQduyoD7z37oX3pK0O4eFmTuw7GRFx9ZySkzGQ5gEzIycHg92kJARWMoJ5nqakIEhSvWnZ/9HmoRoSgkGnDJ6IGDYMnoYqp+xsY8BcOa4SCSIqXLBI55SbiwHi8ePutD178PfcOb1+7Mmo+iLu348BclYWUX6+O+3wYfxNT9c5nTuHvxs3utO2bsXf8+f1OvC1Eyfc13NzwauwUE/bsgV/1aBAvpaWptfbxunUKfxV71EpJ5/MgbF+vfN5QrjTeGDPnrSMixcdTmo7sYdosHu0a5f7+v79GPRnZRFduuROO3YMf0+e1DlxeWpAI7eTyonvjVpebi76a1ER/IxlcPlqX5E5bdum17u4GGXm5bnT+vXDpJUtqDp/HoGVjHLl8D1LSdE5jR6te/DK5W3erHNq2hTBpy1YDQQQNMvw+ZDGHs0yevfGc8oWpJk4xcRg8kT2q2WMGoXPs9WPvbRl1K+PCSpbHVSvZJnT/Pl63+vTh6hyZXsgm5UFT1gZUVHwdk1O1r1dr9ROW7fC3/UXBi9Y9eDBgwcPPzjOLl5OUUUFdLZ9Vz0xmJKXnIyBm6pOpqUFV/JMimt+PtHcuWZ1cu5cDBxtAXOjRkRt2rivnzlDtHq1vQ5EepoQGIgMHKirkxs2EJ0+ba9DuXI6p6IiDBhHj9YVonnzECzYAmYejMo4fRqKq6kOrNjY2qlPH131SktDsGKrQ3S0zqmwkCLWrqaS0FCqvlsJnObPhzJOpA9SU1KgzG/YgEEi4+xZBArR0XoebqfCQqLUVHfarFlQCOXPZE7nz2MSRR1UJidjIuLkSScoI0LfWrwY90cdDM+b5yhKqiqWnIy+v3GjO7hLTwenihX1OjDHwkJ8pozZs6HSLFzoHihv3kx07hwFQkL0gfeMGZg8SU8n2r7duV5UhPJr1NDv68KFDie1vORktNPGjUSZmc71jAzUIybGnIc/c5EygTFzJuqwaJFbmdu6FWWGhurl+f34vpw5Q7Rzp3O9uBh1j4vTA7H58+3t5PcjaNm82T2xcO4crlWoYG8nE6eICExmpaS4+x4RAtKICHuQduyYM8nBqFYNwaItCJLro6YtXepM9jA6dYKKbKuDSW0MC8OzY+ZMXW0cPhwKqq1+hw65+x6RowqbAkV+RplU5qQkPLfPnHFfD6ag2pTu8HBHFVbbacgQBKa2+3rqlD7RVLUqnqO2OhCZy/uZwwtWPXjw4MHDD47cP79GRERhDz2gJ/r9GPyoSx3378dA0hYMhobqSl4ggLThw81K3sWLdmWwalWiHj2UiudigJKYqKuTs2Yh+LTVz6S47tlDtG+fvQ6hoVBWZQiBNJM6uXw5Bvy2OlSpoi8/zM5GkDFmjM4pmIrs92P5Y4MG7uuHDiFwstUhJATBtAxup/h4ndOyZUQ5OSTatqPIwgJH2eM6VKmCpdrywPbSJQyOhw5FQDF3rptTIIC02bMRxDFmzACnmBj3IHDfPgSb8fEIPtascdchJARLimfMcBQfbidecirXb+VKBJtDhmAy4PRp9z2qUgWTB/IgNScH7RQfj/rPmeOkcd+Lj0ewKys+fj+W3sbEuOtw5AgCpyFD8PnyfS1tp6y2bd33gTnxhIKctmIF+l58PAJDWZlLTkbw1ry5m1NeHoK+oUMxuFc5cTvNnYuARy6vfXsEfXIdDh5EEBMfj4BKVuaSk9G/+/fX2yk5mahvX+d9jFWrEGAOHYr7I6urPHHQooW7Dhcv4hkRH4+yZ8920mbPBidbO7VsCU42Ze7sWfQXGdeqNo4ZY1bmmjcnuuEGex1KStyciBy1cd48Xb1ntdEWpGVm4jt+tZw48LTVb9MmR11nNG6MyUVbHYQwq8JJSWYFtX9/u9KdmIg+s3q1+3r58viu+f06p5Ej8QwpSzvx5OIvcCmwF6x68ODBg4cfHNXXLqeikFCqffM4d0J6On7kbcERkX35rUnJ472Ttr2Y5ctD1ZRRVITB2OjR+p68BQswaLYFYvXr6/vXzpzBoNcWkBLZ94P27auryJs3YzBmu0eRkQhkVU6zZuFzVMV17lz7Hle/n6hhQ11FzshAcHIt7dS7t74n70rtVK4chf/+afz/jTfwt7gYnEaNwp7jJUscZW7hQgRCU6ZARZIHdMnJUEzuvBOBOg+U09PRTmPHYnJDHlSyIvOb3+D+yYNKvx+cfv1rJ1giwt/Dh3G9c2e9DhERRNOmucsvLkYwPXo02mPxYtSRCH2vsJDonnt09dLvx+TO5Mngzcrc+fPgl5SESY+UFEdB5fyPPqqrjTNmEPXqRRn9+2NChZdUp6VhafKECVgartYhMlLnVFICTiNHon3ldlq0CIHA5MnmdqpTh+iuuxCoL1mC62fPIggdM0bnJLdTRIRbSfP7Mfk0YQLaiZeA79yJ5aETJmA7gFqH8HCUp7ZTSgq+T0lJqBur9wsXImCbPBlbDNR7VLs20d13u5W5zEyUYWonxogR6Hu2AOnAAbd6TwS1sWdPexBEZFcvlyzRFdRu3bC6wFaHixd19Z63OJjUxqFD0WdsiqdJQa1Vi6h7d7uKS2QuLzER3wWVU7t2eB7YAtm8PF0VDqZ0x8eDs+0eHTqkbz+Ii8Mz5Fr21S5bZl5C/3PG1ZzC9GP+804D/mXAO4HVw/UCry/+CCg9GbRE9pBksG2HyTqhf3/zKahsM6CeGCoEPPRUL00hcLpi3br6iaFCWK0ThBCw8ahcWbdOCGYz8M9/orzNm/W0Pn2E6NhRu7ya7RZMnJ5/3m6dUEY7CCEEbDuqVtVPdr14ERYXDz+s5/nkE5S3fr2eNnBgcDsIkxXQ739vb6cGDXB6aUmJKA4NEzkVKiNNtu1gC53PP0faXXfhZNeCAiHuvFOISpXQZtxODzygtxm306ZNOj+57w0Z4lizyLYdfDLxiy8i7YUX8P9Tp2C14vPhdSAAu5gRI3S7C26nb78VYulSh58QQtx+O05JLSqC9QrzY9uO++/H/ytUcOybZHsjfs0WHrJlk9xmbNn06qtiFVsJvfIK0p57DqeQpqc79k0nT4JHkyaOvVGLFjjtWAi3vRFbeHA7yTZUcpvJnPLynNdCOLYdaWm6fdPgwQ4P2b7p2DG87+WXdfsm2V6F2+zECYfT8OHO6xEjkCc11WmnFSscfkLAioT7m2zfxNZa996LtEqV0DeFcE6NXrUK94Zfq5D7ngzmp9o3CYFrRLollRBCtG6NtldRBputy5D5qeB+ZLIOGzVKt28SwvFKLm0n12/ziy867aSieXMhhg3Tr/Op2Nz3ZLBX8qVL7utqO8ngNpMtqRjDhqEeKvhUbH5GyHj1VaQdOaKntW2r2zfJnD79VE/7CYI86xoP1zO8AMHD9QKvL/7wCDz5JH5u3npLT7TZD2RkIJj5/e/1PGzgfuCAnmYbjKWlIc+//qWnBbMfqFpViIkT9TzBDNwTEnSPRiEw4A8JQQCgYO+DD6I8kyl9p07wplSxZQvyfPihnvbwwwg8c3Pd19km4vbb9TzJyXZOv/oVrGlUTufOoZ1MNhFsu7Jvn57Wrp15MMac/vEPIYQQJ5q0EgEikXv4GKx52N6opATWEBMmoJ2qVYMNjhDutmFO8+cjLTERHpaBAF5zO8nWEMyJ+x7bkuzdK8Tf/iZc1hddu8ICSH0tt822bXj9wQdIe+QR9LfcXLzmdpJtSbjv3XIL8vj9Die2KGHrixtvFKJmTdwT+bVs03ThAuw8fvtbvW0kfqmpqbAl6dMH7+vYUYjevfGaLY0+/FCIHTvcnJ54AvZJWVn4jPBw2BvJ1lOqDZXcNsxv3jykjR2LyaVAwP2a2+bppx1ObEP17rsoY9cuId5/H6937EBajx5C8PhStmxiTh984NiusBUQ22nl5Ajxm984r7m/TZzo7odCCDFrFsqYM8ex1po1C2k33+zYNN10k2OtpbaNjGBWK507m58L3Dbvv6+nPfUU7p9qp1VSgn5z4416nmBWK+PH47mg2mllZto5sZ3W9u16mtROrt9mbhsTp8cfd/qeyqlGDadtZMybh/JMtmcTJ5on8zIz8TlPPKHnkfueiu7dneeCjD17kOdvf9PT/vAHs01TSQl8iMeP1/P8BOEFqx6ua3gBgofrBV5f/OFxtmY9ESCC2iAjmLH7v/+Nn6h16/S0AQPMfob79yPPm2/qacHUyUaNHIVIxvLlKO+rr/Q0Wb2TkZtrVyc//hjlGYzdz3fqZFYngykoL7zgqHcqpwYNdC9NIYRYsgTlffONnjZ5sqN0ycjLg1o0daqeR1XvZAwciMkDFazkmRRXWZ0UQhx8Gv8/cMdUqGbDhzvvZWWOOX3xBa7LCqqs3gkhxEcfOfVVlfG+fYVo397htHYtrrNC/PrrUFBatHDX1+eDOksE1U4It4LKiiSrQrKa2rChu51uu02IKlUcTtz3WPV+6CEhpkyBosVK16fwLxYrVrhVViGEGDQIyhwr96x0cRu8/rpLZU1NTRXi2WcxUGZOf/mLw6lhQ0zGsKft8eNI4+/K11/j81hlFQJqakyMoxyzeier3mrfYzV11Sr0vfvuc8rj77+sTgohxNGjTn1HjHBUViGc+jInVlm5nUaMcNQ75sRt8N//ulVWIfD9r1zZ4c3qnawK33cfXvNzj9tg6VI8OyZPdsqTVW8Zhw+Ly0q+ClbvT592X1dVYRmsdPN3RcY997j7FYOf03IbMPg5bVpxMXiwEDfcoF8/ccL9XZHB7XTsmPu3mTnFx+t5eMWF6Tktr0iQwarwlCl6nq++QnnLlulpQ4e6v/8Mue+p4H6lPqeFsKvC7MFrUlDV7/9PGF6w6uG6hhcgeLhe4PXFHxbFefmihHwio1ptPZFn7FlNkTF+PGaQ1Rl7WVlREUzBbqmJAAAgAElEQVRxtamTPGPPCpEMnrHPzFRIlSorJsP36dNR3qJFeppNnbxwQZSwAqYi2Ix9ly5QIlRs3ow8//ynnsZqUXa2+3owFWL2bJQ3e7aeduONyFeWdmK1aO9ePa1bN5cKUZidI0qIxPm4Gsjz7rvOe/leT5gAFefCBSctMRFqnKy4CoHJCp8P6omsuAqB4JkIASark4y2baEwqsoK3+tJk4SmFrFi37kzeF0mVQh1OzFRaMr4N9/g2s03630vIQGqsKqsZGQguLz5ZuRNSdHv9ciRjpLHaNdOiJ49Xcp4amqqEBs3Is9tt+Hvzp1OHlbsu3dH/2MUF0MVZk7vvOOk8fd8wgRd1UtKQjvJ6qQQzioEbie5773xBq4lJDhKJaNDB3CKiEBfZ/D3/NZb8XfrVnc7RUSgnVhxFQJKd5UqDidWXIVw+t7EiTqnsWOFqFMH/+RtB+fPo5/edBPyJifr7bR7t9DQvr2jdMvgvvfRR3rab35jXy1Svbr7O8GQVWEVzMm0AiYkBEqgClbsTSsrbM+uXbsuf8+132bbs4v7Hq9CkCGvSFBh+43JyrIrqLyywtROHTuaf2N4ZUXpahEXgqnCNqWb28n0PP6JwQtWPVzX8AIED9cLvL74w+LwC9iXs3/i3XriteyF4pl8Vr1kDBpkVvKCqZO8f43VFBnNm7sVIoa6Z03GXXeZFddg6qSqEMkYPlyIZs30QeLx48jz8st6nmCKS9OmZnUi2P6uqVOdfXgy8vPRfncb2pbVPlM72dQJdQ9oKTKq1RYlRIIVl8vIzcWAPDYWe/tksIJKhPsro1cvDG4rVHArLnv34v1RUTqn3/8eg3IiqGmMQAABZPXqUH7kduJ9jkRQV2XccgtURSLwZmRnY0BepYrO6R//cMr797/daf36gVN0tHsfHitzUVFuJU8IBBg+n5CV8dTUVHCoUweTELI6KYQQCxfi/T4f+pmM225zOB0+7Fy/dAnXY2PxHZXBe9ZNal+fPuCk9j1eQREVpe8tfPZZh9OSJc51VlCrV9f3SwZrp0mTHE6mvhcXp287YFWYSN92MHAg2rZcOSjLDG4nkzLHSnd6uvs6972kJD0PczLtWbetCsnLsz93mZNhVYjo1w8THyqCnS3wP/9jf0Y1aybE8OH6b7OsdKu4/fbgZws89JCeJ5gqfC0K6pVW7yQk6Hnkffgq+PfRttLF1E4/MVxtsOqdBuzBgwcPHn4whH36bxJEVO35p9wJgQBOVoyPx+mQMlJTYRljO122Vi2c4imD7RBMp+xeyY6lSxecQipjzx6ivXvtpwCHh6PuKqeZM3GKZ3i4O41tcyynABfGxuLkTRlsMWOyzQl2Aq/fj9Mza9TQOe3fbz+JOJhtzvDh8AxUOeXk2O+RqZ2ys5HPVG9LO10cMZpCiChQt57b3qh8efC8cEHnxFY5ISE6p4QEWE3064dTPhnNmuGU0Px8vX6JiWjfmBictsrw+XBv0tNxWqjcTn36wNuVSL9HfOpoy5a4T4wKFXCC7fnzdk4+Hz7LxKlPH7cVUIMG8AjOzzfXQQhYcsh9z+fDPTtzRufUrx/KF8J8j/LyYLEh2xuVK4d7VtZ2YkuQPn3cfa9JE5Rvaych0DdkyybmlJ6Ov1fbTsypWTO97/XqhfqptkzcNj6fbq2VkIC27d3b+Uwi8OnQwX4CbCBgtlpJTITVSl6eO613b5wqbjtBNysLtlcyoqJwqvjMmbiHMkaPRhvZ6rd1K07CltGoEZFqhSTXQQgzp4QEotRUClXtY3r3hsWT7dTdzEycWC4jOhonEJfVPiYhwbEZk1GvHmzWbHUQQvdR5nZasEC3xOnZEycD2+qQkwOfWxlRUfjt8fv1E6R/pvCCVQ8ePHjw8IOh2oHdlFu+IlVs1tidsGEDvB5tAWn58kSDBrmv5+fDdiUxEYMMGXPnwl7CFrw1aYLAQMbp0/AwtNWByBzYJSfDY7NSJff1deswGDaVl5KCgZPKqdQ251yPHrptzrx5SLdxatoU/ogyTp7EvbXVwcbJ70cgotrmpKWhTNs9io52PDgZBQWoe0KC3k5X4tSwITxCJdSfNpWIiEKEYWDGljhq21avjiCpfHm9nZo0wV/V9ogIdipEepDdoQMGnVWr6u3EkwJy0EkE25FKlXAP1Pp16oS/VarY66C2bc2auN8xMXrdmRPnlcGf0bGj+3q7duAUG6u3U82aZk7h4SgvJES3N+rcGX9VmyIip77Nm7uvV6uGdoqOhjenjKZN7Zxs7dSuHeoWF6dbNlWvbuYUFubcgxYtzJyC9RW1napXR78rX16ve7Nm+Gu6R0lJsPE6e9Z9vWNHBMq2AEm2LmJcq31MQgKsijZtcl+vWhXBoqkO/Dyx2ccsX65brbRvj8DPVofCQordsMF9PSwMQfOsWXiGyBg2DJxsgfGRI/CClhHMPuZKnFavxmSOjA4d7JY4iYn4/VItccLC0E6zZuH3S8bgwfhu2Gx+Tp3Cs/4XAC9Y9eDBgwcPPwhK5s2niJIiyu3ZV09kJU9ViIIpeampUCdt/qDVqunqZG6uXZ2cNcusEHF5HTvCR1XG7t12xZU5qYprME7LlxNlZVFGr17m8uLioODIyMkBp6QknRPP6tsCUh5QyWCvUFtAGhKiK0TMadgwt5JHBCUgJ8deh7g4tzpJBMVh4UJzO23eTEREAXVwSER0/Dj+btzovr53LwbxOTnOexg8aD16VOd08iResxcrY/VqpJ8+De9TGYcO4e/Bg+7rOTkIPAIBTIrIYLXk2DFd8TlxwszpyBHcp5wcp56MLVvceWVOx47hNfuWMlascDjl57vTWCU7cMB9PS/P4bR+vTuN75laByLnXqelua8fPIgyc3N1ZW7rVvzl+sucmL+qDq5Zg7qdOaNz4vZR2+niRUwyBQLw3TVxOn7c3k5qYHfsGMrMzdX7HvNXrxPh+yIEPJ9lBFNQ+/eHMm4LuDIycE9klC+PQMikNo4ahc+zBVwmBbVZMwTstmC6pIRozhydU0JCUFW4qtoWRHjmXbigK6gxMeCUnGxWhYNx2rJFfxY0bGhXhXlFgk1BnT9fV1D79sXEla0O58/rfS86mmjIkOCqsCmQ/RnCC1Y9ePDgwcMPgtD33iUiolrP/U5P9Pux/E5VljZuxEDUFAympGCgNXCg+3pREQZDo0frqteCBVD6bAFp/fpQY2ScPYuBgy0PkV25NKmTmzdjcGoL3qKi6AIrOIziYgTTo0bpCtHcuQiYbPfIoE5SRoad05UU1969dSUoLQ2DdVsdypXTFdfiYgzER43S22nhQvOyztI6FEdGUUhxMZ36rzTYO3sWykKtWvogUB7EqYNKvx9K1cqVWJbM2LYNgVtMjF6e3492yM93L8srLkbfq18f7SUvy1uwAOmmQaXfj35y7BgmQBjnzyMIrFkzOCd1+aTfj6XsKqdNmxCIVaxorkN4OL4fsjJXUoI+Vq+ezmnRIvQ90/JJvx8D8mPHsISSkZEBTrVrl72d6tRBv83Kcq7v3IlnRIUK9nYqKHAH5yUl6HsNGuCvzGnhQjxDwsLsnI4fJ9q1y7memYkJiCu1k43TmjUoQ0anTuZ7RITvxaVLuoIaEYFlzSkp+pLQ+HgzJy7v4EE3JyJM+PXsaVfzmIOpvKVLdU5dupjvkcxp8WL39fBwohEjqMqaNboqzAqqLTA+dIhoxw739Ro1sF3AVgciu8K7YkXZVOErKd0pKTqn4cPRjrbyjhzBZKKMuDj8fnrBqgcPHjx48HDtKE5dQiIyEj+qMg4dQmBgCwZDQsyKa0oKBiuqOrliBQZJtmCrcmX3/jUiDJIWLDArebxnyxbYdeyoq5OHDmFAYapDSop5/xqrk0OGUEBVJ1euhIJgu0dlVSd5gG4rr1UrZykp48gRqA7B2snEKSUFSw1VTqtWmfdicnmVKiHYl5GXRzR/PhUOGUpERAV/fdtJ40AqMRGBg6y8pqRAGWnSxD1IPXrU4VRUhKBMzkMETrNnO0sNhcDgeNAgcJLLY06JiViWJyuH3Pf693fnyctD3+P7IA+858zBYDYxEQGNzMnvx3LiRo10Tps2obyiIiy1lvP4fJjImTPHUYW5nQYP1oPzNWsQYDInWeH1+xEk9uvnzsNL9JmTnMbtlJSEoPXUKXd5rVphebCc5/hx3EvmJLcTv2/UKJ1TcjIms6Kj3QP51asdTmfOuFVhvx/B/IAB7jz5+c5ydpUTbztISEDfO33aXV7z5ljGrHLauBF1KC52cyJyq40FBe60AQNw321B2unTutJdqZLOicH7bG2KbFqarv4GU1CTksycQkJQntxOMqeYGGuQFpGVpa9IYAU1JUVXG03tJJVH69frKxKaN9f7npzHpgrzHlRVFeZ2spV39iy2i8ioUAF91pSHn6+2djKpwj9DeMGqBw8ePHj43pG9bReF5mTTiSat9cRgSl5yMoJbVckLpk6mpGC2fehQ9/WSEgyUR47UDzxatAgDDVsgVreuvseP1UlbHYjs5fXs6eyZY+zYgSDXdh8iIjDrLkNWJ1XFldVJWzBYu7azV5LBB1MFU1xty4N79dL35G3bhiDXdo9MnPiwLdPBVIsXE126RNEPPUCFYRFULU0avLJKNWWK+7CW8+cxgZGYiHosXoxlmTKnBx5AH5MHgXww1U03uQ9r2b0by2HHjtUPa+F2euwxt9oo970xY6Bg8ZLaUk40cSL2RKp1qFmTaOpUN6esLOdgqoQEtLXK6cEHsVJBHvynpODApgkTsHyYl7Xu2gVlLSkJ7SEfqpOSgr71+ONQwDk4kQ9FGzMG/Zc58RL9W27BUnO5Dtz37r0X/5c58aFoCQngx6owK5L3348+pt6jLl2Ibr7ZfVAQH4gzZgwmtdR2Cg9HO4WGOuXxwUXMad8+RxXmQ9FuvhmfJwdpvO3g/vvd9ZUPRUtIwHMmN9fdTtz3bGpebq6+ZDsyEnU0KagjRrg5yUhMRFurBwXVqYO+Z1PzZE5q2rJluoLarRueb7Y6mA4KioxE3zMFnvHxFLBxSkgwq8K1axN17RpcQbVxSk11r0ggQlk1atjbyaQKX6vSnZCArQvyigQirBrp1s1eB6Jfhrp6NUcG/5j/POuaXwY8uxAP1wu8vvjD4MB4+E4eee1veqLNLP7QIRzj/9prehpbHZhsAZo0EWLECD3PypV2i5m77zbbAly6BPuP++/X83zyid3qYMgQM6dgFjNsFn/ihLsfBuO0dKnd6uDuu4WoWFHnFMwKKJhtzpAhZvuGI0eQ55VX9LQ//Um3Y2E0by7EsGH69dWrzdYlQggxZcple6NjrTqJAJHI2rId9g3R0ULcdx/uV926QowZgzyffYby1qwRYvFivJ4+HWnDh6MeQghxxx2O3YVsm8O2JNOm4X1//rNjXfLPf+L1li1OO7EVUJ8+8PkUwul7X37pWHi8+SbS7r0X7ZGf77a7KChA+919t2NLkpiIPF99hTJWrHDsY2bMQNqwYQ6nSZNgjVJU5O57Fy/C6oUtPF5+2eH08ceXbUlSU1PRjwcPxvsGDIDHrBBCrFuH9336KbyMZU5TpzqcnnkGVitnzzp9b8oUhxNbePznPyhj5Uq9X48Y4VgB3Xmn006nTjm2Oczp4YeR5y9/QRlHjzqWOGlpet+TObFl02efOfYxr76KtPvvRx/Ly3PsoE6dQj0qVUK9AgEhGjZ0OH39NcpYtky3j5FtqOS+J4NtfkzPH7lfqxg4UIg2bfTr/Ex9/XU9LZjVSuPG8OZVwbZdqh2UEHbbLub04IN6Hn6mGixxznfsKESrVnoetiIzPVNfeMH8/GFOo0bpeYLZx0yeXPZn6uefC9kOyoXBg82c+JnKfc/E6dQpPa3U5uenCvJ8Vj1cz/ACBA/XC7y++MPgXJUaosTnEyUFysDlwgUhwsKE+O1v9Uxvv42fpb179bQuXYTo2VO/vnMn8rz/vp7229/iszIz3ddLSuAh+etf63lSUlDe3Ll6ms1EPjMTn/Pkk3qeDz5AeTt26GnduwvRtasQQumHO3bYOV3JRN7Eae5clDdzpp52883wniwuvnpO776L8nbtCsrJhd27kedvhsmLp54SIjRUiPPndU61aglx441CCIGJDyJx4Fe3CjFrFsqbMwfvve8+J7CYMAHtW1LiDizYw/Sxx5Dn229RRmqqEB9+iNdbtyJt1CjHj7NXLyF4bHLqFN73wgtO33vvPaS98gr+f+SI0/cuXEBa69YIKAIBIWrXFuJXv8L1tDRx2Y9zwQK89vuR9uCDjh/nLbcIUbUq2ok53XUX2ik8XIgnnkCe//7XCZa4723fjrTRoxFYMadOnXA9PR3B5XPPiTUcEP31r0h74w38/+BB+LKGhgpx7hzS2rQxc1q/Hnk++UTvezKniRMdTkVF8GG97TYhcnLckwXTp6OMRYucyYLNm5GWkOBw6t3b4XTmDAKx558XYs8e5HnnHaS9/jr+f+gQ/HNlTu3aCdG3L8qrV8+ZANm8GXn++U/UQ54AefhhBM0XLwpx663wXi0qQjvFxiIwDdb3VCQl4bNVb+Vz51DX3/9ez/PmmyjvwAE9rV07Ifr3169z3/vf/9XTHnkEbZCb675eXIw2mzhRzzNjBspbuNDMqX59ndPZs+h7zz6rZdn7wAMob/9+vbyOHdGHVWzdijwffqinTZtm5lRUhAmeSZPKxmncOPgRq5zOn0c7/e53ep6//hXl7dunp3XogL6nYssWp++peOwx9KvsbD3tJwAvWPVwXcMLEDxcL/D64vePggtZIkAkztRuqCeykrdypZ42ZIgQLVvq10+cQJ6XXtLTWE05dkxPa9XKUYhkyGqKCjZiz89XSBXg+pQpeh5Z9VIxcqSjEMmQgx6h9MOXXkLa8eN6eS1awLBexdq14rLqpeKBBxDIXbrkvi4HPSpY9TJxGj5ciKZNr8jJhVdfRdrhw3oaBz1X4FRSUCgCISGipG5dKHnlyyM4FQJBK5EQyck6p5tuQkDOqteSJbiek4OB3qOPuoMeIYT4+9+dYMLng7LP4IBcVlyFcALyd99F35M5PfUUgldW2z7+GNdZFR43DqonB3JCOMHrd99BhbvjDjenatWc79Py5bielYXg9fHH0fc44JY5LVniBHKM0kBv3/33O8GpEAgUiIR46y096Hn6aQzKOXj75BNcLylB8Dp+PPpeuXJO35s3z83p9tud8m65BYHeN9/gPYsX43puLoLBRx7Rg55//MPOqWdPTDK89pq77+3di/+//TYU1n79nDx/+AOCJ26njz5y2ql+fXy+GvSw0v3ddwhOVU5Vq9r73m9+IzSoAbmMfv3QDipY6X7rLT2NJxkyMtzXue+NHavnUQNyGbfdBp5FRe7rqtIt46OP7JzkFQkSVrNCyeq9jOeeQ3unp+ucGjY0K6jqKgsZkyY5kwwyeJXFI4/oeXhFwsaNetrAgZigUsGrLN54Q0979llnRYLKSV5lIWPJEpT3zTd62k8AXrDq4bqGFyB4uF7g9cXvH0eeeEYIInHgXsNA7OabMchWlTweZLNCJIMH2du26Wm9e2OWXcW+fcKlEMngQTarKQxW8saP1/PMn4/yUlL0NFn1kqEuJ5XBg+wtW4QQSj/s0cNR8mTwIJsVIhk8yDYNSGWFSAYPSHk5qQxZ9ZLBCtG1DLLbt9evq8tJZaiqlxAI1okQDMmD7Lw8BK+jR+ucvvgC10aM0AfZ8fGYTFAH2bwseOxY/N20yUnj5dtdu+p9r1kzqCMqp1WrcO1Xv9IH2VOnYjKhQQNnOakQzrLgkSOdYEjlNGwYBtlyOw0bhsmEyEg3J570+dWv9EF2aeCd2bq1vpy0VSsEfupyUp70GTtW73tTpqA96tZ1D7Lz8zHpM2oU8n77rZPGEyQjR+rLSUeNQhCiLiflCZJx44Rr2a8QzlLnHj30AK9lSzw7iNzbDniCZNw4tNPp004aB94NG7qXyPKkD7eTzIknsoL1Pdukzx//KDR8D5M+LsgrEmQEm8jiyQQOvGUkJKAfq5xOn8b9NE1kycu3JaSmpiLgGzRIz7Nhg3vSR4asdKucKlfGKgsV8ooEFfIqCxnp6eD03HN6Hl6RYFK627bFUnQV8ooEFeqkD4NXJMgTJD8heMGqh+saXoDg4XqB1xe/fwTatRMBIpF38rQ7QV6SqULe66VCXr4oQ1q+qEFevqiiTRvzYIH35JkGC7x8sSyDBV6+yAqRDGVQd7kf8vJFWclj8PJF00C1XTu3QsTYtEm4FCIZjzyCQZ26LI4HdbKSx+DliyZOtuWLGRlop2ee0fO89ZawLvVr21Zbvpj326fwftPyxXHjECCpS/3On8fnlyuHiQUZvKTZtNSvWze0rbp8cds2vN/n05cvPvYYAmyVU3ExJmliYxEkyeAlzUSYxJAxYQKCichIqHEyp9BQtN9tt7nzvPOOnVOXLljyqC5fLF16HvD5MJkj43e/w/0jci/R5+X0lSvryxdnzrRzGj8enCIi3JwyM8EpOhqTWjJ4STMRJo5kdO+O+1q3rpGTCAnRl84+8YTDac8eN6eaNVFejx7uPLykmQj1kXHTTehfNk6mvvfeeyhr506h4UrL6U0TVjwJZ1pOb9siMHs2yps9W0+bMAErEtRtD+qSZhk8CcfL6WX06GHmtGuXuLwiQUJqair6nrycnsFLz8eN08vjFQnJyXraxInBJ0sff1zPoy6nlyEvp5fBk6Umpds0CSeEe0WCCl6RUJbJ0p8ArjZY9U4D9uDBgwcP3x8CAfLt2EG+mjUpqlYNd9qyZTi903by7LXasdhOnm3TBjYfMg4ehMWMrQ7BbHOGDDHbsVy4ENw2R7XuCWabM2sWPs9WXtu28IqUceQI0dat12ybQ+XLu9OCWQGlpJg5sR2LidOcOfZ28vvhCava5ljsjcTDj5AgIkGkcxo9Gqe3duni5hQbCy9d0+nPbOERFUXUt687bcQItO2QIW5OrVvjNFdTOyUk4CTgunXdnEJDYU9x4YLevwYNck5B5vrI9bt0CSe3xsTonEynP/P/TZzi43Fa8uDBbk433EBUvTr5bJwCAZwg26yZcz0kBJwyM3GvVE58WrXaTnySaqdObk6VKuEE7kuX9DrwfYmMhBWQDG4nE6dq1cx9LzER12vVgnWJzGnAAJSn1nvAAJz2KtdH5pSXp7cTc8rLs3OynfSq2vwQEbVogfra8pisVoLZxwwciO+K7QTd9HSz1cqAAcGtVmynDJvsY1q0QL+ycbLZ/Iwebbb56dcPVkRlsY+pWBH34lptfk6ccF9v2hQ2U7b7EKyd5s7VOfXvb7f5SUjASfWqzc/PCF6w6sGDBw8evjec+N/PiUpKKLf/ID3R77dbzMyejUF8WexYUlLMdiwXLlybHUtKCuxYVNuc7dvtdix+Pwaww4bpnGbONNuxMKdgtjkdOuicVqww14HtGGz1694dFgwy2DbHdh9snGbNCmoxY61DrVoYyMtg25xgVkBKWrnaNagkJJSIiERcnDsPB1KVK+vlxcbib8uW7ut166LPxcQ4gQiDy69UyX3d53M+o0ULd1qbNuY8cr3q1HFfj4pyPl9tp8aNr1xe06bu6/XqgVOFCjonLp/vh8JJECEYl8H3LFgdatZ0Xy9XzuGkpnFwqNZB/gw5gCRC/7G1E9snmdqJP+OGG9xpzNHUV6pUwV+1LSIj8fnh4XjuyOCJiQoV9PL4M+RAnwjt1LGjPQgiMlutsM1PTo77OtvH2AIkk31MVBS+5yb7GLbEsQVIss0Po1YtWL6UxRKH/WUXL9Y5de+uWxfJ5Zlsftgea+bMstnHJCaCj8rp/2Lzs3QpJmhldOmC74TNM7es1kXBOP1M4AWrHjx48ODhe0PJe+8TEVHBw9PcCbI6qSp5q1cTnTtnD1oqVsRsuYyCAqJ585DHpOSVlNiDwVatdCXv2DF4uQYLnFQ1hdMGDtQHqevWYQbfVgcTp/x8KAWjR9s52YLB5s31wOnkSaING4IH7SonbqdBg9wKERFm7s+etd+jmBgoLjIKC6EUjB4N5UDG3LlQTWz1Y8VF4RQWKCEflU6MyGBf1MOH9fKOHMFfdbC+fj3qcO4c/snYuhXtsH+/+3pBgaOkqD6LCxfi77FjaC8ZXK/Nm93XT5/GZERhIT5TBvuiBuOkDmyZU0aGzmnnTnA6eNB9vbCQ6MQJ8hHBG1TGggUOp+Jid9qBAyhv0yadU2Ymyt2yxZ3GvqgmTkeP4i/zZmzY4LTT2bPuNG4n1Uu0qMhpJ5UT/9/E6eBBlLdtm/v6mTNop6IinS/3q2Cc1HYiwndp9WqdU9u2RPXr2wPFwkI8K2SEhOB7NmcO6ihj8GBMINiCtBMndE6xsVhBUVaPz4QEPCvOnHFfb9UKky+2Opg4hYZCrTVxGjQInGx1OHMG/UZGpUp2VTgYp8REojVroDTLuOEGOydWhefNc1/ndpo7V1e6Bw0iio62l3fqFJRclVO/fj9rv1UvWPXgwYMHD98bqu/YRHkR5SiuV1d3ws6dUPJswVZ4OGbDZQQCmLEePlxXU5YswQy0LRisUQMz/DKCKXlXUie7doVqIGPPHhi52/KEhWHW28RpxAidU2qqXZ1MSYFq0q2b+3pODu5FME62e2TjtH+/vQ6hoTonDnCHD4cCIGPpUtTRVgcTp+xs5DPlkRQM8f4Hev3q1IFqfPy4c33fPgQg1avrg0C/H5yEcC/LCwSgIjdujAA0L8/NKS/PPKhMScHERXY2ghAGqyUNG4KDrGLJqow64GSlfdcuJziVOdWsaa4Dc5o927kuBD6rYUMEa/n5Ttry5UQXL1JJZKS5DhUroh1XrXJzWroUS+39/qvnlJKCfrdrlxPIESHw3bcPnEx5QqGoa5y4nfj7o3AyLnP1+3E9N9fN6eJFtFODBrrayEv0bZzq1MHz4NAh5/rBg6ho9PIAACAASURBVLhWq5Y9SAsE3JyIECwnJup9j4iod28EkrYgLSvLmbhhlCsHBVVtJyIEgz6fvX7btulBeIMGWIZuqwO3i43TxYtl45SZSbRypc5p6FAzp5EjERTaytu5U5+Eql+fqH37snNKSMD3SeXUsydWZwRTutVJmWBKN3OytdPOnfok1M8EXrDqwYMHDx6+F5xbsZaiCvPpbNtOeuKV1Mn+/TEglrFxIxQaW6ATHY2ZaBlXo+TZArEmTfRlomfOQCUtw1LVy2n9+unLDNevR5m2PCZORUUIpEyc5s8HZ1t5jRpB0VA5rV1bNsVV5qQu30xLg4prC9rLlYOyo3KaPRufw0EIY948pNs4NWxIeRFRVGOnpFCePYvgMCnJzUN+nZSE4Co7253Wt68eIKWlQcUYOxbBgqygpqSA08iReM0KanExOI0ahYkKubwFC9BOSUkYJMtLDVNSMPjv1s09EE1Ph5ozdiz+bwoAx47FgPfCBXda7946py1boCQmJSGokzn5/URRUZTRowcG5LzUkNspIQGTK3L9mNO4cQikt29316FePSzjlPOcO4egY8wYNw/5dVISAs3MTHf9+vTB8ls5z+bNmJgYMwbBt6ygpqRg8mTkSHDiduJtB6NHg5NcHi/RHzMGAdqOHe461KuHIETOk5GBgJfbycRp7FgEkOfPkwudOumcGLwPVlWFw8Iw2SVzYgwdCs62AOnoUV29r1ZN5yTXQeUkp61cqav37dvjPtnqUFDgqPUyJ7WdGMOG6X1PrsOxYzqnuDh8B4Jxsi3dXbFC59ShAyaNbOUVFDirKhihoQ4nVb0fPBiBqe0eHTumr0ioWhXbVMraTj8DXFWw6vP54n0+3x6fz7ff5/P9zpD+qM/n2+nz+bb6fL5FPp+vgZRW4vP5Npf++/kuqPbgwYOHXziyX3qFiIhC7puqJ6akYGCm7tfbv59o9257oBMSoh/ewkresGH4wZexfHnwQ5yqViXq0cN9PTcXA3fTkuJgBx6lpGBgVr+++/qBAxjk2uoQGmrmNHNmcE62exQbi4GZjIsX7QdTsbJnK8/E6dAhcAp2iJPtYKqhQ/WDqa7UTlWq2A/bSkigqL69KaIgz1lSO3s2Pu+uuzDpoAYMbdoQ3XYbgi9elicf4qQuy+PDtqZNcx9sIi9nHzfOfVjLypUIGseP15capqRgud4jjzj3mTnxwVR8AA0fqsOc7rxTP1SHOU2ahME9H0AjH7bFh7UwJ78f7TRtGlRFldPgwXSuTx9MZqxf73DKzATXAQP0OlSuTPTQQ87/idyHbSUlYSkmH6rDh6LdcYd+qE5KCiZWbrvNfaiOymnePOcAGu5706a5D9XhA8QGD3baiQ+g4W0HzEltp4oVnXaSOc2f77TTxo3OEmPmdPvt+qE6zOn2282H6rAyJ3Ni8KE6NiUtIwOTGTLKl8dkl0mZu5KCmpbmXpFAhDZq0cIeKNo48eFHsnpPhAmHSpXsQZqJU0wMOJkU1CsdUrVli1u9J8IEXuvWZVe6uZ1UTn37os/Y6nDhglu9J8Kk5JAh19ZOmzfrnBo3Rj/7ue5bvdJxwUQUSkQHiKgxEUUQ0RYiaqW8ZyARRZe+vo+IvpLScq/mWGL+51nX/DLg2YV4uF7g9cXvD3mxVUVxSKgIqEfosx1LWS1m2rfXLTGECG7HYvPYC2Yx8913KG/RIj1tzJiy27G8+aaweuxZLGbWs+WDidO0abodixCwKqhaVbfEEAI+ozZOSUm6HYvM6Q9/0PP89a8ob98+Pa1TJ1g4qNiyxWxdciVOcXFC3Hqrnic5GeUtWHDZ67F44kSkjRvn2LFw2Tk5jsXL00/rZTOn/fvdZQsB/1S2mJHL3roV7/vwQ6fsp57C+x57DJYe2dlO2Xv3OrY1bMfSsaMQffrgtd/vfC6Xzfdr3DjHjkUuW+VUrRqsU4RwbGt273bKZquXLl0cO5axYx1ObMXz97+L5X4/ymarl0cfdexYuOw9e3ROXbs6ZbNtzdy5rrKFEELceCNsVEpKnLKzs2FNEhYGqxIum9uWP3fvXqfsefMcTj176mWzbc377ztl//a3eN8TT+D/mZnu+8VWPBMm4H2dO5s5bd/utq8ZPx7+zCUlQjz5JCxQsrJQPn9uMPsYuWwVctky5LJVsCXOrl16ms0SR75fKp54wuEkg+9XWS1xbroJ+WycnnxSCKH8Ngez+enWDf9UWCxxhBB2Sxz22r7xxrJxmjDBzCmYJQ77h5sscXr2RN++Fk6ZmXradQr6vnxWiagnEc2T/v8UET0V5P0diWil9H8vWPWgwQsQPFwv8Pri94SzZ/GT0q6dnvavfyFtwwY9beBAGL+rOHIEeV55RU/74x8R/J5WfFwDAZi3jx6t51myBOV9842edued8H8tLHRfz8uD5+P99+t5Pv0U5a1bp6cNGmTmdPgw8rz6qpZ08M477ZyaNBFixAi9vBUrUN5XX+lpkycH5/TAA3qef/8b5a1dq6cNHixEy5b69WPHkOfPf9bT/vQnpJ06pXNq3FiIkSP1PMuX2zndfbcQFSsKUVAgREmJKA4JFZkVY4XIzxciJkaIe+/F+xYvRhnffSfE55/j9erVSJs0CT6jRUXgdMMNuH7xIiY5Hn5Y58T9d+NGIV58Ea9PnkTagAHw7RVCiGbNhBg2DK8PHsT7Xn9diFWr8PqLL5D27LOYFDh71s0pEID3bmIi2ql8eSGmTkUeuf+qnO64w2nrYcOEaN7c4VSuHDyCT5xAnhdf1Dm99BJenziB52H//vC4ZU7Dh+M199/XXtM58XfyzBm0Q0wM2oW/k6NGgWOFCkLcc4/O6csv8XrlSodT5coOpxYtcP3SJZ3TSy8hjfvvunVoOyK0pRD4TnJbt2wpxJAhbk6vvirEmjV4/dlnSPuf/3E4TZlydZy4/379NfowEb6nav+VcemS/TnzyScoY/16PW3QICFatdKvHz2KPH/5i57G30nuv4xgz5llyxxOKiZPNnPi/nvffXoe7r9r1uhpQ4Zcfs64fpuDcXrhBftzpmlTIeLj9TwrVyLPl1/qaVOmoE3z882c+Dsp47PP7JyGDnX6rwzuvy+/rKe9/DLSjh/XOcnfSROn//xHT7tOcbXB6tUsA65DRMek/x8vvWbDZCKS1wRE+Xy+DT6fb43P5xtzFZ/nwYMHDx5+Ysh/9XW8uPlmPdFmMZOZieWgwQ7SsS07DWbHYstjsmPhg3S+bzuWYPtBDeXFrV6NPYsqp927saw42CFOtoOpysopJQX7HLt0cV/PysJez2s5mKpbN926ZNcuHARiq0MwTnzYVkgIna3XmCpmX6CCb6djKTeXJy81VA9xSkzEvsEFC9ycoqOxZDQlRbc3GjkSy/I4rUsX52CqhATs1Vy0CIcDcXmNGmGZLtdBPmyLlxrOnOnmxEsNFyzAcsOLF53y5ANo1MO2+FCd+fPdh21FRzsH0ATj5PeDE9ux8KE6ixe7OcmH6qiHbfEBNDNnOkv0IyPdh+rMm4dDZUyc/H7sneze3SkvMxOcUlOdPPKhOmrfkw/V4W0Hdes679m1C+0kbzuQOfFhW7xEX+bES/RlTosW6ZzkQ3X8fve2g4QE7Jfm05AZzKmsh+rwQUHqoTr16mGPZbC9jbaDghYvxndJRs+eWJZvq4OJEx8UpB4mRnRlS5zdu/WTna+GUzBLHJUTW+LYygtm83MtnPbs0TnVrm23xLlSO6Wmmm1+qlb9WS4FDrvyW8hnuCYM18jn891KRF2IqL90ub4Q4qTP52tMRIt9Pt82IcQBJd8UIppCRFSjRg1aYjre28PPCrm5uV47e7gu4PXF7wfNP/6MahHR0rZtXRYNvsJC6j1nDqUPHkx7lR//6osXU6viYkqrU4eylTZo9/HHFFW3Lq07dQqHLJUiIiODeq1fTwfvvpuOKnnqf/45NSaiVXFxVKikdfv6a8pv1462btzoul5x507qlJ5OO5s0oXQlT7O//51qRkXRypAQCsicioqo96xZlD5wIO1VTnMMyumTTxxOvC+ROe3eTQcnT9Y41fvyS2pCRKurVqUCJa3rV19RYbt2tEWxnKiwcyd1PnPGyqlGuXK00ucjcZWcqqWmUuviYtpUrx5lKeW1/fhjiq5dm9aeOeOydYg4f556rVsXnFNc3NVz2r2bOp8+TbuaNqUzpXkievWhmkf20YVnnqVqUVG0Mizscjvd0LkzxX73HYUUF9PZfv1oTymn0HLlqHdYGJ1/4QWqWlxMm+rWvcypVosW1GLWLMr84AOKrF2b1p4+fdl+o2OrVhT6739T+UOH6PAdd9CR0jzlqlen7kR09rnnqBq526lR+/ZU/8sv6dLBg1TYti1t4QNThKCeVavSxbffpiqnT9OuZs0uc4qtX5/a5+XRuZdfpsoqp06dKHb6dAopKaGzffu6OYWH0/k//YmqFha6OTVvTi38fsp87z2KrFmT1p49e/n72bFVKwr95BMqf/gwHb79djqyZAnl5ubSWpWT1E6N2rWj+l98QZcOH0Y7SZx6VK9Oee+8Q7EnT9LuZs3odGmeyvXqUYeCAsp46SWKjYigleHh7naaPp18gQBl9OlDe0qDnsucXnyRqhYVGTldeO89ilI4dWjdmsI++4zKHzlCRyZNosOl16OqVaMeRJTx3HNUlYjWVKtG+aVpDdu3pwaff06XjhyhojZtaDMf1iME9ahW7TInuZ0q16tHHfLzjZxadupEcTNmEBHRuZ49aXcpp5CICOodEUGn3n+f9iuHitVs3pxaJifTho8+olzFN7dD69YU+uWXtFE5eI057XvjDToxfrwrrWG7dtTgs89oZXIyFcv+s0JQjxo1KPdf/6LtyudUrl+fOhQU0PY336SMvn1daS07d6Y4v59WLVpEQqp7SEQE9QkPp5MmTs2aUcvp082c2rShsC+/pA1Dhhg57X/zTcodOdL128ycViUnU9HVcqpXjzoUFho5tejcmaqmpOicwsOpd2QknfrgA9qvnNh+mdM//0m5iq1Wh9atr8jp+K9/7Upr0LYtNfzkE1o1fToVyQfXCUHda9Wiix9/TNsVz+HLnN54gzL693eltezcmeIMnH7yuJL0Sle5DJiIhhDRLiKqHqSsj4lofLDP85YB/zLgLb30cL3A64v/d5QUFIoSn0+cq1JdT5w7F0uTUlL0tJtvxt40dY9rdjb2sj36qJ7nww9R3rZtepptn8+ePcjzzjt62tNPY4/e+fPu64EA9vSNHavnmT8f5fn9Zef02GN2Tlu26Gm9e2OPo4p9+5Dnr38tG6e6dbEXUsWCBSgvOVlPu/VW7PVUOeXmYm/otGl6Ht6Du3Xr1XPavx953npLT3vmGSydzci4fCn/3HkRIBLFoaHYhyvjiy9QFpEQ06e704YOxdJFlRMvywsL0znxsjwi7JmW0aIFlqyqS+BXr3byvPmmO23KFOxlUziJ/HwsNSxfXufES2V5ibOM+HgsXYyNxRJnxqlTDqeHH74ip8vPwxYtUJbKiZfKEmG/uYz77gMnn0+I9HTnOi+VjYkRIiHBnec//3HK+/bbsnN66CF3nr/8xSlP3XbQqhXaiZdtM9audfK8/ro7bepUfE4wTuq2g6+/dspTtx2MGoUlxOp+8dOn8Rl//KPQwJyOHtXTbrgBy9lVrF+PPP/+t572wANYSn3pkvt6YSHuzx136HmY07JletrIkWZOfFaBidNrr6G8w4f1tDZthBgwQP9tZk6ffPL9cPr2W5S3ZImelpiIJfk2Ts8/f02cNGzciDz/+peeZjt/obDQfv5CME7XIeh7XAa8noia+Xy+Rj6fL4KIbiIil8bs8/k6EtHfiShRCJEuXY/1+XyRpa+rElFvItp5zZG1Bw8ePHi47nD8b/+gECEoc8BQPZFtPkzWJXPm4ORDdQaYLTFsS0v5NEcZbPNxLRYzffrodiybNuG0T1uesnK6gsVMfo0aRG3buq9nZODk0mvh1LevzoltPmx5oqJwQqUMtmMZOdLcTgUF9vIaNMBSWBOnMi6TJr8ftg1xcZcvRVaJpZwKsRRaUkKBEcpJxPHxWDIXGoolljJGjcLSxb593Zxq18ZJwiZ7I/5/bCxOS5YxZAiWrKpLzLt1g+eqiVNiIvpLq1YuThQZiWWXFy/q9kFX4pSTg74cJi2aq1mTqGnTa+N04YK+HLtrVzunhARwatkSSywZERHglJuLeto4qfcvGKdmzYJzqlRJ33YwdKi5nbp0Cd5OxcVmTr16mTkNH46luyZOCQnYqrBTGQrXqKHb/KicbCfoLl2KZeAyOnXCUnVbHtWOiQhbBuLjzfYxw4cj3VY/E6fq1a+NU0IC0fLlFKYuc2VOtvJsnGw2P2yJY6uDasfEnHr0uDabn+XL3RZTREQdO+KEfFue/HzdEudaOf2EccVgVQhRTEQPEtE8gnL6tRBih8/n+6PP5+Nfm1eJKIaI/qtY1NxARBt8Pt8WIkoloj8LIbxg1YMHDx5+Rgj5179IEFGVZ59yJwhhty5hSwxbYFK5sm7HIlmXaHYsbPNhC5zatkXwJOPwYezNC2bHog5EmdOQIdgTeLWcUlLMFjN5eUQLF1JGr15mToGAvbzWrRG4yzhyxM6JrUtsFjODB+ucVq3CHk9bHSpVQtCnclqwwN5OV+LUuLH7+tGjsKAwBLi+0jYN5Oe5EypXRuBXrhzsPGTw3kzV11e+1qKF+3rjxuBSoYLOib10q1RxXw8Jge1GSIhuBcRLCIPVoV499/VKlTChUK4cypXBe2g56FLzEcH+5mo58USHOuEREoL3h4To36dgnLgOKqeKFcEpKuraOKm+yI0agUvFijonzqN6HwfjxPesLO0kc1LrfiWrFdnmh9GyJSYcbHlkmx+Zk2rHxGBLHFsgK9sxyZxU66L/C6fmzXU7JjlPSQlVUesQEmK3+RkwwG7zk5Bg5hQTQzRwoLkO/Ny33SPZuqgMnKzWRfPn65z69bNb4gSz+Rk48Ge3b/WqfFaFELOFEM2FEE2EEC+WXntWCOEvfT1ECFFDCNGh9F9i6fVVQoi2Qoj2pX8/+uGoePDgwYOH/x+otmcb5UVFU+X2itq5bRsCjbIceFRSghnjkSP1w4EWLsRMs628unVxCIeMCxdg8n4t6mSPHphJl7F9O4JcmzIYjNOIEW6FiAiHtOTl0TnVU5TLq1VLV4guXLimQ5ysnHbuDH4wVXh42Q5xKuVkLc922NayZWU+xKmCD8pC2Hff6Zzy86F8qQfQrF+PQeKBA+7rgYDjX7hggTttyRIE9adOYdJExt69KE9VlrKyoPgHAvoBNKyWHDqkH9Zy+DD+rl7tvr5nD+5rbi7yqZy4PJUTl2fjdPIklFz1s3w+HEokIzv7ypyOHNE5cRuofpPM6eJFeC5fLacjR8ycli1z2ulaOKmH6jCnw4ft7aQGDHv3oo+YONWpg77/fR1+1KMHDtUJdlCQsgedIiPxfTYdFBQff+WDgvbudV+vW7fsnDhtyRL9oKBu3YiqVaM4ta9wntxcvZ3+L5z27gUvGbVqYRXBtSioqanoUwZO1jy5ua6zHogIvyXx8eAUCOicwsLsgey+fTqnnzCuKlj14MGDBw8ejFi7liKLCii/myXYItLVSU4bOFBXU9auxYyxLdCpWBEzzjLy8zHbPnq0rqbMmYNg0VZeixa64nTyJGbOgwW4Nk6DBpWdU0wMZarLMAsKoIokJEBRkDF3rp2T3w9OyuEfV8VJXXbKaQMG6MrSunUY4AfhRMrhH1RYaG+nuXPNyzq5vKZNdbXz1CmibdsoEBFBxWvX6XlMr4lwjxo2RJAhL8tbv57o3DnnhFq1vKgoLHOVl+Uxp8aNnb4mcyopQTBvKq969cscLuP0aaK0NCixqjpyNZzWrgUHxoYN+H+VKnZOxcXuoE/mNHu2m9O8eXi/jVO1auDABy8R4ZCqtDSolqZ62zilpJg5paVBKbNxiozUORUVoT0aN3b6msrJtHwyJQXB4JkzWEbPSE/HvTVxCtZOROjjq1eDg4w2bczlcZ7CQihwMkJDMbE3e/b/Y++7w7Mq0vafhFADRHpRekdq6CX0DkloIlhWUYHF3ntZddV1dXVdddW17LprWct+C4kgHaT3Jl2a9A4BElLf5/fHzcOZM+WE5PP6flHPfV1cITPvzDv3mTkn88w9Z24/JyLslChVyl3fwYN43UFFhQrYKVGYIM3FqW5dd1Dl4jR0KFVasQL9pnMqXdqtoB46hPFxuZzyU4VXrLh0yNolNG8OBd/FKSfHzmnYMDwjdE59+mBHi6sNR47g2a0iLg5/BwvK6WeKMFgNESJEiBCFx5//TEREFR+618xLTcXqtGznE8gx/kHWJWKJIRAlb9AgTCpVLFjgt/nQ61NtPgRnz/ptPlTkZ5vzU3ESW4yBA4l1Tt9957dj0eurUuWn5RQfD9VHhazOu8qoNh8WTlSypMlJtfnQ66tc2bMuEZw/D0XJtqX4olpzpHELisnKpOPzFKVPODVr5p+0CacRI8xtecIpOdm/LU/lpG/LW7gQ133ECARUqhoqnMQSRxQf4TR8uPc5jRONGIFA4sABLy8lBTsHmjb1l9m1C2rhiBG4T1ROKSlY7Bg+HMFbZqbHKTUVuwDE5kewaFEwp4oVTU7p6VDUhw/3LHFUTsyob+NGTxWV+lq3xvZvtczu3VCqbZxSUz1Os2aZnPr3t3NKS0N9p0/7FV7h1K9f4Tht2OAp8lJfy5aedZEOscSZPt2frloX6ep99+7YvuyqT+dEhACoXz+MAZslTlSUO+iTHSQq6tYFryBOLlV4zhwo6Cq6drUvDBERJSVRTHo6dsWoyM/mR++n/Dip1kUF5TR3rqneB3FKTMQY1DmVKuXmNHiwZ8dkq2/LFnOHSO3auKfCYDVEiBAhQoQgypwxizgmxnwP8sgRqG8u9Y/InZeQYL5XtmYN6nQFOmXKYIVahRx4NGyYqU7OmoX8ghzidPQoVtoLo07aOK1dCyWgoIc4TZ/uPsTJxSk11c7p+PHCH3hkO5iqMJxycwt3MFVKCiZmDz5ERETnX3rFzykxEf/UA2iE0x134FAbXdnr1o3ommv82/I2bCDavx9BrGw1lG15ok7ed59/W556MFVSEiaU27YhTw4QGzcOCw56G2rXJpo4Eb/LIsPJkwhGEhNR34IFJqfbb8fhQ7qyJ5wyMrwDaOSwreRkc6uhqJM6p7w8b+wlJ/s5zZmD4P7aa8FJbUNKCt7rnDTJzikpyTuA5swZP6fJk8FJv0Zdu5qcvv8egXByMib5Lk7qQUFqPyUnI5jZvNnjlJkJTvpBQfLagc5JXjuwcRLEx2MrvCsAycxEIKQi6FAd8el11adyElSpgkOvCqOgLl6M99gLwunCBZOT/N2wcerfnyI29V7q27fPvyNB5VSYA52WLDE5tW6NcetSULOyzMOP8uEU2E82TpUq4f4tbD+pOxJ+zricI4P/L/+F1jW/DoR2ISGKCsKxWHik7z/IESI+VL+pmfnBB3abD2bmhATm1q3N9F277DYfzFbrEmaGtUCtWszDh5tl5s61W5cwM//mN6YlBjNsAkqVMm0+mJk//NDNqUcPO6fdu+02H8zMTz99yRLDNw4jEdgm6DYfzMzz5tmtS4RTxYoF4/SPf6C+NWvMvF69TJsPZuY9e+w2H8zMzzyDflJtPoRT3bp2TgsW2G0+mGE5ERcHuwYVGRmwqrjjDo7k5nJOdDFOK3uFn9Pq1cyLFuH/X3xhcrr1VljYZGfDboII9hMXLjCXKcN8++343HPPoZ+OHoUVCBHzypXgVK8e7EiYYSHSrJnJad8+/P8Pf0De+PGw08jOZv7975F3+DA4lSkDG45IhLlBA9iCMPu/V+fUpw9sWYRTuXKwVhFOr7wCTrGxsGJhZn72WXA6coT5k0/wuWXLeP68ecz163vf26+fx0m+98svmffvx/9fftl/LbOyPE6HDpnXslEj5oEDTU5LluD/n39uXssJEzxO6vdmZsI6Rjip1/LTTy9xunQtBw/G5/r3Z27cGP9fuNC7lmJd9OKLJqcXX0TegQPmtVQ5yfcuX868dKmfk4pJk9D2zEx/unCaMMEsI3ZMS5aYeQMGwG5Ih85JhVgXHThg5jVpgr7XIXZMn3xy+ZzE5mfiRLOMWBdZOJ3o2JG5YUPTPubQIZR5/nmzvj/8AXn795t5TZui73WIHZON0+TJGL8XLpicypfHGHFxWrTIzBs0CGNR5yR2TL//vVnmj390Wxc1b477X8fKlSjzr3+ZeUUIdJnWNf/fg1P9Xxis/joQBgghigrCsVh47Lr1TmYi3v3os2ZmcjKCSP2P8okTCGaefNIs8+c/48/Szp1mXuvWCHJ1rF+PMh9+aObdey98QM+f96fn5sJj8/rrzTJTp6K+2bPNvOHDC87pjTdQ3w8/mHlt2zJ37crM2jjcsAFl/vY3s8x998Gv9dw5k1PlyvBE1ZGS4uY0ciT8ZHVOp07Bq/Wxx8wyf/kL6tuxw8yLj4ePqo6NG92cHngAnM6eNTlVqQLvWh2pqahv5kxmZj5UrylHiDh9/0FwqlkTnKSvb7jB5DRlCuqYO5f5rbfw/+3bkaeO3/btmTt3Rrr09VNPweuXiPndd5Gnjl+dU9u2uC46J+nrDz5g/uYb/H/GDOSp4/eaa5irV2fOy/NzOn0aPqCPPOLnNHu2x2nbNuSNGAGfXZ3TyZO4Lo8/ziv+/neUeecd5Mn43bmT+eGH4aOaluZx6t4dbapWjXnMGD+n999nnjYN///2W+Tdf793XXROlSszX3cd85kzfk7q+H3nHfx/yxbkjRzpcerUibljR6RLXz/+OPPmzSjz178iT8bv9u3MDz2E7zpzBnnt2sGvWThdcw3Spa/few9ciMBN5zR2LMoJpypVwEmH9PXF8evD6NHMNWqgDhWnTqGtB1fYWQAAIABJREFUjz5qlnnzTf/4VdG+PTjp2LTJP35VPPigv68FeXnMVasyX3utm5OMX51TzZomJ+lrC6ft99yD+rZuNevr0MHraxXS1zJ+VTz0kJtTtWp2TtOno77p0828MWO8vrZxevhhs8zbb/vHr4qOHe2ctm71j18VjzziH78qp8mTsWBShBEGqyGKNMIAIURRQTgWC49jNWpzhIizz2qBk6gpkyebhf71L/zpWbHCzFPVFBU//siXFCIdzz/vKUQqdDVFhShE//63mXfbbZ6KY+MkCtHlcurXDyv6OkQheuklZtbGoapM2TgNGmTWt3gx+9Q2FRMmeAqRClFxJk0yy6jKlI2TTcURTqIgqnjhBTsnZqhcAwaY6aJMffaZmTdxok/F2fPwM8xEvP/W25Guqjg33gjFWfpJJnDnzyMYvPdeKGOitjF7KvqsWfj5wgteXvfuzG3a+NU2Zv/OAJ3T008jyJXJr3CKRJhr10ZwrCtTsjPgyy8xJm+7zeQkqqgoU8Lp7rvBqVEjr8xHH3kBks6pZ0/mli1558SJ7FOmZGfA66/j3lTVNuE0Ywb7lCnhlJQE9TE21lOm5s/37j2d0803Q3EWTosXIz09HSr6XXfhflaVKQmuZ8/Gc0BV2y5yMtQ22Rnw6qu4N1VOv/sd6pGAVJQp2RkwbBieAaraJir6F19gF8Att5icXDsD7ryTDXz8MepbtcrM692b+eqrzXR1Z4AOUdGPHvWn6zsDVIji/OWXZt4tt+S726FAnNSdAQqWikL5xz+aZZ5/ni+p6Dqn+vXtz33h9NVXZt6tt9o5iYr+U/8tkx0Jl8upYcPg577tb9nPAGGwGqJIIwwQQhQVhGOxcMjLyuY8iuKTlaqbmaKmuFajRU1RoaspKmQ1WhQiFR07QlHRsWULO1ejH37YvRqtKkQqJMgQhehyOKWlYSX/oYfMMqIQbd7MzNo47NQJyoGL09tvm3lBK+w1angKkQoJMr75xswbOxYKiovTgw/my8mHzp2h8OjYvh1l3nzTzHvsMahjp07ZOY0efSkp+0waR4ig3uicvvwSaf36QenKzfXyhg5FEFKiBNRQwZEjmOAnJ6Psxo1e3ssvIy0+HkqciubN0X86p1WrkDZsmMnpjjuwTbtmTSiFl0hlYwI9cCDKpqTYOVWubHKqUwec7r/fSz96FJwSE01Or77KTMRpTZpAMVVx9dXoPyIorTqnxERwOnnSzmnECD+nK65AIE+EnQyC//zHzSkxEQGwLC7onKSf1q83OHH79ianli3x7NA5rV3r9ZP+2sFdd+H7r7oK3yfIycErBdJP6msHwsn2dyYpCZz0XQ3Hj+O7n37aLPPaa6hv1y4zr2VLBOg6hNPf/27m3X03+ik93Z+ek4PFkBtvNMv89798aUeCjZNt90kQp9dft3KaP39+/jtqPvjAzLvnHvuOmiBO6i4LHfntqHniCbOM7LKw7ahp0wYLXgXhlN+OGtsuoZ8BwmA1RJFGGCCEKCoIx2LhcPw1bDHcNeYmM1NXUwSX856PqCkqBg3yK0SCoPd8JKCwvefTrBlWvnWsWME+NeV/y0kCCtu7S0OGQAG4OAG6NA4PH8bk+7nnCsapeXM7Jwko/vlPM++OO6CEZGT40yVIGj/ezWnhwnw5XYIEFDZOElDs3WvmtWiBd0xdnD7+2J9eqxbSdU5paQjkS5aE0qXi3XdRhggKmYpOnRBY1anj5yTb8qKioMSpeOQRTGB1ThJgly9vchKl0xZQjB0LPnpAoXK66SY3J/351qUL+lbndHHRIBIVZQYUjz3mcdq92+QUF4d3tlXIQoiN07hx4KNzOncOCyElS+L9axV/+5tXnx5QdOmCftIDClkIsXF6/HGk65wiEQSjcXFmkDR7ttcGPaC47jr0kx4knTtnLhoI3n8fdW3YYOZ162YG2MwIfogQDOl44gn74o5wUhdCdE7qooHghhuw3VxdNGD270jQIWcVqIsG+XHaudPKaf78+Xi1IuisAnXRQBB0VkFhOOV3VkGrVma67LKwnVWQ3/kLNk75nVVgO3/hZ4DLDVbD04BDhAgRIkSBUfnrz4iJ6MrfP+nPYMbJmAMG4JRUFWLzEWRd0rmzP121LtEhlgKu+tq0wWmOKsTmw1UmOtptx2LjJDYfrtN0K1XCCZUqxBLDZcfCXHBOW7YEc9JPa2b2bD5KlzY5paW566tY8afl1KoVLCRU7NkDq4kCcErrO5CIiDLqNfBzKl8eJ3tmZZn1yenNpUvj1E0VgwbhJNe+ff2cmjSBHRKz2e+JiTiBtlYtP6foaPjOnj1rjq+ePT07Jr2fhg3DSart2uHEa5VTq1bgpLchiNPAgejbPn38nBo3JqpenaJs/SScrroKJ0rrnNLSzHb36hXMKTMTJ8iqnMqWxfgO6qdSpXCytgrpJwcn69gTWxKdU1SUx0m3murRw7Nj0n2WpZ/i44liY/2ceve2n9gqdbhOc123DqdQq2jY0LRjUsvIic0qoqLQPtWOSeWk2zGp9enWRUTg17ev3RIniFNSkmnHRETUoEEwp0jEbfMza5ZpiZOQYFoXXS4nm33M0KHBlji6HRMR/Hx1O6bL4ZSU5LeYEgRZFyUl4RTqJUvMvF8IwmA1RIgQIUIUHGvXUlRcHJVs1NCfLpYYriCjZEl4/6lQ7SMKY13SsqU/XbX5sLWBKNiOpVKlgnEqVcrkJJNGGyex+XDVV6sWgisVJ04UnlPXrian77+HVUJQP/Xv70/PzUXgOWQILBr+t5zE5qMwnLp0weKGgmLDMFHOPH3WLFOuHH7Wr+9Pr14dXGJjTU5Sf1ycPz0qChN8IgQPKho3xk/JVyFpVav600uWRNBWvDjsN1RIIBVUXxCn4sX9eTIOHPUxkZuTXEMVcm0KwkmC+CBOagBJBJshFydXP6ltbtTIny6/2zhJG/R2lyjhfb/OV/rAxikpyfP3VVGjBjybg2xJxBJHz1PtmAQdOuA6uepT7ZhUTrodk2DgQL91kV7f7t1Y+FNRvbppx/S/4dS+vWnHpJa5cMGzLhIUL27aMV0uJ9WOSVCtmmlddLmcbNZF7dqZdkxqGdWOSeUk1kU6pwED3JY4vxCEwWqIECFChCgQjs2YS5SZSafadTIzU1MxmdeVB1Hy+vXzKw9EWBE+fdqtTl5xhakQXbiAFWibkjd9Ov6gu4Kg5s3NCf6PP2KF3FUmiFPfvn6FiAgr9ydPuusrX95UiH5qTvv3I9AuiC+scOrTB6qQzunUqYJxyszEgsOwYSanb79FUO+qr2lTM8gQTpaxUnbrJiIiij122OS0dy/+r08CV6xAEH7iBPxZVWzciDb/8IPJSdQh3Wdx1iz83LcP9arYuRP1rV3rTz90CBPanBwzb+FC/Nyzx+QkaQXhtGED2rBjhz89K4to/36KsnGaPRs/9+9HG1Xs2oX61q3zpx88mD+n3bvJgPTT/Pn+9FWrwOnkSaJjx+yc9H7Kyrq8frpcTocPY/zn5BCtXu3PkyBQ7yci7x5zBUgrV8LDWUWzZlAcXWVyc4lmzvSnR0fju2bMMDn16YNnlCtAOnLE5BQXB5XZViaIU1IS+uuwdh82bermlJSUP6fsbH9e7954RrnqO3YM11bn1KuXvYxwcl2j1atxr6po0gTPqKB+mjHDzmnmTJNTr15uTomJdk7lyrk5/UIQBqshQoQIEaJAyPjjn4iIKGvSZDMzNRWr0LrysHkzJnKuwKRECawQq8jL85Q8XU2ZNw/BnSvArV4dK9gqzpzBRNnWBlkZd7Wvc2eT09atmHC7yhQvjpV8FZEIvmvQIG+bpMopI6NgnNLSwMlWJj9OHTuiTp3Trl3uNgRxGjzY5LRgAbYIu9pQrRoUIZ3TggWF4pQVW45K5uVgQUWwfTuCoBo1zAldaqqnfKvb8oRTgwbY3qxuNVywAAFrmTL2+uLiiM6d82/LO3sWKkv9+uZWQ+Fk22qYkoKtqtu2eYGccPrxx4JzmjYNbZg/H2NN8N13RBcuUG7p0vb6ypeHMqdz+u67YE5SXq/vqqsQMKvB3Q8/YOzVrGkGDCon2f5P5G3RD+BEsbFuTunp6BfBuXPo3/r1Ua/KSb7X1k8qJz0Ir10buwpcAQizn5N8R2Iingnp6f68Ll2gkLvqS0vzcyLC7o/+/e3bXIcMQQDlqm/bNiy0qLjqKqK2bYNVYRenuXNNTp07QyF31XfunLfIIShZEn8z9H4iwrOoWDF3fVu3/jScJG/+fLRRRadOUOdtwW9SEj7/3XeXz2nQoGBOO3aYi1C/EITBaogQIUKEKBAqrVxKOcViqMaY4f6MQ4ew+lwQJY8If8x79TK35K1cCWXIVV/Zslj5V5GdjZXsxERMwFTMmIGVblsQlJKC7Y5Nmlw+J5mEuDj17GluC1y1CipKEKdevUxOM2cGc3LV16ABFA0VR4/i2ha0n1JTwUnfbrl6dTCn2FioICpycqCsDh1qcpo5s+CcjhwhWrmSsoag3bKg4uM0YgQm8adP+/N69CC68kr/JHDtWihDI0ci4JmrBL8pKQhUhw71b8vLzganpCRzW96sWeA8YgSCzk2b/G2oVw9BiFrm2DGi5cvRBpWH+v/hw92cata0cxoxAsG2yik1lah0aTrZuTMC3Lw8pEs/JSZiIq1OvIXTyJE/LaeRIxEUnzzpz+veHdvJ1TasXYt7dNQocFIV1IucLvWTjZPeT7Nnox9HjoSSvHGjv75atbDLQy1z/Di26I8YYXISJCaC06lT/vTWrVGnq0xWlqdsC4oV8zjp6n2/fghMXeqgzokIgW/XrsFBmitv2TJTvW/ZElu9XW1wcRoyBGPPxcnVhoMHTRW8QgWMl6Ctu0GcTpzwp7doAU4uFTc721PrVU5Dh2Ks6Up3377B/XTgAHaQ6JwSEgreT78AhMFqiBAhQoS4bJzfu4/KpqfR8XpNzMz8lLx27RAUqNi+HYqKS8mLiTEPOhE1ZeBA78ATwcKFWLF2BZdVqmDFW8XZs1gZL4ziGh9vctq5E2qEq4xMzHROqalYVdc5ffedm1NqKhQJnVN6OlSZpKSCH3jUti1UBhU//ODmlJICTraDqVJToejoB1MtXuw+xCklxX4w1fnzCLBcnIio/BOPUG6xGKqxdrmfU+vWRDfeiIBFtuXt2QPFPynJ25YnB9CkpCCIvvdeLKLIpFI9bGv4cARfK1YgTw7bGjnS3JaXmorJ5t13e78TQQmcMwfXISkJwZdsXZV+Gj8ewblen43T7t1uTqmpfk5Sn7JF/0T37pioL794/WSL/qhR2EqqHqojnO66y+Qkh20Jp4MHkTd9OsrfdJOdU4sW4BSJYJJP5N+iL4fqyAE0wunuu/0HBTGjrf37I4jUOZ05g37q08evNooyfvfdfgVVtugnJeHfhg3YQqxyuvlmbMd3BRN5eR4ngXr4kX6oTn4HBZ0+jSBZRdDhR7IV31WfykkQdFBQUlLw4Udz5hT88KNTp8zDj8qUcR9+NGQIvs+lXm7a5N+RQIRFlBYt3G0oKKdu3XAfuOo7c8Y8/KhMmWClO6ifvv/ePNCpTh0cuBYGqyFChAgR4teOY797iaKIKGvcdWZmair+aLZooRW6qKa4AlIit5KXkIB3VlWsW4fJb9CBR337+tNVJc92iFNOjru+unUxYVNx/DgmVYU9xKliRV9y2R07oBC5rpGNkxxMZeM0e7b7wCM5mKpVK5PT0qXB/eTi262bwYk2boSS42pD0GFbLk6uw7ZE9WrVimLatKaSaadxPU+exEQxMRHbnqtW9bionJKS/AfQCKcaNfyHtWzY4HHStxqmpnoHU6nb8mQ7+9ChaGP79l6ZuXj/+1IgRuQtkAin1q3RvgULEAwLp6Qkj5NM1lVO+qE6qalYALjySj+nTZsw+U1MpFMdO2KBSK2vRAmPkxxAo3NSD9WZM8fNKSUF39+2rf9QndOnEewnJpqH6sjPpCTvABp5p1XlNHgwfo9E/AeIDRrkP1RHOA0YgDp1TkOGYLFG5SSvHchYUduVmupxSkoKPigo6FAd/T3doIOCBgxAviug2bMHJ4SrqFYNnIKUuYIcFBQfb6r3ahl9R4JwGjz4p+NUtSq2EBdUbUxKwsKmuiNBONm21gdxionxDj8S9V7lVKKEu99//NG/I0HlVBhVePFiU73/JeBy/G3+L/+FPqu/DoTeliGKCsKxWDBcqFOXI0Scc14zkU9Ph2/inXeahT76CB5xa9eaeQkJdp+63bvdPnW/+x08Eo8d86dHIsz16jEPG2aWKYxPnXC66y6zzD/+gfpWrzbzevdmvvpqM33PHpR59VUz66ab3Jzq1LFz+u471Pf112beLbfAKzI725+ekQE/SFs/BXHq1Qu+pzr27kWZV14x8557DpyOHDE5NWgAX1YXp6++MvPGj3dzKlOG+fbb8fvrrzMT8fm77oVnLhE8dPU6+vWD5y4z/HPLlIH37I8/+jn985/4feVK5mef9XOS6xKJwGNWOMl1efVV+OwSMX/xBfKkjqNHmW+7Dd6rWVn+6yLtEU5Sx5df+tujc+rb1+MkfX3HHcz796PMH/7g57RqFfMLL+D/hw7heSh1RCLMDRsyDx6MMlLHyy+bnJ5/HpwOH4bnsMqpXj3moUPBKTaWedIklFm40Kvj00/x/6VLkadel/79mZs29fopNha+x2p7mJk/+cTr69///hInZsY92bw5/t+oEfPAgfj/vn1eHUuX4v+ffYY8tY5Jk5jLlmXOzPTXkZmJ9N/+FulLlqDMv/9tjl+VkwqVkw7htGyZmde/P3OTJmb6gQMo89JLZp7S1z5IXw8aZJYRTp9/buZNnOi/LoLMTOZy5ZgnTDDLfPbZZXHy/W0WTi++aJZ56SXkHThg5jVpgvtcx7Jl/r5WMWEC2q73k/T1xIlmmc8/R31Llph5gwbh2ur+04cOoYzNJ1w4HTxo59S/v5m+fDnKfPKJmVdEQZfps/r/PTjV/4XB6q8DYYAQoqggHIsFQFYWJqR16ph5U6fiT8rs2Wbe8OEwpdf/WJ84AXP0J580y7zxBurbudPMa9eOuWtXM33TJpR57z0z7777mEuUYD53zp+emwuT+Ouvd3OaNcvMGzWKuWZNk9Pp08wxMcyPPmqW+ctfUN+OHUbW2UaN7Jw2bnRzeuABcDp71p+el8dcrRrz2LFmmW++QX0zZ5p5I0faOZ06xVysGPNjj5ll3noL9W3bZuZ16MDcqZOZvnkzyrz77uVzys1lrlIlmNO33zIzc9658xwh4uPVrmIeM4a5enVcE2YsVhAxp6Sgnx55xKsnOZm5Vi2Tk4zTp55ibt+euXNnr8xrr+GzM2bg5zvveHktWzL37Mn88MP4rjNnkL52LT77wQfMNWowX3ONV+bee5lLlvTaeZHTpXF6ww34vMrpv//FZ6dOxfc8/LBXX2Iic+3azH/9Kz6zebOf09NPg0/79sx88Xn45z97Y4QIZQVt2zJ378780EPMxYt7nDZswGf/9jeMvTFjvDJ3341FH2nntGlIz8lhrlgRnMaORf/m5iJP7r2pU/E9Dz3k1TdyJJ4nwmnLFqSfPIlx+sQTGHcdOnhlLi5g8KxZ+PnWW15emzbg9NhjKH/qlJ/Te+/hvhg1yitz//0Yp9JPwknG6XXXsYGUlII/I4XT44+bZd58E/Vt327mtWvH3KWLmf79914/6Qh6RlaubOeUmup+nowejfEt41Rw6hTGqe15ojwjjb/N8fF2TvLctz1PZJympfnT8/KYq1a1P0+COOX33FefJ4K330Z9W7eaea5nZNDfsgcfdHOqVo352mvNMkUUYbAaokgjDBBCFBWEY/Hycfq1ixOJu+82M4NUgzJlmCdPNsvoqpcKVfVSEaQavPgiW1ejRbEShUiFKEQuJSRohV0UIhVBK+z9+nkKkQpd9VIhSohthb1xY+YBA8x0WWH/9FMzb+JEcLIpIS5OuuqlYuBAqEw6Lkc1sCkhLk666qVi0iQoUxcuXEo6UbkG5xFxpHx5KH2Cc+cwIR8yxOynDz5AWteuaIeKhASo5UToE8HOnUgbNgw/9+/38h5/HIFG48ZQKwWRCAKTXr1Q5l//8vLmzkXaoEGmYiU7AHTF6vx5BLiDB6Ps4sVe3vvvI617dyi/6iS7e3eowlFRUHv54vNw1y43p6efRpDbqJFfsYpEEBQnJJic5sxB2uDBeBYo/cQ33ABOcXHMN9/spcuuBuG0aJGX9/e/I61bN9zXKqeePXGPRUVB7dX7KTERP/fu9fKeegqcmjVDn+icevRAmY8/9vIWLPD6Sed0883MV1xh7gAQTrbn54cfsnP3Sc+eWPjQoar3OlT1XkUkwly3Lq6DjqDdJzfdZOcUtFNDVe919O5t36khu0/+9Cfzb7PsqLFxqlfPvlND1PsvvzTzfurdJ336eOq9ClW91/H888g7fNjkVL8+diToCNp94uJURBEGqyGKNMIAIURRQTgWLx8HmrbmCBGf3bHLnyEruqqaIpg2jX0KkQpdIRKkpWHlWFWIBO++i/o2bTLzOnf2qymCLVvYUIgEuuqlcqpe3a96CURx+uYbM2/cOKzYi0IkOHPGVIgE77zDPtVL53RR9fJh+3aUefNNM++JJxAknTxpcqpRA4qHDlEGbZx01Utw9iwCv/vvN8tIkLRxo5nXtSuUHx3btrGhegl01UsQiTBfeSXUNgU7x92CuoiYp0zxl5FAsHJlP6cjR/D5YsWg8Kr44x+9+r7/3p/XrBkmiG3b+tNlqyER1EoVkydjPOj9lJ2NRZ8yZQxO/NVXXn0pKf68IUMQsOucZNEgJob5nnv8ZV5+2atv3TpmVp6HV18NTvHx/jKrV3tl3njDn3fnnfie6Ggotzqn2Fio1yq++MKr7z//8ecNHYoylSr5OR096vXTfff5y/zpT15969f784ST/trBypVemT/9yc3p+HEvPScHwVtsLFRRFaK22v62JCYiWNSVuSNHfIsGPrz6qhlgC0S91yHq/d//buaJ0p2uvcqRnQ1O6qKB4Ouv3ZySkhDUu3bOPPWUWUaU7l27zLyWLZl79TL/Nq9ZE8ypZEks3KgQ9f7GG80yU6agvrlzL5/TsWPop6efLhgnUe91rF/Pl3ZZ6JBdFi5Ov/lNwTgVQVxusBoesBQiRIgQIS4LVXZuofQy5ahco/r+DLFjcR3MExtrt2OZMQMHK9msS4IOPKpXD6duqjhyBKeyumxpiNz12exY1qxBna4ypUvjJFEVOTk4HGjYMPNwIOHkuEYXatYkatbMn370KDgV5hCnhATzwCOxLnFdozJl7Jy+/dbOadas4AOPXIdtLVtW+MO2KlTwpzsO26r89GPERMRRUeYhTkOH4uChhAQ/p2rViBo1wiEpevvk90qVzMO2+vXDgTr9+/vTO3aEFRGReY0SE3Ftmzf391Px4jjZOSPDvA4DB+JeiYkxD9saOhQnQHft6udUowY42ayA5PcKFXCIk4q+fe2c4uM9OyZbfbm5GMeVKvk5de6M9g0danKKikKbdZ/lIUNQpls3P6eqVWExlZcXzEk/QMzVT+3aebZZLk5Nm+LUbUFMDA52Sk83+6l/f9MSR5CUZNr8EGHsdepUuIOCbIfqtGmDQ6Jcp+TqNj9E3uFHQQcFudq3bx8OtVJRWEucpCSiRYso5uxZf3rbtqbFlFpfVpbJKSYm2OZHt2NS22DjVKWKacd0OZwSE3F4nWrHRIQxWru2uw02m5+YGM/mR+8n4fQLOxU4DFZDhAgRIkS+ODJlOpXIzaET7TqbmWLH4rIuGTjQtC7Jz2LGZl0ilhhBdiyuIMhmx7JzJ8zhXcFWdLTdYkYsMUqX9ucF2bGkpto5pacTzZ1LJ7p2LbjFTKtWCAhV7NmDCZYrIHVxEouZgnKqUAHBhIqMDM/moyD9lJKCoMnGadMmd99GRRmc4po0II6KImbCYomKqlXxU/f1JfKCy3r1/Om1auF7YmNNThK86adWR0fjO6KjzbFXv767DZJWo4bZthIlMBktU8afV60afupc1foaNvSn16kDLuXKmZykjL6II9cgOhonwaqoW9drpw65RnqZ8uXxbChVyiwnnArTT2XLmpyEi85J7Sd97En9QW2oXt1Md9nHSLDuCk5Wr8Yp1ioaN8Y/1+mwLksc3eZHkJDgt/nR23D8uGfHJChXDl7JtjLCyVXf+vU4QVtFgwZum5+kJKK8PKqot0G1+RE7JkGPHm5OLkuc2FgEd0E2P65rvm6dZzGlcmrWrOA2P0lJeF7qljjduwfb/Jw4Yefksvn5GSMMVkOECBEiRL7IfO3PRERU+v77zEyHHUugxUxKCiaoLuuSIUNMJU+1xNCRmooV6pYt/emFtWNJSYEqoCpERH5LDFsZsS7ROYnNh8Ni5qQexEr7rroKKomK06cRRAYpri6+3bqZnMSOxRVAinWJCrH5GDwYioyKuXMx8XK1QexYVKgWMy5OrrzOnb0AVLB5M0UzUzQxbEdULF+OSeLOnSYn8WScOdPkxIxA4tw5f97WrQh0dBXmzBkoyZEIFmdUzJqFn7t3m5PKXbvwc/Fif/qmTRj/6emwxLkcTpGI58ko3ymYPx/fffgw6lSxZYud0+nTUPwjEVi0qBAFaPdu05Zk92781P0mt27FWElPh5evimXL3P20Zw/+r/fTvHleP+nKnPTT5s3+9LQ0Nye5Znv2mP0k7Vq0iAwkJiJ/+3Z/eo0abvsYuV9c9jFiXaSiQwcE9a6AJj3dtMQpUcJv86NCbH5cQdoPPxSMU34KaoDNT2XdQ1bqU+2YVE4um5+BAwtn89OpU+HsY2ycxBLHVZ/L5mfIEHyPrqDmx2nXLoz3XwjCYDVEiBAhQuSLymuWU3ZMcao2XFNP81PyoqLMrX+i5PXtaypEy5ZhFdxVX1wcVtFVXLiASaVNyZs+PVidvPrRJEy5AAAgAElEQVRqT+US7NuHAC4ocLJxmjoVwbeubi1dikm+q764OErTtyxmZoJTYqLJ6dtv7VsgiXCNmjfHKr/Oaf36YHXS1U99+piq14oVWNl3taF8ebOfMjMRXLg4RSLu9jVtaiqDBw9iu7arDYI33/RzSknB9Vm+3L8tb/ly9FPlyuYkULZJ5+b6g76sLPzesCE45OR4eTNmoJ9sPoupqZi8HjmCsSY4cAC/16tnL2P7v/xevz6UuWPHvPRVq8CxcmWzPuGUk+Pfaihjr2FDcFC3T0o/2bZPpqZikn/8OLacCw4fxu82TurvLk4rV6JOwcqVeEaonrlqfaVL47qrgWx2Nn4XTgXpp+rVcU1VTocOYTGufn17wCBbg10K6ooV6HsVzZujPldAk5NjLjhER+O+1TkRQQmNjXUHikePYnyouOIKvBZha4NwcgVIK1eanJo0wTV3lcnNRdt1TomJVHHlSvSbij590L+ua2TjVL48XkMpKKekJNSlK93STwXlNGwYxqDOqWdPKNdBSvfKlf70uLjCcfqZIgxWQ4QIESJEMPbsodiMc5Tbuq2Zl5/q1aUL3vNRsXkzFCxXYFK8uPn+WiSCvIIqeSkp2HoYH+9PP30aapet3aJsuOrr1MncorllCwL3IHVy4ECT0zffEA0eTBwT48+bPx/baV3XtVo1qCoqzpzBqn5BVeTUVCgjsu1SsG0bVuhd9cXEQM3QOUk/lSjhz5s3D5xc16h6dbw/qOLsWXAqTD916ECREiUoa46irAqnUaPMbXkpKRhbI0b4t+VJPw0Zgm3P6iRwwQIoPaNG4fqrymFKCsb+gAH+bXlpaSg3ciSCdrU+4TR6NBaBRBVVOFGrVv4yO3ZA7Ro1Ct8xbZq/TLFi+K45c3D9hVNqKvpP32q4YAEUudGjcZ+onFJTESQOHOjndO4cxuyoUZiYq5Noac+oUbj3RWWV9rVrhx0Rapnt28Fr9Gh8h9pPMvZGjsS9L6owM67foEHYPaDWt3AhxtKoUbj+qhqakoJgfuBA/5bQs2cxZkeMCO6nLVv8nIiwe6Bt24IpqLJ1d84cU+nu1s0ce2p9Oici7FzRx55g8GCMC1d9W7eainadOhh7rkBRH3vCKSkJ11HfkdCpE+4PR30xGRmm0l26dDCn6Gh3ELl9u6neX3klxl+Qgmrrp+RkjL3z5/15Xbpg7Lmu67lzJqeSJb37qSBKd1ISnmf6LourrsLfuzBYDREiRIgQvxq8+ipFEVGZ304w80T1atTIn37gAJSIwhyk06uX946bYOVKqBuuwKRcOaxQqwhS8kRNcbWvYUOoAioOH0Y7gg5xsnFKSYHKob/3JpxcymBsLMqpyM72DnHSD6YSFczFqXFjk9OhQ1APCnvgkf6eZtBhWykpUGgLc9iWq335HLZ1uEFzKnH+LKVt3uG1gYjo9tsRHOtqZc+eCEDUbXly2FZSEgJW9QAaOWzrvvv8ypwctpWYiImteqiOcBo3ztxqKKrvbbd59RPhmq5cifr0Q3XkM5Mnm4fqyGFbY8b4D9VZswbjefhwc6thaioUVxsnOWxLP4Bm9mz045gxCKz0NtSpQzRpkslp+XLUJZxE6ZbykycjoLBxGj3az0leO0hOhto4fbqnCqemIii4916/KqweipacDE4bNyJv1izkjx1rHhQkY2/CBD8nFXKozokT/vQWLXA9XAFN0KE6tsOP8jso6MAB7KpQUaECrmFBt7kmJWHxwnZQUK1a7uuQnW1yKlbM6yddFe7bl/KCOO3f79+RQIQgsXv3wm1HXr7cvyOBCLtubLsBpEx2tql0q5z0A5369nWrwklJ3g4EFVdcgR0qhTnQadkyc+z9XHE5Rwb/X/4LrWt+HQjtQkIUFYRjMX+kVanBkagoHJmv4swZ2DrYLGbys2OxPet37ECZv/zFzHvsMXyXbl0SZDHz7beob9o0M2/cOLsdi/hw6pYYzMx/+5vdukQ42WxzLtOOxTcOxYdTt8RgZp49225dIpxstjliBfTgg25ONouZbt1guaBDPCtff93ME29Rm8VMzZrMo0aZZWbNcnO64QbTuoQZdg4uz0qxzdmwgff+4c/MRLxrzE3I69rVs2OZMMHz0f3hB2/sZWYifeJEfE58OE+cgB+veJmKD2dSEj43eLDn+yl+qVOmmJ6z11/vWcyo3sDnzsGqQsZekyae56z4cK5fD19iIuZPPkGe6sM5ebLn+yl+qa+9Bo6q5+yTT5qclizh+fPmYeyNGIHPqT66wum//4UvJJHnZXrTTfBLzclhfuUV5P34o+ctetdd+Fzz5vCjVDmtW+dxEn/WhARv7E2a5HnOCqfXX4fVSlycx0l8OI8d82x+vvvO8+EUz8qhQ/F7JOL3FhX7mOeew+duvBEWITk58EAWz1ndL1XlpEJsflR/VsFdd8HL02YfExfHPH68WUb6SfWcFQwZYvroMsPmJyoK10aH2Pzs2WPmXbSPMSA2P//8p5l3xx2m56xwqlDBbokTYPNzvGtXu31MECcZewWx+Vm3DmU++sjMu+ce9LVuHyOcbrrJLKOOPR2Jicx16hTM5ufPeIbxzp1mXuvW8AHWETT2ihAo9FkNUZQRBgghigrCsRiMrNNpHCHiYzXrmJnqxF3HkCHexF2FTDRsfoJBkyfXhFAmTzLJVXH77e7JU1ycffL0n/+gvnnzzDx1kqtCn+SqEH/OH38081q0uDQh9I1D8Ui0TZ7ym+TecotZJmjyNGyY3ffx+HH35Om119jpJ9iiBXPv3mZ6fhN3m+/j5Xgkzplj5ikTwrysbM6jKD5ZqbrnkSiT3NRU1DFrlsdJxt7o0Qiu8/IwIUxIQLos0DzyCPOGDSjz/vvI++tf8fuWLZ6XpUxyO3bEv5wc/yR30yaUefddc+L+4INYZEhLgz9prVroJ1mgGTMGiwLFimGRgNm/QCO+jzLJvfZaLGYIJ5nkKpxWyeKFjL233sLv27aZvo+dOoFTbi6C7+uuQ7q6QDN1Kv4/ezbyHn3UW8ywcbrmGm/siZeleDXPmGFO3K+9Fh7PeXlYAOvaFeniAfzgg1iIIcLCDDPze+95i07C6dw55ImvcU4OFklk7IlX8zvveJxk7D3yiN2rOWiBJr9FJ9tCWmG9ml2+xkGLg7Lo5PJqtnESr2bb4uB115kewMzmAo2CrQ8+eGnRycpJ9wBmDl4cDFpIq1XLW6BRoS466bj+evtCmiwO6l7NzMGLg+oCjQp1gUaHupCmc7r3Xvx9LMIIg9UQRRphgBCiqCAci8HY9eDTzES8a+I9ZqaqEKk4fx4TkHvvNct89BH+9Kxda+b17MncqpWZLqrXG2+YeU8+aZ9UyQTEpk6qaoqOm29G0Jedbed0j+U6qKqXjoQEBAY6du/mS6oXa+Pw2WcRVB09anKqU8dT8lSoqpeO3/zGU4hU6KqXio8/Rn2rVpl5vXohKNURNKl6+mlMqo4ft3NKTDTLLFyI+r76yswbP97eTxZOR2vU4QgR57z9V//Yy8jAYsYdd4CTqJMqfwlo//hHL69vX+ZmzaAqEkFlZIbqRsT80ktYABg2zCvz+98jTxZD/vMfj3+DBljcuflm5iuu8Dh99x0+++mnaOftt3v13XYblFJp5/LlSM/MhAo5aRIWDZo398p8+qk37omYX33Vy+vXj7lZM959883+sbd3r8df2qlzSknBz88/9/IaN4Yqe+utaGdWFtKXLsVn//EPLLrccYdXRpTuDz7wj70LFzz+ffv6OX3yib8NL73k5Q0YgHZIOw8dQvrBg/j9hRew+KRyEqVb+unLL71+atgQ6rnOafFifPbf/2YDqiqsQpTuCRPMMp9/zqJ0G+jfH5x0yNj7wx/MvJdeQt6BA2Zes2boex3Ll7NPvdc5xcaai4Ay9n7724JxUnckKFj8n/9gLIp6r0JVunU0auTtSLBx+vRTMy+/hU3bIuAXX7BT6R4wAO3QFwFll8ULL5hlghY2r77avgi4ahU7le6fAcJgNUSRRhgghCgqCMdiMA7XbcwRIs44eMSfkZ2NibVtG9R//8tOdXL4cGwzdG2DevJJs4yoXrt3m3mtWgVv7frwQzPvvvuguoiaItAVIhunuXPNvORk+3a1oK1db7yB+n74gZm1cdiuHRQeHaLkffCBmXfPPX7VS6ArRCpkgj9rlpk3ejQUlLw8f/rJk34lT0XQdrW2bZm7dzfTddVLxUMPecqiitxcKE/jxplldCWPGQstRJzZpJk59oYPZ77ySpOTqHuDB/MlZVHn2bIl1EUV8fFYnNA5Cc/+/c2xJ+NRH3uiLPfpw5eURZ1nr16esigYORIqZbFi2GouEBW2f3+U3bHDy/vLX5iJ+Fy9esxduvg5tW4NXqIsCmQ8Dh4MZfH0aS/vgQeQVqUK1E9Bbi7U3R49UHbmTC9PFgYSEjxVWzBiBNJE1RbIeJR+UpVFUYVbtYICrKJ9e6SLqi0Qpbt/f3Ps3X8/0qpWNTlVrozFOx3ffGP2nWDMGPSTfo+dPm3yFLz5pjkeBfHx2LqvQ1XvdTz8sF0VzsvDuBozxiwjSve335p5I0fiftKfhcLp0UfNMqIKb9niS54/f7779QpRuv/6VzPvgQfszw3hpPadIOiVkbFjC650v/026tu61czr0MF8bjB7qvDbb5t5yisjBqeaNfG8/hkiDFZDFGmEAUKIooJwLLoRyc3lnKhoPlO+opk5fz77FCIVLtVLFJLJk80y//wnByp5quol2LMHZf70JzNP1MkjWpAtStagQWaZRYvYqZCMH+9XvQQZGVCI7ryzYJz69WNu2vTSr5fGoSgkL75olnnuOTcn9Z08FaJOikKk4rbbvHc2VYhCYlN9/vUv1LdihZnXpw8UAB379rGhTgpeeIF9qpeKJk0QNOhYsoQNJU+gq17MnHv0GEeIcO30sSdKv6pOCrp3x/WRdzYFoiDb+umZZ7w8lZMoyGXKILBSIfeSjdMNN2ARQlfn0tORXqIE+lHFP/7h1bdsmT+vd2+oYsrYY2ZPQdXVSWYstkRFsaFkCady5cwt+qIKEzF/9pk/b/x4tLtcOT+njAyo4sWLe+8LC/7+d68+/bWDnj1Rl/7OpspJ3hcWPPecl6cqjpEI6omNNdU5lZOuOKrv7KpQ1Xsdogrb7iVR73X8+KP7XnrmGe+dXRXCyfZ8EFX4iy/MPNfzIeg5LmNv9Wozr08fvyoucKjC8+fP97/TrXNq2ND+HJd+sj3zbrnF/rcpSBX+7DPUt3Spmde/P55TOuSZZ1O6Xc9xZjxrBg4005cts99LzG71/meAyw1Ww9OAQ4QIESKEFRmff0UxHKFT3XubmampOClUt5jJy/NsPnSLmSA7FpfFzKlTsGQojB1Lp04Fs2MR6xLdjiWIU362OTVqmJzS0vK3mElOttfXubPJKcg2R6yAXLY5gwaZFjNixxJkMdO+vT/99OnC2eaIHYtuBfTDD7CasJWZOrVAtjnFqlahqCuuIGIm1r1k5ffYWNMKaMAAWE3opxfXr++1V+crv6ufIcJp1AkJGP96X3TvDpuRqCiTU2IiToeNj8eJr4IyZYjatMGJpHobhgzxOHXs6M/r3x+2KLoHbp06OEnYxik5GSGa+hmV07lz3ncKunZ1cxo2DO3WOZUuDbuXnByz36WfypTBPaBC+qlnT/+p32p79ftJONati9OGVU7du+Ma6f2kchqs+U0nJpo2P8Kpf3+/JY5A7GNcp8Nu3WpardSujX6fOtVehtluH+OyxOnc2e7BK/XZrFZKlTJtfgRDh5rWRYLERLvNT5DVSpB9jMsSp2tXnAzsukY2m5+SJd2WOGIfY2tfcjKeU9u3+9Nr1QIn13W19ZPkzZ9vcurYEZZRrvrOn8dz+xeKMFgNESJEiBBWxP7jAyIiqvfy7/wZzJgI9OkDKxIVK1fCxNwVmJQpY9qxZGXBuiQx0bQu+fbbYIsZm23OoUNEq1cX3I5l6lQEJnFx/vQVK8CpILY5WVmebY7LjsV1jRo2JGrWzJ9+8KCbU362OTYroNWrPTsWHVOnop/69jU5ufpJrIBcCweNGpm2OUeOuK2AZKLpuka9epm2OQH2RhcqVCYiooM/HvFnVKiAgKFUKZOTjIMyZcw2lC6Nn3qQXb06fpYqZZaRNP2eiYnBZLlYMdPeSOovSBvi4tycYmMD28dEmBSrqFXL/322Nuh9oXLSx15l9IUvUNXrq1TJn16hgr9OFdJP+nUl8nhKvwhkwcd2HeRay7USxMTg8zZOAwb4bX5UiNWKWOIIKlYsvNXK0qV4Jqlo29a0LlLLZGV5Nj+CwlqtJCfjmaRbrVSuDOsiW6BYGE5B9jHJyVj0mDnTnx4TA07TppmWOPnZ/Bw8CAskFRUqYHGnMDY/y5aZljhi8+Oqz2aJEx2N5/u335qc+vTBmLXV9wtBGKyGCBEiRAgreNkyTABbtPBnBKmTqalu1SslBSvy+gRx/nysDLvURJuSl5aGlWRbG2QV3hXotGnjTcAF27fDXN3VhiAlz6ZOfvcdVsddwVulSjCQV3HuHJSCpCTTF1Y4uYLVDh2gTKvYsQO8XP0UHW0qRMxeP+nBiXBytaFqVVPJC+I0bRq+z9VPrVtD+dI5bdvmbkOxYlZOJc+nERNR5IMP/XmLFiHIPnkSAYWKNWtwjTZvNjnJZ/WJsqgle/bAA1TFli2ob+lSf/quXRjPublm3rx5+Ll9u1/xYca1IDL9KxcudHNatQrXSPxRBenpRPv2URQRJsQq5Pe9e01OW7eC08qV/vSdOz1Oy5b586S927aZnESh0ifrS5agrtOn4YWqc4qOxvVVcf6899kZM/x506fj55492BmhYvNmXKPly/3pe/cSnTlj76dy5RA0TJ1qVxujotwBzcaNqFtFvXpELVu6gzSXgpqUhDGpc0pIQFDvCtJsqnCZMm5VeMgQt4KanAwPVJ1TgwbwRHYFaUGcbKpw164I+F1tOHMG3r0qYmMRhNsU1CFD8H2ua7R5M+5VFZejdLtU4dmzzX7q1g3BsWus2FThIKX7F4IwWA0RIkSIEAZOLlxGURkZdLRFvJkpf8xdQUZCAv7gqlizBoqnLRicOhWTCF1xzc7GRDlInXQFLfXqYVVexbFjmGQWVMlzKa5B6mRKCoI9XZ3MzcVEeehQUyGaMQOcXdeoQQNTcT1yBMpvYbZJd+9uKlhr10JdKIjiKv00bJjJadYs5LvaUKsWlAYVJ05g4uxaOCByX/MePcyxt3YtRR8/Tjkxxanq5nVmGVH41Alibi4mmU2bIkhPS/NzysmxT/5lceXCBSzCCI4fR9DWvDm+Jy/Pfx2IsCCi1zd1KrYU79mD4E6wfj3up7p17WVkQUjnNG0axtDChQhQBLNnE2VnU3b58ubEOyUFillmJra9C06cwP3UpAm+JxLxl3FxSkmB0r5vn38hYMMGjL0GDexlZAu+mqf208KF/n66yIkqVLDXV7Uq1EaV08mTGHvNmqFeWz8VL24PTpKTEcxs3epPr1YNryQURplbvBhtUtG2LbYuu4K0jAw/J2nz4MHof7WfiPJXhfftMxc3qlRBsOgqE8RJ7yeVk6tMVpa5KKMqqLoqPGBAsIK6e7e5uCGcfiqlWxZFXW3IyDCV7pgYBM3TpvnHHhFU4VKl3PUdOIDnwi8QYbAaIkSIECEMpL30ChER5U6abGampuJ9HPX9NSJMqDdvdgcS0dHeu2cCUfIGDTIV1/yUvMqVzffX0tMxUUtMtKuTzO4gqG1brJSrCFLyUlMRnOnv6zEjr39/U51csgTv4bo4VayICZOK8+fBKTnZrU666mvVCu/uqdi3D4GBKzCXLWc6p5QUTAJ1TosWYfLpukYVKkAxUHHhAoI+l4ocibj7qXVrk9OuXe6xd1FFPnp1PJXKzqSTC5f5OfXrR9S4sX8SuHQp+mncOASmqjI3dSo4DR/u35aXno7J56hRWHxRJ7bST9ddh0mtqkSmpmJhpW9ffxv27cOWxLFjve9V2xAVRXTttVisOHrUz2nAAGwnV9uwZAkC1Ouuw0RY5ZSaShQXRycSEpAuCmpmJhaGhg+Heqi2TwKfceOIDh/G4o3aTy1bYgFKbcPevVAShZOal5oKTmPHYtHkwAF/Xt++CIzVNixbhmBO+klVhVNSsD155EhvIYjIG3ujRoGT2obp0z1OJ0741dXUVHx/v352BVXGnmsL7KpVuE4qGjVCoO0KgvLyTKU7SEHt2ROcXG04ehTtUFG2LFRhmzI3bFiw2rh+val0N2qEYN/VhtxcO6fERHDS1XtRhV3X6NQpU+kuWxbjxdZP8txztU8fe0RYMLr6avd1iEQ8tV7llJSEsZaR4c+TVzNciqw+9og8Vdj1rnBUlL2+XwIu5xSm/8t/4WnAvw6EJ7CGKCoIx6IdaeUqcE50MY7ox/UfO4aTDJ95xiwkdiw265KWLWFXoUN84j7+2My74w6ctJuR4U/PycHJmzbbnClTUN+cOWZeUhK8V3VbhaNH3ZxefRX17d1r5rlsc9avRxmbxcx99+EUV802Z8Hs2eD0m9+YZcTzccECO6c6dey2OcWK2a2ALtqU8Pbtdk4JCWb62rUo89FHZt499+AUV902JzcXtjk33GCWCbL0cNkbiZ2MzQro9dfdY++ibc7+v8Prcdegi967Yunx3nvMDz7ot7u4/36cWHv6tN8mR+xkbrjB8ysVOyMZe3PnwmpFtfAYMQKcTp70W3iIncyjj3p2F2JLotqUtG/vtzNq2xY2JTLW3n8f6erYE0ucs2f9nM6cgf3K2LFeP1Wpwjx2LG8Q/0qxJVFtSq65xm+1IjYlMtbE+kd+f+IJc6zJ7zt2mJzkd92WZOtWvmTp8fDD6CexWnngAX8/qZzECki3aBKLnFmzwEm1aBLLplOn/LYkaWne72K1otrkCFy2JEEWTTonQV4ervc115hlZsxAfd98Y+aNGWPaGTF7Y021MxL89aIHsc1qxWUfs307yrz5ppn36KOmnRGzZ10k/aRi+nTf2PP9bR43zm4fc/Ys+v+BB8z63nsP9X3/vZnXsaNpZ8QcbInjso+JRGAfM3KkWWbWLNSXkmLmXXstroXNEicmBuOiIJy6dcNz4WcECq1rQhRlhAFCiKKCcCyaSN9/kCNEfKh+UzNTLCTWrDHzXHYLu3ejjM1i5qmnEICcOOFPj0QQWCYnm2UWLEB9Ntsci3UJSKUj8LVZSIh9ydq1Zl6PHvCZ1BFkm/P8826Lmfr1mYcMMYqsk2DLxslliyGcbLY5YjGzcqWZ17evaV2icnrlFTMvyBajXj3mYcPMMmIFZLPFmDDBbrcgVh+3326WCbLF6N072Dbn5Zc5kpvLucWKcXalysh76SW+ZIuhWvyIvZFYzKhWTGKL8dVXWHAoWZL57rvxOdUWQ71PdKsP1cJDtcVQ2srMsDcSWwyxuzh82G9fIvYxcv1VWwyxxPn6a5OTtDUrC9990Rbju5kzYdsibZ040bOYUW2LLlzwf069/urnZEy9+qrHScaeyungQXzuxRdNWxIJoPfv96xW/v1v83O33OLd++rY0++TCRM8Sxaxl1q5EhzLlfNsc1Rbki++wOcWLoTVjc3ihxkWOUSmFVMkwly3rv0+CbKPkbbq94lYregWP8zMn36K+nTbImb0k80+Rh97Klz2McxueyllTBlwPaO1MeX72/z55959omPgQIwDfXFLxpRuW8Ts9ZPNEke9T1QE2cf89rdo+4UL/vSsLHC99VazjNz7S5aYef362f+WqveJjpdfRt6+fWZeEUUYrIYo0ggDhBBFBeFYNLHr1juZiXj3Y8+ZmS7T91On3KbvQapX69Z2xXXdOpT58EMzTxQiTZ0MNH0X1UvUFRXJyXbF9cQJt5KnKkQ6XOrK99/zJSVPw77Ro62Ka6A6qStGKnQVTHD6NPrpkUfMMqKM2ziJkufiZFOMHnqo4IqRqF4zZ5p5I0dCwbCNPZdiJGqlKEZt2+L3o0ehGLVvj3S5ztdf7ymu776LPFWtl7EnauWwYQgWc3L8CqzsQPjd7/zqJDPzn//s3Q+6YiTXWfpJ1JUNG/iSgvrWW+xTYO++21O2VbUyO9vbgSCK0TvvmJweewzfdeoUnodyj+fm+vvp5ElPQRVl3MZJ1EkZe7IDQVeMVBVYFKNNm5CnXufOnZllbigq8LhxUDZVFWzqVO9+0MdeYiJz7doepzFjkC73+JNPYsypaqWqbF93HZRa6SddFRaIgmq5xwN3IFSujLGnI+h+GD3afo8HPYvlHv/hBzPPdY+rOxB0BN3jVavan8Xy3LJxkh0IkYj/b7PcDzZOogpv2WLmdexoV4XluSX3uArZkWD7++JShb/9FvVNn27miYLqehbbFNSgZ3GHDvaxp+5A+JkgDFZDFGmEAUKIooJwLJrIqd+AI0ScfVb7Yy0r3zbjdDG4t63m9+plV7101UXFs8+61ckGDexm8LKa/+mnZt748fbV/IwMt+IqqsuqVWaeqhCpOHQIZV54wcx7/nl2qS4ZNWpYFVef4qfjtts8hUhFVhbSJ0wwy4jqYlMo+vSxr+YHqS4vvGDnxIzrY1NdRKGw9ZOLU9DYE07Ll5t5gwYxN2p0KcDNu7it++QtE1Dm+ee9z950E/MVV0DxU1WX9HQEGXfeaY6999/HZz/+GD8//9zL69qVOT4ebVZV5F27vHEfF4exKfjd7zDu332XfaqLqsypih8zth1LIKurLhJkiYq8fz/Sz58Hp3vuwb3ZuzczX3weioItPz/5xKtP7mVVcWX27uWXXzYVvyeeQED4wQf4zOLFHqfatbGVfehQKPSyECG7J95/H9fjOWXhTJRuUccOHPD6SRRUXfGT7xbVV+Ukuyf01w727sVn//AHs59UVViF7DQYOpQNzJuH+v7nf8w81+6JoOeTqmDrcN3Lwsn2zH3mGfSTbYtWe04AACAASURBVPdE/fp2TkG7J1wKatDuCdmRsHat+bdZ3ZGgYv9+r590BCmo9evbFVTZkWDb5aLuSFAhSnfQ88n2zHX9HZF+su1yCRp7jRpBaf6ZIAxWQxRphAFCiKKCcCxqyMrCH8I6dcw8eafItnrsUvJEjbGpXkHqZLt2zF26mOlB7xQ98oj7PSn1fTYVQav8o0ZBydM5Xc47RRs3mnnt2xdYceUHH/QreQJRkUUhUhH0nlR+77PZFFf9XUoVnTrZ3/2S99n+8hczz9VPQZx0dVLFtdfaOVneZ8s+e44jRHy2fEWzn+Td4KZNTTUmMRFqoT72jhzB/dK9u8lJtq9Wq4axpKJFCwRIRFAEBfJucMeO5vtsd98N9V19l5IZCuoVV0BtUdVJZmyXJcI74/Hx/jYMGwYVi4j5tdeY+eLzUN4N7tbNfEdPdklUqWIq461agZeqTjJjiy0RgndVnWRGYFmqlBc4C+TdYOG0YYOXJ6pws2aeMi5ITsZziAgKtEDeS09IAKeTJ708eS/9yivN1w5at/Y4TZnipYvSbXsv/d577bsk5F37gr6X7tr5Ic/WJ54wywQpc61b299LX73aW6RwcXKpwtddZ5YJ2vnhei9dORPB+Nss6r1NFY6Px/jScTkKqv5sDeqnoDMR5O9FQXYdiXpvOz+gTRs8V3QEnYnwwAP+d++LOMJgNUSRRhgghCgqCMeiH0dfwYQg5867zMzJk+3v5QS9PyWr/zbVy/WOq6yU294JU99f09GkCVaqdcg7YarqJbjttuD3pyZNMstIACAKkYrBg7Fir09Y5D0327tGrtV/ZubGje0r5cuXs6EQCUQhSk/3p8s7ebfdZpYJWv0fMADt0HH4MMrY3gmTAGDPHjOvaVP0vY4gZXzSJPs7rvJOmI3T119bA4ATlWtwhIgjqpLHjOCiRAk7J1HmbGOvSxcEW/rYk4UVWwDw2GOYlOv9FIkgaIqJMd9zEwXVNvauvx6T1AYN/JxkYYUIqq2Kv/3Nq2/3bmZWnocJCeDUp4+/jKjColKqeOoppJcp4z8ULS8PgX7x4sw33+wvI1tvbQHAjTeijN5P588jcCLyK67M3vvnRHi3V0W3buDUq5c/XRZWiMzXDoSTrZ/q1MEiho4gZe7GGxGE6wqqjL377zfLfPgh6lu3zszr2RPBtI6gXStPP+1WUK+8EltxdYgq/N//mnk334zFkuxsf3qQKiwKqu398+7dmdu0Mf82y9i7uLDig+xIOHrU5FSvnn3Xiqj3X31l5rn6Sd2RoEN2V9g4uZRu9f1zHXJOgI1T7dr28xzUd+p/BrjcYDW0rgkRIkSIEJeQ88FHxESUfte9/gxmHJk/cKBpMTNvHuxVXP6gNWoQdejgTz9zBtY0tjJiou6yIbHZ5mzfjn+uNojPoIpIBPUNHgyfQRULFsCKxNUGm23OuXOwmBk+3LRjEcsDhx3L2aZNiWrWNDnt2OG2pSlWzOTEDL4DB8ITVcX8+Wjj8OFmfVOnwneyUyd/+tmzKGdrQ1A/iW1O3br+dLECcvWT+AyqiES8sSeeqIKFC9FGVxsstjlpvftRFBGdq1nL309ly8LCxsZJrHxq1jTHXvfusNvo3t2f3rSp5/mqc0pMRF81b+7vp6goWCjl5sLOSUVCAsZxqVLm2Bs4ENYt8fF+TnFxsFuR77Rxql4dvsQqunYFpx49/On168OP0sZJrlmzZn57o+ho3P85OWinip490eclSpjf1b8/yrRv7+cUG+txcvVT9eqmDVVCgr2fGjf2/IZ1ay25Zk2bmv2UlATvT92WpHt39LvLi/XUKdgIqQiyjxFbEpev6qZN8A1VUbcu7j9XGyIR7/7VOdkscbp3hw2Qy7rlzBl4wqooXRoWSi5LnOhod/vWr6dSR4740+vXJ2rRwt0GZtgp6ZySk/FcPn/en9etG6zCbG0YPhz9pHOKjYV1kY3TkCHg5OqnrVuJfvjBn167NvxYXdeB2d1Ps2aZ/dS1KzjZ2vAzRhishggRIkSIS6iycyudjy1PcY3r+zPWrCE6eNDtzRkbi8mWiqws+BsmJuKPuIoZMzAhdwUZDRti0qvi+HH46dnKyB97VxDUqxcm7ipWroTvoKsNNk45OZgQDRuGYFHnlJ3tboON06FDRCtX0gndh1TaQGS/5qmpmHxXrOhPF49AV0AqXn0qsrPhe2jrp5kzwdnleVq3LiaQKo4fxyTP1QYid309e2JSrGLNGvhTusqULm1yys1FPw0ZgmBIQbXuCMiz9mleikTeBFRfbJB0fYJKZF4zQVQUgsuoKDPILl4cP/UxpH633ga9LZfTBiKPf0HaoLflciCftbVPvkP/rmLF0PboaDNPOBWkDQJbG+Q62OqLiUG6vhAnbbBd3+RkBL+zZ5t1DR2KICM3158nCy5Tptjr27kTQY2KatWwOOEK0ojsHqTJyQiKT5zwp7dtS1SrljtIy8hAcKeieHHcS998A+9XFf37g5MrSNu/H36sKipXRrDoCtKIqJIe0BOB76JF8AtW0aYNOLmuUVYWgjsVMTF4jk+b5nklCwYMcPdTUpLnKW7jZGuDPMNd/bR0KdGxYyan2rXdfrAXLsDXWec0dCg46WPvZ4wwWA0RIkSIEEREdOSrFCqRl0MnOnQ1M6dOxYRND5xE9Ro8uOCKq03JO38eE6WkJHNS+c03mITagrcpU6Aq1arlT9+2DWpekJJnUyddKvKSJVARXAFz5cpY3VZx9iyuRXKynRMRnbQFq1On2jnt2UP0/ff2NkyZgn7SFSJVndQ5LVgAxdV1jSpVIurSxZ+ekYFJuqufIhF3fW3bmqrXDz9gkh6kIutKnvRT//6mirxkCdHJk0QjRhjVxa5aThGKoisO7vNnnD/vKR/6hFPUjcOHsRigYvlyTGx1FWbfPkxAmbEYoHOKiiLasgWLBSqntWsxLmfO9JdZuBCT6qwsomXL/HmzZyOgWLPGH6hlZmL8E5mTXuF08CCRrmItWWLntGsXFiOITBVLJuJbt/oVH2aiDRvASQ8YliwB/8xMolWr/HkzZ9o5pad7nPR+kjYdPUr044/+vGXLoODqQdC+ffg8MxacVEg/bd2KNqro0QMLYK4g7dQpBCEqypbFwsrUqWZALWPfFSCtWWOOvQYNoM4XRkGdNctUhXv1Iipf3t2G48exyHe5nEQVdrVv40Y8z1Q0akTUvDlVdgWreXnm/RSkNuandJ8+bY7zsmXxXLFxEvXeVl9SEgJzfezVq0fUsmXBFdTkZHBKT/fnST+52mAbez9jhMFqiBAhQoQgIqLMN/5CRERlHnrAzJwyBZMz2S4nWLXKrXq5FNcgJW/WLOS7ArHatRHsqDhyBAFDkJLnCoJ69PC2agrWrcME3hWQliyJiYwKVXHVlDyaMcOtTk6dSlS/PqXr22WDVGQJClztS0hA0KxizRqouK42lCmD7W0uTrrqNWcOJu+ufqpVy+yno0fBydUGInde9+7m2Pv+e0wKXW0oWdLcdpqTQ/TNNxSpdRUVj+T6VbGZMzH2mjQxA5CUFG+btpp38iQmuvHxCPrPnDE5VahgTv6nTkWQcf48glDB2rUYe23bop8jEX8bSpXC+FInqXl5mOi2bYvtoFu2eHnz5mHy3rixObGdMgXbZYn8io+MPeGUluZvAxG2Atuu0dVX4/tUZW7rVrSrdWt8RlXm5H7St4SKMt62LQLk7du9vFmzMPaaNbO3oVo1f1uJvNcO4uPxU1Xm5HsrVnT3U0YGroUKURtTU021ceBABMYu9XLPHmzfVVGzJhbvXIEikRnQEOGeWbjQVBvj44muvNIeTA8fblfmSpQAJ72fiLAtPSbGHZzb1MaqVbF4F6Cgutp3xYYNCLpUdOiA/nUFaUGqsE1tFAXV1b69exFQq6hRA/0UxMmloC5ejGeGiiAF1aXelyiBhQBbP8nY+wVtBQ6D1RAhQoQIQUREVdetoKyYElRtiBa07NyJiZUrGLSpXvI+6KBBppK3cCEmwK5gy/KeIaWnY5Jqex80NRUr065Ax6ZO7tyJSb2rTHS0XcmbMgWBatmyJqczZ9zXyKa4BqnI06bh+1zXqFkzqCoqdu1CABfUT7riKurkgAH+9wyJPBXZtf02Ls58z1AUV1s/iTLuuuatWxPVqeNPD1KRRfUSpUPlNGUKgm+9nxYtIjpzhmJ++1v8/tZb/jZUrEg0bhzRihVYhFE5jRplBn3ffovJ4q23YiI8fbqXN2UKAp2RI5EuCuqePZgA33AD7g21Phl748djEWb1ao/T1KkYe/Juo2DZMkyAx4/36lDbUL480fXXQxE7eNDjNGsWONWt669PlPFbb0Vwryq8U6di2/eIEViEycpC+r59WOS5/npT8ZG6x4+H0rxihdlPvXr5g7TFixGo3HKLvw75/xVX4LtWr/Y4XbiAto4ciXdM1TbIawe33or+UvtJ7qeRI3HfCae9e6EIX389FnNcW0yPH/c4CcqVc6uNiYlutXH4cCwA6gqq3O+2ICg/tdH2DmrPnrh/XW04fhwLgCri4tBPtjJyD7oC2fXrMUZUNGwYqApHRSKmeh8dDU7Tp3v9pHIqV87dhpMn7Up3v34/XT81aoSx5xorNk5B7z/36IGxHtRP+i6LcuWIeve2c/q54nJOYfq//BeeBvzrQHgCa4iignAsXsTOnRwh4pwuluP/g052bd78kkejD2JX8c9/mnl33WU/rTYnh7lSJeYbbjDL/M//oL5588y8oUPhQamfwCu2Is8+a5b505/cnApjGXDnnXZOYiuin4LK7NlVzJ9vjsMRI+zWDidOwK7i8cfdnC6e7OpDixY4OVTHmjUo89FHZt5999ktOHJzYaty7bVmmf/+F/XNnWvmJSbiBFWbXUV0NE4p1RFkV9GhA6xNdEg/vf++mXf33TjN8/x5zilRkjPKlEW6WKXceCPsbIhwWi6zZ1cxezashIoXxym7zLBvqVED/aza7oityOOPM6emorzYI4n9y86d8BitXdu7Jq1a4SRetTyzZ5Xy/vueldDWrch76CHPrqJjR892R/pp7FjY2RB5tjsqJ7ElOXsW41CsUnJy/LYkMvaeeMK0EnrrLfy+bZtpJSRtOnPGb7sjnP72N8/GSuyRVPuXtm1xkq9wqlwZpx9v3owy77yDvG++we8zZpj2SGPHwm4nOxv9NXo00sWy6bHH/OWZ/fYvI0bgpFx97J4+je+xWT6JV65qJSTo3Bn2XDrkBOm33zbz5H4siI3VjBmoLzXVzBs3DtdEtRJixjgqXhxjXUeQ1UqHDnZrrm3bUObNN828xx83rYQucsqsXNm0fGL2xl5BLNQsNlaXIKdiq/ZIgq5dMf50bN3q7qeHH/Y/IxROXLOmndPs2ahPtUcSXH89/i7qJxOnpbk56c+IIgr6Ka1riGgQEW0nop1E9Kgl/34i2kJEG4loLhHVUfJuIqIfLv67Kb/vCoPVXwfCACFEUUE4Fi9iwgR30NK9O7z5dOzYgTJvvGHmPfEEJiEnTvjT5dj9pCSzzMKFqO/LL8283/wG3nc2y4eSJTG51fH++6hv/Xozr0cPBAY6gqwEguwRatWyWwnMmcNOyweFk28cXrgA+4/bbzfLiD3CypWXz2nnTnZaPgTZWNSvb7d8WLQI9f3732beTTfZbSzE8uHuu80yYmOxZo2Z16cPFkR0BFkBST8dOWJyql37kt3I/qvbcYSIT6/93rMb+fprfK5uXfiQMjPfcgtzXBw4CfcvvvCsgMSy6bbb8HtmJhZppJ8yMmCDNHkyPqfajYjVypo1WGRQ7UZ69fI+99xzHqd9+/C5l19GXuPGsBdiZn7hBeQdPMi8ZInXT5EIc8OGng3SzTd7nBQLj+++/dZvN6LakqicxNrpt7/F51R7o88+w+eWLvX66YUXvM81aoT2CKfDh7377uWXPbuRoUP9/XnsmPeM+OILj9OgQfjcxImevZFqgyT2RmIFJDZIFy541lorVpicevf2xl6Q1Uq/frBj0nHwoJ+7ipdeQp5ugxSJ+PtTRZDViow93YIryK5KLLgWLTLzBg7EtdWDc33sqXj+eeQdOmTmuWzFVqxAGd0GiZkPJCWhP1QbJGb0U35WaStWXD6nw4cxvnQbJGbwJDJtkIRT//5mulilffGFmTdpkt3+LTsb9+P48WaZL79Efd99Z+YNHmzaVTEH91MRwk8WrBJRMSLaRUT1iagEEW0goubaZ3oTUZmL/59MRF9c/H9FItp98WeFi/+vEPR9YbD660AYIIQoKgjHInCmQhXOi442g8GjRxHMPPOMWeiVV/BnZO9eM8+l5InqpfsZMsNjsEQJ09A8yKRdvDRt/ThsmF3JO3ECnJ580iyjKkQ6XIprkDp5112XlDyDk6Ii+8ahKDyixKkQhUdXDo4fB6ennjLLiOK6a9flcxIl7r33zLwHHnD3U8WKdmU8SHEdPtyuIovq9eijZpm//hX1bdli5qlKnIp161hVxn/8CxSVXUnX+pU8ZvgolioFjlWqQJljhgpVpQrURlGtvvkGeaKgzpjBPHKkv59GjoSqIiryE08gXX5/6ilTRX7tNa/f2rXzq8jx8VB9RLV66y2kS7+9846nAks/ye8nTmDsXX890mUsXn89bxTP31mzkKfuaBg1Cqqkzun0ab8Sp6qN0k+bNyNPFJ8tWzwOKqcuXUxle+1a7/564AE/J3lmnDnjV0xFbbz2WlNdnD4dv0+bZnIaPRq/Hz/uKa7M3v1le2aIKuxSGzt2NNPzU+ZUVVggSrf0m4qUFH+/qbjmGr/SLQhSUN95x99vKtq1Qz/p0PvNxsmmNqr9pmC9BIo2VdjFSXYkyP2lIuiZ4VK6xYPXpgrr6r1AfUbokLFnU4VdSreowjYPXlHvv//ezJs719zpU8TwUwarXYhopvL7Y0T0WMDn2xLRkov/H0dE7yl57xHRuKDvC4PVXwfCACFEUUE4FpkzDh7hCBEfrt3IzAwypHcprkHm7apCpEKUvMGDzTJiSP8//2Pm5WfeblPyRJ1ctcrM69fPU4hU6KqXiiB1UlHyfNDM233jcOJET6FTkZ4O1cumuAapkz16MLdsaabv3ctOFfnFF/mSQqdzatDA3k+i/Hz9tZnnUlwzMtwq8qef8iWFTkf//lA2XJxeecXM05TxSG4u50ZF8+nyFaHkqSry3LmoRxSwzz/38saPB5cJEzyFTuUyYYLJSVTJZ54xx54oraqSx+wp4lLmpZe8vGefBZcnn/QrP9I/Awfip6iOzJ4qLPWpOxjGj2eOi+NDgwZBhRSFTnYu3HEHFKFJk7wych/JWFm40MsTtVEUV1mI2L8fn33kEVP5kWfDQw95iqtwqlUL95GqDjN795G0QVXobrsNXCZM8KtZmZnot1tu8SupzMyffOK/RsuXm/2kI2jMSfBvUxtdCqqowp99ZuZd7CdDQZVngyjiKoTTsmVmnqp0qwhShV2c9B0JKkRtVO8jgSjd2vNuwcyZblU46NnQqxfz1Veb6TL21PtI4FK6mTGO+/Y105ct40vqvQ7ZjaH3k6j36n0k+Pxz1Ld4sZk3eDD+Pur9dOgQyjz/vFnmZ4CfMlgdTUQfKL/fSERvBXz+LSJ68uL/H5T/X/z9KSJ6MOj7wmD114EwQAhRVBCOReZdt93FTMS7HrS8M+h6z/DoUUwobYqrqgjpcK3Ky/trNiVPec/Qh+xst+IqipBNyRs1CoqQvip/6pT7/TN5z9D27qS8Z6hDU/J8EEXo4vtnl8ZhXh7eubrmGrPM1Klu9UTeM9T7qbCKUOfO3ruPKkQ9sfWTrk4KFOXOgChCNhX52mvxzqXeT0HvCarvGepo08ZQXA/XbcwRIpOTvGvcooWpnohKXLGi2U8jRyJd7ydRfBo3Nt99lLGlKnmCq69GMKGrXDK2GjSAIqni/vvRZiIoLwJRfJo08Y09Zr40trJjYz0VWTB0KPpB1EiBjK0WLdC/qiIk7zbGxEBVU9G+PZ4p+tiTsVW7tvku8l13oc26GilqfosW5ruPonRXrGgqd9dcg/4VJVwgz4AmTfyKK3PwM6B1a/sz4Pvv3feLvGtsUxtd76AW5hlQ2B0K6vvPKkS9V8eWwPWslrGnjy1mp9o4f/587xmgq43yDNDHFnNwP7n+/gS9K/zoo/iuU6f86UHP6qDnmuvvj/5Ot4ogBdWlCv8McLnBqna+vhU2N2a2fjAq6gYiak9EPQtSNioqaiIRTSQiqlatGi3QjwcP8YvD+fPnw34OUSQQjkWiplO+Jiaivb070z7lWhS7cIG6zZhBhxITaed33/nKVJ8+nZoy0+orr6Tz2vVr/c9/UvF69Wj1vn2+EyBLHj9OXdasoV0TJ9J+rUydjz+mulFRtKxyZcpW85ip8xdf0Pn4eNqk+TBesW4dtTl9mjY1aEAntPqavvceVSpblpZGIsRKXnR2NnWbNo2ODBhAP6iWIURUbfZsapabS2tq16ZzWn1t/vEPiqlXj1YfOOA7AbLU4cPUeeNG2jl5Mh1wcFpaoQLlaJw6/fvflNGmDX2/Zg0ReeOw/ObNFH/kCG1p0oSOafU1eeed/8fee4dZVV3v4+sOQ5MqXSmC9CJDH3rvZWDoRVE0GiyxJrZEo0ZNTGKMKSYaS4wfC70pKAoDqCgqCna6ivQ6DG3a3d8/1rxzdll7U3558huGu56H5+rec849+6x9zt1rv2u9L1UvV47ej8XMMZ08Sd3efJN2DR3q+Knmm29S83ic1tap44yp9YsvUul69ejjnTtZ1qbASh04QF3WrKHvpk2j7+0x/ec/Xj+lvvYaHW/blr4Ag22BVVq/ntoeOEBfNW5M++wx/fOfVP2CC5wxxXJzqdvrr9O+Xr1og+WnGm+/TS3y8ujTevXoiD33/v1vKlW/Pn28Y0fEEktEpXfvpi7r1tGWn/7UmHulevWlWt+xZufqqlWNMTVv355qZGTQ4ZQUWr9uXWF7UunS1C05mUocPOj4qWaTJtR87lzKL1OG3iMyxpTSqhVV/vxz2pmWRps0P5WpWZM6ExHl5zt+atCmDdV7+WU6edFFtGbPHmbTLbjfnatVozJbttC2q682/FSpXj1qWyDRsdryU9P27anWW2/RwQ4dCude4ZhKlaKSx47R140bG2Oq1bw5NXvjDcovXZreT06muNbXpkULqvT117R74EDa8O670f2uXp26EBEJfqqXkkKXPvccHa9dmz7S555SlFqzJpX94QfaOmiQ8S6q3KABtSlgU/6genXK1vqadehANd95hzJbtaJ1msxIUsmS1K1UKfZTkybGmGo0bkwtZs1iPyUluX5av552DR9OG7W5V6ZWLepMRFsef5y2T5hAutVv3ZouefllWr1gAeVWqhR1KEWpF19Mx59/nr5o0sQ4pmLdutQuN5e+fvxx2mvJezXp0IFqLFpE7y9dSqpUqWhMpUtTtzJlaPff/06bSpY0jqnVpAk1W7CAPnn2WTrauLHRl9K6NZV69VX62JJyKlWtGnUloq1PPEE/TJ5s9NVr3ZouffZZWj1rFuVUr26MqVPt2nTi+efpi6ZNjWMq169PbU6epC8ff5z2W0zhTdu3p+qLFtH7b79NSrv2WIkS1K1sWdr71FO0UWMkP3r0KH3dpAm1mDGDPv3HP+hIq1bG+Vq3aUNlXnmFPho82GAeL/TTH/9I2ydONI655LLLqP6LL9LquXMpt0oVc0x16tDJF16gz1u0MI6pWLcutcvLo6//+Efaa0mWNenYkWq8/jqtXrqU4rqfSpWK/KS1ExHVbNyYms+ZQ2v/9S/Ksu5f65QUKvPaa/SRxURf6Kc//5l+uPxyo69u69bU8Jln6IOZMym7Rg0qlnaqaJZOMw2YiPoT0TdEVENrS6QBJ0y0BJqVsKJi5/tczD16TOUTqf3Va7udYKuVGHhtFlPY2dYMtWlj1q/BUK8m1biirlDaxfcheaGaodGjXTRFqTA6qTO72ta2rTwmm8VUafPQh7aE0Ekwu77zjtt3KhZTCZlAvZrEYoq6QttCDLwWilxo+fmMmkgI0ltv8fkWLHD7UFdo+ynElAwU2UZcT5zg9tKl3WOQIXDLLW5fw4bcZ9er7dnD7VIaYojErFIlvkf2mED8pKe+wnr35j6bbCs3l31brZp7DBBPaUyNGzPKbI9p924+pnlz/5ikOsXKlXku22NCSqg0pr59/WMqUYJRUt+YpBRYoNI2KrZvn39M06f70VDfe+qTT/iYF15w+07Fqi2hjTbbsm6oFbbvK/gFQqzaUsZBhw4yqzbQRjBI62bXQ8NCdes6A7VtY8c6LL4ZGRlhtPFUdeuSn0LvKZvpGxZCUJcscTMOYHY9NOx0OBMkFt/UVPaVbXbd+jlkdJrI6unorH5MRI1jsViDWCxWiogmEpEhIBSLxdoWBKJpSqm9WtdbRDQwFotdGIvFLiSigQVtCUtYwhKWsCJguU/9g5KI6PiIgOZpjx5mOzRPffqg+fmylub8+ZEOnW7ffcc6fOnp8jFJSax5p5tSkUZjuXJm3+rVrKnn0/MsX561KnU7cYK1GEeN4u/TDbqTkn7p/PmsO2lrnkJ30qdRSiSPad48vjYdnSFizdMDB/zXULmyq3kK3UnJT0uWsO6kdH3z5rGfLISBvv+e6NNPZT8tWMDf4fNTv36s/6fbmjWMFPquoVw51hW1x7RkCR9j+wlzz3ePmjfncel24ABfZnY25WYdNfuOFvx/VpY7JvR9/73Zt2EDfx454l4D2vbsMduzs3lcOTmsm6gb/v+odW16