From 4c45162e2eead4409251ea4b2bff288e3afc9e5f Mon Sep 17 00:00:00 2001 From: reshamas Date: Tue, 6 Dec 2022 15:21:19 -0500 Subject: [PATCH 1/2] notebook oos: initial update --- .../GLM-out-of-sample-predictions.ipynb | 115645 +-------------- 1 file changed, 259 insertions(+), 115386 deletions(-) diff --git a/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb b/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb index e7f2bee1b..d984eab4e 100644 --- a/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb +++ b/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb @@ -4,14 +4,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "(glm-out-of-sample)=\n", "# GLM in PyMC3: Out-Of-Sample Predictions\n", "\n", - "In this notebook I explore the [glm](https://docs.pymc.io/api/glm.html) module of [PyMC3](https://docs.pymc.io/). I am particularly interested in the model definition using [patsy](https://patsy.readthedocs.io/en/latest/) formulas, as it makes the model evaluation loop faster (easier to include features and/or interactions). There are many good resources on this subject, but most of them evaluate the model in-sample. For many applications we require doing predictions on out-of-sample data. This experiment was motivated by the discussion of the thread [\"Out of sample\" predictions with the GLM sub-module](https://discourse.pymc.io/t/out-of-sample-predictions-with-the-glm-sub-module/773) on the (great!) forum [discourse.pymc.io/](https://discourse.pymc.io/), thank you all for your input!\n", + ":::{post} Aug 31, 2021\n", + ":tags: generalized linear model\n", + ":category: intermediate\n", + ":author: Alice Abat, Bob Barceló\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " We are particularly interested in the model definition using [patsy](https://patsy.readthedocs.io/en/latest/) formulas, as it makes the model evaluation loop faster (easier to include features and/or interactions). There are many good resources on this subject, but most of them evaluate the model in-sample. For many applications we require doing predictions on out-of-sample data. This experiment was motivated by the discussion of the thread [\"Out of sample\" predictions with the GLM sub-module](https://discourse.pymc.io/t/out-of-sample-predictions-with-the-glm-sub-module/773) on the PyMC Discourse forum [discourse.pymc.io/](https://discourse.pymc.io/).\n", "\n", "**Resources**\n", "\n", "\n", - "- [PyMC3 Docs: Example Notebooks](https://docs.pymc.io/nb_examples/index.html)\n", + "- [PyMC Docs: Example Notebooks](https://docs.pymc.io/nb_examples/index.html)\n", " \n", " - In particular check [GLM: Logistic Regression](https://docs.pymc.io/notebooks/GLM-logistic.html)\n", "\n", @@ -32,21 +44,14 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", + "\n", "sns.set_style(style=\"darkgrid\", rc={\"axes.facecolor\": \".9\", \"grid.color\": \".8\"})\n", "sns.set_palette(palette=\"deep\")\n", "sns_c = sns.color_palette(palette=\"deep\")\n", @@ -188,3205 +193,14 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAJSCAYAAADj6JBwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAADce0lEQVR4nOydeZgU5bX/v29VV1cvM70Ns8BgMoyCEnXmhwtEISrIJqP3BogSIwooDMZEn6tXMbhrVKImmtwbN3APXoOJknsTlMUlUTGK0TiYqOxEWWZhZnq23qqr6vdHT/f0Ul3V3bP1zJzP8xgyVW9XvfXW21Wn33PO9zBVVVUQBEEQBEEQWcENdgcIgiAIgiCGImREEQRBEARB5AAZUQRBEARBEDlARhRBEARBEEQOkBFFEARBEASRA2REEQRBEARB5AAZUQRBEARBEDlARhRBEARBEEQOkBFFEARBEASRA6bB7kC+UV9fDz0Rd1VV0dDQgNLSUjDGBrBnAwtdZ34wevTojNsazd3ekO/j1JfQtfYNmc7ddPN2JN2H3kJjlTmZjFU2z11aicoSVVWhKEq/vazyBbpOIp6RNE50rflBPvct36Cxypy+HisyogiCIAiCIHKAjCiCIAiCIIgcoJgogiDyEsYYbCZAkINQgn5wohUSL8IXBrkthjHR+26Swyj0WGAyhRGm+07kKXlrRL366qtYvXp1ynbGGL788suU7f/2b/+GXbt2JWz74x//iAkTJvRbHwmC6B8YY3AKKrxb1sF/oC623TquGq45K9AmMXqhDkPovhNDjbw1oubNm4fvfOc7sb/D4TCWLFmC8847L6WtLMs4ePAg1q9fj4qKith2t9s9AD0lCKKvsZmQ8iIFEPl7yzrYZ9eiSxqkzhH9Bt13YqiRt0aUxWKBxWKJ/f3kk09CVVXceOONKW0PHToESZJQVVUFURQHspsEQfQDghxMeZFG8R+og0sOAjAPbKeIfofuOzHUyFsjKh6v14t169bh3nvvhdmc+gXau3cvRo8eTQZUP1DgKgQykB3xtXX1f2eIEYMS9BvvF+hlOtyg+04MNYaEEfXSSy+hpKQEc+fO1dy/b98+CIKAlStX4h//+AfGjRuHVatWoaqqKutzGelHKIqS8O9wJXp9KlPx4DuP67Zddc41Q3Y8htP97E+dmIEeJyZaDfcr4f7py3CaE0bkw7XGz9vBvO9DmXy4j0OFvh6rvDeiVFXF7373OyxfvjxtmwMHDqCtrQ0XX3wxrrvuOrz88stYsmQJXnvttayURwGgoaEho8FtbGzM6rhDFUVWEAqFDNrIqK+vH6Ae9Q/5ej/Ly8szbpvp3O0NAzVOrMgFy7hqBDRcO5Zx1fD6w6hvPtavfcjXOdEf9Me1Zjp34+dtPtz3ocxImrO9RW+ssnnuMjXPUx127tyJSy+9FO+//z6cTqdmm3A4jEAggIKCAgARw+vf/u3fUFNTg6uvvjqr8x05csRwJaqxsRElJSXguOErsxW9zuMnnpDRSlRXa8cA9axvyff7mc2X2Wju9oaBHifGGNwiS5ul1RpUh821Dib9ea2Zzt34eTuY930oM5LmbG/JZKyyee7m/UrUu+++izPOOCOtAQUAJpMpZkABkS9iZWUlGhoasj4fx3EZfUk5jhshk9U4IIoBQ34shsP9zHTu9vYcAzVObRKDfXYtXEk6UW0SwBj6vUbYcJgTmTKY15o8b6P33SkHEfZ1wmQrQHgA7/tQZiTN2d7SV2OV96O9c+dOnHbaabptLr/8cvz617+O/a0oCnbt2oXKysr+7h5BEP2EqqroklR4FTPaBSe8ihldEq1EDHei9701bMKelgBawya670TekvdG1J49e3DCCSckbJNlGU1NTbFYnRkzZuC5557Dm2++if379+Oee+5BR0cH5s+fPxhdJgiCIAhiBJD37rxjx47B4XAkbDt69CjOP/98vPDCC5gyZQqWLl2KYDCIe++9F8eOHUN1dTWeffbZBBcfQRAEQRBEX5L3RtTOnTtTto0dOzahxAtjDFdffXXWQeQEQRAEQRC5kvfuPIIgCIIgiHyEjCiCIAiCIIgcICOKIAiCIAgiB8iIIgiCIAiCyAEyogiCIAiCIHKAjCiCIAiCIIgcICOKIAiCIAgiB8iIIgiCIAiCyAEyogiCIAiCIHKAjCiCIAiCIIgcICOKIAiCIAgiB8iIIgiCIAiCyAEyogiCIAiCIHKAjCiCIAiCIIgcMA12BwiCGN4wxmAzAYIchBL0gxOtkHgRvjCgqupgd4/IM6LzxSSHUeixwGQKI0zzhchTyIgiCKLfYIzBKajwblkH/4G62HbruGq45qxAm8ToxUjEoPlCDDXInUcQRL9hMyHlhQgA/gN18G5ZBxv9jCPioPlCDDXIiCIIot8Q5GDKCzGK/0AdBDk4wD0i8hmaL8RQI6+NqG3btuHEE09M+O+6667TbPv+++/jwgsvRHV1Na644gp8/fXXA9xbgiCSUYL+Xu0nRhY0X4ihRl4bUXv37sX06dPx3nvvxf679957U9odOXIEP/rRj7BgwQL8/ve/h8fjwTXXXEO+c4IYZDjR2qv9xMiC5gsx1MhrI2rfvn2YMGECiouLY/85HI6Udr/73e9wyimn4Morr8T48eOxZs0aHD58GDt27BiEXhMEEUXiRVjHVWvus46rhsSLA9yj3sMYg11gcHEhOKQ2uLgQ7AIDY2ywuzbkGY7zhcgPot9btymM8R4L3KZwn3xv8zpMb9++fTj77LMN29XV1eGMM86I/W21WnHyySfj008/xZQpU/qziwRB6OALA645KwDNbKtatEmD2LkcoOyx/mW4zRciP+jP723eGlGqquLAgQN477338OSTT0KWZcydOxfXXXcdzGZzQtumpiaUlJQkbCsqKkJ9fX3W51UURXcwFUVJ+He40nN9xhNLxdAdj+F0P43mbm+PHf9vNrQqDPZZtXAqQahBP5hohcSJaA32X397g961Fpj5tNlj2LIOtlm16AwNnbmUD/M/ed7G5oscRNjfCZO1ABKfv/MlH8iH+5jP9Of3Nm+NqCNHjsDv98NsNuOXv/wlDh06hHvvvReBQAC33XZbQttou3jMZjNCoVDW521oaMhoIjY2NmZ97KGIIiuG46jIck4Gaz6Rr/ezvLw847aZzt3e0Dfj1NUHx+h/tK51QplLN3usINSF+npvP/es7+mP+Z/p3DWet4G+6dAIIF+fY4NNtt/bbJ67eWtElZeX48MPP4TT6QRjDBMnToSiKLjpppuwevVq8DwfayuKYsqLPhQKacZPGVFaWmq4EtXY2IiSkhJwXF6HlPWK6HVyPJdioCbD8TzKysoGqGd9y3C6n0ZztzcMp3GKxEZwEJQg1KAPTLRB4kR0SZGVDr1r5eR23WNzsjSkvgv5cF+T523s/kRXomwFCfeHSCUf7mM+05/f27w1ogDA5XIl/H388ccjGAyira0NHo8ntr20tBTHjh1LaHvs2DFMnDgx63NyHJfRF5XjuBEyWY2D7hgw5MdiONzPTOdub88xlMepJzZibUpshHvOCrRJPdemda2cyaZ7fE60glOG3vgM5n2Nn7eZ3B8ypNIz1L+f/UV/fm/zdrTfffddTJkyBX5/jy7IF198AZfLlWBAAUB1dTU+/vjj2N9+vx+ff/45qqu1szwIghiZ9FYRm7LH+hdSLCf6g/783uatETVp0iSIoojbbrsN+/fvx1/+8hc8+OCDWL58OWRZRlNTU8yFt3DhQnzyySdYu3Yt9uzZg9WrV2Ps2LGUmUcQI4BsJAd6q4gdzR5LfiBHs8d84dyvgyDFcqJ/6M/vbd7a9QUFBXj66adx//33Y+HChbDb7fj+97+P5cuX4/Dhwzj//PPxwgsvYMqUKRg7diz++7//G/fffz8effRRTJo0CY8++ijpthDEMCfi/gGkrz6DUuCGGpaghrqAjhY4v3FqSupyRorYfGHa/aqqok1isM+uhUsOQgn6wYlWSLyINgnkauolStAPJljgnFwDsXwC1LAETjAjcGgX2nZsitwfQT9GkyCSif/eOuUgwr5IrF24D763eWtEAcD48ePx7LPPpmwfO3Ysdu3albDt3HPPxbnnnjtQXSMIIg+wmRjQ2YSuz9+H/+DO2HZrRRVcntGw2YvRJfU8IDNSxDb4VaqqKrokADBHXugKAIWMp76At9pQMv96tO/YBO/2V2LbrRVVKJl/PXirzfD+EIQW0e+tophQ3xJAmdkFrg++t3nrziMIgjBCZDK8772SYEABgP/gTnjfewUikxO2U0xTfsOZzGjfsUnzfrbv2ATORKtQRH5BRhRBEEMXKZjywo3iP7gTkBJjaCimKb9Rg37d+6lSAWIiz8hrdx5BEIQeSkhfiFGRAoDJEvubYprym2zvJ0EMNmREEQQxZGEWff0XJtqARI8exTTlMbncT4IYTMidRxDEkCXEWWCtTBPjVFmNEJf5qkVClfciG4osDG7eWDaB6Dv68n4SRDwcx8ElchhlkjBxlBWjTGG4xN6Lk9JKFEEQeQ9jDDZTREco3gXnlwHX7Fpg61r498cpXFdWwzW7Fm1SZitM8VXeA4d2oWT+9Wjd/HJixp9Bxfd0ffSFyU2YKb6wmv5+zqlFW4jGkcgejuPgFlQ0v/5kShZv0QUr0SpxOdcdJSOKIIi8Jt7ASS4F4pqzAu1hDvZZvYtxilfKdk1dqJ0h1l3x3T67ttsdmHkf0xlehDb2k86C44x5UMMSmEmA3NkK0PAROeIQkGJAAZFkhebXn4TrgqvhzVHHldx5BEHkNVqlQJhggTjmBKDjGApDrRDkICReRIfZBa9iRpekZmW0xCtli+UT0meIpVHNpnIlfYPNBLS9+SzCbU2xbYwxhNua0PbmszSORE5wkn7WJyflnvVJU5IgiLwmuRQIEyzagoy9WPWJVzJXw5JOS2iqZhuVK3HJQQCkcWSEoIRQOGmWptimY3INOCUEQBi8DhJDEiXoM94v5KYRRytRBEHkNcmlWpyTa9K623Jd9YlXMmcm/Ze0lup5RuVkCEOYCl2xTUYuPSIHOFE/69Nov+5nc/4kQRDEAJBstOTibjMiXsk8eHg3rBVVmu3SqZpnVE6GMIRB0XW7MOQW/EuMbJjZkv47XVEFZs4965OMKIIg8prkUi0ZuduyJF7JvG3HJjgm16Q8dPVUzamcTN8gG4ltGuwnCC0CMoeiOVelfqcrqlA05yoE5NxNIYqJIggir4kaOOgO3M7I3ZblgkVKlXe/D+65K+CRJShBHzjBAggigiqDVppYch+jRA2vNh27r6+lEYay1AIzG6zYmbO/twThCysQBBFFc1dADYci32nRBmYyQ4YAn5S7gisZUQRB5DXJpVoYGKzjqjUDuWOrPjkokMdXeW9sDeCkQhda33jeULIgarQgHILzO5fAc/4SqGBQGSBx5gSphRQDx2IDZzKjZfPaPpFGGOpSC9EVvb6+t8TIhuM48ExG8+vrNHWiOI6DLOdmSJERRRBE3hNfqoUxlvOqTyYwxlA5pjitZEG8VpSR0eJLMqCS27qmLkTw8J6EB3u8fIODF8DMma8k6UktpNO4yid6s6JHEOlwCkDza+l1ojzzfoiWHBejyIgiCGJI0Z9FhBljcJkBtaM1I8mCeKOFCRY4J9dALJ8QidvqOAanowRtoUiftAwcsXxCQip/b+UbhrrUQopb1dcJk60AYSoQTfSGkA+Bw7vhmrow9v3kBDMCh3ahbccmIOQDkFvcIhlRBEEMOfqriHDU0CmcNEu3XVQrKmq0ZGL8aBk4yUHyUfkGrQe+9NU/YDuuCl06pWwykloQ8teIAhLdqvUtAZSZXeDIhUf0AiUU0P5+VlShZP71UKQAkGPyBxlRIxib0552nwpgnMMGjqOCq8TIIWroOM6cp9suGrweNVr0tKuibjTFl2rgJAfJi+UT0LZjU9oHftE3ToaPcWlXZDKSWqDAbGKEwdsK4X1ng6Y7DwCK5i4HQrkdO6+NqIaGBtx333344IMPIIoi5s2bhxtuuAGimGox/vCHP8Rbb72VsO2JJ57A9OnTB6q7Q5IH3nks7b5QKIQ7Zl8/gL0hiMGDMQaEIoZOVCtKS7MoGuDMVMBkd6D0ktXgC9wJBk88MTeahoGTfB41LKU3yA7uRPOWp3TjmigwmyBSUeWwrv6YKoeRq5s7b40oVVVx3XXXweFw4MUXX0RbWxtuueUWcByHm2++OaX9vn378NBDD+Gss86KbXM6nQPZZYIghjA2E4BAxDqJrgYBSMzm6Q5wbg8zOAUFLVuegv9AHUoW3Kh7bCXoh2xzpRg4yedhJiElTioeo7gmCswmiFQyKvtiGmZG1P79+/Hpp59i+/btGDVqFADguuuuwwMPPJBiRIVCIRw6dAinnnoqiouLB6O7BEEMcQQ5CP/Bz2IrQ40bH4Fzcg0ck2ughiXw1gLAUYK2kAqbKTHLLhPtqg4NA0eVAuj4+zZ45l0NJRQAA4Pc3qh7LL24pv4MuieIoQpnoD/G9UJ/LG+NqOLiYjz11FMxAypKZ2dnStv9+/eDMYbjjjtuoLpHEMQwQwn6U1aGoitCEWXj5WgJqVBVFYIcSljpycT9p0rpDZzWoApVjcg3uJ36PwSN4pr6K+ieIIYqzCSk/35WVEV+BA23mCiHw4HvfOc7sb8VRcH69evx7W9/O6Xt/v37UVBQgFWrVmHHjh0oKyvDtddei3PPPXcgu0wQRBbkm7J2NCg71PAveGYshiIFwZmtYCYzpNYGyKoCVY2Uh0jOgjNy/0XdaEYGjqqqCHIWWCur4d8/MuOaovPCJIdR6LHAZAojPEQU14n8RPZ3wDHlItgnng2+0B3LeA23t4B3FEH2dwK8I6dj560RlcxDDz2Ezz//HL///e9T9u3fvx+BQADTpk1DbW0ttm3bhh/+8IfYsGEDTj311KzOoyiK7hdVUZSEf/OVAlchVIPEOqaTeZfNw4rjeVh1Mv2ASHX2Tm9HxsccKIbK/cwEo7nb22PH/9tbonpM6UQqIyszA/vCDJksKPv+LfC+93u0/uV/evpUUQXXtIXgeDNUSYaqqmBJQeKqFEhw/3EWO1SzDRInojWY3X3pDKlwz04X17Qi6+PpkQ/zP37e5uO8GArkw33MZ5jZDgS60PXF+0k/cqrgmHwhmNkGRcpt7IaEEfXQQw/h+eefxyOPPIIJEyak7L/mmmtw+eWXxwLJTzrpJPzzn//Eyy+/nLUR1dDQkNFEbGzUj1sYbMY5bLj/7f/WbXP77OsRCumvYaqAYRtFVXDvG7/UbXPL9GtRX1+v22Ywydf7WV5ennHbTOdub+ircRpd5ELrn9cjcCBVEkDdsg44+zLUN3tTPsdxHErdDhQKgBoKgJmt6JBUNLS2Z3zt6Y7hlzn43nsF/uQ+dT907d86G+6xEyF1toGZXbCNPwPmkm+miPe1/30b1MmX4OihY7kNDoAGjkPp2Zeh+NzLuvtoQYcEfPlVfb/c4/6Y/5nO3fh5O7rIhbYPXoXjjHnwTL8sVhon3N6Ctr+8CJw2X3NeEBHy9Tk22HgqytH+4Z80JEh2AirgmrsS9V8fjm3P5rmb90bUT3/6U7z00kt46KGHMGfOHM02HMelZOJVVlZi7969WZ+vtLTUcCWqsbERJSUl4LjcKz/3NxzPw2zWzzZgQNo2qqpCkiTdNpkcJ74/ZWVlum0Gg6FyPzPBaO72hr4eJ5cpjPoD2inHgQN1KDt/CdSk+cIYg1tk8G5Zh6akVYqTMlyl0DuGZ85yHD60S/Nz/oM74ZhcA8Vbj2MvrwFnc2LM5fegecvTqVpOF9SiOQiUlVkMx0EPFUA7AJi7jyMAJSW9O2Yy+TD/4+ety6zA9J1FaN76bGqNs9nLEAaDKuTfc2SwyYf7mM9w4aCuxIEnHMz5/ZTXRtSvf/1r/Pa3v8XDDz+MuXPnpm33k5/8BIwxrFmzJrbtyy+/1Fy1MoLj0gvZJbfL58naW4lMxvpWZJMBeT1e+X4/MyHTudvbc/TFOKkGytpq0A9OSPxhZBcYvFvWpq0LVzC7VlfNO3IMDt4tT2oeo3nLU3BOrkkrLxCvLu6YNBPNW57W1nLaHK1RN3Tm02DO//h5y3MMzZvXaY/r1mdRNHcFCQDrMByeY/2BocRByAfO5Mrp2Hk72vv27cNjjz2GFStW4PTTT0dTU1PsPwBoampCIBAAAMyYMQN//OMf8Yc//AH/+te/8Otf/xoff/wxFi9ePJiXQBBEGjJS1k5Cry5c4NAuiEyBiwvBIbXBxYVgF1jCjwHGGEQloFtbTixP/8OLCWYIxceh/MoHYT/p2+l/2R6ogyAH9S6PSEc4pC+KGM4xhYoY0Rg+bwwkEPTI25WoN998E7Is4/HHH8fjjz+esG/Xrl2YNm0a1qxZgwULFmD27Nm488478fjjj+PIkSMYP348nnrqKYwdO3aQek8QhB65KGunqwsXrVsXFb6MP0580V6bCQi3NuXUX2tFFUyFRWjpXn3KRFwz32vU5SMZiSIKudU4I0YwjNOVOADLfT0pb42o2tpa1NbWpt2/a1di7MLFF1+Miy++uL+7RRBEH5CLsnbyr0kmWOCcXAPb8adBDnTCObkG4pgT0LZjE1QpkFC3rkvqllIw6JfJMSrFuLNWVMFz/hVo/cv/xB7CmYhrQsk/GYd8h7PYY/c1OWC/bccmcBY7IA92L4khB4OuxEFv4l/y1ogiCGL4YqSsDURioOKNDwiWmIETXX1KV5W9ceMjMUMqWiZFCfr1RTErqtC1awfEMSfEChCbnMVQZRlqOATfno9jbTOtrecUVM10/aI5yxFQefjCkWD4mLGlhMBUgEGBHAqAmW2RlZdwEErAl7ERNlSNN8abUbZoNbzvvZJyX8sWrQbjzWREEVnDOBM4QUS7hsSBa+r3wLjcTSEyogiCGBTSCU8yxmLGR+DQrtiqBBiHornL0bzlKYijT0hbpBdAYoB4yA+XGQBUWI6bCNuEM4G3kZL95ZhcEzO+YtvHVcNxxjyoSjjhPJmIa9pMqXpHQHcQ++Z1sH/rbDi/cQrawxwcJgVtbz6HwkmzUq4ruW/Jbspk4sdPz72Zj6iyBO/2V7TvK2PwzFwKQH8VkCCSUZWw9rw60Pt5RUYUQRB5RdT4CBzalbLaxAQLimYthThmfPoivd1yBDFkCUefurXn+CecDveMy+GWQ1BlGZxohaqq8O39OPVYB+rgOns+ONGdsF1LXBNmW0KNuuTSMFp99G5ZB9fclfBuXgdxTGaGYbKbMt34pctiTPe5vEBVUnS6ovgP1AEqiUkSOaCq6b+L++uAXvyoyNvsPIIghjeMMdgFlpJRJygR48M5uSbFqFClAI699gTC7fpCllE5gojL7bOEff5//RNqyIfWv2zA0fV34PDTN+HIM6sQ/OoLlMy/HkxI0mJiHJRQALbxpyeeQwrAu/0VtH/0GiSrG17FjC6pR6sqXSB8fB/9B+rASf5YZqBeZlp85qBeBqBeFmO+Zw4qIf0xM9pPEFoogQwSFnKEVqIIghhw9FxORbOvAhMsEMsnpF1tMjy+SYi44s6ch8aNjyTsc06ugfe9NC4jJLoCmWABEyxQQz44z5oP55R/g//AzljwurUyEt8kdbXBZbYkxB0ZpVWbCtwovWQ1lKAPZYtuAWctjJwrzp0YT7xOFZA+A9DIeMvnzEFOtBnvp5goIks4s75ILSdYIuq2OUBGFEEQA068yyk5G0vubEHJd6+HqqhwTV2omaUVPLxbVyKBt7vhPvf7OPri3SlGiZ5xFu8KZIIFZYtWo/Xt9SlxT+VXPghVlRE8tAuHn7opdo6oESgrMmCy6PYx1PQ1jr3+RMK2+KD4ZJIzAqMZgAltGIPJkoEGV556xZgg6gb+M0EE5PyM5yLyFyboS6owQQRylCDLyIj66KOPMj7gmWeemVtPCIIYMURdTmmz7MZVo2jucnR+uk0z+67pT49hzBX3ojlZG6qiCo4z5+Ho+jtQMv96TWMkeUUn3f6imUvTBKPWoXnb07CfdBaOvfZE6r4tT0EsH49Q479QNHcFmresi8RdxF2ba+oC1G9Yk/JZqKqmarq1ogrBw7sTjhGvpRXNxjMrQchd7Ri9+G4owQDAcVClYMwADTX9S1ODK19QpSCKZi9LW/ZFlSKZlgSRFbwJrqkLIrFRSfPKNXUBwJuQ6xJnRkbUPffcE6tDZ5RW+8UXX+TUEYIgRg5Rl5NW3BPQbYy8vg5i+fiEgO9oO895lyKg8vDMWY5wyxGoYQnMJCB4eHdsJSfdapWRxpPJVYLSS1aDtxTg2OtpYpT218FxxjztfdGg8W5DqGjuSqhSAOG2iNAnb3fj6Po7NA08/8GdcE1dkGI4RrPzgFQtrXjX6LFkg3JyDZr++OuI67G7rl+rxJCz76K/UYGWt9dDLB8Px+SahPva8tZ6uM+7bLB7SAxB1KAP9RvWxBJB4udV/YY1GLPkPgC5ibhmZES98soruOGGG3Do0CFs2LABokiKsQRB5E40Xigb11q8y08oGoMggKDKo+uj11INJcECk7sM9m9NRbitCYyxmCtQ7mzVXdqXO9sQPLoftvGno2TBjQluxHjDR2tFK9pPvsAd+6waltCy7bmYAViy4Ma0cU8AAN6E8uW/gBIKAOaIPhbCQZR8//YELa3oD9q02XjJWX3xdf3y1J0HqPD/658wl1bEtkRL9/j/9U+489X4I/IaJeiLJYKk25+rEn5GRpTZbMbDDz+MSy65BL/85S9x880353QygiAIoKfsSyauNT2Xn2tOLVxzaoG4wsTRWCbv9ldx7E+PJrQvX/4QgqqAom+eiubNa1NdgZMvBCeICB76At53NyTsS45XSl7RStfP0ZfdlbDSZrQSBrMNLYoZMImR2KWgAsbMsNnM4OQgeJ8XTtEKyRQJYtfNxkuSe4gXH81HFCmoK6KqSEGApx/xRHZklLCQ4w+LjAPLzWYzfvGLX2DHjh25nYnoM2xOu2EbRpXOiTwmVvalIyJVkK7UBxNEXZcftq5Fweyr4Zq7Eh7JDyXoA293pcRKRds3v74ORfOuhlfiUDRvJWRvI2R/Z2xpP3hkL4Jff2GYuWetrIbc2ZrQJl0/ZX9nwt+ZqJ3HxywZiWcqXcZSCvHkc3Yeby1E2/ZXEtx50bnQ8cnWiCgi1SAmsoSZzPoJCyZz/waWRzn++OPxr3/9S3NfKBTCo48+iuuvvz63nhBZ8cA7j+nu/8l5PxqgnhBE9kTLvjgdJbCNPyOm1J28+mCbcCbEsSeld/ntr4NH9qPljedjBkbpJat1V2bktkZYCoqhBgM4+uJdCftLL1mdsAKV/FnH5JpI0PusqyJFTSurY0Hj4tiTACDl5c+SDJZM1M7jMRLPdM9cotnfKJlk9eULqhJG4WmzNeeCY3JNt3I8KZYT2aEqYf2EhV7Mq6wlDv7jP/4Dc+bMwa233gqXywUA+PDDD3HHHXfA7/eTEUUQREaoqoq2EOCedSVaXntCe/XnbcB93qW6xwm3NSUYGEYuQtnfCdFSoCncaPRZzmyFOOYEHH5mFQCgaNZSeM5fAiXkB28pQPuHf9QwBKck/AqOVzuPZAYJgDk11imKkXimhxfSx3gZZPXlHYqqq9oeKc9BEFmiqmh992U4zqyBZ8biWD3JcEcrWt/ZANd3FuV86KwVyzdu3IgjR47gwgsvxP/93//hlltuwVVXXYUZM2bg9ddfz7kjBEGMUKSArlI3M2XnejLMvitwQwkFNOMkjD7LOB7e7a9AlQIx9fSWbc9B8Xeheeszmi9/77sb4J7+A1jHVce2R7IH94B3FEOyegAgEuvEgrALLBZMDRiLZ4Z9HXDNWZFwfKBn9aZtx6bI390rXb6w1lHyBVV3LuRtViGR3zCGgqrpaP9oEw4/swpHX7wTh59ZhfaPNqGgajrQi+iXrFeijj/+eLz44ou48cYbsWrVKphMJjzxxBOYNm1a7r0gCKJPieoGCXIw9qsrXk07X/qmhvxQDPojd3l1s+niV1oAg5