m4aKExHrw+blcX9urny+Q4fc82VlcTrcpk1mO7Ij7PugX8Phw2b7yZOsGZmbS7R/v9m3bRt/SvcI37F1q9m+fz/7FufUDd9ta4kq5T8f/JSZ6V4Drsv2BRHP/Q8+YA1c3dq1I6pTx9SKhaWlsY/fspa/JUrw86Jr8ML6MfPgUQAAIABJREFU9uX3lHS+UaPY51YGA9WowfrU8+a5x+AZ82mQfvhhpCsMa9aMnxfpGtLT2Q+6Xi0RUXIyj+n1110/DRjg6grr17B7N2uX6lapEmuGzp/P/tQN2su+eyT5qXVr1nL23YfcXP4d0A3arkuWuNquffrwe813j3btcsdUtSpR9+7yfcCYfLqquq4wrGlT9pV0DcXEThmsKqXyiOgm4iDzGyKaqZT6KhaLPRSLxbC6+QMRlSeiWbFYbF0sFltYcOxBIvoNccD7MRE9VNCWsIQlLGEJKwJW9uWXiIio7m8fMDvy8liAfsQIXoDo9vbbvBiVgoIFC4guuoiofXuz/fBhouXL+QfcDpzwI+sLMrp1I9LT0IiIPv+cAwXfNZQqRTR4sNkej/MiZdAgotKl3TEdP+4PmOvU4QWpbgcOEL37bjgg9QXMHToQ1a5ttn/1FdHmzf5rKF2ar103+GnYMCIrLZCWLeMx+a6vRg2i1FSzPeQnLKB8furalahmTXdMW7f670NyMpGV8kbxOPcNHkykpQUWjunYMf89ql3bnXuHDhGtXClfw6JFRMQ1Sz8+/Eezb8kSoooV+X7oC+Wvv44CTnvRO38+ByHbtxNt2RK15+fzeSpX5oW8bsuXR8FKwfUU2sKF7PdPPuFxwzIzidav53luXwP+/+RJnp+6LV7MG1DLlvF9hn37LdHu3aRiMXfRu3Ahz4UffzTHFI8TrVjBi/UlS8xjli2LxmSPd8EC3oj45BMzAM7M5E2rsmXdxTrOcfIk+9Iek+SngjFRLOaeb8EC9tPOnUQbN5pjWr6c75F93UQ895Vy/RSLcd9bb5l+IuLApEoVf4B05AjfR93KlOH5v2CB6SciouHD+dp9AdIXX5h+IiKqX58DNV+gSOQfU0aGG9SnpvKz7ruGw4fdMV1wAQesCxe6gefQoTwm3/Vt2sT+1K12baJOneTgPD2dv8M+XyzGAeHbb7t+6tKFf2d813D0KM8N3UqX5mtfsICfcd2GDeP3m3R9o0bJfqpbl39nQn6S5tGoUXy/pU2o4mCnA7/+L/8l0oDPDzvfUy8TVnTsfJ6L8bw8FS9RQsVr1nQ7Qwy8uvaibiGmwxAjpY9lE6zCjz/u9oW0NHXtRd107UVpTCGWzZtuco/597/5fD5WYYmtdudOUdMvIyPD1J20x1S/fqQ7qZvFKmzYNdfIrMLQnbz6aveYkJ9stlpYiFU4xIbqY9mEn/7v/9w+H8tmiFUYY9KZXWGDB6v8+vWZDfsSjQ0bLJsjR/KnzoaNMbVvbxKbgNG6Vy933iL1dexYd95Ce7FePdPH2dk81kGD+Ng5c6I+sKEOGODKXfTrx0RONhs2tBfHjXNTbX/3O6WI1KGWLV0fX3YZk+0QmWzY8NOIEa6mMnQ/bU1lvCPS0vhYnZEYup/DhpmMxEoxw2y9ejwm3cchP4EhuFMnU38Y74iePd15C4bXsWPleRtiLQeDtO4nmI+1/HTmrfQs9usna7tu28bHSMzE993H6af79rljstmwYdDqlVh8r71Wfr9gTNAV1u3ZZ10/waz3S+Fvc4jFFz6W9GptNmxYyE9gW5Z+23zarmDxff99t2/AAJMNGxbyE5i+pd+2xo1lBmnMW+mdWYSN/otpwAlLWMISlrBiaNv/+QLF8vPpu9Rebuf8+by7P3Cg2Q4kb+hQF8nLyODdal9a50UX8U64bvv2MfrjQ0iJ/Khcly4ukvfNN4xO+q6hZEne8ZbGNHw4I1W6LV3K6YW+65OQPKAKvutWimj0aLdv/nyizp2JatUy2z//nFOlfWhiqVIu4pqfz2MaMsRFkVesYDTnTPx04ADRqlXyNWCn33ePUlP5nLpt3MhISZqQfj5vHiMStp/y8/m7hg1z/fTOO4wi+1Dfiy4i6tjRbM/KIlq+nJJGj6bMStWo+g9bSAEdwdy77TZOA9TRkXnz2E/jxhGtXRsRbn35JaPIkycTXXaZiY4sWMBz75ZbTGROR/vHjOFxAG1csYIRrZ/+lJE5+xpq1SKaNo2foQ8+4PZDh/i4MWMYxcJ8I4r8dPvtLoq1YAFR+/a0r29fRo6BNm7ezAjQpElEbdqY1zB/Pvvp1lvZN0Ai4aehQ3mOIWuBiJGpY8eIrruOqFo1E5mbP5+RrWuvNdHGY8f4vowcyfNZRxtP5adOnYjGj+dnCOnHeEdMmkTUtq17H0qU4DER+dHGZcvcNOaePV0/wUaOJDp4kNP5dStbln2v+wk2dCjfXwllS0/n58dGG+vXd/0ES0vj+2YjxvqY7HTz1FTOwPCl2mZl8XvfHtPgwXyMjQqPGOH6CTZyJM+9zZvN9jp1OBPFdw1ELtoYi/E9WrbMRYVP5afMTBe9B9K9cKE7piFD+Nn2ocx41+lWvz7Pvblz5WsIofcS0t2pE78Pimsq8OlEtP/Lfwlk9fyw8xnNSljRsvN5Lm5v1UHFidTBj9eZHaejD6ojIjCPXl5wp/355/l8kj5or16yPuj33/uRvFPpg0qkLiCx+W/rg/p22gVdw9XYnZfG9OtfG/qgxpguvTSMiEhajdOnM7p1/Lg8JslPIRS5b18Zcf3xRz7m0Ufdvt//nvu2bXPH1KiRjB6E5p4PcYWmpoSIzJzJ51u5Um0ZNUkpIvX9EwWkVwMG8HXE4yxJgnkIdPKxx5gERSc20ZHxX/0qQrF0RMTWolyzhs/x4ovu+HQ/6fNQz2DIzGRipttu42NeeonPsWZNhGKtWxeNCRrCuhbl7t2FaP9qoJuYh7qf9GwGe0x16kQIqq6p+c47/N/z53OfjsbpGRo62n/8OI8P83D2bD7H8uWRXu2aNdw3cGDkp549owwNHY3btIn/+8knue+RR6J3hJ2h0bw5o5YhPWHo1b72mtuHMdnzMCvL9JNup8rQkBBUzEMJbQQyJ2Vo1KnDKLRtIY1koOT2ez2ENmIeSqiw7ifdgDYWoPfGbzOyGaT3epMmPLdtwzyU3oFnk0kTytAYNCiah7rhHSjp1T70kB+9v+SSsF6tNPeQoQE94XPA6L+ls/q//pcIVs8PO58DhIQVLTuf52J2cil1tGw5tyPEwBtidq1Vy9UzVCpigZS0AUeMkFmFwcB7333uMSF90NTUM9cHvflmvz6oj9kSOnrSmMaPl7UBAzquG2+8kc/n03Ds3t0/JomJ9c47XX1QpcJ+goajpA04ahQvdH3szxIDL9g6dX1QWOfOrj6oUpEupcaUXGhgVbXnXl4eM99OmuQeE2J/njKFGZZzc9XhdV+qOJHa3qJd5CcwJYMVePNml1W4eXMO1pUymZI//pj/7t//dllVdT3ae++NUmgxjsmTXT/pTKrQD4U+6LBhHADH46aGI4LQBx5w2Z/BDrtpEzOjEim1fj2/D9u1i5hUdT/pWsjQ2sSYfvaziJn7jjsipljo1U6b5uqH6izWS5fyf4P9WR/H5MmFfiqcb/fcE40JTLG6vqbNqtqiBaeZKsXvh06d+L/BDvvss/w+IWIfK8XjKFXKZbwNaYaGniHdT7qF2MZD7LAdOvD7zja8FyQdVPjJ96674gr3mNdfN+ebbuPHs0/PRrNaYibWNKuN32a8F6Qxhd51p9KrlfyUlnbmerVgUJfedb7fpNC7Tn+edAvNPTATv/6621dELRGsJqxI2/kcICSsaNn5Ohd3zWNphK3dhR3pX/+aF09795rtQPKkOqAQkudDJ7OyeNGu19XBXnhBeRHXfv1kyYkdO/iYhx92+0J1QD4UGYirVNt09dVuXZ1SjD5UqMD1orYBbRB25g+lpMhow9atyqkVhPlqXJXietn+/d32kJ/OBm2wkS7dfGgD/PSb3/jHJKENvrrdVav4fDNmuH3XXSej/UDypk0rbMqpUEnFS5VyUSG9vsxGkRFsIuh57LHoemvXZukgoP0//sh9OpLfsiVnEMCAEAPpQn21juTbc++55/hvV682EUmlOOhs25b9raP9Ooo1fHhhEGXUTn/2meknvV7zN79RBtKFMc2a5dYKTp7MQTgQScw9fV7deCP/97Fj3AcfvPee46fCek0gXatXm2P6/e/dmnH4CQEC0H4dxQKK/N133IfrleaVD20EKjx9unsM/PTpp26fL4sECOrvfuf26QixbqeTRSLVuE+dqtSFF7p1tUDypTFhXsEHuvXvL9drosYdz4puWl2t8dscqkENcRHg+bfRRvhJ4leAn87mt0dCUH/7W+6T6mp9WSTgjJCQ7muuCf/2/OQn7jFF1BLBasKKtJ2vAULCip6dr3Pxu679lCJSuxcJO8spKYW724aFdoJ9KERox15P77Nt5Mgz393++9/5fJLuXkqKUt26ue1r1yovihzSca1eXUby3nyTz7dwodsHzVNBxzV+Kh1XCXFt317WPIXu3l//6vYB9ToTHdd581QhAmabjoDplpnJ3/Pzn7vHwE8SCtG27dnruNpzL4QiA4VYtMgcCxHPE1sfsU0bRkdsDWHoa06Zohy0/4YbOMDs2NFEVvBMjBihjPRUpSLEfuxY10/QAbZR5L17eYE/YYJy0KLHHuO24cMZZdLR/pQUvtdlyhTqrmZkZETI3KRJrp/wnKekmNqcmD9DhyoHAUO69aRJLgI2ciQj9nXrMnoPw3M+frzrJ6CNAwe6fmrXju91crL5joCfrrjCfUfcfDPfgy5d2M+w0HMOtFHSQfXpa8JPUrYI0PstW9y+9u1lHVToNYd0UH3P+eTJ7jEhXW3fcx7SQQ095+3ayWOCn55/3v1t9v3GhHRQkVkhoY2CtqtSKvKT9D4+m6yekA6qDxUO+SmU1TNhgpzVU0QtEawmrEjb+RogJKzo2fk6F+MVK6r80mXcjhCSF6ob8rFJgnlRYhW+/HKZIROIy89+5h4TqhvyMWRiTBKrMGoLJRT5kktkxDVUs3bttfJOPsZ0443uMaeq25UQ1xDiUsDsqr7/3h1TgwZyHd7Z1u3aSB5sxgw+37vvun39+jHqdSYMmagt9NXtSmP68EM+n8SQKfgpXoA6x5OS3DE9+CCfi8isLQQyX62ai7i89VZ0jI32X3klzwci9iXs+HFur1jRRZGAYhO5dbu9e7OPbMQFqa2lS/OYdUMtNBEjuargfQgUq2pV10+Y+xIyNm0af4+NjCOD4sIL3dpCzH0izqbQrV8/HpP9PKEetWRJF+0D4mu/I+Cn6tXdmnGgWEiZ1s2HYoXqNW3EVze9Vlg3MJ//6U9u329+4882aNJERuaQQSGhjUDmbVQYfirYuDBMr4W2Ta8b1g31mlKmC35LkG2gj6kg08X5bQ5lUIAvwX7vhjJdQtwCvXvLdfghvgQfgqqUn/kcLL4vveT2+fwU4ksIMRMXQUsEqwkr0na+BggJK3p2Xs5FIKS9e7t9ISSvQ4eo1ks3pAs++6zbd9NNZnofDLVsV17pHgMkb9kyt2/cOBm12L/fXzv5+ON8vq1b3b5Wrcw0THtMEuIK1MJXyzZhgnvM3Ln+MY0YoU7UrHlmdbtAl7791u3r2JF9ZVsInQS6ZKPIobpdu3ZSt0mTXEkVpSI/3XOPewzm3ubNbp+vbhdzWapFvvtu/q6DB832gJ+ySyTz+d5+2+wA2njhha6ffvpT7rvjDutk2XxPifg6dcMcl+SN+nHWg5PBcPAgBy0lSrh1u7h3EilLvXpKRJdQm16hQqGfCt+HN9zAfTYhUF4eBwVEbs0h5oOUJtmnjxLRpb17o0DRllR58knukzYiGjVSDoqsVFRLW6mS+464/nrus4Ox3Fxe/BO5kioYk1TbOG6cXK9p19LqBmROem5btWLyIdtCc/xsatOBCkt13D4OAb1W2LZQbXpqqinvBAMq/Pe/u30FNd2r3njDbNdrum1DpoR9jFJc3ym9i4AK28+tUpGfpFrhtm2jmm7dQLgmjemee/j+HThgtufn8+/Z6NHuMSE/pafLHAIhpLsI2ukGqwnpmoQlLGEJO89sx70PEhFRzrU/dTvnzydq1YqoUSOzfft2ok8+keVO5s5lOQJbhiQeZ3mAQYNYEF63lStZ4sUnx3LhhUQ9epjt2dlES5ZE8ge6LVrEkhmSJMy8eUQpKUQNGpjtmzez3IhP7iQpib9LN6W4r29foooVzb7332cZEd81VKnCsgm6HT1KtHQp7e/enaUJ7DHF4/7ra9aMqGlTs/2HH4g+/pilS2zz+QljGjiQqFw5s+/dd1lyw+enihWJ+vQx27OzWR5j5EiWAdHt9dfZT9L55s5lyZeGDc32bduI1q/3X0MsJkvgLFhA1KsXzyXdAn7KqXQhKSI6kFzW7Lj0Uv6eChVcP1Wtan7CSpVinycluX5q1ow/q1Rxrxvz6pJLzPbKlVmGqEwZovLlzb46dcxjdatenT8vu8y9hliMr8H2E+5ZtWpme4kSfA+Skojq1TP7mjThzwoV3GvAvalf3722smV53tnfdfHF/Fm5snu+SpX4s3Fjs71Bg8hP9juiRg3zWmDJyfwdSUlELVuaff368bX5ZEn27CH68EOzvXJlPm7ePH62dMOzLMmmpKcTvfcez03dWrbk+eeTbsnLI1q82GxPSuLnb8kSlt6yx1S+vHwNY8bwO2TtWrO9ShV+liQZHfwm+O7R2rV8Tt2aN+dnQpJuGT2aKDubqqxZY7aXKMHv4zfeIMrJMfv69GGf++7rvn1Eq1eb7ZUqnZ2fRo5kqag9e8x2vI999yE/n69dt6Qk/q4335T9VKGCX97mxx9dP1WqxPdCGtM5bIlgNWEJS1jCzjOrsGIZ5SWVoJITxpkdBw74NU/xoy0FQfPmcWCJRTHsk0+IduyQg4x583iROmCA2Q7N02HDXB3Xd97h4M4XMNerR9Sundm+Zw8HJ75rIPIHg926uWOCRqN0zNy5HEwMGWK25+bymEaM4IWxbm++SZSdTfu6d5evoW5d1uPTLaTjioWSL2Du3j1atMM+/ZQXk75gsEwZv47r0KGy5mlWlj9ghm6ibnv38kLddw1E/vGmprratN98w/+k+xDw0wXZxylGREd+9wez7+23efG3Y4ercfjNN7zoXL/ebD9yhMcVj/NzpdvSpfy5bZu7qITG6apVZvv69UQnT7Lu6DffmH0ffMBB2oYNZns8HgUK+E7Y8uX83Tt38jl1++ILHtMXX5jt+/fzMxWPs4albm+9xZ9btvD80O277/jT1hn95htepB89Gumgwt5/n8dk627m5fF3EHEwptuyZdGYDh1yv0saU2am30/QDNW1XWHQmvYFJ5s3E331ldlety5rYkoByJgx/B12QBjSdsXc910DNGp1K1OG36/z57t+GjGCg0Lp+kaNMjV4YRdfzNfhCxSJ5DGlp/N77OBBs69rV6IaNai6Pf9xDZIOaunS7I+FC90xDR7M7yjf9W3d6s6JkJ9GjeI5Zuugoi8jg9/RurVvz5rc0jWMHs06xPbzGfLT8OFhP23e7L4jzmU7Hfj1f/kvkQZ8fth5mXqZsCJp59tczNr2vYoTqZ0NhVQ96P198onb17OnXGuFmjidJAaGNEwp9QlMqbaFaienTZNreI4c4VqrW291j3n6aT7f55+7fWBKtS1U4xqqtapbV65xtWU5dCuQT1lhkxcdPcoppFLdLmqtfBqGkp82buRjnnjC7fvlLyP5FHtMPqbkkN7ftGkyq3CI/RnyKXYaJsZ0pkypNlvt6YypQBM0N5akMstXNvumTuV0WbsOEHW7zZu77LBgSi1Vyq0v69WLnwEikx1282Zua9zYrb++/35OC7frAFG326SJcmrmULdbvbpbA3v11XztWk15RkZGNPdatHDrNVFjesEFLuto377RmPRa5Z07ua1hQ5cdVq8x1Z831IxjTHq9Jt4RF1/sMl5ffXWUpvyf/0TtqF1s1sytbcTzJPlJqXC9po/xeteuQu1ax1BTrtcqY8w+tvWzqdfMzubnUGdShqGmfOVKt+9ULL6hek17TEqZskG6ffQRH/Pvf7t9112n8sqU8df+h+o133vP7Rs6lOv17TFB3unXv3aPOZva/xAzsc14DcvJ4fKCqVPdY0BOVlBTbpjPTyFt1yJmlEgDTljCEpawhNm2575HKEZE2ZdPdTvnz2fUS0In333Xj9YR+ZHLPn3cVEcgrj5Es3RpF8nLy+Pd+REjuF+3JUs49dR3fQ0bcmqzbrt3MxolXQNQAAnJmzOHqEsX3iW3x7R9ux9NLFfORZFzcjgtNi2NlJ2GuXQpo2g+lLtWLd751w1+8qHfRH4/9ezppkd+9lkYcS1Z0kUndT/ZiOup/FS/Pqdr67Zvnx9xhZ98KHeXLlEqKQwosu8aypalfZc2owpHD1P8h+3RmBYt4u+pVctER5YtY/RqyhRGk3W0cc4coosuYnRk3rwImdu7l/00YQIjffr58N9TphB9+y3/0/u6d3dRrC+/ZHRoyhT+fx1lmzOH0fyJE/nagPjAT2lp/HzqCM2bb/LcmzKFkbwVK8xrqFePkZ0FCyLE58ABRrsmTnRRrIUL+XPSJEblvv466oOf2rTha4V99hnR998TXX65eQ5cQ5kyfP9WrIgQ1Px8/rsRI9jv+jVkZLB/Jk1iFFdHG+fOlf0EGzaMUawQgqqPiYjnSZcuMvKFuWyfLxbjZ1f3E6xrV06TltJwR43iMdlId6lSfO0LF7K/dRsyhN+jvlRg209EnJbetq0/HZnI9BMsPZ2zBA4cMNs7dODfG881lDh5kjMadLvgAkZKJT8NGRJGurdtI/r8c7O9Zk3OoAmhwrYP4ad33nH9lJrK5/TdoxMn3DGVLMnP06JFnIVjj6l0aT8Sv3Gji97Xrs2/DdI1nKt2OhHt//JfAlk9P+x8Q7MSVnTtfJuL+6tdpPIppvJOWOhkiK0W6OS6dW5fp04yXf/XX6szJpvQNQ9tK0C9RFZhH10/yCYk+ZR//tOPuPqQPDB2Smy1IRT5ootkohOwxS5c6M5Dn+bhsWOMakkMvM884/dT584y0QmQ8b/8xe2D5qHElOzTcQz5yUe6lJnJqJZN5qNUWJvSx/4MP0mM1tDbtFHk/HxG6tLTVT4kN4Bq64zWP/0po5HHj3Mf2GKPHOFPsI7CTzfc4LKO6ihyz54m23PXriyfYqPGQFz/9CcXmdP1dps3Z4RTqQipGzQoYh0FM7I+Jk1fNyMjoxDtV1lZJtuzjoy/9pqJoL74Iv//Rx8xilWg26qUYgbgxo0Z5dbRRp153EbCf/nLaO7p+ppAxtPSItQYTKorV/L/z5zJ911HseC3zEwTbQz5STefvubOnTwmSTP4D3/g80nEbi1bygR3p2KHlTIWoBks6WvOmsXnk37nhg+XyZSACj/4oHsM5pqdsaCUX9v544/5Gmy2Z6X4GZOI3bKzVU758jw3bQPbsuSnQYN4vthj2rPHj6BCNkgidmvVSpZxC/nJp+0KUkFpTCDgk+TB0tJkMqWQn6DtLDETFyGjBBtwwoqynW8BQsKKrp1XczErS8WJ1P6LL3H78GNps6AqxdIE0gIAC+rf/tY9BoL1drqsUhxgYEGtW4hV+PrreVFpp1CFJCSw+JQkJAYPlscU0kL0LT7jcV6MSwu1UFrY9OmFgY8xD0NpYdBClBY1gwZxcHImEhK+lESlOGCX2EnBKvzMM24ftEVtP4UkJBD4rFrl9g0fzhsYEjtpcrJSd93lHhMKEnxzD4HPf/7Di/+kJBWvW5f7dEZrXUfX1uGcPJnZSnNzTT/ZrKNDhkQpiWC83bAhCnwQzHXowGyqSnFAR8TyPvYGQ7t2ETupHozjeXrmGSMYV0qZKYlgvF28WK1YutQM5saOjdi3oYuckRFtMNx+O/+driGsB+Ngf4bmabdukZYpxrR1a8QOC7bgFi2iYA7awJmZkQ7nCy9EYwKT6m23cTB95Ei0aTJvHvupRo1Ih1OXzNKDBHtMuoVYfLt0kTeC9A0G23wbQSiR0DVnYdDXlLRdJ06UN+xCqfdI6ZbKPrp3ZwZu22w/6Xb33fxM2uzbKJFIS3OPCZR97BowgN+DtmQWnifJT//4B5/vyy9Pf0whySzIO+3ebbaH/ARtV4mZ+PLLeSPIJ9cmbRajPOejj+QxtW7ttoc2i4uQJYLVhBVpO68ChIQVaTuv5iLqLSWxc6Ap9sLg4MFTyzBIAun6Qls30Pv/9a9uHxZwtpYmZBjGjHGPCcmn6Att3UKSBSHN086d5RpXyGU89ZTbB5mbw4fdMV10UeGYjHkY0qadPFle7ITkMiBz8/XXbl9qqixzc7YLbW1Mhr3xhn8BN2GCjLiGdB9feMG/gOvSRfYTFnDSQvuuu4yF9qF6l6o4kTq5/wCjGliU6nWAqCNE3a6OYtl+Atp46JA596AZ+uij0UIbMjfY8NmxwwzylIrqAO06Qj2YszWEEaAeOWIGedpGwrrHHuPjFy3iPl3XGO8IfUwNGjAqptcR7tkTbfjgeYI2LWSktmxxa8abNeMxffutGYxD2/XVV936an0Tq0EDpYYN43Zs+FxxRYS4ot5Tl5GyxzRsmLw5go25Rx915w7umV3bqBRv+EjI3KnkviS08cQJ/4ZPSNfYJ0ezbx/fy1/+0j0mhDbCT7bZSLduPgQ1N5fvvyBH8wXQdmkDdehQ2U87dvg35kISZm3ayHI069fzMZJsEMaUlWW243mSkG5sYi1f7vbpGz66hWSDfFJz8Ti/57ZscY8pQpYIVhNWpO28ChASVqTtfJqLec2a82vfTlU9eZLTyK6+2j0I6X0ffuj2+QTuIZwuEd+ciohDSo3DYvWVV9w+H5kPhNOnT3ePAfGNRMQxYgSjAPYiCEGFtAhCapxOAqNUlC4rEaZYaZnGPPQt7EJ+AgmMRLrUr5+s5xlCXHXUy7bmzWU/vf++30/XXOMSEGFMvoUdgj+JXMSXwhgaU4gcq0kTAxnf8rM7lSJS28dfwcfoJDAIRG+6KULylOJFa5kyHLTZfnr2WT4PAlAIlIc0AAAgAElEQVQd7U9NZXR04ECTrAco1mOP8fx64IHoGARtOB82jHQCKdtPy5dHAZeeEqwUo8NVq6odw4aZKYzYrPr5z12yHqSdY8GsBxVIb7aDP6T+3ncff+rps0j9/dWvzHeEjozaZD0gL/vzn/lT1xCeOpXTLm+80QwqgGJNn+76CWnn0maVTzMU5GVSKj2QOXsDDiQ9CK51A9o4a5bbV+AnZ7MKqHBoA05CUPv0kdObgTZKZEp6irZuoc0qzD2JOO/qq10iL6XUyjff9Jc8wE/SmHwlDyHivIce4j7fO1wqeYCfZs50+yZOjLIsdAN5mYR0/+c//t/aU5FePfaYe8w5YIlgNWFF2s6nACFhRdvOl7mYn52j8mIxlVmlhtsJ8XEJ9UpLk3d7kS4robR6aqNtnTrJSB5QLwlxve02XohlZprtubmcznf55e4xCxbw+d56y+0bP15OmQvVToZE4lNSwrvyUrrsnXdyEHDokFJKm4f5+YzkSSlzIT+NGsVome0npGFKu/KozfzqK7fPlzIXQidvv132U14eL9yQLqtbCHG1US9YyE9//avfT+3a8ULWNgSFGjJ+8sBBFSdSWRUquTWuCKKrV1dq5EjzXCNH8jXbY9q3j5+XZs1ctP/3v+e/T07meQFDenmLFty/fn3UBwS1SROz5lUpRqJLlnSfJ6BYzZu7aH9Bim9OhQr8fOg2YADPLSKT0RpMqikpHMjqWRkIHkuWdP3Uti0Havbc+/RTbqtfn98Tuk2fzgGmHRTm5PB3t2njBoXz5/PfV6vm+mn0aH53EPFzBcPzcu+9yjH4SdrA8THeImVeD6Jhd9zhf1709HLdgMwtW+b2DRkilzZg7kkIauh5ad9efl6ACktjmj6dA0zUdMMw96R3NbJjrPTmjIwMzo6pVevM3mvw07Ztbl9KCr/bbPviCz7mH/9w+37xC+NdXWjw04QJ7jFImZf8lJYmb7RhY0gqbXjqKf+7ukMH93k5RywRrCasSNv5EiAkrOjb+TIXt/2OF49bxl7hdoJgxUa9kIYpyaeEiG969+bFm20h1CskNeIjXQqly151FaMqNuKKGtdrr3WPQY2rhLj26iWPCemy0m79Aw/I9U4IQgYOLGwqnId67aRtQJFtP2G3/qab3GNQ74Q0TN18u/Ug7pDISEJ+ql9fRopWrFBeBOInP5ERV6TbSmQkISKcs0GKPGM6ULWWihOpeK9e5t9nZUXBoJ3yiPtdrpw7pp49+b7ashsghJKQ8Tvv5GN0wiKl+L8RQOqIq1JR2quEIk+bxuezkaKjRzlwQrqtbiBYK1vWDUK6duWg4QrrvQLER/IT7nejRmY7ahuJ3Dp41KBKWRlTpvA1dOtmth8/zu8vyU9Ib77gAtdPyESwn4sQcVdI/qlBA05btQ3yT/b9Vsr/XJwOwZpEGud7J+tp6LYBtbdJekISO2+/zcfMm+f24Z1sl5p4eAcyMjLCWTD9+snvr5CfQki39U4utBCZ0rXXymRKOnGXbShhkND7AQPkMYWIvELZSkXcTjdYTUjXJCxhCUvYeWClnn+OFBFVfeBXZkdurl8SZvFilhrxybHUr8+SE7rt388yBZI0CGQXJBmS2bNZnsGWGlm7liUsfNdQtqwsc7NwIcsB2PIpy5ezzIPvGi66iCUndIPUyJlKwsydy7IINWua7V9/TbRpkyy5Mns2SxmMGGG2h/wEqRHpns+dywL37dub7YcOsexHejpLMdhjUopo7Fj5+iQ/ffYZ0Xff+a+hdGlX5iY/n8c0bJg7phUriDIz/X66+GKizp3N9n37WD7lbKR7Ond2xnSsSzeKEdHBCyqbf1++PN9TIr523TDG+vXdMTVpwvfV9sWllxJVqsR+t+WIBg/mY5o1M/0UixE1bsz/PXSoeUy3bixXU7WqK7HUti2fr2lTs71cOaJ69UjhO3VLS4vGVLas2deyJfuxRw+z/ZJLiCpX5jHZfurXjz8bNjTb9TH172/29erFY6pSJbr3sM6d+Rrsd1HZsiyzQ+TeI7wzLrnE9dOYMUQbNrjSLZdeyrJes2eTY6NG8TW8/ro7pvR0ljk5csTs69KFJW58siRZWbJ0y5AhsnTLyJEshSRdX3o6j2fjRrO9Th2ec75rIPJL7LzzTiQbBOvVi+ed7xoOHzalkIhYhmjoUP4eSCHBhg3jd7h0fWPHytItl17K89x3DUq5Ejvw0/Ll7pg6deJ3g+8eHT3q99Pcue6Yhg93Jav069u4keibb8x2/C5J14B3rtRXTCwRrCYsYQlLWDE3lZ9PNTZ/TVnlK1Ollk3MTugUSoHJ3LlE1auztqNuR47wj/Po0W6gs2gRL6J8wVuTJkTNm5vtmzcTrV8vX8OcOaxxaAdv8Tj/2A8ZwgsD3VatIjp40B+YVKhA1Lev2X70KOuAjhnDCwnd5s/n7/MFzG3bEjVoYLZv2cKafiFtWlvHVSleYA0YwAt93Vau5DFJ1zBnDi8Q7YDh6FGit96SA9LXX+eg3hcMNm3KgYg9pvXr/fehRIkosNHHNG8eBwfly5t9q1dzgOm7hvLliQYOdMe0ZAnfV9tPCxaE/dS6NVGjRmb799+z9qpwDTVacuBUccu3ZodSUeCxZYvZ98UX/HnwIP+dblgE//ij2X78OP/LzSXaudPs27OHP+1AR2/7/nt3THl5fK+ys82+Xbv409a8VIooM5NiRO7i/7vv/NeQmcmf9gL/2DH+l5sbfScM2rEHD7rng27lt9Y937PHPyac5/hxd0y4LjtIC/lp1Ch+XnzByYcfuj5s354DY1+AlJPDm3+6JSXxdy1ezPqbuvXtyxsYviBt925+fnSrUYP1kn3BNJEcII0ezTrRP/xgtjdtStSihf8+QH9Yt5Il+bsWLnT9NGAAv6t917B3L2tf61axIh83d67fT7o+L2zsWPbT9u1me+vW/K72BYp5eURvvGG2JyVx35tv8pzWrU8fflf7rkHyU7Vq7CfpvuI3wafP+9lnrBerW5MmrCNejIPV/9/Tfu1/iTTg88POl9TLhBV9Ox/m4vd/5jS+rcPHuZ3XXWfqRsJC6bKvvupPzRoxQmZpRI2rVAsG+RSbTTMkCWPrRuoGqRGJebJaNbnGaOZMPp9E5uOT7gHzZEhjUaqbEmrBMjIyojrE5593j7H1PWEhSZgQQVF6ulzjCj9J9W1gPf3uO7fPJwkDjUWdoAimS43oBj9JNXvwk/Tc6pIwuiGt2U6XVSqqrdy40e3r0IHTfZOSzLpZ+CkWc+fz9ddH6bR6fVl2NqdAVq/OtbO6zZsXpbjaJD3jx3M6oV1jCj+VLctpsLqhZk+qBW7Zkuu1bfKXgjrE/BIl3BrTO+/k77LHhDrEypXdOkDMPSJXPmPYME7xTkoy02YxpgoVXEkQ1FcTRUzFsPbtmfm3Th1zPq9dy3+flGTWAivF7wikcuu1wLBu3eSabcgGPfmk24eabZv5GwRRdi2wUhFBlF4LDIPEjp02e+SInyUbzN9SbWP79jJDe2hMIa1lnxzNkiWyn5TiWmGJoV2oQy/8bQ6VnPToIWtiY0x//rPb5+NAsKWQdEPJyZw5bh80sc/ET6gVlhjaO3d23xFKhUtOfBI7RdwoUbOasKJs50OAkLBzw86HuZjXKVXFiVTmekt7LkQQAYIiSRJm3DiZ9CL044x6qs8+c/s6dFCqY0e3/VSkFyVLuqQXIf07LDgkRkof6RJIL+zFrlJhgiJblgOG2kmLvTEjIyPSKbTZmm2dSN1CBEWTJnFQYo8JbKhSPRX8tG6d29exY5gcS9L0u+ceruWzxxSqcUV9orQw9MncQBLm5z93j/nnP5W3lq9XL5egSKlC5tC8zp2VIlJ7/qAt5O++O6qR1OtjIbE0dKhyarPfeovbpk3jT52kB4vdFi34emCoe0tPV07NHPyUluayYaem8tyzWZYhCXP11W7AXxCUHGjf3iR/ice5trRXL1MDVqnITxMmuGzYYEO1WJYLg5LJk/nYF16I+hCUTJzoSoKgvrpSJaWuvDJqB8PrxIn8qbMsY+717m2yLCMoGTrUX5sdkm5p1UrWH4amsrSB5qttzMnhYF+qzdY1YG1LS3ODc6VcrV7dfGzYSvEmhl2brVRYYueWW+TNJmzM6H6CgbVc0r4eNsyozS78bQ4RRIU2m3yyQWAtl/x0ww2R/rBuIPOzN4aUCpP5jRwp+2nHDr+fsNkkbQqmpLi12UpFZH7//KfbV4QtEawmrEjb+RAgJOzcsGI/F/PzOQCqWtXtC1HvX3mlXxKmXDlG+mwLoZMDBsjoZIh6HwRFu3aZ7SFJmDVr+Hwvvuj2ganSXogcO+YfEwhz1qxx+/r2ZUTRtp07+RhpIQLE1WIUzVi+nBfUEsEHCHOg56kbZB8kSZiKFWXEFYtgSb/Qlk+BQY7IJr5RKky61KQJE6HYBuZXaRE8fbqMImPuWUQsSqmwdI9vTEDy7rvPPaZgwXgkY5WKE6mdDZtHY2rUiOczWK+//Zb7QJjzyius9aqjI0DGEdgDHYEe6NSpSt1/P18P0BEwvy5dygtendEWaD8WymBSBWHOI49wAKcH9iBi+eYbDgZ14rRWrZTq1Ut9c9dd/DfQr0Ww8vTTjJ62bh0dAz8BwQRDtJ6VgcAemxXIynj33UhiB4ZgBTIneC8dOMDvsLvvjuRo8F7C87R+vYnM6VkZtn6tnpXRs6eMzJ3NewlM3jbzsFIR2qgzD8OmTpUR1BCZUkhSzIc2gvVaYvIOIagNGnDWgm22zrBuV14pE9xhU+n2291jIO9UgKAav80+4jTo30rvpQcflCXFQhua2ICRCKKmTRMldtSJE/73EuRopPdS9+6ynzZtUl5U2DcmvJek348ibIlgNWFF2op9gJCwc8aK+1zc+fQLShGpk5OEHWGky9qi5lhA2wyfSoV3kX1IHmQG7r7bPQZC7RKC4dsZD0nC2ItjWAidDAVvPt3Vffv8EhdYHH/5pdvXqZOoAfjRv/7lH9PNN/vTZatWZZTKtsWL/Ytj+MmWhAn5CVqaEoLRtq0s3YPFsYS4/upX8uI4lDIJKZKlS90+X1rzoUN+ZNxaHBumSSwdrlhF5cWSVDwvL5p7Tz8dLZQfeYSP0dML9TTwvDylataMxtSmTXS/dPZUGx3RtRp1FAvB2113udq7egCNzaOVK7mvY8dI4mLUqEiSSkuZfHfBAlM+Ayy3e/dGKNaGDa6fdFR44UJVmJXx0Ufm5pEuRXLrrdGY9DRQO+ND19TUz235SQ0fHj2rn3+uCrMybLTx5z+PsjIwpk2b3DngS5sNZXyE0EafRjLSwCUE1SfdgoyPX/zCPcbeRIHF436N5BCCivslpTfXrMnXaJtHjkYpxZsSknSLtXlk/DYjvVlKm/XJoYXeP753qr55ZBukwxYvdvt8mTkIziX9W5+flPKj96G5d9ddPCcOHnT7iqglgtWEFWkr7gFCws4dK+5zcXuLdipOpA59YtVlQcA9Pd09CCmL8+e7fb4d8xMn/LWTCAokAfcuXXjxbtvGjXzME0+4fSH5gaZN5RrXEIo8eTIHfWdSc/T88/4xDRzIqI4PRRZQgG1XXCEHbyG0BgiUlNYM6Qs77fD4cX8tsh4U2Natm4mqwUIyESHEtWlTucY15KfLL5drw44e5U0XSboHiKuEQA0Z4krCKBX56Xe/4yGO4pTV7//4twiBwtzr0oVT82yJJdSX/elPjCLqCNRDD/H/79zJaYdA+3XU1kaRcY5XX42kLyBHpN+Xnj05pVOpSHrqllsiZBxIIRCfDz80asYzMjL4+xs14rmnI+MIzh991JUjwjO5a5f5jojHo/l7/LiJFAKZmzGD7w0QV6XMtNnBg6NaZLxnfvITx08G2qhfj1K8OdCmTSS7AqQQ90WSNHr0Ue6TpFuaNpUzBuCnV15x+6ZMCSOoUlp+SLpl8GAeiz1/dXTdNhu918dUv74ssRNKb/Zlq4Rq6ZGtIj2TvXoVzl/jtxmyZ9KYQrX0zZvL+rchPwG9lyR27NR62IwZ5saQbkOHyu8Z+EmScgv5qXFjfkZtQ1aRxA9QRC0RrCasSFtxDxASdu5YcZ6L8bw8lVMiWWVdUMHtDNXt+Mh8cnJ4sSUhrkC9JMRVX2zqFtJd9ZEuKcWIa2jX+amn3D7UItmkS6FFFVIWV61y+4YPP3Nh9z/+UYkocjyujtWtKwdvId3VG2+UxwRkauJE9xigOBI66QvegEw9+KB/TFZas1KK02C7dHHbgSBK6IBvTCdPclr6tGnuMSDzkZ7l9PQIQdTt4EFGPCRkykL7D3+zScWJ1I7GrRhB1JEp1DYiZVevwWzdmjMDbCKpL7/kv/3rX3nDSCd0ATqCwAtoPzaXxoxhZEonMUO2wyuvsJ/uvz8634gRPE9tZFyvxU5NLUT7MzIyohpf3Fe9Dg7kL3ZWBp69J5/khb6OTP3sZ5x2jOcJYwIyN2ECI1M1a0bI1JtvRu8nGxmfNIk3l4Be43nS65ZtZAo+xb3617+ivg4dHMIzpVSYeOjeexlx3rfPbIefJJKeEA/AmDGnTTxUaMjGkDIDEJzbFnpHgiDqTIiHkDYraV37gvPTQRs3bHB/m09FPPSnP7l9yOCwNzYxJmmzNvRbhmwHG0HNyuI5fvPN7jGhTcCuXWUiLz0zwDa8IyQegLp1zdT6Im6JYDVhRdqKc4CQsHPLivNc3P4so0pbBwiMjadirpTSZUP1PJMnywsTpCxKQcFf/sLn++Ybt69jR5l0CYirVM8D1MvejcaieMwY95hQutq4ceYCGnbkCN+7W291jwnVuIL4xjYEL9ICMkQk5VtsocZ1xgy3Dwt9OwUYwZtEUBQikurSJUwkJSFWvgVkXh6nPEp+ApGUL61ZIl0KIa5AJ1GbqVvnzs6YMitUVnmxAkZcveYPaGPPnm76+QMPcF+dOuYCEshcu3aqEC2FgT25c2fXTzfeyAtie6EPxKdrVz5WZ7dFBkDbtm593MCBHPRqG0YZGRn8/MRiHGjbfsLmRI0aZvASj3P9duvWUVAIAwrbo4eLjGNjrHx5s+YPJD0YE1BkpaKNgZYt3bk3dCg/F3aQCQS1Tx83gwEIqkQ85EvHDNVc33STSxClVDj75OWX+XxSbaO9OQFDKYJEPIRNFDu9GX6SUoFRc63PRxg2kSTioapVZeIhbIxJ5RVDh8pj0tB757c5xLCekiKXIqxbx8c8/bTbh00UyU/ly8sIaoiXwUemdDblFfCThAqHeBl8aehF1BLBasKKtBXnACFh55YV57n4w2UdVJxI7f/Q2tFFyqLExIrUPGnBoqcs6obUUunHPRQUaClfhmFhifQ+3ZDyJcncNG0q/7iHCIpORSQ1fbp7jE4SY5tvEYYxPfqoe8wDD6i4j0iqQQOZSAqpeTpDLAyLMHvBEvITkLwzIZKCdI+EjIcWy74U4NDcCxFJ+VLzENQsX+72+VBkPdVV/5qpV3G7lNacmsoLRDv9HAiyjbgqxUy1sZi7WI7HGQlNTnbHhBRpKaiZMoWPsYmkDhzghTKRy3r79NPR+TZsKPiKDO7r0YM3ZGw/YRNCSqG87z5uL1fOTD/HZlHJki7rLUoOpA2jqVN5TPbzdOwY3zcpLRTvGyl9t0sXPs4O1MCSLBEP3X+/LAmCdGLp2QxtFvnQxsOH/Uh/qOSgb19+nnzvG+kd6tvUy8/3b+qFpFt8z2aIEA1+kt43BZtFzm9zCEFFar1UcoDUettCvwu+zVek1ksIqp5abxtS60/zfaOUCvupTh2ZICo0piJoiWA1YUXainOAkLBzy4rzXMxNLqmOli3vdgC9sRfQSvl3ZvU0RNuwgy6lTfmCN6A3kmxEiMwnNVUm0wilTfmQDqA3EplGCBXwIa4h0hNf8KaUUq1aqUNSPSjQGz1lEaaTxOiWl+dPQwz5SSen0S2kuxoiPenaVa5xDaUA33yzHGQj/VxCb0LI+JQpMoocQvt9cw8L5fLC8/SLX3CfnSYdjzOSGIuZeqJKReiItOZJS1NiamVeHgeQZcu66A1qcyViqpYtlYO4KsXPIBGj2QVW+D4EK7CkTVujBo/JThcFSY/0fI4YIQdw2dk8j0uXdgOD//s/PkYi8ElJkefegQPcfvHF7jEYk8T+3KKFvIGiE2rZhqwHm9AmRDwUSgUeMkSuQQUyJ5G5IevBR+Ym+eJ0yiXsd2UIQQ1lPUBq6kwyOQrelR9KJSopKa6mr1JhpmOQ7tnPYCiTI5QKDNkg209Ib5beK0itlzR9fenNIT9hQ1IqAfFlRhVBO91gNYkSlrCEJSxhxc8WLqTkvFwqO2yI2zd7NlFyMlFamtmuFNHcuUQDBxJVqGD2vf8+0a5dRKNHu+ebNYuoalWiPn3M9sOHid5+m2jsWKJYzOybN4+/b8wY93xz5xJddhlR48Zm+48/Eq1ZI1/DzJlESUluXzxONGcO0ZAhROXLm33Ll/M1jh3rnm/OHKIqVYh69TLbT5wgWryYaNQoohIlzL7584ny8ojGjXPPN2sWUZs2RI0ame3ffkv05Ze0z/4eXENSEtHIkWY7/NSvH1HlymYf/DR+vHwNVaq4fsrMJFq6VPbTggV8D6V7NHcuUfPm/E+37duJVq8mmjBBvgafn2bPJho82J17K1cSHTzov4ZKlYj69jXbT54kWriQ711ysjumvDz5Hs2eTZSS4s69eJyIiPKPHSOVn2/25eXx54kTZnssxnNEKSL7mOPH+VMp9xpOnuTPrCz3mPx8otxcouxssw/fjWPt6yByj8H/h67BPiYe5zaliA4dMvvw/9I12OeF5efL309EdOwYf+L+Ste+b5/Zfvhw9D32efH/9piIeD6uWOGe77LL+JmdM8c9ZuxY9sWiRWZ7iRL8Xlu8OBoDDO/WWbPk823dSvTpp2Z71apEvXvzNdhjSk9n/0rXN24c0SefEG3bZra3bEnUrJl8DRMm8Fx64w2zPTmZn6VFi9z7168fUcWK/nu0bx/Ru++a7RdeSNS/P1+DPaaC57z6ihXu+UaP5nfc7t1me4sWPCbfNeTn8/tAt5CfBg1iP82cKV/Djz/yvdWtcmW+F5KfRo3i997s2fL1ffop+163kJ9Gj+Y5bvupRAmeE4sXu++jc9lOJ6L9X/5LIKvnhxVnNCth55YV17mY37s378quXWt2hPTYIDMhIa5AJ88mtVSqw+rfn5lG7d3pXbsYtZEQHaCTBSmLxpiaNJGRkRDro48xNzvbT+YT2nE/VWqpxGT58MNKEan3JfZbX80SECxJ5ga1ZWdSLwcE6/333T4f42ioXg5kNlIdli8F+P8L4dfll7vHwE8SgjV4sOwnEH795jfuMdAoJVI/PPWc2XfZZXxvbUIb1CJLSPKNNzK6W7KkiVAirblsWRcdB2OuhLoOH84p+nZNKKR7kpJcFAt+0nyVkZER1ctVrOgiPiD8ktIxMSabqRtoT5ky7piA9hO5pF9DhrDfbUIbEH4lJ7vpmKhrlNJm27Xjd5VEPGTLBunmkwQBoU2awAkQYur2pQKHSL+eeorPJ9WN+/Q6t27lY/7wB7fPZrWGhTIzgKBK0i2XXy6PCXXjEtMx0pulEpEuXdSRRo3cdjxTUmbGL3/p14r1MR2jnlpK2faxj4cyM0B69dlnbl/v3ozg2xbS9PWxAodQ4RCbfxEzSqQBJ6woW3ENEBJ27llxnYvZyaXUibLl3I4Q4YSPZTD0wxhil/VplIbS2qBR+sUXbl/nzme+0Pxva5ROnswLGLvGFQsYSc8zlNZcoLnpzMOQRmBooelLPwwF2aNGyRqlobRmMFxKTKQ+IqlQCrCuUWqPyae7qmuU2gYiKd9CU/JTSPewfXuV2+oyFSdS21toARwIv0aOVE6aN/zUqJG56QA/YUNJr9GFjujw4S4rMjQ3q1Qx5y0YY5Fqq/sYhF9du7rs1ampTCCk1cxlZGRE6Yfp6fypMz0j/bxVK5PQBmUCffu6zyLq6AYPdje84Kdy5cwNLwRuGJNOaIP08759Xabnzp05/dwmtEGtLVKspQ0vX817iNBG14rVLTfX1IrVLZQK7CubsLVidQu9X3xasaGyCV/Ne6g+PFQ2MWYMz1u7bOJ00vF9G5OSbNDZlk3UrCmnzcJPUomBb8PL0oo1DPNW2nDo2PHMU7Z9G8ghnfQiZolgNWFF2oprgJCwc8+K41zc8SoTy2zrNcjt9AU6ISIKELtIu8/QKLVrkg4f9jPmItCxUV+l/IhrQKPUu6MOxlyJiALMxhJhyDXX+AlDypeX0cmzkSfYtEkBoXLm4UMP8eJ0506zHYtqic0zpFHqQ3OgJfuzn7nHhEiXfNqBCAokYpeQjIRPciGEfFx/PaOJNuIKYpeQlqzOLgvr0UNGqDRm46wLKqicEskqjoU3ENcPPjCCPgPtBzoCAi346bXXXEKbK67ghebSpfw3s2Zx+9GjkRbnNdeYGQHQ4ly2zM1yANoPQhuQv+h+Sk0t3ATKyMiIrhdBGjR0dYQKGrpg0AUy/tJLrAOpBxNYVAPxQZaDTsBjz09c74oVfKw+P4FQoU539Wpu1/VFBw5UqmHDaH4CRQbjbUjbUiI68yGouv6tbb6MgFCWQ4hNvFs3ebMOZErSuxHz80wI6ULZKD5N6hAhHTICJAkwX9AX0iDFe0QivfIR0oUkwPAesYkDT5zg34Grr3aPsZ8n3XwIKgjppA2H3//e3RjCmJo3l9/3IKST/OQjDixilghWE1akrTgGCAk7N604zsXv27Hcw95lwuLA98MXQr0g/G6TOSB4k4KCUGrpkCGy7ioQ13vucY9Bet+WLWZ7aKc9lFrqE7MPIa5gl5VQ5EGD5HTZ0KJL05J15mFKCi9ObQMyfiZ+Ci2OQwvJtDQZGT9wwE+OEvKTLwU4tJD0yUsA7ZdQ5Nmz+XzvvOP2+TR/T0dLdssWtXUgI6jbny1gYe7Qgdh40DMAACAASURBVIlslDKRf6RqP/10lLoI8pfrr49QU8jRHDnCmyMVK3L6eW4up79CKxdjWr6ckR4iRmGVMjU6dUR5//4IRQb5y+238zG6n7T0+oyMDPMd0aZNpEH6ySf8d88/z3JTRKwVq5QphQUN0r17zawMe/MIz9M770SIMlJM9c2QkSMjBHX3bg5U7r8/YtCFjI+m0ameeUYZyL/uG9/mke0n3c6GeA7Iv6RB6kubPXSI7yP8pBv8JCGonTrJZF3ahphjp9IglTb5Qun148ZxFoQk9XUqDVJh8+hwq1YySRvQRinrxIeggkE3lLKNjSHdsHlkB33wk6R/+9e/8vkkSbZu3eQxhVK2wUhtb6LATyNHuseE0PsiZIlgNWFF2opjgJCwc9OK41w8WbK0Ola6rNvx9dfmAlO3e++VFy5IZ5PSMEMpwPoCUzcsmqVABzVMEurVoYOcJhVKa0aKni+1VEr9Ckk0jB8vM1uGdPT+/GflTS3VAh1jHoYWmGC2tFHkkJ9CCxdfih4Q11tucY959lnlRZF9fgpthoQWmL5FMxBXSaLB56dQCnCI2VjTXT2w5hMVJ1InunSL0H6gyEDvNm3iDZcSJbi2VylGWnr2dOce0JGXX+a0cz1g+8lPeDPoxAkOWjEmpPlNncqbLUBcleLACM8k6ueQwQDG5/x8M+0QGyoPPaTW4BlEIAAEdft2nnt6mUDLliw/ZUth6TXVCASA9iMtPzPTZIo9eZKRoKuucpliIQnywQcRq+rnn3OfrkHaowenJysV1VTfe2+EIgN5xDNpp5hiTJKuagjFgqSXvUkU2vgKPZMon7Dfnah9lza+gMxJGqQFpQaOhVKBEZzb7059Q8U2bHytXOn2jRol/x4EnsmNN93kD/rwPNmGDAdp48s3plCpgb2JotuIEbKuKmrfJT+dKmUbG1+6YRNFCs5vuUUunzhxgjedJMS/CFkiWE1YkbbiGCAk7Ny04jYXd85mKY9t3fu7nVh4Slp0l17q6kQqFaEDUvAGFMcOChDonKkWnQ+dhGyItOusozi6hXbSQzqIQL1sxBVpmFKaG4ICqX6zW7dTppYqZc1DIK7ffWcegzQ3iRwLac0SocvZkJ+EtGQHDDBTLGFbthhjMsyH4iDQkchPoCUbQsbtAAF+uv5695hQqnavXnLqnp5aCqtcmReIQCc3b+Z2pGM+8gjP40FaGv6DDzI6MnOmMlCc/HxexKelcepe5coRivPmm5FPy5c39SqvuoqDuxkzVGEKsFJmtkP//qa2I549oLS6n7p3V6plS7XtyitNFAcbXE8+6RKz/frX/Le4zuef5/Z4nOfHgAFRKiyeJ6ThPv+8+zwhdRGoKFJhdVS4Xz9TVxTB9ZIlrhRW//6ckoznCSmWoWwHpN/b78gQihUiU/KRuJ0t4Vn37lFArhuevccfd/sKSNwKU7ZhoWyHkI4z/GSXSYQQVIwJKdu6DRokZju8P3Omv04Xz5Pkp9q1ZT+F0pt9mTah4Bxp6O+95/b5pLtCKdu+975SHHj26uW2w09ScH4OWCJYTViRtuIWICTs3LXiNhez+w9QikjtXZrhdqakyDvs0F199lm379prefEr1QX6UoBRQ3cmqaV79/pTgFF3JQVvjRvLQXZoh92XWhpCJ4EaSPPFF7xhh11abGmppUpZ89CHToKt+bnn3L7rrjODAlio7mrWLFWYWmobyHxs1GDPHg46JXKsUJDtWxSHNH9vv52DlMOHzXY7RVY3BG+SnzyL4qDmr0C6lD9unFJEKrfBpYxQ6paaymO1/YSgr1s3d1F82208zkqVOBCAQQe4Tx/lZDAAhe3Rw0WRJ07kzQlbHxd15N27KweFK0hdPHbxxe6iuEULRpaBlsKQjjlokKtjeffd/P1VqvCmVuHNKwgmOnZ05x6IzTp0cEmGRozgdFubgRrI3KBBfKxOzAYUtnlzF7HypWN++y0f8+c/u30gAbMzAPDe0McJQ53uggVun28TKTPTn9WAFFNJV7VNG6W6dPGP6S9/cfvOpo4cfkIaum4jR8poI+aelN6MTA2LwyAjI8NEy6UxSX4Cgmq/N0Ip2yEOg6lTzU0kGPwk1fv/5S98PolMyZeyjU1ZacMBG0NSKnDdupw1cQ5aIlhNWJG24hYgJOzctWI3Fy+4gIMW20KppXfcIbMAQxpESmPT0w1tGz06qqHTLZRaChZgSTRdr5vTLSThotfQ6RZKLQWpjVRjlp4up8si3VAKsrFgkdLYLCH4wnkYQpHvuIODGltCA+mGUvAWYrTU0zB1C6GTkNBAGqZu7dqdOfOoj4HaTi3VDQGAxALsS2tG/eZdd/nHJDFQC4vl/e9+qOJE8sISqcCSn1q14nZ7M0SXg7EZqK+8ko+xJTTAzFqihIuMoxZU8lNaGp/PDrIhGUXk1mw++CC32yRmqBcvW9ZF+9euja7BltC49Vb+Lru+MSeHgwJJZufll6Pz2bIgAwfyNdjEbHv2RGOy33sh5mffph789O9/u33Y1LMRVLxDJWbWUCqwj6F71y4/26wPQVWKszt69HDbQ0zqeIfawTnGNGWKewwQVAltHD7cZaRWyltGkZGREQXnUtCXkiIH59iolNibIe0lpWz7NsCwMfTGG26f73cBfrr/fveYUMp227bymEL11L7fhXPAEsFqwoq0FbsAIWHnrBWnubjvdU7Hyx0ipFQ++qgSUS/szEpBAdL7JL02XwpwVhajljfe6B4TSi3t1YsREHshs2EDH/PEE+4xdl0gLB7nRZG02xwiXbr6ajllL8SYi5RFSVfPhwqg9gzMsUqbh488wn02e2fIT6Eg26cVqDOx2gYUWZcLgfn8hM0QCRUIpQDb6bIwoMhILdVt2jRGiyU/lSnD7LO2heps+/ZlXdEz0PzNTi7J59u+3exAHWvTpvJ1E7n11fE4BzrJyW5qJQIaiUCsWzclIuPHj/P9rlzZHRNIeqTU7/r1OQi3GaiBYkm6l1ddpUTULjQmlBZIGRE9e3KfXfeYlcVjqljRHRPSsSVJlQYNuO+HH8z2kKYu3pX2MWBDlthmQwjq1VfL7OJIBZayHvCulLJT+vaVGdPhJ+ldibRZiV3cp1GN4FwK+lBPbWfchJ5BMB1Luqo2e7MqeCeC+EzS3YafJKbjSy5hIj/bwMQtkSkhO8UeE3S39awHWOhd6fMTUrbBsi2NyZ57SnGGg5QKDNZuKTuliNvpBqtJlLCEJSxhCSsWduzh3xER0YEbbnE7X3uNqEsXoksuMds//JBo+3aiCRPcY2bOJKpYkWjQILP9xAmihQuJRo8mSk42+xYvJjp5kmjcOPl8tWoRde1qtu/cSbRqFV9DLOYeQ0Q0dqzZrhTRrFlEffsSVatm9n38MdEPP7jHEBHNnk1UqhTR8OFme3Y20dy5ROnpRGXKmH0LF3K/7x41bkyUkmK279pF9N578n2YO5c/x4xx+159lahbN6J69cz2U/mpfHmiwYPdMS1cSDRqFFHJkmbfm28SHTsmX9+rrxJdfDFR9+5m++n4yT4f/NS7N1GNGmbfunVEW7fK1/Daa3zNo0a5Y5o3T/bT66/z3JPu0axZRJdeStSundm+dy/RihU8V+wxzZ3L1y/5qXRpIiLa+e4as33XLv48ccI95vhx/jx82GzPy+N/+flER4+6x+FvbMvN5c/sbLP90CGieJwoJ4fPqduRI+a16JaTQzEioj175O/G90nXoJTbnpsrj2nfPv6U7hHGgr/Rro2Uiu6TdH0lSvjPZ9/z2rV5fmPe6jZ+PH/OmmW2x2JEEycSvfMO0f79Zl+fPkRVqhDNmOGeb+xYvu/vvGO2lylDNHIk0fz57r0dPpz7peubOJFo40Z+fnRr2pSobVt+dqRrUIqfHXtM48bxM7B3r9nXqRO/h6RrmDCB/bp4sdleoQJf+8yZ7pxNS+Pfi9mz3fONG0e0ZYs7posuIurZ038NRG4f/PT2266fevQgql7dfw3HjvG7UbdSpfg9NH8+z0Pdhg8nKltW9jv8tH692X7ppewne34RRb9Zc+bI17dqVfSOgXXsSNSggXwNxcVOJ6L9X/5LIKvnhxUnNCth57YVp7l4vFQZdaJkabfjq69k9EMpRgslhkTUy0npa0gBlgTgx45l7Ug7LerwYX8KMNg5pXTZVq24xs62sxGAD9X3nA3rIwTg9Ro6GNLXJHbZ7t2dermMjIyoBlBia9ZZVHULpWqHxuTTSwxJMoT85EudDKUAgxzLRsZ10qEzGZOPgRpphlIKMOoapfTz7t0ZzbCREfiJiGWidLv1Vv4uooh4SakozbByZTfND1I0Ukr7tGnsDzt1EYy5JUu6deNIcSVy5XvatWOk3U7TL6ipjcdiLqv1Aw9E6bT6mJBSf8EFbhrwokXRNdg11qNHM4Jl1yODSKlsWU5R1w1EStJ7p1s3Pl/jxqavkDpJJKdj4j5J89nHzKpLEtnmqxvHu1RC5s6GqTuU0v7YY3w+WzpKKc6IkHRVQ6nAeJdKpQc+RnUQeEm/D4MHyyR6QjlF4W/z3/+uvHW6vvr+kJ9s0i99TD725jfeUGKavlJ8D3ws8T4/gYfB1lVVyi9bFkoFRjmFXjd+Dhgl0oATVpStOAUICTu3rbjMxT1LmCDiu04CnT/SMG1yBmggjh7tHoMf50WL3L6JE3nhfSa1jhBR/+ADt0/XQNQNQbYUvEHCxf5xDrHLQn5CSgGePNmve6jrU+oWCnR69mQZDNu2bxf1PDMyMvxi93l5HFxIdbZI1ZbSD6+4QiYGCTGRIigAE6tuXbrI+pQhspNQCrCPHAtszRJrp89PmZkc1N16q3uMh8BFKcXfL6XqIVVbShMtGNOxUmVVdslSUTuC7AFMcmYwfoLAZfJk5aQuIk20YUMzHfPECU4/HDyYj9FleuCnAQPcZ7FrV97kueACXpjDkKo9ZYpyUkwL0kQPtm7tklC1bMmBG5HJigz5oLQ0l5F7yhT20yWXmGmzSBMtIKkyCNCQJpqe7jI9Dx3K5ypf3py3YFcdNUo5ad733cdzr0sXDtRs+/FHP9ssgj47mABZmBT0IcVUYhm3mZ5hIQI0MEdLv1GDB0c6tLohDV33E+z++/3Pok+rOkSAdsMNvLFgE9UdP+5/v4SexQEDDPbqwt9m1H9KBGg2I7c+Jp+fIE8GOSXdfOzN2HCYOtU9JqTrPGSISxamVMQGr5WCFBpY+6XaY59kD2rEpc3bImyJYDVhRdqKS4CQsHPfistc3Natn1JELF2jWzzOCwBpIQLJBWlxNXUqL5TtxVWo1hHsspDR0G3gQJmJFT/a0KrUDQyIUp1Vw4ayhEtocQVZGntxdeyYf0wIsiWpnb59TRkNWKjOCizAls5exvLl7CcpeENQIGnmIdCxF1chyYX58/l8EunSwIEy8oFFsLS4gtzHmUhjAM2RkA+fLM2xY34GasiySNIYvjHpWpy2YRG8aZM7pgI/HRsyjP8GJGO6NEZqqkGgVYi6AZVFvRqQ8csvdzcrkMGweLErm4IxYaH81lvcjiD7kUdcvVnUw331lVtX2KqVUj16qG9+8QtzswLI+FNPcRCsyzDBTyC0eeopbgdT+E9+otQvfmESaOlM4XaWw7BhXGtuv5eAIt9xB98nPegDWc3atdHfwE+NG/N7Dxq6EjLXvXtYWuqxx9w+33spL89P3gakWcoI8NWVhzb/ENhL7yXbT7BQlsMvf+kSaCkVyWVJdbrYVJLeS76Nsv37/TrbVv2/8dvcp49cK4/NCum9FPKTb/MPtccST8NVV8m1xyFm/Bdf9G/Sduki+ynE3owsB+k3sVEjDvjPIUsEqwkr0lZcAoSEnftWXObiydJl5RTgkCwN0qHsoACBzlVXuceAaVRK8bIXx7A9e/yMuSEEo1kzpXr3do/BLrI0pjvv9DMbV6smy9IAwZAkXHwIxu7dflZOLI4lBsv27cW0tY+B0kpjuv56OXjLzuZFrpSqHVocjx/P98JeHMNPUvCGoEBKLywIdBw7nRRgG+XJyfEzG4c2Q86QaVQpFenjSuRY7dq5jLlKMXIHP4GABhtBN93EQeCRI9GmxObNLltzu3ZRiqm+OEYgizS/ceM41TI3lxFjMLPqfgIyhxRTfO+mTe790qVNRo+OUky/+Yb/7skn1bsLF5qZBMhg2Ls3Yrf+8svoeZo4ke95ixZRur7+jrCJsnSWW51tVs9gsDM+dHIsMLMi40O/l3q6PsoEnnkmvHkUYuzu1MnccIBBhkgKJnQ/6RbaPDobxm5IwUiZBD55m3icAz4JmVu3TnlTgX0ppiFm9VBmzvDhclmFtXlk/DaDLV5i7PZlfOgawbbdcsuZMx1Dskcaky/jI1T+oj9PtvneqaFsI5/meBG2RLCasCJtxSVASNi5b8ViLhawweYMFlJfoVVp1xyFgoLQ4smXApyVxailnnYIQ82RJHfStm1Y7gRojW6+xRPYZSUUAHWB0o65vnDXDTVHd97pHhOScOndW047BLOxwJj7w/jx/town/ZraPHk0wZEGqbEBhvyU/v2cvAWWjyFUoAbNJBZgEN+8tVD68ibbQhIfSnAkj4u/CTJPFlIYXa5CiqnREkVz87mOQQNRyDRv/2ty9aMDZpt29y0w5YteZEKP4FVG4HxCy+4c++qq/gcx4+zjxBgHTvGmxzTpzOSTxQxxeospg89pJB2mJGRwQhnnTp8n3VWVV02xWYKR+ri99+bm1Y6M6utH6qzzQKBAlKoB/59+0b1qNigmTLF9RNQ25Uro00rvCN69JDrj3fs8KcCQ4bIRteV4ppzqUYbzKwSi/WVV3K2ip0FEUoFRuAvpZj6arSxkfarX7nHwE8S0zGQaNtCm4MI+myJsOxsfy297ifb+vcv9LXx2wx9Z2lzELX0PhkiSQoGc0/yk48VPrQ5GMpWSU9nJNd+b8FPEucB2JulVOCWLeUNh1DtcRG1RLCasCJtxSJASFixsOIwF+O9e/Pr3JYEQA2dJOwekqVBvdmZyJ1AX0+SWujeXa7fDEktIC3tTOROQgtFBG92ChcW0Dff7B4TCnR695blTrAAkQhdkMJlL0Dy89WJ6tVlPyHQkcTqsfi1x3TyJLdLyPhLL/H5JB3EHj1kP6HWUZJaCKWl+VKAQzqIPj+FJDGQqn2akhhKKb5e3+IXY9qxw2zPz2f0VpMP2jogTSkitefWgvRZvQ4OyBw0OCGJsXWrKkxdtBf0CBxB/vP++9yOAH/gQF6o6oEX5gg2G/TUVaCzCFIgtYPNpRtu4FTEAkKXjIyMKKUaaJZeV9qvHwcT9tyDPvDDD7upq9CBRPYAUrUhMTVsmIuMI6X6b39jX+j1ipBN+dWvzOcJabPXXcfZELp0Ce6NVF9+Kokpqf4zJJvSsKGcjgkU/UwlpnwppnpKtW2+jZiQjvO99/pTgX1lF6Fn2Uc4BT9Nn+4e8/TTfL5169zf5n795LILbDhYPABKqYjIyNY0xe+I5Cf8Nko6zmdTdjFjBp9PWmv07y+XKGBzSZICC8kQ+ep0i6glgtWEFWkrDgFCwoqHnetzMZ6Xp3JKJKuT5Sq4nSGimlPV30iahaEU4KFDuQbN3uVHTdHDD7vH+HaPtbpAx5CGaTOMKhUx5tq7/CD8kJCLUK1j//4G4UehhQTfkdplpwBjISGlNWNh/vLLbt8118h6hghIJYbRkIj9kCEcFNh+ChEKPfyw8qIxzZvLYwqlAP/sZxx42szGIT9hM0QKsgcPluuhkVYopQD7mI1DfoJG70svFTYd+vQLFSdSRytVcVO1kZJ74YUuwtSxIwcARCbDKNDCZs1cYpZ77uF5ZyOBubmMOLdq5S7MkeLesKHLMDp2LAfLWqpkRkZGtIHTunWEbsKwgVOunLsw79SJrxmILQzPbOvW7jvijjsYAS1VyiQxw0Zby5bKQc1AVlW7tqs7OXEiv9eIuK4TtnevnxE6xNzdtavD3K2UirQypaDPt9EGBt2xY91jQtksPuZufcPBtuee4/N9/LHb16kTZ7TYhlRgqY48pGntI7RD7bFEZASdbntM8NPdd7u/zQhkfYR2LVq47dgYkmqP4Seb0C4nhzMDJKZjZH5IhHa+bJZQcA4/SYR2epaEbkhvlrJZQKJlkykWUfuvBqtENJiINhDRZiK6W+jvSUSfElEeEY21+vKJaF3Bv4Wn+q5EsHp+2LkeICSs+Ni5Phe//xsvHrcMTnc7p0+XCYVCgQ5IXUAao5svBRgLDCldFrWOElujr35KrzezzVeTigU70jB1Q+2eL8iW2BqRdialaIWkFFJTZWZjpNJJC8Ebb1R5pUu7ftJTHm1DTaoUkKJ+yl40hRbseq2jbRryZhhqLKVUbV8KcGjBjs0Qae755INC8hAIrD791O3zLQQx9yQ/eYLszPKVVZxIxe3FLVKBJZQGBE4SmnbZZRyQ2mPCBgARB7X2tcVibj00UoG1gLTQEMhqi9vC92FaGrfbfjpwgNuJIlIn2BNPcHuNGmbKI5C5WMxl1UY2hJ4CDLvtNj7Gfp7y8qIg2055RNCXnOxuWg0ZIm+ooaZVQuZC8jYdO3J6vG0hiRGfVFgoFRgppvb9Vsqsa9YNqfESizk2auzgHKzAEjKHQFZ6J9skWjAQGaULv02QoJLeX4MHK3XJJSrDrk3H+yv0TpZqWlNT5eAcfpJqj2+8Ud5Qy8nhZ/byy91jTodB3ycVJtUe43nySbpJNa2huVcE7b8WrBJRCSLaQkSXElEpIlpPRC2sv6lPRK2J6D9CsHr0dC4E/xLB6vlh53qAkLDiY+f6XNzRuJWKE6nD66zACQQotl6hUtGCTiLfCcnS+FKAUUO3bp3b17atrFd4tjWpPmZKpNhJ6bKjR8u1jmdbk9qrl7yLj3TZ3//e7fv5z+UxFQRve2yESKlo8bNwodvnY9vMynIlS+wxSX7yED8FNXohDWIjE0ixk+rfQqmQY8eGF95nWpM6YICcCokUOymtGQtv208g/RE2Q3b2ZKmaPeOFBWyNGnyP7LRB3FepXhsyLPZCPh7nBXT58u4xSDWcNMntS0mRN4yysjhIq1OnsKnwfXjPPXyMVMt50UU8JnvuARWWxpSeLiNSGNMFF7h+QjAtvcPatVNieufx486YCi1UquCTmgqlmIZqWlu1kjd4kDaro74wPNN2tksokA1pmqalyTWtoRR4MOhK2S5NmoSzXXw1rVK2S2gjrqBU4VPpnaPVtBoWqtMN1bRedplc07p6td9P11wTrmmVAllsOEh6uiNHyjWt2ESRMniQlWSXKijlr2ktgna6wWoSndo6EdFmpdRWpVQOEb1GRCP1P1BKfaeU+pyI4qdxvoQlLGEJS9h/weI5uVRz89d0pOKFVCmlpdm5bBnR/v1Ekya5B86YQVSlClH//mb78eNEixYRjRlDlJxs9i1cSHTsmHy+V14hatGCqHVrs33DBqLPPiOaONE95rXXiEqU4O/STSmimTP52qpWNfs+/pho2zaicePka6hUiWjoULM9M5PojTeIxo/n79Nt7lyivDz5+mbMIGrenKhVK7N91y6iVav4fLa9+ipRLObeo3icxzt4sDumjAyivXtpb9++8jVUqkQ0cKDZfvIk0YIFROnpRKVKmX0LFrAfJ092z+fz06ZNRGvX+udKUpJ7z+GnPn2IatY0+9asIdq6lWjKFPkaKlUiGjLEbD9yhOj11/m+2nNv/nyi3FyiCRPc882cSdSoEVHbtmb77t38DEycyD7RDX6yzwc/DRrk+mnVKj6ncA3VLq5Giogqrv3I7MjN5WcmHifauNHs+/RT/jx40B3Tzp38+fnnZvu2bez7o0eJfvzR7Pv2W/7cscM9X2Ymf65fb7Z/8QX7MTOTnwPdfvjB/IQdPUp04ACP6eOPzb41a/jzxx/5vLodOmReJ2z3bqLsbKITJ4gOHzb7vv6aP/fsMduViu7R+++bfR9/zP379vFzoNvIkURly/IctG38eKKvviL68kuz/eKLiXr04OfANjwTUt+kSXxt9v1LTSVq0EC+hsmT+R4sWWK2lynD1z5vHlFOjtk3dChR+fLyNUycyPPhvffM9osuIurbl58D209TpnDbq6+a7bEY36Ply4n27jX72rUjatiQnx3pGrKz+b2kW6lSRGPH8rNt+2nUKKKyZanGO++45xs/nt9X9lyuWZPfRTNmuGMaN46vX7pHkycTffAB0Xffme2dO/v9NG4cUVYW0ZtvumNKT+exnjxp9g0ezO896R5NmsS/K+++a7bDT6+84o5pwgRuk8Y0fjyfC89IcbBTRbNENJaIntX+/woi+pvnb/9NLrKaR0SfENGHRDTqVN+XQFbPDzvX0ayEFR87l+fitvseUYpIbZlwldsJnVR7lx6aohJhR0gaBAyh9i49Uh2lmlQfUQ2QN4mww5a60A01qbbcQKjWEXqEUk1q376MFvgIOySpC6QF+mpSJYQUtcNSTWoB8+RKO8UPaIpEkhSqb/OlOoZqh6GTCvIdfUynSguU0mXB5HomtcMh4iefTirSAiWpHaTQSamOp6od1mpSC81HFgOpi3Ll+B7qqdxI1U5KYsRWtyFDGIUhMjV3UTtcu7abughSHwkVbtWKn88SJUykG/Vt5ctHUjCwG2/kFEQNmcvIyIj8VL++K5sCUp9SpVyyq6FDo/RcvVYSyHitWm5K75/+FI1JTzGFn+rWdZFuoF5Vqpg6rUpx/Wbp0twv1UpOnBhOkZfqm0Np/927y+RMqGk9k1pJpMhLpQwhKaopU3gu+WolJZ1W1EpKpGQdO8qlDKej0yoR4tlkV7CMDD7fa6+5fRMnqpyKFd202VAdOnRapbR/HyEe9HR/+1v/mKSaVp8MGjJHJHImH09ESOc7VNPaoYNcygDiQkmyp4gZnSaymuyGr47FhDYltPmsnlJqZywWu5SIlsdisS+UUluML4jFriOi64iID8pY9gAAIABJREFUatasSStWrDiD0yfsXLSjR48m/JywImHn8lxs+8LTpIjouzEj6AdtDEk5OdR19mza17MnbfjgA+OY6itXUstjx2hds2Z02Bp3i7/9jSpfeCGtVopI6yt5+DB1XbKEto8fT1tXrTKOqfvqq9SQiD5s0IBO6udTijo99xxlp6TQ+o0bDWSpwoYN1H7rVvp2zBjabV1Dw3/8g2onJ9PqatUoT+uL5edTl5deoszUVPpq3TpzTCtWUMusLFrXooUzptZ//zuVrVWL1pw8aYyp1IED1CUjg76/4gr6buVK45jac+ZQY6Xoo/r16bh1vnb/+AfFGjWitXv3GghD+Q0bqMOGDbRh+HDaZR3T+IknqFaZMrT6wgspXx9TTg51nTmTDnTtSkdycox5WPW99+iyI0doffPmdMg6X/Mnn6QqFSvS6uRkUrqfDh2irm+9RdsnTPD7qX59x08dn3uOci+7jNZt3ky0eXM0ps2bqcPGjbRh2DBnTA2efZbqJf0/9r47TKvq6n4zdBAFFBRUFBEF6WVght47SJVqw65YsEXUT2OMxBa7Jn4xdpQYNbEmMdHXkth7xUKTIl3qDEx5z++PPWvuveesc5D88pkXuft5fNT3cl/mzjn33r33WnutPHm9cWMpjV9TWZkUPvywbOzeXT7/4IPEOY1eecW7Tu3uuEPq7r+/vLljh7v3/vEP+XbKFFlsrVOTp5+WI8vL5Z3DDpNt9jr99rdSpWVLeW/16gQyt9dXX/nX6ZZb5IAaNeT1hg2T61RWJj3mz5cNBQXyxdtJ9LThW29J+w0bZHW/frL/yy/LJ6eeKetPnSkiIkfddJM02Htv2dyqldS9/355c9gwkby8ynVaOXq0HPjUU7L42mtl6bHHiojIwX/4g7QQkaX9+skh8+bJWw8/LMUHHSQiIl3vuUfK27SRvNJSMb/7nbzfpYuIiNRZskS6ffqpLJk+XQ6dN0++njtXVowbJyIih957rxySlyff9ekjBzzzjLz+7LNSttdeuk7z5snGggJp+M47svbmm+XLatVk69at8un110vbLVtk8bhx0vzBB+WjW26R77t2FRGRtnfcIXs1aiSbW7eW+vPmyRtjx4qpWlWqbd6s1zRmjDR95hlZcf31svDMM0VE5IC//EValZbKt716SbPHH5e3779fig49VEREuvz2tyJHHCFVi4ul5M475cOWLRPrhGtacO21smrkSBEROfy226Rp9eqyol8/OfDpp+X1p5+Wsr331mfEI4/Ixu7dZZ/PPpPNt98unzVqlFivfdu3l3bz58snv/61rC8sTO7Brl2l7r33ypuDByubAHvwgAOkR16eLL3uOlkyc2binKadO8sRt90mb993nxQ1b57cg61bS5Xf/U7e69Yt8Xmdww+XbtmsfH3NNbJi/PjEscN79ZKmTz8t/3r2WSnfa69oD9asKT3r1pV1t94qC2rXTl5TmzbSbt48+fimm2RDQUHi2FHdu0v9Rx6RN8aPFxNjLFRr3Fh6VK+u63TWWYlzDuzWTVreeWdinUREnxXNmknJ3XfLR61aJc6pe9hhkp/Nyle/+pWsPDpBvpTmPXrIwX/4g7zx1FNSus8+0YHycincbz/Zcvvt8qnFzqhcpxtvdNepSxepe999zjpVa9xYelStKstvuEEWnXpq4pwmnTrJkTffLO/ce69sa9EicaxTmzZS9Xe/k3et313lOv3yl7LCYgAd3ru3NPnzn+V1e52qVpUee+8tG26/Xb6oXz9xToPWraXD5s3yyQ03yPpevRLHWhcUSMP58+X1iRPFVK9e+XnVxo2lZ/XqsvL66+WbWbMS5xzUvbscfued8vYDD0jRIYckjnVt0ULKf/c7+cBm0eyusbNqVkQKReRvsf+fIyJzPH/2frGQ1V05blJkdY+J3RnNSuOnFbvtXsS82SGHuMcgVMMEOSZM4PObIWXJO+7Q72MqjO3b85mfkFANrCxsT9FsVpEUGy0xJlJhZB3rsWP5zA/Qkjlz3HN8qr3G6KxZu3bu55jJY7OO/z9+ts8/7+5Dn1rm5s26TkxZEuvE5mw7dOCzhPDmY7PDl1ziVwD12T7A+5VZIo0bt+t+trBPYXuvf39uZQFkgdk+YJ2YQJdPARTXxGaHKyxcSlevMeUiZl2jpvr5pk2Rny3QSKwx1umTT3SvxW1oOndWZGvZMv0zUGeOzw5DDAuIbFwBtF27yP8TqNbQoZGQEVS0cU1PPaUsjAo7jkwmEz0jtmxRRPakk/Sc+OwwZiXh/3nPPfr/776rs5JNm0brPHCgzg5jVhICOVinm26KLHtgBXPhhfp3rV2b3GtlZfqzjR/vzkr+/e+mcm49NCvZsCGf7cU6xZWMEQMG8L2GWcmQ/ycTyOnQwZiCAvdze53iccIJ3Kd1xw6ddf13/D/Z/Qi1c8ZYAFuGsTBat+bMErAwmP9n4LlZsvfe/LkZmj0eNkz3vE8ZPPQuYMh5x478uYnZY8YACrEwfO8CIOdxZXCET3MB68QEp65R1pWj4J5jIf9BgaVqIrJIRJpLJLDUxvNnE8WoiDQQkZoV/72fiHwtljiT/U9arO4ZsdsWCGn85GJ33YvwdSz/HyK+4BOqCXlVgobJjNoLC3nxBjVYJqHvE6opL1e6IvMUBb0v7uuImD6di49s2KCUxNmz3XNA32PFm8+SAjRMRpe94gpOa4bq5dFHu+dAJIlZHUydWulnm9iHIVrYAw8YL13Wt04odBgtDJYUzFsRhY4dsHBh4iM+SmJI9RKWFB984B7r21eTYJ9PKhMfgfATW6emTfk6wVuRCT/5vF8tP9tVBzY3WRGzbdmKJP0c4mSwg+rRI1onFOPvvx81Q266SY/F/YnjBWncZsj2VoSv5KJFukdAa4YiL3xv4+uEIu+PfzSvPvNM0nc4/ufidii2xVVczOrRR6PifPnypE/qkCGRzRDWaeXKiDZ77bWuP3R8j8K25o9/dC2u4L9aVKTKwiLqwWvHaacpPdZW3962ze9pCo9YtkfhPcv2qO0Ri7juOv2+hQuTn+OamD9xSESuYpyA+n/6lN8hYMXGPoYM4UUffFoZvTk09tGqFafev/NOsuEQi+VjxnA1+5DYHzyXGW3WZ3GFhgMr+qBmb4to4X5iInIvvhjtUTuw9+IWV8aEBadCIlq+dYLYH54lORr/sWJVv0tGiMhXoqrAl1V89gsRGVPx3/kislxEtonIehH5rOLzHiLySUWB+4mInLSzvystVveM2F0LhDR+erG77sV1+zUx5SKmZKMlrY+C9Kyz3JPQkX7tNffY0KGK0tqzjkhOrr3WPefSS90ZOWP0Ow4+WOdc7Qh5ivrsAqBwy5ITqMEyP8F4sh8PzNnOnese8yl8hhRukZywGbkZM8LzZBXXlNiHodnhwYN5chJP9u2AjYztvQd1ZVaQAuFhyMEZZ2gSGfffNCa8TqEZuX79OGoVmh0GumhbuGCdmGopfB//8Af32PHHV6KLiSgu1iLA9hQ1JkKtKuYIF1XMkH8zdab+/fE52xkztOD94guTmJFbvz6yGLGTffh/fvKJzg7HCxjsbRu1wgze3LmKvseLMjRbvvoqmezHmi2f/+xnev4bb+ixuMWIra6Mvb1sWXJ2OF5M2Mk+ivh//ctdpx499Jowy/joo/o5rvGuu5IFqTHR3l62LKnEGpqLf/VV/zPIp8i7bt3OFanZrGT//nwuPjRD7lPkLS1VJHTsWPeckMr2iSfyvY2GA5DzePw7TTHs7VtucY+FPLVbtqTF+ftAPNkMOe4ne53QFGOWPdh7tkWSMbq32Vz8smWurzHCt05x9N8O7G32DDrlFI7IFhXp+rFnUGidHn/cbRbnWPxHi9Uf85+0WN0zYnctENL46cXuuBe3LllmsiJm1UGHuQeBkLKC1OdVadPz4mHT8xAh5A0F6cMPu8cgvmMXOjt2KEWK2VSEaF//TjKIBNpGNYxRGiZ7DwH1ZUgNUA0k0AggpECf4gGrkYr9l9iHEydy2teKFX57hquv9q9Tixa8eAuhT6Dn2WJWIRol1omh8wMHKmJkrxOQN1aQ7oxGySyRQpYTKHTsZDAkZvWnP+n3+Sj1MQZD+Y4SU1Ylz2zaq75eU5waCuR22jT995Il0bGxY3W9bTEr0PxOPlnPiQsQgTVw4okuMo6iz0ZqgNxOn+6uUwU1f0PHjkn0CcjcxInuMwKsgTPO0H/HqdrTpunf365dku4KevSECe7eg7XShAlJ9CmbVap0QYFrDQJfSfwMcY/LnTXTRowwToSKPp/FyPr1fho7RH+YtVLv3pw1AGulG25wzwnR2H1WZS+84L8mnxAfxg2YOBP2HqPmd+jAx0JA+b75ZvcYmigrVyY+zrz4ojZQmVVZiAkxerQi8/Y6bdzoZ3fce6/xIrJ9+/JmWmidzj1X/y6b3hzyng010yDOZDccQuu0G0RarKaR07E7Fghp/DRjd9yLC4853hgRs/gKggyOGMHVYEMm8UAT7aIgpHCLouCBB9xjZ57J6VtQu5w40T0H85tsZmf4cGOaNXOvKVTogGZne0saowUpK3SQ+DK67JlnctQXhQ6j2aEgZQipNWdbuQ+//15pmGef7Z4DNNH2CwTNjnnrhRDS887ThMqe6wtRtS00MRE+JWLQIdlcH1R7mQdiYaEmv3ZAlZTRz33o/Pbt/rm+0Iz35Mncdxj083PPTXwM32PnmjATW6+eoqLxAM3PLkiNUcSpQQMthuIFyurV+jutV8+d8cZMrIg7q9i1q+5Xe50++MAYEZOtUsWdVTz55Eg1OD7Xh8ZFo0Zu0YUZPBH9eeIxaZKukb1O69ZpcVmrlha78QC9GShvPNq21eeK7TscGlO4+GJOfy8t9aNiYDy88IJ7bMQILazsggbI+YUXuueAAs58j7t144q80AJgirxA0m2KKZ67bB4bRR/TApg8mc/NY8acXRMUqxctco916sTnP4HIWoVsJpOJKOC2ynBonfDcxTx1PHz6BkBkrfvZGBNuOHTrxp9RmKdmc7q+eWoUsgw5B1X/8cfdY1Om6DrZ7J3dINJiNY2cjt2xQEjjpxm7417cVK+BKauSZ8p3eJII2ybDmLAEfqdOmsTagXkiO4E2xl8UhIRqMG/GXrgTJ+p5dmK0apVfGMMWmolHx468IAW6xMR3fvYznhiFUF8UOiyB9SVG6PDHEqPKfYjEiNFlO3ZU8R073ntPz2FiVujw2whpKDFCh/+RR9xjFppYGatX+y0lfDYyxuga2RYtxoQtJS6+WPe5XWiELCWAkDKhmUmT+DWFrD8ww/juu4mPN/2+gpa3777uOVOn6jF7jqy4WJPXvDwXMYNwUc+e7vd17qzHbOuP1av18zp13GsCAm9TP7NZpZiCdhwPWC8ddJD7M0yerMfshtGOHfp8qFLFFehCcW4X7cbofhBxZ7wxp1u7tpuUX3GFHmP3Z9u2keBUPELCYmji2KhYcbGikKzh8eCDJkGfjseoUZzRsnatH5GFRZYt+pPNKmrOrunll42X3nzWWZy6H3pegwIeR6sRtogWAowWRpsNMVo6dXKe15lMJtxw8K0TaLPHHeeeM3++fh8T0Ro7lgtOxan6doCqbN8zYAOw+zbU6MU1see1rzh/9ln9PiYAl+PxQ4vVSPM5jTTSSCONnI8dXyyQelu+l9Ut20hejerJg088IVJWpkbsdjz4oMgRR4jk5yc//+wzkQ8+EKmwzkjEvHmReXs8SktFHntMZPRokb33Th576SWRtWvV6NyORx9VA/sRI5Kfb9wo8swzek5165r+8AeR8nKRGTPc73vkEb2eCruLyliwQOTDD/nPABP1Y45Jfl5ertc7bJhI48bJY3/7m8j69fxnmDcvMqS3r+n559W8vWrV5LE//1mkpISv00MPibRqJVJhFVIZn36q1+T7GapXd9epvFyvd+RIEctGQV57TY3o2e/owQdF6tUTsSwoEutUzXK+e+wx/fumT3e/79FHRTp1EmndOvn5woUib7/Nf4Z58/Tf9u8ovk6WLYm88ILIunX+vdKokcjAgcnPt2zRa5o0yb2mp58WKSryr9NRR4l07pz4eO/8TvofRUXuOfj+PCv1qlEjOlajRvIYLClq1XK/D581aeJ+X5Uq+p323sP9Zf8MVaqI1Kyp/12nDv8ZcJz9DPY9U7Wq/pOXJ2JZrXh/hvgx+3r33Ve/r3p19xkBO5SGDd3vmzpV5PXXRZYuTX7erp1Imza6L+yYPl3vzyeeSH5eq5Y+N558UmTbtuSxo4/W49i39s+wfLn+HPHYbz+RoUP1/shmk8fw3LC/r0oVfVa//rrIokXJY717izRrpnvTjilTRIqLdU/Ho1o1vaZnntF7IR5Dh+rvlF3TjBkiK1cmbKZERP/+/v31GWJM8hieuXgGx2PaNH0WxKyzRESkbVuR9u39P0NJicjjjyc/r11b/64nnnDXadQo3d/z5/OfYdUqEcsiSxo21HfW/Pn6/InHztbpX/9y16mgQO+pRx91f4apU/Wa/vSn5OdVq+oaPvecPofjMWSI7iX2O/qpxA+paH/Mf1Jkdc+I3RHNSuOnGbvdXqyYeSt6kMyD9uvH5zeBUrH5TR+aCDEPNlsTspHxzdYUFSllkc0FAk1kIkk+OpyHOmaM8av2gi7bu7d7DlBfZlDvo8OFqGMhQSFir5DJZJQ6J8KFn2AjY8/fASEdM8Z/TUyV0mevsHWrznXOnOmeE1qnggKurgxVSjbX9ctfGu+c7RFHcPo5ronNdU2ZorRUG3nDnCQTHcOMNxMoGT6cI2IQs2Ko75w5JitisiJm9T9iM9aYk6xTJzmXakyEXIq4YjJnn63r3qBBcq4QIkZ5ee4MHgR/GNLXs6eeZ6ui4hnBUDEwGGwxGSjX1qjhIj4QHROJhJIQ06crkmxTVoFkV6/uismA2imi4kzxGDpUfwb2nMA9xYTHYO8Rnx/GdfnGHyDOxER/8Jyw91/IFmzePP0+nw0LE7379ltdi6uucs+57LJIYTke2H/MFgzq3kyF/fTTOSIbGn/A/CdDmXemwg6rJhN7N/tGOkLjD7in2DpNmaIMDPt5bitcxwP776WX3GO+0ZvQOuF5zkTvWrTgtmAhWyMf0ynHQ1IacBq5HLtdgZDGTzZ2t72Y3WcfTczsFyOUU5lNAqh/dlKG2cSQ0Aij7B57LBflCAnVwMOQvex799akwy6yQ76mcduLeATUJc3bbxsvrRlqsLZIUqjQCRWkgwYllVMRoDVbdNlMJuMXs0KiOXy4+/eEijef8FNJiRZ19lygMZFIEqPJ9enD1wkFKbOz+MUvuC+jMUrRZDQ5CD+xpMy3TiGhEShmvv66e2zECD4PDdExRj+HsqntYVhebswhh5jijkrPXdwjVpQieR4/3i36MGt48MFJwbIdOzSp7t1bz42LyaDI7tnTpZr37av3gD37jIIU4kbx30fFTOjG1q3dhlfnzrpWIkrlRIDOOHiwS8eEAm3TpslGCors0aONQzXHM2L4cHffwhO0Vq2kxzBEx4YO1XOZTVVBAZ8rRCHLmg6he/HQQ7nKcMhj+JhjlG5r07KhoM18k0Nief37c8EyCBmxZya8a22qOcTymJARxPJYIXvSSVywbNMm/70IhWvmadqnT2L2ufLdTArZykDDi73bfOuEeWpGm/WpDMPWiCkno+HAnpm+dfr8c+MdR0HDwW5MhuxyQsJyORxpsZpGTsfuViCk8dON3Wkvrv67JrzfFxBkEHOBTCSpZUvucYfZRBv5MCZSibQR0tBL+8kn9fuYUM2wYbwoQAJ9zTXuOUBImd2Bz54Ewha/+517DN1nW9gidE3w7WMowYABPBGBiitT7b3pJv2+zz5LfJx56SX9Lht1MyayO2AzpCeeyAtSqLiyua1QsjZkCEdzQui8r3gLIVSYRbPFd4zRJJehBKF1wswgQ0h9XoSY8WYzg0AT2f3kWyegbg8/bIpr1DLF1WtGx4Bkw4YFSHNJiaJxU6ZESSrQFohZPfWUa1mCa0KBBw9GzAxefXWkKo0CCeI3H3/sNmDatzemsNB8ceGFyQYMRMduuUXFcdq2jX6PQN1w3RD92bZN9+TMma56LRL7TEYbZXGkD7OdEJNBAwaiY+eeq3O/cZT5hhv0z775pl/0B/OfbGY67nkbjx9iBWU3yiD6w9gomJn+61/dY/BbZohsnTrqzWkH0Etmw9K9O0cvQ7PtQPrsOfCKBgxVfbcthuIBNWi76Fu9WtfpZz9zz7EEpxLvZl+jLG7VZAfWyWbYlJRo42DCBPeckC+2TzkZDRjmzxtCmfPzeRMF9xyb0/2f/6HKycF3Yg5HWqymkdOxOxUIafy0Y3fai0sK+hkjYlY+TgQvOnfmQjVvvKGPeqYG6yt0QkVBSOHWJ1QD9INZ4/hQ31AXGcgbu6YKCw5HdGP7dk0Ip0xxzwl1xgcO5AhpCMkOJccdOlAxq/eg4MquyYdghKh4oeTYJ2YVssYBgrF4cfLzEGUXyqWh5Nimn2/frkkus8ZBYcbuWV9BumqVXpOtcGtMJJL0wQfuNbVrxwW6QvfTqadW+pou7j3YGBGz/JEntAiJ28jk50eUVaBxTz0VUdshwDRuXFRsouhbuza5ThD9gZ0LVHMXLkyKf0GYB0j2pEkRFTKWHL/2zDNaGJ5zjv65iy6KxKxgWfLBB9E6TZum3922bWRZAhGbl15ym0dxyiS+e+3apMJsWZlaj0CNOi5mhRGEJ5+M/l5Y4xx9tBb19vMHzSOmRo37jiGyPXro99sRYnxgnWx/yx/SPGJK6NOm7Tq1Pb5O8chmFblkbAYobN95p3tszhyO9IUsgLBOTzzhHhs9moszWYJTiXfz3Xfr9+2KBRDWiY0gQMjIRpnjzSM7QnY5YBvZzV2sE0OZsfeYGnS7dlxEKzT+AraRXZzncKTFaho5HbtTgZDGTzt2p71YXL2mKapRyz2ARINZrpxxhqIfDKWqV48bjT/6aJRs2uHzGtywQZPcWbPcc4B+fPll8vNQoYOigHmAnnOOX/rfZ7mCxJ1ZrgwdytFEWOOwghR2P/Y1GeOnHQJVIx3z5WPG8HVCQcqSXKiqMiViH+1w/Xq/12BonXyzvlCMZkg2aId24l5Wpskqm5/DOrEi22dhhGKENUOg1sloh7168SS3wsaFJu4+CyNY41QUpOtee9NkRcy37fIjWyZYrqCZ8dlnLu2wa1dtPK1bl1Qgxd654w53nU49VffOxo1JBVLsnRNPjM6H+m3cgihGO8xkMlEzo6hIi7+jj9Zz4j+TvU7xnymufhun5a9Zow0KoGr4Pf/mN1FB+v77eixeyBYWaqGdzUbo5dix0fm4JjA7mOKzr+kUUrEO+Yn6LEugMswYA6ecogicbekFCyBGyw8hfSFrmerVjZk92z3n2mv1+77+2j3mo+WHLL18TSdoHjC1cTy32D0eo+Un3s0hRd5QIetDmUP3+M4sgJj1GsZmWHHum6W37/F4gAXh8wJnqvCggDNqcY5GWqymkdOxOxUIafy0Y3fZi8sfeswYEbO4D5nBAZpoW0TE0Q87gH4whNRntRDyagWFy04YbPQjHhCMuOce91jIGqdxY07hAn2QiSSNGcNRF8wmskIHCTizxuncmdv9hOiDs2d7UZeSevX4OoW8HTHHZzcONm/+91AX3zqFLIx8Vgvl5Ul0LB5AKNg8NJoh9jqFLIxC1jg7E35i63TeeXydUFQw1IVY42zba29TXq2aNg7igi64lgsv1OIlLuhyyy36PZdd5hZK7dtHyXfcrxLzaldeGRV/CMyOzp4dFX+4FjwbDjuscrYvk8lEhexVVxkHSRo7VovFMWOS64T76LzzXJrnlVdq0wcsCqCYsPfo1UsbVnGaJ4o+XFMcHcN9dPrpSYpxiD2BuWU2/zl8OG9WAeljVmCYvWSIbIcOHJWHkBFrwJ12Gi+QYMfErGVCdP5x4zjLZflyP3sCBZLNnghdEwrZ225zj+3svcTYE5iZf+01993ss8uB5zErzkPoZfv2/JpAa2dzumefzRulIQo4Gg5MkDDOnogHxJlYozRk2YZm124SabGaRk7H7lIgpPHTj91lLy5r29VkRcy616wZpZKSCGmwAx1sNkM6cmTY+48laFAZtbwljTGaPLdr5yIXoIIyP8NZs/gMacgvM9TBnjZNUSqbirVmjX+eDQjpggXusQ4ddsnE3hgTzdna85slJZo8smQGKBVDhEJItg8hRWLO5jd9c1I2ShUPeLXa1OqyMr9iNDwf2TwbkAZ79iu0TqGC1Jeg/ZC5QzbP1rgx9zNEEQeENB7Mf/aEE/TP16jhKsEOHaqomL1OKGSbNHHXCUmqjdwBvTzoILfIRgNn3331no/Hqafq/SdSKcySyWSiorxZM1fdFnu1alUtRuIxbJgWISJJ38lvvtHPmjVz50OhyFuliqtC3K6dNjzs+VA8U+rVc9fJN5cOlWs22hBShB41Sn8G+zmJvcqek3im7Ip+AAS42Fy6r3GH2UtWyKJ5wvbq0KGcoRASnIJHqs/TmiF9IZQZDAV7nTCne8op7rs5NIKCxp1d9K1dq/eEvVeNCa/TYYdxkT6MoLCGg8/3FQ1W9kzBOjEKOEYb7HVatkzvF9vb2Jio2cWekzkYabGaRk7H7lIgpPHTj91iL5aWmvKq1UzxXvu4x9BdZwqUQD/sQgfUNyZyAeSNdaL79+fWOCFlQxQ69mwQlE5ZQRoyOfcJP23c6J8NAu3SNm43RgsClmiBWs0QA58SMcRImO0A1onR+caONdsbNnQTLdDEWKKFxgGzkenfX5MtO8n57DM9BzOR8QBaZa9TCMl+4QXjRUhPOYUjRd9/70d9QdllaFXnzsaw/CBEfQOStyvqyqH7afx4jlbBwghznoglS0wWxaVdCEEQ6qCD3PsJ6r/2Na1cqZ/n5bloFdRrbYEB57fsAAAgAElEQVSVsjItaFghhAKpVq3Kdap8Hs6cqcdOPTV5zvbtSjlm9FiMD7RoYZzo2pUXQiiQGDUVSJ9d3GWzep+xdYLiN6OlY0bf3pNQkmbWMvH5WztGjeJI33ff+VkAmP1etCj5OZTZ7YaCMeGRCB/Sh4bD5MnuOVgnVvT17Mmp8aECKdTw86GXYNWwdTruOGP23tu8YjfvYH/GbLXQRGGN2dAss48CjvuJzei3aBEW9wsxUOxCdscObQix92BIQd9nUxcaicjBSIvVNHI6dosCIY09InaLvQhUidkb+MRyQp3/UPEGURH7Jbh0qT9ZgVerLcARUl3EHN8zRCzKN+MDH7yQByizkencmSNvKEiZ6qLPfzaUrMBbkqEjvnWqKEi/ZejIXXcZStk1RpOVli3ddULyb6NUxqhwSbVqfL7M1/mHABCjsIUUo+vV43O2mC9jRXbXrtwrE0X2roiKYM62Vy/3nJDdD4SH7L0HJJt56t5zj3fvlVSvYbIiZvsGiyYN1Ikl8rB1sYVcSku1MKld221EQCSM7aOOHXkxuHmz3tMHHVT5UeXz8OKL9Rx2vzdurOfZSB/uJ5bHjRvHrymb1WK5Th33HFwTS+Tbt9djlqp2cN135r3J5j9/iNjcP/7hHhsxgjNXfshz1Oe9yZ45OxulqFnTpegXFfnFntAEYyrDvmcOBL+YgBXYAHYhGxJ7qlAZ/oyJoh1/PH/mFBcrq+bYY91zQnPwWCe74bBkid8jNWSb5vN9hRLzb3/rHps1S9fJLmSLivx6BVgn9r4bOpSLzeVgpMVqGjkdu0WBkMYeEbvDXtx60CGK0NhoCsRyWAINlIoVpHE10niANhnyHbQ7zRDLYbOJoZkqX/EW8stEp5khAj166Pyb/YKGRcott7jnxEVc4hHynw0pEc+YoYmUra4cWqcKJPtthjD06BEJy8QjhHJgPtBGE0PrFJqp8tlqIIlnjQPQKpm6clwsJx6hgnTOHN4MCdk1YI6TJfEQNbITXhSkcW9SRFyR1o4AypGtUsUYEbPweKvRdMUV+n316yd/t2VlyoaoWjU5y2pMNOsr4ioiH3+8nmPPXkKFVsT1wQVdPC+v0rKk8nnYo4ci7fbvFkg2uwdwTbVrJ0WEIKSWl+fae8DHkyG106fr/WnbQ8HKRkT/TjugiPzNN8nPQ/ROsDnYPQBvX3u/oJhgatwhTYBBg4xp3twtZPG7Zeq1sCxhTRmfSF0IvYRy9ebNyc/hkWoj6saEC6TBg/Wa7HsgpAngE3sqLzemeXOzgTUYQ2MgELCykXPMyEKNOx5oOMD6KR4DB/J1whhIiM3B1O3j4mfxgCYAU033rRMYKuw9GbLxyrFIi9U0cjp2hwIhjT0jcn0vbv5mscmKmFUHNncP+sRyjFGUilnZ/BDaJDNYb96cJ3khiwJfQYpkkxUFSKD/9S/32KBBfIYH13T99e45ceuNeISKt5CvKTxAbdodkjzmiYh1gtJpPCoEc5x9GGocYH6MJXmHHMKLt5Co0eTJvCBF44Ah+qFkHDTkXbGS8KHz5eU6X8couyhIK+YtEwEasi8ZZ0leqCD10SPha8qQ7Ip1KpMqZmO9BslrOuQQvT/tZg6S8b59XQRp+nQtbvfaK6nijcZB37567iuvRMegkHvUUa5PZb9+SocWqZwrzGQy0ToNHOii1lAOPvTQpNcsCkHQfeNrAlSpsFCLu7gF08yZuk7VqiUFcrBOuKY4Eo+iKT+f7zM0c5g4DZpu9jOutFSbBOx5ALr7H//oHvPZSoXQS4gIsWaOr+kWem7jmuwGFXyOmYo3xJ5Y0+3YY911Miaiu7OmW6hA8s3IQuyJIbI//7k2etg6xRWq4wHkfN4899hpp+l+sp8HQGRh/RSPUNOte3fedAs9t+O2UvEAysysavCMY+uE54HdHMXcL3vG5VikxWoaOR25XiCksedEru/FRSPGGyNiFl9LkMH8fK50GkKpkGzuCoUJxdvDD7vHYJ+wK7TJEGV3yBDeoV+82I8mAnmzrwkJ6Jgx7jn/PwkoS2xC9Llu3bj4VAxJcfYhElBbqAkdeqbaCxoyS9Z8okZoHLAZ0vvv9zcORo9W4RmbPheiIV96Kd978NVk83qhxoFPeGbrVqUhM8QL6/TWW+6xwkJeKCABnTvXPQfoEEPxWrUypmdPs6x1JxVHe+V1PYZ1evBBd14NImFAu7E/0Tg47TQtVOP7EzOIzz/vFrIjR2pTBvTrN95IXtPVVyvLoiL3ymQy0TMCqqgokNA4GDYsUgpGgYSk+r77FAmNF7KYWwf1H88RiB6deKI2tuL0a1CrX3hB92f8OdK7t/5usT9ZgeRDL5cs8e9P2LDYNFwIiTEROwiJsXvOZ1UDmvwJJ7jnhJ4jPiEx3HNsf0LAihVILVtyRPall/zPe8xt2w1IFEissQU6t88fmSkxL17sXyc0IHelsYXinDW2oMRsF7KhdcL9xN5hPXvy5wgUfhm12IcyAzln72WMM7Bno48Rk2ORFqtp5HTkeoGQxp4Tub4Xt9WsY0qqVjNZuygIieUg6WIv80MPrbSpSESIihTqtPsQUp+VjTGabB55pJ8yxmwVfv5zfdHbnfZQoRNCfX0m7iFfUyAiTPCiRw+OvIEyduON7jkxRdrEPgyphoKGzEQ8fDTkkKhRqHgbOJAjVytX6v66+GL3nBAN2UethmItmyGdOZM3DkICXUB54ggjwoeQAk20qbLGuIVZPNq10yLXDhRvv/+9WfGYqgivLKxYT+y9oiIVZapRQ2eXgSaefnqE/ANBihdmKOBRIMWVvVHIbt0azRJeeqkm4nXqRPTOuGo1RgY+/NBkXnwxKkiN0YYYGBrxv9cu4OHnvHlzEr2Encwxx0TPHyD/uKZXX41mo3Gvxp8REydGwlbxvxcFEmMzABVje2DAgDDyzxga55/PBcjiBbwdoDgzC5STTuKFbIihAaVXNtrh8wwG8s8KpJDY06GH6v1vB0Y7GF162jSl29oNsdDIQKCQ3dCpExeKg6Afe6aGRgZatODsoBB6efLJfJ02bvSzTvDuY4yn/v253y88vRnKDKExuyEWYtKg2cVGcHIo0mI1jZyOXC8Q0thzIpf34opHVRhiSfe+7kGfWA6Kt1Gj3HOAlDCBkdNP14LGFuPAS5klT6BNsoK0sJALNaFj/stfuudAjMO2Evgh9FaGkE6ZwpOnmD2CE7D7Yb6mSHLt5ClU6PjQGlxT3N8SERJNAb3VRhND6xQSNfI1DpA8sZlAoAC2aEpIDRlI9mOPucd8jYPQTCBEU5g1R79+PCH86iv/OqFxsHx58vNs1kUKER9+qN93553uMSS5FWhNeb16kR9tfJ0gtHTrrcb8/vcmgX5eeGFkRRNvHKBAGjrUVfYG0vfQQ1GSC7SmQmXVbNmSXCfMVJ9zjvkAyq6wHEIh++mnbuOgVy9FOFGQwjcT9/jVV+t6i0TiNmg6LV2qqB7mUeNNJ1jdoBCGZdDzz2vRFW+GgApp752QVQ2aGa++6h7r2dOlSxsT2eUwGxYwBpgw0mGH8aIPhewDD7jHsE52gwY2LMyuKvQs9hVIIbEnX3MQbBX2fkFzkBWyUGK2r2nbNu89/vmllxovDbewkBfnaOLeeqv/mhhbxYcy//OfppIxYIevibtunb6bmR/5vffq973+unts8OCwVQ17FvvWqaRE9x2zxMmhSIvVNHI6crlASGPPilzei+vbd1b64D8tSlhovgooFSsKfAIUSBiYkiIou4yWVlDA6a0hhAJzscwSoFUrjlKFVHZ99FZY2TA7ilCyOmoUt/sB1e7qq91zfDRkJOAMTcR8VQXVLrEPYUdhNw5C9NbQOvnm4IBSXXONe47PVxG0tJDKLlun6dO1cWAXFWgcMEGXkNrq8OGchoxrYs0Q0FttkRoUf4xxANsQhrqcfXaEisYjTm9FwHP12GPdderaVen8ffokhZpQDF9zjTuDiWsBigm7n/h8+eGHJ+mDQEbnzHHXqWJu+btBg5LoPIrhCy7QvRe/Juw5NJnijQMoxw4dqnOxWCfcR7Nnu+uEou+88/R6ly3Tz2HvMWmSi46FZrFPOIEXSGx9EGgYsGKiUyeuAwD2BGO5hAqkFi14EyQ0djFpkv4u7OddyHf5vvv0+xid3yciFFLDveQSfh+FbK5ALWbPBg96+cpf/uJ/3oEmjsZOPDp14orUaIKweVIfyoxCdlfHY8aNU70Gm4a7aZNfGCk0y7wzujRbp90g0mI1jZyOXC4Q0tizImf3YnGxMXl5Jtu4sXvs36W37rMPL0ghasRekgUFvNAJKSLG6K2JCM3fYKbo9793j/mEJEBDnjXLPSdEb4VypU/wg/kjQo3TTjpDNGSgiYzeirlY299y+3ZNRidOdM+J0ybt8CENITQxRG9t315FROwAOs+QhunTOQ0ZqC9L0EJzh6NG8YJ02TK/wijWCYUOAjRkNs9m02rjceaZfC62uFiL7ylT/Nf02mvRZytWmKyIKalR00XuYFHEGgft2kUiSHEaIOadmzTRYjceV14ZfV8cuUMhe8AB7jpVCDuVV6/uMg5GjdL7z6bA4/5r0UIT87iPJQokhgj176+/O/t++vprPad+fRedP+88LZpFknOHaNwxwZ3Qus6cyemdmzfr57YSszGKqvrQS5+gXUhwx9e4Ky/3qxajOGfNyHHjjNl/f9dPND7vbEeILu0rZPFMYdeE+WS7gRPyNvagzJlMxk/DBa2drROs2ZhXuK9xF6JLY+6X0XB96wQaLntH++ZJQ02UkOfqwIEckd0NIi1W08jpyNkCIY09LnJ1L5bCBoL5pPpEjUIo1R//qN/HTNP79HHtIYyJZoOYemtoLhYURTtCVgqYtbOTEsxbMoQ0pN4KiuKuzAYhKbFFLsrKNNFic2khGrKPokjorZX7EGgi8wTs3Zv7HKJxwJBsH5oYorfC3J5RHo8/XtEOG50PWSmEGge++UH4BLO5WCT5tmgM1ontvdBcrA+B27FDk0pWkCJ5ZKivjZBWxPp99zdGxOyYY/lHfv+9XquI2wy54Qb9nFlNtWmjx2zvRhRINWu66wRUddq05OdlZXqtrHEAGu5++7kJMTxh40q+xmgxUb06L8ZQyObnu9cE/1QbrYIFVY0arhDOBRdEdOl4gJbO9gOaLoyGe8IJiUZSZWzY4H8WYZ7000/dYxCE8tFwWYEUsgrz7XEoPzPq587o0qxAAtLH3pG+ZxHYAIyGG6JLk3nSTCYTVi32rdP69f4m5r9Dlw7RcPEsshFZNDFZcR7yrrbF0xAhdWnM/bJCNscjLVbTyOnI1QIhjT0vcnUvbmjQ2JRLFV68+V7EQEh99gHM/BxdcqYkedFFvCD9d21ffCb1mzb5u+QQq2AFaffufC42RPfy0VvRJWeiRrATYWgGbF9sWl5cLMcOYvtSuQ8HDeJ0L1Cr2TXB9oXNxfqK7Lh6qx2YX7ZN6rFObNYXSaBPHdMn/uKbmcPspJ38Q/yFoRkhJHtnyToTf/nTn4xDb0UMGBBGna691jnl+179jBExS4aPSx7IZvVnqFrVRaVBrWbX27Mnv983bdKiYJ993N857DPYGh5S4edsz799+62e07Klew7ozXfdlfy8vFwRMXZNEOlhM4K9eukxe2a8uFi/i11TaHY4xPLw0XBDhayPPbB6tTYcLrzQPSfkT+rbR6F7A+JY9jrt2KEIN1MtxjOMNdUwi+wbD2EFEtgDDJHNz+fP5RAbByyP2DVlMpmIjcPsd4DIMoXfqVM5GyekUh9iefhouFD4ZYXs5ZdzNk5pqSLg48a554SoxT7V4pBKfY5HWqymkdORqwVCGnte5OJe3PjhpyYrYlY2b+UeDKGJPvVW2L4w30EgpHYyV1KiL1Rm+wI0kVGcQkIa++wTibDEA7NvbP4I9jw+1JclPlCktamg2ayiUYzeirlYnz0PK0g3bPA3DmyxnHiMGBGpt1ZEJpOJ5vl8c2Ihex4meIJCZ/5899jpp3PfQczF7ur8ss93ENRORkOGABCz1TjySD6/jGvaFXueEA055KWI+WWbVhm3fbHj0ku988vZgw4y5SJmS516yWMojkRc8bNzz9ViyxYK27JFi8EqVVwhFxRHIu7sZY8emvDaBRJm39j+Q+PALvowz1etmktbxzqx/TdtmhYMdeokm3G4purVXbsQMEN891T79nxOMUSDD83PH3542NaFidT55hQxP8+eEyHl6sGD/XOKvkIWDUY2P+/TOcD8PFMtPvVUXiCF5uch6MaeE/n5xnTo4H4eF+WqiMp3sy0UhggVsqHn+YQJ3P8b+481cmAPxXyl7blsROh5fv75fvudmPBeIjA/z0Zl0GC0/b9zPNJiNY2cjlwsENLYMyMX9+KifsOMETHf/uY+92BBAe9ao8PLEhjM8fkM1lkC8/TT+or485/dY1OmcBpyCKUC6st+39268ULn44/1HOYXCzSRveybN+fKwUATGQ3Z14lft65SKdUJzBoySpmHCmpWrNCf+5JLEh9nMpkIBWKdeF9BGpqN8s0vb9+u12pTQY2J1CrZXKyvIIUC567OLx95JE80Ubwx6h8Unu1rCjUOdja/7FPghO2LHaBWs7nYpk35OlWgvmsOPcIYEbPqmRgdHzYmzZsnkf3iYi2+e/d2iz40Q3r3ducUCwqUdlqrVnJOEXOukye7BXoF7XRjmzbJ30c2q4Vgu3Z6TnymFkXOkCF6j6xZEx3D/WTPCYMuPnascVAxIFujR7sF0ujReg/UrcsVfm+/Xc99/333mM8/N0TD9RVI5eWKyDIGBuidjIGxs2cmo+GGCqSdMTB8TBmmIA9WCVMtRoHElMlRyNrz3Jj7Da0TmyeFKFfFOlW+m6ElwCzNoEz+5Zf8mtg6Adlnz0woMdvvgRB6idENpiDvWyc0W3dVmdz3zHz7bf0+Zj2Xw5EWq2nkdORigZDGnhm5uBeLq9c0xdVrugeQbLIZUh9KVVqqszOMCvrUU/6CdNw4bv4e8lbFjBNDCXr14jNOKEiZkubs2YqyxJNgXNPOUAKGfGDGyaZWoyBlhU7Mg9IJH+qLjjpT2YXqpJUEv/yPf2ihw5SDQ96GEyfqLKGdBEOAhImqgIbM5mJ79OBWNp9+6l+nCy/0J8E+D8rQ/DIsIXZlFu3OO/3Fio+GjFk0Nr8MWiK7n3zrhGLlySfdY1OnGtOggVn93AsmK2J29KxIOIuKIoQKewNCLphFe+EFTXjjxURhoRakoCrjHo43DkBZRWE/Z44mwd98k5yZjlFiP7v8cj0fs7hYp9/8RimzceumGTP0e5Aow/cSjYOzzormFIH0gRny1luKXsaLCcwMoqmEAum773R/XXRRVNjbSB/mSRl6vjM2SkhsjYl4hWbbmzXj1k2hOUUfDbe4WAv+6dPdc1DIsgKpb1/9PdrXhLlf1vyLWwrFAyrtPXu658DzmRVIELCy12ndOv89bKkWJ97Nw4Zx9BKez1bzzxgTrZM98lFaqk0UNvcLRBbWTfEAG8UuzmHdxGbb8axl69S7N9eKCLEBQONnKLOPNZTDkRaraeR05GKBkMaeGbm2F7+9S5Gtxf2JMIPPIgVdZEZbC3WRx4xRVMYuSDF/dcEF7jkhgYpBgzhKhQSaCQCde64WpGvXJj/fsUOLMGaDECoKfIkf/C2Z+FRIPbJjR04vDBVvPrsKULwIgvExmg3smsaO5Y0DFNls/irk59e/P18nXBNrhvgaB6CLMzVWJH6MhnzqqboeNm0NRQeb9UXj4IMP3GNdunARon8n8YOIDSs6nn3Wv04TJ3IaqC0S1rCh3selpUmVT7tA6ts3Kg4huLNwYbRON94YNW5QPMcbBxCVmj/ftVGCX+/mzYnZv1f++tck6o7icNOmqHh+8UW3OOzRI2ISQDX3/ffdBlscnUdxvnBhRAP9xS/0WOvWEQ0c98aCBRHSx5ocxx3Hxb9QPLMGW4gG7rNHWrHCrxqOJoctuAMWCxurAJOA0XChRm3fJ1CjnjzZPQdNQ4bIduvGGzdosDHLp+uuMxS9RIHUrZt7Dtbpf//XPYYmij0qggZbxTM68W4OoZc+uj7WiRWyGBVhSsy+BhuKc7b3YDe2fn3ycxSyxxzjngMKOBNG8rEB8IxgDTbQ9T/7zD2Wo5EWq2nkdORagZDGnhu5thfL2rc3WRGz8ePPrQMV1hsM0YGwDBM18hWk6EgztVWfuI0xfm9ViBoxSh0KHRt5w4t80iT3HChbMnGbY47xqyHXq+fOuxkTJdA2upLNKq3atv8wRpNtES7cgqLALt5AQ2aUOsz6EgGgtT178nVatcov3BJCffv25Ug2aIIM9T3vPL5OocYB6OJPPeUe89GQN2/WhgJbJ9AE7WYI6KgsR/joIz2HKZCGvFUPP5z7xYbonL7Gwdq1+ruz50eNiWb43nlH/+ozzzJGxKy67BeK7sRpgiNGaIGEBg8EteK0ZPt+gpDL11/rzwbhlrhdD+yuILATt4qK2YNkMplICG3JkqTwGQqkqVOTBakxEYX35ZddP1KMLuCagMBidOHKK6NiHKMKUEH+9NMkPTqEIKHoZjN9xxyjzxp7L27b5n9mYE6WMRB8BVKIPg5/UjZL77NAeecd/RlsxWdj/D6/IVsl0McZzb9vX4704V3BivObbtLv++QT95p8hSzYL0zcDayKoqLkuxkoM9M8ALuAqSCPHq1NAvt+XbrUTy0OKaj7UOYPPtCfgSmow87HbsgWFfmvCfoArNk4dKgW1HazMSTylaORFqtp5HTkWoGQxp4bObUXt2zR5O2gg9xjKEhZAj1hAjeKx3zkz37mnuOb9QklGSE1R8yQ2nM2xcV+31BQpJidzqhRSre0k8H16/0zpJhNrKCRJa6pfXtjOnd2zwHNkSWDs2Zp0m6r4kLNkaluQs2RoSQ+AZaVK002L4+vE5L2zz93j3XuzL0dQzRkFNk2Oo/GAVsnJO3PP+8e8xVvUENmNGSg87ZQTmidkLTbqrPGaJHNkvZQgweoI6OLjx3L1+m773SPMzspWJfYSbsxWqzFZn2LV60xWRGzoWFjV0n0iSf0e8aN03WKKzyPGqWJt30/LVmi3zNpkpu0g/o7enRSfCouYhWjBGcyGW0UiESzrXEV27PP1kK5bdvkOkFAbdgwN2nHek+f7s6ZDx6sibetzLtqlf7ZiRPdRtzNN+tnH3+c/D0DkS0ocNcA680Ed3xenvA8ZqgY7Hyefto9NnJkWJiL6QoQNdzKa2rblhfnIZuYc87hBdLWrbrebPYSNFymhjtyJEeZ16zR/WBbFxkT3RMffeReU6tWYQG1Rx5x381AmW01+ZKSZJMmHqFRF986QRQuhDLb1GJj9FnMnl0h7QU0HOx1QkOPCViFZpl9z+McjbRYTSOnI6cKhDT26Milvbj8pDONETGlTLV32jQuLIN5LkbZ9cxHVqp4hoQaWPHm81bdsUNfkKx4A81xV8QnQjS70Gxi165cfCpUkIIOac8hAZ1gIkSgVvvEp5hQE9AJVuiA5mgnQKGkDmjibbe5xyCoZdOQt29XhHT8ePccJECscTBsGLc9CtHFfWrI2awmdWzWNz4faQfULu1EFagvQ+dRoLAGz8SJHGkLrRMS1QUL3Gtq1y7c4AGaWBGrDm5hsiLapIgjbbieGjVcJBsFEkP7hg/XxoqdfANJr1rVnRMEDVqkcs680i6kfXttNnTsmFwn7Du2TrNm6X1rN3hgeVS7tkuDBbW4goaciKOP1u/ab79kI27tWj/93VfIAklnz7x//pP//cZERZ/dCAmppWOd2PNhyBC9l+wCKU6DtgPoJaN3du3K76WQFsCZZ+rv1b4m0HCZMBKaKH/5i3tswgQ+N48xBUa/xjWxdapA0p13cwhl9s3Nh8TpQus0cKA2UXwUcIacgxXCxhR2JiLI1um007iFGMSemGJ7SBgxByMtVtPI6cilAiGNPTtyaS9urNfAlFXJM2XFFkK6dm0kWGIHRCSYGmLz5txHEDQslpydcQafkYKwDBM1wjwRS2T69+cCJkD/GMoA1Jd1r33WB0hkGA3rpJN4Qbpli5+OiuINQjPxGD+eWx+sXq0ow3nnueeE1qlFC/M9uyZbaCYePjSxpESTs5Ej/dfEaI0DB4Z9BBldDgkno4tDAMhOztAMYdTqk0/m6wS/R5acIYlmqO/OGjyMsutbp1CD5913/Um0xwN3yXU6J7218QHuOSNHGkoXLy3VNa9d202i0RxgVO0jVIHY8flcsUI/328/V4H1ggv0GGsYNWqke8JuHOAeZOjS0KGGItlFRboW1au7s6ZA+lgTzGcnFSqQ4LFs79eQVQ3QS9YUwtr67KTYPYj9yhBZ37NyzRo/vRM+1BUU80R0787nU3FNrECaOVPvQfv5H2oKgTbPPFx3prLOhJYqmihv2T63IZTZppjHAyJfNuvHnveOB9gkjFoM6zH7HgyxfkK2X1DvttcJYyi33OKec9ppXOwJs9FMQyAHIy1W08jpyKUCIY09O3JlL6575XWTFTHLWhORmPj8VjzKy1UohxWkQJXYHKtPiAQdW6Y+ibkgpmbpE+yBuA2jUwH9Y+qTPu88qFmyJAuFjp1kAdVhaAESfEZ783kcYjaR0d5QZH/xRfLz0DpV+DZ+zjr1PuVTJI6Msvv44/4ky7dOmDdmqE5c2CceSBwZmohkmNHe0Diw1wl2F8zCA7ZHTATHR0+E6ihr8MQFe+IRQ3WcCDV4fCI4aPAQVCdbQYHfXq2G+33du+vfZQtdocFTpYqbeOOaWMHVooUee+aZ5OcosuvXr/z9VT4Pp0/XYzaNe8sW/b2yxBssimbN3MR7wAB+765erYVE1apu4o29x+a/MRbBxLumTdNrsgV81qzxFxNgobAGWefOXLwLqPW117rHMPdosxtCzST8/ljTb9w4PtMOD2EmSHbPPf7nW/fuvP8QRiIAACAASURBVEBCw+H2291zMHtpiwiBbs9EiUJ+p9OmcaGliqbft+z5duON+n1sLKKggIsS4fnG3kOY97bfQyUlWvQxRPaxx4yXheJrouD5hvnveEAM77XX3GM+QSyIPTEWCrx2rQZZLkZarKaR05ErBUIaaeTKXlzSrY8xImblH6xiEL5+rHiDYA9L2HyCIkhumCoukiWGJvroayHBnosv1pemLVSB5IZZB4CSxzw2ffS1jRv9vn5xqww7fOgfZgAZ6huiGfoKnb/9Tc9hdggVyMMrNtoJ1JcVbyHxKR99LbROmGu0hV9QZIeEX1iyhK6/TV/buNHfOAgJivTpw4VfQpQ8NHjsGVJcE1unkFAZ/BdZg6d+fT4DGGrwDBhgSmvWMkbEbH08dhwNnoMPdhNvNHhEjLn66uhzNHgOPthNvEEzrFfPTbxPOSUqPCsS70wmEzV4mjd3kWk0eGrVctdx4EBtotiJNxo8++/vJt5o8Nh7CevUrBlPvKGszfyUMTduI3PG6P3GCqSVK/2UdltMKh59+nAhsxBzBD6adoG0fbui1oxavDMhs733dq8JzxA294gCidmMdenCKatoQrFCFkUfU0D3+dK+/LK/ATRliinZay8XkcUsM0OZoVnA0MsBAzhqvXixOzeOQMOBrdO++/JxCjzr2eiBz84Hc8SMOeJbp9A4BTxcmap7jkVarKaR05ErBUIaaeTCXsyWlZmSqtXMtlp13IN4+c2b5x4bN86d5zImEr1gdFTQxmxKoDH+GVIITjDk7YILXCEYY6I5VkZHCtHG8EK3xU42b9aE+7jj3HMwx8quqXNnpQ37fEMZbQzWM7bYSXm5JqZshjTUOMBMl4+yOGuWuw+RpDBUZPhwLgyCgpQhCJjpstcJtDGGIEDshO09n9jJpk1+hDS0Tvn5PEHGNUEVNx4+uniowQNVXLZOkybxBg9sjxh6FbeesWPwYN7gqbBzKZ01y2RFkkrUaPCg2MbML6xnhg3TxDuOkEMF98YbXd9YNHhmz07uaTR4TjhBE+8K+nAmk4meEbB0iv+uCgu14LQTb8xcXnaZm3ijwQOkFEq0aPD07avIZTzxxv0EZXJme4Xvs21iQNlmSs8okJgS7aRJWpzbBRLonYxaDNSfFX2DB3NvUDTDmP0IFIPtAgn3KaNE45pYce6ziIIgFmPRAJFlisFQerbvU4hHxZsoiNBM/pFHqu2R75rYOuG9Z9+naLKccop7TqgRO2yY3lv2fRpaJ9ynNsMBtlcMZYYCNxvrwPiN3eDDOjHtBDT42DvCZ32TY5EWq2nkdORCgZBGGsbkxl7cNleFWxaNJqqTUJD1Kf0yIRhQpXyCHMx6Bi9mJu7kU5ANKf2CjsrQP58gB5CAmTPdc5BAM8Gedu20KLWvCTRHNsfqs9MBYsM8Nv9dBVnfvFnM39XZhz17aiLHKG2+dTr/fF6QhoSVIDLCEBvfvNmWLVqQsETXV5BCtIcluiFVU99cIBLdEOOAIaS+dQrNG991l34fmwscNIgjNkBIWfIeX6cmTUy2ShVTsm69/kyNGunPCLEb0Aafe06/7/HHo9ljiJadeGLkLTx8eKSiDUXR446L7m/MHmOd3nknSryXLTOZl17SwrFDB/2OZs2UVWFM1OD59a9dv9MrrohQXRTI69cnGzx24h1vHNiJd7wR16MHZ0B8+63ffgTFvv0MhGgZm3usoORTpG/yZD7/HJqnBl2UzVOPGKENJ5vWC6SPXdNFF/HnMGZu+/RxzwmpaMOiyGaqbN3qL5B8z2Fj/DO3EC1jaudoRhDrm63NmvF1Cj2Hjz+ej7iE7HzAVGFzxL51WrjQ/xz2CdzZ/sHxwHwqm42eNSus7Myew6EZ2RyKtFhNI6cjFwqENNIwJkf24oEHGlOlisnaScPy5f6X/NVX6yOcKf36utVQ8mSCDb6OflGR39IESp5//7t7bMgQjipAQZaJ24BiaM/uhAodiBAx83nQUW30DzQudk1AExll19fRX7ZM14mZzwNVYII9bdsqomisfViBvJnrrnO/D/NIdkcf68QEUEJKvz77hg0b/DOfoFbbHf1Q4wAzVkyECEmzPQuHuTEm6hUqLI4+mjd4cD8xb2GI77AGT5cuHJ1HYcEYB77GQXFxYp02XKH38cLx012LoBNO0GJzy5ak7VHcn9iehQP1+KmnoiIbCevIkfr73LFD9x7yLSTeV1xh3sXaorhBEbpkSeTDu2ZN0u8UaBKK2njzAdRqFBZQ112zRtepcWP9eZB4T5vmKjID6bMtqYyJfGnt/RuyVAHSa6u2opBlc9ghhsvpp/PnTLz5YAcsVZ58kl8T8wYFw4V5WYfQyw4duMUVKOLMigyWKraPNBgurDh/+GH9PmapcvTRfOYWys4Etf7qLPUjdujXeMcxi6JXX/U/F0LKzj52CejXTzzhHgPDxb4mUMBZoyrkYe5Ts4dWA6P1+tZp0yZ9RrD3Yg5FWqymkdOREwVCGmmY//5e3PTa6y4VEHHllZoo2uI2ZWWK/jHhEbysGX3K97IuLtYijCVVoLmxBKRPH6Vb+uaAWNc5hHh06sSpoJhjZS9eiEXZtOGQ0i/Ui5kqrg9BWbZMi3nWOABt2F6n0Bwrire77zbGWPsQSJdd6KAgZYqvDz5ovHRUH+KBawrZMLBEsX17XrxhnYC2xePEE/m8VoiOGEJ94S1srxPQNqZiCy/Lb75xr6llS0Wz7QDiweb0fvYzLqJTVKR7iPlzPvRQ4n7CCEBRjdqR5ygaPKD33nyzi86jcIQiM5AuKJwOHx55oWKdnn02SqLtdaookFYOH54UwIrTexs2TF4Tij4UuHH1Ylh1HH10kgIP1VYotMbX6Zxz9JouuSRZeIU8J4GKMUEx39z++vVKuWS0brAd3nsv+Tmsb1gTMIReornEFIMPPJDP7cMai809DhumyLldIGF+mzXMMHP77rvuscJCzuDAOrGGGZA+u0AKCfThmlhxDgaHNXP72tNP+72a4eFqr1OIAh5q1vrm9u1GDLsmNs4yaJCetytNlLvvTt7L8ejZk89GY52YyJe973Mw0mI1jZyO/3aBkEYaiP/2Xvy2XVeTFTGbnrd8SEtKNClhsy+Y+WTJDMQ2fDSoyZPdc1DoMIS0oGDXkxmfgEjINxQIKRPsmT6dXxOSzjPOcM+B2AYT7PGhvitW+EVWQO2y5+OQdLJ1Cgn2WDYtlftw+3b/rO/99/sL0sJCFdnxzXzOneueE1L67diRozEooFjjYPp0TVbtdcLMJ5slwzUxpd/RoxXxsBM+INkMIcU6LV6c/BxJJ6N3hwR5gPras2SgwDNqNSxX2DWRpHNx3wpbF5EkSgsE6ZBD9FhcvRiU3KZNXVr/5ZdH3xefjysr02L4gAP0foo3eCpoxmXVq7s0/MGD9dkRpx4bE6Fihx/uKqACDWUFVO/e+n32OsGTtn59V9QL1GK7QCop0ftl3DjjBOiiDA097jgtgO3myfffJ+nX8UBjgDVwOnSIkOp4hO4/NCPtZwqakUw9PFQgjRrFWRK4/1jRF9qrffsac9hhbpMLAj6sQMLspc2SwHNy+HD3HM/MbSaTiSjubJ1q1+brhIaoLYJnjDZRGHqJmVuGWuM5aTe5sE5MgA4MB1acT5zINQxCiuhWkysRffvyZuRuEGmxmkZOx3+7QEgjDcR/cy+WbNxkyqtUMZvq1XcPAjFgqFKcPhePDRv8xRsEJl54wT3WrRsvSD/4wFQiO3acey6f+YRdB/OuA/L2+9+7x1CQ2ggp7CaYuAmQnQ8/dI/5BHtCqC+SRzsp2bFDE3xmNxEylp84kaN/SEpiRUHlPkRSwtYpP3/XfRN9wkqYzWXoPOYRmRfqlCm8IA2tE1Bahuz07MmLbMxkMyQbyqN2QQo6H1snJPmPP+4e81loQOmXze6FGgf5+VzcBHQ+S9Rr01cLTVZEGRY2vRuJN/MubdPGxNH5yliyRD+vWdO9pjlz9JiNfpWV6V6N04YRoKw2auQmxKNH6zEbKdqyRfeDiCtUBrYGo9u2b28oDR/NMSa0hVlOtscPO4wzG9Acs393xmgBxGi9Gzbo50zN+rbbDKUWG+Mv+sBsYCwA+P3aNlhlZX41azyLWIHkY6CA2TB1qntOyJe5f399ftgNP6CXTBDLpxgMNWsLtc5kMqri7kOtfeuEJiZTvA/NcvoEsfAsYs2xCk9Yx0oH896skMVMPWs2+yzYrPGBRIApxGajczzSYjWNnI60WE0jV+K/uRcXTj/ZGBGz8EyC5PlenKE5Vh910xhNBBhlFxQ2Jm4DJUkbVUISz8QqkNgyuw6gGXbCtGqVFr7M/xCKr3YyAJSWzS2hyGbXFJ/Bi0eoIEUywMSifEqSq1b5Z3OBOsVQ38p9iMaBvU5vv228dNTTT+doBoSVGG0YM3g+n0rWOPjuO78I0XUqEkbp3fH5yHigAGGJLdbJnskG8szmWCFowyihmNe06ZMxRWYn0DiwC9JsVq+HFaQhn8pZs7SAtIVSSkpMWV5VZVh8bBUnoO4y8Zxu3Xhj47vv9HdXt667L6+8Us9hqtoHHqjHbLEboIOHHuqeM20av9e2b9dnR16e+/xAEcQYFvn5/oJrwAAtADzqyhTpQzHBZsbbteNz8O+9539+nHKKXpd9r6FAYuhlaLZ/9Gg+y4ln4rnnuufgXrPnHktL9Z3BCiQwIlijEHOP9r7EzC1jeUBAj4kS9emje8V+d6FRyOx8IAoY23uZTCYaD2GigFgnRuuFn7O999AoZA0HzIyz57xPeR/CbOzd5StkwXBgLA8851lxPnu2vlNWrUp+vmOH7iE2c5vjkRaraeR0pMVqGrkS/829uLV2XVOaV9WUFVsvQCiJMuGW0Nxd+/a8KIAqLkNITzhBX952JzdkQQJkhP3uQEWzk6/VqzUhYoI9mKGL0xyNCaMIIWsD2KowwZ6mTfmcGBLov/zFPQaalZ18QZiGJV8osu1rMkZFaaxCJ4EisEIHM5/2OoXm+WzV2HgA9bWTLxSkLEkGHc5O/IFgsYIKdg2MNuxTZEbyxdB5JP4+tIclyUuXatF02WXuOUDnP/rIPda9O28cYN6YIc+wdLHXCQJCzI/1iScMaLtZO+GcPl1/R7ZqKyjr1au7hSfuJ5uZAWXe/fZTlCau8lxRZJfn5bn36KWXRv6u8d9TcbEWM3XquPco1ont50GD9HeRl5f0YAaCVbcup4vi98QaYb4CCWrcTDU9ZKXUvTtXIAaLgVlezZzJCySgYmyGGc0IRuudPJnOcpq1a3U/nHmmew4KJLuQhRIta+55EH9jTCS8Z6OhoTEVFH2MFWTPZcevqUaNRNFX+W7GLCcb6Sgo4MwMzJoztgnu0YoRjMoI2a2hucdGOtDc87FNduWdB0p5x47uNaEpwyjll13Gm7A5HmmxmkZOR1qsppEr8d/ai2sf0GRuSQEpxOBdaotyhObuUOgwtdXjj+cJ9Lp1fjQAohzMrqNHD04bDgn24OVs09owy8SuCYkco0t5RDmCBuso3hjy1rOnzt7ZhQlmA9ls7iWXcGVe+Hz27eue42kcZDIZ/Zn32stNokLrBCsJRmvr14/TD4EGMNT35z/X77NVRUPrBFobU1D20Q9DisxQFWUFaY8efJ0wR8doophjtRM5JPDMHgMFKbM9mjFDr8meowMNn9EPgaYzT8Rhw9SPtV49ve+BHK5cqes0fbpxEGhQ1qdMSfozlpbqdw0cqE2jeMGPGU5QgR98MDpWgRiu6t8/eW3bt2vjYMgQ99rQtDrpJLdAwv3UpUsSFUMjbvZs/XdcMRXPiLPP5nT8+LXZAaSP0fHHj+d2RRs3anHJULYQzbtXL35fgdHBij6MTdgzt0DZBg1yz0FDjqGhxx/PnxUoZJl4lM8mxhi9r1jRBzT0iivcc9A4tdkPWCd2TSH2g2WVVflu3rLF77ENvQXmn9qzJ2cT4RnMEFlYZbFn+mGH8Wd6SFgObCJ7ndC8ZYyOuK2UHf368flUNOTYuzeHIy1W08jpSIvVNHIl/mt7sU0bkxUxmz+0Egd04VkSj+KNzd2hq+97KbIuPOw6bCGKbFaRP6ZQHLI7QPJiC4aUlGjizBQVkWSyLryPuolii6F/996r38cM7QsLefKCLjxDnn3UzZAtxQ8RdrEaB/988kl/8gKKnI3+hbrwoG6y4s3XOAAVOoRqsWJgZzPULHHGDDWz0+nWTRNnXzHA1glKsjZKi70XmqGOixAhpk/nBSnuJzabCwEeNrf4A2aot59xpjEiZvF5FYJEKEi//lqTZCCHWKcRIyKkD4UshF3+9KdoRhBCZ1BQLirS3y9ouDFhl3eRKIOGCCr0X//qIof5+Yo+rl2bLGTxM/3619GMIBRO0Yj77rvkqAOKtoEDo1EHhoZilpPNCPoosPBz3ZUZwZBlF5pejC7auzdnYaDpxexHwFhgNmS+5zDooqyZcuKJek32LCfQS/YuCLFlfF6jK1f6Rx1++Uu+TkBk2bvAEjpLvJvj3r3xgJI9E9gKrZNvLAb2QMx2BvRrNpLSrh1/DofGN9BwsPfexo1KNWdNr9Ac8Zgx/Dmcw5EWq2nkdKTFahq5Ev+VvbhsmT5+W7Rwj4U6xb75pjVr/N10X9JQVqZJFaNuvvKK8Xb0fUbyJSXaTWfIWwjR7NePC3UsWqSJ9v/8j3uOL2kwRhNwRt9D0hCab7KTO3T0GUo7f74/aZg0iVtmrFrlLUgXAp2yC0igtMyKAUJIDE2PFwXxQKHDqNAoIJlQB+YF7XUKWcXAXoIVbwUFHCEFosmSOxQW9jpt3eoXiQkJlc2YwWeogWiyZohP+AYUW2ZtAiSHXVNMOXvH9yq4tnHvBtFsLmao48gh1gmU9b59o1nOwYP1PiwtVSQZqBgotrC/QWH94YcRzfLNN03mpZdUzKltW72mrl2j+wlNnV//2kWeIXazfn0017lhQ0RTP/FE1wsYDZBnnnEVzidMcKnKxoQRKVDvbeQwZPWFGWNW9PkYLvFmgR0hCmzPnorO7YqAD3QIGMrWtSsXXIuvkx0nnMCpyiEdgpDX6DHHqLKzzXAJjX343kmWhVTi3QzhJnZNsJCybWd27IhsnOzA8/uZZ9xjAwfyd1KoSQqGC7Od6daNv5NCCC88lu3m8/bt/iYpmjKM4ZKjkRaraeR0pMVqGrkS/429uLj/CGNEzHaG6PgsSEJFQaiLfeCBnI4FddS4NyJiypQwxZb56IVe/r4uNtAGJowCiq2dgKB4Y0V2aDYXFFu7ix0SRoF/JEtAfHQsCKMwHz0gz/bMZ2mp2b7ffrzQDyUgoNja6N8Podiy2dzCQk0WfRRbNivls4oBKsQUX1Ho3Habe8yHaEKJldnfgGL72mvusaFDuQAWClKGkMYRzXiE6I1A0x96yD12yikcvdu+3RH1Wtami8mKmI2zL9Lvw7wxkMOBA10qNApyKNLGUaHhwxXJwt4DvXv9em06nXGGFqft2xuTzerz8Pe/1z9ro6zGRAXXtGnJdQLj4uc/12uN299AqA0JPew3gHqPHOmi8y++aOIoWyJ2RpdniNTcucahKiO6dOF2JkDZmHYABMB2haoMCixjJ4wdq0WIPUMOqrJtJ2RMZDvDqMq+whjsBIbwgp3AqMoHH8z3faix6aPAhpqrUL/+9FP33dyjB/caDTU2MdZg38t4N7JnLgT12LsM70a7ibJ5s5+qDNR6V6jKaKKwQhY+3PF5b2PC2gE5GmmxmkZOR1qsppEr8WPvxWxZmdlRtboprlHLPRiyIPF58qF7zJAyJEdMsXHYME7tCqlQIollRYEPKcNLlxWQZ5zBKbZQsWXdY3iXMootkDK7KIBoECtMQlTo9u25Wij8IFmRjeTIFs4IUWxDaMzo0ZzaFS827PCpj2azSt1kokGhLv+sWYqS+Ci2TEE5pD46dao2PeyCFOvElDUxb2fbFGWzERLIvBN9Algospna8P7782sKUaGhFmqj6RAqY3ORSGJjVOg1L75qsiJmR83aLmqGgsu+nyBEduCBLpoOWjBrhhx3nBaRMWQxk8lok6p+fS1QbJsisCSqVXPvp/799TwRVWpF4LnWrJnbiIMnrK1wDo9ZNk+M+XyGhsYR3nigkGXNDlCV//Uv99iQIbzZEfJkxjrZythoODDBuFBTKo5UxwNINVP7DjUP+/RR5NC+JjQPmTo3RgfsWfZsVuntnTv72SxMVdknRgWq8hlnuO9msI6Y1yhGRuznJKjKrHkIloS9TqAqs4YD5ojvv989BtaR/T4DVZm9z7BOPh0FRin/5ht/EwXvM9aUycFIi9U0cjrSYjWNXIkfey8umqPzSQuPnuwe9FmQhArSEFLmm58CYsC8RpFo2TRHYxQlY3YdoKMymuNxx3Fxp40b9fMTTnDPQbHFVGwnTOAWAkgeWZGNAtJGNJHk76poxnnn8fnI4mItLBk9MD77Z0ffvqbogAP8Vg9MxRbFG5tj7dqVF6TwlmQqtj4RLiAGDE0HNZUlxChIbYXMZcv8c24+5DlEhUbhwq4JSqY2Oo/kccwY9xysE5ul9VGhly3z0zjvuku/z1achSUHuZ827aUFX8l1VtGwZo1eT7VqLhUa9609C1haqnuS0TixH+rUqaRCVz4PT1ZbLQf92rFDG0KsIQOE94gj3N8DLGlsRG/p0qgAX7gweezWW93CN/59jFoZ8vk89VR9vtrFRIjuH58BtmPSpLBaL0MOUUzY1Pjycv+zCLRe1ki66CLOQAnNhmKdGK23d2/9OexCFqrKrDjHHmcib9278/nz0DpVzNy+ZjfvQl6jzz1ngkyhffZx6f6hdcL9xJqYPsu0ULE/Z47eu7bIW2id0MRke89nbYdrYvTrHIy0WE0jpyMtVtPIlfix9+KGBo1MuYgpXmVRrUIWJOgo2wVpqDAJKVOef74mHjaNCLNd/fu756AgZdRNXzIQmlsCZZHNYvmUee25u3hAut+m5cEGhSGamMVithHTprmokjHh2S6IOzFEMz77F4+KpO0bRkP22UZgtovNRwLR/M1v3GPHHMPXCbQ8htIiEWW2Eb7Zrm+/9RekSNoYQ8CHPGOekaFOsF6yqYZFRX6PSNCGmX+qb53gCcsEq0AJtYstoPMMdQJCQyx9trZqY4yIKZpuFU/r1un+r1bNbSpgtpE1tFq3NpTOvmiRft6oUeXPV/k8PPVUPWavYUmJFnYMZYMqNCtWhw3jzZ+tWyNrHpvl8f33WkiffLL7fSFqZb9+3I8Va/jLX7rn+FgeoPUyuigosGycAyJHNnK4YYN+zpp0mMVnM94+K50QBXZnlmC9e7vnoJBlz0TfLD4aWqzYDyl7+9apglK+kKHgvll8aDCwYh/2WWy234fwrl+vaDajX4dm8fv04UrRUOu95BL3HN8YT2mp/n7YNYVsnKBWbj/nczDSYjWNnI60WE0jV+LH3Iug+K1o2dY96OtOZ7OqMsgQTbyEmYG47yUMih/rTmOOlalmAkWwX4BAlVjH3ac6G6L4hYQ05szhBWlRkc5oMppVCHkeMiQSo4nHD1Ebfvll95ratePm9SFEswLtoSiCjzr2j3/o98WtRxDjx2tCaaM9337rXycfHQ4UP0aFhtrwNde433fxxRxF2LZN14kpd4bEnUaO1IYDo0L75o1B7bTv72xWKcMVM5qJQEOGrRPUSO15vpDaMNRNGTo/dmykzBsP3E95eVqExwPFjI2ygQrdsKHu21WromNA52vU0AZMPM4/X/+eWCGbyWQiemnjxu79gXm+qlXd+2PsWP2ZRRQNRKARV6+ee8/juedrRoDWayPJofsDBdeTT7rHhg7V9bL3EgpZRq2EWi+jwLZty1VgQyJHZ57JafUbNujvj809hqx0fPdHSIwKCuPxdTJGi77DDouUouOBOWL23DnrLP272EhHXCgsHkCtmbr9oEE6x29fE547IbVe5jHbqRMfFQBFnc3wnn663vNsnXyFLGi97H0zdiwfFUCzkKk0Y4bXXqfSUm0UsoYD3jd33+0ey7H4jxarIjJMRL4UkW9E5BJyvI+IvC8iZSIy0Tp2vIh8XfHP8Tv7u9Jidc+ItFhNI1fix9yLpT17mayIWfUUQUjbteNFwUsv+RPeY47RAtJG/2AlwZJ4oEqvvOIeGzGCW8UsXqxJbXymDAH0zxbYQRLPkJ6QGI2PCr11q6pOjh/vnoPCxC4gjVHqMkOeYbDOUBZQwJhhe9u2vCBFAclmNCdP5ogmUJaTTnL3IeioNkprjCY9DOHAjCbz2vOtU0gQJoQczZ7tFkbG6DXus4/uTTuwTmzvFRRwcScgR8znMa5oG4/yckWhGKKJdbr3Xvf7pk1T6rK9Tps2+VkPoOoxKvSoUYpa2uv0zTd+evell+o6VSCRq++oQF7BeujXTwuJOPMAglVXXqn/vuqq6PvOO0+RqJNP1n+DLrp5s17rhAlaRFYoKWcyGX3W4N6wiz54jE6enPxdQQDu3HNd5BAF6YUXmgRKX16uKGx+vq59167uer33nlucI3zUSiTyodnQhx92jw0froWVvV6Ye2SNHoiwsXlX3xgGnj3xdUJA5MhmvRQV6fOPNRlDzAOfGNX332thzPY0WC82Ep/N6nqFKLBsjh/z4XaTEWgoK7hA62XrNGQIbziAAsuKPugtsHdE376cIQJtArZOaDgwtfX991etATvw7GGiYWCI2E2Z0DrdfLN+Hxsx6NBB/7HvpxyL/1ixKiJVRWShiBwmIjVE5CMROcr6M4eKSHsReTBerIpIQxFZVPHvBhX/3SD096XF6p4RabGaRq7Ej7YXt2zRxKpRI/cYXmKsKEDCayMwQMqYF+GvfqXfZ1s4AKUNidEwOtns2clEF7FtmyZQTOAjZFdz9NFc+RJFAaPI3XEHTwqhOssKfdteIx7nnMPRjbjfox2gOTJxjZEjeaIbQp5jokHOPoQqE9IZhAAAIABJREFUtF28ffWVv9A591ye6G7bpsUtK/RRbDHRIJ8txebNWpAyKjQSXcYQOOqosBchE2LBTN7y5cnPQ1YxoUR31Ci+Tph5ZkIsoNjaSaExSpkPJbpM3AkFiW2JEmMIbPl6kcmKmDUHNNNjTz0VoVA2Cg3V1c2btciF0Mz33+vnM2a4DSdQGd96SxHWqlWNWbpUrWvattVEFzREqMDGRwuA3oDVARr+4sVKqcW9VVam65Sfrz9fnNUBJscjj0RKwb5GBlNID1ErMRtqz3SjkdGli7+RwZ7DkybpvWA/h7ds0aLdRq2NCQvcjRihRY39DMRzmKm+Y3zDp5DOZrpxb7HxDaChu9Jwwr3AinOfDRnuLTYWgGegjRyWl5ttBx/M1+lvf/M/h+P3QjxCvrkhJH74cL5OX3+t63T55e45uBfsJgrmXfPz3XPQlGHiihC4swvjTZt077HnMJoobHwjh+I/WawWisjfYv8/R0TmeP7s/VaxOlVE7o79/90iMjX096XF6p4RabGaRq7Ej7UXVxx/ijEipoyJGg0bpi9EO4EG5YmdA285hiocfDCfOwVtmM0znn22JtB2UbBxo19gBy9Epg5cWMgl+Zcs0Z+boX8odN56K/l5WZl+F+voI3Fh3WogZXbiAlRpxgz3nJCn4ODBKoZhd/SBlLB1AvpjI5qg21WgCol9CAqhT0GZJS4bN2qSxubGQohmnz46v2YnmECTWIIJRNOeN8Y1sQISKs4swfShP6EEE+vEVKEHDFAFV5sh8NVX/nXyWZGAss4seEJzrBDzsWnDoXUC+lNB9Vx10GFqY/Php0n/1Ph8r40mATl86CF3BnLCBC24Nm1SRAvrtHSpFqvnn28+QPEA5BkU8QULIj/iDRsi6vFRR0VUz1Gj9BxYHV19dVQIYLQgThHv31+vqaQkoogz0SvM7DOWwbhxep797MTMIZt39T23MGPMRi5A6SYzxpVNIrvog/c0s3wJPbfGj9d1shkzixbp7441KEHrtVkGxvhFjvB+YQ2Viy7izy0wXBiVP8Qy8LGAAsjhl7Nn6/e9+mryQGjkAg1KNhqDxpetARBC4vHcuu8+9xgYLvY1hZooaLra7zhjItaC/SzGc4uxSy68sLLRlIgtWxR9Zj93DsV/slidKCL3xP7/WBG5w/Nn7WL1QhG5PPb//yMiF4b+vrRY3TMiLVbTyJX4sfbi1lp1TWleVVNebHVoP/nEeOmoEP2wkyAkDCyJDwkv+GiO69ZpEsqoRkiCbEXOEEIR8ogDHdV+uZaWatHECh074Y0HkCSfOvB557nnhNQrfYUOZptYYYIC0l6n0Czts8/q91WoVyb2oW9Ob80aLYCYDYpvBg1zpwzRDClyQkHZntMrKdFmCBP9wDqxGTQgz/Y6hebqMB/M7tHevRX1s9cJ6N9117nn+BAKFFuMugfKOpvTmzlT18kuSLFOzO8TxaB9P4G6F0vAl92jVPDlHbu5zwiszwUXmASLorxci+vOnXUfxxkCaFadoo2zhIjOtGnG7LWXWde9e3KuDlZWp5ziXhPW57LL9N/xOT1QNQsLtTDG3CsYIcce6+49NAxs+n1xsTIx2Fww5ihZE8Sn/htiGkC4iYnZde7MRwpCc5ShefDWrTkjBErkbHYa9Gu7sYP5bSZKFBI5GjGC35dYJ9asAnLIng1Nm+oz2Q4Iv7E5SlBqrefnK3/5i64TK4wxw2urdsebKPY6hdTVfUg8np+MUotrYuuEhoNvpIA1q0JIvG+kINZocsJ+NuZg/NBitZrsPKqQz8wPOO8Hn1ulSpVTReRUEZH9999fXn755R/49WnsrrF169Z0ndPIifgx9mKV51+Uvtu3yRftu8nqN99IHGt17bXSqFYteaNtWymL/RzVNm2SwnvvlTUDBsiXX3wh8sUXlceaPP20HPn99/JBnz6yyfrZO1x9tdTef395s149kdix6hs2SOFjj8nK0aPlm3ffTZxzyEMPSfOiInmnb1/ZFjunSlmZdL/+einu2FE+2rw58X0N3n5bOixYIF9ceqmsfuWV5DX96leyX+3a8kaLFlIeOyevpEQK77pLNvbsKZ8tWiSyaFHlsUYvvSRtliyRT086SdZZ19TpiiukxgEHyNsNG4qJHauzdKl0++tfZfGJJ8rSN5K/10PvvVcOKS+Xt7p2le3x7zNG8q+7TsqPPFLeLypKXNNeX34pXV96SRaedpos+9e/nGtqVKuWvNGmTXKdNm+Wwvvuo+t0wHPPSav16+XDvn1lo3VN7a+6Surut5+8WXFN2IfVN2yQwgcekFVDh8pXH36YOOeQBx6Q5tu3y9u9eklRfJ3Ky6X7DTfoOm3alFyn996TDp99Jgt+9jNZZa3TETfeKPvXrClvHHlk4pqqlJZKwR13yLb8fPl4xQqRFSsqjzX+xz/kqGXL5JMzzpD11jV1vPJKqdmkibxVv37iZ6i9bJl0f+45WXL88bLEWqdDHnpImpeUyFv5+VJsrVOXX/1K8g49VN4xJvF99T7/XLq89pp8c9ZZstxep7lzdZ2OOiq5Tlu3SuE998ja/v1lwYIFIgsWVB7b/4UXpPWaNfJRnz7yvXVNba66SvapX1/e3H9/ycaO1Vi3Tgoeeki+GzFCvv7ss+Q1YZ169nTX6frrZXv79vKhdT/t89FH0umjj+TLCy+U77BOLQ6SBjXrSJMP35FsteryxlFHSWnFOTXatpWCvDwxd94pm7p2lY/Xrav8vqbDhskRt94qIiIfn322bMDfY4x0btVK6j7wgJQccIC83aBB5f20V9++0vWRR6ThW2/J0hkzZPGbb0a/0/79pfF990leWZm807175TMir2lTKaxXT+S226T0wAPl7Ro1Kn+Ghv37S/sXXhD57jv5+pxzZMU//1n5fUf16SP7PfqomFq15I3WrSvXqXrHjlJYrZqsuugi+er885O/01GjpPl998k7990n25o3jw5UqSL5hxwi2blz5b1mzUSqRGln3YICyf/f/5VFl14q306blvi+5sOGSbP58+WtRx+V7U2aRF/XpIkU7LefbLv8cvm4Vq3EOY1HjpSjrr5aPpk7V9b36pU41r5rV6l7663yZmGhmKpVKz+vftRRUli9unw3Z458PXt24pwmw4fLkTfdJB/cfrtsat8+OlCxTtXmzpW3W7USycurPFSvf3/p8oc/yDeXXCLLjzkm8X1H9u8vjR96SN4YM0bK9toruqbGjaWwQQPZcuWV8knNmolzGvTrJx2ef16++PnPZfXQoYljrfv2lX3vvlveGDBAyuvWja6pc2cprFZNvrvwQueaDhkyRJrff7+8/eCDUtSsWeKauhx+uFS59lp5t2XLxDrV7t5dut91lyyeM0eWHndc5edby8pk6fDh0uyRR+StefNk+4EHRtfUtKkU7LuvbLvsMvm4Ro3Ez7D/sGHSeu5c+fi662RDYWHiWNvCQtn7zjvljT59xMTOq9aqlRTWqiVr5syRLy+6KHFOk+HD5cgbb5QPb7lFNnbqlLimynU68kiR2LrXGzhQujz5pHx9ySWyYuLExPe1HDRImsyfL2+MHy+l9etH19SggXRv1EiKrrpKPq5XL3FO/X79pOOzz8qCK6+UVcOHJ4617ttX9v3tb511+knFzqpZSWnAafwfRIqsppEr8WPsxXX7NVE636eWf+Ty5YpanH22exI68mzutHVrjmgCKWOoEsRXbGVeeIMyyxDMnTJaV3w2Lh6rVvntatANt03d0Q1nVDXQuhhKe9ppXKF1+3btQjOkDIJVDIkBamHbgmCdzjnHPQfzwcyPr107rjoLJCamPFq5D4Fa2F6jsGJhqppQaLUVhY3xd+RDNMn77jOJmcj4NXXsqPvPXif4nbJ1wmycjWgCiWEiXCGl6wkTuDL18uWKprN18qlqZrN6L7Vu7a4TKOtsfhA0fKZM3ahRRImNB3xpGesBKs7WTOTCGYqCbj+8pXtOt24cidm8WX+2vfd2rwmiSQydP+ggkxVxqZ9Aqw891D1n6lTODCkvV3pn1aouTRKsgj593O87+WROnw6xP+68M8yUYIrfIb9f3NM2ygb2R8+e7jmYKWaWL7CxsZkSIYQX9zSbJe/XL6JPxwPrxESOgFp//XXy8xDCi3uajSP41mn1av2cKeVC3I+9c8n7JJPJKENmZ89em/oM9gfbX6D1MnG/007jSHxRkbIN2PsE68TuaR/7AzT5uXPdcyDux5B43/sETCamPJ3jIf9BGnA1UWGk5hIJLLXx/Fm7WG0oIotFxZUaVPx3w9Dflxare0akxWoauRL/13tx1XN/V7uaFke5B5Hw2v6MO3YohY4ZhWPWidESTzlFCxCmpNuwIX/Z3n23v4Ds2pUXkPGZNDtg88Dsatq14/NgoPKxebBJk1Tsw547XbdOr5Ul3aDy7cqM28KFuhYXX+yeg3WyvUFLSlyqJQIzbkwdGAI7MdpbJpOJBGhY8op1Yvu1e3fuSwsREDbrhOKNCdC0bs2TopAAzZQpfD44pGYJmwcmwjVmjK6TXejgmlgBCYq5fT+F/AptoaB4XHABnwfbtEn3JFNm9VnmGKNFDptJQ1FMZtzKb7lVv69mzeT6lpfrNTEaIqjLVaq483lTpujnthjP5s1aULFE/s9/1s/33tsVGOrXT4/Z3sdYJ1ZEgjbcrJn7u8CzxaeUywSG4PNZoWiciFAROXUq37Pr1/sLY8zV2wJDmKvv1m3XbGx8vsPYs6zggoAYK7gGD9aizycgxsYiMMNrz4Yao/uEzbSH1unMM/2Kxg0bckE+otJc+W6eMUOps3YTMWT1A6VcW9EYNPnQDDorIi+/nFOfMe/KxK0gIMbm6gcO1HeHT9GYeV5bM+2J6NOHe9bmePzHilX9LhkhIl+JqgJfVvHZL0RkTMV/54vIchHZJiLrReSz2LkzRS1vvhGRE3f2d6XF6p4RabGaRq7E//Ve3HbkUarq+aKVCEBRlSW8EBRhM0Y+dcIQUnZrRcL7z38mP4d1BLP4ePVVPYeJMcF/zuc5yZAyJFhMUGToUC4wBUERVkCiA80QzS5deFG8YIF/Zumss3iCZSuYxmPePH+x5fPR3LhRE2RLsCqTyUTCRXZyj3ViaDqKLZ/icfXqLqJZVqYJKEuEkdwzJV2sk733MDdlFyzG+GdpjdH5ZCbCBRsMJvyC+WBbSXfLFl0nlghD+IWhH1OmcFuh9es1QWbCYrgmWx04ZJkDVVaGPIeEXw47TFEdEbP1qhh6CY/K5s1dVHjYMD2nSpVkAQzkuVcvPRfCS8ZUqrwWHXCAO583cKCixfbzAEyO1q1doRnMIdatm1TKBZqYn+9HDkeM4GyAxYv9ytpoLNhFX8geBcghU6GeNYs/D9D4Y3PoKPpYMeETzwkhvJhvtoXMysv1+RZqKLHGH4pze6+HVN2hgcDm0H1K9Wj8MSGoiy/mDSAUkfn5lddU+W6GUu6NN7rfhwaGLQy4ZYvf6gwiR0wYcNAgjlqvXKn7gc3WozC2RZPQ+GPzrijOmYUWPNJ93sJMhAwNpfnz3WM5HP/RYvXH/CctVveMSIvVNHIl/k/3YoVKbPbww91jKEzsFxyolr5iy9fN9glElJRox5V1fvGCY/58KLZs2xIUxQzRBG34uefcY717KzXLTgKQ8F5zjXvOuedyJAX0UaayCfrob3/rHgsJ4vhM3mHxwaxYunblgivwBmWKx6CuWcXbyy+8oEkSQ/9QQLJ1mjiRK4dCdZYpHoOOyhLQHj0UKbA79KF18ilSAnVgRTESUEYxPP54TdbWrUt+HhKYgqUGs2rwIZohS42rr+bNkB07dJ2YcijorQxJmTZN0T9bGGfrVn8zBPfTww+b8ip5ZnPdvfXzbFaVsZs3jyjbuOfigm3jxmlhhXsYyPOHHyYRKdgAde9uvrjoIpNgJYBi+KtfKRrVokX0e5wxQ78HiTfWcu3a6BmBexhFHwq6TEb3BtvvoOr7Cq569dxEHlR95rHps0cxJmqY2HsDXrjsHgbKZlP1i4u1mcMYMaCLMvEcH8ILJXZmiwNxqxdeSH6OZt3hh7vXFGps+dTlUewz4buXX/Y/aydP1p/dRkOXLtX9cO657jmgc1fcw4l3sw85REOTeYD7Riq2bdOijwl2AQ2tEL5LxHHHcS9UNJ6Z1Q/WiQlBdezI3x+gczMkHp61Np0b93Cs2N8dIi1W08jpSIvVNHIl/i/34pbuPfUxa88SooBkSTwSNUa19Kgmmu3bFdEcMMA9Bygtmzvt2VMRNjsBgJcn85C79lqexGezmswyOirULRmCceyxmgBs2JD8PO4RaUcI0fRZJCxb5u+MY57388+Tn4dm1HBNjD4K30q7219UpPPBBHn+/JJL/IW+L1GzvTPjgW6/jcogmW3Z0k1moW7JPBmRqNkUc9gAMa8/oDLMv3DKlF1PZn3rFLI2+n/sfXmYVdWV/SmQeUagmCmQGQRkVBBkUFAREUVAkRkEcULjEGMc0p2oMXbSxnQcYwaT/NIxnakzOCXPeWJWQeaCKqYqaqDm4VW98/tj16p33z7rXGO33Xn95Z7vy5fkPepW3XvOPWevvdZeO4zRBOjQsmEEs6w+GBJzXc9rbWorluAAo8l6uELezdqojB4tTG19vT086QJrjbFH/vXp5Dx973vJvQRrFPWRBQVJMPHMM0kHcTBNaFV1/HhS9fDzn9vXX35ZABfW6JVXSiBeUpKczxdfFFDTtGnynqZNk3uvqUmWAuzalZQD33dfkj2DQiDMwfqccxrvPWVAUsvqMteskWSG3h+Li+WZsP7NcGBlDO+CBTwRdPKkKEuY27MnGdXYxoaBczC87L1Dj2vNumPPv+gi/z1p6XMiIe7MWVnuGoX7L1NHQJmjJbVI2A0a9PnmacUKnjREf9fFi6216mxGYpWBSF+pSNg8IRml613Rs5bt+binb33L/c7X6gfzxBKrKINgbdKmTUt10cYAw8t8LuByzxjjNB0RWI1GWo8IrEYjXcb/1FqsyD1m642xJR06u1/+/OfWm2X3GeIUFfkDLrAVr72W+nl9vdjujxzpBhPIsjMAGWaI07s3r9FE3SkDb/Pm8frDnBw/MAFTHJQqWhteS3vokD/guu02+U4zB+Xl/v6OCPqYfBQ9K/U9qYArZYA5eP11557Ks7Jknj6PyQkCWc08h/U7Rc0zS4ZcdhmfJ0gVmckJmGfWN3DqVF7vtm+fH2Rv2iS/S7O06MPJ6q7RMofVJS5dyhnNkhJJarC2GGBpGYAcOZLPE5hiFsiC0dQSVcgEmbkNAGRDn8SSfQdtwhhb2Dkz+T6BMcXf++tfSyALczMA3hEjkmsP9wTm8N57hQns2dPa2lrZD2HC9Lvfpcrm6+oEmIwfL8FyEESBXX3qKdcIDHsa5gnMM+qZWRsPtFthCSnUZWo5+t69fjYUiT79rqA2lDHlSEgxJvL663lbMcj82fsPNY2ud7VWEi0s0Yd6ZlYKAWCs98i6OrnW+PHuugJzyDwPrr6aJ/qQkGLMIQAXA/u++tndu/3JUMi5c3NTz+awhBRM+NgeCRM+fZYVFUkylCXZsKdpmb+1kmxgiUPskawmGP2OdbuqeFzuibGhkPn//Ofu9XwMLyT2TKKepiMCq9FI6xGB1Wiky/ifWovZF8yx1hh7+OsqeA3r1weZ7wMPuBeEIY4OTOJxycAyY4+wwASsAavVa91aGBo9EJgwlnbmTMkg68AEskRWfwgGUgNIgGLGFIf1INywQQJSXWdWUOAPihHo63reIFOswRakZ6zpOySHWjZcWyuyx/POc+cJ8lE2T4sWcdagpMQvEQxjIS64IMmABUfYPIE1YPWAWVlcYg7wxqRsPgYMjq/MMAVgi5nA+BQCYaYyUAhs2ZL6OeaJMSt/+pP8DKu7hsxXM8WoB2S1c2AqmbwbsvnAPB0dMkrcevU8VVQIGBwwQEBA0KEYMsTevd2geP58WVuQDduG/RDzMHCgy4CBCW7ZMnWewIZ262YbZb4YUIsMGeL2MA4yvMGBPYCBSBhIMfOyhQuTTHBwIJHFEmO+vTWREPMyJhMGMGaAC5JaLdVEYowx9mF7q28PCFOfhBnnjRrFHb1RQsH2Vkj99V4N9QnbAzBPzz7rfrdggQBjPU9Qi9xxh3s2w9xKM7zWyu9n5QtQCTFDNuxr2tG7tFTeWQb6sLeynt9Ll8p8aBAJOTczAEOiWc9TWKI5bG+F9FmvvTQdEViNRlqPCKxGI13G/8RarC0ts3UZTWxFy9bul2HOtzAuYjJfn4QMDATLbJ9/PrfOD2MgwoyLfK6z770nP8MMMJYt4/WHCLQY2ApjVRYu5Nn/o0cFqK5f7/7Mgw/K9T75JPVzBFqMgQxr+O5jNKuqhElgzDPk2IxNnzbNVnXr5s5TWD0WWBom850wgUv9EIwyBmL5cj5PJSV+pgi1r0zme+21PPufk5PK/gWHb57Aqkya5AL9sNZGCNy0zDdEjt04T2ztzZjBHTwhoWQy3yeftF6W9pxzuBzbI5sveOt9mzDGJjIy3PYaeHY6wVNdLWwLY2neeCMJPBtk+I374YoV8p2u466qknk1xm2rhRrbAQNS5wkMrzFuzXOQ4dUDIFIzUqj3YzLhLVvkZ1j7ruXLBXzn5aV+HuZYHaau8CX8jh/370WQn2pgDHA+Y4b7M1jjTAXjkwmH1c9invR7iwQdk5/CRI2ZW4XJhNGSTK9xyPPZPC1dam2bNvYtfaZBtcIY3jCDISQwNNg/flzO27AzQ5+D2IvOO8/9GciEH33U/Q5gX8uEcWYwOXfY2T5tGgfnWHtsf03DEYHVaKT1iMBqNNJl/E+sxQMLl1lrjD20gQSvl1wigbJmIMNasSBLrk0akH0dMeLz1YmCgdTSKLTMYQcn2BEmiZs3TwJiHbShro0xWz4JW1i9Wpg7MGS+mv2DeyeT+SJoY8GAz2AKjCbLkoP902sK7p0sS94A9Pez4MLndAmQzRxOIfN9+mn3O5/MF3WiTOaLukINiq0VkM+MiyDzZXJs3JNPjs1kvnDzZYZQYcyzjx0BQ6NZ2iCb4etlyBIyPtYJ7sBMjgmWlrmBzp3L5+noUQGrDChCNs/UCIMGyXfapRbtR848s3FdNu6Hy5fLd7qFRkVFssWNrveDdDEry73fWbPkO1aXOX++3znbpx5AKQXrLeyTn376qZ9lu+km2RPZu+ZrTRJWSgGZMJOftmvHARfeNWYSNnmygEjW9qhp0/B+sRrsh8mEYebG1AO+9lRw4l640P0ZGEuxuswLL+Tz1NBCJpspYe64gxtBhRkMARgzJnL9eu4uDjdwts8DnIf19dWJQngmsD0WMmGt8oAbOLsnSOqZTHjlSnlHtb9AGo4IrEYjrUcEVqORLuMLX4v19ba2WXNb07SZra9RBxaklqw/6Te+YSmrVFsrwR+T+SKbzNqM+OpE0bSdtbgJa5kzfTqX+cIlljkU67o2jOpqfzY5zAn0+ut53Vl+vl8+6uu3FybHDjOYAtuj65lqaoTFnjzZP0/MJbaBnXlTG/YUFvp7CAK8MWbk/PMlWNL1fDt2+Nfepk3hcmwmxQSbzgL1VatkjelAPS9PEjKs7hoBoK7nC5NjQzLIWmRAIaBBNtx8Gfj4/e/979OiRRKos9rXz2KedUCZSMg6YaoHvE//9E/u9SBbNMYmgmoA1Cj36uW6n8JZtE0bl2VbvlzeJ2Majb1isVjSHbtfPwEhwSQU2n60auW29Zk6NcniBhNrMIXp0oXPIxjeJ55w7xlJKNbWxyfXhnqFudRefbXMl2b8s7P9CRtfaxJr/RL0/fv9pQJf/jJ3qS0rk2d0ySXuz2AtMdB37bVcflpcLMCYrc1nn5XrMTfh0aM5G4r6eaZiQL9YLakF4GLnF+aJtUe76iobb9OGG7B9lorhjTfc76ZP5+UPBw749xDIuXVvVbQzYwlQ1JqzPcTncv639G3W84QEKEtUYw9h/WLTbERgNRppPSKwGo10GV/4Wvza16w1xlavJDWfQafO4IAUiMkS0ZpC1zIhiB8wwA2UwvpU3n+/fPfpp+71YMbi67n67W+710OLAu3mi4CXAZPnnuMHsLXCKjGDqSNHJOBlzdK/8hUJ/vQ9AZgw+TT6EbJ6KvTy1HLsigphxZmzIxq2a9AJ+TSbJ/R9/epX3XUIsKVbEQFkszo6uL8y9mrJEglo9TwBFLO6txdesF5JrM+BE7WBLOj3zVNYeyUAGWbc5ZNAlpVJooa1psDa+/OfUz8POqXqeULfyDA5Nuu5OmqUJEP0PMVi1qtSAPDQ8wSWcckSW9U10yaMsWXZDSZUADLPPy9JgqB0F26+kDUCcB08mJynPn0akyyxWCwpn4byAAkJMPrnnusalkGq+q1viVlTMMFx991yPQBdBt7PP1/Atk6ygDlk8lMw5CzBMWECf+cA3lnSZvVqeX6aZYPBEAN9Ye2/kODQgOvkSfk9zBfAl2QJayED+SmT1N51FweR1dXyvFkiCtJnJqmdMkWSBBr0ISHBFCJwqSXGcnbSJC47xj19/evWGdddx+XccPFmIDKs3ty3N2KeWEuzhnPecX0OM01Dspolou65hycwME/sDIO6gClOLrpIkst6ntJsRGA1Gmk9IrAajXQZX/RaTHToIMGVlsQeO+ZvnQKTHy3Tg/vmmDH+5u9M7umrP4SjKjvMX3pJrsdcYi+6SECalsSi9pUF8ffdJ9fTbUYgjWT39OmnfpB9ww3y/LRLbHGxBIQsKw1zGcYUz57NJWjBHpF6AJjo+sN4XBijsWPdewJTzNiDtWslGMrLS12HYJ5ZvRlMs5h89MILpU5NyynB8jD5NNqMsBrl0aO5EcuuXTLvjDUC+63llHBJZVLBsDrRyy6TAFTfE+SUTCIK9luz6ZgntE4JDiRkGICEO7Y27gK7x+TYkMS+8IL73axZMr/6ngCKGTA+bvDEAAAgAElEQVQLOIoeeUxAX/aUhtroc89NJi9uuknek5ycJMNy//0CuDp3TsqsMU/HjiXl66++at/8wx8E3F51lfy7IHMI8Pqb37gO0cHkBUzG3ntP3qc2bUROGcYGwYyHJSUWL+asNiT+TOoNmSQDXJBZ6z36wAG/pNZXc4h2POzdhxEOa98C1YnezyBfnz/f/RmAcw36rJU11bMnB5HNm/MkHxhjDfYBuFjZAphDluRbtUr2Tn3uVFZKApIxxiHqoIJzz+XzBDk3Y0ORjN2zJ/VzOHmzZCxUJwwY+8oWiotlvTM3cbDW+jy3VhJoXbu67z6AMVM8YZ60CWBdnTDgo0a58wR3bgbO02hEYDUaaT0isBqNdBlf5Fo8/KhIGQtmkUMZ7St0hruqSoKMadPcQxT9RFnmFO67mokI61MJZkPX6iUSEvD27esGO5B7sqw9mAjNQJaV+esFIbVkklhkzHX/vdxcCbhYvzy02dC1rwgiWYYb7MrDD7vXQ8Z8167UzysrBWAwAxTMEzMa8tXPqSAyZR2CTWcSvXHjhInQ8lHME2udsm4dr58DE8EYyFdekesxx9UlSwSAaJMfmCdt2OD+DGTujInw1Yk21K7R5MVXv2op8wz2m0nMAbaYlBJBpE7IIHnB2BUwz7rmGXXXAwe6jFHYPIHR16CY9Gosb9XW1mU0sbV/fjkVZB8+nHz/Fy4UkAfGCImJl15KVSmAvZkyxR5Yt86m1M8BdP/iF5JgCsrmIWvcsiWVeS4rS9aJQ/KKpBVMY5iE/bzzHAdka22yXpgZ19x3n1xfgxO8/6NHu+sKtaashtFnwoQ9aN0692cATrSjq7WyDjMzuVLkjDN48hJ7kK4Jxh7E2FAkG3/0I/e7tWu5cR/qxC+7zP2ZsHnyGbhB0cNYaxhL6fc1xPV2K84rVid+zTWy9vRZkZfn762KpBjrZX3ppbIX6vcftaaMMQYw1vdUVeXfg6B+YcnLjRvld+lEX3m5Xx6Oe2J70K23uvXKaTYisBqNtB4RWI1Guowvci0WdeyaKs/DQI0LY5V8rGoYC4GAlwVbt97KM/aoa2OOqsjCMpb20kt5djss2AID6WsxwGr19uzxm/KAhdCsRlgrCLQFYe1bfDVep0/7a5HQe0+zGmEmVwiyGdBX7S0a12FdnbAao0b5W9ww9tvHFh096pdPIxhkNV5gnnUyJIxVvekmzkIAFLNgC0wxYyBXrxbgoEFxYaGwqux9Aguh2e/6emvPPlveKV+Nl3aqtTYpn9UKAbC0o0e710NChgGHyy7jZmQnTkiQzcAQJOaB5MXBW++21hhb0a27PNtgbfqKFZJEMia17hoqhIED3fepYS3UtmuXGmRD3TFggLv2IGucOFHWWBBkP/CAfNe6dWovS/SWZOw2ABfbhy66SJIJ+rmhBp89NygrtOTbWkk6sRp87ENMhXDjjfLctIkbnHcvvtj9GdRlsnvyJfswT2x9Yx/S51YiIeubJX3C3N8BIjUwDlOLhO1DMBDUoO9vKTdQZlmxWMyvQkCvVqbqgWmSLg+orZVkCJPUwv2dlVAA7DMTpnbtuKoH6g7WEm3CBH9LNF+fcCT7fL1a2Tz9HxgRWI1GWo8IrEYjXcYXtRaP/b//sAljbO7wse6XYP90XVsYqwoTHeb253PfDetTCVdGzdKibojVIaENBJNH+WRsNTX+WigwGsyg49pr5W/XjAbaCzBmC3JD7Z4ZFhBkZ/tr4ABMNPtXVSWBLQtywlwZr7yS9xKEKU8gyGlch2BpdR+/RELcOxmjAbkhmyf0stUBNuoPWd9X1B8ygw4fqxo2TzBP0gDS2mQNnL6nY8ck4Ny40f2Ze++1VLqMeWLsN1xOGShGj1SdvIBsnjkU/+hH1stojB8v4E7fExh9VrPm683pkc0n6upsTdMzrDXG1j+sZKZw+W3e3JVk3nKLfKfli1VVyZ6rOnEG9qZTJzd5MXOmfKdr0wsKBMAylQKYSFY3PHEiXw/YO5ikFow0czfv3Vv2Vz1QRsEYLrRd0mv86FFZ46xEAGCC1ZhPmODv1eqrhf7qVwWMacO9ykpZ42x//fGP5W9g7bGuukr2Il1jDjl9MKGAgSSJZiLD9iLI6VkiVdc5YwRroQNrPBaLhdd3L17M5wn+BkzhgUQqc/KdMoUnUmHCxM4M1HfreaqokAQGa2MW5m4eVrMelOcHB+aJlVGk+YjAajTSekRgNRrpMr6otZjXM8smjLGFHyqgU1wsQQKTWvlY1TBHxjD3XcjHWJ/KYcPkP/p6MJ5g7rvz58vf7jMIYcAkrE70sst4X0JkycNa0jD5dI8evFUHAlF2T6hB0o7CRUUCIK+80v2ZsHkaO5b3ykRdFesfiTYjAROVWCwmQdugQbwGKaxWDCY6ep6QvGBsBsw5WNue2bMFpOnANoxVvf12DrYAGFhdZxibAZZW90gtKJBgjrEZYIrZPPn6R6JOlNW/oUZQg+zaWgGjjM3APDHWyedEi3pe1s4EIJskQ6oze1hrjE3o9wby6RYt3ETJTTfJd1o9EI8nnXy1nBXJi8xMd11efjkH4ACrGRluogRrYsqUz/f8Lr5Y/ka9Lvfv97NsvrpMJOkY4MI6Z0zkzTfLfqTXZVGRf12GqTx8BnVY52GtU/TZVVsroHjMGHee0L6FSWp9iZLaWkkcKBBprQ1nVy+8kLPgOTn+EhWYMAXuKRaLye+dMoXLwz/5xN+KCJJarcaByont87gnVufZ0PvVAcaYJwb2AYy1cgW9WlnrIJzvLPEIYKxVHpgnpppK8xGB1Wik9YjAajTSZXwRa7Hs/Q9twhh7ss9Z7peoa2FsnY9VRYDKZITXXCOHo+6hFlZ/BJkVY+smTpSATQcCMJ1g9YIIbrRzIerEmHkSpMtMaulj606eFBkoY4rRpoDVic2axet5jx0TkM0cin01kKjnmzr18/XKXLmS199i3hXIjsViSbbuN79J/ZlgnZieJ0gx77vP/Ruw9nTyIsw8CQCS1QfCNVPPE1oHsb6IcN/1JS9YndjhwxJoMmknHIV1n9Hq6mRLGj1PMO9hrUx8daIVFSI/vOAC93pgMjSDFVQpaAAU1uMTDrB6jwgyWBpko/YtI0PATnAsWSJrT0vQCwrkPRs61K2fb9gjatu1cxUEV1+dvF7QsOjQIQEfmZnu2sQ8nXEGr/dDAog5xI4fz+uy0TolbA/Ryoxg/aweYXLtRYvkuep99tgxSQIwJ1+Yyun6eRjhsPr5sFZFcPLV+yzYVab0AAvOWLsZM2Tv0ftimAQd++yrr6Z+HjZP2OuZJ4DP/A9S6oAEvfFsRpmKLwHUtq17vdxcuSdmWATQp/eQREIShT5TOS2rx9B12RhhNcbYF1mfYF/97KlTfuWUrxd7mo8IrEYjrUcEVqORLuMLWYtjxtiEMbbg90rWVlAgAU8YW6fBFoAJCwLg6spYIGTbdY0Msu2sti6MrVu4kGf8IRtjbRzCHDh92XZkxxlbh76SOlgLy/iDQfAZ2DRr5jI9YWxdwCk1ZcAQhsnGUM97883u9ZBtV+zf66++6mfrwthvJC90sAYGgZlcgUFgIHv6dAkadaAEtomBLQRruiVNXZ2/7i2sjcPatQIgtcT81Cm5V8ZAPvWUXI+1Q5o+nQfpJ0/6g3Sw34xVzcrirMjLDWZHPodulryorJQaP1bviPdJz1MiIUmuHj1s7eVXWGuMzb7rAfkuWMunzX0Apv7619RAPmBys+/GG20Kw4Wk1d13y78ZOjSpIli9Wq4DgAQnX7xPixaJZJbVZVZWyt/G2kABRP7wh+53c+eKOkOrCFBryvpvon7WB05Ye6GPPpKfuf9+93q33CLsqmYioaJhsvGwdl2+Omb0JV6xwv0ZH7taVydzNHy4e0+oCWb7vc/cJ6x1CurNmQnbpZfKPWlmH/sIY8EfeUSu12Du1Xg2w1jurLPcpA3miSlYME9alVNQIEoG5uQLxYlOGFrrV7AgWaf7DlubnCet9kBNMFPRIGEY1ndYn2HV1SktqP6vjAisRiOtRwRWo5Eu47+7Fuvefke20iFD3C8RxOsgCewaY+sQUDBgAldXbfRQXi6BH6vNQpDEWKAwV0efhBWOoqw2yxdQoO6I9WldtIiDrbAAAAwkq9FBnSjr/3nGGdxoCPOkGUiwdSwAQEuaf/s393qQGmuwVVoqgJ3UMe254w5+T2DrmFMzat6YfBoGH+iriVFfL4mLs85y5x1mMKym2MeqFhbK5yx58YtfWC/Lc9VVXCGwf78EYwzoY550DWRY8uKdd/xrDwqBfftSPy8pkUCbAchnnrHeOr7Jk7lcEcYpmza51/OZXNXVCTgcMsR9nzBPTzxhq08V2LqMJrayeSubqKtL1n7n5yffu+9/P1nzhgAdLW6OHElpH/LGSy+lskHz5snPFRUla+1++tPkPN16a7JPao8eAkKDzBXMfViSAwkBXT8IN2W2l6COniU5Vq2S/VFL/MPk8Kjl16oTa/3g5PhxAeAMRKJ2Vd9TdbXs+Yz5DzPMAzjRsmOwq0yZg3vSjutQ0vTp4xpLoZafgX0ALuYi73Mnh7kcmye4vutzrKQkpS4z5WwOawV11VWcBQ+bJ5TMaB+JeFyShhMn+lsRMWb/jjt4YjXsrIc/AevR6+tne/SoJPJYPS72EqY2StMRgdVopPWIwGo00mX8d9difo++NmGMTWjn27w81wkTw3eohNXnhLm6QkaoWdXqagE57OANqzm65houy4WkjjEHCGQZCzRlihzY2tHxo4/8tWE+aVVdnV9qvGOH/AyTasEhVcs98/OTfSD1AFvHpFUzZ/KWNPn5fjYEzpskkK3KzPz8Ts2QGmvpY1WV/G3M3APtW1ggO3mysCj6nsJYVUiNWZ/WUaOE5fHVzz3wgHu9Zct4IIt+nZ/HCMZaYeK0W661cv3WrXmfVgSyaN+CUVMj7xObJ9RJsz6hGzbw3rNVVXI9ZnKF1iG6zhHvU+/ejfN0aO5Ca42xOQuvS1VeoCVVVlZy7eGeYEKzcaPcT0M9bywWS9Z5oo4QwXl9vczpoEHy3Fq1SpoavfGG/Nuvfc11SEWtrlZp6N6vwQFw8pOfuN/Nny+gRtf+Zmf7jXVQU+3bT1iLm23b5G9grVg2beKJjrIyWW+sbQmeJ1uncCfW7D+My5icFTXVzEke86TBPtbpd77jXg8SXb3vh7WDAgvOVBqYJz3vBw745eGBusyUs7m+XpyO2X4CKTUrhcC8axBZUiJlM6yXNaTPbN+/5BK+n4SVrOC8f+211M9xT4MHu/OEfZ8lQ4M9koMjzAgwTUcEVqOR1iMCq9FIl/HfWYtwAD4+YKj75Ze+JIek7v9XVeWvgQRbx5wPN23i8p+iImESWfsWSFj1oRtWb7Rnj9/sCO67GpjH4xLwMekZDl0WxPsy4pARMrbul7+0Xibk0ktFIqiD2N27/W6OkBprCSuACWPrwvo03norn/fCQgnY5893fwZBLJsnX/9bsHVh/XR1MqS2VqRnZ5/tbyLP3FF9rKpm64IDEkFmVnLhhRIo+iSCTOZ+9908eQEmhLVCgfsuMyvZuFECZi0RxDyxe0LyQtffJhLyPvfq5YINMCHr17vXAyjUQSwMnJh0H1LjwDzFyytsbZMzbF1Ghk1oR22AibZt3X66a9fKMzCmsZ43FoslJbqdOglICcpTwcKyeZo9O1nbGlST7Nzpl35CqaHrPMNM5jCvTKKLedVMZH6+vyQDfY2ZUmPePHkOWqlx4oTcK6vTxj6p63HDSjIAIlldNVhw7aILcMLYVcwTA5GzZonCQ98TJORhpnCMBR87lrtfA0Sy5OGGDbwkA4qaxYvdsxlKjRdfdK935ZU8IXLypF+hA/WJVjVUV0uCZ9w4d57ClBpgwbU8PEyhEyb1v+ACeQ81MD54UH7P7be7fwNaG7F2ZGk4IrAajbQeEViNRrqM/85aLOycaRPG2CLtAAz5UViWlUl1fL3/cnIku87YunvukeuxBvI9enBQHFZrhNo6zdZVVPjddyE1Zg3kx40LN3Bi2XCYHbEas9GjU+vmMMDssJ6mMOHwGTgxeSDknqxHI3qa6iDi0CEJwBgLAqaYtVvp1cueZv0RIQlnASx6CWq2rqxMAAYLYHFPTBIOIx89T2GsKloy6d5/9fUSwDKJOSSsDOj75imM/Ua9JDMqWbiQu++C2WFtcXzSfQScjAWF3Ja5GvtqzEpKhKFhNZswS/nP/0z9PEQSnnPZVdYaY4sHDXd/pm9fS+sb9+2Tzzt2bJynxv1wwwb57pZb3Ot16iTPSDM7AFzD1d9grbxjLVu66xU18Kxe/Fe/slQFYG0SnDADJN/eC8ZcS+MhI2dzCxUAMwsCa6cTU2F7L6Sf2t052LZHJzxycvyqGrCrTKXje6fh7swkuosWybum2wCVlfkN/MLYVZ8B0tGjfoluw/6/We97MKpiLDjOE6bWuOsuvwGST5qNfYU5OKMGXp/TOPeZ+ZaPrcU8MckvkqJMdnzddUm5f3CgZQ7bV9JwRGA1Gmk9IrAajXQZ/9W1eOR70iswd+R490u0N2DtVnys6ttv+zO2q1YJMNGZ9RMn5MBiQbwvuw8AyTLhBw7465YgNdZ1S1VVEsQzqTGyxswoZcECLhFDC5mFC92fQQsIzdbB7IhJjSHlY6AYQEJL+WCiM2HC56tb8gXkYGGY5LShHmy7nnfcE5OE5+b665YQkGv2G2uPBeRwn2bJCx+riuCVMfowKdESTgTkAQlr4wBbxlgYuKIyAydf8AqQwa4HCauWGuN9YvMElQIzyPElmY4f97NvkE8H2hdZa5PvE2P0QwzREtddJ+UITZummmNVVSVb0miHZ/TlbN68MehtbBcyfrw8c92zFoY27O+AgRNze0Uih5lZ3XMPr0UOSj99LbwYC4j6QQ1OUDM+Y4b7bAEmmEQX0k9tgIRkF2PtfKoWSHRZzfgrr1ivRBfSTyYl99VEhqklrrhC9lk9T/v2+RM5SE4x1+qxY3mNMfwPGKuOedLz3iDRLWR4AH4FOpGDe2LycBizMaUOVC06KVlXJ2tv0CB3npCUYQZIMHVi7Zp8JQRISjLJ7+WXyz3ppMynn8qzY8oaMMa6XVMajgisRiOtRwRWo5Eu47+6FkvadbL1xtiSfUpulpMjQQVj18JY1TlzJJDSLqwffyyHEpP83HijBBZadlRWJtcKc9pkWfA1a7iB06lTEtiw2jKAYn1PYQYxACYsC/7gg5YyxbW1EjiMGOFeD2CLmVL53EPD2tiAKWaywNmz+fUgdWTy6Ztu4vIwtEeZPt1dhwhcmXwa856dnfp5Xp4EZUzqCBdi/XtguDRwoPtcw1hVnyywpkbk5UzqiDpEVid9+eXC8OlAE7XfDBAAFGsDp0RCAEmXLq7UGHXN7J5uvZUnLwAIGAPz5pvhAKNZMzdpdfKksFeMTYQ0mPWK9ZnZwOzo3HPlZ4NgG4HrxImybpEcqq4WNmf4cPn+jjustQ37ISSkV18t/x2shQejOW5cKsML+fTs2f73AEk8zUSeOiXsKmsvA9k/cxj3sXYAJ+z5wixIJx0gkR8xwgXGYLiYwzgAFysj6NePJ7zgF8BAJCTyen/Jzvb3KA1zlvfVoQNEMsk9pNT6PQiT/WMPZolJmH5pR2jMe4OhUsrAfqVd2Gtr5R1gvWSRmGQ9yNFKSStbamokMckcy6FA0gwvJLpMSg3ZPzv/oZj405/c68GgjJ3/vvdp7VrZX7TkHXXTzCAuzUYEVqOR1iMCq9FIl/FfWosNWfPCC4iBzfr1/vqiXr14wAsZIZOwXnaZBAg+poLVwoEF1exaWH3RwYMSoNx0k3s9mIl4MuDUeANAggWZPoOU06f97VbAVGgACVDMTCpQX8QkfAic9UGPYCisNQljvy+9VP52zRSjZ+j117s/89hjFmx1yjpEkNm7tysJ3LtX5omxqsjqazBQWuo3fQEYYC6bYFX12jt9Wq7HzEkABhhTMXw4T16gfyarLQUY0PeE640Y4QataPXDZLlIXui1hyTTmjXuz/ikltYKuGCtflAnrWW01ibXnjZ9QZKJGWOFgYGVKxvNw+ratrP1GU1s1cl8AZAdO0rQCpAOhgug+JVXRIrZooW1hw/b2GuvJRml06fl78G6ARh44IHku4BkCljVjz7yu70imcLACVx0da1dfb1/nsPaXuHv0SwgQDqrR4RJHFMYXHSRyOv1PCOZwtQtzz9vqUQdJlkMnEC5wZIpq1bJPGu347CzJczhe9kyvxKkTRveIgrKjXffde/J5+AM1/KwtkJaYQDTOTZPkFIz8y0kvTTYLyz0A2MoDFjSyzdP2LOYYgfJRB0DABizswVlLI895l5v+XI+T8eOyXvG1t7DD1sqeU+zEYHVaKT1iMBqNNJlfN61mKirs4n27eXw1dLIsPYoYY6A48aJ3FNLWHGAMbDlCzROn5ZgnMkzwwLexYvl4NPXAyhmQbxPyhiPS7DLjHwQjLHsNwJMXQMJ+d4FF7iHPGRh2nQjkZDaom7d3NpSyGhZ9htmK7qus65O2ML+/V0AiXl65BH3er52GgAmDUAgZR2++qr1ysIWLJCAX7MUBw/6ZZa+Ng11ddYOGyb/0WwSWNUwp2YNBFCHOXOmO08ICJkx1uzZ8nOapUCfSVZTDAdgfT3I9846y5VPgwVlSSHILHW7obAWIWEB5uWXC9Ooa8owTyx54Wt7EsZ+Q7rfwLhl3y+JquzJM0SNkZGRbDMFmfru3ZJkAijOzZXPly61u77yldQkE5jZd9+VxBlUBQjke/USUNq+fRIIhLm9ApzotVhRIddi5QRwsGaJryVLBFjp5xy2D/rWImqCe/VywQnKNJj8HzWROpmHfTCslybbMyBT13txdrasUaYG8Z0v1orKgBn1hCU8sbfreSorEzUIMwsCI/+jH7nXCyRUUgbaRM2Z4/zI7i9/mc972JmJ1kbMwRn3pM28wvZBzBM7gxcvlkSFvifUGLPzBaodJmO+6CK+D8Llmu0Z997Lz+DSUknKMECfRiMCq9FI6xGB1Wiky/i8a/HgrXdba4ytWEAytAAmrK7Il/lGiwrNbMEJtmdPvzSoQbqXMhAMasAXlvlGnz+WJfYFTnl5EiSy2lIAid/+1v1u3jye+c7Nld/D6ooQZOgsMVrzMCdYAD7GKGzcKIe/ltFWVAibyTLfCHB1T7yweUJdEWMUkPluYL8b1yFqVZmzLAInZozimydI7Zg02NcexVo/q3r4sKxxZmADYywdOAWldjpoB+BjEks4ajMGskcPXn+LZIOv5QtjSQCumKoADKSu/a6vl3XCgA3u6aGH3OsBMOoAt6hI1AZMao9abR/7ra5X2raDrTfGJpo1TzV7AdgZM8adpwajtuouXVIl3OXlklQZN84Fa3AvnzNH/jvYexkKE/2OgeVnCQ0wkb4ExIAB7juBd4zJWfGOaRYQagxWjxg2d1dcwRNFaKvE9q4whYnPvfzQIT/Lf+edsvdrwBV2xgBosySNr5SkpMRf3/us+DXY//iP1M8TCVlbrB43TLmDhIh6xxpZ/oED3eth7TGwj97AOplcXCyfM0d2sOoM3EHdpOtGDxzwJwjhCq9lx3D6ZrJjsLVsf4dqhrXg8b1P+pxPwxGB1Wik9YjAajTSZXyetVhfU2urmrWw8SZNbU2xqoXbt8/fSuSb37RURlhZKWCLBfEwJyJmKl5zjIKCVIaDXU9nvQGOMjNdA5EwSRoOY12rBQDJarXQKJ7JPZcvFxCkg1v0w2SBIGz6dV1TmJEP+ksyNgEGIlqKWFkpWfzx4/11mKxedtEiCW416wM2IdBKpHEdoj2DnvcgKNYMCeSZbJ7uuOPzsz5btvhZ1aVLBRzl5KR+HjZPqKljLV+mTROmRgM+mFIxUIyEjAYhlZUy52zt+erPrPX3doWzpjYZslaAIwtusfYYiA1r4QJGMwj4rE2aDA0Z4q+lVCZSR/5VauPqM5q4yYu1a+VndD3b6dOyVhnrg/lr185lfc49V+5J7zm5ufI+MxYQ7602HwpjxSE7Ziw2ZMcaRJaXi7KCOZhDZcL6F8+bJ/uoBjuQ4DOGC2qDTz5J/Tw4fxo8wMGWvWe+0oviYmHFGTgBu6prIq2V+T7zTHf+YALGTMUgf9fvLcD+wIHuPOE9YxL8dev86oWePSWZFLinWCyWrO9ltftz5/J5+uQTOYsZMEarJN1Dub5ekrn9+7v3hH7grG4U56CeJ0jwWakEEmosmQtFhgbGSA4zabav9OL/wIjAajTSekRgNRrpMj7PWjy4bL21xtiDV5CDfelSOfS15f/JkxLkMcv/Rx6RbVibqaBv6dChboAT1nbAFzBVV0sAOHy4ez1klBnY8pl9HD7sz/wjYGIW/bNmCUjTpjeQbrFgwGdSA4aGmUiFGS75AqbjxyUYYAwk5kmza/G4SMdYIBrmQoyAKcBsxWIxAdb9+gmzpYEJaktZPd2cOfJcNUOD9hAM8IHF0gETeoZ27erOE5INLLhev95v9pWZySXcYL+Zq+aaNTLv+nrHjgkoZkEbkkLMROrsszlDE9bbFfOuHbDBwLN6OswTMzCbO5fXNSMQXbLE/Zl//3cbyuh37+4mmRrmKWGMLd6mWvCsWiXX0/XLlZXytzEJ/Ouvy+dduriBPFhV5sqL1i7alRd9LM85x19v/Pjj7vUuuYQzZqiJZIlCAGNmPgQHcZ1U2LXLf71bbpHvdGujggLZ55ns2JcotFbqDVu3ds8NmNox0ymASF2/X1Mja3zYMHedwx2byWNxbuhESZhZmq8uHPt8p04u4ApLFBI35kZn6qlTeTI1bJ5uuEEAq157JFHo3BMzvkLZjS7nCDMfhEmUBpHxeLLfNXO59hnAoUxGA+2aGmFrR41yr5fmIwKr0UjrEYHVaKTL+FvXYry8wtY2PcPWNG1m66qUFC0s4FiRfEIAACAASURBVL3+egnimQNm+/YcxMI1kGVeZ87kLoRofs4y5JBZaQBZXS2H3MiR7iEHJoO5nK5cKayJZtfgbsvaKKCeiQU3F1wggbAGxWEmNb7at7DWEB99JNe7+Wb3ej5wFBaMQO6sjTmsTUr89D2dOkWlaLFYLClb1IE1ghEW3KCNAmOcIMVkbRR8Rh9IXmjGKeiAqUHsnj1+JgNsNTNkmTRJGGst7dy2Td6nL33JvR7aOGljrIICea4MLEDuzKSYCxcKyNAqhRMnhGlk84570smLmhpZd+x9Qr0sky1u2sQlfmHvJ+o4dfKiYZ7q2rW3CWNsfGwgptq/X/aiCRNsUIJurW109a7q2lXADpIvqP0GkA3K6gGAsrLk/dUgPD/f78qLPpZ6TgB2WJJs1y7/Olu7lu+zYa2Awnoz+5xWCwqSplV6wCGbKQjGjuWsHeaE1feihvmtt1I/r6kRVURwnjCwz7IEENqgsHZhHTrwswgy5p/+1L0nJDN1kmznTj+IhNOwTj5ijwu4/DaezVAQMKC9bh1PZubny77N9gNfkhilAqwFGupGmeQX+zbbDwYO5EliJLWY0mPJEjnLda/z06fleTO2FooclhBJ4xGB1Wik9YjAajTSZfytazF7/hJrjbEHVqugIpEQdoHJkcIObTiC6sxvebnU1TEDi7A6TJ/DaF6e/9D2ZX7r6yVoyMpygQSy2ayVDtxttYwWzC7L+CO4YmZC8+dzkxq4irJ6WQTxLLiaMUOy6jrjD6dUdk8+mRckp8wQBjViDJhs2CDzpK739n/8h799B+omdRAcNBrRcuewINg371VVElCzDD3YaibHu/JKmQ8dXBUW+uswfex3kNnVYGX7dj+IBYunGS+wQ2GtLu6/373e6tUSnOr2HQCxrH0HGC/WmmLyZM7i5eRI4mf1avd6CKq1zB3lA4yBhwzze9+TQDmY0IEhzP79wlTBNAqu3rNn24/B+iNZgXrZJ55Itm0qLEwG9t26CZhq0kRAtx4+V966Oj/bHVZ+AMZMlx9AwcL2OST/mKmNz8UbTquM7cY+x5J/vn0ujLXbsIED44oKWTMMaKP8gLVVmTnTv88Zw5OqAMa6NyfksewswPvoU8Sw5MGxY6IiYI7vkNY31JunnM1XXCHzq89YlB+whAiSB7pNUWWl3M+oUS6IhIrgX/7FvZ7PbT2s/ACsup537HNdurhgf88e//uEVnEaaKOGnp0FaTwisBqNtB4RWI1Guoy/aS2WlNhE06Y23rKVTejgEH1LdTuToOxVBw1h7UfA2uhseiIhhyE7jD7+WA5Rdj1f0FBYKIEny9KCifrZz9zvFizgQcOpU/7r+RgHMARM7gwmihmdoB+mvqfaWmlhw3olImj43vdSP0dwd+aZbsAKAw1Wowa2mmXnL7hAGGZdW7pjh5cpPjZ3rsyTTjYUF8saYm1nIBFl2XQYLuk6zJMnJQFwySVuYAVwpJnd2tqkLF0H4TDnYu7OcEnVJiPV1QJShgxxrwdmlwXheJ/0PME4KGgmhAFZugbmYIYY+42aXWZgtm6dvwelz+gkrD4SzJBuc3H8uIBiZgbjY+AhS4dx0Ftv2YQxtrDfwKTUHhJutIL64x+TbtGbN9vYX/8qIDQzU5JEWVkCKuPxZM/nW25JMkNINkAGrpNvcOVlsksAa5YA8dVGI/nGEiB4J3WyoLZWQCRLwgDAMWAMwzCt3gDjzZQOYQqS88+XJIwGJwDGzPU6zMxo6lRJFmilQ1iSdNUqWW96nykv98v10fOZJUkDbY9SRl6ev/wFrdV0Eka1IUs5m6GyYQAOBny6VVt1tSSqmDLhV7/yr73Zs+U80M81rPVSmLGbr6wCChJmwAezRp3AgFJg0iR3nmA69eij7vXSdERgNRppPSKwGo10GX/LWkwsWCDbpbavD8ukI0BlRhO+9iNwbmXsGhgOJvubOVMCQi1lBDhiB/xtt3G3QtSTMdMn1MsyYHL99QIgdb1sWM0ujCF07VVYCwkAEybHAuOhGRQwhiNGuKAYATOTzV19tbAAGvAVF8vzJu0WvNeDmRADxTt32oRvnuD+uWNH6ue1tQL4WCAWZuQDxlAD/RMn/GsPwEbXMobVkx071tgOxRkAW5qZqqpKMh76nmC0wmoZ4bDL2gP5AvAgY6jvacoUzuxCRs7mCQZJup4srA/w9u1+ULFihaxzLUvH+8TmCQxiANic6DfIJoyx1aNGC9DHPQHADR0q12tgimOxWDIBMWOGm5BZv17e8169UucpP19Y9Nmz/UkQzXABwLHEDurimUETapN1m5Zg8kvvxwDXTMHhS+zAaXX6dPeecD1mhIaaTb0fb90q7yWb77vv5omdeFzuh60fyLBZvTCSlIyBbt+eJw98RmjW+v0LAm2PnIF50qC0qkrA/vDh7jyBMX76afdsXr1a1oQGxnjPlUGTtTa8rGH6dLknnUxGbT5joH3lJ1AKDBjgSr1xPdYP2Cdfz82Vs4clq1B+8pvfuN9BKaDvKU1HBFajkdYjAqvRSJfxWWux8MNtNmGMre3Q0QVvvqA7LGgCY8gccX0OkNXVEqwwIx9kiHUQFpS9anC0f7+/dyokosxhd8YMXi8LJooF8agF1Zn8oiL522bN8gcYzEzI1yAdTBSTASKTr4NbMIaM4QMwf+AB93oNbT4caSOCMJa8AAvqYQxr27fnjGGLFgJc9Pj+9/1Af/p0bnDy4Yd+xhA1ej7GkAXsYcwYgjBdS3b0qD8IwzwxwzEwhjoQhJSXBYK+etmKCpHRgjEMDsjImTz5oov4c0XAzurF0QeY9fScPJkzbWhhwZINACGsnU/37k7AXvDuhzZhjLXG2IRuD4Q6t4BKoXE/nDtXvtPvU16eAAbG7MLMSCc1qqoEGA8Z4s7fO+/490M4WWvjHyQ1wmTQmgUMJvW0KgSti1h/bAC4gPFP4/UmT+YGV0hqsNpagH2d1EPdKNu/wNay+sZrrw1noNn1ICXVewcSlSNH+qXZynnaWutP1IDZZAw0krlsns4/39ozz7Rv/e53qd9BMs8M4556igM4XC+MgWaeCKtXc7Af1nrpz3/2J9SWLeNu92HJA8QXzKBp6FDeFxbOxaxUIg1HBFajkdYjAqvRSJfxWWsxv3tfmzDGHv2ZMtFB7Q1jOAD4WIDja2uBBu0MQCKI1/I2BN0saEOGWsterRUZU+vWnDHs3JlLeQGKNVNcXy+umt26uVl3yJxYLejtt4czhkzKG1YjtWwZZ6LCaqRQY6iZWAQ4jDFEq4drrnGvBzmlDuIrKkS+PWaMe08NMvJ9zPQJgaiPMWRGVjBE0TVS9fVS+5aZ6QZteK5sngDMfYwh61X5wQd+edu113J5G9yY2TzBKfTXv3a/u+givxOyT0YL2aA2RAmbJ9QcMsMxMD7ayAq1pawPMAyGtGtwfb2oCrp3d5NCAEGMmXvwQQ7M6+ttddt21hpjD61QZQLo29u+fWNpQeN+eNll8p2u2Tx5UubPl/wZNkyAqa5vBDPOJIpo16FBZFGRgEtmZoTkD1OazJkjwE/Xuu/a5W89A+MfnSgMM80K60+N2loNSgsK5J4Y2EG5BEtATZniZ6B9AA6yaFZ+MXSo7LN6nnBu6LIWa5POxYyB7tqVJ7RwbjBmc/ZsPk87d1rbtKk9ys5WKE0YAz1smCR1fU7ILKHlm6f8fGEoL7zQvSckZZiRls8cLCdH9nJ2bvjk69XVsr8OGuTOE5QhTCmwcqXsRxoYp+GIwGo00npEYDUa6TLC1mL2QwI6jw4+2/0S4EgzR6dOySE3Z457yIHJ+OEP3euhRksDkyNHBBwxQxdIknyGRsyFEOY/Dz7oXg8tDHTD+bIyAdijR7vX+/GPedAdZiCBWlBmKoMaQx2wAWx16+YykAi6mRxu+XLuHhvG7IYxGdddx90nDx2S+WMtVTBPugVKTY0EV0OH2tc1kx3WJsYHTEpKxJxr3Dg3sMY8sT67kMPpeTpyRO6J1dKh9c2LL6Z+Xlcnv79HDxcUQ1XA2BnU0unnikCYAXPU0rHAetEi+dv1vB88KMF9WLJBv0/xuLxLrK8kACQD+qh51HtMSYkkDSZNctUaMJlh84QaW83snjghQJ8ZjjXMe7xJUxvPaGIrjzWUHtTVCSjv2jUFRMZiseQ8TZwo9xYM5FGzq2XAGC+9JD/LHHbnzZO/U6si0Bdz7Vr3Z8ACMqXHeedxZhOuwayGH0myQNsoa62Ak06duGQ8rB3RkiWyP+t9O0wWDVm9fndqagRw9e/vutGCgWYty+6+W77bujX187BzAG7v2gQukZB69nbtJNEXHAcP+lvPhJUKTJvGZfW7d/uTB7fcYhMZGe49oX8pA5Hwj2AA7rrrOLOJ8/qii9zrgVXXbu+ouR882AWRYKAZMMZ+oGtrw5RYSJKxeZo1S9aYLicCMGb7dpqNCKxGI61HBFajkS7DtxbrqqptVbMWti6jiS0/rAIRWOkzU44bb+SZWkisGAsKAMkOuAULJBjSdTrZ2XIgMbdKZOhZr9NJkwRI6Ax9GDC58065nnaKDAu6w6z5Fy6UDL0OhsIy9DAa+clPUj+vq5Nn2qePe0+Q8rJ5CmN2fT1uYWDBQPH8+RKIs2RDy5bixKoHMvR/+EPqOgSAZKYc+/dL0MXcL3FPH3yQ+nlpqQT1bJ7ApLAAD9I13ZMWoJg5IUOe/POfp34enCetKoCMnNWIgdnV4AJgi7mUAsSy2mrMkwZMOTnynrHnGsbs+mrE9uyRJAl7n267jQOmsjJxf50wwZ2nP/7RepldmBtpCXdhoayhSZNs9v3i9pqYMkW+Q1Lol78UFrVNG2uPHLGx116T59q7t8x7hw5JiWKwBt5Xs2mtgNK2bV0GLixR8KUv8QQM9k3m5hzGbKIfqpYQh+1ZqPl94YXUz8MUMZDqM2YTChut3MC70Levez3sMcyhGl4Het8Mk+qHvd94F/T19u+Xtctk7XBH12sX5nZs38T7zRQxmzbJd7qkorjY1nTqJAlKPU8Akaztka+9Ft5vtg/DO0HLjuNxSciwPQtgn7XT8ZmDQap/3nl+oM1MrC6/nO9Ze/ZI8oCtPdRA68Rzmo0IrEYjrUcEVqORLsO3Fo/NudxaY+zBpSrbD4v4nj39Gf2NG90LwvxHMwS1tSIx69PHvR6yqt/4hns9SHn1gRjWwgHMLpPOzZsn19Og+JNPJBBmTqtf+pIciNpsorLS2n79OPMCFpQxuwhY9fVOnRIWFK02gsPHUkBO2aOHK6dEzS5jcgC2dOAC6RxjPXzZb2uF4WvVygV8cGNuyOinrMNg+5HggHSuXTs3cIEjNDOeuusuuZ4GsWHMSxhDcPPNfN7z8gS4zZjhB7HMLdNXUwagz8xbELD+v//n3tOgQcJ8aNds1JSxeYI8WTMvSKCwtQcWUUtbw1gPsIiMTULtn2Zeamtl7bGa3d275XpMRr5+vQALAIGsLNvIFHXsmFQVZGfLGr3iCrvn9ttTn2vQzAgtUYqKktLUzEz/+8XMkSDB1vtuaalfvfGzn1mvIuWaa+Rv1/tgUZGoBdha9KlB6usFlHbr5qoM0JOVJarwfmkWEMqJwYPdeQN7zYD2NdfIWtQlDWGJKiQfWEnDjBnc2A3JA5ZQQcshPU+nT/vVG1CksPY8kKZqpUNxsbxf55/vzNNuMMb6vIJ6o3t3l60NM53CPemESG2t7IFMvo55Yte7+mqu3oA5GNu3nnsumSQKDtTEd+zoyuExTyx5gD1Dq0GKi+V9SvO+qxFYjUZajwisRiNdBl2Lu3fbREaGrW3fwW1VAyc+3cfTWqmt6tCBt3Xp2FHkVXrAKVODI5iSMKnRa6/JzzBTEsj0tLtgmNMq2rpoAxZkqjt1cuuKIOFiNbYwtmG94CZOFKCvWdBt2/xgC2YXvroiJuVFTeCPf+xe78orJVN94kTq5ydO+MEW+hDqOuSgJEwHpOjZx4A5mJ+GvqCN67CqKhng+kyatIEH5qlzZ3ft7d0rwIElG1ArxRj46dOFrdHB4ObNAlSZecyqVbx9SUGB/G3sueKetKGRtRLsMWb36FEB7ExiibXH6vQGD+b1X5BYsoD0y1+2lNmtqJDExeDBLiiGSVOY6ZkvIF22zP0bAER++1v3etOn87q/995zTc+2b7cJY2xNs+Y20axZqnlMwz4Ub906VXJdVSUMYN++8jcE3ZMBDJhU3ZcgQY/LESPc9Y36Ri3rRglAly7uc0PNJntuSJDoti/19WKOxEDp1q3yXrL+xMuWybuk96EwZhO1ur4aUF/9drt2cp7o6/3zP/N9KMhs6ueKPtKshvzee+V6b7+d+nlFhcwTc+zFO8va80ybxks14B3A2r5ANaMST7G//EXmqUsX93rYh3y1/i1acBOyHj04qw41BktkXXcd90NAXfyll7rzBMmvdsCuq5MzuH9/dx9CIosZfQFoa1BaUSGJYfY+6eun4YjAajTSekRgNRrpMtharBs4yNIs9enTchBPnuweTmDXWDPx5cs52AKjwUxg/umf+GGHLPCAAW6QDKMc5sqLIEdfL8ho6MMO9XPMwfbCCyVIzstL/Q5ur1de6f4NPoakrk7YahbkQCLNJGQA5toUBUHJxIluUAKGhAH9xYslKNFAH/Wo7J4AYjXgC5P67dkjf3eg9qtxHSIo0dcDozF2rJ95YpLruXPFvEYzfHALZS6UmHft8huPy+/v0cMFsWHzBBMTbYoCAyImjYfUnjG7V10l8+GrG2a1m2AItbNmmFIiDAiB9WHMU/fuck19TwjyGfOEBIpmzMEQMiCEumEN9ONxeaY9ezqs5/FR4601xhaNGpv6M7W11nbuLM7BmnmCmUvXru4egVpArcj4W6TnWtKMesm2bV05/UcfyTvD2FqfVDweFyfarCx3r4T5GzOruvlmAazaVCw/XxIN55/v3hMSCsyN1mf4FOaM/Z3vcKBdXS2ANCvL3VfgsKuTjtYm90rWX7VXL3mvfT3EH3uM3xNTeCDpyJQDONM04Kqrk9/fq1dKEjMWiyXbO7HkwY038nk6flyed9g7o8sUrBW5LZOvhznNQ+qt56mqShJjZ53lKnFefdVSRYa1kgRk8nWYKY4a5e7/YfOe5iMCq9FI6xGB1Wiky9BrEaZKpWef4/5j1ARquRdcMJkBCzK22lQmkZDDr00bV8KGoJvJvVDnqJlYsCysVc2nnwoIY9e79Va5p/ffT/28uFgkfhMmuEEMglefRT+TexUWChhl8jG48uoAAsEmq0dFGxZm0R8mpxwzRq6nAwjUBGoDk7B5gvkVA7Goc9RyL2ulRrB9+xSgH4vFJJnRrBmX5fmktyUlfnAEVkcHm9YmW2jo1gz5+QKOzj3XvR7WnpbyAhz17u0CPgSbjAEBC6rPg5oaScj07u1KTCGRfugh93ow8NFABwwIcxdFaxldC51IyDwxiWmDWyllq2+5xV+P2quXteec4z7Xv/zFeuX+vpq+vDxRPEyd6gInAB1ifpUYM8YmjLFxk5E0W7I2WcJgjNsyB9djdbFhtYA//KH/2V58sbwDWt1w8KB/7wMo1YqNkhLZWyZN8j9btl42bJB7blA3NI7Tp/17ny9BUFsre1Xv3q6cPczwCe1JtBIgWC+p9z4oNvQ8JRKyxlu1cvffvDwBl/PmuX+Dr12TtfIOtG3rgtIDB/zzdMcdHJTCbXvcOHfNItkVOCcbz2YAOFLXajMz+d6H+mMm9T7nHP5cUavLEiIo49EGUmF7H9Ye80yYO1eeKysP8alQ0NKN9QT37X1pPiKwGo20HhFYjUa6jOBaTDFVylaHyKefSrDGZKpwrNQyvfJykfsMGeJm9iF5Y0ys7+DJy5OMMXMahpRX1znW10tA26mTGxhu2SJBAKuxBTjSWWvIjkaOdDO8MDRibNjKlRKwacOH3Fw5tNk9IWut2QrIibt3dwPDMDklAkOdBS8vl3saNsxNNuC5snm66ipejwo2jDmLYt5VVr1R8nbmmS4Ds3mzn11AAkWDWDhMst6W27b5+wvC7VirADBPTJoIgxLtmol6VCbjgyyQAX248mpH6PJyYRdGjHDvKYxd8LXLAfvHGHgE8Fq+WVcnoKhLF5E3BweeK3ufICfWJmXxuLxLjP17/325HnNfvfZaCay15BrAnM1Tgyw278rF1hpjc0eOl88D9XInZs6UfQ4ALjdXQOUFF8h/syAa86WlqfX1AvhY3fi+ffL3M3MYqEA0gKusFKZq0CD3WUFdwAyoFizgRkKQpzMG7qc/tV5VybRpUi6g1Qpo2cRknGBrNWOGGmtWRgAAx/rtQnKv1Qq5uQJKmVsujPdYyxU4t/vqWpmRH5JNuuVKebmsZ3buobUWM3zCe9rQAqrxbEZd63nnue8prsfOvfPPl3NPq3/gm8BYdSgmtHwdCen+/d17ggqE9a9esYLPU3a2rMlLLvG7EGtDN9TCd+zonhGHDslZxFQlaTwisBqNtB4RWI1GuozgWjw0S3oLHrxWtVQJk3Lt3y+HxGWXuYeOL8NcWioSPWYmAukVa/2wZg1vVF5cLNdjABIMn84wQ9LJTCrCgm60YdHvcDwugSnrDwl2OcztWAMJBN1z57rPFXXD2rXTWr+ccs8eCYTYYQ5jp7feSv28rEwy5kx6hXticmKfE2lhoTAB55zjyCn3btok19M1tmFmImGmSghMtey1tlbWXffubmAKwyBm+nLlldxM5MQJATGsfhQAQjM2iYRcjwHIXbsELDPHWLxPrL7OV7cF2Te7J9RVagb+1CkJ3CdOdBkbGHrptQdDL1YHibrhFSvcvwHXY3LPESOEjdXzDqOoBx5wr7dwIZdInzqV0t+zoEsPmzDGFv72T0ljnMcft2//9rdJqWtdnbx/rVrJ9Z56ylIZf02N/K2MVYRjL2OXwJTq+ayuFvAWJqH0KVVat+btinzOzLgn5iw7fToHO59+KvPJDG/wHus2VWDMpkzxOz2zRMvKlbwO/NQpSWwxAIdaXW2uU10tADIry6+AYAkstMrS/aMhSe7f3++Wq987mMS1betKx3NzZf4aElgpcSIYbb32AOAYS797t8wTMzrauFESC1ryHiZfh1cEax+0di1n6cPmCUoV7X8Rj8v7xJ4regUzc0AkD/Sen8YjAqvRSOsRgdVopMvAWizavMMmjLFlrdu5pkpgbXTWvr4+yThocASjDgYkfNLbyko5oBjDFyZ7XbNGfpdm12BEwxrQ+ySdCLq7dnXBDNrlsF6iqAnU7qzIsg8e7AaeCJKZqYXPabGoyOse2VgLp+WUwSy7DmgwT6zGCuBIs2E1NRL0DRzomljs2OE3yUDtsmaXjx4VYxvGhvhcb8HwMLMe1FgxyR9YK81WY56GDnXvKUx6C/MRLQ9FGxYm+0btpk7I1NdLUNe5swsQtm//bBdd1h911CheN/zhhzLvrNcv2GUdeB47Ju86m6ewtidz5vC64aNHhSVh7yeSQoxdBmul5wkglrXTWLs2pb678I13pT61Sxepf28w0onFYslk0Lp1qfse3iM2Px98IM+TSV1RGqBry8vLBeCymmUAA9bCBUZH+no5ObLfMcM1GAnpQD5YL6kBHEzkwlyNdW15GKsIyTkrn4DcVtdLhjlsQ2b99NOpn9fXCyhm8/T2236DNNSW63VfWSlrhJ1LkCQzky2fSgOsIlPTAHC98kpqnIi9oWtXngzytdrBe6TZ5NJSkQIPG+a+R3iuzAMA55J2DS8oEFDK6pnhPq1r1evqpNyCqWnQwoiZYvl6BQeTPHrtpemIwGo00npEYDUa6TKwFkv79rcJY+zRF1SNISzgGWuDDPZzz6V+Ho8Le9a9u99tkoEZBEA6gx2PS11OZqbLXCCD7atfYiwLJJ1MggRnRuaiu2ABb5eze7ewZAsWuNe77TYOJEpLJVA9+2z3uYLhY0E35HQa8BUUeFnLRvZKMw3xuICpzEwXmH/0kQRuLIMNB2ctf6upkZrYzExXIgoDLs0IWWvtggW2rnlzd56OHZPgmzWsh0xRB6qJhMwDa32BmlhWX4iWJZpdhvR2+HA3UA1r54HevJq5yM8XgDRhgstWw6SGsctoKcLqsZs1C3fR1fLk6mq5n1693PcT88RAEoyd9HPNz5dESFifS90/MZEQc6tWrdzrwUyIBd94rvp9AqBgIBbyVJ3oulzacwXrQGOxWFJmn5Hh1m2CrWJ/GxQK+nw/eVICcjbn6NeqZZzWCrvevLlrCoS6asZSQkmi251gznv3dpnqMDMvyLc1UwrX7gED/Kyifi+Cc67fddRLMhbQ17sYLuBMkrxrl1yPKRRuvZWvIciip0zx178zU6AVK3jyAPPEWEW8m5opxXPt18++qWXlUPwwoI2zU7eGC7LJukYVyR02T7NmyRmpQemRI3IGLljg/g1I8jD2d+ZMUWbpZAT2ZDZPN9wg76BWHoT1CobygPWYTsMRgdVopPWIwGo00mXEYrFGVqRmLNl/li8X0KJrNw8flsOMsSxoCaKDZLjeZma6QTJ66IXVBmkWtLRUgMTQoW4mFWYMLLiA9LahNqhxIDscbF2BgaBSs2uo4evc2WUtw9gWsMsazFRVCWPJWoygxpbVbl5zjQT4WnqLeWIyVdTEMnZ5yhRel5ib63fwRBZf1y6XlEgWf/hw954aamIPMMZw8WJZE5q1hKkSM4ABiNWSQsi0u3Rxs/hgGVltJMCRBrG1tZLA6dfPDdbfeUeux4D+okUSRGu25cgR/zwhsP3Zz1I/D+tneuSInwUFE6uDYbAtbJ4gz2cmSCtXSsCppZplZf76brA3mmVDYoq1aQlr74RWGTrRhT2H1Y2+/LJNGGPrjWk0W2o8m2fPluuxmmKsc81SVlQIq3PWWe6aQI/nhx9O/TxYh6fn8Phx/xyGsYqoKdXA4MMP5fkxNh2AS+8fSNaMHOkmwcB+MYkzahX19YI1Gg/yfAAAIABJREFUwBpowAlcm/gE51AnK5GsYSA3rPZ7wAA+T2j5xUzZLr+ceynAJZmdG7iez0uBzdO771rbpIk9xpQhGzfyZCVavbF6ZiTV7rzTvZ5P7YJzY+ZMd57gAK+TlWHnxr59/h65mCfdfaC0VPaPQYNcVRLYWma2hHNDJ0TScERgNRppPSKwGo10Ga/97ve2vkULOQC1AQfkv6zuZs4cObh15vXgwWQ7Gp+kk2XI0bJB/w07dvjZsA0bOOArKkqyjD6beya9XbeOtxg5cUJA7PjxbsAGYK6BRE2NBHi9erkBFgyDGLuMg1tnyCsrRbLVq5fLrsEESWeT4TrK5unwYfmc9chDhlzX+WLeGdDfulWCHsbwIUOuayNPn26sXX5d3y/YZZYhv+kmbqp07JgEf4wZwTzp2jzUsLJ2NHC9Zb104Y6pXanLyyXZ0K+fO+9wkdZ1vmCcWrd25ymMXfb1M62vlyCzbVt3njZvlnti0s4bb+TvU1mZgFhm7PTmm37Asn69XE8DfQCWadPcQBjPVcu+UbvMVAB79vgBCxIy+v0sK7N2wABb26mztcbYY4PPttY2nM2Yp6lTeaIijK2KxeRnNIubSEg9bfPmrswUbuVsz4RTOKspnTFDEhU6SbZ3rwTrDGijTlYD7fx8ebajR7tzjHIFZrIGUKrvCe7n48e7ezD2Fw3gamrk92dmuokKlIGwtmQAubotGWqJ+/RxExWYp9tvT/08kZB5aNHCZUrhUs96pT73nH/PvOgieYc1yN27V653xRXuvCNJpmXWRUUCBtlZBEab7Zk427SjcEGBzBNrCQZpv27hVV0tZ1HPnjLPwQFFDks+ogRDJw/CzkrI4dn7dMklchZp5QH2TKacSrMRgdVopPWIwGo00mUc7D/UWmNswW2qPyRkpSx4QVZfBxvBg1nXsIYF3TjodU1sTY3U3DFZKWzxWU3LmjX8YEbQzViCN97gUkG08GjRwmWOYFrEgkz01GNW/5BIa3AUxi5DpqoDslOnJNhg8l9k9VnzepixaJOPU6f8vRQhx9PzXl0tcuYePVwggaCQzRNA7Icfpu6JcD0dPNhl+GDspFvBBIMXzcSGBYWQNGvnyfp6qadiLMGePX5TsZtvtkFZaeNAUMjmCY6ezMkVNWKaJSgslOcd1grp2WdTP6+ulrXfs6erbHjrLZkLZjADKbuuXa6tlesxdhmmOZrNQQKldWsuBW3ZUhgs/VzRPoaBNkgMNTP5ySf+9xPA/M03bV6vLJswxmY/8Ih963e/k/1mzBh5RnBf9hlXMQfU9eslGaUdVfPzpeZw3Dj3egDprAczevvqQB6glCXysK59EnAmBwZ7rusvsQeyViMw0Jk82d0vUJvt61Papo2bTNm5UxIPV1/tzhmeq056QY0ycCB3qs3I4K2jsP/o5Axk2wxoP/QQT36AVTzzTBdoI4HL1jWM4LS6parKlvfrx+cJqiEm1V+0iJdAIIHL9gtcTydwcZ6zedqyRZIUTL4LObyeJ7Tk6tvXrY8OUyEhKa33n2PHpPxg0iR3npCk0vt6mo0IrEYjrUcEVqORDiP7gUdswhib1yvL/XLJEgkaduxI/RzsFetvCHDEbPl9h+iBA3IYTp/uXg+mIBrwoSXOwIFukAwQy9odAPDp4OT0aTlABw50D1GwAKyFx+TJclhqGdfu3cKUsCASbX50/9F4XGqbOnRw2eVYTA5rJv/FPGm53cmTAjonT3aDE0iaGVNy3XWcKdm3TwAGk6lCVqoz5pBFsro2tKVoaJ+QsidC0vnaa6k/U1goQGvoUFcWhoSHBuYwxWFyO4AjxkCBVdD1o7W1EsR27uzOE9YeA3xLl8pz1e9TmPMu6uS09DaRkGD+jDPcnsd79sg9MRdpPFc9T1VVwhT26+euf0jPWRCJ6+n3s6BAkjEjR7rgAe+Tlu+FmbUdOeJXAcC0R7M/qJ/u1s012cE8NbB05YdzbbxJUxtv0tQen3ZBqiwSAE7Ld60VtqpJE3cOSkoEZIwY4SZbAAw0u477b9fOZdfBKjJZOdgqLemG23lmpst+hcmBV6+We9J75KFDAlanT3fXqc+QJ5EQkzPmdn7kiN/8DoBQs+unT8saPessd52iVpG5XkOJocFTWBkJ9kjtGxCPy57aoYPrXfDxx7J2WP9hgFKdPIDsvWtXB+RuefJJfz/jZcvkO21SiKTwhRe65ymk6CwpBnfyPXtSP8c8sfMZCVmdQIKL/LBh7r6Ptjma0bY23N+hb19uUgh1id4j43GJObQqIs1GBFajkdYjAqvR+HuP0gPZjQFa+WElT0JApQ9qSKRatvSbfrAMO2R12vI+CNB0xh49FtlBfcst/FADI8daPmzdKoc7q0u87jp+8Gdny0HN6quQuWUtPCZP5k6Uhw8L4GNAAu0RtES6pCRZt6Mlh77nam2yNlKzwcXFAiSY7AsMn24JEo9L9rpTJxdIoN6TzRMy7JplBLsTyLA37onvvy9zwdpsLFkiwSCrn27XTmSRep4gPdfmUkEZpQadOTkCbplhEACabrVSUiL3M2iQG6BBev7gg+49oWZMS89R78mMnVCvpQFUPC6gt3NnF5hv2SLPlbWPQVJISw6D7Z0YE8vmHUC6WTO3Di4nR8AoC3zRQoW1+fGpAA4elHlHm5nggNxVy7SD71Ngng5/41/EHdgY13DmqqvkfrRSA+/SuHHuuwRmmbXXWbyYJ5jC9hv0v9RMEdiqfv3c/QEO0kzyjeej6w7xfAYOdK+H9inaxRptbpgkOazvKRJCGuTG46Jq6NTJfTfffNMP3Jcu5S7WMLNjMnZIZ5m5FBKBeh0fPCjAne03mCedEAozHfzoI2raFYvF/InA06dFJcTOBZhsaVCKcoM2bdx36fhx2fOYogamg1pRg/2GzRPku6z92/XX8yQPktCsRhXJCKZkWLSIz9P/gRGB1Wik9YjAajT+3iO/e1+bMMa+sV7VAOXlCdPDpGrIzLJ+eAgUdJ1Pbq4cZuPHu4ECWAHdZ62yUpiePn1cCRTkiswREX0jNTgqL5fr9ezpylSRmdV1PvX1EoCxur99+wSwz5vnr8vVjFx9vQRsLOh+7z0/QAPTwXphotZIzxMcWFkPVB8blJ0tQOK889zAG/OkmY6qKsme9+7tBmCQdbHaJWTkAwFYLBaTQHnAAAmW9fUApBkj5XOuPHRIArOLL/bX5WqDmro6qaVs29ZVAcA4iQX/PkaqqEgknKNGuesfdbnMIXn1al7veeiQBP/TprkADUZkmulATRhb/zt2CFhmIPbhhy2VKAYZLl0LiN6y2ogsKP3ULBsADWtPAimpVjYEE136fcI8sVpjBMp6nkpKbKJ5c0tZn4ICeXZDhrjA4G9RKehERJh0H4BQX6+mRt51xuiDrWpQKaQMgB2diAg6Qus99vXXuZIjkUgCd8bot2jB2W9fr+tEQvZE1nN0715hZNn14FCs20/l5clzHTnSBTtoP8USe6tXy/6rW6FAIcDeXSg59DxVVcm/79rVBe5QKbA9EcnKgEohFouFl1jA4EoDQjjhN2/uKjmQMGXPNay8Z84c3sMXJRFsj0XrM22cBEnymDGu8gCglCUPIAPX725QyaGvl+bjCwWrxpiLjTF7jTEHjDFfJt+3MMb8e8P3Hxhjsho+zzLGVBljdjT856nP+l0RWP3HGBFYjcbfcyQaQN3REWNT1yLafjC3UrTcCJMrahahrk5YgjZt3DrCzZslkFu82D3kINfVpjsVFZJ17d/flYHBKZQFqGvWSPClQeyRIxLsnnuuC9DQh1XX/dXVSW1Sx45u0AhHV9Y/DzVkmjkqLU0CNB00gpFjrVGQ9deBcHGxBDajR7uBMJhYXUdYVycZ9Xbt/LVJrI4WyQHdw6+6WlgMFghv2ybrS/WqjcViwjI2aeK2KsjJkXliQBpteVgLm5kz5Z60XA+1TkzKDiCtkw2Yp6wst3YQgTALsFaskHWpg3swp6yvKxIoGsTG47L22rd3g/vt22U9sHmCAQ1je8aNkwBfS0Xff1/mfeFCdy0vXcqVCLm58l6weQI7o0sEwJyydiZHjiQTXfp6aNWhEygNxkm2f3/q/kvXv7WNdXF1zZrZREaGLXhXmXf95S+yh2iggXrOli1dRu/UKQEt7O8PM0WDwY/egwEMmMQTtdJaDhwm8Q7rtQtJpga5AO5Dh7oKAtRK6zZFQYdiDeCys+V8YF4GvtrrmhoB+l26uNdDOxbG6C1e7Feb9OwpoFCDUsjAWXuXK67ghlm7dsl6mD3bnSeoTfTZVlMjvz9QT954NsO8jiUzcVYyw6zu3SUhoYE76r9139NEQv5mljwIM0VDglZfr7paACkD7jjbmGEWkgdMXt+3r6xnfU+IQVj5TxqPLwysGmOaGmMOGmMGGGOaG2N2GmOGq3+zEUDUGLPEGPPvNglWP/lb/hD8JwKr/xgjAqvR+LuNnTsl6GrVytqystS1CFZEy7ysTYIjHUDl5or8d/RoN+iGxb2WYFZUyIHDnG1hdMTqM3HQ6/YU5eXC8HXv7l4PzIwONsCctmnjBsmffuqv+wOIZcwpzCj0QY/An5mGrFolAaNm0PLzBUSMGeMGUACdrA8rzKX0QX/4sASLYQy3ljQHHYg1mGlor0DbiABIaHBUWirywl69nPqsXZCi6oQHnG3ZPB04INl+lhx45hk/czp9uvycrs965x15dtde614PzKmeJ2T1zz7bXf/oWcqSDevWyXeMOfUx3GBOtRIBxkk9erjzBPn78uXu34AEiq6fPn1aQDljuLFHaIYKZiytW7uMNOremGwS12PM6ZQpnOF++22ZC3ZP69ZxRvr06WQdna5PDDjDvvfAP9uEMbakXSeb0Ek5JGe0FPfkSWGKhg93ARz2H9ZC69predsQMITs3Yd01sfodeniZ16ZyRBYSi0HDnMfh8kZY/TmzRMApyXTMINiahQYt2lQWl8va4apJnbvlj2aOb4CwOkWWjBOGj3aXQNIODHTopUr5R1ihlnduslz1+8+2GS9risq5LlmZroADi7xDQnXlLMZ7ZI0m1xVJYnBHj1cIzjfPNXXy57ZogWXordpw/dUsP7MF8D37mOeGPN60038nCgqkj2VMa+4J5ZwWruWJzvTeHyRYPU8Y8zLgf9/jzHmHvVvXjbGnNfwv88wxhQYYzIisBoN34jAajT+HiNRV2dL23eW2qyGWq7GtQi26dxzXeYUslJmNjF1qhxuuoYV0tYlS9xDauNGuZ420CkrE0bkrLNcud177/l7Ya5YIQGqvl52dpI59bWc+cEP3Hvy1f3t3y8gn4FYmILo+quwwB+1wSxrD4absTU++e+vfsWzy7W1An7atXMBH2pEr7nGvadbb5XraQfiykoxu+jbl7flYSxAIiHBeZMmUncWHIcO2XibNlLrqwEaWAAWyE6dKvOrW0Lk5PjNWxD06QQK5ql/f5cNBgumXVKtTdbRasBx+rQE+sxkBwBNt3uprZW12qEDN9kBw63vCSBKs2pw02YSwnffletddVXq9RIJYb2bNnXldpCKs3kCw83YGp+jaHZ20s1T7zlIXmjXVUiQBwzwM9yMXVm1Su5JtzsqLU3pjRqLxWz2NOmxevDiBan/tqZGmOjOnd3a7VdflT1IKzvAwLVs6QIDJDrC2sWwvWH+fNkb9Jr79FMBDDNmuM8TzKs2wwqTA0NVwRg9MK8aaJw6Jezg4MEuk4tEnwZwSBy2b++qIFCPzup40X9Ys/XV1cK8snlCLTEzDINsW0tnUR/KjN3A6DHX6/nzea3zxx/LemAMOWpeX3opNU6srU0ahrH+wz4HZQB3Pe95ebL2hg51z1ow2kwOfOmlcgZqUBqmqsDeoE3Vqqpk7Xfp4s4T1j8zq4OUnxlmZWVxA640HV8kWF1ojHku8P+XGWO+p/7NJ8aY3oH/f9AY06UBrFYYY7YbY94wxkz9rN8XgdV/jBGB1Wj8PcahixdYa4wEYw0jFoslpXgtW7psEwJKBo4gL9RMT0mJBP1ZWW4ABLaJyX9gUa9ZkZISkf/26eMGqKiz0Rlx1LS1b+8GyejdumCBe7iDZdR1fwDmHTq4B+sbb8jhqYFEIiHSMxb4o5Z3wgT3ucJAh9UGw5xFy3/375d7nTTJDXxRt6Ylk0EJsgbSMMhgtcE+mXZRkcx5nz5ulh81osxka/JkAasaoKH1CGNjYHClQWdtrTByrDYSUk7NyCUSMndNm7oB0PHjwsaMHes+V7BmzIjsuutkTWhwtGePMEXnn+8GdZgnzXSWlyfXvwadb78t9xTGcDO33j595B3V8w65rq45rauT9c+k4qgvZGyMr1djTY2s/fbt3QTKa6/JPTF56rXX8nkKY7kAKFhLlkWLUhIosVjM1tfU2rLW7WzCGHv8V6rebu9eAYQzZ7pAA/OnTdJOnpSEwaBB7v4FOSRj9KC60HvHqVNyPea2CvZL13ZXVQmA69TJVX6EyYFRS/nii+71zj6buy3/9a8yf8x8a8ECAYRaQn7wYNJtXD9X7B1aXow2SC1bClAPjj17/MAdPUx1LTbatQ0f7oIdMHq6tZm1yX7Cr7+e+jmAOwOEeM+0i21lpSS4unSx7+p9AEZMzGUeyVKmugAg1Eyu7z2rrxdQ2ry5W8d79KicgcyIKaxefe5cv7S9dWvuMo1kqXZQLinxJw9Qb816mKfh+FvBaob8W//IyMi42hgzx1q7tuH/LzPGTLTW3hz4N7sa/s3Rhv9/0Bgz0RhTboxpa60tzMjIGGeM+a0xZoS1tlT9juuNMdcbY0xmZua4X/ziF6F/UzT+74/y8nLTtm3bv/efEY1/oGHf2WKmf/VOU96qrdn8u1+bJs2aGWNkLQ586y0z9NFHzYEbbzRHFy5s/JmM2lpzzi23mNZHj5otTz9tqnv1avyu09atZtSdd5qTF19s9t51V8rvGvrQQybzL38x2x9/3JSOHNn4ebOSEjN+9WpT17692fr00ybRvHnyeps3m9F33WVyFi82hzZsCPzh1ox48EHT5e23zY5vf9uUjB7d+FXrw4fNuBtuMKVDh5qdjz1mTNOmjd9lPf+8yXrhBbPrvvvMqZkzGz9vUlNjxm3YYM4oLTVbnn/exDt0aPyu7f79ZuwNN5iCadPM7vvvT7mn/s8+a/r9/Ofm03vuMXmzZyfvqbjYjF+3ztS3amW2Pv20qW/duvG77n/6kxn6rW+ZQ2vWmJzrrkteLJEwo++807TfvdtsefZZU9W7d+NXLfLyzIQ1a0z5WWeZHd/+dso9Zb70khn2zW8612tSW2vOufFG0zIvz2x55hlT0727O0+XXGL23nlnyj0N+eY3TfdXXjE7/vVfTcnZZzd+fkZ5uRm/erVJtGxptjzzjEm0bNn4XYcdO8yY2283x+fNM/tvuy3lnkbed5/p/OGHZsfjj5vS4cNT52nDBlM6fLjZ+a1vpc7Tj35ksn78Y7PtjjtM6dy5jZ9nxONm7MaNpkVBgdn8gx+YeOfOjd+1yskx49etM8Xjx5tPvv51YzIyGr8768knTZ9f/tLsvu8+kx+Y92ZFRWb8unWmrm1bs+2pp0x9q1bJeXrpJTOUPFdjrTn7y182HXfsMFufecZU9uvX+FXzoiIzYdUqU9Wzp9n+ve8ZG7inHr//vRnyne+Y7JUrzZEVK5LzVFNjxm7caJoXFpqtzz5rarp2bfyu47ZtZvQdd5gTl15q9t1xR8o8Df6XfzE9/vhHs/Pb3zanx4xp/LxpVZUZv3atMdaaLc89l7L2Om7dakbfdZfJu/BCs+eee1Lm6eyvfMV02rbNbHviCVM+ZIg7TyNGyDw1adL4Xd+f/tQM+MEPnPWfUV9vzrn5ZtPq6FGz+fnnTW2XLsnr5eSYsRs2mLJhw5zrDfzud03v3/zGfPK1r5mCadOS81RcbMavXWvq2rUzW5980iQC85T56qtm2EMPmexVq8yR5ctT5mnE/febMz/4wGx96ilTMWBA41dnlJSYCWvWmHiHDmbrk08aG9hzev3612bQE0+Yg9dfb3KvucYYkzyb7c7dZvqmG01V85bmg9/91mS0bNH4c93/+Ecz9LHHUn4Oz2LMpk2mzcGDZuuzz5qqwH7ZYedOM+b2280p7C2BNTv0oYdMt7/+1Wz/7ndNWeC9aVpRYcavXWts06Zmy7PPpjyLTlu2mNF33mmOzZ9v9m/alPIshn3jG6ZbLOa8162OHTPj1q83lX36mO3f/a6xDWeAMcn9bfdXv2ryZ81K3lNdnTnnpptMqxMnzOYf/tDUBt7DNtnZZtz69aZ43Djz8UMPpdwT9l99vTPKy824detMhrVmyzPPmLr27Ru/a3xvyPyOvPde02nrVrP12WdNZd++jV81Lyw0E1avNtWZmWbbv/1byj017r9r15qcpUtT7mnMpk2mTXa22frMMynzhP0yf9Ys8+lXvpJyT4O+8x3T8z//U57rqFGNnzepqjLj160zTerqzObnnjP1gdiu49atZvSdd5oTc+eafV/6Uuo8ff3rptvrr5sd3/lOyvVa5+SYcevXm5L+/c3H3/2usWec0fgd3sNd999vTs2Ykbxefb0559ZbTZvDh83m5583Nd26Ja93+LBcb/Ro89Ejj6S8h43zdO+9Jv/CC5PzVFJixl9/vbFNmpitzzxj6tq1a/yu8Rxat87kXHttyj0N/9rXTJd33jHbnnzSlA8c2PhVs+JiM2HNGlPbqZPZ9uSTKWd/9z//2Qx99FGTvXq1ObJsWXKe4nGJP3Jz3fijYf2fuOQSJ/446/vfN31efNHs/OY3TfHEiSadx4wZM7Zaa8d/5j/8LDRr/hsyYHKt140x48N+X8Ss/mOMiFmNxv/miJdX2IoWrWzCGJv/l1QJ5ofPPy+ZTWacALmurv05cSKZgdYZ4xdekJ9hxiFXXsl7t+bliQyN1ZOhL6lmGSsqJAPdrZsr10VfUtZOBdlabQpUVSV1f927u6wgJEmavUKtTsuW7j3t3p1kYHTG+LHHrFfaOnOmMG+aFdy2TX7PzJkuI7d+vVxPuy6ePCn3M2yYO09gBVlfQrTy0azgsWMy74MGuczDN78p13v88dTPKyvluXbt6s4Tag+XLXP3RF/rkYoKYQo6d3aZAtTyajY4OE9airlvX7LPr54nyAy1HK6+PskUaLOWzZuFkbj4Yvd9uv56uZ42QwFTxhgYMG933WWdccMNss61rDonR5gUxhChTlXfU2WlMGVsnsIkyD4H4tJSWXddu7rSTjjoanVFsJZOKwfggsza1EBdofeIujph6lgN5fvvy1502WUp8xRch9lLVllrjE3MmpX6s3DFZW2UYAo1dqzL8OLZazlkUZGw3L17uywlaviZbBUKB/3el5SIFLJPH7eGGaUC2jkYioTWrV32C3WHTOEAaa+Wf6Mfabt27l724Yfy7C+/3FWiLFsm96v35xMn5J2fMMFVOPhk+kFli2biw+YJ6hqtBkCZSlaWe0agnGLZMusMSHtZu6uzzqI1/I0ma9qZGm3E2rVzVVDoWc5Yf9QF63Y28bi8U6w2/L33/PMERYIuvQnrsQwJ9m23pX6OEpGmTd160+xskRePHeteD23E9DkKl3rmfp5mw3yBMuAzjDGHjDH9TdJgaYT6NzeaVIOlXzb8767GmKYN/3uAMeaYMaZz2O+LwOo/xojAajT+N8epc6daa4w9uHhl6hfFxbaiVy85XLQpByQ9zDl21iyR/emg5sABOUSnTvUHlNq8qbZW6pFatnRrsN56Sw4wJtdFaw9dT1lQIIc/q5mCG6g2GkkkBNiyuj/Ia8eNcw9LBDXa4TfM7GT7dgmer7jC7xisD9/CQn8w+9OfWlqnFxb4HzkiAcCkSa4EGUBCGx3V1Ejw2aaNO+9vvCHzxGqmANB08FlcnFJ7mLInooen7qWIoCYjwwV8+/bJPE2c6AafkMhpsyXUIHbq5Na9wmSLGYN87WscdBQUyD317esGs2i9ox2D4SbL2kycOCFriBmNIJjVssTqan8wi/eJzRMSU9pop6wsKUHWkuH33uNO0ei12qSJa4a2b5/8beee64KORx/1Ax9I+rWENTvb38oHda/6fYIMOivLAXPO2dy3rwDWn/wk9fPCQnkfWeIGCQYNCOvrZa6bNXPNepCMmjHDTUb5WoBUV/vbpGze7C91QJ9qDZ6QjBo82JUrA5Qyp9/Zs+U80FLcw4dFMjpxorvPPP64XE8bRVVUSNKkc2d3rgG0mdMvHN914gb7DKtFxzyx5BZksDph98EH8vns2e56Qz28lu/W1IixXadObuJm61a53mWXOfN09Ior+Dzl5MicDx/uOl5DXsx6rPra2eTk+IE75v2xx1I/LysTQNili3tPKPVhrZRgqqTPbQD3vn3dBAvmSUt7kYxq0cJNGqHeWkuS02x8YWBVrmUuNcbsM1KLem/DZ/9kjLm84X+3NMa8aKR1zYfGmAENn19ljNnVAHC3GWPmfdbvisDqP8aIwGo0/tdGA4tX3bNX6ucNgVN906ZujeiuXQJKpk51gwwwKc89l/p5ba0EyR07ChgKjr17/QHlpk1yPe1EizqvgQPdIOMnP5Gf0a09gqYW2g0X7BWz8geDplnGigoJBjt3duspYzEJxplzrM/lEA6bPXq4mfQ//1mCrUWLUq9XXy+Ol82auXVeu3cn50kHuL7AP9hHVNcKfvyxfM5ALO5J13mF1eOhL68G0sEa0YZ7atwT8/IESAwY4AZiCJx0PV5wnvTaA0BjrCBq17S7a1WVBG5nnumyjDDxWb7cnaeLL+YB7t698lynTHHnCWYm2mEzkZB5b9nS7V28fbuAg/PPdwHfDTdYWueVny9Mw8CB7jyBmWL1eGvX8nq8Y8dk3vv3d4NLqCF0YqqyMsmK63kC8NWGT9YmQYCuBa2okDrM9u3d9xOmcDrhgfeJ1eNZcjYfOmRnwNRdAAAgAElEQVQTTZrYeJOm9vQOlaRBfRxrlwVAqJUBhYUCnvr1c5/bj37EE4SoN+3QwTWy++QTf1IF86ANiGpqBEB26ODuAUg8aZBbXy8JtqZN3RZgYXXdMJFjewDqVzXricTThAkueMI7q43xysoE7LD6+zCXbxhF6fcF88QSTwCEOvFUWyvPtVMnl02GguOCC9wzEHuAMp56/eWXk3XdmvX8y1/k/NGtpQBKmzXjDvO+dja+VjJQRDHWc88eOddZghDrXyd5Kivl97MzEAoOlmBBJwCt4Dh1SuaoXz93nj74wGWY02x8oWD1f/M/EVj9xxgRWI3G/8Y4+bs/20RGhmQeNXPUYJyxT7vtIWParZvLCr75ph+gwVxEG3EUF0ubmi5d3AAVkmGdgY3HRZbZqpUr2/z0Uzn0p01zA39InbTbZG2tSKOYg+Ybb8gBqeSANpEQQMJYPMhrhwzxsyrs0F+7lmeV9+8XkD9qlCsDhcGJBp3l5SKD7trVNXxCqxwW+PvaCRUWCkDs3t29HpIDWpJWVyfPlclrwbKfd57fQCoAOmOxmAS6558v866TDa+/LgHT/PluALJqFZ+nU6eEZWcADYYp2l0aUkQmf9+7VwLHsWPdYA9sq54nALQzz3QZiB07vKxK4zwx9jYrS+7r5MnU7zBPd9yR+nmQZdfrP9jL1GcgpYPy6mphRtu0cVn7WEzm6cor3XtCux6tXigu9jtmB6TiKQMSz4wM93oIoidMcNUQSLZpiWfjnx9zPst+5F9twhhb1rqdjZcrQyPI1TXYCTrS6nn/4AMqQbbWJpMNeh89fFj20KFD3bWMZJtm0wDMW7Rw2bQweaUv2VBaKkDjzDP9yQFmyAZ1hd73MO+MTUMCRcuf43Fx0W3e3GWnkfC4+GIXEPr6JweBuwaYkPRfcolf0q/n/cABeZ9GjnSTbVAXaVMlOEYrxj0Wi8m8d+oke4jec+Bor9siFRVJ8rBbN3ft+drZWJsEmNqQ7fTppFw5Pz/1O8yT3kdra+UMb9HCTQph35s3z32uuCf9fsLRvm1bN2Hz4YdyvTlz3HlP8xGB1Wik9YjAajT+p0d59hFbc0YzmzDGVr+kGrsH2KFYMEueSEgLkyZN3Ox5MPDXh/Arr3CGoa5OAoczzhBQGBzbtgkoueACF8yg958GVKirY1b3aAfAagVvvJFfLydHDvTBg1329qmn5GcefNC9p1mzOEDLzZXg9Jxz3EwzZG+6XUkwANQuq3/8Y9K9VmfPAaR9AWC/fm69zh/+ID+jWcZ4XGo6mzd3nUe3b5d7nT7dTQ7ADVqzHJC9dezoSvl27pSAQ7Hssb/+NRkA6ux5bm5ynnSg/txzlrLiqCtt3twFvidOJBkG7aYKRlrXXKMGs0sX955eflme67JlLkBDPbEGVOXlAjwYw4AAcOlSd55mzZIAULO3O3cm3ydff1bdVimsXm3LFrne5MmpIDaREAk+C9SPHpV5YoAKQFqvf0iGGcOWmyvPh7Wpefhhud4jj6R+HlYrCzaKtWlqGL6z+eDli601xh7PGpL6RW1tkv3SDPi+fX7n5yee4H9/TY0kAtq2deuhX39dnpMO8sGmNW3q7gd5eZ9dD836pULGrc+BffsE2I0Z4747YCn1OquokHete3e3jAH1q6weFi2ZNMAsKBBGv1cvV/4M92mtEggqSjTYOXRI7onVw6JfqnYxDyZsdFnEq6/yxFqwhlafh4WFAtoDcuXGtQg3a9YWCfOka0d375aEzdix7jyBpfzhD917QoJFJ7e3bZN9h7k1oyb3+edTP8/Pl3Ood283sYb1r+uMoVBhPWD/P3vvHV9VmXWP35KbSnogoYfeOyhdiggoCgjSRLEiqDg21FGHeZ3RsY06jmPvBQtWYJRO6L0EAqGEFAgkIT25uUluPb8/Fpv9lBO+zrw6E3/vfT4f/xgyHHLOfs6z11p77X3OnEGe7N1bJ+6Ur82majfiFSSrwdWoV5CsBtevufxuj1ERl2QELBYj52HFKpuVxWCjtlbei1SZVJVfEfirg0oyM3G9nj11MERJUe0VLCnhJKaCFwJQ8+frN0aVGbX/sbgYgDY5WU+KdE9qtamuDuAkOloHhaTUminqVEFTbdD19fzJFBUMrVoFQDFlinw90Vqngo3sbJC9Pn10sEGfclATM4EXs0/lkMW3f389TjSoRSWd1CvbsqUep9WrQdBuucXQFoFW9QP2hYUAZC1aaGLDCRp8pZKZ+npUPszA+8GDADVXXtnwECu1Mllbi+tFRupgiMQBtafT74c1zcwCefo0AFTPnnqcqK9UHY7k98PubbXqPZ3p6dhDl12mV7woTirIrKhA5aN5cx28k13djKCRKKR+7uLcOcSoTRs97lTFUy34bjdXPtQ4HT2K521GpAlkqlW8mhoA5+honQyQ6KLeUyAAW6RZr+y5cyDS3bpd8huMl8rNBe27GobFYuRMukH+wenTOHvat9eFB+opN2tZoO/ZqsSFSH+XLg1XUdXrVVdjD8bG6r2j9MmmefP0PUD9sGYDsrp2BelXictPP5k/f58PZ2ZIiP6eHD7MPbkqISQbrNoX6fViz5g5bNLTG7bCU8uCmTiZmIjnqgp5JBCZOWLmzjUXBs+e5YFzqiOAxEk1TuQ0SkjQBaIdO7AfLlh7pb1IziX13Xc6WexURbSVK83j5PFA9HI49B7fEycabi0hIcDse+skoqnCILUsDBumi14kTqotQOI3YNX9T/2w6rDDQAC5yEwYbMQrSFaDq1GvIFkNrl9znek1yDAsFiN3xDj5BzU1ADRCD+bFvUgE7eqrdYJGA2rUCaIlJUwS1URJ/VeqLYxsXGbVoVOnALbMrGk08EklM3V1qP6Eh+uVmY0bkfyvvlomM2JiU62eJSXomTTrgSHQp1bQaPCPGejLzETVpU8fHSQT8VXte7W1EBPi4vSeskOHeCqwStDIMqxWa86fx/00b65XpMmSqw6doqq4w6E/VwJ9vXrpBI0GCalxr61FL2xkpA5oNm40AjabuS2SBAp1yEhFBfaemTVt2zYAZtWK6veDiFqtOpGmOPXrp5N5suSq9nIi0tHRukBBVbWhQ3XnAFlHVXBeVASC2LKl3itL+1+Nk9+PqlpIiN5TRnb1zp11NwR9j1MFfS4XquJRUTpBoMqeWZyIIJh9I5baCsymdjscsO+ZiTg2mz7wieJkVjGiqrg6FZi+kRwZqVc/lXWp3OytcRnVUTFGwKx6uGsXzrQRI3RXBdnU1Up0dTVi07y5LrKR7V3dw2I7gWoVzs0FuezYUbfVUt+vejZ4PNijZhXHzEz8udkwLMoJ6rOurES8zcgYVddvu02/p+uvx95SRbbCwoZnF5AYdM898p8TeQoNRb+quLZswZ4zI82LFpmLbNRyYTZMaOvWhttIbr8d11P7/LOy8HzMSDNNVX/5ZXkver34nc2IO7UnmA0BpDipYlB5OfZeYqJuf6b2nIUL9TjdeKO5GFRczEPL1LxJswsasgqbOXo2bsRzveqqhp1XqshGeTM+XncpNdIVJKvB1ahXkKwG16+1zt6OqZ7FKa2NgErQZs5EohEU4rS0NCQXGlKgghwCBKp1tL4eqnZ4uD74Z+dOJKAxY/REQ9Yu1TJ0qUSzYwf+HdVOR7ZlM5B86hQAQbduujpLFiS1Mnmp6YI5OWxxVEnnkiWGaUW6tBQVr2bN9H5dqiCbWXznzcPP1AFNlZUAGCkpOrgl0qlWT+rrAUYjIvTeod27ca+jR+txIouvCsrF3iF12uzmzYj7FVfIgF3sL1SBYE6OYSQmGjVt2+pxeucdc4GCBmmFhOhg9MQJALCOHfVqB1UnVIBdVtZwnKiKZNanTfZylUiXlXH1RAW3RBLvuqvhOKl7b/9+7H8zyzyBUXVKq9uNuJrZ1devx7MbN06+HlX7rFZ9MBD1THbpopMGAreq9VKsSqngNjMTYky3bjpgJzCq3lNFBffiqXFavx5nm9mkYzpzVHBrsv5fudl9/CSenc2mi20EytV3sLYW70x4uA7KLyU+Ue+oSjDr63E9M3fAtm14B9V32u/HGW5GnvLz2V6piho0IEkVn8Qq9hqlzUQ8e9W9QmelOqW1ogIujhYt9HeGxCezCepUGVbzSVkZzgCzvdIQaa6vh9smMlI/K6kP2oy4Uz5RW0bIbRMRoTuSNm8GaVZzJLk4rFYjQ7UeU/uC2TA7yidmQkBDvd0nTyLfmsWJ3hn1rLzUTAualGzWO0pWYTWfiDlSFbzJQXTnnXo7xIgR5oIaOZL69dOtwo1wBclqcDXqFSSrwfWrrK+/NgIWi+GOiDTqShUASMDn2WelP960bh0ImsOhgy8iHyNGyIotgdCGgE9KCqpeqsJKA1vUEfRiH5xK0ETyoVbQGgI+VVUNq/sNDVQyDCZo6qcuSkpAEuPjdYsjkUQVJFxKNaZ+ooEDf37vTX09rhcSok9m3biRgY9qtaJhQSqZLygAMExN1a2LK1bg79x6qw58KE5q3I8dw/Pp2lUnH1TVUdV9pxPV2fh4Y5dKJHbtavgTEVTpVCvS589j3yUl6XGn4SZmwKehKgwNvjKzYpO9UyVodXUAqKGhur1zwwbzaoFY6VfjVFwMIal1a92SSwRt5ky9gnzjjYapxe7oUbgXevTQASpV5tU4iVN3VYGC7JhmPc3kHFBtg0VF2HfJyfqgHnJkqGRerPSrU05Pn274u7JU6VerOg2sn5Wbly/HLIDQcKOuSDmTGnI3FBcDlCcl6W4JEjDuvtucaJj1JF7q/aUzaf58+Xq0N8PC9L2+Zg0quePH64IItXOo76jw/mr3RJUxddiR6EJRz5BDh7DHevTQhaZXXjHfm5cauHTsGK7Xt6/ulqCzXo1TYSGeabNmumh6KeJ+8834mdm3rlu3xn+qwEh7XT2TXC7DGDzY8IWG6q4WmtZ87bX6+0bfHVXbbuj9jY3V39+0NMRp/Hj5etSqYHYm0dcC+vXTSTNZhdUZAmQRN3t/jx3D79a7t/7+ksCoxv3cOThQWrTQxQiayaHmr0a4gmQ1uBr1CpLV4PqlV8WBDCNgtwPYqBM/yQ5rYossHDfOMO3BpMpH1656tZW+L6qCUJcLViSzPrPDh6FYqwNbDIMnNar9PUVFUNubNtXBEKnjakLy+WD7tdv1ag59n85soBJVkNXruVyoYoSF6UmWbIxjx+rkgwbrqGRBrA6pFYTt2wG6VIAnAoeGyEf37jrAoyE0ZsNBGqrMUE+z2cRb+m6lCkSIfJgBPLKvqs+VKggXKv3SmVhUBCBiZikj0qn2YblcsORGROgAb9Mm8zgZBlv/1MqM08mWefWe0tLY8ilez+fDBGYzgHfsGN4nM5JI/bXqt23J+hcerldbT5xomKBRVUQRpi7GKSVFr2KQkKRWBekzQ1arLiSVlkIcaNFCB+JUFb/lFj1ODVWvtm5tOE50TyoQr6uD6GNGpNeuxfWuuEK3Rzawfm5uPnXXA0bAYjFKk5rrDhZye6gV95MnIbx16qTva7o/9Ux1OrFnzHoSyRkxZoxOXKg6/eqr8p+XlED4S0zUBR2qZKluD7F3VI1ZdjZPv1X3IQlvDzwg/zm5csLCdCFvwwaOmerOmDED54X6XC81Ifunn/gTL6pNlyrNqp2ahLcuXfQ4EXFXJ/DW1uLMjI1FnMW1fz8PK1Mt4tQSoH5vtrjYqG3Rwlx4o77lO+5oWNBRz8DTpzn3qXmCPsWjknBqsTETN1atAskdO7bhAWyqO4NyX3Ky3ge9Zg3idN11ekvAzJnmZ+rhw3je3brpGIWIu4prGtkKktXgatQrSFaD65dcnmqnURPRxAhYLIb3fQV0HzvGnzxQLV5koVK/W1lYCEtwcrIO1AnUmvVtEqhVR9+XlPAAGLVvjQDNzTfLSaqmBiA0IkJXzMlCZdZ3RPekjr4nUGs2UGn1aiTekSNlgubzwW5qteoAichHt2568qeBIeonP8QBJCrxPXwY1+vYUQZIgQA+7WMGkC5VoaKBIWZDaKiXSu2hKyxEnMy+K0tWN7UKUFPD5EOtzG/fDqAzcqQeJ6q2XqiOXjwTXS5Uf8LDddHln/+ECHHllTLoE+Ok2oxPnsT9dO2qx4kIlQqmqbdVscwbhgE7X3Q04q7GiT79oPa2FhdDdDHr7aahTiqYNgz+BrH6rcL8fFRbmzbV+wxpsMs99zRM5lXCsXcvnvewYTqYpj5Q1eLudOJ6ZoRj+XI8u4kTdTJPcVKBbHY2zqnOnfXKPFWx1am1Ph/iZLHovef79sGq3ru3HvdLrH8lN5/uP9QwLBYjb/Ao+QeX6s/etg3PbNgwmUD7/eyCUJ0dJ04AlHftqrtLqIqqfv5L7PtVP+l0KdJMwqFqvaezJilJH+C0dq35Nz8Ng8UglTQQaU5K0nsmSeCaOVPPCYMHQ9BTBzhRhX/ECP2sITFItenW1bE9W80xW7c2HCciT+oAp7w8PNfu3fU9THnz9tt10W76dNN3Ytcnn7CrSK2ek3CoCrw0FC85WSe5W7Yg96gzHAyDSbj6Td5LiRtUGZ49W44TDS+MiNDz3KVcRZQ31W/yio4A9axJS8N+GD5cz9333qufj41sBclqcDXqFSSrwfVLrsK2nQzDYjGyp82Vf5CXh4m7ycm62nvhe2b56ge4nU4oxGaVj507kTCGD9dBLfXOqdWcykpcz6xf65tvkKSvuUYGtV4v/sxm04kvkQ+z4RSUPFVQ6/EAJFssOpnZuRP32revXPEKBPibh+pEWSIfZpVEUojNPltAU3LVb3FmZ4PIt2ihk0QiC7/73c+vUB04gD+//PKGAYEKcsrLYemLjNRV+a+/Rpyuu06u4Ph8+DObTScfNOylQwcdEH/zjaFW3S5+Z3XCBPxbqoq+fTvAz4ABsugSCHDvqBqnsjIAcjPrJQ1aUe1v4vXUfq2sLMS8dWu9Kk6AWJ0mSoDYTHQ5erThz0tQnFQSUloKMBwdrVdbKU5Tp+qV+euvx89UUnf2LPZd27a6zXjFCvM+0Pp6VFTsdj3u27fjXR80SLdekujy97/Lf15ZiXuKj9fPKSLSI0fq7gUSXdSqVFYW9l7btnpf3f9j/Su5OeDzGWUJyUbAYjGyFykTny8x+dpYtgy/94wZ8hnh8WA/mp17W7bgOQwYoFsvSdRQCaHTiXPN7LM6W7dyi4dawSRXiDpQ7+fsf/VTJPRZLIdDt8Vf6iynQUOqzb6sjPe/KgSQ5fuGGxoeqKcKdJcSkpYtMxeS6ushmNntuu1340Y818GD9UozVfvU/S8ONRMEurS0NBb8hg6Vz3Jx/6sEMzMT5DI1Vd97JA6rhNDnQ2uM2eePSNwwI83k3lHjVFyMuMbG6t/4pf5aleQGAviurpkQQIK3mbhBQsD11we/s/qf+i9IVv9vrCBZDa5fauUNHG4YFotxrlNP+QdFRUgucXG61ZMstDNmGGliL5TXC9XVZtOTcG4ugIrZ5xm++sp8RL7LBWIbEqIPd6CkPnSoDNQDAZ4Aq5I6Ih+JiTr5aGiwiM/HPVIqmTlyBGCpQwfdPkbkW/3siDgsRR0sdaneG6okqtNcxWqmap2mwTUqqPX5UDUxq1AVFECgaN1a/4zJp5/i76hEuqYG9xQaqgMVUq7N4kQTYFVQW1UF62JcnF6F2bIFhHjwYAkkp61fz1UytbJ09CiITMeOOqEiMq+CJbcbVsLQUH1K7smTXMVTq25kn1y8WN7LBQXY+4mJ+j2RhfyGGxq2sKkgmSy0KSm6JY7smFOnykTa6YQAERaGuIhr82auBKkCBbkN1B5fsu03aYLKvrjWrcP1BgyQSafXC1Bosejfvzx2DPvYrL/8b38zJ/NeL3+LWa2WHT2KOLVtK18vEOBKkCq6FBZynFRb8M9Y/2puduWfM+odYZgQrFqU6ZvCZp+Lon2rkgankx0lqrj3z3/iOV1xhRxjrxd90DabLvKcOQMi1q6dfm7TvlVJw6UcJQcPgvx27SpfT/wUiTpD4FKTZxtyyYjnizpoS3QWqOIGkeZbb9UJJrU+qOIetVL07KkLATTrQXVfVFdznFSL7HffgfSNGaNXZSdPxs9U0YjO7VatLrqPLu5FEnWnTZPvyetF76rVqluZ9+4Foe/eXY87EULVAVJdjdwVG6u7j4g0q5XmQICr5+p089OnGxbLieQuWKDPehgzxvzcPnGCxQ3V9ks9zaqjpJGvIFkNrka9gmQ1uH6JdW4k+k1Lm7YwfHWCOl5ejqQTGakDnp9+AuAZM8Yw6ut5L4pgQ53YV1XV8Df8KDGrNpz6egZQ6iANslL26KEnnaefNkxtaCL5UK1Fe/YAQJlZaOkzD2rFNy8PPU7Nm+vVUbLW3XijTj6od1QlH6dPc9+mqtBTlUAFUBUViFNUlE58165FnEaN0qvYVElR+9GqqlihV9XsZcsQizFjGo6TCkzT0/Fcu3fX40QgTiWJXi/sn2bfjt2xA+C9a1dZHAgEjIKrrzYHPGfOAPCkpOhxoumrKpkPBPCsLRZ9KMypU4h7UpJOZkigUAFURQWGLEVF6dXRTZvMh5AZBlv1zD4b0b8/wJ9axf7iC4DP8ePluLvdHCfVHXDkSMP95W++aQ7i3G4GumoVb+tWnB29eunvE1VzVAJx7hwIRHKyTkh++AH/zpQpesWLqtjvvCP/nZMnEfPmzXWgS2fEvffK91RVhUpiZKT+Pv3M9e/k5vKtO42Aw2FO4Olbl2rVR3RuqOft+fM4yxISdNLw+ee43rXXyqJcTQ0Lg2o86bM6Q4fqIhrt+SeekP9c7NVXv8VJVd6BA2WXg8/Hg73Us+nECW5zUKt9JMqp/c0+38XJuBoZO34c73Bqql49F4VB8XpkZY6P18/HdetwZk2YoDstyBGgij3FxRBP4+N1oZEE4euuk+NUXQ3ByeHQBVz6xvLAgYbhcsl78eWXcb0HH5T/jsuFuJpZo6m3fuBAmYR7vagWm1Vl8/JYlFYF3IYcAaIdf+lS+e9QG1LbtnLcAwEWBh94QI4TTXJOStKf65Yt5hPnDYMFLHVoViNeQbIaXI16BclqcP2v14XkUJ2UbHhrhIrXpapku3ax5fVC8rq4F0npVPssnU4khpAQnXysXImkO3iwDFrE6sv778t/h6xkbdroFSUiiXPn6qCFqqMq+di/HyAoNVWeCijablVrWnExlP64OL2itGaN+eAIw+DkqvaOnjmD5B4bq6v21Os5a5YMVqk30+HQ47R/P0hdr176MJ6G7KFVVYi7GVhdvhx/Pny4XOHx+Ri0qHHKzQVZaNlSt/yR0q/a47xeJvMqAN+7lwUFEVwGAgBgZlWy0lL0hsbE6ODyUpOqaYKkOrAoLw/7LiFBdxtQnFSBorYWFlSHQ/9EB5FEswEfNLREHYJSUQHwGBqqf0OU4jRypFzF9vm4QqvGKT8fZL55c10koeEy11wjA3C3m23xam/3nj0Qkrp00cHq4sX4O+qArYoK7NUmTfRPdOzZg+rToEF6ZZ7ez4cflv9OTg7uqWlT3b5Kw2XmztUrZ2PG4Pmpz/VfWP92bt61ywjY7UbAYjHOvPmh/DOq+sydK58BYruDSlyys0H827TRyd0bb5g/g6oq9BGHhup79euvQcZGjpQJqyhAqHurtBT7IC5Oj8PKlebVQ68XBNPMlkxiVefO+uwCmqKsDoOrreV+RZU0792L6/XsKduIxTNFPftzcuA6SUoyjIwM+WfUw37bbToZIxu92bdtmzfHOalOpX39dfMzpaKCxSr17F+xAv/OlVcam8VeY7EnXrURkzXa7JxcuZJFT1Gk9HhApM3iTq0x3bvrZ0BDjoC6OvwbZvls3z6u8jbU56+e/SRWNWum7z3qaVbnZvj9PNxM7fNvpCtIVoOrUa8gWQ2u/80qmHKBEKSkyACwvh79QWZVsmPHYMNq316yh6alpfEAE9UOVl0NMmCzQdEX1+rVAEUDB8pWSr+fvxOqKtEFBbCjmVW1qJKokkSvl4mqOuQlPR2qdps2eq8nfdbmvvvkhFZdDWtjRIRuMyKS2KePrEQHAnw99XMQ+fmw8cbE6AOGyM45ebKsrrvdqD6agZ9LgdRPPuF+WBH0ikRVjTvFadAg/Z4a6vkTybyqbG/ahKrKkCE6+CF1Xe31pDilpurE98JAF613moaphIXpn+ppaFJ1IMDf81PjdOYM9l5cnN7rRr3Oapy8XrZDqvv/7FmAXrPJuu++y9VR8XqVlSATDodus1+3DnG67DK9J/fuu81FkooKAPXoaH0Y1bp12ON9+8rkxONhMqHa4ilO7drpQtJzzxmmFdq6OohZZiA1IwNgMzVVq6RfJKpq9YviZFb9onNKrSqKjge1svkvrv9Nbi5aucbwWW2G32I1zn38pfxDqgarhJVmBERF6S4YcqD07Knb1el66vMrL0fMIyL09+bLL3F+jBwpi1YeD/KG3Y7/j7hItGrdWt8TVD1U7er19dx7rr4327bhXrt0kdsUxM+/qDbiS5Hm9evx3gwb1nA7ieqqycpCL7GZGEJ9pbfeKseptpYn4zY0HK9LF91y25Bbo7QUrpqICN3S/9FHhmG1GuVqL7vY/qE6ey7lQFm61LwaX1+PM8pq1SuiaWnmhFXsK1XzRmUli1bqGUtVXrPzjdxPan4/dgz3k5ysOwzoiwQLFzYsWqnnUSNcQbIaXI16BclqcP27K3vaXCNgsRiumHjd2kPVzA8/lP/S2bMgP82aaRP9Mh97DABGtZtWVwMA2O26jXfDBhCWvn11skB9Rk89Jf8d0Uqpkrq0NPNKosfDIFQFMIcPg3y3aqXbDkn9VRXyujokMrtd/wwHJcY2bfTKH1VUVQBz9iwqhTExuu2Q7JxXXSU/V1H9Va2P58+zrUxNzkSAxoyRAUxVFUCUGVFNS0Oc+vTR40R9jKqiXVMDQBEeroOyNWsArtR+NY+HK6UtCBkAACAASURBVLSqjffIEYgTrVvrIIom1958s5EmfmbI4+GKk3pPhw8DvKiTqsU+RhXAnDvHcVL33jff4N+58kq9QkufYFArGQUFAHFNmugkkapeEyfK16uuZkFB7TMm223v3nqFlkQStXe6poZJoup4+PFHAMPeveVeT4+HzwjVppmZCfDeqpUeJ/p24pw5P9/+d+AA3s/mzWVh6lJEtaAA+z8mRncorFiB93bUqIZ75lQy/2+s/21uLvjqe8NvtRp+q9UoWKbEmb4PfOON8jlC9x0VpROXdesQ45Ej9fum6qHqICguRrW/SRNzm7nNhr0jElZRmFSrUgcPMmlW9yf1IqtTbl0u/Btm/ZlbtuBeu3WTiZDXyzbi//kf+XoiaVan0tJgMXVQn+jIUfvqT5xgIqTuT3rnbr5ZjhN9bzsmRhc6t27FmXnZZbrVmgQ0tRpZXIxzJCpKv94nnxgBqxW9vGKcyJ5tJixQb3+nTnrPOJ1L6jvscuHfsNt1AtwQYRVtxCrBJKyRnKzPlVi+3LwaL9rHVYE7M5PPe7EFSRQmb79djlNlJc4+M6dHI1tBshpcjXoFyWpw/Tvr1Nz5RsBiMZyR0fLH6P1+nnao9pKJwFpVO6mf7cor5YQoVurUyt/mzUhgPXs2PE7/wQf1KhlZKVW188cfkeS7dZNJotvNwFoFoUePAli3aKEDF0rKM2fKCYysXBaL/q3SAwdwvWbNZJIoAuu77tIJUKdOAHEqIPzhB7bcqWo/9eipav+ZM1Dmw8N14ELWx4kT5WpmdXXDRHXHDoCg7t114EJqv1olq6oCGTDri1yxAhWMPn3kIUceD39bVB3Ycfw4QEbz5g1/9uBCVebimSgCVjMrcUIC4q4CF+rjVe+pqAjPtUkTvXK1ahX25NCh8v4XgZBqec3NRSU9KkrvESPyfe21skDhdMKCbbejx1u9p5gYc9stWb5VIlBRgd/ZzPHw/fe4p/79ZcudGCf1jDh1Cs80OVn/1AMNT7v6at0dQNZktZK+axcqTW3ayHG/FFEVgbs6sEbsvVOrMvSdSrXv7d9cv0RuPvfxl4bfYjV8VptRtFKx49K7N2eOXI2kczo8HG4IcdEgpHHjdAsv9WabnfsdO6I1wWxqLgmU4r6vqQGRsFr1IWfr1yMGPXvqFt4//MFcUKH+zNBQ/Z42bUIe6dFDPk98Ps5lTzwhx/TgQQggKSm6hZem3N50kz5hmSzv6oTZzEyc+WZ55KmnzON05gwIa2QkhARxERm76ip9ci/1J6uia2EhrhcdrQmemY8/bh6nqioWFlRhmqam9+vX8Ll/9936FwCGDTNvIbkUYaVz+skn5etlZuKcbtVKn3FBrT5qNd7r5fNJPfePHkWcUlIaFhbmzpWvd+4czmmV0DeyFSSrwdWoV5CsBte/urLvWISKanik4cpXKn8E1NXvyJ06BUudGbC+MCCnZMgQWeWsrIT9MiREB9bbt+Na6oAcw2CboNqjV1aG69lsAF3iWraMgbVIfOvrGWCoBOjYMYDqlBQdWJMtzczuREqwCuq2bQOga91avp7fz8TSrAJEBEgF1mS7vfxyHVhTz9/DD8vXO3ECwD4mRu/LoumWkyfrlW8iqqoivm8f94eqwJKIr6qwFxfDHh0SovcFf/UV/nzQILmy4nazpVRVxIkANWumA5Zvv8V+GDfu4j2lpaUB4FEflQrqtm4FoGvXTq6ki5U19fM+RIAiI/XnunkzgzrVxk59VKp17/hxALC4OF2goDhNnSrb2Emosdv1Sa0ZGQB1qam6xZKIqgrqzp+HYOBw6HFftgxxuvxy+Z68Xq6Aqu/T6dMYfpKYqBOAFSvw7wwfLosuLheEE4tFHx61ZQvei/btZXv0pYhqWRlcGuHhemVx925cT51q6vPxJ1buvFP/Ru2/uX6p3Jz/1odGwGIxAna7LpLQfACVCBUX4zmEhurV9w8+wDszeLD8DoqOGrVH9FKxXboU1xs9Wo5tbS0svGbVyPXrcf63b6+7GoiMqcRFtCWrn67ZuBF/3quXHFu/ny286lTuo0dxriQk6C4JsobeeKP8DtbVQZC12XTxNSMDzg8zhw5VwmfOlONUVITf2SxOH34Isj9ypOwS8vuZ3KlDjc6eBbGKjZU+R5WWlsZxUnuNXS6QYrPrrV6N59q5sz7HgXLQ44/Lz7WyEue7Wb8zEVa1Eu7zcSvJQw/J10tPR55OStI/sUXV+Jtu0nvpr74az0+185NA3by5nvcpTjNm6Hm/ka8gWQ2uRr2CZDW4/pXl+cMSI2CxGLWh4Ub1qVz+gdfLSV0F6pQsEhLkCaaBAKvGM2YYm0R1uKKCe+pU69bu3SBAnTrJBCgQYKKqDhHKzwfIDAvTie+HHyIJDxsmJ/W6Oti5zHrqTp5EslIroIbB/Vhjx8rku6oKgMzMorpmDZKwmtRFsKQm4cJCkPWoKN0mu2kT9wmKAz88Hu7HWrhQrxY0a4ZErFZACHypSZiIqpl169AhxLxtWx2oUNxVMi9WdVV79Ecf4bkOHy7bzt1u9E+ZCQA0yCgxUR9g9emn2F9DhkjVgi0rVwKQWa06+Fq7Fs+1SxeZ1Pn93M+pVvMv1RO2aROIb9eucvXB7WaL9gMPyAQoPZ2r72ovJZGPG26QnytZ7Gw2XeEn0aVFC51804CoKVPkvXz6NPZqRIReqfrsM46TOuyMKqBqj9mlqm/vvYf9pfakV1TgnbVadRv7+vV4n7p21Sd/NkRULwWS16wBUVW/F+l2c3vAY4/9op+q+CVzc+CCeyDgcBiV25Q2Adozs2fLgL28HGdwSIjefvHtt3hOanWTJnqTY0N8Hpeqmn/6qTlhra9n0UjdM7t2wWraooXc7ykSlzvv1El4Q7bk9etx7vTuLTsBRLFQzW3Z2RCtmjSR+3IDAa4ejh+vV42HDsXZo7pG0tNxZprNPqBJ7tOny+92WRniZLfrIuwXX+Df6dNH7ssVq7zqmUnT5BMSLp4vF/fiF1/wxH3x3RbjpLqPtm2DqNaqle4Woty2aJGcr8vK8DubiUYNEVYxTnffLZ+ZJ08iD0VH6/3TF2YVGJMmyXuPWnXMPsOUkcGOqoY+WTRlym+CpNIKktXgatQrSFaD62evCxYrf3iEUXlEABs1NTjozVTSrVsBQFu2lAFFIACrlsUCq5XPx3uxvBzA1OHQrUB79yLxtW8vkwWfj8nCzJlyMj92DNXK6Gg98dHkVdV+XFsLkGFmBRI/OSIO/QkEOFENHy6rz0VFqJyFhOjWXwJ+ffroajENiFKfa1ERknVUlF6p+/ZbtjOLBKimhqtQTz0lX0+s6qr2JrJUq+qz2EusEtWdO/F8WraUCZAoasybJ8fp+HH8+2ZV3YZs4uI0WbWfMzsb+yQuTu4XCgQYoI8eLQsURUVGdceOiJMK/JYvR5x695btgn4/V9bU6ktZGeJuNm3ziy9wvW7dZALkdPLee+45+Xo7dzLwUweDEehSq2S1tRBObDa9n3PzZgB+VXTxehnwz58vA8kTJzhOqk38gw9AHtX+Nq8XApKZVff4ccRJHewTCLBIMn68/j5RVVcFktQn26vXzx+mVFyMKrCZ/fCTT/DnffrI7QFOJxMz9Z5+gfWL5+a33zYCFovhsYcY51cpvcWiyCfunaoqnGU2m15hEqub4jsuCi0qCTl2jG2UapWLvr2s9sKLA9PUvsSMDFwrMVHuLRbPrcmTZSss2TIjI/XhYmvXYu+YzUAg15Dah372LN7h8HB9kvK77+LZXXaZXLElMdZq1YVQmirfrp0+1Zc+06W6JqqrWWBTq9pr1nCcxN7NujquhD/4oHxPNAU7Kckw0tPlvfjVVzjzhw2TCavHw2LUH/8ov1+HDnGcRMHa7+f+/mnTZEFMtOP/3AqrOAPhttt0wZripMb99dfx7AYPloUKsiXb7bogRpXwli116zbhiquv1j8j1khXkKwGV6NeQbIaXD9n5Y6agI/NR0TIIJlAns2mf3rin/9EYujcWbbhNaCApqWlASD07w8Qr1bWli9HgmrbVr6ey8WEZfFiOenu2YME2ayZPuCAlO/Jk+WE4nKBFJkl/j17UFFNTJQ/OeLzsQV02jQZHJ06xeBI/ZQFVQuHDJEroOLkYbMBH9264Xqqmv/yy/i9hwyRiWpJCcCRzaYn3VWrGrZqEZC44w79kwcNEdWvv0bc27eXKyguF6vvKvnevx+J3yxO9F2/SZPkOIlEVQV8O3ZA+Y6Pl8GRKGrMni0r3zk5htGhg+FrqFfPbsczFEGs388TJNXKWlYWKrDqp2ECAR68NXKkHHcxTupnHDZsAHDr0EG3tVKvntkgFgKxKtkgstyli2ylFOO0ZInukqDquxon6tUbP17e/3V1XH00s+rGx+N6YqXL52M75003yaJGXh5cFZGRepy++868T9bvZ7KhEtVjx7BXw8PlSpfo1BgzRhY1xJaCDz4wfo31a+Tm3CV/MQIWi+G3Wo28lxTXAFXuZs3Sv5s6dqy5cLd7NypwzZvL9l6RhEyfLr+3mZk4wyMjzYUBIqzq0D6yrv7hD3rFtl0786rZa6/hesOHy+9ZYSEEUZvN3LpKQ8HEieGiwHr77fJ5WFKCPWdWhf7+e1yvSxf5fK2p4ffs4Yf1vBUTAyKkvmcN9aO7XGybVqulu3YhTsnJshtDzFszZshxOnkS/350tHFI/V4ofX5o6FA5Tj4f9y6rLSZiK5A6iI3O+BEj9Dj16WNOFkXCqjqsqH9UFe5KShB3u11vMfn2W46TeL5WV/NzfewxOU7icEV1Wv3bb1/89I8kvjTSFSSrwdWoV5CsBtellq+u3ihM7WwYFotREZtoeAsEK9GpU7DuqSDPMKCS2+3oPRRJkzi0QqlC7fz8c9jKwsJ0cP/SSzj4Bw2SExORZatVr6ytXYvE2K6dPlyFpurOmaNbqq64AtdTh2AQCUtNlROTy8U2VFWhPnAAACExUZ/SK1Z1xaqR2Neq9ktu2wZgHxcnAzOfj6cfT58uk4WcHBDR8HDdUk29un376tVCEhTuvVe+pxMnkNAdDrnvSiRhKlkuLcWfWa16/1laGoBm27a6pYo+izF9ulxJKC4GCTPrZ/vyS+yhjh1lslxby3FSRY3DhwG44+ON/Sp4fe89/N5XXCFXEmpruVqoDmDZvBngMDFRrhL7fPxcZ86Uwebp07CthoXpcVq50nyojN/fcCUhMxMkLCxMrhIHAkxMRoyQyXdZGVtr1eewfTtXddXeX+r9UgWFwkK8n2bVx6VLmSyLlTmx4vPIIzqxpF5dtUebBIUhQ2S7cE0NX0/9fFRaGleWxfdTfJ9mz5b33rlziENoqN5S8AuuXys3n/v4S8Nrw3dYT912j/xDen/HjJH3hdgSofaEHzkCO2R8fMP901dcIceksBBnuc2mn9uffII4du8u7wufj6diq/vi7FkeCqVWzb76CrHq0UN249TUgPCZkcW1a3EmpaTorSv0SZmbbpL3RWUlV6FVkXPzZnYYiblDPQ/Edyc9HXs9KkrvR6Xvpo4fL4so9fW8159+Wh821KoVSLDYsxsI4N00E8/OnjWMfv2MgM2mn7PffANy3rev3rrSkB1XfHfUQXxffok/795dvl51NSqUFHfxeps24fm0aqW3D5AYff31cpxoeJ9Z7tiyBWdL8+ayGO31wmFiFieqGkdH65V1EqNHjdInMzeyFSSrwdWoV5CsBldDqyYv36iMiTcMi8Uo6NDN8NUJwHrvXgC8hAQdNJLyO3q0rLq6XGznUm2oaWmGJyYGgEf9dAhZLKdNkxVKkSyroPGrr0CmeveWwb0IQlV745EjAPcOh2yXDAR4cMLQoTKpE8my+gmOjRuRwFq31ifGEglTewELCgC2LRa9r/WTT5DMO3WSq9uXAl3p6Uik8fG6ZZMsasOGyUDS6WSyrKrj69YhmSclySTM6+U43XCDTJZzc0FIwsJ0gLJ8Of68WzcZSHq9XAlT7ceHDkEwCA/X40TPdcQI2XYnkmUVHBMJa9HCMI4c4TORRBKLBcq6uPfy8yHEWK16b97HH2MPdekiiySXcgAcPQrAFRurD3/58kseKiVWCysr2X6vgsK1a3GtZs1kAuH1csVy1ix57+XnA9CHhurDX9atQxWjY0e56uDxMDBVQWF6OvZ+ZKQcd/F9GjlSJkXl5YidGSnatw/7LjlZBpIEtmn4iygonD4NMG2z4XpmcerWTa4s19XxNFD1fcrKwt5r0kQ+p36F9Wvm5tJd+4za0AgjYLEY7olXy/f48cfYAx07ytZwt5ufy2OPyWdnbi7+/5GRut196VI85549Zbu7KPLdf798vQ0bcGYlJsqinN/P+3f2bPmdpKpZSIg+mVo8i8V7upTId+QInzNqtZTs6SNGyPnA5WILv7p/Dx26KIhJOVMU+VTxqKAA92S1Ih+I+/f993GvXbrIopzXizPTjNyRIBYerhPgzz9HnFSy6HQaJUOHstgjxmnVKpDfpk3l/CJWoefOlc+Z8nKcxTabPuk5LY1JvThjwOtlR4zqXDp4EHGNiNDPrVdeYfFFzAd1dVzV/vOf5eeakYF/PyZGbhsSRb5hw+SzOD8f7R42G6rE4vU+/xziiyo8N7IVJKvB1ahXkKwGl9ny79lj1DvCjIDFYuRcea38w59+gpqZmqr3N5IdUSVhOTkAjVarPijjjTcMIyTEqGnbVgb3FRWY0mpmv9mzBwnSjCxT/8nw4TIJKytjO486rOiHHwBAk5Pl69XXc+K/8Ub5nk6cgCXTjCx//bW5ml9Xxz2bKgnbuRNgJipKTrp+P38WY/RoGcwUFoI0mdnZNm5EwlUtSn4/9zeqJCwrC6DSZgMBEJ/R668j6fbsKYP7qqqGbVIHD4Isx8XpQ6A++ADXGzRIBhLFxQAXBI7E6/3wA55PixbyBE63m/t7587V7b1EllXL8o8/AuR06nRxoElaWhqeCcV92jT5ejt2YJ80aSLbGP1+7pMbM0auUIiihqrm79yJfZySolv06H0aOVIWfk6cAOi023E9MU5vvIE/79VLJpZib/mjj8rPNTOT+7rVad3vvYe93KuXPKTl/Hmubi9eLO9lilPLlnLFw+PhXtg5c+Tnmp+PveVw6P3Cq1ebV99rari6PX26vJcpTjExulODbIJjxshnBJFlq1UnG6JLQp3++iusXzs31xUVG+6UFngO3boZfpdAABp6dmKFafx4+SwS+4hVsrh+PZNFdRgSiVKTJ8t9zidP4r0NCZErlTS8yGpFThEHEVVVsTPm+ef1AXIpKXjX1N5ocu4MHaqfRcOGmQusn3+Os791a3mP19czqb/7blnAycnBWRMRobe5kC2/a1f5nlwuFg/vvFN2Am3eDAEnNhbEkZZI6q+9Vt7j1Gpgt+ufm9m4Eddq3lz6bnPa+vXc733NNbIgdOwY7snhkFsXRFFq4EDdAk05QxX7Dh9umCxSm8vll8u9qkVFLPKqcfroIzzX1FT5W9QiqV+0SB/0162buXD31VfIJZ06yXhFdHDccYcc9x075POxEa4gWQ2uRr2CZDW4tHVhmm3AYjGyFynfqyOC0bevXLGsqOBPh9x2m3wwr14NNTkuTrbJuN34JMeFBLhFTN45OUgWISF6T9jKlVDw27WTybLbjWmNlKBF9XX/fiSr0FD0vlAyE4nbwIEysSwuBuG1WPD/ERPg9u0ArUlJcuWKhixZrQA5ImHJywOxNCN177+P3619e1lRdjq5+jB/vpxQjxzh3i/V+kbAp3t3ue+qvJztfHPnygl11SrEKCFBro54PAx8Jk2SgcqZM6hem/UUNQRQ6+q4Cjt2rHy9ffswCTMsTLZhi1XTQYPkQTdlZWzrUvt79+8H6I6Pl8my3w/Aa7Oh10yojuz8/HMWVp56So7TBx9wnEQBoLaWXQMqoMzKatguv3QpVyxFy2NpKVdobr1V3surVgFQJiXJYM7r5f4zFVCKosabb8q/Q1oa97OJ/XG1tWy7vPJKmZjs28fVDJGYUJ+n1QpALJ4RVVUsPqmfFTlyhMmyWLH0+TCsxWoFWRYrc9nZ2HtWqz6IilwIHTrIlbT6eu59vPVWef+fOYP3JTRUr6S9/z7iZ2aB/pXWfyQ3e73ovbVYjOomsfKEd7EqrVb13n4b5KR9e7nKXVHBlfH77pOfL5F99V00DLRE2Gw4g0VBRBQsH3hArur99BPeg8REuQdSfBenTpVtsjk5eNciIvR38ZtvEOOOHWUSUl/PE9Rnz9bzSps2usvD62V7/uDBcl45fx7vot2O+1bbB+Li8JzEAVR+P0/mVoWwvDyIBDYbKrR0vUAA1w8JwT2JPcVOJz/XxYvl8yojA/s8OvpiHri4F0kI69NHvqfycr7e/ffL+X/5chDPpCRZCHO7WWiaOVPPK+TyUKeXf/894peaKucVMU4zZsjC1e7dIMAREXKc/H4m4cOH63mFWiL+/nfz/J+YKIvbomB5xRVy9bWRryBZDa5GvYJkNbjElb3wAQxSsttlwOZ2ox/TYkFSEqs8Bw4AtISEQKEWieAzzzDQFCcRFhfjMBcsZRf34vbtPBxHTG6BAKodNhuSvais5uYCHJNKKibLDz9koCn2HzmdrIDPnSuDkKNHQYbNLGBffWUOasrK2Fp0/fVysly9GoQgJkbuR/R42IamEoIzZxgs/u1vcrIkBVydqllXx7bMYcN0gpGaCpApVuNoOq7VCvAvVk3Lyni4yuLFMlg8cAAVzpgYmdz6/SAPVIUVQU1ODsghWdTEOH30EUhqmzbyPYm9oXPm6MOrOncGqFEHZnz+OaqfbdrIhKW0lHugZs2SQdLq1YYnOloXVrxeBjVjxsggpLCQJ3uqoH7TJoC0xES5mlNbyxX24cPlvbxvH0QIVVghG5rVCrAoVl8qK7lS8eCDur3dTNTw+UDGbTa9bzQ7G7Y2Ipbi9T79FPu/TRuZ3IpgcdYsOU5nzuAMCAnRqy8ffojfLSVFrnyUlPC03Ztvlt+ntWtZABOHLPl8qBqbxam0lInUM8/IcVq7FgQhNlYWAFwu7rEfM0b/pvOvuP6TuTnn6uthCQ5xGOfXCP9uTQ2fkbfcojsMmjdH7ERC4fFwtXTwYFkso8qiwyHnCsOAS4EG6IlCkCjCXH21nHtOnoTAoNovqQpnt+OcFgn1+fMQvIgAqxUwel9Vqy5NEL/88oYdBg8/LL8rX3+NM6hpU1mEqa5m0XD6dJlQiwOoVELdUItBTQ0TdDWXbdvGcRIdC243i5BDh8rndH4+v6//+IeRJubhVatAZJs3l89psXVj3DiZUB8/DvFZFT78fjxXmw3nuCjUlpfzc33sMZlQ792L8yI2VhYqqCXAakWeEe+pqIjf/wcekHMPiYbNmsmYQ5xzcOONcq7IysJeDgvTJ5J/9hn+XBXLGvEKktXgatQrSFaDyzAMw+/2GHmXjTQCFotR7wgz/HuFJJSVxRVB0dYUCGA6ZFgYVEuxZ6Wqig/52bNle1cDPYdpaWkAwnTIq1OHKblPniwPK1i+HKA1Jka27NTXc+V2zBh54E9ODoiZWdVgzRpcKzlZJrcuF1cEhwyR7WI7dwK8OxwysfT7QQiIsIsAQyTsDz0kJ8/du3log2jD8/lQ5bXboTyLNs8TJ0BuibCIcXrnHTzX1q3lQTJOJ4OcWbPkOB07BqAXGirbxYhgREXheiLAKCpignHDDTIIW7ECcYqNlful3G4m2KNHy3E6e7bh3tC1a1ndFvtnnU6eSDl0qKyW79yJ3zk0FFUCMU5PP20YVqvhVD/xIFYN7rtPjlN6OuKuAkuvFxZeqxUgTLSunjiBvUcgTLze++9znESraW0tT4e+4QY5Tjk52AshIXJ1m97PiAjsZfHTHoWFLELMnSu/TytXIk5xcbJV0etlwWrUKDlO58+zXVJ1IfzznwDrqqjhdLINb9QoOU67duEZhIWZE3abTRfAqqu5d3vBAhnc7tuHvawOm/J4EAOrFc9QrNScOIF/w2pFLEUS8h9Y/+ncnP3wkouTgnN+/yf+gd+P6ja9TyJhLyjguD/8sLyXv/4a51dioiwolJVx7/Y118jn6L59fO6p4tObb5oPXqquZlfPjTfKRG3rVpCqiAhU22nV1zMBHjRIFujICRESAtFNdFZ89x3e9datZcu+2Ls9frxM1I4dY6ImWpP9flRC7XaIvSLxo2nFFguuK97Tli14pgkJ+jR4cp8MHCi7EAoK2CV0//3yu/HFFyDUiYmylbiy8uKnzkrUHs3Dh/ncM3MhOBwgcqILobqahY+ZM+UzbNMmxD0iQnbUiG0zgwfLAl1eHsTQkBCI2GKcVq7kAVlivvN4OO4qJjh6FBZsmw2uG7qez4e+VpsN9yQKdKWlvP8fekgWc3buZCu9+Fwb6QqS1eBq1CtIVoPr/LrNRk1EE8OwWIzy+GaGK18AjZ99hkQWFyf3ZTqdbKe76ir50M/MhPJrt+tDTb79lnvZRPBcXm4UEXgeOVIGMOvXA3CEhcm2KY+HrVb9+snANT+fp5A++qgMojZuRGJWqzL19aj2UYVR7LFJT0cio4qgSARfegkJMzVVJhhlZVzBu+kmuTJ04ADbx8Tvrvr9GNQUFobKrlhhyMtjwDF7tkwEly5FnBIS5D5Kl4t7Oa+6Sn6up0413J/67bcglergjLIy7p8aOVImGOvWARyEh8MmSNfzerna1b+/DDQLC/meVMK+bRuup/aG1tWxgt+tmywAHDyIvWe1oiJI16OqfEgInqsIDCsrGTzPmWNsFoFFZiaAq8Mh9835fHhmoaGoLos9a7m5APVkNRWJoAgMRRFCBGVXXinH6fRpPDerFSBK7ZsjYilWbkpLGcCPGyfbcdevB4iKiACwpOv5fDzptG9f3ZZM7+d998lgd9Mm7OWICLnCUFvLAL5PH7nCcPAgSLzNBjGHiCBZFx0OvE9iLmj+2QAAIABJREFUnGpq+BM4M2bIYPfoUexlu13u3fb58MxCQuCsEPdybu5FC6wxf778fi5bxkTrvwQ0/xu5+dzHXxoeWwhEy/4D5CrmsmWIcevWsojndvPwm7Fj5b0rEv4//lGO89//jvenZUt5qNjp0/z+zJkjn3Pi4CVR8PL7QSiooiae3YWF3CawYIFMKOici42V+9nLy/mcGzNGJn779+N3jowEgRbfx3ffxd7t2FE+u6urG7Ymb9uGvRkaKjte6uvZzdGzp3w9+iyWzQbbqVgdpvkLKSmym8Pj4TaZkSPl6vDx44iTxYLr0bnp9xvGSy8Zfnp/xDiJk77nzZP3yrZtqFLGxMiCF1WobTbck3h2i3G6/XaZoH/1Fa4VGysL0pWVLFCNGyfnoyNHcNaHheHsVvtYycUjnt3V1fyt2EmTZNFh82bEPTRUxiF1dbz/+/SRBa/Tp9mirX5doJGtIFkNrka9gmT1//ZyLbjbCFgs6E+9doYRIDDhdDLJGTZMTv5Hj4IkWK2ooogVh2+/RaJs1kxWfSsruf/t8stl8Lxhg2G0aoXx+H/6EydKjwckx2rFvydauc6cYUCzcKE8+GjjRpCsJk3kKaT19QDjdjuuJ1a7Dh3iatf8+UwwAgFUSkNDQZjXreO/U1bGiXLqVHmIBfXIOhx6Be/NNxn0iWD89GkeLHT11bIA8MUXSNTR0TK5dbl4YM2wYbLlLiuLe/pEoGgYXI1W+1PLy1mEGDBArtxu2IBkHRICwEHX83rRT0VxEiutBQVs5brrLjlOO3aA6EVEyNWuujoIAjYbKg5ir1V6OipgZPcmQBMIgOQTeRStXJWVPPhi8mQZgBw9CtJkt+PvBwI4E/1+xD0iAntZJDl5eVwRnzJFjtNXXyFOMTH6PVGVf+hQOU55eVxF+f3vdRthUhLiLlp4y8oYVA0eLIM+ipPDAdeAWCFYsoTjJD7XkhKuHqs9slu3Yi+HhckV9tpagGmrFeBcFJ/S01EBoyo/EYRAAGQyLAxxEs8Ip5Pt3tdcI1vYCUyr1SmfD/cYFobnJL6feXm892bMkOP+zTccJ7XdgSovqoX1P7z+W7nZlX/OqG7fCc8gIsKo+ko4Q/fvx7llt+sk6YMPEIe2beW94HKxPVwVNvfvx95RRQuvlx0kbdvKzomTJ/msvuUWmfitXMn9kepgKBLMBg2Sz7WcHG4huecePqMCAZCcyEick6JYW1DADpIJE2SStH07i2wiSRKtyZ06ye+f2Jqg2oJXrcIZFB4u55KqKnaQ9O8vk6QjR+BOCgnBcxXFpaVLca61aCFbnV0uztGjRkk5eu9bb3GcliyRc/STT+LPU1PlOFHPM539ooV2zRo809hY3b1Bvbl9+sg5WozTXXfJZz85SBIS5JxfUsI5ddIkGXfs3Yu9HB6Ovav2+jocILsimS0pYYfX1KnymbJyJXBHeDjOOLqe0wn3ihifRriCZDW4GvUKktX/m8ubnYPkYrEYnohIo/B7oT+Pqh5kfxOrXZ99xr0dYq9IWRn3dl1+udwrsmYNVFmbDYmIgGtdHdsKO3c29omDX7KzOTGpVY+ffoKy3qSJ3CtVV4fr22wA46IFad8+KLkWC4ATgQGfD1as0FBUm0RCUFR00QZlXHttw7bfCyTHMAwQg9deA2hr1Uq2IGVnw+ZK1TMa6hMIQHWNicE9ibbHqiq2Sg4ZIle7jhwBcbNacd+qBS8mBslbrAyVlLCdtG9f2f62ahUATEgIBhURwKmvR7+q1Qo1XyXYZIO6/Xa52pWWhmcaGSlb8FwuVFGJjIoixN69THLmz2eA4/dzJTMlRb8nEg0mTZLj1FA/tc8H4BgZid9RqBjs/OwzJjnXXMNANBDAfVCcRIBTU8OiweDB8nM9eZJBmzjMJBAAoU1M1HuZz5/nSsyAAfJeXrUKwklICGx/InAkS2uXLjLIKijgqsW8eboFjyy3YvW4pgZVVKsVZ4W4l/fuxTtGrQF0Pb8fz5XitGYN/52KCrYBTpwok5aMDLZKihY8rxfCSFgY9rJ4vaws3ntTpsifEFm6lMWdjz/mONXWsmhw2WVynE6f5krR/ffLROy/sP7rufnxx42A1YqJ8KMmsJBZUcFnfe/esh12zx6ce3Y7hBeR+L37Lp+LIkmqrmaBbPRo3bbfoQP2xZNP8rvjdvNZ36aN7Co4fpwFrXnzZNHj++/5XFRbER56yLjo0lFt+9QGM38+73USXiIiUO0Vc9HZs/y+XXWVLPZu3szn4ltv8V6/lC24qIh70qdMkS25330Hch4ejlxE1ysrgwOH7kk8Zw8dYjK7ZIlcbf7oI24duPBc09LSECcSsIcPl+9p+3b8zlYrziB6d+rqOHe0bSvHib4QYLFgeq4o9v74I2IUHS1XvD0e/iSOWm0+fpzjdNttLDj7/XDVhIfjmmKczp/nOF1zjYxbqGUkLEyuoJObyuHAPYnV68JCjtOkSfKZ1MhXkKwGV6Ne//WEGFz/8ZW75C+Gz4ppv8bo0TKgIGuWWp0qKGAL3ogRMoBftgyJLSREJqNVVWxt7NZNto6lpzN5XLjQMGpqeC8uXYokFRcnW36qq9nG1Lu3/G25TZtAsEltJ5JTX48KgN2OexLJaE4OD1y4/noZPItqtqiSejxsK2zXTrb9ZmTw+Pzx4/l6fj+ea2Qk7ksko+fPc2/v8OEyGd25EwDAZkNlVLS0vvsuV/1EAJ+fz5ZWsYIQCKCC1LQpkuz//A8Diupq7sXt3l0GSZmZDCgWLJBJzvffA6RFR8sTYSsqEFMiTSKgSEsDSCJ1nEQDt5ur3i1bymT0zBkm+VOnymQ0LY2tWaJoUF+PyowZOD50iAesTJrEe/lCnHzh4SA6H37I1ystZVvg8OEyyTlwgK3HTzzBgNrvR6yjo/GcxL13+jRXUgYO5L1McUpKwj395S8c95oaHojSvbtMRrOy+J7uvFOO08qV2CeRkXJltKyMCbYKjjduxP6mCjYBP48He5HiJO49sdp03XW6uJOaivfmhRcYUNfW4pk5HPoQmvR0HsY1bRrbFv1+vJORkYjTp59ynCoqGKAPGybHiazCJBrQ/vf5YL+MidHB8X9xNYbcXLpjj1EVHWcYFkwLLt0qCBYrVuDcdzhgwaV9Wl7OFb8uXWRXwv792FdWK/YVWUcDAYg/kZHYB2JVtLqar3fZZTKR3LmTz/1Fi1jUFF00KSlyP3lWFqp2FgsEIbHatmIFCE2TJhCmaF+53ezy6dJF7ls8cYJFjlmzmBzTPo2Kwr566y2+3rlzXPEbMUIWo0Rb8IsvyufJyy/jeav5ubCQP0s1dqxMur77Du+/w4Ezka4numi6dZPPyIwMtL1YrYbx0EPGFjEeYmuQWMWsrubzpF8/uZK4fTuqyVS9pvOpthbvos0GAU4U7PLyWLCeM0fulV69GvcUEYFcKMaJXD4dOsiT+o8f5zjdcAOfTz4fyGxkJM4AsYVFHPI2ZoyMOXbvxl6229HbTGKO2MqTnPyb6Fc1jCBZDa5GvhpDQgyu/8xyV1QZZ7v2MQIWi+G12Y0zL7zKP8zM5J40sTolArmwMBmUnDvHxGjAAFlhX78eirfNBiWUCLFYyUxJkUDJ9m++4arfsGEy0Vq2DAnaapUHTlRUMCFu1062tIrV1Hnz2LJDwKhJE9yXWHmpqkI1iZRb0aq1eTNX/aZPZyW4rg6AOyQEVTIR5Jw8yYR4wgTZVvjDDwBmBEoo2bndsgVOBHsZGVz1GzOGgZbPhwTZpAkS+PPPMygpKOD+xUGD9Hsi8Lh4sSxcvP46yHpSktwzmp/PwsXAgdwrHAhAtU5JQdzvv59JTmUlf5+xQwcZaKWnM3i8+WZZYf/iC4AitZJZUcFVv86dZfC4YQMD2BkzWDSoqwOADQnBc//yS75edvZFa2/pZZfJYG/1agAph0O2P9fXg0yaiTvp6SxcjBzJVQiKU1QUwNErr/D1ioq48jhokEzyd+4E2LNa4UagOPn9AGtNmoAQi0QrL4+FkJ49GTxSRbdZM+yxRx5hkF9VxZXHjh1lW9/Ro1y5mDtXtsD98AP2SUSEDMrLynA9qqyI4HH9evwbFgvcAxSn+no4OkJC8DuKgtXp03AlkCAkxol6Z+12+ZyqrQXBDgtD3EXwePAgk/wrr5T73v/Lq7Hk5oDPZ+SMnYThSxarkX37vfzD0lK2bg8cKBOUtWsRc6sVE8/Fs+Cee/DnLVuCTNF+yczk3sk5c2QiuWwZ9nhUlGyvdbn4zO7cWd5jBw7w2TJzJu8xtxuuhLAwCB5vvskCypkzXLEfM0Ymkhs3ssX+hRd4j3m9uF5ICM4KcY/l5jIxHTuWhwRRHoqPxxny1FMsoJSW8mT5Xr3kHCCKY4sXyy0r77yD5xMXJwuIpaUs4vTvL1dZf/oJ7w3lVhJ6nc6LubWuWTOZSGZlcevCvHkykfz+e670ip98cbmQE6xWiGPi2bJ3L1u7Z8zg67ndqPyGhuKexEp0YSGfBRMmyCLGli3Ye3Y7hFkxTn/5C+LXrJlcXc/O5jiNHs1ngd+Pfzc2FvvlT39iQb6ykh0w/fvL7pPDhxl/3Hef3ALTCFeQrAZXo16NJSEG16+7ch/9o+EOcRiGxWKcb5Fq1ORdAHnV1RhSFBKCw1isIu7fz0Bu3Djui/P7oT7GxCAhiUnb6eTqT+fOskXm4EEmbmKFzO02jBdfNLwREUhKYnI5dYptNf36ydXZb78FMLDZcA+k1qrVVLEn5vRpJtijRjEh9vtBWlNS8LN772VCXFTEVtzUVJm4paWxYnzzzTLJf+klgHe1Sldezja6vn1l8rhqFYAIgTWqPFZXg6TY7VD+33mHk7YIuMeP52oS2Yvj4vQ4if2GHTrIYGjvXgZrEyZwRcvthoIcFYXr/elPDK6ys/m7oAMGyFW6FSsQB4oTESOvF6TC4YACrQIHIthDhsjA4YMPQDpsNlhQCaydPw8SRZVCcXjW1q08IOvmm9lGJ1Y/YmIM4/33+TMNxcVMsLt3lwnxP//JRGvaNI57dTWeq90OwPbRRxz3w4dZ2Z8wQQatZAcODcUzpji5XNjLZHcUz+tdu7jycMUVLIS43SDVEREgxM8/z3HKzWVr+8CB8qdiVq+G7Y0IsRinl14CUEtMlAnxiRNc0enXj4G93w9CkZiIZ3H//byXi4v5ferQQe4z3bWLBaGbbuI4EbCPiUGsxOpHUREqOtQ7S2dEIIA9RRXiWbOY/Did/D41awY3hziApRGsxpabz366zKhzhOFZtm4tfyt12TLEOixMFt6cTlQ8SawQK/G7djFBue46FnRqa0FQwsJQkXz5ZRbe8vPZZTFypLx/N2xggVR0+Hg8fM4kJeFdE8VEut7QoSwQ+XzoD42Lw9977DHOL6Wl3APfo4fcDnPgAFuQFyxg4S0QwJ5t0gT79/XX+fwuKmLC3707VzgDARC/1q2Ni9ZWOmdqavhsatkSxJTu6dQpFspmzJAFnW+/Na+yOp0s/rVqJefMbdswId1iQbsF5UyqYjoceC//9je+XmEhnzNjxugCKVmGH3iAzxmPB4Q/NBQEXhSRjx9nu+6QITwXgWYLxMTg7z3+OMepspLzQZ8+cn/8oUPsGJo3T47TO+/gehER2Hu0l0V3WbduTLbp/G7RAj+74w6OU20tCynPPGM05hUkq8HVqFdjS4jB9QuvtWsvEjCvzW5kz/8d/jwQAEBr3pwTIfVXVFcDXNpsIBFiIszK4qQxahQTWKp+pqYy2CWyV1jIYDIhQa6QrVlzkZyVDBnC1yMbZ3g4AMurr8oVXSIyffvKxGjTJlYzb7mFqz9VVeihCg/Hfy+9xGBhzx4mEZdfzmDX5wOoiI1FQn7iCU6sqoVSrOiKduBrr2WbqduN5Bcfr09xPHmSBzd07MiWUapWUiK8804ZsDz8MANuMU6nTzPJHz6c7Ut+P2xcbdviZ2K/YWEh7HZWK64nVi/WrmUSPWUKEy2PB8QoPBxA7NVXObkXF7Oa36uXbJlet44rHrNmMSmpqkKlLzQUoE60we7dy3EaMoTJI9lt4+MRpyef5L1XVcWTGtu2lQnsgQNyX9kFsrdpzRoQ+5gYPFuxkinGqWtXBt+BACqALVviZ/Pnsx1QrLwnJcnEKDeX9/Jll3Flyu8H0aXrzZvHZK+ggHvHmjdHJZ/28oYNTMqnTmUCQIQzMhLP9W9/4ziVlvJgla5duTIVCKB3jMjjdddxxaOyEnvP4cD7+cILvJf37+cpu8OHcxWHPnmUmIhn8cQTHCexj7lVK/kbt7t3s5tg5Ei2ytfXg9hHR+N6Dz7IwkVWFtusu3eXq94//MAEYP58uULciFZjzM3uiirDf8GBELBYjPzu/Vj4LCriSn7//vIz37aNzw/xXPZ4QG5pX778Mr/vYgx79GCyQUPqEhNxVs2fz7mrspItw+3awVJP79qRIyzqTZ7ME35J1EtM5POD3vfz51lYbNOGq8BEJEkImTqV92VdHd4NqxXXfO01JnF5eTzIbNQoeUL2jz9yhfPuu9ki7XSighoSgvz57rv8vu/YwW6H4cOZvHu9IEdhYSBdS5bwu1FSwuS4f39ZqNy5k8n27NkXn+umdes4TiSA0T0dP85W2R49OO6BAOIUF4f3esECrmw7nXwud+yoV9dpeOL48bLD6uOPcYaSI0TMXSSAtW6Ns5iu9/XXeK4WC0QGipPbDQeH3Q6c89ZbvPfy81mEGzxYdgz8+CPnzzvu4HNeFP4TEiBO0Bm7YYM8tK4RriBZDa5GvRpjQgyu//2qPJZlnOvYA32pFovhu+oqo674AiE4fJjB34ABbF0JBKC8tmyJhLlwISuO5eVM9mJj5b7LtDQGAT16sOJeW4uE2aQJQMADDzBIyclhYNOxo2H8+CPvRdXGSWSvrg62ydhY/B7PPccJ89AhBjaiMuz1Igk1a2ZctC9SBaqoiEF6cjIAi0hgCQSMHcvffPX5QA7IQvnoo0xg8/JAIoiUf/YZA5uvv+ZezXHjGMBXVQGIEOh/8UUG/ceOsTVbtBgFAri/CwOypIRZWoqEGR4O8Pfaa3xPGzfyPfXty6Cirg6Ek+K0eDEDpTNnuFezY0e5l2zbNgY2U6eygu9yAcwQeRTtbenpDGxSU7lK5/NhT1GcbrmF415SAkBqtSJOH3/M93ToEAsDV1zB4M/rhSjSqhX+nmhJzslhuzlVqSlO33xj1JIwcPXVfD2nE9WV0FDE6a9/5XsSq/99+shkb+VK3sti5b24GP3XoaGI1fPPM1DauBFVSiKw9D653SCFFKdHH2XLXkEB31P79jLZ27WLez8nTWICW1ODSgaRcnEgzsGDbLHr2BFxCgQQp/feQ5ysVrw/VHkvL4eN0GbDz8XKyLFjLAyIFSyPB6COSPmCBbz3srN54nHTpqh0+f245nff4T5JECIxxuUC2aA4vfQSnxFnzsi2aLFHrxGuRp2bd+0yypshZj6r1ci+bqbhd3sQm88/ZzHgmms41nV12GPkOnjpJd5vubl8fvfrx8IWVceJHNx4I1fHy8vxXoeEYA+/9BK/k2vXctX28sv5HfJ6ccaGh4PEPfYY5ySx4t+pkyxAbt3K9uSJE9npUVeHHBcVBWL4+ON8zuzfz1XbLl1wH3TOvPcefmebDaInnZ1OJwvFLVuiYkdnXUYGO5OGDOG2G58PBDYpCX9v4UIW/3JzmZg2b44zkQgUOZNIiCJCRm0ooaE4H197DQKeYeDsEN8heq5E3iknzZjBeba0FNV1ux33/OKLXPVev54HtQ0dysSZBhVGReG/JUtYrBPFtbZt5Srw1q0sgl55JTs9amtxT5GRuK/HHuOzc98+/nxa165ynJYuZXFtwQLOSTU1yJMkFFOuNwzsd5oWP2iQLNI24hUkq8HVqFejTojB9S8vb43LyBl3neG3YIpjWctUJkbU50dWUlH527yZE2vv3gy4nU4A2thY46LaSgd2RgZXmVq1QtXE5+NqIAGMyZO5n4T6x8LDkTieffZi4tr9wQfc/9GhA1et3G4QTgK048bx9fLyQAKsVii4zz/PCubq1UymRozgpOHxQMGPiQHof/hhmZwRMUpJYcuY34/KMVWZRAtlSQkARmgoAMvDDzNY2LmTVeIePbiXye/HNy7NQH9FBZKpw4F7ev11jtPGjXJipSm2TiesbjExuN68eaxIHz3KKnHr1lyJI9BP1YHJk7myTQQ2MhKg7umnGVimpzNgad2a7btuN35XslJPnMhA9fRpjlN8PJ4/AZYNGxhYDh/On70gK158PPbsAw8wYMnNRZWZgC8RI78fe4+qOAMHMskX4xQejmdMYszevReBoLNdO7liunQpV7bnzeM4lZYCnFJV+ZVXAIYDAVSOqQos7mWnE6ApOhrA8o47GKgeP859am3aAPQTUP3xR7abT5rE+9/lAnEmG9ySJbz/9+/n9zM5Gfs3EOA4JSczUCWb3tmzEApIcHn1VSYAW7cy6R06lOPk9WIvkzX73nv5uWZn43p2O86Qt9/GPfn9eLfISj10KAPfsjLE2uHA3nvySX4/09P5nOrRgwkF7WUzUnP+PIAl7WWxKtSI128hN+c+9zejNjTCMCwWo84RZpz+84v4QW0tnnNsLBMyyhsHD3J1sVUriEUeD4t6RKCmT+d96XKhCiZag+n8OHaMLaedO7NQ4/OBnNG7e/31/N5kZ2OPUN547jkWHdetY2Fx1Ci2e3q9+HebNMHv8Yc/8Hl09ixbTlu0kIXKFSv4PBo1ip1AxcXyebR4MYuOe/Yw6erdG0SQrvfRR0xM77mHn2t5Oef3+Hi84ySA7djBbgdRqHS5QLbNiHNm5kWBqS45GQSbrrd8OVcr58yRSeFTT3F+f+YZjlNmJgsSHTpwNdXrBdmmuE+ZwtfLy2OxNCEBe4ritGULE91x41h88npBdGNjQTIXL2ZievYsCxLJyTi3KBd+/z0LiyNHMl4oLsZzpvPokUc4TmILTv/+iLVIdFNSsMfuukue4NwIV5CsBlejXr+FhBhcP2P5/Ub+w09e7EutiYgyzrz2Dn5WWorEGheHg3PBAj44N2/moQLJydx3QlXMpk2Ni9ULUnLz82G1stmQEESCuHs3k7M+feSk+OqrACcWC9ReSoqHD3NCatIEZLa2Fknno4+YTA0dytcrKQGgJYL4yCOskGdkcP9khw5QkCkpfvYZA4cJE7himpsLkupwIMHddx+ASCAA2yABh27dAPr9fhCPp55i4nHbbawm5+RwVSglBcmYiMyqVTycYsgQBv3FxSA/MTFMjMjetnkzV6ZatAAQqa/Hf6++yhXJKVOYIBYW4p5sNlzz2Wc5Tnv2yKCf+gadTpAfIpxTpzLpPXSIe7ViY9Fb7HRytZniNHw4A7yKCsQmLEyP04kT3D+cmsrWLY8HwgfFafRovqecHBC8kBDE/t57sZcJFFKcevRgMHQpQJafz+ClaVPDeOstY9P69YjvihVMOAcM4P7r4mJUNaOi8D7Nns2Wwi1bWFVv3Rpx93jwn0gQp07lqm1JCSoPISHYS2Kctm/nqm2XLix2VFcDYNP7KQ4YOXSIxYT4eNx7dTXuaelSrkiOGMEAr7oapJD6xhcvZsKZmcnVmVat2G7uduP+6HqiNTs3F8/ZbgdwfeABOBnIWkz9Yr16ofocCODMefFFtg3efjs/13PneC8nJjIQ9/vxfpNjoFcvFnBEkmqzgUyQff03sH4rudnv9hjZ028yfFbbxX0foD7O0tKGhYeNG5lAderEVcTKSvz/oqPxfs2YwVW/rCwmpi1bIl8RefnxR/lsp71YUwMhLyoK79iiRexwSE9nQad5c9hWKf+9+iqfg+PG8ft/7hy/D7GxyK1EXrZv5704ZAjEFDrTXn8dJNNiwZlDuSI3VxZcn30W9+Tz4V0jAjVgAJwtgQAPLrPbca7efTc7JjIy+Gzv2RPPlUTkL75gkjl5MjsSxHwaHo7zraICf2ftWqOKWgs6dsQZ4vfjuf7+93i/6BykMy03l3NFmzYY0iiKyCT6jholx+nppxF3ux0Ej4TB/fs57ikpuJ7bjf/++lc+B6+6iuN0/jxXYBMSkKsp9+zaxXuvf38IpmKc6HozZ7JtODsbZ4jVilzy5z9z/vvoIxY4Bg7EXgwEsNdphsELL/y7r9h/ZAXJanA16vVbSYjBZb68NS7De+8iAAHLhb7UeQvwTbxz59DHFRXFAJkSg1hJTU4GMXW5cFi/8w6TyrFjucpaXIxqVHg4ktpDDzFRWLuW7Z2kwvp8SHhPP81JesQI7j06eJATWnS0kTd3Lq6nVsf69+ckXVMjEw+RIO7Zg+RisyHpv/QSyFxtLZIbWZS6d2eAnJUF4k3kZ+FCkLNAAP8mkcqOHfGJDJ8PCfK115ggisTj5EkAh9BQuVfI6wXwIDLVqhWr7wUFiBMl/RtuYGFg+3a2AqekAEDV1XGCpErS6NEcp8JC9AOK4Ky4mIkyxT0hgUF/RQUqfomJ+NmYMSwMHD7MU2pjYiAmEJD57jsGHv364fqUpP/6V/wbVivAGIGpnTsRd6sV4sSzz+KeamvxXAlM9enD9tPsbJCXkBCAs0WLmMisXy9XMT/7DM+nvh57mRT7a69l0nvsGCqzYWGI1aOP4nf2eo2jjz/Ofc+pqdjLfj/I1kMPyeCMQPSePSyQpKTgPurreS9TBXHECAZTZ8/i36Xq04IFAFhE6Mjyl5DAtuPKSoCkhAT8bPx4ts4dPcoDQGJiICaQ4PLTT7z3+vTh96miAgSRSPSsWTyga8cOFhNoL9fUcJzI6jlwIAQdvx8xnj+f43TffVzh3LqVXQHt2yNOfj9i/957vJcnTuQBKkeP4v0kEel3vwPg9HrxPtLe69CBBSEzkkqi1G9o/dZyc93ZAiNwob0kYLEYZQnJxplX3sIPs7OZ4DVtCpLpdLLNl963Pn1g6yRhNv+SAAAgAElEQVRC9vjjOCOsVvz9zEzONyQKNW0K4aaqiucCkBNo3DgIcYEAzsW77mLx7o9/ZDFw61YeKtehA7saXC7kESIvEydyxe3AAc5fTZrgXT5/nl0zdO7074/eWZ8P7+Ojj+LdCA/HOUZk6PBhdsC0aAEXgteL/z78kMXAIUP4E0/Z2TjHQkLwjsyfD6JIVWoimR064Hp0zj77LPd633ijLDIRIYuPx7njcmHo3PLl7IDp2ZPFQFW8mzmTz9l167hNo1kzjpPXC9cM5ZuJE5kwFhezeEcWYBLXt27lczE1FTnQ58O59MILjDNE0rpnD3+HOzoavysJZ0uXMta57DLkG58PvyOJdw4HzjESbQ8f5nOxWTPk5Pp6YKcPPmCccfnlnA8zMuRv2TbCFSSrwdWo128tIQYXliv/nJE7aoLhtdlxfDgchn/OHPSlZmcjKYeGQtGbO5eTh0hSU1KYpNbUANiTOjh4MCfEw4dBFMLCkIxuugkHt8eDiholsJQUDMSprgYwePRRJAeLBfYfsvnt38+HfWwsklF5OYY4fP01X0+sjuXmgijE4Zt/xnXX4Z78fiRR6sGNiWEbbkUFiC0BjSFDUC3z+0FW5s4FcAkPRzLKz2cgRNXhtm0BPLxeJNGnn2Y78qhRUGgDATzXyZPxfEJDUf07exbP9h//YKDRrRuAh9sNYH/PPXiudjueK5HeXbuY/DRrBgBWWwuA98YbDEIGDGD1Pj0d1djQUPwe06aBPHs8APbUc9WyJUBIVRXu6fe/52rupElMejMy2JYdHY0KQnk5fvcvvmAi36ULV5uzs2Fto7iPGwdRgiqVRFbi4vDvFhXh93juOSb/Q4eyMp2dDUGCKghEUv1+KPS0l0U7YVERiBoRsMGDUfGkOBFwCQ/He5KTAxD3xhscpx498Mw8Hog+99+P/z+Rn2PHcL3du9m6m5R0EdwZVVUAMWTd7dmTQfjBg4h1SAiuN3069rLXC/BE+791a4D6mhoA9z/8gUH4pEk8COz4cbY0NmkCoaKsDODok0/Ypta+PVdFsrOx50nIGjMGe87vh5BDcUpIwPtZXKxX3YcNQwwCAbw7CxcC2IWGYl+fPQvgt3Il2z5TUvCc3W6cEUuW8PvZvz+Eh0AA8SLgHhGBCnp2Nu7p7be5mtujB+6J3s9HHmGSeuON8mdHfmPrN5ub9+83Crv2vjgvwRkZbWQvegQC6p497BCJjcVZnZeHffLZZ3KV/quv8P6VlEAkJTI0Zw6LD1u28DkZF4f9VFYGUvj880wY+/XDmeX1QgCh/BMWhtyWkcGzAOic7NED7Sc1Nfjv+eeZXF17LX/nOCMDRNpqxV69/36cGfX1EFDoDOjYEderq0M+mzcP74vNBtJLLoetWzn/tGmDs7G0FO/M228zuRo1CoJiIIBnuHAh3r2QEJyZp06x84DO6ubNQeqqq3FOPvAAzgw6A0jEOniQn2tCgnF69myIwmZtFt99h+daUoIzncSFG24AdggEIFDT9WJjQQSLi5Gj//xnPvv794dQ4PVCSCbxLSICRPzoUVxv9WquYHftihxNOEYkrePHM2k9dAhE2mrFWX7vvcjBtbWoqJOg2LEj/ndtLc4wyj92O+5p+3b8Djt38l5u0wZnY1kZ9uy777LoKlbYG/EKktXgatTrN5sQ/4+usj0HjPyeAw3/BSDgCosw8u5chMM9IwNA2m5H0rrrLgC82lqAVlKOiaTW1sIG9LvfMQju2xfg0utFtYTIQGQkKj+ZmQACL77ISbN7dyiK9fVIwnffDRBgsyGJp6fjeitWcM9KXBxsORUVSAh//KNRT0CArEZeL5LxlCm4lt2O5LVzJycYski1aQMFvKoKlZzFi5kwTZwIkuL3A9xQwoqMBAEuLAQJe+UVTsItW+L6bjd6jIgEWiwY3LB6NX62dCknzcREEIrCQiStP/2Jk+aQIVx9OnQIZJaqRbffDmDhcuE50udIkpKQeGtqAM7uu49J5YABIPY+H56rGKd77gFJdTpxT1QB694dSrTbDXBz//0AAQQsDh5Eov3uO9jorFY8wyefxP2cPYv7IxLYoQN+X48HYGTKFPwdUuv37MGeeO89Jtdt2uB3qq4GWHnySd57V12F6/h8EEpmzWKSet99AIBlZQAFJKqQdb2uDuDx5ps5ThMnIk4eDwAWkbakJK6qVFaiyiAQ28NPP4047d+Pd4jEhFtuwXOtqQEYof7N2FiIGNXVeJ8WLWIAOHgwQLLHAwJOlvuoKNwTvZ+vvy5X/j/+GH8nKwt7ma53/fWogng8iD9V3SMi8P8rKUGcnnySAWCXLtjL9fUAwlTVdjjwvCjuH3/MPd5t2nD1q6gIgJLez7FjMVTN5wMImzaNKzsLFgDUlpXhjCDy37w59wUePCiLKtdei3h7vQDWVCVPTIToUFKCZ/vKKywUDRqE94kI0B13cMVb7KH7Da/fem6uPpVr5A0ZfdEe7HWEogrodOIMnzkT7xUJNtu342x6803eNy1aYA8UFMhihNWKXLJ8OfbN3r1sfW/SBP+/M2f4/KFzvV07iIcuF/bIggUXXUnGVVehEkbEmazqsbEgdadOYR8+8wyqjiSsffIJ3uHjx7GvKf8uXAgRyudDxY4IY3Iy3oXKSpxpv/89X2/wYAh/Hg/yMJ0X4eHIE+npOOv+/ncWjbp3x/+urIRotGgRn1lz5+K5+v0QgmhoWlwcRC0ijC+8wO9W9+4gf/X1yJfTphkByr/Tp+MM8XiQS+jMatUKZ0RhIYj1E09w/r3uOpx9Ph9y6bRpTOx/9zvEqa4OYiPFScwTGRl4v8PDjYsCKF3v229ZXIiPh0MpKwt7TCStI0ciV9fV4YwmN5XDATJ6/DjHifJE06bI4aWlILWLF7NYftllONfdbpyBJO5FROB3PXiQZ20QTgragINkNbj+/fVbT4j/F1aABkV07XpRra6ITTTy/vwiEtTbb3P/RWQkDuyzZ3HIL1rEB2zHjgCg1dUYJkDVDocDlsatW3G9V15hhbt1ayjKZWU40B96iJMQKbG1tVDBJ0wA8Ai9AEqyslC1euIJHnKRkoKkVl4Oi9D11yMJWq1G6eWXg3hVVyNxkTUsMRF2sPx8JPclSzgJDRyIpFFfD6Axaxb+fSLKBw8CbD//PBNb0Qq0axdICCXCwYMB2quqoPCShSkqCiQ8MxO/+wsvcBLq0gUxcLmg4t51F1esrrkGCb+iAiCMAIvYZ3TkCOJEpK1bN8SpogKAhezVDgfAx65dSMb/+Aer9q1a4R7Ly3G9Rx5hADRyJCoGNTW4pyuvBFiw20FWjh2DyPDEE1yJaNmSiUJaGkDKhTgZ11yDZ11bC8BCoI7idPYsAMjTTzOg6tsXYKG2Fr/LtGm4HyJge/ciHs89xwp3fDxA4rlz+Pmtt3Kchg/HvdTUgLQRWIiKAlk/fhwg429/Y0DVqRNiUFODmNx2G5PAq67CfVZUGCfuv5+JKIHEU6cQezFOPXuCZFZU4HlQTxXFafduJrY0CKRFC9xjeTlEiwcf5Mri4MEA3zU1AMuk2ttsAPaHD2O/PPEEP9c2bfCcCwtxTzNmAIQRCVy7livhBMISEhCnc+fwfj71FAsavXqholxbi3dx8mRcj/byjh0g+c8/z4JBYiLOhbw8EOnbb+c4jRyJs6GuDvdG9ySKKufPI060l9u1w3OtqYF4MW8e/v8WC6yfa9fimb/xBu+9yEjEU/wUyG98/f8lN7srqozsKbMNfxi+0Rqw2Yy8QSOM4g1bcE48+iifVYMGMalYuZL7tUNC8A5s3Yr98oc/yGfVH/+Iax0+jFxms+EdGD8e+6+2FuIGnedJSajWZmbinHjmGb5et258nm/bhn+X3qmrr8a7Xl4OtwvlFDqrjh+HAEXzDywWiC/vvoucsmED592YGBBa8Tyndyo1FXm4shJ5/K67mFSPGIEzr7paFjcjI0GU9u0DuRerpt26QcwtLoa4Q4QxPBzC4tq1eEaffsrtAsnJF8+WHV98IeeUfv1w9judwBKUoyhOmzbhuS5ZwqJZ69aI0+nTyDm33IL/v92Os+Xrr/ncIatvXBz2x8mTyEXPPMNYonNnPLPqavx7N9zAZ9WECdg/lZUQNwnPJCTguWRm4ve49145p7z/PuK0aRP3MtNZtW8f/i017z73HPBRejpwD8Vp2LD/r70zj47quPL/t3qV1FJrNxKIXWA2s2MbMEvAOF5Y4pjYJHES5+dM5mSZLJOZZLKMJ57MTMZJJr/Eieck+TlOYieOVzAYsI1YBIjFmEVsxoAAAQIJbQgttJburt8fXxX1JCFBsEN30P2coyPU71W9W/dW3aXeew39bn09/Zl5XSlOkWJViGtulIB4I1KxqkCfnDBVt7rbHTCgW4YO02XPvcQ7jg8/bB3jqFG8k3HyJB8zNUHZ52Pw3rCByel//IdNTPPy+HdZGXddP/c5G9zuuIPB48wZPs5oEl23m/298w6D3he+YIvh/v2ZSB8/zt3hefMYEF0uBvlly5hoOIN8ZiaDYEmJ3vm//8tAYt7HGzeOwbi8nL/nzmV/SnG3duNGW5iZAJaRwQB0+DB3X++/3wawO+5ggK2oYDJi/nuQ5GTusO/ZwyD62GM2cTEFfnk59XH//fbO3Zw5LLyOH2cBbgJYUhIT7H37GPQ+9SlrpzFjmIScPs2CxBRZPh/vCG3cyKD2ox91vLvwgx/QTm++yb7NHVazw1tWRjlNkeV2swjcupVB9otftHYaNIiFaElJx7uoLhcD9IoVtNNTT9k7bRkZ3FkuKWGfX/mKTUJGjeLmwtmzDPazZ7M/UwQWFDA5+OY3rV6zsnhn98ABflOuuTtnCpznnmOy87vf2bkXCDBp27uX7b73Pfuo1aBBTMbOnuXcW7iwo92XLbN2MglhIMACeMcOJqWPPGKLorFj+V5mRQWTXVNkGTtt3swC/0c/snO5Tx/q9fRpbuJ88pN202L8eI7p9Gna3xRZXi/n1MaNLPS+9CVrpyFDmJydPMl5Nn++TcLnz+dn5eUswE2CmZbGwvHoUY7pi1+0GzvDh7PAO3OGd5vMo/NKcW2tWsVk+1vfssXwTTfR7gcP0uc89JBNws3dispKjs08upiUxGS9uJg/3/qWfR+1f3/q7MwZ3u2+7z7OVVOovPhiVzulpDAJ3LaNGwCPPmrtNG4cx2S+lfUG4oaLzZGI1o8/rpuT6buiaH9EeNFDuuHgIdrR3FnLyaF/ePtt+vKvf91uEo0dS/9dWcl17fRf8+ezSDl6lAWtiXUZGfRZe/Zw7S5c2HHe/eIXnJPPPmvjQmoqN0AKCuiTH3vMPoExbBj9TVkZ14XZJALoK154gcf+53/se9XG3xQV0Sd/4hO2UBoxgq/QnDjBMZlize/nRuHSpVzrP/lJx7uZjz9O/ezcaZ8uMGN65hn68d/+1uYDXi9lXbOGa9oZv/PyuIn13nvMB8xGgculayZP5iZueTl1b+JCdjb9w86dlOMf/9EWtKNGsbCrrOQdyw9/2Mbve+7hmI4e5Z1lc1c3I4Mbgrt2cb0vXky7mqL/l7+kj3/+eVukp6bS36xfTzt9//s2zgwaxGLy7FmO6cEHrf+aMYMxuLSUm29m7gUCjAWbNjGGO5+qGjnS2un11zs+2fLQQ9wQKS+n3Y3/ysnh3DHf2hynSLEqxDU3XED8G6fpSIk+fs9HdWNC4FKB2pgY0DUPLGGQ/f73bbAKBpm8FxUx4f/7v7cBfcQIOsx9+/iI0MyZtoCYN4+Pz2zYwMLOBODkZDrmoiImoffcYwP6hAnsb/duJpsmACckMOi+9RbbfeMb9k7RgAEMpnv3MmDee691+lOnMjHYto3JrCnMvF4WLgUFDGaLFzNgA3T+jz3GQvmppzoW0AsWsJjctYtFjAl+zmD60ku822oK8rFjmejv2sXk2DxOpBQD9YoVLA4fecQWhyaJ2rKFhZQpYkyS8rvfsZD64Q9t8WrstGULi5jPf94+Upmfz02GvXtZxJiE3xQDL73EQuZLX7LFYTDIpGf9ehaqzoR/0iQWrQcP8rd5/9G5g75xI5MK552Jxx5jIvf000wqTOI1aRJtt317x6LD72cxvHo19fTggzbxGjaMj08VF3e862/s9OqrtOG//Zudy+bu3M6dTPQWL7aJ18iRTCaNnUyi5HJxLr/yCsf12c9aO/Xty/fhtm5lIWU2OgA+Mv2HP1DnP/6xveuZnKz15z+vdz35JBORz37WbpyYpGfPHm62mEdVAY7vueeY3Hz5y3b+p6WxyCoooIwLFli9Tp7MMR04wLlsNhn8fq6nggKuz69+1d7Bz8nh3N6zh3dq7rzT2n3MGOp6+3beMTJ2MknU8uUsRj/+cWun4cNZDO/fz3lrNk6MnZYuZbHw3e92vIP0ta/Rfs8/z0Lb9Dd0KHVj7GR8hNvN9fT887yz9Oij1k79+nETY+dOFqomoTV2evZZzqMnnrAFeSDAxHzHjrh/D+z9cCPH5rOvvK5P3TLl0ncuRAEdHTCQPuG11/hIr4kVQ4dyDr79NjfFjE/zehmjnnmGcek737GbLP37c/1v2sQ7oQ8+aPubOJFFz8GDnK9m48jj4ZMEr7zCePbpT9uniHJyuBY3b2aBY4o/pVj0PPkk5+kPf2h9WnY2/f4bb1AO52bwiBH0Pfv3cy2b4tRsHD37LNv8wz9Yv5+ayrVTUMCC1hRKZjPsv/6LenjySevTgkH6k1dfpf6+9rWOPu3xx9nmxRcZn01hOHUq/cmOHVp/73v6otFrYiJj6OuvMzYuWmSLv/x82mnHDtrExGe/n/7k97+njv71X218zsnh+t+6lbHkoYdsvB87ljHR+Gljd4+H/b34IjeDnZuCubnWTs5NRqX4VMYvfsH+nnii4xM8X/wi9bpxY0c75edbH/nrX9tXqZSif3rmGcb1L3zBbgqmpdFOa9ZQT/fey/N/9rMYr7qeudpiVfHc+GHy5Ml6586dsRZD+CtTWFiI2bNnx1qMXk3drn3Akz9H2rq3oM+cgQLQ5vagfOwUBD79SWSerwRefx3Ys4cN5s4FPv5xICEBWL0aWLUKuHABSEoC7r8fWLQIOHUKePVVYNs2thkzBnjgAeCWW/jZiy8CZWXsY/58tvH7gZUrgaVLgcZGYMAA4BOfAKZOBd57j8e2bAGiUX728MNAVhawdi3lq6gAPB5g4UJe6/x5YNkyoLAQiESAgQP5+bRpQHExZTh6FHC7gXnzcHj0aNw8YwbH9PLLbJ+dDSxZAsyZA5w5w2Nr1wKtrcC4cZRh8GCgqAhYvhw4cQJQCrj7brYLh/n5W28BLS3s7yMfAebN47VffpmyAMD06cDHPsb+1q8HXngBOHcOCAYp9z33AE1NwBtvUBcXLwLDhlGG8eOBd94BVqwA9u1jfzNnAp/8JBAIUO6VK4H6eiA52eq8vBx45RVg61a2GTcOWLwYGDuWdvrzn4GTJzvaye0GCgpo3/p6oF8/XmfaNODQIdpi2zamMVOmAJ/6FNCnD9usWAFUVgI+H3DXXcCDD9LWy5ZxzJEIMGQIZbjtNmD/furhvfd43bvuAj76USAzE1i3jjasruY8WLKEc/PUKc7JwkLaadQo4NOfpq42baI9Sktppw99iPoD+Pmbb9JOffrwOjNnsr8XXwR27+Z5M2ZQvsGDgc2bgeef59xISaGd7ruP62H1amDNGo5v8GDKYOy0fDlw8CD7u/12HgsGgdWrEV6+HJ6mJiA1FViwAPjwh4HaWs6VoiK2GT+euhs7Fnj7bcpw7BjX0IIFnGMAdf7662yfm0s73XEHr71iBdsauz/yCG1ZUAC89hpQVUW733UX+wuHafO1a2mn/HzKcPvttNOf/wwcOGDt9MADHENhIdtVVADp6fQdxk4rVwIbN7LvYcOAz34WuPlm2um11zj33G7aYckSju+112in5maOafFi2rG0lHNlxw5rpwcfpB/ZupXHTp7keli8mHaqq+NcKSjgeurfH/jMZ4BJk2inZcs4pwFg8mTg0Ufpk4LBD8j7xi+9ITbrSASnnvg50p/+FYKlJYDWiCqFcwOHo/Xe+9B3xGB4V75OXxOJMI4tWQKMHEkf9/LLnFMeD3DnnYx/fj/9xdq1QFsbkJNDvzl3LmPeH/4A7N0LuFz0mQsWAMOHc23/6U92nTzwANu0tXEerlpFfzZkCOfglCmMHS+/zHWnFOf8Aw/QH772Gn2Q05fccw990x//aH3++PGMmRMn0sc99xzjmIkTd99NP7BqFeVobAT69qUeZs+2cWz7dvY3aRLX3cCB9H/LlwM1NUBiIq+/YAFjw/PPU0cAfcmiRYyBR44Azz4LvPsudTlvHo7k52P4zJlcpy+9xP6ysnidu+6izl59lXaKRmmfhx4CRo9mzvDqq8Dp07TT3Ln0Zykp7GvVKto2N5cyzJnD/p57jj7A7aZe58+njyoqsj4/GKQvuftuIBSyOm9p4fiXLAFuvZX2fuUVjkkpjvOjH6Uely2jLw6FaHej86YmzoeNG61eFyygvYqLacOSEup14ULg3ntpp5UrrZ1ycqijGTOYc6SmXvc1drUopXZprSdf8TwpVoVY0BsCYrwRaW5B2c9/Bfef/oiswwfgb22GAuhER49G/e13ICXaCrV6NZ22CaozZ9LBFxUxyLS0MGDMn88g3tRER/nOO7zQ+PEMTpmZdNIFBQwYXi8DzPTpTFI3bGCfbW10pvffzwLj5EkGktJS9jduHBOCm25iQvrmm7xmSgqd+6RJDFRvvMH+tGYSMH8+kJfHAFxQwMLH5QJmzWKS6/EAW7Ygsm4d3M3NLLoXLaL8lZW8jikshg7ltQYOZFG4ahWLWr+fQe6OO9j3+vUcVzjMay9cyCSjspIymMJ/6lQGkZQUjmntWvbn8zGZvu02oKGBQX/nTo4pJ4eBacQIBvaVK62d7riDYwoEqIM1a5jUZ2Ux0I0axSBWUGCTlbFjea2sLCY9a9YwELvd1PeMGdZOW7bw38Eg+xs7lgnYypXUL0A73Hkn7b5zJ4N3YyPHeM89PB6JcKyFhbRZfj511K8fi66CAiZBSnHezZ1LOxUVUY5QyBbQkyezYF29mvMMoN0//GEWHwcP2oLN76ds06ZRxxs28Fptbbz2okW0cXk5Ex9jp1tvZX/GTgUFTPo8Hs6H6dM5xjVr7Pzv14/Hhg/nmFauBM6etcnP7NnU45YtnLMXLwKZmSifMgW5c+dyI2D9etpJa66x+fNpp337eC1j9w99iP1Fo5R7yxbqOD2dco8fz2uvXAkcP075pkyhLrKymKSuXMkxJSdzPkycSL1s2kQ5wmHO4YULqdcjR6gH09/06ZzLfj/bbNjAuZeUxM9vv502WL3arqeRIylfv352o6Oq6lKSiqlT6S+2bLEbCX370k75+Zyna9faDZoJE7g2gkFrp/p62mnOHK75UIibR8ZO/fuzzZAh9DnLl9v5P2sWE9tFi1j09iJ6XWyur0frv/8AF3/7e6TWVUMB0AAaUtLROuU2ZI0ZDuzaxbkIcFNl3jxuRJ06ZTfBzFybPZv+a9curm9TNN53H2NZTQ3XsNmsHDqU67tvX/qdVavo+71e6y9cLvrM9eu51vPyGEtHj2ZsWbmSa8sUrnPmcP0dOMBjtbUsbu6+m2ursdH6mGiU63D+fMpy6BBlqKxkf7feyvEmJfH8N9+kT8jI4OeTJnGtOdfWlCn03VlZ9OcrVtC3er30PbNn08cUFVGO1lbGjfvuo787cYLXMbHlllsoe2YmfdaKFfQxycn0gdOn00esX08fpDVj3p13MmafPk0fc+yYzQHuuovje+edjjnFvfdyTOfO0Y8YHzN0KI+Z2LJ0Ke3k81Hns2bRd2zezHZmo3zePPq7qirqdf9+9jd1KuNiQkJHO5mNwmnT2P+GDXYTuG9f6mjYMOp16VLOJ5eLdrrzTuYAO3bY4vmJJ4BvfvM6LKRrQ4pVIa7pdQExRtSu24SMF/8IrFkDffIUFDQ0gJAvAQ0DhsB383Ckh0MMhC0tTPZmzaJDDoXo9EyCOWgQg0JqKpO7zZsZpAAmixMn0vnv3GkDcWoq2wwYwHMLC5k8AwxAEyYAaWkM9uvWMWAkJtL5DxlCh19czAAVibBgmzWLQbC8nDJUVbG/0aPpsP1+Bpi332abxEQGhvx8jnHTJhsEhw7FuUGD0GfkSMq1bh0Td6+XwWLECAaCd99lwGhtZZCePZs7srW1TGJOnbrUH6ZNYxA9fJjHWlqYyEyeTBkBBn1z5yY3l21yc1l8rVvHMZlEYcwYBrCSEsoeCjGozppFvV68yN3t995jf3l5LPTS0znOzZsZ9AAmSxMnUp5du+xdw/R0Frz9+jGR2bCBibux08SJvGZZGROC+nrKNHMmx9zWxv6KixlUs7Opo5tuop02bmRQBZjs3XYb7bJ/v7VTIEA9DB5MPRcVccwAbXfbbdS9KfxrazkOp50OHOCcbW3lvJo9mwH+/HnqoayM/Q0YQNmTkxn0i4poJ6+X17n5Zup/+3b2CbCf6dM5B2traaeKiq52OnqUdm9q4phmz2bS0tTEOXTkCPszczkzEygtRXjDBnhCIfY3YQL17vfTRrt2Ua+ZmbRTXh7tVFjItQhwA2HiRF6zrIxzxWyozJhBHYbDXJ9797K/jAwme3360E6bNnW005Qp1NH+/dRFJMK/p0/n+mxpoe7MmIyd0tM5hzdsoL3c7o522rePSaLZAJk9m2M6f54ymLnXvz/Hm5bGaxg7+Xxc08OH87y337ZJZd++bNOnD9fy+vXUh1Jcg2PHsv2RI1yHoZBN5D/yESaDmZndeNQbn94cmy+WnUXFD3+KpFUrkHX6ODzRCABAe72o6jMA7sEDkeqKwrPjbc4bj4ebMWbTdts267Oys+lj+vRh4VNYaAuLCRP443bz/M2brc+aM4d+uL6ea5mes8IAABgySURBVNXE34ED6S8CARZfRUV8QsDM6wkTrB82ayEYpAwDBtBnbdpk4+/IkVyrSUn0IYWF1mfNnMn1HQpx7Ts3TD/0IfqNigr6uYoK9jdmDPsD6DN37qS/SEjgehw2jHGoqMhuRA8aRL+Qns41X1jIMfn9wO2340xqKvrl5DBWbttGf5GezkLYxMvt2208z8/ntbxeFqZbt7Ko9Xgo25gx/Hv7dsZngPaZMYO/KysZqyor2WbSJG74KcX+Nm2i/0lJoZ3696eP2bPHxom8PPozp53q69nHxIn8iURop7172SY1lTIMHEgfWFRkc4pbbqEfTkjgZxs3Uo8JCZRhyBDmAE47ZWfTTunpwOc+x/kRp0ixKsQ1vTkg/rVorqrBuV//DnjjDQQP7UewrgZuHb10vCUrGxez+iDF74Hn0LsMjgCd3bBhDKJHj9pgGwjQuWdn0xkWFzPgAQwyw4bRYdbU0PGaomzsWCaM4TD7Mv2lpfFYair7KS5mcAR4/qhRTCJLS+2dMp+PBV5ODgPx/v0M/KbNiBFMni9coKNuamJQGDOGgUQpBuJ33+UOciDAgi0zk8n+3r12TNnZDAxJSUxu9+1jG6UoW14ezzt0yAaSjAzKl5HBALJrF2UBmOwPHkydnD1L2dvaGIjHjWNwDIWYjJSXs016Oo+lpHCcxcXWTvn5tr+SEtoK4LmjR7MwDIXYxhTwxk6JiQzsxcW0pdtNW/TrR5mOHLEBPzmZMmRkMHDu2WPtlJfHcfn9He3k91PnubnWTiYpys1lYpSSwkRkzx67yTFmjL1zVVpK3WrNeTV+PG3S0EA7nT/P87Ky2C45mdfYu5fB3+WiHvLy2Mfhw3ZMmZk8lpbG8e/ebe0+fDjXgMfDhGn/fs5dr5d6yMlhgnPggE3MgkHKl5rKxGbPHmun4cOZdJiEySRFKSl2PTU3U24zlwcNQk1WFjL79mV/e/fSli4X52ReHmU6fNgmeklJlCEzk7rZvZtjA3j9oUNp91OnKLvWtNPYsRxTOMy5Z+Zybi7XU0oK+9u3z87lUaM4l7TmHVUzJp+PSfJNN9FOxcW0McD5ffPN1JXTTm63tRPAvo4ds3YaM4Z2amykLSoreWzYMNrJ62USeOCA7W/cOPqD5uaOPiI1lf2lp3P+795NOynFNjNnMuEzd44Eic3t6EgEek0BXE//P7SuL4S3rvbSXdc2twdNaZlI7pMFb0sz14TWnLfjx3PONzTQnxmfkZfHee/x0N8fPMiY2f5kEwYO5Jo/epTzG6CPMxu6nWOmidtOv2U2/caNo58MhejbzYbWTTdRPr+fMeLAAa4zgH4rP5/r48QJuyb9fuuL6+u5jo1fyM2l7AkJHOe+fWzv89FvmXhw/LiNV2lpLAIDAfqZAwesbx80iLEiGgXKyqAPHYKKRjvGq6YmjrW6mm0yMjje5GR+tncv/aDLRb9l4ovJA7Smj5s0iXaqr+dGr7FTbi5ld9rJ+Axjp5YW9mViXHIydZSebn2niXH5+fxxu2mnAwfoexMTWbhmZlLekhLr2zMzafeEBGsnY/fhw+nbIxHq1MQ4Yyfji/fvZ272058CX//6tS+EvzJSrApxjQTE90fo7DlUL12BtnWF6F+yH94Tx6GbmvhYL4CIcqE5MQCdnIwkF+CqaC+GPB4GhNRUBpGyMpu0JyfzmN9Ph1tayqAB0AH27ct/l5XZQOHxsCjMyGBgPH6cCSPAz/r1o8OtrbUBXSk6/IwM9l9ebpPLxEQWZElJdPalpbYIyMjgtVwuBhZT4AH8PDub55aW2gCcksJjpr9jx+jkASYPN92EhoYGpDQ32wTB56MegkEGiJMnbRGQmmoLkaoqm+gDLAByczmmkydt0p6QwDbJyezn2DE7ppwc/rjd1PmJE9SR200Z0tMZGE+ftv0FAtTR5eyUmclxKcXAaIpWj4cypKXRPseP015Gr3l57K+ujvKZIn3gQPYZDlPfpnDw+ylDcjL1euIE55NTRybYGzspRVuY/kpL7R3flBQmFUlJ/OzYMdtfu50A8Prm7qjXSxmCQer1xAk7ppQUyuDzca467dS3L/vTmp+bRCkxkW1SUmh351x22qm2lvY1SdSgQdRrays/N0lKUhKPJSZ2tVNWFteGy8XxGDt5vZQhNZV2P3HCJimZmWzj8zFZPHGCegR4HaPXM2fs+vT5mNR2Z6cBA3jNigqbeLlc/Dwjg+c6xxQM8lhiItfY8eOU02knrTuuT4+HdkpN5VhKS62dkpJ4LCGBMpukGuBYs7PZ3+nT1k857WR8jlmfffpwDbrdTNROnrTraeJE3pmaOZN3X9LTIXRFYvPlCZ09h4qfPAnP+nVIPXYYKY11l+KtBtDsT0QkKQAvovDVnYcyuXW/fpyX4TDnoyn0jP9KSeFaKi21a8k5j43/0pprMz/f+gdn/DZrye/nNU6etP4hO5tydF5LLhfbpKdzDZWW2rWUlkZ/7fMxLjj7GzKEbcJhrnUTv30+FlKBAP34yZPWh6an03co1THmA1zPWVk2frfHhXBCAjxm061zPjBgANsAHeOC200dmfh9+rSNM8nJdsO3qoq+0tgpN5c+PhKhvk289fmsnTr7LxMXXC76G2MnpaiH9HSOv6zMxpmEBOovIYGfnT7d1U5AxzzLaadQiHo1OY6J315vVzsNHgx8+9vA3/1d5+kcN0ixKsQ1EhCvjuYqvt+SsLUIze/sQvOREiQ31MEdjXQIlMrnQ9Tvh25thdsEPIBBLRikA66stE7M46Gj9/vpTJ2BIyWFgQqg8zOOHmCbQICBsrLSJt8eDx2t18tAaQIywPNNYlhdbYOXy8X+EhMZgM6ds/0lJdEJu928vgmuAD9PSWEiXV1tg5fLRRkSErq28ft5LRNUTEAG0BoMwpeezn4qK20x6/ezAPB6eb4pKADqJxikvDU1NngpRRkSE7u28XiYzHs8DFJOvaalcUzRKNuYMRm9+nzU+blzNrgmJ1u9nj9vg1dPdnK7bX/19TYgG7ubL2K4WjslJlJHLlfX/tLTrZ1qauyYlKIeEhIos3nsFOBnxu61tbZQA3id5GTO4cpKW3Q57dTUZAM8wPGkptKmNTV2TAD1kJTU1U4+n+2vrs4Was4xRaMddeRcT6EQjxkdOe3U3ZhaWqDPnbMJrttt+7ucncz6rK62c6+znaqq7HrvyU5paXbzqqrK6lUp9peU1NVOiYnWTp3nspl74TDlM/7I2MnjoQ6c/QWDlONydjL9hUJ2s6SznTr7nCFDeJdh/Hg+oj1tGvUmXBGJzVeHbmuDKigAli5F3dpCJJ45DV+4tUNchscD5fMhEonC3eKY0yZ+RCL0CWYNu90sVL3ern4kMZFrQWuuX6e/N/2ZdW9imPH3fn/XNez0I8744YyjLS2UwfgRn4/H3O7L+6X0dOtHTBvAxkQzJuPnnH7JuYbbfU/I5UKi2XgyfsTEUa+365gCAfolo1enH8nMtDGxqsrq1eejXr3ernmD098747zbTRl8vq528vvtJltdXUd/b+zUWUdOO3WOYcGgjctOOznj6OXsZPKdr3wF+Od/RrxytcWq53oIIwjC5Qk3XUTrtu1I2rsHbfv24dyug0isLEdi/Xn4W0JIcJzrB+CDgnYpaCgohkMGx2gULqXo9JxcuECH7ffzmHFmJuFPSqLT83jssYYGBr2EBHuHzQQXkxy73WxjChDTXyDQtU1Tk3381Uk0atu43XSsxuFfvMg2iYl2R9kcM0HI4+Hnzv6qqtgf0LGNKdpMfw589fW8ltdLOUygN22SkuzdGXOsro4y+Hwdx6S1lcHYw7QJh1noGR05qaujXn0+tjOYNklJHI/Tho2NVq+d+3Paye22x82mRXJyVzs1NHBMCQkdZTB6TUrqavdQiPIlJnbt7/x5+2i4sz+trQyd7dTc3FHnTkyy0Nnune3knMsXLth3HJ0yABxTcnLX+W82LQIBazvD+fOUwevt+Llz/hu7mzEZOyUkXH5Mzc2A2w3tckGZ60Uidh6ZnXqnnVpa2J+TznZy6sjYKSmJsjr7q6vjmDvrVWvOo8utJ6fdO+uouprrt7Pde1pPzjXYGbMp4HLxuCmmW1upv1Gj+A6bKU7HjYvrb78UbgyU18sv3Ln3XrSXfGg6WYaaV5YjvHETUo4cQnZNOXD+PNyONaIB6LoL0PUNcEN38N3a7QYaG+kHLl7s6i8uXODaM2sA4BoLh+mbmpo6xgK3m+c3NHQsmpTiecY/Oje43W6ut6YmyuDsz+Wy/sfZBuhYnDl9gsfDc0MhHnOOSSnbn7OwdLuBlhZ4w2Eec/bnclmfaopHpwwXLlBuZ7HsdtNftLZ21ZHLZXMUxyb2pVhrYrNT5y4Xz62v76hXc6y+/vJtTH+ddXStdjI6vZydGht5vrOY/xvmqu6sKqXuBvBzAG4AT2ut/7vTcT+AZwFMAlAD4CGtdWn7sW8DeBRABMBXtNZv9XQtubPaO7iRd29b6+rRcPgomo8eR1vJcQTOnEJ2LR+zqzlRBl/DBfhbmuGJtEEBcKbQztXYKbWm4zLOqzMmybzcMZM4d17rPfXndvP87q51uc+vJJ/539mutr+exnStMlymPw1Adaeja9FrT/L9LdipO/mudUydi5n3I8P1stO16Px62ula+rsWO72f/v5SO3k8/LzzMfNoYX4+39Ezv4cN4+NvnTfohPfFjRybY0X9sVLUvrwc0aLN8B8rQWLVOSQ3XYCvOdTl3J5yAN2++aP+El8GdL++rzUeuVzd99ddnO8pFnTTn3a5oC7X33WUodv+empjNum6s9NfKp/LxT4vd+xKMfbhh/nfJsUpH9idVaWUG8BTAOYBKAPwjlJqhdb6XcdpjwI4r7XOV0otAfAEgIeUUqMALAEwGkBfAGuVUsO11t1ERUGIEa2tQHU16s9WIlRZjXDteURqziNSUw1/TTX6tjUC1dU4d6oCuHAB7lAT3KEQvC3N8LW1wBeNAOEwNAAfgO6+S/JK3zHZpUB10p2DA7oPUkD3SWhP/XXXpqdrXat83R27ljbXIIMCuh/vtei1p3a9zU7XMqZr6e+DttO16Px62ul6zb0Pur/ObTwePvY4cCDfj8vL4ztbnX9LQSr8DRMcOgjBf/kqgK92PVhRgbNvFqJ5xw6oQ4fgP3sGvrpaJF9sQEJrM3SrfbT4skWq4XKbsOaPTnd2VTdtOtCTn/sg/XAP/amefON1kqFH/9xTf91xveKbiR/mi7L+xrmax4BvBVCitT4OAEqpFwAsAuAsVhcB+H77v18B8EullGr//AWtdQuAE0qpkvb+tn0w4scApdDWzSEv6AjCPRwPo+POWefj3fUd6+MKnCzXetwF3pY345/e6Vzn8e7au3o4biZy52VrnLJ5uK073Zvzgu0/3dGnh2POfgRBEHoNSvGx5KQk++5zejrfw+rfnwVpVhb/Nr+zs/k+VufHswWhN5GTg76PLAEeWXLZwwp8WuvC7r24WLwfkZISqIpzSGuqQ3qoAZGqatSfq4av+SK8ba1wR8JQWnebi8hq62WY/1f9b5yrKVb7ATjt+LsMwG3dnaO1DiulLoA3kfoB2N6pbb9rljZOuMxbNZdQVzh+JYX31PZGOH6l8b/f41fafxdHLQhCr8A8BmYeVzPvPJv3jj0evu+ckMB3TwMBFpqBAIvOQIBfCJKezi8nycjgO76BgP0xhal5910QhA8cX1oQ2XNmAHNmdDnmBtDt91pfvIhw2RnUHj+N1vIKhCvOIVpZBX3hArLCIaQ2N6Kl5jxqztXCHWqCp7kZ7uYQXOE2JCIKbzSCSFsYkXAELh0F2r/Y0fnT04uE4hHigDj7Et1r5WqK1cvNt86j7+6cq2kLpdTnAXweAPr06YPCwsKrECs23AFZgIIgCD0WJ1c61n5cd/7c8Vt3/szRp3Z+EZBSfJfL8RsA4HLZz8357b+1293xmMsFbc43/24v7LRSPN/8tL8/FPV6oT0enuv83X5e1OuF9noRdbuB9t/mb+3x8N/tfUS9Xlxsa4M/GAQ8HntO+7Foe3Gp22W7JGP7Zx2+GOmvTSTCLxCpr+/430cJNwSNjY1xnYMJ10CCCxjclz/tnO7h9A+MaBRoa0OkpRWqtQ1oC0O3hYHWViRF21gMX2xBcwuPudraoFp5bqorjMjFJrjgRnOoDSoShischqu1Da5wC4KuKNzRKNpawmhtiwBtEbiiPAfRKFJUmMfbImgLR6GiEbgjLLgR1Qi4olDRKNrCUUQi/LdLR6A05fYr3p2ORDSi0SiU5vu7KhqFgr5UPEWjGlENfuFl+zGl9aUbJzqqYb4bSDkCnssFQGvoqL4UCJUjIirVflx3/NxJT5sFJlo25uZizw2wnq+mWC0D0N/xdx6As92cU6aU8gBIBVB7lW2htf4NgN8A/IKluH65/wbZpYg18iUOQrwgc1GIBwoLCzFN5qEQY8QfCvGCzMX3TyqA2bEW4gPgarZj3wEwTCk1WCnlA78waUWnc1YA+Ez7vxcDWK+5lbACwBKllF8pNRjAMAA7PhjRBUEQBEEQBEEQhBuVK95ZbX8H9csA3gIfj39Ga31QKfXvAHZqrVcA+C2A59q/QKkWLGjRft5L4JcxhQF8Sb4JWBAEQRAEQRAEQbgSV/MYMLTWqwGs7vTZY45/NwP4WDdt/xPAf74PGQVBEARBEARBEIRexnX8VgZBEARBEARBEARBuDqkWBUEQRAEQRAEQRDiDilWBUEQBEEQBEEQhLhDilVBEARBEARBEAQh7pBiVRAEQRAEQRAEQYg7pFgVBEEQBEEQBEEQ4g4pVgVBEARBEARBEIS4Q4pVQRAEQRAEQRAEIe6QYlUQBEEQBEEQBEGIO6RYFQRBEARBEARBEOIOKVYFQRAEQRAEQRCEuEOKVUEQBEEQBEEQBCHukGJVEARBEARBEARBiDukWBUEQRAEQRAEQRDiDilWBUEQBEEQBEEQhLhDilVBEARBEARBEAQh7pBiVRAEQRAEQRAEQYg7lNY61jJ0QClVBeBkrOUQ/upkAaiOtRCCAJmLQnwg81CIB2QeCvGCzMUbn4Fa6+wrnRR3xarQO1BK7dRaT461HIIgc1GIB2QeCvGAzEMhXpC5KBjkMWBBEARBEARBEAQh7pBiVRAEQRAEQRAEQYg7pFgVYsVvYi2AILQjc1GIB2QeCvGAzEMhXpC5KACQd1YFQRAEQRAEQRCEOETurAqCIAiCIAiCIAhxhxSrQsxRSv2TUkorpbJiLYvQ+1BK/Vgp9Z5Sap9SaplSKi3WMgm9B6XU3Uqpw0qpEqXUv8RaHqF3opTqr5TaoJQ6pJQ6qJT6aqxlEnovSim3UmqPUmplrGURYo8Uq0JMUUr1BzAPwKlYyyL0WgoAjNFajwVwBMC3YyyP0EtQSrkBPAXgHgCjAHxcKTUqtlIJvZQwgG9orUcCuB3Al2QuCjHkqwAOxVoIIT6QYlWINf8XwDcByMvTQkzQWq/RWofb/9wOIC+W8gi9ilsBlGitj2utWwG8AGBRjGUSeiFa63Kt9e72fzeAhUK/2Eol9EaUUnkA7gPwdKxlEeIDKVaFmKGUWgjgjNZ6b6xlEYR2/g+AN2IthNBr6AfgtOPvMkiBIMQYpdQgABMAvB1bSYReys/AmxjRWAsixAeeWAsg3NgopdYCyLnMoe8C+A6Au66vREJvpKd5qLVe3n7Od8FH4f50PWUTejXqMp/JUyZCzFBKJQN4FcDXtNb1sZZH6F0opeYDqNRa71JKzY61PEJ8IMWq8FdFa33n5T5XSt0CYDCAvUopgI9e7lZK3aq1rriOIgq9gO7moUEp9RkA8wHM1fL/eQnXjzIA/R1/5wE4GyNZhF6OUsoLFqp/0lovjbU8Qq9kOoCFSql7ASQACCql/qi1fjjGcgkxRP6fVSEuUEqVApista6OtSxC70IpdTeAnwKYpbWuirU8Qu9BKeUBv9RrLoAzAN4B8Amt9cGYCib0OhR3jf8AoFZr/bVYyyMI7XdW/0lrPT/WsgixRd5ZFQSht/NLACkACpRSxUqpX8VaIKF30P7FXl8G8Bb4hTYvSaEqxIjpAD4FYE67Hyxuv7slCIIQU+TOqiAIgiAIgiAIghB3yJ1VQRAEQRAEQRAEIe6QYlUQBEEQBEEQBEGIO6RYFQRBEARBEARBEOIOKVYFQRAEQRAEQRCEuEOKVUEQBEEQBEEQBCHukGJVEARBEARBEARBiDukWBUEQRAEQRAEQRDiDilWBUEQBEEQBEEQhLjj/wPF5CzZCSJojAAAAABJRU5ErkJggg==\n",
"text/plain": "<Figure size 1152x648 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 正規分布間のKL情報量を導出"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "自己情報量の差$- \\log{q} - (-\\log{p})$を計算\n\n\\begin{eqnarray}\n- \\log{q(x)} - (- \\log{p(x)} ) \n&=& \\log{p(x)} - \\log{q(x)} \\\\\n&=& \\log{ \\frac{ p(x) }{ q(x) } }\\\\\n&=& \\log{ \\left\\{ \\frac{\\frac{1}{\\sqrt{2 \\pi} \\sigma_1} \\exp{ \\left\\{ -\\frac{(x - \\mu_1)^2}{2 \\sigma_1^2} \\right\\} } }{ \\frac{1}{\\sqrt{2 \\pi} \\sigma_2} \\exp{ \\left\\{ -\\frac{(x - \\mu_2)^2}{2 \\sigma_2^2} \\right\\} } } \\right\\} } \\\\\n&=& \\log{ \\left[ \\frac{\\frac{1}{ \\sigma_1}}{\\frac{1}{ \\sigma_2}} \n\\exp{ \\left\\{ -\\frac{(x - \\mu_1)^2}{2 \\sigma_1^2} + \\frac{(x - \\mu_2)^2}{2 \\sigma_2^2} \\right\\} } \\right] } \\\\\n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right) } \n+ \\frac{1}{2} \\left( \\frac{(x - \\mu_2)^2}{\\sigma_2^2} - \\frac{(x - \\mu_1)^2}{\\sigma_1^2} \\right) \\\\\n\\end{eqnarray}\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "KL情報量の式に代入すると,\n\n\\begin{eqnarray}\nD_{KL}(p || q) \n&=& \\int_{-\\infty}^{\\infty} p(x) \\ln{\\frac{p(x)}{q(x)}} dx \\\\\n&=& \\int_{-\\infty}^{\\infty} p(x) \\left\\{ \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right) } \n+ \\frac{1}{2} \\left( \\frac{(x - \\mu_2)^2}{\\sigma_2^2} - \\frac{(x - \\mu_1)^2}{\\sigma_1^2} \\right) \\right\\} dx \\\\\n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right)} \\int_{-\\infty}^{\\infty} p(x) dx \n+ \\frac{1}{2} \\int_{-\\infty}^{\\infty} p(x) \\left( \\frac{(x - \\mu_2)^2}{\\sigma_2^2} - \\frac{(x - \\mu_1)^2}{\\sigma_1^2} \\right) dx \\\\\n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right)} \\cdot 1\n- \\frac{1}{2\\sigma_1^2} \\int_{-\\infty}^{\\infty} (x - \\mu_1)^2 p(x) dx \n+ \\frac{1}{2\\sigma_2^2} \\int_{-\\infty}^{\\infty} (x - \\mu_2)^2 p(x) dx \\\\\n\\end{eqnarray}\n\n第2項は分散$\\sigma_1^2$の定義,第3項は展開しないと計算できない.\n\n\\begin{eqnarray}\nD_{KL}(p || q) \n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right)} \n- \\frac{1}{2\\sigma_1^2} \\sigma_1^2 \n+ \\frac{1}{2\\sigma_2^2} \\int_{-\\infty}^{\\infty} (x - \\mu_2)^2 p(x) dx \\\\\n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right)} \n- \\frac{1}{2}\n+ \\frac{1}{2\\sigma_2^2} \\int_{-\\infty}^{\\infty} (x - \\mu_2)^2 p(x) dx \\\\\n\\end{eqnarray}\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "第3項の積分を展開\n\n\\begin{eqnarray}\n\\int_{-\\infty}^{\\infty} (x - \\mu_2)^2 p(x) dx \n&=& \\int_{-\\infty}^{\\infty} x^2 p(x) dx \n- 2\\mu_2 \\int_{-\\infty}^{\\infty} x p(x) dx\n+ \\mu_2 \\int_{-\\infty}^{\\infty} p(x) dx\\\\\n&=& \\int_{-\\infty}^{\\infty} x^2 p(x) dx \n- 2\\mu_2 \\mu_1\n+ \\mu_2 \\cdot 1\n\\end{eqnarray}\n\n$$\nV[X] = E[X^2] - (E[X])^2\\\\\nE[X^2] = V[X] + (E[X])^2\\\\\n= \\sigma_1^2 + \\mu_1^2\n$$\n\nよって,\n\n\\begin{eqnarray}\n\\int_{-\\infty}^{\\infty} (x - \\mu_2)^2 p(x) dx \n&=& (\\sigma_1^2 + \\mu_1^2) \n- 2\\mu_2 \\mu_1\n+ \\mu_2 \\\\\n&=& \\sigma_1^2 + (\\mu_1 - \\mu_2)^2 \\\\\n\\end{eqnarray}"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "最終的に$D_{KL}$は,\n\n\\begin{eqnarray}\nD_{KL}(p || q) \n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right)} \n- \\frac{1}{2}\n+ \\frac{1}{2\\sigma_2^2} (\\sigma_1^2 + (\\mu_1 - \\mu_2)^2 )\\\\\n\\end{eqnarray}"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 基準の正規分布$p(x)$を標準正規分布のときのKL情報量"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "\\begin{eqnarray}\nD_{KL}(N(0, 1^2) || q) \n&=& \\log{ \\left( \\frac{\\sigma_2}{\\sigma_1} \\right)} \n+ \\frac{1}{2\\sigma_2^2} (\\sigma_1^2 + (\\mu_1 - \\mu_2)^2 )\n- \\frac{1}{2} \\\\\n&=& \\log{ \\left( \\frac{\\sigma_2}{1} \\right)} \n+ \\frac{1}{2 \\sigma_2^2} (1^2 + (0 - \\mu_2)^2 )\n- \\frac{1}{2} \\\\\n&=& \\log{ \\left( \\sigma_2\\right)} \n+ \\frac{1}{2 \\sigma_2^2} (1 + \\mu_2^2 )\n- \\frac{1}{2} \\\\\n\\end{eqnarray}"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 可変分布を分散1に固定した正規分布でのKL情報量"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "\\begin{eqnarray}\nD_{KL}(N(0, 1^2) || N(\\mu_2, 1^2)) \n&=& \\log{ \\left( \\sigma_2\\right)} \n+ \\frac{1}{2 \\sigma_2^2} (1 + \\mu_2^2 )\n- \\frac{1}{2} \\\\\n&=& \\log{ \\left( 1 \\right)} \n+ \\frac{1}{2 \\cdot 1^2} (1 + \\mu_2^2 )\n- \\frac{1}{2} \\\\\n&=& 0 \n+ \\frac{1}{2} (1 + \\mu_2^2 ) - \\frac{1}{2} \\\\\n&=& \\frac{\\mu_2^2 }{2} + \\frac{1}{2} - \\frac{1}{2} \\\\\n&=& \\frac{\\mu_2^2 }{2} \n\\end{eqnarray}"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "import scipy as sp\nimport matplotlib.pyplot as plt\n\n%matplotlib inline\n\nmu_2 = sp.linspace(-5, 5, 100)\nD_KL = mu_2**2 / 2\n\nplt.plot(mu_2, D_KL)\nplt.xlabel(\"$\\mu_2$\")\nplt.ylabel(\"$D_{KL}(N(0, 1^2) || N(\\mu_2, 1^2))$\")\nplt.grid()\nplt.show()",
"execution_count": 12,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### animation"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "http://jakevdp.github.io/mpl_tutorial/tutorial_pages/tut6.html\n\n```\n# First set up the figure, the axis, and the plot element we want to animate\nfig, ax = plt.subplots()\nax.set_xlim(0, 2)\nax.set_ylim(-2, 2)\n\nx = np.linspace(0, 2, 1000)\ny = np.zeros_like(x)\n\nline, = ax.plot(x, y, lw=2)\n\n# initialization function: plot the background of each frame\ndef init():\n line.set_data([], [])\n return line,\n\n# animation function. This is called sequentially\ndef animate(i):\n y = np.sin(2 * np.pi * (x - 0.01 * i))\n line.set_data(x, y)\n return line,\n\n# call the animator. blit=True means only re-draw the parts that have changed.\nanim = animation.FuncAnimation(fig, animate, init_func=init,\n frames=200, interval=20, blit=True)\n\n# save the animation as an mp4. This requires ffmpeg or mencoder to be\n# installed. The codec argument ensure that the x264 codec is used, so that\n# the video can be embedded in html5. You may need to adjust this for\n# your system: for more information, see\n# http://matplotlib.sourceforge.net/api/animation_api.html\n#anim.save('basic_animation.mp4', fps=30, codec='libx264')\n```"
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "import scipy as sp\nimport scipy.stats as stats\nimport matplotlib.pyplot as plt\nimport matplotlib.animation as animation\nplt.rcParams[\"animation.convert_path\"] = \"C:\\Program Files\\ImageMagick-7.0.8-Q16\\magick.exe\"\n\n%matplotlib inline\n\nfig = plt.figure(figsize=(16, 9))\nax1 = fig.add_subplot(211)\nax2 = fig.add_subplot(212)\n\nims = []\n\n# ax_1 N\nx = sp.linspace(-5, 5, 100)\npdf = stats.norm(loc=0, scale=1).pdf(x)\n# line, = ax1.plot(x, pdf, lw=2, label=\"$N(\\mu_2, \\sigma_2^2)$\")\nax1.plot(x, pdf, linestyle=\"--\", label=\"$N(0, 1^2)$\")\n\n# initialization function: plot the background of each frame\n# def init():\n# # line.set_data([], [])\n# ax1.plot(x, pdf, linestyle=\"--\", label=\"$N(0, 1^2)$\")\n# ax1.grid()\n# ax1.legend(loc='upper left')\n \n# # ax2 D_KL\n# mu_2 = x\n# D_KL = mu_2**2 / 2\n# ax2.plot(mu_2, D_KL)\n# ax2.set_xlabel(\"$\\mu_2$\")\n# ax2.set_ylabel(\"$D_{KL}(N(0, 1^2) || N(\\mu_2, 1^2))$\")\n# ax2.grid()\n \n# return line,\n\n# animation function. This is called sequentially\n# def animate(i): \n# mu = i\n# pdf_N_mu = stats.norm(loc=mu, scale=1).pdf(x)\n \n# # if len(ims) > 0:\n# # for im in ims :\n# # # im = ims.pop()\n# # # im.remove()\n# # print(im.__dict__.items())\n \n# im, = ax1.plot([mu]*len(x), sp.linspace(0, 0.4, len(x)), linestyle=\"--\", color=\"k\")\n# ims.append(im)\n# im, = ax1.plot(x, pdf_N_mu, label=\"$N(\\mu_2, 1^2)$\")\n# ims.append(im)\n# return im,\n\n\n# ax2 D_KL\nmu_2 = sp.linspace(-5, 5, 100)\nD_KL = mu_2**2 / 2\nax2.plot(mu_2, D_KL)\nax2.set_xlabel(\"$\\mu_2$\")\nax2.set_ylabel(\"$D_{KL}(N(0, 1^2) || N(\\mu_2, 1^2))$\")\nax2.grid()\n\n# ani\nim = ax1.plot(x, stats.norm(loc=0, scale=1).pdf(x), linestyle=\"-\", color=\"r\", label=\"$N(\\mu_2, 1^2)$\")\nax1.grid(True)\nax1.legend(loc='upper left')\nims.append(im)\nfor mu in sp.linspace(0, 4):\n pdf_N_mu = stats.norm(loc=mu, scale=1).pdf(x)\n im, = ax1.plot(x, pdf_N_mu, linestyle=\"-\", color=\"r\", label=\"$N(\\mu_2, 1^2)$\")\n im_v = ax1.vlines([mu], 0, 0.4, color=\"k\", linestyles=\"--\")\n D = mu**2/2\n im_v_ax2 = ax2.vlines([mu], 0, D, color=\"k\", linestyles=\"--\")\n im_v_ax2_t = ax2.text(0, 6, \"$D_{KL}=\" + str(D.round(3)) + \"$\", ha='left', va='bottom', fontsize=40)\n# im = plt.imshow(animated=True)\n ims.append([im, im_v, im_v_ax2, im_v_ax2_t])\n# ims.append(im)\n\nplt.show()\n\nani = animation.ArtistAnimation(fig, ims)\nani.save('move_mean_N_and_D1.gif', writer=\"imagemagick\")",
"execution_count": 1,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1152x648 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "KL情報量から平均パラメータ$\\mu_2$を求める式にすると,\n\n\n$$\n\\mu_2^2 = 2 D_{KL}(N(0, 1^2) || N(\\mu_2, 1^2)) \\\\\n\\mu_2 = \\pm \\sqrt{2 D_{KL}(N(0, 1^2) || N(\\mu_2, 1^2)) }\n$$"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\n\nD_KL = sp.linspace(0, 5, 100)\nmu_2 = sp.sqrt( 2 * D_KL)\n\nplt.plot(D_KL, mu_2)\nplt.plot(D_KL, -mu_2)\nplt.xlabel(\"$D_{KL}(N(0, 1^2) || N(\\mu_2, 1^2))$\")\nplt.ylabel(\"$\\mu_2$\")\nplt.grid()\nplt.show()",
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "pair = set()\nfor mu in sp.arange(0, 10+1):\n D = mu**2 / 2 \n pair.add((mu, D))\n \nfor D in sp.arange(0, 10+1):\n mu = sp.sqrt(2 * D) \n pair.add((mu, D))\n \npair_l = list(pair)\npair_l = sorted(pair_l, key=lambda x: x[0])\npair_l",
"execution_count": 26,
"outputs": [
{
"data": {
"text/plain": "[(0, 0.0),\n (1, 0.5),\n (1.4142135623730951, 1),\n (2, 2.0),\n (2.449489742783178, 3),\n (2.8284271247461903, 4),\n (3, 4.5),\n (3.1622776601683795, 5),\n (3.4641016151377544, 6),\n (3.7416573867739413, 7),\n (4, 8.0),\n (4.242640687119285, 9),\n (4.47213595499958, 10),\n (5, 12.5),\n (6, 18.0),\n (7, 24.5),\n (8, 32.0),\n (9, 40.5),\n (10, 50.0)]"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 可変分布を平均0に固定した正規分布でのKL情報量"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "$N(0, \\sigma_2^2 \\cdot 1^2)$ とおく.\n平均をズラした場合と違って,スケール倍を変えていった$D_{KL}$の変化を見ることになる.\n\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "\\begin{eqnarray}\nD_{KL}(N(0, 1^2) || N(0, \\sigma_2^2)) \n&=& \\log{ \\left( \\sigma_2 \\right)} \n+ \\frac{1}{2 \\sigma_2^2} (1 + \\mu_2^2 )\n- \\frac{1}{2} \\\\\n&=& \\log{ \\left( \\sigma_2 \\right)} \n+ \\frac{1}{2 \\sigma_2^2} (1 + 0^2 )\n- \\frac{1}{2} \\\\\n&=& \\log{ \\left( \\sigma_2 \\right)} \n+ \\frac{1}{2 \\sigma_2^2} \n- \\frac{1}{2} \\\\\n\\end{eqnarray}"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import scipy as sp\nimport matplotlib.pyplot as plt\n\n%matplotlib inline\n\nsigma_2 = sp.linspace(0.5, 5, 100)\nD_KL = sp.log(sigma_2) + 1 / ( 2 * sigma_2**2 ) - 0.5\n\nplt.plot(sigma_2, D_KL)\nplt.xlabel(\"$0.5 \\leq \\sigma_2 \\leq 5$\")\nplt.ylabel(\"$D_{KL}(N(0, 1^2) || N(0, \\sigma_2^2))$\")\nplt.grid()\nplt.show()",
"execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "sigma_2 = 2\nD_KL = sp.log(sigma_2) + 1 / ( 2 * sigma_2**2 ) - 0.5\nD_KL",
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 24,
"data": {
"text/plain": "0.3181471805599453"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "sigma_2 = 0.5\nD_KL = sp.log(sigma_2) + 1 / ( 2 * sigma_2**2 ) - 0.5\nD_KL",
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 25,
"data": {
"text/plain": "0.8068528194400546"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "このグラフの特徴として,\n\n- $\\sigma = 1$を境にKL情報量の増加・減少傾向(傾き)が違う\n- $\\sigma < 1$:KL情報量の増加・減少傾向(傾き)が($\\sigma > 1$と比較して)大きい\n- $\\sigma > 1$:KL情報量の増加・減少傾向(傾き)が($\\sigma < 1$と比較して)小さい\n\n数式を見ると\n\n\\begin{eqnarray}\nD_{KL}(N(0, 1^2) || N(0, \\sigma_2^2)) \n&=& \\log{ \\left( \\sigma_2 \\right)} \n+ \\frac{1}{2 \\sigma_2^2} \n- \\frac{1}{2} \\\\\n\\end{eqnarray}\n\n- $\\sigma_2 \\ll 1$のとき$\\frac{1}{2 \\sigma_2^2} > \\log{ \\left( \\sigma_2 \\right)}$ 二乗で増加する.\n\n- $\\sigma_2 \\gg 1$のとき$\\log{(\\sigma_2 ) } > \\frac{1}{ 2 \\sigma_2^2} \\fallingdotseq 0 $ logスケールで増加する.\n\n"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "この特徴は面白いので横軸を対数にして,範囲$0.1 \\leq \\sigma_2 \\leq 10$でグラフで見ると\nKL情報量の差が大きいことがわかる.\n\nこれを解釈すると,\n最適化によりKL情報量の最小化をすると,\nKL情報量が小さくなりやすい$\\sigma > 1$側の分散パラメータが採択されやすいといえる.\nつまり,特別精度のいい(分散パラメータが小さい)正規分布でなく,\n元の正規分布より精度の悪い(分散の大きい)パラメータが推定されやすい.\n\nこれは悪いほうで見積もるという人間の直感に近い考え方に合っている."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# log scale\nimport scipy as sp\nimport matplotlib.pyplot as plt\nfrom matplotlib.font_manager import FontProperties\n\n%matplotlib inline\n\nfig = plt.figure(figsize=(16/1.3, 9/1.3))\nsigma_2 = sp.linspace(0.5, 2, 100)\nD_KL = sp.log(sigma_2) + 1 / ( 2 * sigma_2**2 ) - 0.5\n\nplt.plot(sigma_2, D_KL)\nplt.vlines([1], 0, .8, linestyles=\"--\")\nfp = FontProperties(fname=r'C:\\WINDOWS\\Fonts\\YuGothM.ttc', size=14)\nplt.text(1.02, .75, \"正規分布間のKL情報量最小化で最適化すると\\n元の分布より大きい分散パラメータが採用されやすい\\n(より小さい分散パラメータは採用されにくい)\", linespacing=2.5, va=\"top\", fontsize=36, fontproperties=fp)\nplt.xscale(\"log\", basex=2)\nplt.xlabel(\"$0.5 \\leq \\sigma_2 \\leq 2$ (scale log)\")\nplt.ylabel(\"$D_{KL}(N(0, 1^2) || N(0, \\sigma_2^2))$\")\n\nplt.grid()\nplt.show()",
"execution_count": 94,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 886.154x498.462 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## animation"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import scipy as sp\nimport scipy.stats as stats\nimport matplotlib.pyplot as plt\nimport matplotlib.animation as animation\nplt.rcParams[\"animation.convert_path\"] = \"C:\\Program Files\\ImageMagick-7.0.8-Q16\\magick.exe\"\n\n%matplotlib inline\n\nfig = plt.figure(figsize=(16, 9))\nax1 = fig.add_subplot(211)\nax2 = fig.add_subplot(212)\n\nims = []\n\n# ax_1 N\nx = sp.linspace(-4, 4, 200)\npdf = stats.norm(loc=0, scale=1).pdf(x)\nax1.plot(x, pdf, linestyle=\"--\", label=\"$N(0, 1^2)$\")\n\n# ax2 D_KL\nsigma_2 = sp.linspace(0.1, 4, 100)\nD_KL = sp.log(sigma_2) + 1 / ( 2 * sigma_2**2 ) - 0.5\nax2.plot(sigma_2, D_KL)\nax2.set_xlabel(\"$\\sigma_2$\")\nax2.set_ylabel(\"$D_{KL}(N(0, 1^2) || N(0, \\sigma_2^2))$\")\nax2.grid()\nax2.set_ylim(0, 1)\n\n# ani\nim = ax1.plot(x, stats.norm(loc=0, scale=1).pdf(x), linestyle=\"-\", color=\"r\", label=\"$N(0, \\sigma_2^2)$\")\nax1.grid(True)\nax1.legend(loc='upper left')\nims.append(im)\nfor sigma in sp.linspace(0.5, 4):\n pdf_N_mu = stats.norm(loc=0, scale=sigma).pdf(x)\n im, = ax1.plot(x, pdf_N_mu, linestyle=\"-\", color=\"r\", label=\"$N(0, \\sigma_2^2)$\")\n# im_v = ax1.vlines([mu], 0, 0.4, color=\"k\", linestyles=\"--\")\n im_t = ax1.text(-3, 0.6, \"$\\sigma_2 = \" + str(sigma.round(3)) + \"$\", ha='left', va='bottom', fontsize=40)\n D = sp.log(sigma) + 1 / ( 2 * sigma**2 ) - 0.5\n im_v_ax2 = ax2.vlines([sigma], 0, D, linestyles=\"--\")\n im_v_ax2_t = ax2.text(1, 0.5, \"$D_{KL}=\" + str(D.round(3)) + \"$\", ha='left', va='bottom', fontsize=40)\n# im = plt.imshow(animated=True)\n ims.append([im, im_t, im_v_ax2, im_v_ax2_t])\n\nplt.show()\n\nani = animation.ArtistAnimation(fig, ims)\nani.save('move_std_N_and_D.gif', writer=\"imagemagick\")",
"execution_count": 123,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1152x648 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "分散を代表的な値に変えてKL情報量をみてみると,\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pair = set()\nfor sigma in 1 / sp.arange(1, 10+1):\n D = sp.log(sigma) + 1 / ( 2 * sigma**2 ) - 0.5\n pair.add((sigma.round(3), D.round(3)))\n\nfor sigma in sp.arange(1, 10+1):\n D = sp.log(sigma) + 1 / ( 2 * sigma**2 ) - 0.5\n pair.add((sigma, D.round(3)))\n \npair_l = list(pair)\npair_l = sorted(pair_l, key=lambda x: x[0])\npair_l",
"execution_count": 99,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 99,
"data": {
"text/plain": "[(0.1, 47.197),\n (0.111, 37.803),\n (0.125, 29.421),\n (0.143, 22.054),\n (0.167, 15.708),\n (0.2, 10.391),\n (0.25, 6.114),\n (0.333, 2.901),\n (0.5, 0.807),\n (1.0, 0.0),\n (2, 0.318),\n (3, 0.654),\n (4, 0.918),\n (5, 1.129),\n (6, 1.306),\n (7, 1.456),\n (8, 1.587),\n (9, 1.703),\n (10, 1.808)]"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
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"gist": {
"id": "aedbb6f4f9f5f1b2c52096c1b20af613",
"data": {
"description": "正規分布間のKL情報量",
"public": true
}
},
"hide_input": false,
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.0",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
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"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {
"height": "calc(100% - 180px)",
"left": "10px",
"top": "150px",
"width": "165px"
},
"toc_section_display": true,
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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