ijiiqEmr6G5bgTIQe6UtoZfZZZClB6yeoEd13739+AyVGUdrXIt/djOL/973CcMQ+OM+clpu2/+SxsJ5yBo68lim7GFwo2Uj7nzBa0SQz22bVwxd1vo6y+fEQJ6WQtRvebKLCcyA7G8ej4ZKumdEYk1k7fJa5H1kbU119/jfvvvx9//etf8eMf/xhffvklrr32WlxzzTVYtmwZTCYSQSeIwcQoEDn6cu7rc2ZitGn1rfSS1foHV1UUzV0Buf0Y5EAXTAUugBMg+9pgchSh68sPE8qlpI05itNbsoydAPGbp6JozlWRFaTuvrTt2ISyRasBxlLL0cxahpa3X4Bvz8cJxyxbdKthLT8AaPyDthJ54f+blfB3cqHgaCajphFZWQ3OJKCwywuOdY+5WYSqqEBQASAAgjMSA5WvLrw4OLORwZi/8VxE/iL72lF4+lzI7c2xbYwxmBzFEMeeBNnXDphcOR07a4tn3rx5mDRpEv7whz+goqICAPDGG2/g3nvvxauvvkouPUITjucNswp9bV0D1JvhjVEgcvTl3FdkY7Rp9c0oW83kGYPm15/UkCOowZHnboFl7IkYvfgu1G9YA8XXFos5Kpq1FO5zFiHc2ZoixOk/sBOOM2tw5Dd3YMwVP4XUcjT269T/1ecQx54UWzUSXCUI1u9H4PCeBAMK6BbHDBkXL1W63X9aaMVhxUsRxDIZk8e3shqusxfgyNOJZWf6y1AeCJjZoDyHWQQCQ++6iMGFE21Qgj50ffF+UjJHt6xJL2oyZm1E3Xnnnfje976XsG3mzJn49re/jV/+8pe59YIY9qiqoptRePM51wxgb4Y3RoHIfa0TlI3RptU3vZUj93mXomXr04ZCklBVlC26NaYEbimfALH8RBx5brWu8aL42qAEA2jXEOyM9kEsHw/v9lfSrpjJ/k6EGg7oGoLBQ7s0Pwukj8OKShFEMxnj3XW8xYpQt9py/PX1l6E8UKhhSbc8R8TgJG8HkR3MbEH7h3/SkEnZCahAUc3VgD+3Jc6sZ2OyARWloKAAt912W06dIAii7zAKRO5rnaBsjDatvkVXjkq+ez1cUxck6DbJvo6Esi8Jx44TkoyuCI2+4qdQg/7IeWQJxRf9OK3ieNR4kX1tkRd3d3+jJJdbSZe5xwQR4EzwzFgcWfWKU0e3lE9A0eyr0PLm85qfTc6eiydeikBV1W6jyAwIZrjUUErdvti4dI85Y2LexsWlRVX0y3MsvX+we0gMQdSQfvKKGgog1x+WeW3SB4NB3H333di6dSssFguuvPJKXHnllZptP//8c9x5553YvXs3TjjhBNx999045ZRTBrjHBDH4GAYi97FOUDZGGyda0wprguNSdJtKFtyoe+x4w0b2d4LJYQjuMnjfW5uiwVS+bA06v/wAbX/9X1jKJ8TciFAUKFIIRbOvgtR6VLMOH6C9YsQEC3hbIYJfJymcd58vcGQvunZ/hMLTZkMNSymuBNfUhSmFiKOf15MiyGTMnXbzgMbF9QVKMNU1mpip6AOyzNYkCCWg73JXAr6cf1jmtRH14IMP4h//+Aeef/55HDlyBDfffDPGjBmDuXPnJrTz+Xyora3FRRddhJ/97Gd46aWXsHLlSmzbtg02m77cO0EMN3QDkftBJygbo03iu0uyvPdKip5SwcnTEgLEgQwkB+L2M5MA3uqIlHPRKmi89VnYJ56NskWroUghdHy8GUWzl6HlrfXw7f0YrqkLETy8R9slp6FQDkTcia1v/0/a83lmLoHKeKhQ4brgarikAJSgHyaLFcEje6FIIVjKJ6QKAM6tRUu3grJW0D6z6I85b7GidQDj4voKzmLXLfvCWexAXks0EPkIZ7YY78/xkZi1TtRA4fP58Lvf/Q633norTj75ZMyaNQvLly/Hiy++mNL2tddegyiKWLVqFY4//njceuutsNvt2Lx58yD0nCAGl2ggcopuUD/pBEWNNi1iRlsc3u2vauopNW97Ds64Om9AT9C55rHjXGHR/894PhLnoIH/4E7whW54t78K3u5C4aTZMQMKiMRmOSbXpJzPWlmNojnLIRR/A6MvuwuuqQvBBEv3eU/VdROEO5qhqgq8sgBvUIFXMaNdcAIAeLsTHR9vhlg+HqWXrEbJghsx+rK74J6+GKocsaDsAgc3FwTfeghqxzEE93+C+udvQejwblgr04854wVdF6sgBzX3DTbMZE4rttm+Y1PWmmEEAQBMtOo+R5jBD0E98nYl6ssvv0Q4HMakSZNi204//XQ88cQTUBQFHNdj/9XV1eH000+PLfsyxnDaaafh008/xYIFCwa87wQxmGgFIvenTlDa7DGNMiaCHNCPnzp7fsIKRCZyBdH/3/HpNlgrJ6UcNx41LMF/oA7u71wCU6EbBVXT4Th9TiyGKaok7phcA85iByfaEDy8G4efSsyAG7P0foTbm6Eq+ik9qhTSjEFTAl2xc0XdmswkwH/ws4jMwqW3wWkT4N2yFseS4rRK5l+Ppj89htIFN0TGZX/qmId9bbr9ytf6eWrQrx+7EvQD0F9VIIhkVCmUED8ZJVZOSAphwMq+DBRNTU1wu90wm3u+6KNGjUIwGITX64XH40loe8IJJyR8vqioCHv27Mn6vIqi6L5kFEVJ+HcwGIhIhoGOl1AxOGOaD/ezr0ieux0yAJgAvjDiAgnnmMML43FqVRjss2rhVIJQg34w0QqJE9EaTOyTIhnIATAupURKx9+3wTNvJRAKQGptgOAuBQBIrQ0omX99j2DejMVQZf1rjAWTBzrR8HJPLFLUOGnc+EjMiBuz/OGEmnxR/Afq0LLtOYjl4yGWTzA8n8lihY1xEJQA1KAPTLSBE21QpUDamoC8zYnAV/+A48x5KJw0KyE4HjsAx6SZqN+wBqOvegjOsJQy5i4D9wUTrVDCSl7M//h5q8iBtDFzbTs2QZECULj8M/4Gm3y4j/mMEu5K+IGUHPdYduntULjCnI6dt0aU3+9PMKAAxP4OhUIZtU1ulwkNDQ0ZTcTGxsasj91XjHPYDK9NReo45XMbRZZRX1+ve4z+ZDDvpx7l5eUZt8107vaGzMdJW/PLUebS/ZQiBRJUhTlrASSrG58fPIrjXWYce+XBlJds1JAJNR8F43hdxfF0mXApkgkAGFTdQsbOqQsQOPgZrOOqNF2I1ooqyB2tsViq+u5sOiZYMHrJ/Wnj1mwnnA4A6Pr8/ZRfzVFDL/Lr+RWE2luxpyUaQxY35kUuWMZVI6BxfMu4anj9YdQ39wiE9sf8z3Tuxs/bUd8oNoyJqv9q8J4T+U6+PscGm1HHjdL90cKJVtR/3TOvsnnu5q0RJYpiyks3+rfFYsmobXK7TCgtLTVciWpsbERJSUmCS3Eg4Xg+xWhMhgG9aqOqKiRJ6vVxMm3D8TzKysp0j9Ef5MP97CuM5m5v6KtxUsy8frHcQ7tSHnRlyx9GSUkJTKZIMFe6h2HpJavR9KfHMGbxXWje9lxauYJ0xlS8ZIK1ogpyl1f/YngBlm9NQ8Ep56J529MpbrWi2VdCkUKo/+29KL4wooPGBAtK5l8P759fhOPMeZp6SJ7ZV0XERbWK8DLA+e1/j2UlmmwFKDO7UvvGGNxzVqTNzmsNqigrs+TF/I+ft8zE6xYgLpq3clCeE/lOPtzHfIbx0C/nxJtynld5a0SVlpaitbUV4XA4VkqmqakJFosFDocjpe2xY4llF44dO4aSkpKsz8txXEYvIo7jBm2y9qJWYubnYANxlrjzAYP65R/M+9lXZDp3e3uO3oyTX04TP5WkyRSPGvSDE5wI62UddhtGiq8NR9bfhdGL7wYUOVaOJbpsbxl7IhxnztM8DxCJmYrFSRjEOzGzFV5ZAFMY3Ocvg2dG9/kYAxQVkrcRUBWMvvQ2qLIcWUE7698hd7RGJA9kGZ4Zl4MJZshd7d1ZdzbIQT3drZ3wTF+McFcbrOOqEeZFcGkyLfXi4hhL/I4P5vyPn7eqFNSPiZKC4Midl5bh8BzrD2SfVzcmSva1gxuosi8DxcSJE2EymfDpp5/ijDPOAAB8/PHHOPXUU1MmSXV1NdatWwdVVcFYRP/kk08+wdVXXz0YXScIIg09Qe8r4VECULrawVnt6PrygwRNpniiEglpA9iTDDDF14awtyESS3X+EqhSAOwb34I49kQIrjIcfmZVWhVzwVUCsXx8LH5CT4U8KhWhqioYz6Nl8zMIHN4dcUd9lLiaYq2sRvlVDwEq0LxlneaDvH7DfbCMPRGu71yiO4bhzlZwZmtK0L7WWMcLdA6F+nkZaY5Rhh6RJZzZivqX7k0bEzVmyX05a+flrRFltVrx3e9+F3fddRfuv/9+NDY24plnnsGaNZFg0KamJhQWFsJisWDu3Ln4xS9+gfvuuw/f//738dvf/hZ+vx8XXHDBIF8FQRDJRFcdWt54Ho4z58H/5WcIHt6jadgkGyvR1RW3EoTc1gQAKaKY1nHVENyjIY6ZgM7P34NYVgkAMBV6oAKwjJ0Qi2GKj68CAFXusUrSZgbGZR1GNZwQDqLwtNlwn7sIocavEUhyF/r316F5y1OwTzwrrasqGo/lOnu+4RgyawG83V21C2xoqZLrkJHmWO75EcQIhYlW2I7/fxDHTICpwB35rlhswJgJsB1/OCJxMFBlXwaS1atX46677sKSJUtQUFCAa6+9FrNnzwYATJs2DWvWrMGCBQtQUFCAJ598EnfeeSdefvllnHjiiVi7di0JbRJEnhItFVM4aZaujEHR7KvQEqdrFV1d8TERTk+5ZsyPZ8blOPrbezFqzlXo+GQrIIchlk+A1NoA3uZA0ZwVaN68rmfVKE0Qc+PGR2IrUp6ZSxAOBhJcYgBihZe1ZAiSV9b8B+oicVAaJJaw+czQbSmKBYBZzLjw81CBcSb92BXOREYUkTVysAvu6YvR/Pra1GfMBSshB7sA5KYVlddGlNVqxQMPPIAHHnggZd+uXYkFPauqqrBx48aB6hpBEL0g6rZhJiFWO09rqV1WZKhqaoxHOi0sziTgyNM3wTm5Bh2fbEXhabNTjKTSRbdCLB8P9/TFaP3zesOVoeDhPbCfeh7aFTHBJWYXmHbhZY1Mv1i/09Tfi9/XtmMTyq96CM2btd1+jRsfQdnEqbDxmRd+HirI/g792BV/B2ByDlb3iCEKL9rRvOkJbZHf158c2ALEBEEQvSXqtokqkvsP7kwxOKzjqmE6ZQYgqymlT3iLDYw3IezrAMwWyDYXOsJAYZcXqhSIuee0Mr2gKvBufwVi+QRddfOoerlr2kIEVR6AktAPLqwkrEBpfT4ZvTI20X2R1SsG+8Sze4xKwRwx3hiHkvnXgzEGkSloPrRL81jJhZ+HCpxoRcPvH0RxzTXwzFgcM47DHa1o+tNjGH3ZnbQSRWSNGvQjcHg3XFMXauqPRURcRcPjaEFGFEEQA060VExaV15lNVyze+KONN1WFVVwTLkQ/oN1sB43EU5eACda4Zq6EKqiwjZhCsTyCSg8bXbCAzNquOmtCgGRYFT7t84GCorhk9SUfmRTHBmIFByWO1Lr70WvJVbCprIagUNfgC90o33HpvTB6uOqNd2GUfJVlVwPJlhRuuAGeN97JWUlqnTBDWCCFTAQVCWIZJSQX9d1r4T8gImMqGGDzWnX3c+4gZUfIIi+Jppp592yLsGVBwAmZzGCnAVtUiSYXNdtxhjsJ52Foy/eFdtuG38GCqqmRwoRH0h8EUdLphRfeA04Qf+hGS1aKqnQ7Ec2xZEj7qgLAbCUmJ8EDatxkTp9h5+6CUDEJZjW7XigDlBVTbchkFj4eeigpK2tCMZQdEHtIPWLGMrwNge877ycXn9s7nIge21uAGRE5S0PvPNY2n0/Oe9HA9gTguh79Or7dcoMVqhwsiCUkB8mzpLebaYRrG0u+WZKACnQ88B0TJqJxo2PoPyqh3QDuMOdXoTbmmAf4wcvBVL6Ee+KTPl8ZTVMjlEoWXBjTyr1qw8DAIpmLoX7nEVQoYKJNjBeQNjXgbIl90PiRUhdbbGVpUzdjinnj8tqHEqoIf3aimoogFzdLsTIRZXD+vpjchi5ur7JiCIIYlDQ0jFiKuAUlIQVn2zdZmL5hLTlHaJGh6V8D5RQIK1quGPKhRDcY9D+Uc/yf3I/jCQQmKqi4+/bUlyQfKEbR1/6KUq+fzvaZXMkxsfkiAWtJ9e9M3I7JqNV+HmooAT1aysqQR9gsIJIEMlkNK9y1B8jI4ogiLzBZkrNOMvGbQZkZnQ4Jtcg3N6MUMMBuM9ZBNe0hWBmKxgvQJXDUAKdkDuOQTzuJIhjT4I4uhKc2YKyRbf0BKMmZRVyZmvEBWi2IqgwcEoQ7nO/D8/0yyD7O6AqMoKHdsVimNK526QkZfbo9aUrzMu7SjB6+cMpquRDTd4AADjRBs7mRHHNNTAV9uj5hNtb0LTpMXCibQi6KInBhhP0S8BxgiVS4DUHyIgiCCJviOpHxaPrNtOog2dkdJmcxTj64t0Ys/gudPztNXjf3ZBwvHj187JFq+Hd/kpKm/iAbu/2VyKfO7MGnNkCxdcOQZbQdfCzmLEVPW7sbx13W7Iye/DwbthOOF1TrsFaUQV71Qx4ZUAdAFXy5CzJvhb3ZGYbxlx+D5q3PJ2yOjjm8nsA3gwEKLCcyA4m6JSMGlcNJogUE0UQxNBHq+xHzG3GWJKoZBVcUxeifsOahPa6Rte4aigmCzznXYrmbc+mLfJbMv8G8HZXJKD7gHZsVTSgOyIKugwtb62Hb+/HPeeKM7biPxM8slfX3ZYSLxYKoKB6Bppf0y5K3LJ57YBoQqXNkuxTcU81xYACuvV8tjyNonlUyovIAd4E19QFmq5719QFAG9CrtoZZEQRBJE3aJX9iLrNSr57PVxnz4fs74wEax/dD0UKwVI+IeHBGGo4iKLZy9C89VnNWKV2CXCVT8Cx157Q7IP/wE54ZlwBQIU4ZjwCh3anSAj4D+6E5/wrYD9xCsKdXrS+swHm0opIYeE4V1vHJ1tjxpb/4E54Zi6B6ZQZhu62hHgxkxmukE5h3gHShNJytUbP31finmrIrx8AHMpdz4cYuaihAOo3rNEU9K3fsAZjlq4BoL+CnQ4yogiCGBAycQUlxwNFUaUAOj7dBvfMZfC+v7EnXkiwoGjWUnhmLoES6AJUBf6Dn+HI+rvgmDQz8iuTceAsdgR5S7fxoiAs6Re6lVrr0fjqz9OWcIm26fj7NnhmLEZB1XRNV5tjcg3AuFg8E1QVvM8Lp2iFZIpcO2MMDgHgJD+UoA+caIciWNAuAYoSCQAyKsyLkB9MEPs1DkrL1Rqlrww5Ciwn+gMl2BVzvafbD5Mrp2OTEUUQRJ+gZyQByMgVlBwPFN/Oef4yeNPIIoR9XjRuuD8WeD2qdByYSYC/Oy6p5Pu3oyvu5ctb9OtkReOq9Eq4mFwlEcOIN2sqo0f/dp93qbbQ37hquOasBM9UNL/+ZIqboeiCWrRKHBRFMSzMC1mC06aiPczByqv9ErNkZMj1hbgnZ9HXyOMsdlIsJ7KGAssJgshrjOJlJJWDd8taQ1eQnn5UdBWpSwGSZRHcdgdK5l8fWaZnDMGGA7EgbiBiNLnUUOx4jBcMi/zG+qihxWStqIJv14fwbn8Foy+7S9cF5eGv0DayDtTB/tVOeL94P01Nr7VwXXA1vMH0K3TRvvgPfobgkb3wXFCLltfX9kvMkpEh1xfinow3KEDMUwFiInuYaNWfV6IVCOT23Uit7EkQBJElevEy3i3rYFb0RRQFORj7OxIPpMKrmNEuOOFVzOjqVi9PhuM4uEVA6WhOiEUKNRyM1JgTLLBWViN0eDeOPnUDGn5zK44+dQPCrfUomrUU1oqqhOPFZ9HFEy+bkNxG9nfqjo0SCqQ1svgCt66QJtftdoyu0FnHVaftr/9AHZS2prT3wNbLn8xRQ06LWLZhL4kWIE53X2R/R6/PQYw81LAEx5QLYR2XNK/GRTThstVii4dWogiC6DWG8TIBo1iX7F1BjDG4BBUtr6W6whyTa9DxyVYUzVoKwTM6JYMPqoLOLz+IFfnlzFYoIX9EWVwj/klwlWD04ns02xhJKnAWG0oX3QpVCiYWPZUChg/v+BggSeXgOX8Jwu1NCYGx8X1JZ9D1RcySnqu1r8Q9ObMV9f/zU80A4MaNj2DM0vtpJYrIGiXYBYDBftLZcJzZM68itSxZZD/vzOnYZEQRBNFrjOJlOLNBTEIOriCbCWjZnL68i1g+HmL5BBx57pYUoyh4eDdCDQchdmsvieXjETy8J70WVf1+CJ4xaHh5Tcp+Qx2rQ7vBF7rR9MdfxzSjosHqhgaYaANTo67SteDPnKfZhyh6x+ttzJKxq7UPdKJ4AZaxJ2oGAFvHVYPxAhlRRNbwlkJ4/7Ih7Xe0aM5yIMcfAeTOIwiiVzDGDAO1IWTnCmKMwS4wuLgQHFIbXFwIdoGBsZ7i27qrXwd3QiyfACXQlWJAMcECcCa4z1kEMA7uGYthO+F0eGYtS3WXjatG0QUrgOP+H/gCN0ovWY2SBTeibNEtcE1dCCZY0LZjU8QFlcbV1vzGc2jfsSkShN7dt+jfcmdr+nGpqIIiWBNcpVGDLd04JguPxmMYnJ4B2bhaczq+IqMo3X2YtQyqQhYUkT2qYlA7TwnnfGxaiSIIImeiAeWhr/QFLoMqn7ErKFNRR6PVLzUsgXPYEvsrWHoy5eJVyMdVo2jOCrjmroRTCiDs64TJVoAwL6JVYnCYwmje8lRKHbzoilLHJ1vhmXUlwt56TVdbcnC6/+DOiPxCYQmKvnlqmuy8lWiVAAd6jEW9en2eubVofeNZzbEYKgWJmUmE3NkM+0lnwXHmvB63S2cr5EAn+IIiIEyGFJEdGWWWUu08giAGmugqSeDQLu2Xe2U1XLNr0SapADJzBWnWzxMsEMecAHQcg4MXInXuDFa/eGsBFMGakNXmnFyTNlOuecs6uOauTDpKRMPJu1kjaL77GEUzl4IvdENqPozGVx5M25+U+CdeQJukRmK7LrganphOlA2KYEVrt06UEqdplVyvTw1LENxlCJqs8EoMzvOXQg1L/Raz1O8oYXjf/V3a8hxFc5YDYKmfIwgdONFmvD9H2zxvjaj29nY88MADePvtt6EoCs477zzccsstcDgcmu3vvfde/OY3v0nYdvvtt2Px4sUD0V2CGJHEu9SSX+7MJMDkGYPWOCMppsKtU+ct2U2XsHoUFyszat7VsFZWw79fO+2fc5bAG0oMhhbLJ6QV3PMfqIOrvRH1L94VE8e0VpwKzlKg6zZ0n7MIR1/6acyITEdKvJLZClWJuMK8QQAQI0HkCoCgEnNpmjgLShbcmBCUHn8No5c/jC5JBdD/MUv9jRoOIXBoF1xTF6YUWm7bsQlqOARSLCeyhfEm/dp5vZDOyFsj6s4778RXX32FtWvXgjGGu+66C7fddhv+67/+S7P9vn378J//+Z+YP39+bFtBQcFAdZcgRiTxy+RaisCjL/8pnKIdkikSWC7IAUMRyOSl93SrR83bnkPZotUAkGBIWcdVo2huLWQpiIKgD4ANrrkr4QoHgUBq9lrUYBLLJwBgKFt0KzibE953N8C7/RWULLhRdwxUqCj5/u0w2R26Rl18vJKRey3epXksjQtRq5BxQrmYAShI3NcoIb+2MGn3dSshP2AiI4rIDlUO69bOU+UwhlXZF5/Phy1btuCll17CKaecAgC45ZZbcNlllyEYDEIUU79E+/btw1VXXYXi4uKB7i5BjFiMgpWVoA+Nv70PZYtWw7v91YxEIJOPmW71SJUi9bDGXPUQlLAUM844s4iWbc/Ct+dvKeeCmKiInW6VKxoU7v/XPw0z6GC2oV0xg0kMrtkrgK3rEo267mM1bnykuy9VKJp9FVp0YlnT6m5lUch4KMLbHPC+83LajMuiucuB0GD0jBjSqKp+7bwl9+d86Lw0ojiOwxNPPIGJEycmbJdlGV1dXSlGVGdnJxoaGlBRUTGAvSQIwkhJO3h4d6RkynuvaMYhaRWuTT6mnpaSKgUQ7mpHu+AEBDPsPEPX6+mV0V1zV2YWIxVvrOhJGMStBEUlADyzlyPcciTyoBbMkZUgxqH4oh+DmQTwdjdkRYaqJiZHx5fN4cJKwgpUct8yLWQ81FBlgywqOYz+LrRMDD+UkF+/dl5omAWWWywWnHPOOQnbXnjhBZx44onweDwp7fft2wfGGJ544gm88847cLlcWLZsWYJrL1MURdF9KMUKgiq9rG+gQz48Egf6wayif8c0HQNxPwcKo7nb22PH/xulM8Tg1sq6i1t9KZl/vW4cklMOQlF6HkXJxzRaCWKiFUo40i+THI58Js5FFx9Xo8qhzGOkujPqotcQ3RZ/jUVza9EcVBPGJRxq19VyKr1kNcKusVDi0vUZY3CZe1afjFyI4WAAHXxu7od48mH+x89bRerSbxvogsLn5WtrUMmH+5jPcGZL2mdC245N4MyW2DMkWwZtNgYCATQ0NGjuKy4uhs3WE02/fv16vP7663jqqac02+/fvx+MMVRWVmLx4sX46KOPcPvtt6OgoACzZs3Kql8NDQ0ZTcTGxsasjpsN4xw2hELp16xVQHf/UGyjyDLq6+t1j9Gf9Of97A3l5eUZt8107vYGrXFq4DiUnn0Zis+9DKZwEErIl5Deb6TKHfZ1or4lUcsp/picTlCoZVw1vP4w6puPAQAKPRZdF5395HPw5aFGFHcfm4WDKceMRw1LKRlxnGgHJ5gR7mhFy5/XQz1tPuqbvbHPOMpcKceJf4Bzoh2c5AOTVDS0tkNRFIwucqH1z+sR6C4BY2Q4KrzQp9+X/pj/mc7d+Hk7amyRbltOtKH+0OA9J/KdfH2ODTajjiuOhBS890rKM6Fs0WqAcQnfp2yeu4NmRNXV1eGKK67Q3Pfoo49i5syZAIAXX3wR9957L1avXo1p06Zptv/ud7+L6dOnw+VyAQBOOukkHDx4EC+99FLWRlRpaanhSlRjYyNKSkrAcf2jVcrxPMzm9EuLDNDd3xdtVFWFJEkDci4gcs1lZWW6x+gPBuJ+DhRGc7c3GI2TCqAdgNtiQsP62xP2GRkEJlsBysyutMdkSprVru44p9agirKySOC6yRTWddG1bHsGFbNq0RmSY/3VI9r3qCvAWlEFsXx87P87JteA2QSoQs/cVcx8gtGX1qgbV42Tuvvv4iXUx9XQM3IhKmZ77Jp7Qz7M//h5y8y8fqFYs2VQnhP5Tj7cx3yG8Qze7RohBQd3AoyhaM7ynOfVoBlRU6ZMwa5du3TbPP3003jwwQexatUqLFmyJG07xljMgIpSWVmJDz74IOt+cRyX0YuI47h+m6z5oIISrww9IOcDBvXL35/3c6DIdO729hx64xTWiJEyMgjCvAjOIINML3WfsZ75GuZFWCtO1ZcxUILgOHPa/sb6lpxRlxQgHn0Ae+YsB6/0jL1fTpRV0NOmwpZ1KJhdC9WXmJGoJ6oZDSbvy/k6mPM/ft7KvnYUzV6G5q3PprpOZy+D7GsHxxUOSj+HAsPhOdYfqHIofaHvA3VQZSn2TMiWvHUub9y4EQ8++CBWr16NpUuX6rb91a9+hb///e947rnnYtu+/PJLVFZW9m8nCYJIQKtIbduOTZElc46lSBFkml2mlbrPVHQHYod6DCtYAINYofgacnpFdYtmLYUSisgIpCtO7D9QB6WjGc7CUbEsw+Qac5yq6Bt1chBIykhMcSFa7IDZNqQ0n3KBM5lxdMMalC64ER6ehxLwgbPYoMoyjm5Yg7KLb866xiJByAaK5fJwUyz3er245557MH/+fNTU1KCpqSm2z+PxgOd5tLS0QBRF2O12TJ8+HWvXrsXTTz+NWbNm4b333sMf/vAHvPDCC4N4FQQx8khfpNYC+6yVcCXpROVqEOiVhvHMTL9qDSQWO1ZVFe1hLqIr1d4E2d8ZS31ueWs9PDMWI9TRqqtELvs70fH+xoQsw3ijzyG16fZHCfoh21wpK2IxF+K46u5jq0NK8yknGIeSi36E1rfXp6xElVz0I4DRKguRPcysL8XCzNkXQI+Sl0bU9u3b4fP5sHHjRmzcuDFh35tvvomxY8fie9/7HubPn49rr70WVVVV+NWvfoX/+q//wq9+9SuUl5fjF7/4BSZNmjRIV0AQIxdtwcfoE0pfBDI+zV9PlDOtjlK0SG860UsNkUsrr6J5c6osAhBJuXefd5nu9TKT0LOipJF+b6SlxYlWdHSviLE3n4O55JuxDCLeWhBTXs+PvN3+hfEmtH34fxDLx8f0fGJZVB/+EZ7zl+SsLE2MYASLbqwdBAsQHGLZeXrU1NSgpqZGt81bb72V8PfMmTNjwegEQQw9Mi08DKSWhomnedtzKL/qodSCwWnch3rH8h+og/s7l+gXV+6Om4p3E8ajq6XVbdSpUmRFzD1zGVo2r00JQNcSJR2OqEoYhZNmpxU/VZXclaWJEYwc0o+1k0PI1RzKSyOKIIiRh97qUrIop15VdlUKQPJ1ZFxDzqjCuxzogmNy5Edd8gPYfd6lOLr+LgCJbsJ49OKu4o06K6+iRWNFLJ0o6bBEha74qWfWssHoFTHEYYqKlj+vT1jhjHfbu87LvcYuGVFEXsDxPGxOu2E7X5u+GB8xdDFaEYp3lxm6yMwWtEsqtNyHyS5Dk6gvFWByjkLrn/8n4QHMWwvAzDbUb7hPs4ZdPOnjxBKNumyuf9iiKrqK5VApqpzIHgYFvr0fw7f3Y8397vN+kPOxyYgi8gJVVfDAO4/ptrn5nGsGqDfEYGC0IhTvLsvERZYu5irZZeiaulDfXcdZYJuxDIIcBEJ+QJbgP/gZ2nZsihlQrjkrIamAi9OO5cqkMHA21z9ckUMB3f1KKEAFiIms6c95RUYUQRB5QSYB2FF3WaYusmS0XIbGmkxq92qRGUwQYbMC1olTIVaeFss8BFR0bV1rGMvVV9c/XDHKokIvsqiIkYvRd4uJ1pwTFsiIIggiYxhjsAvMMHsuF7JZXcrURZaMlsssXpPJM3MJwsEAFF6AYranHEtrRcnOq/Bu6X0sU66ra8OKfsyiIkYujBdgO+F0mEsrUmrnhRoOgvECGVEEQfQvHMfBLbIUg6GvsseMVpfawwx2IUn+ACLaVBGqjmxCPOlcZlFNJrHyNHj5QtTX16OszKKr/hyNrRLlALhJs+CcXBMraBoV5MwmlinX1bVhRTgIx5QLAYYEhWnruCo4Jl8IhIOg7DwiW8L+TnhmLEbz1mdTsj6LZi+D5O8E+NyU8MmIIggiI0rdjoyz53JBb3WpPczgMCkZyR/okZHLLGzc1/jYqmPx/amoQsn86xOUzTONZcp1dW04ETFyGewnnQ3HmT1ZVHJHKwAW2W9Qi5EgkjFZC9C8eZ1m1mfz1mfhmbsCCOV47D7oH0EQI4BCAWjq5+yxdAHYdiFz+QM9MnKZhY3X9dPKMXTX0xt9+T3w7foQbTs2ZRXLlEkA+nDGZCtEyzu/TevO683LjhjByJJ+1qcsIddnFxlRBEFkhGqU4dKP2WOZpv8bKZ73lcvMqD+OM+cheHgPyhatjgSeKxTHkxFy2OBlR2KbRPYoQR+YYIFzck1KTFTbjk1Qgr7hVTuPIIj8g5n19ZT6M3ssk/R/ZhYzUjzvC5eZUX/UcPcvX47BPmtlRsckACWorwMXedk5B6g3xHCBM1tRMv96TSX8kvnXg+tF1idVcyQIIiM6pIhBokXMFdZPZBLLpKd47t2yDrbun4wRl5kKr2JGu+CEVzGjKyZj0Df9Yd1xO/79dRBk/RU8ogfOQOKAMzDkCUILZrakVcJv37HJ8AeiHmREDTA2p93wP8axwe4mQaTQ0NoO15wVKYZU1BXmyyAgO1eisUxaRA04IxebIAcHpj8VVbF6eoDxqhURD4tIGWhgragCGD0biexRpKCum1iRcn82kDtvEDBS5v7JeT8aoJ4QROYoioLWoIqCQcgeyySWqTA0cIrfsf5sXQf//sTsPMfkGjRufCS2bSSIZPYVKsfS1il0TK6BSkYUkQNywKg+Zu7PBjKiCILImKgrbKCzxzKJZRpIxe9Yf2athEcJINzWBAAIHt6dIG8wYkQy+4gQE+H7dJtmodiOT7fBNv1KkEVKZEt/PhvIiCIIYkhglP4/0IrfUYPSz1ngKhqLls1aIqQjRCSzj/CFVThnLIN369rEAODKarhmR0rwEES29OezgYyoPsTmtBu2oXin3OF4PqMx9rXpZ/gQw5PBUvxWFAWtoZEtktlX9Kzw1cIpBxH2dcJkK0CYxpLoBf35bCAjqo+heKf+Q1UVw/G9+ZxrBqg3RL4xmIrfI10ksy+JjqWimFDfEkCZ2QWOxpLoBfHPhr42zsmIIghi2EDGDEEQWvSXcZ63Egeff/45TjzxxIT/FixYoNv+4osvRnV1NRYuXIh//OMfA9hbgiAIgiBGGnm7ErV3715MnDgR69ati20zmbS76/P5UFtbi4suugg/+9nP8NJLL2HlypXYtm0bbDbbQHWZIAiCIIgRRN6uRO3btw/HH388iouLY/+53W7Ntq+99hpEUcSqVatw/PHH49Zbb4XdbsfmzZsHuNcEQRAEQYwU8tqIqqioyKhtXV0dTj/9dLBuITbGGE477TR8+umn/ddBgiAIgiBGNHnrztu3bx8URcFFF12Ejo4OnHPOOVi1ahUKCgpS2jY1NeGEE05I2FZUVIQ9e/ZkfV5FUXQj9ZXuauyKRlX24RS+OlRTiVVo35t06N3PoYbR3O3tseP/HQwYY7ALHAQlCDXoAxNtkDgRXVLfXnc+XOtAkQ/Xmm7e5kPfhgo0VsbEnh9yGIUeC0ymcJ88PwbNiAoEAmhoaNDc5/F48PXXX2Ps2LG4//770d7ejjVr1uCmm27C448/ntLe7/fDbE6UbDebzQiFQln3q6GhIaOJ2NjYmLJtnMNmeE4V6HWbvjhGvrXpq/Mosoz6+nrdNlpo3c98oLy8POO2mc7d3jBY48RxHI4fXYTObc8icKCnHIhlXDUKZizFvqPNfX7t+Ton+oP+uNZM567RvB1J96G30Fhpk+3zI5vn7qAZUXV1dbjiiis09z366KP44IMPIIoiBCFSDf1nP/sZFi5ciIaGBpSWlia0F0Ux5eUaCoVgsWRfmbm0tNRwJaqxsRElJSXguERvKMfzKcZcMgzodZu+OIZRG1VVIUnSgJyrr44BAILZjOMnjtc/jgp0ejsA6N/PoYbR3O0Ngz1OBWYeXdvWJjwAASBwoA7sredQOasWnSG5T8412Nc6kOTDtaabt/nQt6ECjZU+/fn8GDQjasqUKdi1a1fG7Y8//ngA0DSiSktLcezYsYRtx44dQ0lJSdb94jguoxcRx3Epk3U4aZGzIVroU1UVPJiBIGeKAaxxP4camc7d3p5jMMbJrATRrFGyAQD8B+rgUoLguL4pLhxlOMyJTBnMazWatyPpPvQWGitt+vP5kZejvXfvXkyaNAlff/11bNsXX3wBk8mEb37zmyntq6ur8fe//z32RVRVFZ988gmqq6sHrM8EQfQfSlC/CrvRfoIgRi79+fzISyOqsrIS3/zmN3H77bdj9+7d+Nvf/obbb78dF198MZxOJ4BIMHkgEKmUPnfuXLS3t+O+++7D3r17cd9998Hv9+OCCy4YzMsgCKKPyKgKO0EQhAb9+fzISyOK4zg8/vjjKCgowGWXXYYf/ehHOOuss3DLLbfE2kybNg2vvfYaAKCgoABPPvkkPv74YyxYsAB1dXVYu3YtCW0SxDAhWoVdi1gVdoIgCA368/mRtxIHo0ePxq9//eu0+5PjqaqqqrBx48b+7hZBEINAf1ZhJwhieNOfz4+8NaIIgiCixFdhd8lBKEE/ONEKqQ+qsBMEMbyJf3445SDCvk6YbAUI98Hzg4yoDLE57QAiWkXjHDZwPJ+Sjce4oZnRNtLgeN7wfnI8D0U2Tnn1tXWl3Rc9R2+OQfQQrcIOmAHBDCgA+qAKO0EQw5/o80NRTKhvCaDM7ALXB88PMqKy4IHu1PlQKKSpV/ST83400F0ickBVldi9BLTv50/O+1FCGy1uPucaw3P1xTEIgiCI/ISMqCTS6iOx6P+oyRu1GhqdpQ/a9Pd5jK6zL8810OeJb6N3nQbHYQZ6WrE504tjZEF/ansxxsBxHBhjQ1ZDLFPoWge+D+m2D3bfhgo0VpnT12PFVAomIAiCIAiCyJq8lDggCIIgCILId8iIIgiCIAiCyAEyogiCIAiCIHKAjCiCIAiCIIgcICOKIAiCIAgiB8iIIgiCIAiCyAHSiUqivr5eVwJeVVU0NDSgtLR0WOtx0HXmB6NHj864rdHc7Q35Pk59CV1r35Dp3E03b0fSfegtNFaZk8lYZfPcpZWoLFFVFYqiDPtaXXSdRDwjaZzoWvODfO5bvkFjlTl9PVZkRBEEQRAEQeQAGVEEQRAEQRA5QDFRwwjGGGwmQJCDUIJ+cKIVEi/CFwYt8xIEMSSIPsdMchiFHgtMpjDC9Bwj8hQyooYJjDE4BRXeLevgP1AX224dVw3XnBVokxg9gAiCyGvoOUYMNcidN0ywmZDy4AEA/4E6eLesg43MZYIg8hx6jhFDDTKihgmCHEx58ETxH6iDIAcHuEcEQRDZQc8xYqhBdv0wQQn6jfcL5gHqDUHkP06PCzzPa+4rKh4FxkU0ZGRZRluLdwB7NnKh5xgx1CAjapjAiVbj/coAdYYghgA8z+PuNx7W3BcKhWA2R17Wd868YSC7NaKh5xgx1CB33jBB4kVYx1Vr7rOOq4bEiwPcI4IgiOyg5xgx1CAjapjgCwOuOStSHkCRrJZa+MKD1DGCIIgMoecYMdQgd94wQVVVtEkM9tm1cCXpRLVJpK9CEET+E/8cc8pBhH2dMNkKEKbnGJGnkBE1jFBVFV0SAJgjwZcKAIUeOgRBDB2izzFFMaG+JYAyswscPceIPIXceQRBEARBEDlARhRBEARBEEQOkBFFEARBEASRA3ltRG3btg0nnnhiwn/XXXedZtv3338fF154Iaqrq3HFFVfg66+/HuDeEgRBEAQxksjrwPK9e/di+vTp+OlPfxrbJoqpOiFHjhzBj370I1x77bX4zne+g0cffRTXXHMN/u///g+MsYHsMkEQBEEQI4S8NqL27duHCRMmoLi4WLfd7373O5xyyim48sorAQBr1qzB1KlTsWPHDkyZMmUgukoQBEEQxAgjr915+/btQ0VFhWG7uro6nHHGGbG/rVYrTj75ZHz66af91zmCIAiCIEY0ebsSpaoqDhw4gPfeew9PPvkkZFnG3Llzcd1118VqWkVpampCSUlJwraioiLU19dnfV5FUXQF3RRFSfh3uELXOfQwmru9PXb8v8OZ6BiqqhoLBxiu150P9zXdvM2Hvg0VaKwyp6/HKm+NqCNHjsDv98NsNuOXv/wlDh06hHvvvReBQAC33XZbQttou3jMZjNCoVDW521oaMhocBsbG7M+9lCErnNwKS8vz7htpnO3N+TrOOVCUfEo3WeEJEkAAFVRc/pBNpToj/ua6dw1mrfDac71NzRWmaM3Vtk8d/PWiCovL8eHH34Ip9MJxhgmTpwIRVFw0003YfXq1eB5PtZWFMWUh2EoFILD4cj6vKWlpYYrUY2NjSgpKQHH5bU3tFfQdQ49jOZubxhO4xSFcSzlxxcQWYGSJAmCIIAxBsYxlJWVDUIP+598uK/p5m0+9G2oQGOVOX09VnlrRAGAy+VK+Pv4449HMBhEW1sbPB5PbHtpaSmOHTuW0PbYsWOYOHFi1ufkOC6jFxHHcSNistJ1Dh0ynbu9PcdQHycjoi68+Mze4X7Ng3lfjebtSJhzfQWNVeb01Vjl7Wi/++67mDJlCvx+f2zbF198AZfLlWBAAUB1dTU+/vjj2N9+vx+ff/45qqsTK4ETBEEQBEH0FXlrRE2aNAmiKOK2227D/v378Ze//AUPPvggli9fDlmW0dTUFHPhLVy4EJ988gnWrl2LPXv2YPXq1Rg7dizJG/QCxhhGF7ngNoXhkNrg4kKwC4x0twiC6FcYY7ALDG5TGOM9FrhNYXr2EHlL3rrzCgoK8PTTT+P+++/HwoULYbfb8f3vfx/Lly/H4cOHcf755+OFF17AlClTMHbsWPz3f/837r//fjz66KOYNGkSHn30UfrS5QhjDC4z0Prn9ag/sDO23TquGq45K9AmsZTld8YYbCZAkINQgn5wohUSbwEACHIgbpsIXxj97nYiCGLowRiDU1Dh3bIO/gN1se16zx6CyASO4+AQAE4Kwj3KCt4UhiJY0C71LlMvb40oABg/fjyeffbZlO1jx47Frl27Erade+65OPfccweqa8MamwnwblmHQJwBBSDyUNuyDvbZteiSeranffBVVsN19gLUb1gDVQpEtmX5MNQ2zsgQI4jhSPTZE/8cAdI/ewgiEziOg1tQ0bz5SfiTFgaK5taiVeJyNqTy2ogi9OkvA0OQgykPsSj+A3VwyUEAPVlNaR98++sARYVzcg2821+JfT7ThyH9KiWIkYUgBxE4tAuuqQshlk+AGpbACWYEDu1C245NKc8egsgEh8BSDCgg8j5q3rwWrrlXwxvM7dhkRA1R+tPAUIJ+4/1Cz4NM1+g6uBOOyTWJ2zQMMS3oVylBjCyUUAAl869H+45NsR9eAGCtqELJ/OuhhAKAiYwoIju4sF93YcAT9iNX4zxvA8sJffQMDO+WdbD1wjzmRGtW+42MLjWcaukYfQYwXhET5Bx/OhAEkZeYbIVo37EJ/oNJKwYHd6J9xyaYbIWD1DNiKKMEfL3arwetRA1RsnW5ZYPEi7COq9Y8vnVcNSReBJSeVS7OYku7/K5KATCTkHIcTrQCBi7obFfECIIY2qiylGJARfEf3AlVlkDuPCJbOLMFTLDAOblG8z3FmS1AjpEhZEQNUfrTwPCFAdecFVC3rEMgxVVYi7akoHLOZEbw8B7N5feOT7YieHh3wvG1DDEtMloRo1JRBDFskAP6zzU5QD+ciOxhggVli1bD+94rKe+pskWrwQQLkH2VOABkRA1ZcjUwMglGV1UVrUEVOPsylJ2/BGpcuzYpMWjdZgJaNq/VXH4HAM/MJTjy/K2x7VqGWDqyXREjCGJoQz+ciP5A5Xh4t7+q/Z5iDJ4LrgYg53RsMqKGKLkYGNkEo6uqivpmLzB6NApsIjg5CN7nhVO0QjL1GF1GQeWqLGHM0vsRDqQ3xNIRXRGDZn8zM8QIghg6SLwF1srqSGZvEtbK6oj2XD8X2SaGH0pIP7BcCeUeWE5G1BAlFwMj22w3juPgFhm8W9amNboMg8plGV5OhCqYI78gs1g5UlUVbRKDfXYtXEkrZ5kaYgRBDC1cZy8AFDVh1cBaUQXX2QtAv5uIXOjP8BcyooYoCQaGEgJTAQYFcigAhEOwmczwhRNlDrINRi91OwyNLo7pL7/DbIXaC5ebqqrdhp05MsmzNMQIghg6CHIADa8+jOKaa+CZsTjyw8liQ7i9BQ2vPozSH9wJCiwnsoW36L+neIs1V28eGVFDGVVV4QszOAUBrXHGDhMsKJq1FO7yCQluNMUf0D1esjVeKABNBkYXxS0RBNFXKKEAii/6MeT2ZoBF5FHUcBByZyuKL/ox6UQROcF4AdaKKs3MT2tFFRgvkBE1Ukl20THBEhOrO/baE7F21nHVKJqzHEywxEqwJJMctKmGjI0un1mkuCWCIPoEk80BRZHQ/sX7qe68aQvB2Rw5Z1ERI5ewryMm+pw8rxyTaxD2dQAmR07HJiNqiJGcXWfiLDgWZ7w4J9doi9UdqEPzlqcwevE9UHzeBB0nQHvViJktun3hLDbYOACyBPf5S+GBEvmlaKa4JYIgckGF971X0mf7zl0BgArLE9nBmS1o+P0DiW5i0YpwRyua/vRYxE2cY74CGVFDCK3supIFNya0EcsnJOhgxOM/UAfHmfPQ8PKamI5T48ZHYBl7YmzVKGqkmeQwmGpK66qzjT8DnMmMrs3aQec+MqAIgsgWKagrtgkpCED/xx1BJCPxFpQuuCHFQLdWVKF0wQ29yvokI2oIoZVdl6wGrlViRWt/VB9jzFUPIahyMQPKZVahtDVB9neCM1vgPu9SQE3KlBlXDfesK9Hy+pO6Qee+cP8USCYIYniipAk16NkfBExkRBHZk1YnimOwz1qZ83HJiMpz4t138PkisvVjToi54oKHdycEzGmVWEk4Xtx+/4E6qLIEQQUKQ36YLDYED+xC8xvPxdx8thNOh3v6YrhCPoAXYq46JRQwzPRzCuZ+KZBMEMTwhDNbjctzkEwUkSWCrPO+2l8HlxwA6UQNQ9KKY8a54tp2bELJ/OsBRKzqZKMqHmtFVUoJFrmtCY0bH4Fzcg1QPgF8oRtjrvgpunb/DW0f/C98ez+GGpYglo+HdeJUeBUzoKhwSAYFhEN+eN98PmNNqvhrptUrghihcDzKFt0C73u/TyzPMa4KZYtuATiejCgia9SQ8fsq16xPMqLymLTimN0GknNyDbzbX4kZQZ6ZSxAOBVFw6nlo3vpUgupvNAuhceMjiSdhXCybL/mhFTXU/Ad3wjG5JkECwbA8g9mSdYFkPUX1ojnLEVB5+MIqGVMEMUxhnAne7RqB5Qd2AmAomrNicDpGDGl4oySpXqxwkhE1iBituhiVVImmbKpSAMEje2E6ZQa6TCKYxGCfFVH5RsgPyBL8Bz9D48ZHEuQNrBVVgKKg/SOtbL6dgNpjqKlhCbyjRwLBSB9KBae7LK+lEKunqN68eR3s3zobzm+cQq5AghimqHJI98eXKodAYptEtqiM0/XQgHE5H5uMqEFCv45dLSSVA3w+3WNEg8STNZniVb6ZIMJjUxA8vCfRgBpXDceZ8wDGdLNhooYaby1IkEAwKjujKpL2Cle3K5Kz2FLEzTIxGr06rkCCIIY2SkD/macEfSS2SWQNY0DR7GVo3vpsSnZe0exl6M1P8rw2ohoaGnDffffhgw8+gCiKmDdvHm644QaIopjS9oc//CHeeuuthG1PPPEEpk+fPlDdzQrdOnZb18J+0llQCty6xxDcZRi9/GFdTSZVVSH5OiCWj4djcg3UsARmEsDb3Ti6/g4UX/Rj3XOoYQnWiipwzhL4gj3HN6pr5zSbtfWquv92XXA1ICeunxrW4QtLaV2BBEEMfTgjt4tgQa/eeMSIhHEmtLzxXMp7MHh4N1reWg/PzKU5HztvjShVVXHdddfB4XDgxRdfRFtbG2655RZwHIebb745pf2+ffvw0EMP4ayzzoptczqdA9nlrNBdddlfB8cZ8/SDxMdVI2iywhcGbGBwCzIgBaGEAmAWO0KcGIsf4syWFO0o19SFsJRPMMzm460F8FywEt5QqpGmW9fOQO/FJaVmQxjFWcX6GvLBbqVgc4IYbjDBrF+eQzCTYjmRNWo4BN/ej+Hb+7Hmfvd5PwCQujiTCXlrRO3fvx+ffvoptm/fjlGjRgEArrvuOjzwwAMpRlQoFMKhQ4dw6qmnori4eDC6mzWZrLokZ95FibrM2sMRlyA6m9CSLCJWWQ3X7Fq0SUwzfil6bLmjVddQUwtL0BpSoapKVplzuWRD6MZZxWUWKoEudL37O5JKIIhhhqrIcE1bCCC1PIdr2kKoigwg9/gVYmSiGJUwCwUA0zAzooqLi/HUU0/FDKgonZ2dKW33798PxhiOO+64geper8lk1UWVArHMu+gSpOAuQ9BkRZsE2EwqpK8+Q9fn76e6zfZ3uwVn1aaNX5J97bB88xRYvnkymrc8lRLb5JmzHGFfK5xmKySTFSKnoCWNQnmyMZNLNkSsn1vXpc0sjBpTRlIJBEEMQVQVihSCfeLZCW4XuaMVihQCRz+YiBzgzEbZ5Nbhl53ncDjwne98J/a3oihYv349vv3tb6e03b9/PwoKCrBq1Srs2LEDZWVluPbaa3HuuedmfV5FUXRXNpRuaXglR4n4KCFTZqsuqhRIcMWVLX8YHcFIRLaJhaEWuNO7zfbXwSkHIcsmtCqRjD2nEoQaCkCwFaJ5y1M49qdHY1l0rrPnA7wATrQieHQfuj5/D2JZJeSuNlhKvoHm19dq1uTDlnWwzapFZ6hnTFSO6S7Lq+A0x7BVYbDPrIVHDSLc1gQACB7eHSlPUz4hQabBfyByfYqS+zTuq/uZDxjN3d4eO/7f4Ux0DFVVBWOROm3D9brz4b7Gz1tmFtDxyRaYS74JvrAnJjTc3gTf3r/Bc/4SKNLwvBe9IR/uYz7DzIK+m9gkQAkM87IvDz30ED7//HP8/ve/T9m3f/9+BAIBTJs2DbW1tdi2bRt++MMfYsOGDTj11FOzOk9DQ0NGE7GxsTGr4ybDcRyOn7EU6lvPIZC8sjN1Aeo3rEn5jGVcNbz+MOqbjwEACj0WcAZlXsK+TtS3JC5lji5yAVvWIXAgMqGihpp3+yuwjquGc9r3wNud6PrHu/C+swGuqQvBW2zpjbUDdSgIdaG+3guO41DqdgAmHq5pC+GaugD+g5/FFNajq0qSHEZ9fZPu+JS63fBYOJhLx6Fk/vUxYyo+y1Dr+nKht/ezvygvL8+4baZztzfk6zjlQlHxKIRC6QNsJCny3VIVFfX19QPVrUGhP+5rpnM3ft6O+kYxnFMugve9V1KyeqPuvPr64TMH+5rh9P3sS0YdNwqOKRfBPvFs8IXumOROuL0FvKMIqiyhvv5YrH02z90hYUQ99NBDeP755/HII49gwoQJKfuvueYaXH755bFA8pNOOgn//Oc/8fLLL2dtRJWWlhquRDU2NqKkpAQc1zvffGf36pBLCUIN+sFEKyROBDjAMvZETbdZa1BFWVnEVWYyhaGG9WOPTLYClJldCdtcpjAaDu2Ga+pCTQ0nNy+gdcfvYkaTWD4Bsj/VjRoPJ0sYPXo03CKDd8s6HEnq+5il9yPc3ozgoS/R8fdtsE5fhrIyfR+0CkBhYTS++vOsri8b+vJ+DjZGc7c3DKdxisI4BrM5NctTVVVIkgRBEMAYA+MYysrKBqGH/U8+3NeEeatIaHj1YRTXXAPPjMWx2MtwRysaXn0Yo39wx7C9F70hH+5jPqOEOgCo6Pri/aT44io4Jl8IJRTIeV7lvRH105/+FC+99BIeeughzJkzR7MNx3EpmXiVlZXYu3dv1ufjOC6jFxHHcX0yWX1hFcnZbX6WXjqAMcRcDGFeBDp1AsMrqxHmRXBKctB3QFfDSZXD3QrB3e274xL04EQrCngO3i1rNWUbWrZF0kuDR/bGNK2Mxo8xBiaYdEU9ta4vF/rqfg4mmc7d3p5jqI+TEdHvV/RfwHiuDnUG877Gz1tFCqD4wmtS5FGsFVUovvAaKFIAHJ9bAPBIYCR8P3OBMzvg/cuGtKLSnrkrwIVYmk/rk9dG1K9//Wv89re/xcMPP4y5c+embfeTn/wEjDGsWdPjAvvyyy81V62GArrSAXH4woDzG6fCVTQGYEgwfKyV3QKcGt4Kk60QLe/8Nq2Gk2fOVQnbo3oa1ooqBA7vTlEhD3e0QOIt+kUeD+6EZ+YSmE6ZkVbTKuGc3WKkbW88GxEFVVXNDMU2CioniGEDby3Uftl1/100dzlJHBBZo8qSruSOKksYdgWI9+3bh8ceewy1tbU4/fTT0dTUEz9TXFyMpqYmFBYWwmKxYMaMGbjhhhswZcoUTJo0CX/84x/x8ccf45577hnEK8iebIvvqqqK9jAHV8GoSDbLmXHZLJ2taUXpjCYU5HDCtuDh3Qg1HIRjykVwCeaUeAXbhDPgrqiCYqCwroT8gFU/ay92zDgxUv/BfyRkKPLWAsBRgrYQ1dEjiOGEKocNXnZhkNAukS2GkkLBYViA+M0334Qsy3j88cfx+OOPJ+zbtWsXpk2bhjVr1mDBggWYPXs27rzzTjz++OM4cuQIxo8fj6eeegpjx44dpN5nj34ZmPR6SFZeTZEdiP+sfXYtfOFE40wN6xsecldbgoswpinV2Yr2f76X8JBjggWF/28WWl57IlYiJuG64urnQZEhdDbB7SyGN6SdnRclXow0OUMRAEYvfxiqSg9TghhOGL3slF687IiRCy9adWu5cqI1pQxZpuStEVVbW4va2tq0+3ft2pXw98UXX4yLL764v7vVb+iWgUnSQ4pfsYLPF5kYY06IZcDFf9YlB+EUzLFjM8GC0ZfertsXVQlHBO84Bv/+uphe1ejL7sKxpF+Jzsk1sfgFsXx8gvHFBEva2CvPBSvRGkovlJnRw1SghylBDCeM9PN687IjRi5MsKBs0WrNrM+yRavBBEtKGbJMyVsjaqShWwbmQB08cgCmcAC8aAPjTanimN1B4ckSAAj54X3z+ZgBVTL/eoSavtbVzJDbWwBHEezfmgb3jCWQu12LioYKuVg+ITYpkxXW4w2shOs5uBMtm9fqCmVm9DAlSRSCGFYwXj+RhPEmMqKI7FHC8G5/RTvWjjEUzbkKuSrhkxGVJxitvEgtR9H46s/hmroQwcN70gZeOifXJFjanNkSeyBFjZrA4d1py8kUzb4KnV9sR/Mbz0GVAihb/jDaBSegAC6NhR81TqcqWWGdL3CnuOFi/TUoJKxbAmZcNSRe1Ay2J4jBwulxged5w3ayLKOtxdv/HRqCqIoM19QFqYkkFVVwTV0AVVFAZV+IbFGlUELiVTz+A3VQpRCAzOJ1kyEjKk/ItPhu/MpPMv6DOxPikiK/3AS4pi5E245NCZ9t+tNjiVosFhuY2QrJ2wTvOxtix1Dj3WaCJWUFK1n6ID5+qWTBjbrXpOeSS1eqhrLyiHyF53nc/cbDhu3unHnDAPRmiKIoqTpRFhvC7S0xnSh6bRHZokgGtfOkAGAiI2pIk2nxXTUs6QbIRVeGrBVVcJw5D4efWQVL+YSY/hMQ8Q9rarGMq0bR3BUo+d5PwPEcAod2gVlsPcvn4WDMSPMf3BnxI6tI22/eWqB7zUYuOUnl4J65BK6AL1JrTxARVHm0SZSVRxDDEUUKoPiiH6H9wz+liCIWX/SjyMuOdKKILOFEu/H+4RZYPtJIu/ISV3wXAJgg6gplmgo9KL1kdUKJlOjDyH3OIgBIH6t0oA7Nr6+Fe/piHF1/ByzlE2CvmgHWbegwFQBjcJ49H0Vzl0OVwwi3N6No1lI0b3s2Uaeqogp8YVH62Csdl1xPpuJaHNPIVAR6xBCzkYQghjbkLhv+8FYHvO+kEUUEQ9Ec0okicoA3w1pZnVDYPoq1shrgzYCc2zuDjKh+QvsFH1kuFOSA5ku/TUpUKjeJFnR98X5isLiioP2jVAMocHg37B1nw+QYBc5sge3EKbCdOAW+vR+j7a//C//BnXBPXwzruGpDl6Ar5IPz2/8OKGEo7U1wmMwwWQvRvOU5BA7tQsn869G8+amELLyimUvhmb4YUlsTeIsdXIEbnbs/QtEFKyJts3DJZZKp6AvnJglBDF3IXTb8UWVJP3alF6KIxEiGoWjWlWje+kzK+6Jo1pVQwZBWWNEAMqL6gchKClJKoFgrq+E6O1JcOGoUJb/045XK7TxD8MjexGw7jqUYUPFSAsdef6LnfN1FO8XRJ6Dx1V9AVSQUzVkOqeWIbv/lgA8F3zobcmcrZH8nTIVuBP71TwQO7dJcxVKlAI69/gSsFVUQy8fDu/2VyGrY/k9RMGEy7LNXwpVkOOqplhtlKrqVIGCypC0xkywJQRDE0EAJ+nTDFZSgj3SiiKxhCKPlzRcgjjkBjjPnxUSpg4d3o+XNF+CZuQSUnZdH2EwM3i1PInBoV0qRX6n5KJxn/XsseFvvpa/l4otkESSiJyUAAPaJZ8M5uQYQrAioJoiuUpResjo1nkoKgAkWmItGo3nr0ynuuZL51wOMyyiwXQ1HVNGbt66DfVYtvIp+CZt4jDIV5bYmWDxj0Hxol+Z+o8w/gsgOFZ7iIsNW8bX2iNzgRJtuuAIn2kjigMgaVQrB/69/wlxaEdsW/b76//VPys7LN8xKAM3dbi+th0HR7GVo++v/xlaY0r30k118CPkjAdZJZJKxJ3jKIvXtmIKWrc+m1ZgqmrkUzVufTWuQuc+7VPfao4HtJlcJyhbdgsChXRCUEIBIFl+6OCa/zGDlVQhyEJzZOHC0ectTKXIO8ZAYJ9FXMMbhrm2/MGx316z/HIDeDG+YIOr+ICyatzLn2BVi5KJIQZQsuAHtH/4p8X08rgolC26AEg4CPBlReYMa8OmuDjVvey7FAEj30k9w8ZkiLr7kbLh4rSbN/oQlwFIAkcloSRLpjPYJAIpmLoU4ujLBJZjczsMt1j0XMwmwVlTBt+tDeLe/AmtFFQpOORdMiVj96eKYiuauQMsbz8G3529wTV2oKwYaPLwb/gN1kcLEaSAxToIYeqhBv37tvKAfua4YECMX3uaA993+SVgg1bJ+gDNbIJZPSP8wOFAXqSUX/xkDnagoUReftbI6ti1ZqykZZhLACWaoIX/6WKODO2EuPg7hzlbdY8n+DlgrqjT3WSuqIHe0wjG5Bm07NsWO27z1adhM+gHjza+vhbnkmwAiyueOyTUp54lmKkaPnY5Y5l8aGGOwCwwuLgSX3I4JZW4UmHlyxxDEIKOEMtDzIYgsUeWwQcJCOOdj00pUfyAYu6PiV48iL30L7N3uLL10/aiLzzN7OcKt9eCtBeBEm67GlNzRimD9fliSDLeUPkGFyVms30aRE7Si4q+haNZSdH75QUztPEqPuxK6RlwsnipJ+ZwzR0rOxMs2AIDJWZxy3UaZf7kWeiaGEhTDNFThLDb9/RQTReSAEujS3x/sAkyunI5NRlQ/EFR5iIUe3TbR1aPoSx9QU7P50rzYVVVF2NcBqApa//xSTxkXrVIJ0xZCCYfBOzxgnIHGjtmGIKdfbkVwl0Huao/oRIXDUAKdkeNyHA4/uzoxkzAOJRQAM0ghTS4hE6983vjqz1P6EuQsCZIQmWT+ZVPomRiaUAzTEIbj9PV8OI6MKCJrtGKJE/Z3C0fnAhlR/YAvrEIU7brGCO8owejlD0PiRUgqQ9fWNNl8X/0D7m+cgqDKEoKvAQUQRIjl4xHoXqGJrtwAgMlRBIBBVRSEvv47Av/6B8Ty8Ybil7rlVqYuwOGnV/XIM3S71zo+2Qr3ud9Pa0AxwQLBVgi5o1l33NK5JZOVz3tWm6LK5Zln/hnJJ1BWH0EMHow3wzX1YthPOgt8gTv2HAx3tEAoGgvGmwGJgh2J7GCCWTfOlgnmnGOiyIjqB1RVhTfE4Jlbi5bNWqtLtfBGV0sUFS4uGBOx1Mrms4w9Ef53X4b7vMvQvDlV0TyaWRf/udJLVqPh5TWwjquGZ/plaP3L/+gWHo66wKLuQvec5XC0HIEalmAqcCPU9HWCvlX8McTy8Qge3Zf2F2TRrKVo3vIUxDEnGAaMp2wfVw10G5yZrjbpYSSfQFl9BDF4qFIASsiHrs/fTyn74ph8ITjJBvqRQ2QNL8A1bSEAaHprwAvIdYmTjKh+QlEUtIZYRu4mJeiH89v/rpvN5zhjHppfX5s29Tc+248JFvA2R0wLCoyLFSGOX7GKCo7xjhJ4u11YdoFF4rJ8fjBBRPDwbjBB1M3Yi5alKb/q5wh89Y+UX5Di2BNx7LUnYoZifL+B7niq2Vei5e3fJBw7ZtyFVKhq5qtNehgF8FNWH0EMIipS6uYB3VlUKuCZuXRw+kUMadSQH4qsdM8fFUrA1x1/xxDuagMX8iNX45yMqH4kWYE8nQHAWWywjz8d3nc3aB7Hf6AOnumX6ab+Rt14UfXy1r+8pCmWmbxiBQCjl0dKaWgGXFdUwf6tqWCCJa27LhbLpCro+uKvKSrtluO+Ffu8phFX6MGR39yB0VfcC+c5P+iTFad06BZ61qnnRxDEQKDqPudyDlwhRjSKFIBQ6ErRQIzqNsohP8DlZkSRxEE+YBLTSgswwQLX1IVQpKDuIaKGTEyf6kDqilX7jk0R5fI4ooZD2oDrgzvR8sbzKZ9L6KNJgHNyTbfKedLn99eheevTsc9HA8YbXl6Dxld/joaX14CpKhRfG8Jd7fAqZrQLTngVM7qkyAMzKkfgkNrg4kKwCyyWWRUvV6C1P5mYRMS46oTt0VUvX+6ZrgRB9BJDiQOD/QShBW9zphWRbt76LHibM+dj00pUPqATkB2Nk0rWlUppG832qzg1o7IsQGIslJMZBFyfPV/zuLbxZ4C3u2E/6dswl46Dc3JNQhkZo89bx1UDHI+yRbeAtzvAujMRI8rmDBYmo3mLVgHjFWgPc3CYlKzkCrQKPSu8AMVs7/NVL4IgsoMTbbq180jigMgFNRTQF3ENBQAYSxNpkddGVDAYxN13342tW7fCYrHgyiuvxJVXXqnZ9vPPP8edd96J3bt344QTTsDdd9+NU045ZYB7nBtKMKKBlBx0Ha96bpRZZ3KWYMzSn3VXOU8PZ7aiZMGNEDyjEeQtMcNBCaUPuGaCBZzNidGX3QXZ3xl7qEnNh+E+Z5HmEmnUdRhzAfIm2E44Hb69H8eOGVVIl1rrwZkEBL/6J5zfODVmHElffYbmpABToEeOwDV3Jbybs5criHezKrwJ9fX1KCuzgONoYZYgBhMmiChbtBre915JSbApW7QaTBABmYIWiexQgj7j/RnoO2qR10bUgw8+iH/84x94/vnnceTIEdx8880YM2YM5s6dm9DO5/OhtrYWF110EX72s5/hpZdewsqVK7Ft2zbYbPribfkAJ1rRtmNTStB1fE08rf1Az2qSAg7S4V0QyypRsuDGlMLCUZSQH42v/hyll9+HrrhJky7gOroa1vLGcymrPZ5Zy9C89ZmMgt0hh+H6ziIUnj4HjBdgKvSgecvTCQHr1ooquDyj4XYUo/n1dXCcOU9X9d0j6Siwk1wBQQxBVHi3v6r9TGEMRRfUDlK/iKEMJ2Yg4pqjbZ63RpTP58Pvfvc7rFu3DieffDJOPvlk7NmzBy+++GKKEfXaa69BFEWsWrUKjDHceuuteOedd7B582YsWLBgkK4gcyRehGXsiSlB1/ECYVpB2YK7DIrZBklhELoa0fX5+zj2WqJREr8iFC8jwIlWMDXiMhOZDKaaNAOu09YAPFAHpcubUbC7dVwVmNkGVQrAVOAGTGLERZeuyOicq+A/UIfCSbN0x8341wXJFRDEUEINBXR/GPXG7UKMXJjZoq8TZbYAgdxCOTLyX4RCITz00EM499xzcdppp+HHP/4x9u3bl9Dm2LFjmDhxYk6d0OLLL79EOBzGpEmTYttOP/101NXVQVESTca6ujqcfvrpCcHGp512Gj799NM+609/4pcjv7DKLvkJzKXjwBhDqOEAgMTg6OSgbCXQCUkBRBaG971XNI2SaDC5taIK7uk/QNuOTZE4JMECp8AgdDWhZfM6HH5mFRxnztOoV3dqwnGjge6ll6xO6V8yaljqFulciKPr78DR9Xfg8NM3Qels0fdPhyOqZ0Y1AY1/XWRWj5AgiPxAL6wgk/0EoYUaDqFo9jLNeqxFs5fF3jm5kNFK1MMPP4y3334bq1atgqqqWL9+PRYuXIif//znmDlzZk9H+zAot6mpCW63G2Zzz0rCqFGjEAwG4fV64fF4EtqecMIJCZ8vKirCnj17sj6voii61xE14JINuVxhjMFhUtD8empwdMHJ38GoC38E3uZICbC0lE+A/+BnsEycCqiKrlHimbkEACD7OmApn4CiOcshdzaD8QLkUADOKRdCPLQLTX96DI5JM+GYciE43gzOVpggThkf6O7d/kq3IZUewV0G+0lnpYh0yv5O3c8poUgmolacWPz4qGar7q8L1WSBEtBPt+vr+zmYGM3d3h47/t/hTHQMowkO/UG+jGM+3Nf4ecuZDXTczFYo4fwYu3wiH+5jPqMEutD4v/+F0gU3wsPzMZ0oVZZxdMMalPz7dVA4R07HzsiIev311/Hwww/j9NNPBwDU1NTgwQcfxH/8x3/goYcewgUXXACgbwt6+v3+BAMKQOzvUCiUUdvkdpnQ0NCQ0URsbGzM+thajC5yofXP6xFIkiQIHNoF2deGrn++l6LbVLZoNRQphMZXfwHTN6vBeP0FRSXkR9uOTSirnISiOSsAAN73fpeiI1V84TVo+tNjKC6fAO/7kbiEeEMp2bUXPLpfV3NJVVVNkU7DFaZuiX69ODD7jGWQAj7tYsjd5WjkYBfq67WlI5Lpq/vZ15SXl2fcNtO52xsGc5yKikdl/J3ui3aSJGXULtvzqoqK+vr6jI43UPTHfc107sbP21HHjdL9YQTG8m7s8ol8fY4NNqO+UYxRc65C69vrU94Vo+ZcBc5iR/1XPfMqm+duRkZUIBCAy+WK/c0Yw8033wyO43DTTTfBZDIluN36AlEUUx5I0b8tFktGbZPbZUJpaanhSlRjYyNKSkr6JJvLZQqj/kDqA8M5uSatiw4MEMdOjMQY2QrAJdmuqSnCFpR893ooIT/8+/+O4OE9aeORimuuSTSU4laD4gPdIycCXFMXaBc+nroAULVzkY1WmHz7Po0YRzuQWhPQWYwAE9EpKXCGOzXFO4PdtQRLvn87ysrK0ox8hL6+n4OJ0dztDfkwToxjKT+W0tGbdqqqQpIkCIIQ+2HYl+dlHDOclwNFPtzXhHnLZDimXAT7xLPBF8ZVPmhvAe8oAlj+jF0+kQ/3MZ9hJj5tRRAAKJq3Mud5lZERNWXKFDz44INYs2ZNghvtpptuQiAQwPXXX4/a2r7NmigtLUVrayvC4TBMpkg3m5qaYLFY4HA4UtoeO3YsYduxY8dQUlKS9Xk5jsvoRcRxXJ9MVjVNLbcUgyUO/4GdcJxZA+u4ajDBguDX/4ytCCW73KJYx1XDfd6lEMeepKsj5Zm5BIWnzYZzyoUIHNqF9r+/geILr4n0NZyoFyCWVaJ+wxpNI6bh1Ycx5oqfxkrPxLsi2//+BsoW3QpXyJcgmRBq/BcKT5uNxle7FdTjjCfeWYwQJ6Ij3ONm4URbLE5MC060glMyu0d9dT8Hk0znbm/PMdTHyYj42Mr+It/GcDDva/y8ZRwDJ4ho/yK1dp5r6vfAOBO45F+NRIyR8P3MBTXo14/DDfrBcdkvugAZGlG33norrrvuOkydOhVPPfUUpk6dGtt3++23w+124/HHH8+pA+mYOHEiTCYTPv30U5xxxhkAgI8//hinnnpqyiSprq7GunXrYi9XVVXxySef4Oqrr+7TPvUFERFJROrTBf0wido3LtlgSYYzWyN1gFQZLW+tx+jL7kLLtmchlo9Pm00HVYX7vEt1jyu1HEXjqz8HkOjic0yaCcGVaJSqYUnTiIkacs1bnk5xRZYs+E8Aauqy6rhqFM2tReuf18fip7zbX0ks2CwnGgjZlHBJHvdoWZnOED2QCSJfUGUJ3u2/166dB9Yd30kZt0R2ZKSEL/SjEVVaWooNGzZg3759+Oyzz1L2//jHP8YFF1yAiy66KKdOaGG1WvHd734Xd911F+6//340NjbimWeewZo1awBEVqUKCwthsVgwd+5c/OIXv8B9992H73//+/jtb38Lv98fi9XKFxhjKfXpXFMXarq2jOKGlJAfR9ffAeu4ahRfeA3CHc0Qy8fDfuIU/ZUmbrF+H+POG+2TY9LM2DHjjZZ0fUwri3BwJ+wTz0bXl9oCms2b18I1dyUcUy/OqH5etIQLNBXLI0rsgPa4R9u556xAA/1yI4j8QFVTSlZFif4QJIhsiRQbNtifoxJ+Vm+P448/HnfccQduuukmeL3e2PYPP/wQ11xzDUaNGpVbL9KwevVqnHzyyViyZAnuvvtuXHvttZg9ezYAYNq0aXjttdcAAAUFBXjyySfx8ccfY8GCBairq8PatWvzTmhTqz5d245NcHRLEMQjd7bCWlmdfAgASNB78h+oQ/uOTYAsI3h4DySvfmCh7O9IqRunddwo0VgoAAg1HIT7vEtjfY3GNiUjlk9Iu3TKF7r1H5JSIKV+XjoXVXwJl9HLH0bp5fdh9PKHYZ9dm2B4pa0LeKAO3i3rUOrOLSuDIIi+xVjigGrnEdnDBDH9e29cdUQJP0eyFtvcuHEj7rjjDlx44YVYtWoVPvjgA/zf//0fLr/8cvz4xz/OuSNaWK1WPPDAA3jggQdS9u3atSvh76qqKmzcuLFPz9/XCHJqfbp4EU3PzCUIBwPdKzAWuL5xKrBlbYpLzDG5Bo0bH4lt8x/cCceUi+CYXAPOYDKoigzPzCVo2facZkZb/HFjnwlLsFZUofD0ufDt/wzu6Yvh4TmEO1pRcPI0NG97Nq1hpHUsPbIVyIwv4QLBHFGdVRKNLq1xj+I/UIficy9De8ZnJAiiv+AMXCqcIAK0GEVkiexrQ9GsZd3vqkRvRNGsZZB9bUB/ShzEc/zxx+PFF1/EjTfeiFWrVsFkMuGJJ57AtGnTcurASEJJE0QejSsSK09Du+DsNgQUMNZTKBfBLihBXyzzTE0uWqwqkYy0716fPk6oogrBQ7vAjbNALB/fo3zuKkHXrg+1jwtAcJVA/MZEgDGYbIWQu1qhyjLMRaPR8vaLEMeMh+PMyLF4awE4W/rJaCygac1Zfj8d6cY9ihoKAObc/OEEQfQdzGTWV5Y2mQH932EEkQLHm3Fk/Z0orrkGnumXxcJFwh2tOLL+Toy+9PacjfOsjaivv/4a999/P/7617/ixz/+Mb788ktce+21uOaaa7Bs2bJYJh2RipGCdrIBEb/K4hKBht/cnvazvKUgoqnEOBTNXR4pq7I/udbdUqjhMBhvQvDI3lick2vqQgQP79E0oKwVVeja9SHAm8CZhISsmVgR4THHQ/Z1wFRYhKDJBpFH2geh3NEK67gqzZWr5GDwvsJo3BkZUASRHzAOrmkLAaRqv7mmLQQYxS8S2cPMVogl30TD79ak7IuUfbECwdzeO1lbPPPmzcOkSZPwhz/8ARUVFQCAN954A/feey9effVVvP766zl1ZCSQSTYZU6GZRSbBorvC5Nv3Scwoso0/A645K+GSApEMQIsVSqALkMOQO1vAGAf3eZeB8Sb49n6cImoZ1ZmyVpwKMA6qFATvLEHrWy8kPNhUKYBjrz8RMdDOvwKRMjAq2sM8ii5YiebXn0x5EFqOOwkmRxGgahdSbuuHX5lG494hAdBfICMIYgBQeRPAONgnnp0gmyJ3tEaeRbwJgH4VAoJIRpVDcJw1P5LRDhVKoAucxQ6AIdzVBlUOIdeXQNZG1J133onvfe97CdtmzpyJb3/72/jlL3+ZUydGCkbZZO1hBqegaGaRuebUwjWnNqMYKd+ev8F57g/gVcxgZhFOHvC+93zK59zTf4DC0+cCqgKTsxiOyRfCc/7lYCYRzVufTtGZcpw5D/5//TNhxYoJFohjTgAUGZK3EYK1ABZXCVrfWp/gMozqR7W89RuYx5yQsI+3FgCOErSF0geR99+4r8CXX9WjpIRWowhisFGlAHirAxI7nLiDAbzVAUUKIIfXFjHCUaQgBNeoSHm1pB/2RResgBzoAtgAGVHJBlSUgoIC3HbbbTl1YqQQn03mSlppapMAmyk1DR/ozlrbshaeOcvhmhtZYTKKkYoGaEcy09amHvPgTuBtQCwfD+/2VzD6srvAF7gBxqF569MIHNoF19SFcarnEdVg51n/Du87GwCk1tKLEjW4Iv1KlVsoPG02Gl5eE2vrmlPbbwYUoD/urUGF6k0RRJ6gBrsghYIQPGPAmS2x7ypntkLqaAZnFgHeOdjdJIYYvM2B5k1PaMruNL++DkU1VwP+3N4DZNL3A+mEHX1h/WwyQQ7pZpGFW46g/aPXIqsqjOnGSEXjq3Qz0w7ujCmCy/5OCKIN4Y5mBA7t0jaOuitet/31f6FKgfR6UN16Ls7JNZqaVZzFjtLL7zPUgepL0o17f5+XIIjM4S0OQG6B973fa8ZE8RYHBZYTWaMG/Qgc3p2yMBCtohGpHJKbzAEZUX2MnrCja84KtEks7YvbMIssLHWvSq2Da+7KlDif+FgmNeSHywyoBrorUckBZhIQ7mwF4026YpnN256LGUe6pWniDLQUzDa0K9pyBARBjGAY0tcMBVA0d8Vg9IoY4ighf9qFgZL5kbqyMOVmRFGqQx9jJOxo0zFbDbPIuuUBoqKUrjkrYgJiUdda8PAeHH3xLtS/cCvqn78FvIHmEjMJCSKbvLVQVyzTf6AuJr5ppPkUv58JFrimLsToy+6KGHhcCHaB9Wt9MoIghhaqFNSvcSYFB7hHxHCAtznSLgy079gEXkeWxwhaiepjjIQdXXIQ6Wo/6WaRJamJK0E/OmGBa+5KeCR/ZBVLCUMsH4/A4d0xd1vwyD5d3RW5oxWOyTXo+GQrwJsgfGsagFbda+TMVpQsXAXBXarbjrcWANCPnTJancuViEuVwawEoAZ84MwWQBARVHn4wuTGI4h8RJECsRV1LbeLIgUAEyWBENmhymF941wOI9eajGRE9TFGLjk9Re60WWQaGXicxQaXoEJpa4Lk74w9aEINB1Ey/3o0bnwEYvkENP3pMZQtWg38mWkotS5F55cfwLfnIxSeNhvBo/vR8uZzcJ/7A/1rkAJgPI/g4T26BpoSCqL0ktXgbQ60/uUl7dipLetgn13bHa/UN0RcqoB3y5M4ljSOrmkL4SwY1S+GG0EQvYPr1rtL53bhLAWkcEBkjRL0Ge83kRGVF2QrqJkchA7OBtfclXCHA5DbmgAgJQPPNv4M8CYzml9L1WGKrio5J9dAlWUUX3gNvO/+DuKYE+A4c15MUoAvLILc1QaxrBKQw2j602MY/YM7II6uBDhed0UMior2jzYhcHh3gr5UrE1Cdl4ApZes1q2Xp7c6lwu6GYkA7N86G7bjTu1Tw40giN7DTEJatwsAFM1bCYTpxw+RHZxoN96fYwFiMqL6mEwENaPB1PpB6LXgPGNTjAHruGq4Z12ZImQJ9DxoxPLxEMsngLe70fr2evgP7oRv78eJfamognv6YjT85jYwwYKyRbeg5c0X4D9QB87mxJjFd6F567MamhorIXc0x7ZH6/7F60HxdjeOrr8DavfSPG9zoPSS1akZEd1GYbb18oyyHzPJSOT62HAjCKL3qEE/go3/QunFq2EqdEe+3xYbwu0taNr0WHcWFbnziOxggkE5IcEMyAOkWE7oYySoGa/IrReEji1rYZ+9UlPbSAkFDI0ENSwBsqTrB/aYTCi9/D6Y7A60bHkqdkzF14Yj6++K1Bk6//LuB5kdzCRAaq2PaLV0E637F0/JghtjBlTJ/OsjrrwDicZY1OWoSoGs6uVlkv2YSZZjtoYbQRD9jxIOpf0BN2bxXZCDfoAnI4rIDjUUiGWLa3lv1FAAJHGQJxgJasbH4RgHoQfgVcxI1jZySMZGAjMJCHd5ddspQT86zC44wz39SAjqlGWoKsDZCqFKEqDIYCxSSd01dWHCalI80SxCPamE6P7gkb1Z1cvTNzwj8VUcM85y7I9CxwRB9A7e7kwJUwC65VW2Phtx5wXInUdkhxL0a3pNoqEyZZfelrPEARlROmi5jUImERynrwyhJ6gZT65B6EZxV7y1AMzqBDOyEmQJNiug+CL9iM+ii9bT877zWxSeNjvFGEpeTYptr6yG3BnJ7jPSkXJNXYCCU86BrIRgF8wxd5wemWQ/SrwIa2V1QgHm+H7Lna2Q3WNJo4og8gw1FNDPourFigExcuFEq6bXJLbfnPuPajKi0qDnNjp+xlJ0KpnpG+nF72QbhB7FSAqBc5bAGwJcZhXWiioEDu9OSRkOt7fA//UXsE5wAN39iF85ck1diPYdmyCWj9dfTfr2v3dLK0S0o0zOEkAQYRt/hrGOlCLj8DM3Q5UCGcsdZGJ4+swiXLNrga1rEwypWCX4gmK0SWRAEUS+kVEWlUBGFJEdzGyB/aRvo+DU6Smxdp2fvQ1mtuS8wklGVBr03EbqW8/BPqsWPoMsEaP4HUm1ZBSEnmKI8TZ45taiZXNq0Llnbi28IcDKq2jd9iwcUy6CSzDD+94rqfXtJtdACQUgW52wVlYnrBxF/79jykUAEFsCjQ8M9x/cCc+spWh547mUY3vm1gIarr54VDkcW8XKVO7AcBXOEjE82yTAPmsl3EoAatAHTojTiZJIJ4og8hFOtBnvJzc8kSVqWIZ7+mI0b16bGJ87rhpFc1dADcvIVXucjKg06LmNAgfq4FKMs7uM43dWGgahpzPEbOPPgOeCWiihpIK6IUBVFQgIwbfnbzCXHY/g11+krW/nmbsCHRLgml0LpeVQbL8alsAEC0yOIrQf3qOp2dK48RGE25pS5Av8B+rQsnktPBeklqaJP0a8eGj0c0ZyB0arcKHDu+H8xilokxi6JAVdMEf0P1QAIYCewASRvzCTQRaVydz9PSaIzGEch+bN6zTfVc2b16FoTu7lhMiISoNhhlcG2V2ZBI63qaJuELpdYJqGmG/P36CGpcjKjUbcVbT/4uhKeN/doN2HgzuhyhJU1Yw2icHlLI7tYyYBzsk1aHnjOd3A8HT4D9RBaT8Gx5nzAFXVzIiIFw9N6LfOuMayH7euS3HVRY9pGXtinwt4EgTR/6iyhKLZy7TlVWYvgypLIGkSIltUOaT7LlblEIadYnl7ezseeOABvP3221AUBeeddx5uueUWOBzaNW7uvfde/OY3v0nYdvvtt2Px4sU5nd+wjl0G2V2ZxO+oglk3CD3XMjLR/hvFJcmBiNGiqipCXM8qT/DwblgrTjUMDPcf/CztsVVZQtOfHoNj0syYO1Bwl6Lryw9SAtIT+q0zrtHsR8/s5Qi3HEnJslClQL8IePYlRjpXBDFSYbyA1j+/CMeZNfDMWBz7foQ7WtH6zga4z7ssZ1FEYuSiBAxi7QK+nCVv8taIuvPOO/HVV19h7dq1YIzhrrvuwm233Yb/+q//0my/b98+/Od//ifmz58f21ZQUJDz+fXcRpZx1ZA447T8XAPH4zEyxBDygwliyss32v+o3EAmfYjXuGrbsQnWcVX65+ZNaNuxKe1uxvEovvCabuMmYoy5pi5E8MheTQMqWYw0HaqqItzVjoaX16Rtk686UJnoXJEhRYxcOLjPvRTNW55OXYmacxUicSv0/SCygzPra4txZkvO0yq3SKp+xufzYcuWLbjjjjtwyimn4OSTT8Ytt9yCN954A8GgdhXvffv24Vvf+haKi4tj/1mt+kaMbh+6DQrruOqE7dZx1SiYsQxdknFsTdSQ0SJmMBhgZIhBluAUIsHn8fhlhqK5KyB3tEZKtWTQh3iNq9Il94MZSOUzxmDpzspLOXZFFfwHP0P7jk0Jbr+2HZtQNGsprJWp4+qaUwtfhnWxMjJQ8xC9ODnvlnWw5e3PGoIYCBS0vPUbiOXjUXrJapQsuBGll6yGWD4eLW/9BhTTSOQCE8T078GKKrBeZHzm5SOb4zg88cQTmDhxYsJ2WZbR1dUFUUy84M7OTjQ0NKCioqLP+pBONDPEidh36ChKSkpSDJdkjNTL28MMdkHfrWMUSO0/+BmCR/amxABZeRUtbzwH8+jjIzEG255L7ENlNVyzExXUo9fdJQGKYgLrlh7QPHdlNTirQ/vYcfFJqtSjFAtEFM6ltmPwzF4OpVs5PJ0YqR7ZlNfJJ3J1zw5nnB4XeJ43bGf0fSOGPmo4khDj2/M3zf3ucy8F6UQRWcMLEXkbpCqWu6YtBHgBuVa2zksjymKx4JxzzknY9sILL+DEE0+Ex+NJab9v3z4wxvDEE0/gnXfegcvlwrJlyxJce5miKErCi7xDBgATwBcCYUBRJCiKAkXJ7BdRq8Jgn1ULpxKEGvSDiVZInAhvSIXLnN6t0xqMpOF3hhjcWoZYkqHilINQlJ7baZLDsYdR21//N6LU2l2AmJkE8J4xaAkqaY0WRVHQ0taJiXNXoPn1tRpL67Vo/fN6+Pb+HaMvuzPh2MkFk+PjsqwVVQge+hIw2+DlC2PjinB2gQ5pxyU2fumvLfk64//tbxTJSAfHD4XP7WuZPHf7kv4cJ57ncfcbDxu2u2vWf/b5ubWIjqGqpq7w9hUDNd+MGOj5n64P0TE3/n74oPD6IQojkXy4j/mMKgXAF46C/VtnJyiWy52t4AtHQZUCUJQhJnEQCATQ0NCgua+4uBg2W49eyPr16/H666/jqaee0my/f/9+MMZQWVmJxYsX46OPPsLtt9+OgoICzJo1K6t+NTQ0ZDQRGxsbszpuD10AgNFFLrS+vR4BjZRLdcs64OzLUN/sjfSJ43DSjCVwdDSlNVTCvk7Ut/TEGRV6enzAWkqto35wD47Gtec4DqVuBwqFiGowM1vhKCtC8xvPQiwfnyiVX78fga8/h+us+bB/axoYb0Lw8G7DMjDxht+o8VNQX1+f4xgiNi6lZ1+G4nMv6+6zBR0S8OVX9Vk/THK/n9nhKHPp7ld4IWFcysvLMz52pnO3N/THOBUVj0IolFne+kC2kyQpo3bZnldV1F7P/b6mP+5rpnM3ft6OOm5UYumpJG06zmJH/df5NXb5xEA9x4YaRWNHoW37b+GYfBEYz0MJ+MBZbODtbnjf+S2cZ81HfX3P2GXz3B00I6qurg5XXHGF5r5HH30UM2fOBAC8+OKLuPfee7F69WpMmzZNs/13v/tdTJ8+HS6XCwBw0kkn4eDBg3jppZeyNqJKS0v1FbMVBY2NjSgpKTEs/6KHyxRG/QHt8gaBA3UoO38J1LKy2DaVhXUDqU22ApSZXT1/m/SXJk22AowW3bALHAQ1BBPHoXnrM2iKW9Upu+wu+Pd8DP+ej2Pb4kvDHDv4aGy7taIKJQtuQPDoPohllT3K6B0t4O1OlF6yOmb4WcaeCMVsR1lZ7wuJqgDaASAaOCgAJSWZH7ev7mfG5zPzum7I3oyL0dztDf05ToxjMJszc2EORDtVVSFJEgRBiK1E9eV5GcdQFvfdHkwGev5rET9vGc+hbNEt8L73+yQB3yqULboFjDfnzdjlE/lwH/MZxsKwnzwNrW+v15TbAUPO82rQjKgpU6Zg165dum2efvppPPjgg1i1ahWWLFmSth1jLGZARamsrMQHH3yQdb84jsvoRcRxXK8mq5qBDhUnOGN/hw1igMK8CC4uBsi4vQVukwLvlrUQx5yA4OE9KXpQir8z5bO6RYUZg/2ksxKMPeu4avCFntiqWbyQaD592Xt7PzPFL+vHyfVmXDKdu71hoMZpMIkaTv0Xg6ViVGmxYStZltHW4u2nPiQymPc1ft6qigTv9lc0xIF3AmDwzFoKjiN3XjpGwvczN5hu+TLPrGU5j1texkQBwMaNG/Hggw9i9erVWLp0qW7bX/3qV/j73/+O5557Lrbtyy+/RGVlZf92shdkK39gFKSeHCBu1D6Mniwxx5nzNPWgtOQRdIsKdx8reRsYMHrpmsgv/LgA8pGol5QuYSHbwHpi6MIYh7u2/cKw3Z0zbxiA3uQZqqqbeAH6fhC5oCq6ha2h5h4GkZdGlNfrxT333IP58+ejpqYGTU1NsX0ejwc8z6OlpQWiKMJut2P69OlYu3Ytnn76acyaNQvvvfce/vCHP+CFF14YxKvQJ9vssmxfvnrt28MMLhaInTudIGdEcDOxBINhUWGN/f79dfCcr8KrilC7C/+OZL2kaAZkOoFVghipZFSA2DSysleJ3mMofB3yA6bcsj7zct1v+/bt8Pl82LhxI6ZNm5bw39GjRwEA3/ve9/DMM88AAKqqqvCrX/0K//u//4sLL7wQv/nNb/CLX/wCkyZNGszL0EVPhyqdXlLk5avCq5jRLjjhVczo0immm669lVcRbusxTJNXnJhggWvqQohjT4Rr2kKMvuwuuKYuBBMshuKd6faH25oSNJBIL4kgiGQ4wUAU0WA/QWhh6Pkx564rmJevqpqaGtTUpK/LBgBvvfVWwt8zZ86MBaMPBQbTrSPIwQTJuvgVp/jA8cTAzmqUL1sDJRyGdVxVSiFHQLuocPJ5oxpIpJdEEEQyTDAoQCxQAWIie5jZouv5YWYLEMjtnZuXK1EjhWxXlvoKJeiPGU5AREXcMbkG1oqq9IHjB+rQvPVZ+Pb+DY4za1LUX62V1XBNW6hZBiZqXMUvqWZSV5AgiJEGB9e0hanPl6goIr2yiFxgHFxTF2jPq6kLAJb7vMrLlSgiQiaB17kEZ3OiFW07NqFk/vUAIoF1jRsfgXNyDewnfVu36HBU58k5uaanqLBnNEImG3jIsJRP0Ewhbdz4CMomTo0Fy/dFXUGCIIYXqhyCIoVgn5gkitjRCkUKgZNDoBVqIlvUoB8Nrz6M4ppregpbW2wIt7eg4dWHMfoHdyLXeUVGVJ6SSeA1gJyCsyVehGXsiSnGEDMJkP1duv1Sw1KKeGfpFfehUxGhClyKImy8NlR8sHw+lm0ZidmCBJFPKEE/Gl/9BZyTa8AXumPbw+1NaH7jOZRdejsFlhNZI0sBFF94TYqXxVpRheILr4EiBQCejKhhhV7gNbasg312LQDjNl0ayXTRoHbvlnUpcU+emen1uADtwHHOHFk18oVVOL9xShqjLlGGIVvJhv5mJGcLEkTeYLZpVliI3///27v3+Cjqe3/8r5m9h5B7stG05aIFOZGkEB7heEz7a2sJ91Mu0lprsViFapXzaKlwABEUlYsee07rDWix+Dh8FSjaUwG5VU8pXsijKOGgcgkXi9IkG0hIYO878/tjL+xm75PN7mTzej7MA3fmMzPv+cx7Ju/Mzn6Wd6gpWRrTQFz6y2vRx4macJ/iZ+1YRKlUYg9eQ9HD2bEeandAiPmFx90fHA++a5TMw/JqGy9pgE5Ex571SRekRJRCOkPMB8uhMwAOVlGUJI8r9jhRHhf4dl6WScWD15LD5h2HKIJoYxUJQpQ7REOrUfAvM9C8JXQ08u53jZIZA0lN4yXpJH5akNRGRlFpcdxW6RzZvNe5Hd6v4QAifz2H2wGAI5ZTciR77MdUJPvVqL8r42ERpVIJPXidyDqS/KPNf4coZ9xc5DqvQvS4fHeIjHABKL/7qYzfNeoNctxB/qIXpES9oT+ObC7ZrRGf1fQ/W1l2xzIg6OuwiBIhGnLiz1d4g5NFlErFfPB6aDVcGiMAuVcezpZlGVecEpqbO1BeXg5REgHJn2GZv2vUG4S4Jxk/LUjU20SDKeYzUTwPSQlJZ4r5NrGkMyl+m5iDbqiU98HruTAN7Tai+eAqFPzLDOgEGTaPkPSo5xSZSzSE9aNfoCAlol7l/+MxEp6HpFSXW0DxxLkRx4kqnjgPXW7lXzbOO1EqJcsyXLKIATfdgrwxk0JuazdvWQXjl4ZjQP1cdLpFFEyYhyKXDZLDCtGQA0lnQqcLkHvwpYr9zVWXhEIVfVqQqD9S26d2KTsYRQkdf92Kwm/dhSKNBpLdCtGYA9njQcdft8B46/dx1aNs3SyiVEznseMfu16KOM92thEFkhM6rQ4du3v3Y/n9Yfwk77Ngomo+LUjUHwV/ajff44DbegXanFy4eR5SD+gkJzSVX4ez+Qw0Awt94x3a4O68hAGVX4coOaH0AwssolSs+yfwBJ0R+bWTYagYBtntgkbU4KKCcaKS0Z/GT1LTpwWJ+iv/eShJWjRfsqNcXwCR5yH1gAABok6Pzk/fC/vUZ0HdTAhQ/nYen4lSseBP4Pm/GNjxxSm0bF2F1tefgav9HzE/lq/zjSXVE97xkyIXah17NiCHZTgREamYqBHRcXB7xME2Ow5uh6hRXgqxiFKx4IcsI30xsOyOfZspFV/iG2/8pFQUakRERL1FdjljDrYpuxQOVw4WUarmf8jSNKQahm5f7AtE/gqWYImMJRVPQuMnERERqZTktMee74o9Pxa+GZMGSh/MDn7IUrS2h813fHEy+tgXKfoSX46fREREfZloMIU9Uyzq9LB/fgKXG3YGvv9VCRZRvaynD2b7H7IsiFDMXG7YibLpPwfQ7SsSUvhxYP/4Sake0JOIiCgttAaUf38xOg5uDxnI1TS4CuXfXwxoDfwCYrXK0SLqg9nJfIIu0gjmssuO1jd+heJxP0bhuB/DY0/9x/I5fhIREfVlkiCi493XIz5YDkFAwYR5UHorikVUL9N5UvPFttEGoTN+aTh0XxmJDhcg98LH8jl+EhER9Wkue+zfwy47lH7BvGqLqE8++QTTp08PmVZZWYnXX389avvly5fj5MmTuPHGG/HYY4/h5ptvTkeoMcV78DrRL7YNfj4q3cUMx08iIqK+KlW/hyNRbRHV1NSEESNGYMOGDYFpWm3kcK1WK+bOnYupU6di9erVePXVVzFv3jzs27cPOTmxH4zubfE+IZfMg9ksZoiIiJKTyt/D3am2iDp9+jRuuOEGlJaWxm27a9cuGAwGLFy4EIIgYOnSpThw4AB2796NGTNmpCHa6CI9y+THB7OJqOdkFJUWx23l8Xhw+VJH74dDpDK9+XtY1UXU8OHDE2rb2NiImpoaCIJ36HZBEDB69GgcOXIk40UUv1CTiHqTIIhYse8/4rZb/p1fpCEaIvXpzd/Dqi6iJEnC1KlT0dXVhW984xtYuHAhcnNzw9paLBbceOONIdOKi4tx6tSppLcrSVLM54skSQr5NxHtkoAB4+YiX3JAdtggGExwiQa0O2JvK5OU7GdflE37GS93e7ru4H+zmb8PZVkO/GGWLbofPzUc12h5q4bY+gr2VXyB38MeB9y2K9CacuHS9Pz3cMaKKLvdjpaWlojzioqKcP78eXzpS1/CU089hc7OTqxatQoPP/wwXnzxxbD2NpsNen3oQ2F6vR5OZ/IDP7S0tCSUiK2trUmv+5qrPVg2vXq2n32HWvezoqIi4baJ5m5P9EY/FZeWJHyuprOdy+VKqF2qt9tb7WRJRnNzc8R5vXFcE83deHmr1nNTjdhXyYg+Snky192MFVGNjY2YPXt2xHnPP/88PvjgAxgMBuh03q82Wb16NWbOnImWlhaYzeaQ9gaDIewi4nQ6YTQak47LbDbHvRPV2tqKsrIyiGL2fmsO97PviZe7PdGb/SSIQtgfQdGko50sy3C5XNDpdIE7UWqKT2k7QRRQXl4eMk0N+R8tb9UQW1/BvkpcqvsqY0XU2LFjceLEiYTb33DDDQAQsYgym81oa2sLmdbW1oaysrKk4xJFMaFfRKIo9otk5X72HYnmbk+30df7KZ7gZyuzTbRjl8njGi9v+0POpQr7KnGp6itV9nZTUxNGjRqF8+fPB6Z9+umn0Gq1GDRoUFj76upqfPTRRyHPMnz44Yeorq5OW8xERETUv6iyiBo6dCgGDRqEZcuW4eTJk/jb3/6GZcuWYdasWcjPzwfgfZjcbve+pzlhwgR0dnbiySefRFNTE5588knYbDZMnDgxk7tBREREWUyVRZQoinjxxReRm5uLH/7wh/jZz36GW265BUuWLAm0qaurw65duwAAubm5WLduHQ4fPowZM2agsbER69evz/hAm0RERJS9VDvEwXXXXYfnnnsu6vzuz1NVVVXhjTfe6O2wiIiIiACouIgior4tv6gAGo0mbrtsfICbiPoHFlFE1Cs0Gg0e2/9s3HYrxi1IQzRERKmnymeiiIiIiNSORRQRERGRAiyiiIiIiBRgEUVERESkAB8sJ6Kk8FN3REReLKKIKCn81B0RkReLKEqIIAjI0QI6jwOSwwbRYIJLY4DVjV7/0lsi6j/81xqtx42BRUZotW64ea0hlWIRRXEJgoB8nYyOPRtgO9sYmG4aUo2C8ffhskvgxY2IeozXGupr+GA5xZWjRdhFDQBsZxvRsWcDcliKE1EK8FpDfQ2LKIpL53GEXdT8bGcbofM40hwREWUjXmuor2ERRXFJDluP5hMRJYLXGuprWERRXKLB1KP5RESJ4LWG+hoWURSXS2OAaUh1xHmmIdVwaQxpjoiIshGvNdTXsIiiuKxuoGD8fWEXN+8nZubC6s5QYESUVXitob6Gn3WguGRZxmWXgAH1c1HQbZyoyy6O3aJ2iY4w7vF4cPlSR+8HRKqWyXwJvtbkexxwW69Am5MLN681pFIsoighsizjqgsA9IBOD0gAJF7Q+oJERxhf/p1fpCEaUrtM54v/WiNJWjRfsqNcXwCR1xpSKRZR3cT7vi9BECCKIgRByOrvBuN+9j2x409s36KtI7ifkllf32wnR5ivpviUt+t+fKPnf8/yJRmJ5FxfPzd7G/sqcanuK0Hm/VEiIiKipPHBciIiIiIFWEQRERERKcAiioiIiEgBFlFERERECrCIIiIiIlKARRQRERGRAhwnqpvm5uaYo+LKsoyWlhaYzeasHo+D+6kO1113XcJt4+VuT6i9n1KJ+5oaieZutLztT8ehp9hXiUukr5K57vJOVJJkWYYkSVn/9QPcTwrWn/qJ+6oOao5NbdhXiUt1X7GIIiIiIlKgTxRRTqcTU6ZMwaFDh6K2+eSTTzBr1ixUV1dj5syZOHbsWBojJCIiov5G9c9EORwOLFiwAKdOnYraxmq1Yu7cuZg6dSpWr16NV199FfPmzcO+ffuQk5OjeNuCICBHC+g8DkgOG0SDCU6tAaIYu/bsvpzGmANRp4fstENy2iAaBgAaLdy2K9CacgGPC5LdClFvBHRGSIIIuOyQnTZoDDkQNFrIHjcgS5CcdogGEwABgkYH2eOC5LBC1Ju8GxcFCFoDJJcTguzxtjcOgKDTQ3bYvG2NAyBodPDYOiHqDBC0BsiyDEGrg+ywQnLaoMnJR8mXSyE5r0CjHwjZ7fTFngNBZ/C+tl2FaDRB0JkAyQPZ7QQEEYJGA9nlhOSyQzTm+tZr8742DPDuj+T2fkWZLHn71pgD6IyQ3U7I9ivX2rldkJxWiPqca/unM8DuFmHzSDBpBBg1krdvffsmaY3odAGSJMU/Pi4r8soLIek1sHn4LfHxCIKAAToh5JxwaYwABBgEN+B2+qYbvXno8UCGDJdouNbG5fDlQg5kCBAEQNAZAdl/HL15huDnFTQGCPBAdjl8OZ0DQW+Ex9YFjT7n2nlgMEHQGb35F3xeCAIE3xdne+yd0BhzvTnsskNjyofs8bfPgaDXoeTLJZAcnRD1vvwNyi9BZ4DHehmi3rsteFzX8t2Xtx5rJ0S9AYLWCIgiJJcDcsh5KvrOSf81wR+nCEHU+PLe5t2GVgdZckOWAUGW4HHaIehz4NIYAAA6jx2S0w5tzkBfP/iuG/5rju/8krQmdLrkqOcFESVP1UVUU1MTFixYEPcX265du2AwGLBw4UIIgoClS5fiwIED2L17N2bMmKFo24IgIF8no2PPBtjONgamm4ZU44Zv/xhXpOhfmhlxucFVyKudjNY3fgXZZYdpcBWK6+fg0p9/D+upw95ldUaUf38xOt59PWybBbfOQPOWVZBd9ujtBlchb+xUiDoDOt7dDtvZRgg6I8qm/xydDTthO3c0LJ7m/7cSxophKKibCQgiWrY/g9IpD6DjwFbYvziJsuk/R8dfXou4rGXHCyj914cgaq/g8gd/wsCaCRB1enQc3A7buaMxt11cPweX3vlvWJsOR17vlAeixtz14V4UjZsDo6gFJAcu7vpd+PonzkO7Swz7hRHruBaMvw+XXQILqShEUUShQUDHnvWhfTe0GsXj7sGlP78SyGXAexwK6mZCcrug0xsByYNLvtwIbpM3dgpEvQkdB/8QOZ+NOYCnM5BXgflDqlE84T60v/PfuHr8g7i53vXhXhTdNhsafQ4u7f89bJ99jLIZv0DHgS2wnQ1v37bnd7ju+4txcde6iPnr6uqAqBEjxpVXOxktf1gL84xfRDxPi+vn4NKe34Xlf3H9HFza//uQ6Tk31qDo23fh0r6XQ7cztBoF/zIDLa8/i9IpD+DSgcjnaeCaM6QaxRPmRjwviEgZVb+d19DQgLFjx2LLli0x2zU2NqKmpibwpL0gCBg9ejSOHDmieNs5WoT9ogUA29lGXHn79xigi9x1UZc7dxSdDTuRXzs58Pri3pehLxscaJNfO9l7QY6wzY6D2wPLRm137ig8nRdDfhnl104O+6XSPR7buaPoOLgdrrYvUDr5WvESb9nSyQ/Ac7kNHQe3Q28e7Nv2tV8osZa/uPdl6M2Do6431nb15sG4+NZ6QPDg4p7fRV7/W+uQp0OYWMe1Y88G5Kj6z4rMMhfmRe67M424uOd3IbkMIJBXns42QJLCig1/m86GHXC1fRE1n12W85GXPduIi7s3IHfktwDEz3W9eTAu7vkdPNbL0JsHe9sf2hFSQAW3N8/4JS7ufTlq/moH5EeNq7NhB0onPxD1PI2W/5Gm682DI8dxxntdiHe+BK45Zxtxcff6iOcFESmj6iLqzjvvxJIlS2AymWK2s1gsKCsrC5lWXFyM5ubmpLcpSRIkSYLW4wi7+PnZzzZ6387wtQ3+ibWc7dxRGCqGRX1tqBgWdiGM1DZWO83AwpB5ia7Tdu4oNAMLoQ1aPt6y2oGFge0ZKoYp3nak9cZbznbuKGSnPWY70WVL7vicbYQ2ynHN1E8yejuWgToknNvB0zW5hRD1xujH6qw39yLRDCyEJjdGPpxthNa3bCL5Zjt3FKLeCEPFsLjtBY0m5nxAjrlPieRxItMTOQ8T3Y7tbGPYeQH0Tu4kKt46Mn0O9pUf9lXq+ioZWfF3t81mg16vD5mm1+vhdDqTXldLSwskScLAImPMdm7bFTRfsodNj7ec7HZFfd19XrRlY7WLtf547WW393mKRJeVHLaYMSWz7e7rTWQ5yWGNHZ/diua20HXFPa7WyMc1UyoqKhJu68/d3pKfZG4HT0/0mCY6PZh/3YnmW3Dexlyv/WrP5qdonxM5D5PZTqTzorW1NeY6lEg0d2PlrU6nQ1dXV4/icLvdcLniH+9s0BvHMVvF6qtkrrtZUUQZDIawgsnpdMJojH3Rj8RsNkOWZWi17pjttKZclJcXhE+Ps5yg1UV93X1etGVjtYu1/njtBa3u2gOuCSwrGkyQXPaobZPZdvf1JrKcaIj9oQHRmIPy8vyQaXGPa04uyvUFMduolT93e4MkSRDE2H+URDue3fMq2WXj8a870XwLztuY6zUO6Nn8FO1zIudhMtsJPi8kSUJrayvKysrifmCmt0TLW0EQUGY2Q6vR9Gj9HskDS6sFHo+nR+tRMzUcx74i1X2VFUWU2WxGW1tbyLS2trawt/gSIYoiZFmGW2OAaUh1xLcvjEOq4dIYIEY48WMtZxpcBccXJ6O+dnxxEqbBVRFvzQe3jdXO09UO05CqwHMeia7TNLgKnq52QEagfbxl3V3t8FxtD6xHm1ca0j7RbUdab7zlTIOrIOiNMdtJOhPEbn/hxjw+Q6rh1hggSn3zwXJ/7vaWLhcSzu3g6Z4r7RD1pujHaogv9yLwdLUDAmIsWw23b9lE8s00uAqS034t74POle7tZY8n5voAIeY+JZLHiUxP5DxMdDumIdURzwtRFDP2yzda3mo0Gmg1Gmxp/BMsVy8qWnfpgGJ8v/pfodFo+sUHRjJ5HPuaVPVVVvR2dXU1Pvroo8BJIssyPvzwQ1RXVytep9UNFIy/D6YhoeswDalG7rfn4Kor8u3nqMv5PilzuWFn4HVx/T1wtn4WaHO5YScK6mZG3GZB3czAslHbDa6CJq8YBbfeHph3uWEn8mon+y76kePxf4pKV1IBy84XAu3jLWvZ+QI0eSUoqJsJZ8s577brZgbax1q+uH4OnC3noq431nadLedQPHEuIGtQPP4nkdc/cR46I9zBj3VcC8bPhTX2jap+raW9M3LfDa1G8fifhOQycO3TeZq8EkAUQ3IjuE1e7RToSiqi5rOu9MuRl/V92uzK/70DIH6uO1vOoXj8T6DJyYez5Zyv/ZSo52rL68+guH5OlPy9B+6rl6PGlVc7BZadL0Q9T6Plf6TpzpZzkeMY6r0uxDtfAtccX39FOi/UzHL1Ii50tij6UVp8ESVKkPtIeT58+HC88sorGDt2LADvw+QDBw6E0WjElStXMG7cOEyePBl33HEHXnvtNezevRt79+5Nepyo4O9xijhOlGjAmc//EfNWYPg4USaIOkPQOFE5gEYXOk6UwwpRF2mcKJNvPKigcaL0Ju+4N77xo7zj23jH6oFvzJ3QcaJ8YztFGidKa/DOCxsnKg+yx+P9f1Nu6Lg1eu94TpL9qu91rHGiBkDQ6oPGicrx7k/wOFFOm3ccKL1/nKir3vF+NDrf+FR27/75P32pN0YfJ8qQA0lnSnycKIcNkkYHST9AleNEqeW78yRJQnNzM6677jrk6sXY40Q5bRB1Rgg6PSSPFGWcKIfvmHrPIUEfNE6UL8+882TvcRf1ECBFGSfKFHQe+PIzME5U8HlhACQZHnsXNMYB3px22aEx5QXGVxL1Rm+++l8bc7yvg/JL0Bu940TpjN7cDxknypvfHqtvDDZd93GifPH4xjsLjBPl7wsBEERt0PnmiyfkfLEDen+/92ycKP9xLS8vT/kdjJ5+d55Go0FZWRmee+9lXOhsURTD9XlmPPgvc2CxWOB2Z+9fSL15HLNNIn2VzHW3z76dV1dXh1WrVmHGjBnIzc3FunXrsHz5cmzduhXDhw/H+vXrezTQJuD9hXrVBQB6wDdQn+T2xH14N2w5DwCPDMAAaA2+1wA0AwGnr51W771IOgFAujbN3xa+5xq0Bu9sBE3X5l+bBgAeCd5Dq/W2dwNwS97t64K3nx+0TQFweQIxSnYJzc0Wb6I5xWuxSwDssm+7Bb7Xknd5GILiMgJao2/b8rXX3fcneJ/svri1+UHtDKH7DAA2Cf4JVyX4+tq3bxIAR+LHR9JofSeUkRefBHj7TkbwOQHf+XDVnwNaQ1Be+frUE9zGlwshx9T/vEqE4+3dMuBfVufLI5sEYEDoORSSn93PC98vatF/3hkAjSFseW/ut3lz3y368jcov+wyIOb5YvD49rFbfmvzu53P3eKR4Dsng+IOETTdCUQ8XwLXIV/b4P0IvuYEzvnsfSaIKFP6TBF14sSJmK+rqqrwxhtvpDMkIiIi6sf4pzcRERGRAiyiiIiIiBRgEUVERESkAIsoIiIiIgVYRBEREREpwCKKiIiISAEWUUREREQKsIgiIiIiUoBFFBEREZECLKKIiIiIFGARRURERKQAiygiIiIiBVhEERERESnAIoqIiIhIARZRRERERAqwiCIiIiJSgEUUERERkQLaTAdARERElAhRFCGKyu//yLIMnU6XsnhYRBEREZHqiaKIktISaERNj9ZTVFyMNosFsiz3OCZVF1EOhwOPPfYY9u7dC6PRiHvuuQf33HNPxLb79u3Ds88+i+bmZtx000145JFHUFlZmeaIiYiIqDeIogiNqMGWxj/BcvWionWUDijG96v/FaIowuPx9DgmVRdRa9euxbFjx7Bp0yZcuHABixYtwvXXX48JEyaEtDt16hQWLFiAxx9/HKNHj8bvf/97zJs3D/v27YPJZMpQ9ERERJRqlqsXcaGzJdNhAFDxg+VWqxXbtm3D0qVLUVlZiXHjxuHee+/F5s2bw9q+++67uPHGGzFt2jR85StfwS9+8QtYLBY0NTVlIHIiIiLqD1RbRB0/fhxutxujRo0KTKupqUFjYyMkSQppW1BQgKamJhw+fBiSJOH1119Hbm4uvvKVr6Q7bCIiIuonVPt2nsViQWFhIfR6fWBaSUkJHA4HOjo6UFRUFJg+adIkvP3227jzzjuh0WggiiLWrVuH/Pz8TIRORERE/YBqiyibzRZSQAEIvHY6nSHT29vbYbFY8Oijj6K6uhqvvvoqFi9ejDfeeAPFxcVJbVeSpJhP7PvvgnW/G5ZtuJ99T7zc7em6g//NZtzX9McQKW8FQQCAlOS0LMtZfTzVcBzTIVW5AHj7KhX9pdoiymAwhBVL/tdGozFk+jPPPINhw4bhhz/8IQBg5cqVmDhxIrZv3465c+cmtd2WlpaEOra1tTWp9fZV3M/MqqioSLhtornbE2rtp97Afe2ZRHM3Wt6aTCaUl5fD7XaH/S5IlMvlAgC0tbXBZrMpWkdfku05azKZUFZWBpfLpTgn3G43AODSpUtRcyKZ665qiyiz2Yz29na43W5otd4wLRYLjEYj8vLyQtp+/PHH+NGPfhR4LYoibrrpJly4cEHRduPdiWptbUVZWVmPBvxSO+5n3xMvd3sim/opHu5rekXLW43GOxaQVqsNe1ciUf5BFUtKSgIFVTZSw3FMB//x1Ol0inPCX08UFRVl9xAHI0aMgFarxZEjRzBmzBgAwOHDhzFy5MiwJCkrK8Pp06dDpp09exYjR45MeruiKCb0i6ino6b2FdzPviPR3O3pNvp6PyWK+5q+bUfKW388/rf1ekIQhH5xLLM9Z1OVC0Dqrpeq7W2TyYRp06ZhxYoVOHr0KPbv34+NGzdi9uzZALx3pex2OwDge9/7HrZu3Yo//vGP+Oyzz/DMM8/gwoULmD59eiZ3gYiIiLKYau9EAcDixYuxYsUK3H333cjNzcVDDz2E+vp6AEBdXR1WrVqFGTNmYNKkSbh69SrWrVuH5uZmjBgxAps2bUr6oXIiIiKiRKm6iDKZTFizZg3WrFkTNu/EiRMhr2fNmoVZs2alKzQiIiLq51T7dh4RERGRmrGIIiIiIlKARRQRERGRAiyiiIiIiBRgEUVERESkAIsoIiIiIgVYRBEREREpwCKKiIiISAEWUUREREQKsIgiIiIiUoBFFBEREZECLKKIiIiIFGARRURERKQAiygiIiIiBVhEERERESnAIoqIiIhIARZRRERERAqwiCIiIiJSgEUUERERkQIsooiIiIgUUHUR5XA4sGTJEowZMwZ1dXXYuHFj1LYnTpzAD37wA1RVVWHq1Kn44IMP0hgpERER9TeqLqLWrl2LY8eOYdOmTVi+fDmee+457N69O6xdV1cX7rnnHtx444148803MW7cODz44IO4ePFiBqImIiKi/kC1RZTVasW2bduwdOlSVFZWYty4cbj33nuxefPmsLZvvPEGcnJysGLFCgwaNAjz58/HoEGDcOzYsQxETkRERP2BNtMBRHP8+HG43W6MGjUqMK2mpgYvvfQSJEmCKF6r/xoaGnDbbbdBo9EEpm3fvj2t8RIREVH/otoiymKxoLCwEHq9PjCtpKQEDocDHR0dKCoqCkw/f/48qqqqsGzZMrz99tuoqKjAokWLUFNTk/R2JUmCLMsx5wf/m624n31PvNzt6bqD/81m3Nf0xxApbwVBAICU5LQsy1l9PNVwHNMhVbkAePsqFf2l2iLKZrOFFFAAAq+dTmfIdKvVivXr12P27NnYsGEDdu7ciZ/85Cd46623cN111yW13ZaWloQ6trW1Nan19lXcz8yqqKhIuG2iudsTau2n3sB97ZlEczda3ppMJpSXl8Ptdodd8xPlcrkAAG1tbbDZbIrW0Zdke86aTCaUlZXB5XIpzgm32w0AuHTpUtScSOa6q9oiymAwhHWS/7XRaAyZrtFoMGLECMyfPx8A8E//9E9499138T//8z/46U9/mtR2zWZz3DtRra2tKCsrC3lLMdtwP/ueeLnbE9nUT/FwX9MrWt76H8/QarVhf1AnSqfTAfC+i+EvqLKRGo5jOviPp06nU5wTWq237CkqKoLH4+lxTKotosxmM9rb2+F2uwM7bbFYYDQakZeXF9K2tLQUQ4cODZk2ePBg/OMf/0h6u6IoJvSLSBTFrE5WP+5n35Fo7vZ0G329nxLFfU3ftiPlrT8e/9t6PSEIQr84ltmes6nKBSB110vV9vaIESOg1Wpx5MiRwLTDhw9j5MiRYUnyta99DSdOnAiZdubMmaRuyRERERElQ7VFlMlkwrRp07BixQocPXoU+/fvx8aNGzF79mwA3rtSdrsdAHDHHXfgxIkT+M1vfoPPPvsM//Vf/4Xz58/ju9/9biZ3gYiIiLKYaosoAFi8eDEqKytx991347HHHsNDDz2E+vp6AEBdXR127doFwPsQ2G9/+1u88847mDJlCt555x2sX78eZrM5k+ETERFRFlPtM1GA927UmjVrsGbNmrB53d++q6mpweuvv56u0IiIiKifU/WdKCIiIiK1YhFFREREpACLKCIiIiIFWEQRERERKcAiioiIiEgBFlFERERECqS8iFq0aBEOHDiQku+kISIiIlKrlI8TlZubi6VLl8LlcqG+vh6TJk3C2LFjU/KdN0RERERqkfI7UcuWLcOBAwfw61//GlqtFr/85S/x9a9/HU8++WTI9+ARERER9WW98kyUIAiora3Fo48+it27d+P222/H1q1b8YMf/AC33XYb1q1bB4fD0RubJiIiIkqLXvnal6tXr+Kdd97B7t27cfDgQZjNZsyZMweTJk2CxWLBM888g4aGBvzud7/rjc0TERER9bqUF1H3338/3nvvPeTl5WHixIl45ZVXUFVVFZg/bNgwdHZ2YunSpaneNBEREVHapLyIKikpwbp162I+TD5mzBhs27Yt1ZsmIiIiSpuUF1ErV66M26a0tBSlpaWp3jQRERFR2nCwTSIiIiIFWEQRERERKcAiioiIiEgBFlFERERECrCIIiIiIlJA1UWUw+HAkiVLMGbMGNTV1WHjxo1xl/n8888xatQoHDp0KA0REhERUX/VKyOWp8ratWtx7NgxbNq0CRcuXMCiRYtw/fXXY8KECVGXWbFiBaxWaxqjJCIiov5ItUWU1WrFtm3bsGHDBlRWVqKyshKnTp3C5s2boxZRf/rTn3D16tU0R0pERET9kWrfzjt+/DjcbjdGjRoVmFZTU4PGxkZIkhTWvr29HU8//TQef/zxdIZJRERE/ZRq70RZLBYUFhZCr9cHppWUlMDhcKCjowNFRUUh7VevXo3p06fjq1/9ao+2K0kSZFmOOT/432zF/ex74uVuT9cd/G82476mP4ZIeev/2rBU5LQsy1l9PNVwHNMhVbkAePsqFf2l2iLKZrOFFFAAAq+dTmfI9Pfeew+HDx/Gjh07erzdlpaWhDq2tbW1x9vqC7ifmVVRUZFw20RztyfU2k+9gfvaM4nmbrS8NZlMKC8vh9vtDrvmJ8rlcgEA2traYLPZFK2jL8n2nDWZTCgrK4PL5VKcE263GwBw6dKlqDmRzHVXtUWUwWAI6yT/a6PRGJhmt9vx6KOPYvny5SHTlTKbzXHvRLW2tqKsrAyiqNp3Q3uM+9n3xMvdnsimfoqH+5pe0fJWo9EAALRabdgf1InS6XQAvO9i+AuqbKSG45gO/uOp0+kU54RW6y17ioqK4PF4ehyTaosos9mM9vZ2uN3uwE5bLBYYjUbk5eUF2h09ehTnz5/H/PnzQ5a/7777MG3atKSfkRJFMaFfRKIoZnWy+nE/+45Ec7en2+jr/ZQo7mv6th0pb/3x+N/W6wlBEPrFscz2nE1VLgCpu16qtogaMWIEtFotjhw5gjFjxgAADh8+jJEjR4YkSVVVFfbu3RuybH19PZ544gnceuutaY2ZiIiI+g/VFlEmkwnTpk3DihUr8NRTT6G1tRUbN27EqlWrAHjvSg0cOBBGoxGDBg0KW95sNqO4uDjdYRMREVE/oer7fosXL0ZlZSXuvvtuPPbYY3jooYdQX18PAKirq8OuXbsyHCERERH1V6q9EwV470atWbMGa9asCZt34sSJqMvFmkdERESUCqq+E0VERESkViyiiIiIiBRgEUVERESkAIsoIiIiIgVYRBEREREpwCKKiIiISAEWUUREREQKsIgiIiIiUoBFFBEREZECLKKIiIiIFGARRURERKQAiygiIiIiBVhEERERESnAIoqIiIhIARZRRERERAqwiCIiIiJSgEUUERERkQIsooiIiIgUYBFFREREpICqiyiHw4ElS5ZgzJgxqKurw8aNG6O2/d///V9897vfxahRozB16lT8+c9/TmOkRERE1N+ouohau3Ytjh07hk2bNmH58uV47rnnsHv37rB2x48fx4MPPoiZM2fij3/8I+644w7827/9G44fP56BqImIiKg/0GY6gGisViu2bduGDRs2oLKyEpWVlTh16hQ2b96MCRMmhLTdsWMH/vmf/xmzZ88GAAwaNAhvv/023nrrLdx0002ZCJ+IiIiynGqLqOPHj8PtdmPUqFGBaTU1NXjppZcgSRJE8dpNtOnTp8PlcoWto6urKy2xEhERUf+j2rfzLBYLCgsLodfrA9NKSkrgcDjQ0dER0vaGG24IueN06tQpvP/++7jlllvSFS4RERH1M6q9E2Wz2UIKKACB106nM+pyly5dwkMPPYTRo0fjtttuS3q7kiRBluWY84P/zVbcz74nXu72dN3B/2Yz7mv6Y4iUt4IgAEBKclqW5aw+nmo4jumQqlwAvH2Viv5SbRFlMBjCiiX/a6PRGHGZtrY2zJkzB7Is49e//nXIW36JamlpSahjW1tbk153X8T9zKyKioqE2yaauz2h1n7qDdzXnkk0d6PlrclkQnl5Odxud8w/nGPxP+bR1tYGm82maB19SbbnrMlkQllZGVwul+KccLvdALw3XKLlRDLXXdUWUWazGe3t7XC73dBqvWFaLBYYjUbk5eWFtW9paQk8WP7KK6+gqKhI8Xbj3YlqbW1FWVmZoiKtr+B+9j3xcrcnsqmf4uG+ple0vNVoNAAArVYb9q5EonQ6HQDvoyCRnpvNFmo4jungP546nU5xTvjriaKiIng8nh7HpNoiasSIEdBqtThy5AjGjBkDADh8+DBGjhwZliRWqxX33nsvRFHEK6+8gtLSUsXbFUUxoV9EoihmdbL6cT/7jkRzt6fb6Ov9lCjua/q2HSlv/fH439brCUEQ+sWxzPacTVUuAKm7Xqq2t00mE6ZNm4YVK1bg6NGj2L9/PzZu3Bi422SxWGC32wEA69atw9///nesWbMmMM9isfDTeURERNRrVHsnCgAWL16MFStW4O6770Zubi4eeugh1NfXAwDq6uqwatUqzJgxA3v27IHdbsesWbNClp8+fTpWr16didCJiIgoy6m6iDKZTFizZk3gDlOwEydOBP4/0ijmRERERL1JtW/nEREREakZiygiIiIiBVhEERERESnAIoqIiIhIARZRRERERAqwiCIiIiJSgEUUERERkQIsooiIiIgUYBFFREREpACLKCIiIiIFWEQRERERKcAiioiIiEgBFlFERERECrCIIiIiIlKARRQRERGRAiyiiIiIiBRgEUVERESkAIsoIiIiIgVYRBEREREpwCKKiIiISAFVF1EOhwNLlizBmDFjUFdXh40bN0Zt+8knn2DWrFmorq7GzJkzcezYsTRGSkRERP2NNtMBxLJ27VocO3YMmzZtwoULF7Bo0SJcf/31mDBhQkg7q9WKuXPnYurUqVi9ejVeffVVzJs3D/v27UNOTk5GYhdFEXk6ARrZBdnlhOS0QzQOgKQ1Am47JLsVojEH0BoAlx1w2iAaTAAE73+iFrLHBcnlgCYnD7LTDslhhWjMhaDRwGPthGjIgaA3eue57NDkFEB22SE5bdCY8rzL269CNA6AoDNAdrsg2a9A1BshaA2ARgvZaYPksEFjGghZckNy2LzrNRlQ8uUSSPbLEHUDfNtxQHL41uePz2GFaBgQGpNG5/1/vQGC1ghAhux2QnJ61w0IEDQ6yB5nID5odJAkD1yCDlY3IMty1L4VBAE5WkDncUB22qDRmyBDgCwALlEPq9vbLkcrQC/ZIdutEA0mCHojJLcTHpv3tUtjwBWnEHG93n7wtokXT7LSsZ107YuiWAJ57wCc1kDOAJL3XHHZvXkiiL488+WJwZuHEADZaQ+sX3JYAzkte9wAJAg6Y1i+yx43IACS1gRRkAGnLXwdehNkt4SSL5cAsiuQs4LeCMiC9/xyWCHqTd4FRcG7brcTkCXveW3wrcflCD0/bF3edYla3/lg9+27Bh5rl3edoghB1ED2uABB8P5/0PVD0Om957svLhlCoJ3b2uW9hviuKZLDBo0xB4JG652nN/Y4B9SUV0RqoNoiymq1Ytu2bdiwYQMqKytRWVmJU6dOYfPmzWFF1K5du2AwGLBw4UIIgoClS5fiwIED2L17N2bMmJH22EVRRKFOhqfLgosHt8N27mhgnmlINfJqJ8Py5vMonfIAOht2hs4fXIW82sno+nAvBo6ZCF1eCS7uWhexTfOrT8BYMQx5//yv3nZvrYP98xMom/5zdPxlS9gyxfVz0PKHpyFZL8M0pBoFt85Ay+vPonTKA+g4EN4+r3YyWt/4FWSXPfDasuOFmHEHYqqdjJY/rIV5xi/Q8e7rsJ1tDOmDgltnoHnLKsgue0h8nQf+G/n/3w9x2SVEvCgLgoB8nYyOPRtC1+nbvvWjfci/bQ4AoGPPOrRFaBPYpyHVKBx/H1pEMfp6h1SjYPx9UeNJVjq2k659URKLoDOibPrPA/kj6Iwom7EAok6PjgjnSsGtM9G85SnILjsEnRHl31+My4fexMDR9ehs2AHb2dAcLKibCcnlRNfh3Rg4uj4kfwvqZkKSZOjydbi092UMrBkfcR3F9XNw6Z3NsDYd7hZLeM7mjZ0CUZ+DjoPbIuZjcK7l106B225F56E3I547/vPl8qE/YeDoCVH7JK92Mlpffzaw3rzayeg6vAcDa8ZDclyNuv7mVx+H8UvDFeeAmvKKSC1U+3be8ePH4Xa7MWrUqMC0mpoaNDY2QpKkkLaNjY2oqamBIHjvKgiCgNGjR+PIkSPpDDkgTwfYz/1f2AUQAGxnG9HZsAOlk8MLEQCwnTuKzoad0JsHw9PZhov7NkZtk187GbZzR33tXobtbCPyaydHXe/FvS+jdPIDgTg6Dm6PG0d+7eSQ14m0D27bcXB7yAU3eNv+dQfHl3vzN9GxZwNyopT3OVqEXcRD+q1sEFx//z907FkftU1gn842omPPBpgL8zBAJ0Zer69NtHiSFTX+FG4nHdtQGkv3/MyvnQxP58Wo50rHu38IHK/82snoOLgd+rJB6DwUWvwA3uPbcXA7PJ0XoTcPDsvfjoPboc3Jw8W31nvnR1nHxb0vQ28eHB5LhJztbNgBV9vnCeXa5YYd8HRejHru+M8XfdngmH3S2bAjZL2dDTt8+xt7/fm1k3uUA2rKKyK1UG0RZbFYUFhYCL1eH5hWUlICh8OBjo6OsLZlZWUh04qLi9Hc3Jz0diVJivsTr53oskEzsDDsYuZnO3sU2ljzzx2FoWIYNLmFYRf57m0A+Np5L2yGimEx16sdWBj2Ol4cStonu+6QZc42QutxROxbrccRdhHvvs7g/oi7T2cbMVDnfXsi6jIx4kn2J2b8EbaTDKXbSPQneBtK97d7fhoqhsU9V/zHy79svBzXDCwMaRs8D5ATWkf33Iw23XbWu71E1mM72xizrf98SaZPgl8nGkv3HAASO669lbvxci4Vd7dkWU7J+avmn0SPY1/+SVUuxOurZKj2bwebzRZSQAEIvHY6nQm17d4uES0tLQl1Ymtra9R5hSUmyG5XzOUlhy3m/HjLB7cJbpvsdpONI5n2SvbRv4zbegXNl+xh8wcWGZNeZ7w2stMOd5xlosWTrHjxd99ORUVFwuv2526y20hGrLyPpHssYX2vIM/jLRPrfJDsV5NeR7zpsdaVzP76c19RDifQN8HzuudAIse1t3I32jXXZDKhvLwcbrdb0bUcAFwu7z63tbXBZot9PcoGyZ6ffY3JZEJZWRlcLpfinHC7vVf7S5cuRc2JZK67qi2iDAZDWCf5XxuNxoTadm+XCLPZHLPalSQJra2tKCsrgyhGvpGn0bogO60xt+N9iDw6QauLG6u/TXDbeMt1326ycSTTXsk++pfR5uSiXF8QNl+rjV3uJNNvgdd6IzSa2KdCtHiSFS/+nmzHn7u9sY1E8j7itrrFEtb3CvI83jKxzgfROCDpdcSbHmtdyeyvP/cV5XACfRM8z58DyRzX3srdaNdcjUbj26427I/kROl03n0uKSkJFFTZSOn52df4j6dOp1OcE1qt91pfVFQEj8fT45hU29tmsxnt7e2BqhHwvm1nNBqRl5cX1ratrS1kWltbW9hbfIkQRTHuT7x2ks4ET1c7TIOrIm7DNKQK7ljzB1fB8cVJeK60wzSkOmYbACHtHF+cjLled1d72Ot4cShpn+y6Q5YZUg23xhCxb90aQ9w+8Vxph2lo/H4DvA/FdrkAV6z1xogn2Z+Y8UfYTjKUbiPRn+BtKN3f7vnp+OJk3HPFf7z8yzq+OAnTkOh55elqD2kbPA8QElpH99yMNt00pAqeK+1hbSO1Nw2phqcrelv/+ZJMnwS/Ng2pirn+wLnZLQeAxI5rb+VuvJzzP+vaE4IgpOT8VfNPosexL/+kKhfi9VUyVFtEjRgxAlqtNuTh8MOHD2PkyJFhO1ldXY2PPvoo8NeMLMv48MMPUV0d+YTvbZ0uwDh4JArqZoZdCL2fppkCy84XkFc7OXy+75M0zpZz0OSVoHjcnKhtLjfshGlw1bV2Q6txuWFn1PUW18+BZecLgTgK6mbGjeNyw86Q14m0D25bUDcz7MLr37Z/3cHxXTn2vygYPzcwTEF3VjdQMP6+8HX6+631M+i+UoWC+rlhhVTYPvk+VdTS3omrLinyeodUx4wnWVHjT+F20rENpbF0z8/LDTuhySuOeq4U3Hp74HhdbtiJgrqZcLZ+hrzaKRFzoKBuJjR5xXC2nAvL34K6mXBbO1E8ca5vfuR1FNfPgbPlXHgsEXI2r3YKdMVfSijX8munQJNXHPXc8Z8vztbPYvZJXu2UkPXm1U4J7E+s9V9u2NmjHFBTXhGphSCr+DOpjz76KD788EM89dRTaG1txaJFi7Bq1SrU19fDYrFg4MCBMBqNuHLlCsaNG4fJkyfjjjvuwGuvvYbdu3dj7969SY8T1dzcHPftvObmZpSXl8esWEWx2zhRvrFvJK0p+jhReiMgiABk3zhKkcaJGgBBo/WNw2SCYDAFjROV7x2bxukb98nj9o2v4xtPyj9ujs4IQRdnnCi9wbte//IGU4xxonKuxeQfJ8rWCVFr8G4HAmS3wzvWjW8fQ8aJMuQAWj2UjBPl7zcZYvRxohxW7z4bTBHGiZLwj3/8A+Xl5dBoNKobJ+q6665LeL3BuZvq8XwSzftI4o8TZYKg0SP+OFE5EPSmyONE6YzeMZQ8HkCWIuS7bx5kSLqcyONE+XJEdrsAWQJk2Tsek97k3S6Cx4kyIjCmm854bZyo4PUExonynR8235hVGl3QOFEm37wuiDojIGpijBOV4x3vLWycKO+4cpHHiTJB0OiijhOV7HHtjdyNds3VaDQoKyvDc++9jAudLQmtq7vr88x48F/mwGKxhLyrkW16cn72JVqtFqWlpSnJidbW1qhv5yVz3VXtM1EAsHjxYqxYsQJ33303cnNz8dBDD6G+vh4AUFdXh1WrVmHGjBnIzc3FunXrsHz5cmzduhXDhw/H+vXrMzbQJuBN6g4H4L3ZZwS0RsADwOMBoAN0+b7XEgA9oNUDwc9WeuCdLuoBuwzAAOgMvmUAaAu87W1St3Z6QKMHnL7ldb712mUAWu9yMnzzPde27cK1//cA0lU3mpvbvCelJPq2o/MuH7gWXWsfiMn//5r8oO3AG7/WcG0f/fvnj88Jb3yI/wtelmVcDY43pN+uLX/VJeOqv43s7wNf30sAJDnk4h2yXn9cUur/xkjHdtK1L4piCeS9DtDmX8uZ7udKQHAeS9em+fmPr9O/DkTJd988jzv6OuwyJElEc3OrN/f9ORvYri/mkJyTELiUhuRat/NDkxe0r77zIfh8kRC03uDnPYyAzn/9kEOXDabNC72m6ILPzbyU5ICa8opIDVRdRJlMJqxZswZr1qwJm3fixImQ11VVVXjjjTfSFRoRERH1c6ouojIh3oNr/gcUBUFIyUNuasX97Ht6M/5s6qd4uK/pjyHW9NIBxQCUxeZd1vs2UDYfS1mWMWDAAOj1+qzeT/8nNksHlEB5ThQBQMpyXtXPRBERERGpVfY+gUZERETUi1hEERERESnAIoqIiIhIARZRRERERAqwiCIiIiJSgEUUERERkQIsooiIiIgUYBFFREREpACLKCIiIiIFWEQp9Mknn2D48OEhPzNmzMh0WCnhcDiwZMkSjBkzBnV1ddi4cWOmQ+oV+/btCzuG8+fPz3RYqpbNeQ/0n9wH1JH/yfT3J598glmzZqG6uhozZ87EsWPH0hhp5iXTV/fff3/YsX3nnXfSGK06OJ1OTJkyBYcOHYrapqd5xe/OU6ipqQkjRozAhg0bAtO02uzozrVr1+LYsWPYtGkTLly4gEWLFuH666/HhAkTMh1aSjU1NeFb3/oWVq5cGZhmMBgyGJH6ZXPeA/0n9wF15H+i/W21WjF37lxMnToVq1evxquvvop58+Zh3759yMnJSWvMmZJMbp4+fRpPP/00brnllsC0/Pz8dIabcQ6HAwsWLMCpU6eitklFXmXP1S/NTp8+jRtuuAGlpaWZDiWlrFYrtm3bhg0bNqCyshKVlZU4deoUNm/enHW/SE6fPo1hw4Zl3THsTdma90D/yn0g8/mfTH/v2rULBoMBCxcuhCAIWLp0KQ4cOIDdu3dn1Z3QaJLpK6fTic8//xwjR47MyvM0EU1NTViwYAHifTVwKvKKb+cpdPr0aQwePDjTYaTc8ePH4Xa7MWrUqMC0mpoaNDY2QpKkDEaWetl6DHtTNvdZf8p9IPPHMpn+bmxsRE1NDQRBAAAIgoDRo0fjyJEj6Qw5Y5LpqzNnzkAQBHz5y19Od5iq0dDQgLFjx2LLli0x26Uir1hEKXT69Gl8+umnmDp1Kr75zW/i0UcfxZUrVzIdVo9ZLBYUFhZCr9cHppWUlMDhcKCjoyNzgaWYLMs4e/YsDh48iPHjx+M73/kOnnnmGTidzkyHpmrZmvdA/8l9QB35n0x/WywWlJWVhUwrLi5Gc3NzOkLNuGT66syZM8jNzcXChQtRV1eH22+/HX/5y1/SHHFm3XnnnViyZAlMJlPMdqnIK76dF4XdbkdLS0vEeUVFRTh//jy+9KUv4amnnkJnZydWrVqFhx9+GC+++GKaI00tm80WcqICCLzOpgLjwoULgX39z//8T3z++ed44oknYLfb8cgjj2Q6vIzpr3kP9J/cB9SR/8n0d7S22XZcokmmr86cOQO73Y66ujrMnTsX+/btw/33348tW7Zg5MiRaYu5L0hFXrGIiqKxsRGzZ8+OOO/555/HBx98AIPBAJ1OBwBYvXo1Zs6ciZaWFpjN5nSGmlIGgyEsgfyvjUZjJkLqFRUVFTh06BDy8/MhCAJGjBgBSZLw8MMPY/HixdBoNJkOMSP6a94D/Sf3AXXkfzL9Ha1tth2XaJLpqwceeAA/+tGPAg+S33TTTfj444+xdetWFlHdpCKvWERFMXbsWJw4cSLh9jfccAMA9PlfJmazGe3t7XC73YFPXVksFhiNRuTl5WU4utQqKCgIeX3DDTfA4XDg8uXLKCoqykxQGdZf8x7oX7kPZD7/k+lvs9mMtra2kGltbW1hb8Vkq2T6ShTFsE/iDR06FE1NTWmLt69IRV7xmSgFmpqaMGrUKJw/fz4w7dNPP4VWq8WgQYMyGFnPjRgxAlqtNuTBusOHD2PkyJEQxexJl7/+9a8YO3YsbDZbYNqnn36KgoKCfltAxZPNeQ/0n9wH1JH/yfR3dXU1Pvroo8CnrWRZxocffojq6uq0xJppyfTVv//7v2Px4sUh044fP46hQ4emI9Q+JRV5lV1XhjQZOnQoBg0ahGXLluHkyZP429/+hmXLlmHWrFl9fiwOk8mEadOmYcWKFTh69Cj279+PjRs3Rn2Lp68aNWoUDAYDHnnkEZw5cwZ/+ctfsHbtWtx7772ZDk21sjnvgf6T+4A68j9ef1ssFtjtdgDAhAkT0NnZiSeffBJNTU148sknYbPZMHHixLTFm0nJ9NW3v/1tvPnmm/jjH/+Izz77DM899xwOHz6Mu+66K5O7oBopzyuZFLlw4YL8s5/9TB4zZoxcW1srr1y5UnY4HJkOKyWsVqu8cOFC+Wtf+5pcV1cnv/zyy5kOqVecPHlS/vGPfyx/7Wtfk2+99Vb5N7/5jSxJUqbDUrVszntZ7j+5L8vqyP9Y/T1s2DB5+/btgdeNjY3ytGnT5JEjR8q33367/PHHH6c11kxLpq+2bt0q19fXyzfffLM8ffp0uaGhIQMRq8OwYcPkDz74IOR1KvNKkOU4o1ERERERURi+nUdERESkAIsoIiIiIgVYRBEREREpwCKKiIiISAEWUUREREQKsIgiIiIiUoBFFBEREZECLKKo1zidTkyZMgWHDh3KdChECWlpacH8+fNRW1uLr3/961i1ahUcDkemwyIileIXEFOvcDgcWLBgAU6dOpXpUIgSIssy5s+fj7y8PGzevBmXL1/GkiVLIIoiFi1alOnwiEiFeCeKUq6pqQnf+9738Pe//z3ToRAl7MyZMzhy5AhWrVqFr371qxgzZgzmz5+PHTt2ZDo0IlIpFlGkyLZt23DzzTfjs88+AwCcPn0aI0eOxP79+9HQ0ICxY8diy5YtGY6SKFy03D169Ch++9vfoqSkJKT9lStXMhEmUVyPPPIIfvrTn4ZMW7lyJR5++OEMRdT/8LvzSBFZljF79mwMGDAAL774Iu666y6Ul5fjP/7jP0LaDR8+HK+88grGjh2boUiJQiWau5Ik4c4770RhYSFefPHFDEVLFN3777+PuXPn4v3330dubi4kScI3vvENPPHEE/jmN7+Z6fD6Bd6JIkUEQcDjjz+O9957D7/85S9x9uxZLF26NNNhEcWVaO4+/fTT+OSTT/Dzn/88A1ESxTd27Fjk5+fj7bffBgD87W9/g8vlwq233prhyPoPFlGk2JAhQzB37lzs2LEDCxcuRFFRUaZDIkpIvNx9+umnsWnTJjz99NMYNmxYhqIkik0URUycOBG7d+8GALz11lsYN24cdDpdhiPrP1hEUY8cP34cGo2GwxhQnxMtd1euXImXX34ZTz/9NMaPH5+h6IgSM2XKFBw8eBBXrlzBvn37MHny5EyH1K+wiCLF9u/fj4MHD+Kll17Cm2++iffffz/TIRElJFruPvfcc3jttdfw7LPP8pcR9QnV1dUwm83YsGEDZFlGbW1tpkPqV1hEkSJXrlzBypUrcf/99+Mb3/gG7rrrLixfvpwDE5LqRcvd06dP44UXXsB9992HmpoaWCyWwA+Rmk2aNAkvv/wyJkyYAI1Gk+lw+hUWUaTIr371KxiNRsyZMwcA8OCDD8JqteL555/PcGREsUXL3cmTJ8Pj8eDFF19EXV1dyA+Rmk2aNAkOhwOTJk3KdCj9Doc4ICIi6sPeffddLFu2DH/+858hCEKmw+lX+LUvREREfVBraysOHz6MdevW4fbbb2cBlQF8O4+IiKgP6urqwpIlS1BYWBh4e5rSi2/nERERESnAO1FERERECrCIIiIiIlKARRQRERGRAiyiiIiIiBRgEUVERESkAIsoIiIiIgVYRBEREREpwCKKiIiISAEWUUREREQK/P95osZzTYt8+AAAAABJRU5ErkJggg==\n", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2021-03-02T16:30:47.727416\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.3.4, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -3412,1620 +226,14 @@ "outputs": [ { "data": { - "image/png": "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\n", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2021-03-02T16:30:48.873469\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.3.4, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -5097,6 +305,15 @@ "execution_count": 7, "metadata": {}, "outputs": [], + "source": [ + "#!pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", @@ -5114,38 +331,58 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/deprecat/classic.py:215: FutureWarning: In v4.0, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n", + " return wrapped_(*args_, **kwargs_)\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (5 chains in 4 jobs)\n", - "NUTS: [x1:x2, x2, x1, Intercept]\n" + "Multiprocess sampling (5 chains in 2 jobs)\n", + "NUTS: [x1:x2, x2, x1, Intercept]\n", + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", - " \n", - " \n", + " \n", + " 100.00% [30000/30000 01:03<00:00 Sampling 5 chains, 0 divergences]\n", "
\n", " " ], @@ -5160,7 +397,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 5 chains for 1_000 tune and 5_000 draw iterations (5_000 + 25_000 draws total) took 30 seconds.\n" + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", + "Sampling 5 chains for 1_000 tune and 5_000 draw iterations (5_000 + 25_000 draws total) took 136 seconds.\n" ] } ], @@ -5185,98175 +424,29 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Got error No model on context stack. trying to find log_likelihood in translation.\n", + "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/arviz/data/io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", + " warnings.warn(\n", + "Got error No model on context stack. trying to find log_likelihood in translation.\n" + ] + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABLsAAAMrCAYAAAChx5A2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eZxmZ13njb/Pcu+1V3V19Z50lk7S6SwkYdGMCI6IjAuCqDMO4EQHRUUdnUGRxwH96QjqzPiIjqgDuKIMGDZFHowMggQI2bvT+1Jd+3bv99nPua7fH9c5p6p6SVcnHbo7ud68eHW6665zn+U6y/U5n+/na0gpJRqNRqPRaDQajUaj0Wg0Gs3zAPNyr4BGo9FoNBqNRqPRaDQajUZzqdBil0aj0Wg0Go1Go9FoNBqN5nmDFrs0Go1Go9FoNBqNRqPRaDTPG7TYpdFoNBqNRqPRaDQajUajed6gxS6NRqPRaDQajUaj0Wg0Gs3zBi12aTQajUaj0Wg0Go1Go9FonjdosUuj0Wg0Go1Go9FoNBqNRvO8QYtdGo1Go9FoNBqNRqPRaDSa5w1a7NJoNJcMKeXlXgWNRqPRaDQazTNEP8tpNJrnC1rs0mg05+R973sfd99994Y///DDD/NzP/dzz90KXWLm5+e577776HQ6l3tVNBqNRqPRaC45+llOo9G8kNFil0ajuSR87GMfY3Jy8nKvxob5yle+wpe//OXLvRoajUaj0Wg0VwT6WU6j0Tyf0GKXRqPRaDQajUaj0Wg0Go3meYMWuzQazQX5pV/6JX7mZ36GD33oQ7z85S/ntttu40d/9EeZnp7Of/7xj3+cw4cPs2fPHr72ta8BsLS0xC/8wi9wzz33cOedd/LTP/3TzM/P58t93/vex+te9zp+/dd/nRe96EX8wA/8AADNZpN3vOMdvPSlL+Xuu+/mLW95y7o3jb1ej3e961287GUv47bbbuNHfuRHOHr0aP7z+++/n7vvvpsvfvGLfMd3fAd33HEHP/IjP8KJEyfyn7/jHe8A4J577uF973vfc7r/NBqNRqPRaC4n+llOo9G80NBil0aj2RBf/vKX+cxnPsN//a//lfe85z0cOnSId7/73QD85E/+JC9/+cu55ppr+MhHPsLevXvxPI83velN7N+/n3e/+9285z3vYWpqije96U04jpMv98iRI5w4cYI/+IM/4Kd+6qeI45j77ruPL3/5y/ziL/4i//2//3cajQb33Xcfvu8jhOCtb30rDzzwAD//8z/P7/7u75IkCW984xtZXFzMl+v7Pm9/+9t54xvfyO/8zu9Qr9d585vfTK/X41u/9Vt561vfCsCHPvQh3vCGN3xD96VGo9FoNBrNNxr9LKfRaF5I2Jd7BTQazdWB7/v80R/9ESMjIwBMTk7ye7/3e0RRxM6dOxkZGWFxcZE77rgDgA9/+MPMzMzwmc98hp07dwLqzdu3fdu38bGPfYw3v/nNAMRxzC/90i+xZ88eAB544AEOHjzI3/zN33DnnXcCcP311/PGN76Rw4cP0263eeihh/jLv/xL7rnnHgDuvfdeXvWqV/GBD3yAX/7lXwYgiiJ+4Rd+IX/4ufnmm3nVq17F/fffz5ve9KZ8nW699VYGBga+AXtQo9FoNBqN5vKhn+U0Gs0LCe3s0mg0G2L79u35wxHA+Pg4UkqCIDjn57/+9a9z7bXXsnXrVuI4Jo5jBgYG2LdvH1/96lfzzxmGwTXXXJP//bHHHmNoaCh/OALYtm0bn//857njjjv4+te/Tq1W484778yXa5omL3vZy9YtF+A1r3nNumXs2bOHRx999NnuCo1Go9FoNJqrDv0sp9FoXkhoZ5dGo9kQ5XJ53d9NU2nlQohzfr7VanH06FH27t171s/27duX/3dfXx+lUin/e7vdZnR09Lzr0Wq1cBznnMtd+wBXrVap1Wpn/Vy3p9ZoNBqNRvNCRD/LaTSaFxJa7NJoNM8J/f397N27l1/91V8962eVSuVpf6/ZbJ717w8++CC7d++mv7+fTZs28Yd/+Idnfca2Vy9pnucRhiHFYjH/t0ajwe7duy92UzQajUaj0WhecOhnOY1GczWjyxg1Gs0lIXs7mPGiF72ImZkZdu7cyb59+9i3bx+33HILf/Inf8KDDz543uXccccdNBoN9u/fn//b8vIyP/ZjP8ajjz7Ki170IhqNBoODg/ly9+3bx0c/+lE++9nP5r8jpeQLX/hC/vfp6WkOHz7MS17yknOur0aj0Wg0Gs0LGf0sp9Fonk/oK4RGo7kkDAwMMDc3x4MPPki73eb1r389fX193HfffXz2s5/lX/7lX/jpn/5p/umf/olbbrnlvMt55StfyZ49e/jZn/1ZPv3pT/OFL3yBn/qpn2LXrl284hWv4BWveAU333wz//E//kc+8YlP8JWvfIV3vvOdfOQjH+GGG25Yt6x3v/vd3H///fzjP/4jb33rW9mxYwff8z3fk68vwGc/+1lmZmaeux2j0Wg0Go1GcxWgn+U0Gs3zCS12aTSaS8JrX/taRkZGeMtb3sKXv/xl+vv7+cu//Et27NjBr/zKr/C2t72NZrPJH//xH3P33XefdzmFQoEPfehD3HXXXfzar/0a/+W//Bc2b97MBz7wASqVCrZt84EPfIB77rmH97znPfzET/wETz31FP/jf/wPvuu7vmvdsn7xF3+R3//93+ftb387u3fv5s///M/zTImXvOQlvPjFL+bXfu3X+OAHP/ic7huNRqPRaDSaKx39LKfRaJ5PGFJKeblXQqPRaC4l999/P+94xzv4+te/rltRazQajUaj0Vxl6Gc5jUbzbNHOLo1Go9FoNBqNRqPRaDQazfMGLXZpNBqNRqPRaDQajUaj0WieN+gyRo1Go9FoNBqNRqPRaDQazfMG7ezSaDQajUaj0Wg0Go1Go9E8b9Bil0aj0Wg0Go1Go9FoNBqN5nmDFrs0Go1Go9FoNBqNRqPRaDTPG7TYpdFoNBqNRqPRaDQajUajed6gxS6NRqPRaDQajUaj0Wg0Gs3zBvtiPry4uIhu3vjMEEKwuLjI5s2bMU2tMV6t6OP4/EEfy+cP+lg+P/hGHUfDMNi8efNztvwrnfn5eQzDuNyroXkG6Gvd1Y8+hlc/+hhe/ehjePWz0We5ixK7pJRa7HqGSCkRQuh9eJWjj+PzB30snz/oY/n84IV4HIMg4Fd/9Vf53Oc+R7lc5r777uO+++4752ff+ta38vnPf37dv73//e/nFa94xUV95wtl3z4feSGeI8839DG8+tHH8OpHH8MXDhcldmk0Go1Go9FoLg2/9Vu/xYEDB/izP/sz5ubm+MVf/EW2bt3Kq1/96rM+e+LECX77t3+bl73sZfm/DQ4OfiNXV6PRaDQajeaqQYtdGo1Go9FoNN9gXNflox/9KH/yJ3/C3r172bt3L8eOHeOv/uqvzhK7wjBkZmaGffv2sWnTpsu0xhqNRqPRaDRXD1rs0mg0z2vqnYDpJZe2E2EaMFgrsH1TlaG+wuVeNY1G8wLm8OHDxHHMnXfemf/bXXfdxfvf/36EEOtyRE6ePIlhGOzYseNZf68QQmd2XaUIIdb9qbn60Mfw6kcfw8tLnAjcIGGg+syf4/UxvPrZ6HOMFrs0Gs3zDiElpmEgpeQ9f3WQthOt+/neawZ42+tuBNRNs6jDKTUazTeY5eVlhoeHKRaL+b+NjY0RBAGtVouRkZH830+ePElfXx9vf/vbeeihh5iYmOBtb3sbL3/5y5/R9+oH/KubpaWly70KmmeJPoZXP/oYXh5OzPu4gWDvrgrms3xxo4/h1YtpmmzduvWCn9Nil0ajed4QxYI/+PhRTi+5vOctt1MqWNiWwZ4d/fzH77oeISX/vz8/QMG2AFhuR/z6Rx7jnj2jvPnV12Ka2u2g0Wi+MXiet07oAvK/h2G47t9PnjyJ7/vce++9vOUtb+Ef//Efeetb38pHPvIR9u3bd1Hfu2nTJu3susqIYsFi02fLSInl5WXGx8d1B7GrFCEES0tL+hhexehjeHmZ7TQoViQTm0ee8XO7PoZXP9rZpdFoXhA8eqzBAw8v8K13jPMPX5tndsVjsGYThIJSweI/fOduKiWbgZqyO//s6/dQLalLX5RICrbJVw6usNIJ+KFX7uILjy/y7XdPMDFSuZybpdFonueUSqWzRK3s7+Vyed2//+RP/iRvfOMb80D6m266iaeeeor/83/+z0WLXaZparHrKmOh6bHYCBjqU2KoaZp6gnaVo4/h1Y8+hpcH0zCRhkz3/7O7l+ljePWixS6NRvO8REjJvzy5TLVscfeeUeZWXI7P9jg512OgVuB7vmkrn35wjv/1iaPcfv0wd1w/zJbRVeFq5+aaWo4QbB0p8j9+8g4ePtrkrx84zW/99UESIbl+ax+Hpzos1H28MEZKGB0osWuixt5rBinY+sao0WieHZs3b6bZbBLHMbatHseWl5cpl8sMDAys+6xpmmd1Xty9ezfHjx//hq2v5vKxa3ONXZtrCCHotS/32mg0Gs0LFyklUqKrQa4StNil0WiuGpZaPn/y6eOcXnS5bmsfd+8Z5V/fNcHkvEsYC97y3dfhBgkYBk+eaPHxL83w8S/NsHm4zO3XDXH79cPsHK9SKlr5MoNIcN2Wfn7lTbfy+x8/wlIr5EOfPQWAZRoYaaj9Q906QkK5aPFDr9zJN92qO6JpNJpnzs0334xt2zz++OPcfffdADzyyCPs27fvrDfNv/RLv4RhGPzmb/5m/m+HDx/mxhtv/Iaus0aj0Wg0L2ROLzgstQJefPPo5V4VzQbQYpdGo7nikVLy0OE6f/3AaQCu39rHK140ztHpDpuGyvyH11xLuWhjmQZ9lQLf9bJtfNfLttHqhTxxosUTx5t8/rFFPvfwAgATI2Xe/SO3AvD+Tx0nEfBffuhmfumH9/JPjywwPlRmfKTM/IrHSjvg37xsG3EiODzV4aFDda6ZSN1haRC+RqPRXCyVSoXXvva1vPvd7+a//bf/xtLSEh/84AdzQWt5eZn+/n7K5TKvfOUr+fmf/3le8pKXcOedd/LpT3+aRx55hF/7tV+7zFuh+UYws+wyt+Jx867+y70qGo1G84LGDZPLvQqai0CLXRqN5oomigX/7S+fYnbFw7YMhJAcn+txfK6Xf8Y0DSaGy1y7pcbea4e4ZdcA1bLNUF+Rl98+zstvH8cPEw5PdZive3jB6o3qlXduzp1epYLFa166jaWmz2/85VN818u28m9etg2A+brPX3xukp/83hvYOlZFSMkffeo4u7f08R0v3vKN3SkajeZ5wTve8Q7e/e538+Y3v5m+vj7e9ra38apXvQqAe++9l9/8zd/kda97Ha961at417vexR/+4R8yNzfHDTfcwP/+3/+b7du3X+YtuPppdkP8MFlX7n6lIYRU/yEv73poNBrNC52BaoGeF1/u1dBsEC12aTSaK5KFusc/PrzAVw+tEMUSA9izo5+dm2tMLjgcOt3hnptGuHnXIPV2wMyyy2PHm3z5wAqmATfvGuTe2zZx+3VD2JZJuWhxR5rhBSqzC+C264bOKhkaGyxx67WDfPQL01RKNvfu24RtGWwbqzA2VAIgSSTFgkmpoPO7NBrNM6NSqfDe976X9773vWf97MiRI+v+/oY3vIE3vOEN36hVe8HQdkJaveiKFrt2bq6xM83s6urMLo1Go7lsCCH1i4erCC12aTSaK4rZZZe/++osjxxpYqDuJ7s2V/n5H7iZSsni7x6c5dDpDt9+1wTf/6071nXjEEIyueCw/2SLrzy1wh996jj9FZuX3jLGN+/bxNaxjU1mTNPgP3znbvww4S/+v1OUCyZ33zTKz7x+T/49n/yXGb7v3u2MDCjxa6UdMDZYutS7Q6PRaK54pJR03Tjvens1USlaiNqlW54fJpiGQVG/CLlikVIyu+IxMVLGtvRx0mg0G2eh6QPqOqI7G1/5aLFLo9FcEbSdkE/+yyxfPrBMqWBxzUSV+brPtk0VfvAVu3jyZJP9J9s8dKjOlpEyXhjzF5+bpGAb2JZJwTYp2ibFgsnIQJHX3rudpbbPkakun39sgX98ZIHtmyrctWeEe/aMMtz/9JMy2zL58e++gd+7/wgf+MxJNg2V2ZVmdS00fL745DLbNlV52d4SM8suv/lXT/E937RdlzRqNJoXHEutgNMLDjds72e4v3i5V+eiSIQkjsUlW96TJ1oAlzS8+PSiw2LD5+adOrPrUuD4MXMrHgXbZPNw+XKvzkURxQLDQIt0mhc8l8tcNTFcZqHhX6Zv11wsWuzSaDSXlTgRPPDIIn/34AxxInnZ3jG+797tHJ7q8OUDK5yc6/Gbf3Uw/7xlGnS9mKcmO+r3Y0GUCMJYruaanIeZZY+Z5Vk++S+zAJgG9FcX2bapwsRIhV2ba9y0cyCfrBULJj/12hv5/KMLbB+v5svZOlbh13/0ttzFUCqa3Hn9MH/7xWmG+4u6Q4tGo3lB4aeBvWF09QX3Vko2cXJl16RYWYt7bSK4JJjp/ixYV98OfexYE9M0uHvPyOVelauKKBYkQlJe041bo3kmZEKzRF+Srwa02KXRaC4bk/M9/vxzk8wsu+zbPcjJuR5zKy6/8sEn8UPBcH+Rb7p1jC2jFa7f1sf4cJlS4fwPKomQBFFCGAnCSBBEgjBKCOLs7wlLTZ/jsz2ml1x6XkzbiXD8mCNTXZJULNs0VOKuG4d56S1jbB2r5iH1zW6IbRn0Vwu50NXoBPz6nz/Fd9yzhRt3RPzpZ08y3F/khu36DbxGo3lhkE0gi09zfb5S8YKYeidk5+ZLWMt4idm+qcr2TVWV2XWOn9fbAeWSRa18ZTzWLzZ9Ti843HnDMAX7ynMgZS/GrnSR81zYlkH1CjnOVxNHZ7o4XqxfRj4fSBUmKS+P3NT1om/4d2qeOfpqqdFovuEEYcInvjzD5x9dZLBW4Cdfez2JgKlFl8kFF9OEt3z3ddx14whBJHjvhw9y4FSLt71uz9Mu1zINqiWb6gais4QQHDw+w2K3yPHZHsdnO7Qd1V1luRXw2YcW+OxDC9TKFjfuGOBFNwzziX+ZYaBW4Bd+4OY8j2Wov8ir7tnCS24Z5eV3jPOeDx/kf33yGO/4d7cwfpWVR2g0Gs0zoVa2GKgVqJSuPrELDPoqV/fj8Kn5HptHKleM2LXSUiU+YSyuSLErjFTZaseNrrr7dME2V51+mg2zebhMULv6nKcvRISQufvySqTtaLHrauLKuCtqNJoXDFOLDn/y9ydYavh8874xjs/2+LsH55hactm1ucqPf/d1DNSKjA+XEVLygb8/wXzd4wdfueuSr8tIn80t14/zbXdNAMq5NVf3WGx4TC25nJjrsdIKeOxYk8eONQGod0L+8x8+yp3XD3Pdtn5u3jXAv3npVkC9Zbp99xBfPrDC791/hF/6d7fQV7n6Aps1Go0miBKeON7i2i01Ng09vSBQLdlcM1GjeAUKGxfCMCBryBvFygF8pV23T833WG4F3LSz75w/N0yDJLl0uWPPmis8tPlqDpX2ggQv0KLNxaIbCJ0fISRemFwRYnmcCB492mTbWIVtm6oX/oXLwGC1QNuJdAnjVcLlH9UajeYFgZCSf3pkkY9/aZr+aoGf/8GbGKwVeOToQfww4ZqJGv/h1deyZWz15vaJL83wxIkWP/yvr+GmnQPP+ToO9xcZ7i+y95rB/N+klDx5osU/fG2Ok/MOtmngh4KHjzT4ysE6ADs3V7nrxhFu2NbPPz+xxDffOsaX9i/zh588zs99/54r8s22RqPRPB2Z+2WlHVxQ7Op6EUemuty8a4D+6pUlFF2ISsnCCxKklBw41SaKxWUvdXL8GAPycrWsfN8yDfZPusSWy87NSvgSUpIkkqVWwDVbzi2GadaTObOvhMm9lJLTiw5bRitPG9OgeXZML7n4YaIjJs7ByfkejU7Ii24cvuyND5K0tHih4dNxI3Ztrl1xZbvVsk3Xja5q0fyFxJU1ejQazfOSrhvxwc+c5KnJNnfeMMx3vngLrV7E+z95DNs02HvNIAdOtTkx7+Ri19cOrvDZh+Z5xZ3jvPyO8cu27oZhcPv1w9x+/TAn53t88kszHJrqECWSe/epPLFHjzb5+JdmME2DW68Z4Jv3beL67QP88aeP81cPTPIjr9592dZfo9Fonms6aVmHFyZXndgVRoKuFyFRzq4rgadOtYHVjo5bxypsHasghFq/+bqXi13PBVEsOHi6zZ4dAxsO9O66EfN1j2sm1qzXOSKxEiF56lSLLaOVC4qozxVZGeCV8CLKDwVLzYBy0WJipLKh3ykVL269hZD0vDjPGg0jgR8m+d+vRBwvJozFJevuOl/3Lslyno/0PBXhIQQIUzV7skzjsog5Vto0YrDPptGJiK4kx2pKlAiEVEL1N2IfRbEgigXVsk29HYABowPaqbhRtNil0WieU6aXHP7XJ47RcSPe+KpreNkto7zjT56k40ZMDJe5fls/X9q/zPd88zbu3bcp/73rtvXzijvH+YFXXPryxWfK7i19/KcfuImDk20+9A8n+Zf9K9y0c4A3vupaigWTf358iS89ucSv//lTvOjGYWpl66pra67RaDSwWom2kQhvkc1Hrr68b8JYUC5YmIbB5pEyK+3gcq/SJSFJJ6wb5euH64wPldk1UePUfA/Hi1ls+uxKg/svtDwhJVEskMinLe+RUuKHIm8IcznIAuqvBHGzVDC5cUc/1dLGpmTlokmtYtPshqy0A67b1od5gQn36UWH5VbAvt1DVEoWB061iBO5zsG4/2SL0YEiW8eujNKxpybXC77Plhu29+ddYzeKEJLlls/4cPkF4+JptENOzvfYOV5hsK/0rHMYhZBgcMExeiYX+/lvJPX0HiEkfCMauq51HJ+Y6wFa7LoYLv8rDY1G87zla4dWeM+HDyElvP3f3sK/um2co7M9HD9m83CZW64Z5Ev7l3nlnZvz3KuuGyGEZGywxL/9tmuuyCDWW64Z5L0/fgf/7l/vYmrR4df+bD//9OgC3/nSLfzGf7yd73jxFh4/3sQPBdnq158nEyiNRvPCwGDjape8RCqXEBIvSL6hQkjBNikVruzH4ROzXR46VKfrnj8YeWJk9cXKYsPjkSONvBR1I0ipuihmZXVzK15+7NtOyCNHGk/7/UXbYri/dMFJaiaMLjT8Da/bpUZItWGX6vnCDxOWWs98e6RcXacLf5fA8RKa3ZBmN9zQ+ZllfCXpzj9XF0ovSJhZvnLcT+WLdK9diOH+IltGN+acy5hd8Ti96NLohpd0Xa4kppecddeJYsFkZKDIqXmX/Sdb5/wdKSUPHapzZLpzweU/fKTBgZPtDa9Pdn2IYslt1w3Rf4XlJ/a8iKE+5TZ0/fi8AqoXJBctrp6PTJSP17jcphYdnjzRfFbL7boRTurqeyZMLzm5q/tK5sq+u2s0mqsSISUf++cpPvD3J7l2S413vnEvg7UCf/eVWf7g40fZMlJh95Y+/unRRb71jnF+4JU7MQwDP0z4nx89wp999uTl3oQLYpoG33rHZnZurmLbJp9/dJF3fXA/R6Y6vO5bdvBf37yPXRM1/vaLM/zO3xzi//nAk0wu9C73ams0Gs3GSHWAb2Splxcm7D/Z2tAD9BMnmswsu8/6O8tFkyiRxIlguennmTGXi3o7YGrRyd1HQN4t8px5OunH1h6nbHIeRBufbN190wj33DSi/mJAlMhcxOy6akLUe5qJkRfEzCy7uZDSdkPCczinMi2s/zJ2wMxcOhsd2103etqJ61OTbSbnnQ0tZ2rRWSfmhrHg2Ez3ol6I+WFCq6eO8UZFso3SdSMOT3Uu+XIvllrFvqSC16n5HoenLizOrCUTF+TlNwA+Z8zX14u0fpjQ6IQbeoGx0WvlxYg+WbMQ2zI4Ptu9ZILRpeLgZEeJzKgxNbW4et4vtfz8ur3/ZIsnT7Qu6Xc/elSJW9WyxULDxw+f3cA8dLqTOygvljASzNf9iz6nLgda7NJoNJeUOBF88O9P8LmvL/DKF23mP73hJvqrBT78wCSf+vIsmwbLjA2VePCpFV7z0q3822/bhWkYCCH54GdOMrfi8pJbxi73ZmyYH3rlLizTYGywRH/V5v2fOs7/+sQxykWLt//QzXzXy7ZydKZLIiQn57TYpdForg4qRYu91wxy7ZbahT+blmBtNN/pfJiGQV/FxrYMjs10n7akMAiFch89S5JEEkQJUq6aZNzgmb/tfrb0vFiVA66ZR24eqfDim0fPWVJkGEq0WevWycSci9ErTGM1o8cARvqL+e9nYtvTBbqb5uqxS4RkpRnkJTdnrq+UktKzHCsXQ70TcHJ+dV2yCelaMfDodIe5lXOLp4dOd5524rrRSX/XjVhs+qtlv6weI3uDwlutbDHUV3jOKoZPzffoONFFuQIvFX6Y5AJTEIpnPZlfy3IruGgXSn7+XGEFBiJ1X8aXOM/KMMiF2Ke7dmTXicHnMPNNSnD95JyC+drPXE4qJSu/9zW7IZPzDrPnuYZcCmS6wRfrULwQT55oXbSo+Pjx87vKel6Ur+vTEcWCpab/nF9rtNil0WguGX6Y8L77j/LQ4Qbf//IduRC01PI5MdtjqK9ArWLx2LEm3//yHbz23u0YhoGUkv/zhSkeP97kB1+5i1vWdEO80tk6VuWt33sDjU5IX8Xmdd+ynYOTbd71of188cklvuubtvG2192AbRl87uvzHJlqa9FLo9FcUfhhguuvF3hM06BWsTfUnauvbDM2VHrWYlcWpJ0ISbMbfkPKv3tejGkaFGyT8TQw/WLKbi7EQ4fq697+n4/ZZZellp93CjQ3+IRuGAamuT5/6pnMzR86VOfEXFd99xliWebGulCMjpmWBWauoPNNxpeaPgdOtZ7BWj4zTsz2WGmtjqVsQp851gBaveg5L+PLHHdrnV2lgsnNuwYY2UAQuxckzNe9dRPJ82VJRbFg+RmUVub6zrMQeNwgpudF1DtB7oLZCE+eaHEgbc5w5mRZCHmWK+5i2LOzn10TFxbu15K5m863KxYa/jMuJZNSbkgQOBcrrYDFhv+chO5nguBG8uw2uvYXk/uVCcFdT63HuXbRmccjEfIblr+3VuBz15QqZuMySoXvatm6ZM0VzkRc4jJ/P0xYuERjqeNEHJzssNj0mVp0OHi6zfTSuQVAP0yYXHCec/eeFrs0Gs0loeNE/PePHOLIdJcffc1uXnXPFoSUfPrBWX73o0eQwC/84M3cecNI/vOMzz+2yOcfXeRV90zwijs3X76NeIbctHOAN33HtRye6hKEgnf/yD6u29rHhx84zW//zSHGhyv84r+7hSiR/O7HjvBbf32Qx441LvdqazQaDbB+kpkRxYKHDtXP+6C6llLRZGygtGGB5umWc9POAWplmxffPMqenQPn/awXxjj+M3NgNbshh6c6xImgXLKe85K6jeRTza54TM4755zcHZtRmV2dc2RmSSkJIrFeWMrj1i5uUlRvhxiGwchAiYJt5r8fpG/ez/UGvu2EHJvpUiyYufMry3s717YIAT0/putcPvdcRiY2LLV8BvsKXLft/B0ua2eMkZNzPR46VL+o78sdd2v+zQ1ijk53N9R17uRcl+VWwFIroHCBZOyjM11OzTs4Xox/EeWsucB5HonnoUN1Tq8Rb1fawVnn4YGTbQ5Odjgx2+PYTHfD3w2rYyzLRcpYavksPAuBZ7BWvPiGQWc4u4SQTC70SNJjlSQC/xm4UoSUfP1w46wSwotdrefC2XQukdMP1+dPZefN2mMRxeKcZdPlokX1IsSubNmmYXDnDcMM9l3YPbb/ZIvHjj27/KqNkqzZ6X6Q0PPO7RZMhLzk2ZM702Yh36i8wxNz3fwFSBiJ827rWrIx4AcJlmkws+wyX/fOKUZapkGtbD3r54YLocUujUbzrGn1Qn77I4dYaPi87ftuyMsQj013+PSDszQ6Ad/x4i1sHi7zr++aOKtMcc+OAb7tRZt53bfsuByrf0l42d4x3vQd1/LKF21mbKjEz7z+Rn70NbtZaPj8+p8fYGrR4b/80M0UbBMh4f2fPM4/fG3usudiaDQazbnIykc6zoWdGa6fcHiqkwdhP1OCSHB4qkPPiwmi5GnLdNq9iEb3ws4vL0jOus5GsciDedu9kNOLLlEsiNfUlz2d6yJOBIuN58YFlG1TFKvvr7cDqmU1WSyeo9RNSEAqZ1JGNl+9mNvLi28ezTvftbphXtoJqwJEJnrVOwFBOvldaSv3jh8kLDY8okRs2BX0TJ0tz5bMgdiXhl9PzjvEiTxvh7Ph/iLDfQX8NFOu7YTPqGvnuY5LvROSCMlS8+ImsJtSF+K5dnWcrIqfh6c7TC5c2FmYcaab71wsrplsTy+56/5+qQgiVcJ2ZlndMx0yR6c7F+0mPLOKcanls9QMePRYk/2TaXD9edZnpR2c9/nOADYPl/Py4MvNzIqbC5bnEmSfPLE+f+pcW/XYsSZPHG+d9e9+mJxTpD8v6c6OheTg6Tb+Bu4puzbXLsq1J4R8xu6oXuoGtUxV9p1dpwEcP8b31foGoXhG4e1CSmaW3XMKZZlYezH32eOzXZ440WSp5ee/JzboKqy3Q+ptdf9//HiTg5MXzufKl2qo+0Wc7p9znQuJkDh+wuyyS6Pz3Lm4tdil0WieFc1uyO985BDtXsjPvWEPe68dAtRD7FeeUm89RwdL5wwSnll2kVKyfVOVH3zlriu61fBGuHffJvqrBaJY8JWnVnjxzaO86823cv22fv7ic5P87T9P87bX7aFSMikWTD7+pRn+8BPHnlU3FI1Go3k2SCmf/s3qOa7LWTeuLJw2e1D1nmU5wtrMrieOt3j8HJOnjErJumCnrjAS7D/ZYmrR4aFD9dyJI+TqW/eZZY/llk/Pi3DWlLU93VxoZsnl9KL7HGd7qdD8E3M9wki1nd9omegzyezKv1UqP5fjxQShYKHh5d/bX1WT84cP1/nUg7MAXLe1nxffPIoEyiVrnSC30e9/ui6PlxohJa2eCs+3UnfUzbsGCMKEmWUlep45SVWZnAWSRHULPd9kM5tA+mFy7u6Za06lZjek0QmolewNC2fZ7qxVbDYNlbjtuqGzTs+OE/Ho0WY+vneMV9d16rwQY4PKUWVfwDmWYZkbdxB2nOi8AvZyy+fUfC/fh6cXXKazrqCXgLYT4foXd33KBJGsPDcbz/X0endm+ZWQ6pxt9UJOzvWYOY8rNhGSxaZ/WbMB1xIECQvPkXgPSojfaL5YNg8YqhUIQpEL7E/HcL9y7cWJYLHpX7As7vBUh2OzF+c4zMiugYk4WzBaqHvrsgHPPDe9ILlgWe9KK2BuxTvnuJ/agMv6TBqdEMeLmZx3aDtKWP/6ofqGHJdSSqJE5Ney7Bg+7ZxlzS6pllddfVKq+3HWWANWX6JMLXkcn336eJeuu7EcsHOhxS6NRvOMaXQCfucjh+i6MT/3hpu4bms/AEemO3zwMyd58KkVvvfe7fzyv9/Lf/jO3et+99GjDX79L57iC48vXY5Vf0558KkV/vSzp/j0g7MM9RX5mdffyA+9cicHT7f5o08d57X37iBOBIM1mydOtHj3n+7n0OlLlxGj0Wg052Op5dNe49Y6Ptuj0QkZHzq3q+Xp6J0xmX+2ryuEkPT8OJ+oDz9NCUvHiai3g3M+APthghvE67KZspIJUCVSN2zvxzINXD9GSEmzG62bqJxruY4fc2K2y8RohRfdOEzlAuLTYtO/OFfDGWSiVblonvdt/Ln+LU4EQkpOzW88H/JrB1c4dLqdz1VUWVLM1KJLdMaEs9EJiWP1HYtNnygWWKZBqWARriupPHvdsglgwVb/MV/3OHRaZbxcDF03ekYiWZJIjs/08IKYMC25sS0V8D+34nF4qnNWh7HpJYellp+7HddmfZ3vO4Cz3BlDNSUklYsGT5xo8v89NA9Iwkiw1NiY4GXbJkGY8NWnVjg+212X2RUnIncGZll7w33FvCRwoeFfsPvapqEye3b2nzcL7Ez8UNDuXfg4xIlybU4vuTxypMH+k611P59adBHibNlMiI2JJKcXnKctK71p5wC7t5y/TPVcZIfvfC9is3Mv+/ORIw0+/+jimvwmcdbn40RgmgbbN1U37OyaW3E3XA4aRiJ3XW6UKBa0e+EFu7c2uxfvaNwyWkYIedHlrIU0u3AjDqylls/0kkvPizm94Fyw9L7nxWcJ2kGU0HGidcd0bsU9a5+sFdKebt0qpbMzu/afbF1wP5w5ptYyXz//dsWJ4Oh056xS8ygWuJmjS6gxOrXkrnMCn4+Tc71cdJtb8XKDwvmuIY4f46UCroGxTqwUUjn1jk6r7Z9ddplacvJ1P9f2ZPmEXpBw6HQnzzy8WLTYpdFonhEdJ+J/fuwIjhfzn96wJ3+IkFLywc+c4GuH6oz0F3nNS7ZQK9vrHhYePLDMH336OLu31HjpVdR5caN8y22b+Fe3beLvvjLH36Vvv1/5ogne+e/3UqvY/M3nT3PnDSO0nZi+sk2lZPE/P3qEj35h6hsWsqnRaC4/QRDwy7/8y9x9993ce++9fPCDHzzvZw8ePMgb3vAGbr/9dl7/+tdz4MCBZ/SdM0sux2ZWRZBmN6RWtpk4s8PT08wxNvJ+daUd8NCh+lkT/pVWcF6RolQ02bOjP8/sum5b/7qfCylZbKgH4Gwy7p7DZfPkyRZPnJHhcteekdx57AUJcysucSIpFy36yspdc6HyED9IqHdColhgW+YFBYHTCw7L5xFxNnqtbzsqX+zhw41cOCuco5xxx3gVUJPdYzNdZpfddR0aL8TkgsMTaYetVUHKZMd4FTsVpuJErpvsrbQDTi84PHasiW0ZFGyDg5NtllvnnxBnbqpKyabVi/KJqXcOl4sbxLkTIE7EumyoQ6c7HDp94bKatSV92bYZ6e5z/YQgSnLh5Ybt/ed0J/qhyMt5zkWjE3BijVPkfE6n4f4i123rx4Dc4dHsRUp4izcmUMSxwPMTgkiV4q4tD3rieCvfJ9kIOTXfy8W7xYbPkalOPvbOJ5S2L8KJo37nwuPMMAySRKT5bsbZnfzyGk/1x2C/+rkXJBsSby4klvZXC4ydR9A/Xze4M8WMM0/3rBNfxvGZ7vqmGmfslpNzPR492sQ0DGZXXOrtIBcQng7HT2j3NjbRn1pyOHqRwpJAlUgfnOw87XE/NtNd12BpI3LoxEiF/mphQw6ttfhBwvhwKXdSPR2T8w7zdY9a2WZ8qMTWZ9Ct8OBkO81xVMfCDRJmlr2zhLO1ZYvnY7nl452Rc5bxTBsT+GFyzrJI14956FCd2WUlYM2dIYjN1T0W6x5JIsh6zcQXMc/IXmgJKUkSyVLa9OJc23Fyrrfa5MOAYsGklIqWmbMr4+EjjVz4OhfTSy7TSy5tJ8I0YLCvcM4y/o2gxS6NRnPRuEHM//u3R2h2Qt72+hu5ZmJV6Prbf56m2Y0o2AY/+/17zpoMPPDIAn/62VPcsmuQn/3+PRfVpeVqwTAMfvjbr+HefZv41IOzfOJfZpBSsnWsyi//8C28+OZRHj7SYHyoRM+P+Ve3beJb7xjngYcXOP4MrdUajebq47d+67c4cOAAf/Znf8a73vUufv/3f5/PfvazZ33OdV3e8pa3cPfdd3P//fdz55138uM//uO47sWXNWwfrzI2sP6Nc70TnPONc70TbKiToAQSIXJHC5CH0p6ZxXFyvrdOpMiC8NtOSBgJjkx16XkxXpCcNQmdW/E4veiy2PTz0iLHj8+aVHhBjB+dnR2VPZzHicAP1bJN08DxY+JE0F99+rLI7DuXWj4PHaqvE8fCSG3HRjpLLTV9HjvWPGcZk+PF9LwYma7nodNtHjvW5NR8j2IqOp1LKMu2NStJvdC2nMm1W/rYnbqzDdR9zA8F00tuXr5lmqzL7hnpL+b38ChWHTS3bapuuAvZWtfEueZ/M0tuPiE6NtPlqVMX74CeWXLXdVk0DIP+SgHTMJirexyZUsvPuqcN951/3Q9PdfIStrWYpoFtm7m2EaRj6+h0lyBSZY+uHzHf8Gh0AsI1E+b4adxiPS/isWPNdQJEIiR+nOSC8dr9tmO8ypa0ZLGeimmZg0N1XE2YWnTWZdOdyXIrYKHhs0FD1YYxIA9zLxWsPGx77c9hVR8qWia2ZTJX9y9avFlLva3Kwp461eLxVMyVaS5SFAv8MOGLTy6eNzMtSc4OXq+mjRiGLrLbXic9xlJKxofLSpxY8WhfINup2Q3Xl1Vn7p9zfLbRDS86O3HbWIVapcCR6c55x+E5m4FswP03tehuKFsR1BjNxG3Hj/nawTqHn0YQybh51wA3bO+nYJtcs6XvrGYSF+L0gnO2iJX+9WJEut1b+xioFTg17xAE6nw781icnOtx/xenc5HzfNmUzW647l4yk3br9cNknQCYnd/t87xA2jlexbJM5hs+vfQY9lUL7NxcveD2VEoWfZUCprEq/E7Oq+eBE3O9s4TA4f5ift8xUA66IL2+nSkcjw+Xcqc1qOvaWtegyvOK2X+yRSIlN2zvX+eEvJgOjlrs0mg0F0UYCf7g48eYW/H4ydfekJcuxongt//6EJ97eIGCbfCuN+9jyxlvV+qdgI9/aZq794zwU993A6XC80/oyjANg3//qmt4+e3jPHhgJX+AKBUt7vvO3fzwt1/DSiekXDT523+eZr7uceOOfm5Ku4+dnOvp8HqN5nmM67p89KMf5Z3vfCd79+7l27/92/mxH/sx/uqv/uqsz37mM5+hVCrx9re/neuuu453vvOd1Gq1cwpjF2JmyWXpDOeNk4pLa6mULe7eM8KtuwfzfxNS8tixxlkCVrVsM7mw3lFgWwZTi845396ufchV5YaCQ6c7GGsyu/afbPH4ifXurExMm1p0qRRN9b3zDh03QkjJodNtVtoB40NlygWLx443WWwqoeOhQ3W+flh1wY0TldllmgamAZZpYqBCh0FNWjJhay39VZtbdw/mQsDaa3QmXK0VsGplK58YryWb3GaiyFpmlt11E0splZhy7ZY+ivbZ90wltBj5w79tqY6WZ3azu1iG+4sUCyabh8v5fjnzlmRbJvt2D/Him0fz8qxGZ7U7n0TiBvG6Ll7ZMey4EUiZ78Nz3e2sNcege4myLQ2gr2xh2QZBqCaat+4ezIWgSsk6r2Vlcr5HqxtSsI28JA1UWeyuVLxp9ULqnYAoFvS8mIePNPjUl2f4wuPLrLRUmH8iZN7tMGs+UC5ZeIEKa87EzLkVJRhn+9PxYlpORLlg5Q65tYwPlxkdLK1bbsZiw6PjRtiWcZawtJbMlVcsbHyKeK5zBdZPcDOHZ8eJaPWi9Q4oztZN2k6YCoXxOcO6W73wLGdJoxOcFUJ/Yq7HzLJLEIlcPO95MXMrHlNLDkJI6u3w3F0eDZWTdGbZ1kA6obcMVWJ85toZqG6xZwooowNFLNPgsWNNvnJghVYvxPFjpFT753zPfKXi+mORSLX8c3KRj41SSvwgoWCv77+59r8XGz4La/dP+h3bxs52UJ15b1hp+wxWC9y2ewhQQv35yv8OnGzlzjHDMBBC5qXG51539Wd/tcBwf5EoFswuXzhLcWZ5fRlf81yuOUN97shUm4cO1deVuJ8PwzCI023LrvtnlutK1Dyq2Q0JIsETx1vnzKuaXfHyDskibWAxs+Ixu+yes6toKb039JXXv+QwTINyUTmsssy6zcNlJkbOOHbpAe95Ue6SzO6Ro4Ol/OVQvh1S0nGVCJqVzo4NltZ1zxysFfJz5cyhnQgIY0mQOlpPLzj849fn8wYAoFydUSxp9yIePtzIyxg7TsSTJ1rnfPFwLrTYpdFoNoyQkg/9w0mOz3T5se+6jluuUZOgIEr47b8+yPG5HoYB//kHb2J8zcU4m0SNDpT4xX97Cz/2XdfleRLPZ0zD4N/961288417GagVVAeYtPzm5beP83PfvwfTMJAoy+4dNwxjGAZzKx7v/euD/NMjC5d7EzQazXPE4cOHieOYO++8M/+3u+66iyeeeOKsnJonnniCu+66K3fKGobBi170Ih5//PGL/t7Fps/00tluLSnVxCLLe4pjlSXUdVYfPpNEEsWSqUWXIEzycrD+is1wX3FdeV3W2W6x6a/rXFgsmFTWCEAGBvVOyFLTp90L8cK0C6DBWTlitTW/1+iEuJmoIiSmYdB1Y4Iw4dS8Q70bkCQyf3iulCwG0tKpkYEiN+8awDSUiBLFAssy85LIscHSOXN6gtTptGO8yotvHs3XZ20ocvYSx/VjXP/pO0qei0w4CGPBgwdWMAyoFi2iWOST+xNzPSYXejx1qoUfJpya63F6Ub1lPzzVYf+pNkn6vVGsspJaFyiDOjHbzRvJlAoWlmkQxyqTK3NmnBlM3OqFPHSozlLTp2Cb9FcK6SQ1/YCEAyfb67p4Zbu1aJt8/rFFvnpwRX00Fb7WutZ2jNe49Vr1nPFMSpMAlloBSaL23f6TLVq9kKllNX4zp1E2+V5q+qpkTqr1WW755ywdqpVt6p2Q0wsOcSLwwphGJ2BmyeWxY02OTqt9udjwaHVDhJB5OY/a1tVlWaZB11Pjdr7hMbvinZWBtf9km0Y3wA1iwjAhFjJ3nKwVfObrHnN1l7m6y3BfgZt2DZCsuZYkiSBOZO4SimLxjDuoZt9rGmryfC6hZq1TIzvutmWy0PA4MXfmBD/9gFQvT7PTJjnHcjtOxNHpLrNrQry3jJY5Nttl/xrn4Vr27Bzg+m2qCqFoqwy8pUaAEJJrt9QYWeN2PTHXzcu1ziXMVEsW28aKJEISJ/Kc14q5ZY9TC0roF1JyfLar9rWh9vvIQBHHV+MmigWPHGnkrpkz6a8U1gleM0suc8veOidtRsE26LgbzzYKo4TldsByy1+vkxkqF88LEkpFc933h5E4r9h2pnBjGAbFgsVc3ePUfI/HjjXZf7LF/31ska8eXF73WSHJxaKeF2EYnNdh6Poxpxa6CCmZr3ucnOvh+DGzK955GwOA2qYgTKh3ArxQcGS6w3BfkShO0utEvvmqI+2a7wPWjZPV9VbC9/HZLq63+tLDD+NzO+JQ98esi+n57hH52EuH12C1oISnNQJgNvQqJYtbrhlgqL9w1jKEXO3eCqvNMc5kZtnl01+eZXJ+VXBcbGY5fxLDWNVSh/tKVIoWcSJ4/HiTJ060ODW/6vYyDOWYzl50nHl9WKh7TC06zKT3rbajXli1nNXsuMFagV2bq7l7OHPBlosWO8ar654Hno4ro+epRqO5Kvjkv8zwyNEGP/CKndx14wigrKTv+9sjnFpQF6z7vnM3125ZzVnZf7LFn332FN977zb+1W3jZ1nXn+8YhsFQXxEpJX/z+dO4QcKPvPra/O37O374Fv77/zlMqxex/3iLb3vRBLWycn/dfv0woG4SV3unSo1Gs57l5WWGh4cpFlcfnsfGxgiCgFarxcjIyLrPXn/99et+f3R0lGPHjl309yZCPcR//fAKt183hJQCiaTeCfj7r8yyeaTMQLXAXN3DD2IkBtdMVCnaBl6QIKUATHpeRLMbcOf1w1gm2BYIkeRCXRjFtJ2QYqAmltm/B2GMY64GTxdtKFgGVsGgXDTYtblKFCfsu3aAUsHC9SMSIamVbaplM/1+JZoFUcJQn021bBFGMVIKZldcHC/CNI1824QQ7EudBUIIHC/ixFyPWtliueUzUC3QX7UIY7V9Xzu4zF17Rs667rpBRKsbsGWklJcUAkzOq3K1gmXS7PqUixX2n2zS6IaYBkgpiJOEv/vKLFtGKgz3F5FSIITg1HyXg5Nt/DBh+6YqA1UbiSQIVl08YSw4vdjjxu1VJXoJk6lFB9dPsEx1POsdHyEEjbbPYsNFJIKdm6v4YUy7FyCFYCAtf/EC1Xlw5+YqRVtlj/lRwnLbJ4kTykWTtpNgmpLNI8rZ1egE2Bb5PgVw/QgpBcdnO5SLqvPWQsNXbhWkChyXIt/vAAYSKaFUMFhpJ2n2iyBJBCdmuzQ6AffcNAqA44c8crTJvmsHkULtryRJMAzjrOWej2x9wzgBX9J1bQxDIoVMlyl56pRylNy4Y4B6RzU9SBLB9JKT3r8Fg7UiEknRNikXTRwvQiKJ44S5FY+uGzPYZ9PoqBLATGSqlEzaTjpRlKuuFiGlcr6loc6uHzMxXKJoGfRXLQ5Otug4asI/vdij0wvxo4SOFxH4EYNVWy1DCEQ6FKcWexyb6bLcDqiVLSUIzPcoFy0qJRM/TPdFlFApmjx2rIEB3HPTaL4/M4IwPmc2XPa5hw6tsHWsSiIEQRjz9UMraefHSv6ZOFHnU7sXYJoGQgi8IModgGuPXXacoiTm41+aputEyr2WZgNJKfL/B+m57gdxvgwpJbWyRaVsnbVcUOOtVLARQiCkYHK+x+hgiSMzHY7PdrEtI3cqtbohUkhEotYpO1ez8dzoJLhuRK1PEsUJHSegr1LIz4ueF9H1IqplM73exNTbfn7cTWP1fDIwqXd8pBR03XDduvthgmGo6062rY1OQKsXIJEka663GU4avi6EoO0oJ9/TiQKzKx49LyKKJZZpEoQxlZJNwYLlZkBzTQliti+fONlgdtmlr2wzNqjcamvHz9p1qpRMjs908YKIwVqRgm1QtNVYqLcjvnZwmT07BxioFtQypBKc4lhwzUSNvoo6nnEiOHCqzbaxKlJKppbUC42+sp2L9Ns3ldk6Wmaor3De60LXDdP7RcKXD3bZMm5SLdk8dLjOUK3IbdcNYltqnOzeUqNastmbCu5CqDHXdkLiRLJ1tEzBNllu+hw41aTjhPRXLMaHisyueMw3AsI4WTNG0xcWBggpqJTU/Wy4r5x/RuRjfXXcGUjGh0uMDZZIEsFiw8/3d3ZORHFCz41Ybvostfz8GioSyWh/gbm6y7UTNaQU1Ds+T51qrXNvSiGZb7nqui3VdXbTYJGeF6oS5DAhEQIpBNI0iJIEP0oo2qv35OyZoFqyaHR89u0eolqy1DoKse6aHcYJo4NFdm6u0HFiDCSOn/Dg/iUGakW2bSpjW1lWl8Fwf4FqSY0F24LNw6UNN9HQYpdGo9kQDx5Y5h++Ns/Lbx/n2160GVAP2L/70cOcSt9G/ZuXbuUlaeB8GAnu/+I0n39ske2bKly39eK64DzfMAyDscESH/vnaRwv5ie+53pKRYvNIxX+nzfeyq/9+QEOTnX40384yePHm3z/t+6kXLTouhG/97dHee292/JwZY1Gc/Xjed46oQvI/x6G4YY+e+bnNsLhyQZSCEarCZMFj1YrwHUCgsCjbJs0mwEHjquH+YKlrl1fejRgpN9iua3eUpeLJjIWWEjm5ufpeYLJ2Q6j/TZTMxFF2+RL+zu0uwEGkuXlZWSg3ji3Wi4tYLTs4YWC+UZIpxNimgaz8xGTiwGTSyEDFYt79/ZzdNan48a8ZE8/Emi1PIJI4HkJfiDwHZPlpEvRNmi1PKplk8n5LnEiabbUdzabgrk5D4ly0jR7MYvLPoYBnhviOC57tkhKZkCrpbZxbi7EPqNUrO3EtFohX2m16LiCF11fo1I0aTYdmt2EY/MeUoKIqvRXLOrtEIlByw6Znw9pNLskgYuMSrSdhKWix9RSyPyymlD2FSK8UBAGIZ1uF9cTLDTUvgkCnyePJSx3Y5IkYm4xZKUT0VfwcR0Pz4WFhQXabYcwCDEltFoRjx7q0HUTZhckU3MrXL+1TNuJWW7HHDiesGOsxPaxIqYIqdqC/UdnOL0Y4AQCGbssLRts31Sk1QppFn2aTR837eaZ+C3iIGCuHlKwzdSdpcpfXCdhTgYMVC0MYHYuTCfFkgIBoR8yVBGIWNBqtZGRRdtR4tf8fIhhGByedplcCChKj9PLAUXLYMeQ+lmr5eIGCfOD4dNOelotF9cJcHsJ111TRcQhBRFwfMmjVrJwezFeKGi2fR5zXG67tspsPcQWPVY6CZ5jUrRN3J6D67i4wBOHp6m3PGzTYG5+Eafn0HFiTk6FeKHEsgyiWFIumnhOTBhETC94bBooYJkGY9USrqvWf3ohIQgCVpoxrYaNCdRXYGnZwwkEtmnQVxQMliW9XkjBECw3OowOFhGRycJiyMEpj76KyVDNxjYCwiBker7JqRnlvIpDk1rZJEzHVr3ZJvSVe880DBYWIlqt9W6Y+YUAw1gtbcvOhbWf63U7FGyDyU6bRIDvdiEs55/p9SJaVshXW21VLhdJHCdCSGh3HBbWmNdbLQ/X8ZmXAV1Xue6ElNiEtAohZmxTb4R4TofBqsX+4w7XbilRNZUL5dCkQ7fnM1ROWFiz4GxdvvRIh0RIbtlZpePG9HoOSeTRbhs4TsLx0wETfeo8FGHIiXpMwTJwHZ+WFfLYoQDbgPmlkGrRQGJw6OQilmnwlVabfddUcR31XbPzy7Q6LhMDkoWFBbxQsLSisu+WWhH9FeVUabsJUsDhUx4l22TbaJGFhdXssP2Tq/vaDRLmBkOeOu3R9RJcJ+ahpzx6nRqbh1bdPLOLHbqe2gf7J11ME/buPH8+ky19RBzh+zFxFDJXihmqpUJqnNBqrtBoKodazVbnvZQS1wk5fMrHc9rsniivGxcLCxGnFn0GazZTSz6NVkSr22PrsBK7SrZBqx3RdhJsWeRQ2GPXeIlWyyUWgsVmjG0Z1DsR40MFqmZPOU39iHbTpdUK6fU8kshkYUmwqc8mSSQry0uYQKcFnXSf+ZFkpM8miiUF22CpHRF4HpapRLejp+uYpkEYJMy5AV8/MM2N2yp4oaDV8vGLBk8GHRZbEXt3VlhY8jg571MsmPTZZUwTyhTxHBcRh3R7gtCFbsfHRtJfNfLx2Gq5uG6AATxxeI4928ssr3hULQ8jUpLMSiei1Yro9WJsafPIUz32n3QQ0sAUPqeXQoiruQO4bLi0WhGhb+L6gmYvplwwWRhKM/1inxMzPkJIhkohQSTp9XwOdh2u2bzq9jITh7YT4zoB9XrEk0c8ZhY8Gq2QTX0CRITrJDRbSTrOArpeQl8hYqBqkwjJ1tEiBRnSaiWYpsGxSZ+VTkx/xWKp5NNKS6QXFiJcVzVQOTblUymadHqB6oobGXS6BvWGSbVsMrfYoFqyuHlHhXazS7dtEESC6ZWQ7WMltm7det6xnY/xC35Co9G84Dky1eEvPjfJLdcM8EPftit/sLQtMw/SvfXaQb77m7cBcHS6w59+9hQr7YBvv3uC1967/ZxvCF9ovOqeLfRVbP78/zvF//zYEd72fTdSq9gM1Aq868238s7//QQPPrXCzTv7uXmXyu5SzgLJH3ziGD/xPddz23XDl3cjNBrNJaFUKp0lVmV/L5fLG/rsmZ/bCIkw8WPJ0NAgExODNPwWvcgjEZJqyWagr8BMs0O1bGJI1QJ+cLCPIBEMDoLjJYQS6q5PuWgx2y7S6oXEFOhGFou9EvfcNEr1ZEKxIynYJlsmxhkdKOH6MUNDbQaqBSYmBuh5EctOh0pVORUWuja+gL6aRdOJWHJKlGsF6q6Lk9Toq9iYRYOeGzAyVFOZPqLCpv4am4fLzPcabBos8dR0zFIroFpTk7zYKHFwXoUe33XjCEPDBuVOm1q5wFK3g2UabB4fZ7bVZKivwHzDxxU1btw2sLq/I8HgsOTanfCPDy8SETE+Pk6tbPPwqVl8GWIXVL5Qf38fQ31FGq6DG8QMDg6wbesYeztKsBzuL2IUQsY39dMJu9TdniojlQUKJYNiKWHz2BCi4VPoSQbSTJpAFEjigFqtykBfgUCEjIyMUG2obLO5Tom+fotrt5UZHyoxteTSXA4ZqBUoWCZDQ1WGhvsxihGR4bMw1WGmZXL3rRPYBZ/EEPiyQitQ3d9uvX6Uwb4CtbJFL3IY29RPK+jQ8NQLrmJ1mLv3FlluBTw12cYwlJgYRAkxEdIwaHoSyzRIrAEm03L9iIihapGqaRAIn6GhvnSfRJyY69JLauze2s/JlRUqVZPhkWHmO21qZZuhkU1USjaHFxbxXB9ZGGLLmuygrFPn4akOY4MltmyuUHdbDA720T84iEQykniUluvceM0g+3YPc/h0h+nmCpZhsnPbZupei9gsMDSklrl9c5XJBZdqTTl3QspII6FaK7DslqjWqiz3XKRVolozVc6WG9LXV6a/v0I7UGV7dqHC7i01DCOkVq1Sd1xOr0ChWMRPDPoHx1hq+WwbqzDq9UhaPuWiyULDZ/OmYdzYobgi2LFliO2bqqpTpmUy1FHHv1QtUalAsQTdwEBIyebhcuqQjDEMCJOYXmAjTZu7bxzBDRKqAzUK5fUOoHKtxulFByklp+Zd7r1tE9vGKky36nRd5QQaHi5TKVp5l9BqyWZ0rJ+hllqfuttjcLCmsowSSSFMcGOfpWZAnAhm20XKRZO91w6x5LRY6LTpqxVIjAgzSEikpL+vzPBwjbGhEieW6pBY7B4bZFu3wMSmKhMTynVzYHYBYcRMNyTfs3lz7sqcbtUBVc5qmQYTExPMHmlQrSmHYCAE0kyoVMtMTEwA0Im6BDKgWjKpdpVt1U1KuH6CE0ncSDJaEwirzGBfCdsymJgYpVpTk/mxsVFKpYCBgQEmJsYJo4SvHZ9R+6hWoFZVneUacz2G+gp4MWwaqTI21pd3xQ2iBO/kApuHyrSdkG4YkFiDDA0VCaRPVcb0VWxCykxMjObHzTgSUa0KJiYmWHZbVMs2ExNnv2xebPokiSQxQ+yCQb9VIJGSarWPm68bYnrJoVwRbB4fpnpaCRxDQ6vLGR5O875CwejYWH7MASYmRplu1XFiqNaKdOab9FcLDA2pYxXFgqFBgVWIWXFitk4MMTExyHSrTpxI2r6jSssLBqVKldGxcTXXsB2GR/tYcrsUigK7aDE6MppXjHTdiGMzXfbsGKBWsXn0aJNECK4ZGuSpyTZbxyoMDUmWDs1iGDAxaFAolEgkFAsJpi2wy/1MTIzh+DFfPjxDsWiy0JGUiyU2jW+mHfWYbansx83jY5SLJts3VekfCug+vEB/xaYZlOkbKNKPQX/VZmJiKB+LvdjDMsCwLR4/HRPGBTxRZWJCObmNko8nHGIjZGiwSJRARIgfCepLgnKpSK2/Py+X37Sphi8dykWLYjlh2eniJkY+lqdbdUaHC9iWwfBwFT9MOLaQECUiPx4AlbJNYsVUez06IWwr9GEVJHbBIKZCIELGa5V8DIzHHkndQ5hljEKRVjvgJVvHMQseXphw3dY+hFTdYJeaPkZhgKGhMB8f46OCyYUeA6USmAblskG1bDFQLRDGInWmqnLZcqXCdMsGDO7eM0KzG1JyHOzShUP2QWd2aTSaC7DSDnj/p46xebjMW777+vzNbM+LWGkHdN2Yob4Cb/nu6/OHC4lqWf6ff/Am3vCtO7XQtYZvunUTP/G9NzC95PC+jx/Ncy/6qwX+8w/djGHAoakupxec/Gf/6Q03sWO8yvs/dXxde3ONRnP1snnzZprNJnG8mumxvLxMuVxmYGDgrM+urKys+7eVlRXGx8cv+ntLJQsp4PSiS5xAGEPHSUgSlX1iGiaOn7DcCokSgYGB4ycsNALAYHrZZWbZpd4OmV32MAyTVi/GDwV+KDEMkyCS1NsBRhrD7YcC0zQ5eLqLYZgUixamaVItF9g1UUsdJCaJgChRgV2WabJtU011BsRgvumz/1SHIFTh3q1eRM9LkOlnVWmbclwM1lRXPSP9X6sX4wYCyzRZaASMD1e4aeegckylLd1nV3wmFx2iRGVzddwE0zTz/z95ss2jx5ocm3MYGihy/bYB+qtFMAwcL8EyDEYHSmwaLGEYJoahRI+ZZY+ZZZ8gEiw1A9xA7QvDMPM/o1hlofW8hGLBolSwqFXU+sexKp2LYomdtlqUgOuLvAQx+18iJB03JowlYSKZr/sst9RxWGwFGIaJSAPvJSr3zPHVdi40A2aXPaKY9IWWQZQIHjrU4PSii2GoMjjDMOl5CT0v4eDpLv/w0AJLrYBiwVI5LiU7Dfw3MAyDctGiXLQ5Mt1jqRUQxaqkLxYwveiy1AzwArVcw1w9XivtMM1DMjk+22Oor8RCw+fAqQ5BJBFCfTZOZH6MVtohjxxtAQY9L8HxEwZrRSzTJEokDzy6yJcP1FnpRLiBZGbZZ3LBZaHhUysVqJZtBmpFbEuNo+w4Pnq0xeS8k+9nN1BZPkb2mdz/pH7e7EZ03BgDgzBW47VcsJHSIIwFlaKBaRqUbEvtU5TDanrFo96J6HmCa7b0sWmoQiIMglBwYLJNK81Qsm01Hj/54CyfenCWthNjpPup1VPfO9RXpFYuqHUzVHOcthsjJPmYwVTrcXS6x2IjyLfXMEzAwE2PC8BiM8jHa8dNaPUi4kSJSCfnHAxDBbUfm+nR7EXqdzFoO4ka64ahfj/dV4mQHJ/t4fiCjhvjBkm+Pwu2uj6AQbloY5jqdxOpXgBKaeCFCYkw8mM/1Kdy9hw/SbclvXKk2zPcV6JasvPlGBhUSjaGYZIkyrW5/2SLE3MOK+2AozNdTi24GKjvq3ciFhqq5Nm0TBZbEe1ezFR6bggJUqr9qspGbVpOhGmalIp2PnYMDHUMTHWdimKptj09r7LtmV3x8fwEL0yYr/s0Oup8MAwTx0vS42owNlhed51KEjXe8mtMut97XsKDT60wu+xhmiZPHG/xpSeX6a8WKBYsYiGpFC0SCY8ebdLzEpq9mPmGv7rma8ZGnECcwHzdp5WOv+z/2XcbhslCXf2+ENBXKRAmkull1SwhiAWmYbDcCuh5CXECzV6EkV7TpVT5bAcnOwSRQEiDxUbA1KLLfN3HDRIKtsXsis/RmR4HTnU4NtNjruFjmqbKdaoU1DlomDx2rMXhqW563xMIAaODZXUdSceEme47PxRML7s0O6EaIxJM08RJM+4SIfDCBBUjZeAFad6XYaZRAZLldshTkx3A4OEjap+ODpSolG3mGx7TSy5JojrZrnRCokSuGbdqf7tBjBTq+mBZ2TWPNfs6Oy7qT5leF7PxMN8I6DjRuvtOwTax1hwvkT4PLLfC/FjPrfgstQKEACdQOZrZz6JEBdfHsaRUtNQ1HYPJRY/FVkCcQMdN6LgxbSem5yXM1v38+x4+0lTZgYJ8bAAUbYuBWnbfVvEHBdti99Y+Om6CGyQ0uhGmZeb3i42gZ6Aajea8RLHgjz51DCnhp77vBqol9dbvgUcWefef7uf3/vYItm3wn3/oZh48sMz9X5wGYM+OAd715lu5ccfA0y3+Bcsd1w/zs6/fw2vv3b6u/GLneI3X3rsdgD/+9HHe/8njvOfDBzFNg5953R5GB0r8wSeOsdw6d4tsjUZz9XDzzTdj2/a6kPlHHnmEffv2pRO9VW6//XYee+yxXACXUvLoo49y++23X/T3ZiGzzU7IQ4dWCCKVS7PQ9Kl3wryT1XBfIb8+SVRwuCrNstk+vv6Naq1iY5qGyh8KVShtqaDKtG3LJEyDZW+7bgiA4zNdDp1u4wVJWgafiSJqUmqaBuPDZbZvquaT4yxIOwu6Ldom9XZAFAn6qjZxotq4Ty85BLE4q4Pb1tFK3hbd8WNOzvcIE0GpqDK/5lZcokgwveioUpszOqAN1ArMLLkcPt1ZFyichSGnmfoIodZVSJlvd6MTcHiqQ8+L6Z7RIr7tqO5XWYfGgWqBwVox/46+cgHHT2g7EUEkME11/Nu9kK632skN1MupREhWWj4n0qDorKwwmxdUS3YuEimRTeSfA1RAe4oQaru77vqQ5TAW6XgQTC06HJnupP+eMLvi5V2zANU0IBL0vIgwWg2A7rkxGEps7HkRrW7IVw+s5L9rWQZhIlhuB3lIfLY/wzjJuxFm4cUZlmnQ6AaM9BdZbPhYlqFCu50I10swDRXaHIQxJ+Z6PHK0zuPHm3TdiJ4Xsf9ki5VWsC5E/syQ+rkV/6zg8rV/Hx8u580QltLOZsWiieNHtJ2YA6dVsPpwfzENrlfuN7UMyZHpDoenOoRRQsE2iRPJUjOg3Q2RQM9NKBTUJLVasvIXis3u6vlbLVn0V2wcP2Z+xcM2TWxLlQDVOwFx2oXQD0XeWS1OBGNpU4iZZZeFupfv87VkYfunF1Un1DAW+Xg/teAwv7LavU9IiRfGxGt2aKloUinZ7NhcwzDg6HSXuTVh830VOw/eLhSMfDk9T4l1Ms19OzbTodkNafVCul6UH4OnTrV4arLNw0ca+TXTstQ15kwMVHfGnqdE4qwUt+MoYbHeDem4IUmiujmudAKCUP13FK+eKwcnO/mzmcr2WhWnhVTdNkvp9xdsk0YnpFQwaPXCvIlG8DSdB+HsRouGJF9moxOwckaXXT9MqHfU+XRirsfDhxscmlLnaisd0103IozVOLNME8+PmVxwWGmHBGGSd/ADJfCoRhmocPFldcyyMZ4hhGSp5a9rjmCgrrtzKx5xLIgiSa1kKwHHMJivezS6Ae1uRJx2Ady9pS/PRhwdKNHshnz9iHLqFQomBUuJjNNLDp00n2xsSN03AMaGyoz0l/IxYEDehCSKBG0nxjRU/uNa3WQxzb2qlW2GB4rcsL2f7WPV/CB03YiOE7N5uMxwX5FmN1RZea2ARjfgoUN1FuqqkyoSlts+J+Z61DsBK23VkTUIBd30fpAIwQMPL/DPjy+eFcgfJZJYCMaHynnGVtZVdN1YSP9c7Zyrtjm7ngdhQnXNtVKkuYQA9U6QdgFWAiSoRgG1so0fJSzUPYSQ+Vg4OaeyAcNE0HWj/Brs+jHtXsTkfI9T8z0Klkmtcu4iwkRItoxWuGZLTXUiFWq8ztfd/DoWhIKJ9BnCNI20o+Sae9EGO49qsUuj0ZyXj/zf05xedLnvNdet6+Rxw/Y+vCBhpR3w3d+0lfd/8hh/8/kpZlfc/GHjfK2oNYobdwxw004lBn7+0QWmFlVZyHe8eAu7tyhL9pMnW1y/rY9iQd0w3va6G5FS8v5PHV/XsUqj0Vx9VCoVXvva1/Lud7+bJ598kgceeIAPfvCDvOlNbwKUy8v31STi1a9+NZ1Oh9/4jd/g+PHj/MZv/Aae5/Gd3/mdF/29fphgGgabhssEkSCMEjpuhBskalLd8FUHOSmxz3Dlro1G2jRUYny4fNa1PggF1ZKNHyastFe7FILKD+o6Icdnezx+rMliw2e55bNpqIhpqrf6B0+1iNJW5q6vJqH+mod7x4vprxUoFkyVuRWq3BtQwtOjR5tML7l4a763WDCJE8Fyy6fthqnoYjC37OUTl6kll3pHiQnqDbj6XSFUV74d41XGR8rEsWD/iRZHpzrpRFEw1FdECMlKJ2Ch6XNqvndW90PTNLBtk1rZzoUimXUflKqrG6jtWW75uYu366vJqG0ZrKQdtNpOxEonwPVjGp2QlXZAnEg6TkQcCwq2yXh6zzZQb+arZZueF+ViYcEyGR0ssm2siuPFjA4UsS2T43Nd/CAmTpR4ca4ujoNV1VJ+oFagv2qz3FQOsjiR6zpZLqcTu7mVs7uj9VVtdo5XiAUcnu7Q6AUqvDsdcpZpsNJSIkOtbOeTt0zgK9om/bUC/bXVvKLx4TJ37Rnh5JzDF59cwo8Swkgop54T0V9TsQFru43OLquctXonpOvGnMy6BD7NRCoTRLqeCpfveWp/OZkwIFUAfpQI3CCmVrGJE8FAtUDXDfNOikEk8EMlIjt+zNGpLqAEqfm6x3JbdQuslG3GBkv0VwvUyjY9PyII1Pnh+Ek++R0fKTM2qI57EAscP8YPE5q9kMWmR7ImOD8bb6C6OLp+TNeNGUgF4Ux8FWuEgoyR/lLecXux4dPsqnMqW6YfKVFqsenjBzFzyx6zS64aS4aBlGrbpxcdhCA/H7J9a6XOwyRWgkQUSw5Otum5EV03ot2LWG4pEXRm2cULEpaaPlEiqJYs6p2QI1OrLvgoFhyZ6jC5oJ6zsi6GfioMZg0M4lhgGAZbRtW2rbQDHC9ioe4TRgLDVJ04HS9KHair42HtdS6MhWqekXbGO/N5rdlVeYAdN85FVXnGkBvuUyXPlmXQXy2oEtQzRA7Jqsg6u+Jxesmhr3q2uPDUZJuVNCB/MRWmKkUlvhUKSiyNI0HLiRDAQM1ef8BT2r2IqUVnjRCpTtZM3M8/50R0HXVdXbtPHjnayDv9JZkImkgWm0roGu4vcf32PmzToFq2Ob2kcp2iROKl4z1zC1umcrLO1z3AYN/uIUzTYLCmSkQfOlTn0aN1njrVopl2Nw2j1etZEAsiIWn2lKi5Viw6veAwu6SEvLVNSpZbfi4m27bJYtNn/8kWp9PuxjfuGMgPYhAJRgeL/Kvbx3nieAuRqBcwtmVSLdsUiyZItV8kqkPr6UWXxeb6rphtJyIR6nzNXxSsEXwcLyZKBE66XsGa8wjg2i19GIbBSjtgLhWgC7bJQK3ActottZXun+VWoJozoO4P5aKlOlJK9SJpOb3/BKFIxSnBQiPg4GQHP1LB+ZMLPXp+jGUZtJ0wv4evfWEghGC56bPSDpicd5hv+EpsT8dyGAtcXz2XHDjV4thsl6JlcHSmy9GZ7kV3kNVil0ajOSdfeWqFLz6xzGteujV/G++HqqvIPz++RBRLRgeKfPiBKVw/4a3fewM//X03apHrIvHDhAceWeR3PnKYI9MdTMPgvtdch2mqt9GPHmvmb4jGh8vc95rrmF5y+dt/nr7cq67RaJ4l73jHO9i7dy9vfvOb+dVf/VXe9ra38apXvQqAe++9l8985jMA9PX18Ud/9Ec88sgjvO51r+OJJ57gj//4j6lWN5ZZsRYDNYFdano0e+oNarsXkaTlcpngEMaSXeM1BmoF4ljkDg8/jDl8WrmUVKSgZHrRyVus19sB83VPdW9K1DILlnrc/IvPneKrh+q5E2WlHdBxI756sM70osv8iottm7hhwkon4MCpthKoeuG6mWDXiTBNVY41veTw2PFGPgkBNZFbSxAJTi84HJ/tsdIM6HkqADkRSvAoFy28YNX14/lx7rY4MdfjgYcXeODheeJYsH1zFcdPaDkqcL3thJyc7yFlNqlNRaszHsj7yjbffOsY99w0ysm5HlOLDn4oaHQDTMukVrVZbPocPp25pFQHMqRyYw33FYlj9Qa83glJhLoH16oWg7XiOoFp01CZ8eEyUkiKRZOBip12HWxz4GRLrV+oXlgJIXlqsk0YJZQKJl4g6Hqq85aJmmxlE/mVdHIUxaqbloFqab95pEKzG+CFCQsNj3YvUhO4NTaFWkW5OKRU+2ah4RHFUnUi9BIa7ZDNIxUGa0U2DZWIE0mjE9D14rS7o5qkZW/2bctguK+YZ9eAmozuP9lSTiUnot4OOTHXpevFLLd95uoeK6lIYpgG5aJJqWAy2LfaSS8j+/tad0qUCCWolG1MA9wgZq7u5WPfDxLiRHBirstiS33ffF259kSi3FOOn+ST1lYvJIpF7ppoOSFzKx6moSaxrq+ydfxAiWpxIrAtI++qaVkq56aYnk/9lQK11GWx3PBzt1LRNnGDhP6KnTv0AYZTMabrRenx9VlseLnDbO2xg9UJdM+PczFsrRhgqB2HFOo60XYi5uoe2zdVGR0s0epFBKES52Tq3mk7Sqxd66RUz5qqJHchfYmauUxN08DxY7peTKMb8qUnlxBS0l8pkAhwgrSLpJEdR5hacuh5Ub7+2c8yl6tydyV8/Uid2WWXnqfGu2UaaXl2kgsSCw2PtqvKts/lesu+VIhVUW1yocdy089dNtl1Z61A1u6F+EGSioYidwY2u1H684jjZ8RYmIaRC09ekBCECUO1Yu72AijYBkemOpycc/JjeCoVnKSETi9kpRngRSIVPCMcL0Ek688HYN0LBAyDomXkAtxyc9VVNtxfpFK2cYI4F/RH+osUbdXsoViw6KvYuSPI8WIOne7Q7Aa5aNbphcSxUGWDEk4t9JSzKd3ectHMf9+2DA6cauF4EU+davG1g6rkPytJzdxhmZiS4XiqC6xlqpc/40NlMJRLLhaSZjfk4GSbg5Nt5uoeM8seiw2fUkG5Jku2yfHZLkdOd9gyWqZUMLHWKCunFxzm6mr8BulxnVlyaHVDRgZKpBXCxOm1vutE61zDkLmFVbfkXnqejg4ot9qJ2S5feGyRk3M9Gp1snIS0nDA/e4sFMz+VZbr9laJFpWhhmkbu7gJVZprN4aI4oevF+bXFMk1Eol7KVEpW3rDCD9U1L4oFtYpNEKnr475rh9ISS+Xoa3RDvDBeFX4NdW+J0msaQMk282eDMHVNxrGg2Q3VywU3Zqnp5+u8QWOXDqjXaDRns9j0+fADk9y0c4Dv+SYVOi+E5P/92BGElJyad3jVPRM8eGCF17x0K9/5ki3rHjg1G6dctHj7v72Z3/3YEf7fjx3hLd99PXdcP8zrX76Dj3x+imrJ4n9+9AgG8B9es5t9u4d41T0TfO7rC+y9dpB9u4cu9yZoNJpnSKVS4b3vfS/vfe97z/rZkSNH1v39tttu4+Mf//iz/k7TVDO8jhOpB9f02q2mt5JESAzA82NOL/TYOdHH9JJD142QMs2LChIVGCzh2EyXnqceYjOR6cRclyhRckEYS07Odemr2LkDKWuz3vWjNLcDIiGwbZMwTgiCBMOAHeNVDp9uA+ot8shAkXZqvOk4cSpwSY5Od3MRRAolApQKq4+4HSeir2KTGdVqZZtbrx3EtgzmVrw0C0U1XVluB2weLjOYOoCWW+pNe8eJcNNywtGBEjdu78MNEhYb6mVEuZSKTqaa6NbbqxM3N1DlRAsNj1uvHaKalofUOwH1TqDCmM3VyXxGvROCQV56lt1nDdSbfiGhWrQZ7Cuslh8aqmQljAUdT038Z1ZcCpbqlnhyoUd/tZDvr5PzvbwELYwFiRDUKgUGqmV6fkwYCRYaPmOD5Xxi23EjOm6EbZlKJDSN1HmR0OyGmIbBYsOj6ymnUKloEoQqEPzkfJeOE1EtWew/1VZZMKbKByvaFotNn5PzPfZeM4RtqdweIdVksVy08v0UxZLpJYebdg6oSZuQtFKXRpxOyoIooeuq8SYEtLsh7V7IjvEq5ZJFpaiybtpr3GvbN1dpdyNKRZXlNJl2mwaVcQYw0l9MxTxyIdc0lKviyHQ3n7BKoYSNVjdUYlNNdWNc7oSEgrysLhNT/CDBK8a58DNQtbEtkyBU5XPFoonrJbmDqmCZa7KcyMdntWyTJAmJUK6Ngm1gmwbNXpCu6xkvJdMcLy9IeOJEKxUxVTljGAk1wRSSa7asBoE3OgGDfUXKJYuhtBzTWyPmdN2YSslioKrEF9M06K/YagJdMBFC4qQOwuWWz9hQCctQjq4wUhPgscESpqUEpsGacjoVbJOJ0TKVkhJmQQnDjh8RhGKdgLV2+wb7CowOqG2y0zFUsE1W6srpNNxfYKhWpONGeUnbQK2A48eMDZaIYkGjEzDcXyCKJJKEKJZ5OW0m0IESYmplOy9LXGmnx79aQEol8PZXi1SKVn5OZWVwhqEy1vZeM6jW1TJodaI0p299ObG6DigHX1ZS7IVqfEwvOdTKFkem1YsJL30ZkCSS5VaQL2uwr8h8XTlwy0WLOJG4gQq/ty2LJHUNuX6MmeYSSilBSlpOpF6YpO7TDD+IcwfrSssnSpTzLYhEek1RZZONbkCtZKcvH0zmVjyaXdVd1UqvCYYBbUc54ebrHgXbIBEqm23XhDo+XVeVzc+tuMyueNQqNtdM9DE+XKLjxLkgaJqqZFUImZZ+K+Gm3okwzQQhBQt1n44bYlmqfNiy1D7OBJaCrcTWnq+WFYQJpYLFQsPnocN1+lPByDAM5lZcGp0wr+LwgoRiwaRcNGl0glwMXUlLtXtezOHTbXaMq/Msc2aa6Tgop9d/z1cdF7NB0HVVR8RDp9v5mMuEIHV9Vv/thgml9Bi3eiGOH6uy/1A5IguWwaZBdY7MNzxcTwnz1bJNsxtSsG0Wmh6kZblukFCwDDanLs9Tc7383Gp0Q07M9taVuM4texSLJv0Vm2JBZVrO1z0GagX8QIlfw2aBob4CS62ActGkv1qgv1JQ54kkdWgHPF0H3jPRYpdGo1lHnAg+8PcnsG2T+16zO3/w/tzDC5xI7f17rxnk9d+yg+9+2bZ1b5A0z4yhviL/5Qdv5n0fP8r7P3mMN796N6+4czMPH2kwu6zKcSzToJA+VL323u0cnOwwteRqsUuj0VwUUpI7tyInynOsDNJ8kER12BJSOWr6agX27Ojn6EzaMTAS2KZBoWTlWVFRInH9mErJzoPPQTmACpYKeM5KiAA8X1ArS7pOxFJTtXGvlVT7cpmWNfVXC2wZrVAomPnb5fwBHzXpqJZsNg2WiMVqiUfXj1TpT6VAEAsKlkkQJWwbqzDUrx7kj82o0OCTC10K6Vv/YsFMA49NVWZmgOslnE7Xu94J2TxcJoolpYKJxODkXE+VkcUCmQbuitSxEguJv6Y8puWEHJ7qkAipJqhewqn5HjvHa7R7IZZp0jds018trHNw1Mq2ypMyDLZtqmCSZbLAUjPgxGyXmWWHMJIM9xco2abKFYpWJzmen9ATEQXbYmreYc+OAWzLxA9V9tWTqRsqETBUKyKRaadlta1r5xWJUOWtlmmkTgPJUjNiZKBIkE60DVTo9trcq6lFl0rZouOq8ZaVpmbODy9IaHZCOm7EyTm1jm0nze8yDDw/xjQNJQxJ8NNJXdeNWEqzivxQTSYdP8LxlRh6/bZhglBQKggON9rUSjaen+CHCYsNH9sy1ok/npdQK9tct6WfozPqOJhpntb4cBnDUGKmFBI3jPPJZa1sp5lSMg1iV2JKwTIoFa3VvBwJzV5MIiWbhyu5IBrHgmrFZstYBSFUE6CxIdXpL07F4Z6big7pcV1oeFRKSkQu2CabBku4QUzXiej5SrDInuFqFZtWL1JCRtlmsGbTcVToepyVR3kxw/3Fda6j5aZPo6uyvQ6dbuN4MaWCmQqjMnWtJDhezPG5HmMDRVU+GkuSWC3nxGyXStlipe3TV7ZJbItayU6dLWqszC177Biv5rP0gmWyebjEodNtFhsBN+9czYD1giQNxVYsNXyWmwGmqX4vjBLKpfVutK4bY+BzcLKdX7ccP1lXYlgqmvRVVkv4lPACtm2kYhYqIBtyB0+SSNpOpMqrwgQBHDjZRqI60c6uuHknzKKtBEHXT/BDn8GaWkcllKpjniQCyzJpptl1XSfKz5WZZY8to2XcVHwSUvLY0SblUpf5ukdf1UZImZdVNnohK+0QL1Bikhcm67LNQLkLw1iJShhqHPrh6j6ZXHCot5XTyTRUeWEm0GXnTddL8vJXgK8dqjNYKxBGCXE6uFpOSKVo0Zd3/JR5+XnPSzCNJHX/hcQJ1MpWLg46fsKuzVW8oEOrp4ThLHMqy4ZzUhdSqWDm61K0TTYPlXE9lSkXhOq8twx1zgsp6PkRlaLJStunZFu0CgHNXsRwfzEXpuJE4AYqD3J6yU0z7lTnXRUFIPJSXt+MKRWV80kISdeNqKflf6rUedUtlZcIG6v/LaQaD44fs9xSJcJBIpgYreCFMR0npuVEDA8U8/0dJ5IgVOvgh0K9FEkPsWWlzsxWQL2lBLZMHBVSrjMqNHuBug9VbHWNQ13vpVQNTwpCMrXoYpsqpL5cVC69OA2sDyIVIt/shnzuoTlGB0tU0kzBrWNl6u2QomXmZY2JkAz3FfEjwVpDW9dTQmylqMrXl5o+W0bL2GlAvxcmVNNnjY2gxS6NRrOOv//KHJMLDm/93hsYSjMDTi/2+PgXV8vm9l07iGEYWui6hNQqNv/p+/fwR58+jmmqh4gf+Y5r+bU/P8CuzTVOzvX4zNfm+amt/diWyTt++Bbd5VKj0Vw0lTWB1kZaLpWkE9bRgSI9T+VtSNRkwQ8Sjs/1MCB3XWweKTPf8LBM1V0uC6xWGVJB7r4BNdkcHSwx3F9QjiH10lqF9XbSkrhEYLYDBmsFeq5ye4WRCi43U6eDYUCSunwSIemvFum6yp02tCa3SUol7hQtk2baYcxIt7XtRLh+zLaxisogaQS4oRJR1mYYRVFCuxfhD6uHbgOYGKkwUCvQ7KqyKy9IeN237GB2RWUGdcxIlWWkJedRmmE03F8kEZKjUx2CKKFcMJmseyy3Ahw/oly0WWr5RLFg62glXwfDMIhiQduJlGhiqxDlRjcir39BvUEPI0knLV0ZGShiWQaxUPcRywS7ZBFGqoynVLLouREzyw6WaVIuWDheSLlorgkql9iWwdSCQxCJdfea0wuOmsiGCW4gKNrKgZEkklJRZcEY6TjpJcq5E3lqu4WQTK0RPUcHCrTSSb1hGCRSCURCCA6cauWT7mrZplyyaHQCwnTstHphXkqXMbvs5uVfKs9ITeZnVjyGUmEhSiQC8jKtOJGUiwZJakw5dLpNf63A5pHVnNL+aoF2L1ROmlgdVwmYGKm4ZaTOh9TRE4rUJamyZwb7irmzS93fIRKrk7okdZp0nYhKUblEHD/BD2IW6n4uGgqhJqdq+crtWLRE7gycGK3k4zNOBH6k3Dq2qcLZJWp/9XxVfjkxUsHxYsJQ5fIYhsHsisumwTJemDlZ1OTUDxIePdqkUjS5ZqIP0zDy7CnHi1WziFT0dtw4L/tzvBjbNum6MV6QsNgMKNomY4NFHD+hUrLoOMrNM9hXoFAwlYgm4eRcVzkFTYOlpq/EGjfk7x6cxQ8F5aIJWAgpcVMRtFKy0kw2JUIEUUIkBI2OEiOOz3Tw8tLE1cYNra46z4b6imzbVOXRo00SIXOhr1xUIdnFTHyUypEz0l/CTYVFP1Cu1Khi0+xGTC2qrrVZae/oYJIK+pI4HTfVkurMp8SwAo1uiERybKZDGEvKhdXSriBKOLXg0uxGWCapC82gYAu6XpSXgxULFo4XM7PoIoTKIeuv2lgW6T5ReYFeKPJS2kzk7yur8sKOp5ybtmVQKljYQuJHKvdw+1glPWfVudnuhZSHV8+XOFGlkrZl0PVi2k5IqVCm3gkpWAb1Tpg6vCTVsqVcYm7E5pEyQ31F1THSUOW1ymm0monm+EkuwE/OO1QrFpsGy2wZrXD4dBvDgNkVFyfNevTDhKG+Qr4um4fLOH6MkIJ2L6Lt+QzVCkoANZT7KYiSXEixTJPBWpEgUs03ZLrdA7XVBi5ZAwwANxT5y4BKyU7LtGOKBdWhc7kV0C1GhJHMxcIkzSSTqOB8gbqXZoJnJqplKqwQcp1AL4SkXLJWS3elEqGxlPircgmVYNXzIrxAlQFvGiypcyWRqmFFR3Vj7KuoMu3+agHHU1l+UkocL1Iv3dPxqLrzGtTTe75pGCRJKrZGguNzPSaGy9TKNu2ecgNjQK1k4QXKYVdvB8h0W8olJdKpBgaqqUkUCbxI5R0aphKeHS8mSSSbR1bvl0+HFrs0Gk3OsZkun/naHP/qtk3cecMwAPN1l/d++CAS9RDxzn9/C+PDG7vAaC6OUtHiba+7Mb+BWpbJ93zTdv72i9O8/PZx/vmJJd774YPcc9Mo3373BABHpjrUKnbefUaj0WieDsNQYk4k4NqJGkGkShECZdLBMg31hrxo0VdWWVbzdQ+RBkfHiWRuxVOTK1MJGJnzpFxUpQl1N2awVlBvemPJ6GCRhboKg7ctk+G+AiteiGmoCdtAtUCUCBq9EMs2SSJB143TlvOrAdzTS04qWKmSIAyVDeRlXapi1Q6+XDBzwc3xYyxTubD8MKZQKTC15NJyQrq+KnuzTVN1OUSJb0XLot4KeSJostDwGe5XAdHHZ322b6rgpqHk04u9NDtMTXhiIfJJkm0bhLFyy1RKqj17f6VAqbj66O2Hgo7rYxqq09TsikdfxcYyDbxQOeviNCOqWrJYbAa4XkKpZGKn39c6Q/CJU8dNqaL2iQRIJ0uWZdLqhcwue0wveWkJjvqccpzJ3OkWJ5JiwSLTAI9Md/LsmzB1M4lUlKiVbdpOxEBPCX7lkoVlGZgmBLFydxhY+bGIYrVNUazGTrlo01dRZU+bh8sst1TgfUbLidhatpES+muFvHQvSoWnIEpyt4QKDk+zwNIyHdePieNMvIGhvgJdJ8oF3P5qIf8+VaYbc2S6w7a0A9tKS7mbsoypTECKEuVIE0LiR6mQgXLIGxhpuLTqTJdvSy/M7/FemkVmmkY+Xk/O9XBSEazjRCSSvONh5mhzvATTUuV4Rhrm3XWV0Fq0zTxPKpt8CtUDgUrJyjO7gjXunSjNhhOpu69UtGj3QhrdkL3XDJCkonHWzfHUYo/lls9gX3FduXAWHG7ZKusqSQR+LKAXpk0iVImclEoYsiwTMFJhTKZiscqiCyJVKp0ISV9FiZ1BI0ldehZ+KPIyVyQYqHHl+DE7NlcJ0zy85ZZP110tDY2FYHrJJU4Em4ZKGIYqoxWxyLsyZiJDvn9iwabBkhJoEoGQUFyNQspLE4MowbQMTIO0QUeQj8nMGbXU9nH8mIFakcVGgG2pUPVMKM/K2VTGGGwZVcJ8rayEk6z8rJyW4C5FPuPDQyDVOHKdhEoJZpa89CWBgRBq7FimCQiOTnfouKFycaalYbWynQpmSiSPY5m6jYy0m6sq9TZN5QgNYoFpqIyoglXCSMfv3IrHzLLD9vEak/O9vFyy56mg9WLBzstM1X5TQf4dL2JmyeWaLbXcuSgEdNyYkYFS3lVSXXMkQZBlLQqG+gr0/Jh6J6TVi5DSoN2LUncqRHEJdfpL2o7qhBiscZZapoEUULQNPD/JX7a4QYwQgvm6iYS8G2C1UqBUMPOwe8s0kOn1J0mD6BOxWlIbC0nVMui4ylUXRjK/VgDMrHh5N1wgL+OP4vR6LKDZVY6zwTUvdjYNl+g6Fo6fqMYDMhuvkkePNdl37RBPHG9hmOSC+XIryAPuBeD76rt6bsxApYAXCQxU6XySJJSKq87ectrUoJQ2fHF89TmVw6b+TaDuHbWKjR+GqYgWUKsU8AIlvi+3fCpFG8cLiKXENlbvObGlVjRzpGZXqTBOcoGv0Q0JooQbt6+6PZ8ObQvQaDSAerj74GdOsGmoxA98605A3QT++0cOEyeqXvz/eeNeLXQ9x2QPwSdmu/zKB56kVDS5ZqLGo8ca3LtvjMkFh4OTLUC9ofuTvzvBZ782dxnXWKPRXE3ESVqilnYZ7Lmqm9NIf5Ewlmu6EApaTpx3HIzi1Ul7FsycdfjKnC4Fy1xXjoBUE9kTM12ml1y6bqTKPdKJUpbNAuqhOXPbGAbUKhauH+ciRBgLphZdgkhNaN307S6QlyXFicgdKl1PlbGJdGYVxEqA6EuD4OvtkCgtscm2J45VcLYEQqE6TXVc1fnt1LxDsxvy+PEmiVCOhi8+ucL+k22qJZtqpaAyh6TqHmal7qsg7bbVS0vrWr0AyzKwLCNdPyXaZM6irMSo3g7zckrV3U1gW6qkLwhVmHHXjUGq3KBK2cZJJ+pxLOi5seqmFQra6TG0TDVZFagJfCJVN7K1OWFSKoEqESJdLwmGpNkN8nXsujFuoBwQUSzxQlX+udDw87KXIFKTxmwC5gVJ3sEuSstesjyXPF8mTDg536XlRIz0F1WpipQ02j4zyy6OH+ela16ghJCOqybJq848mZeueUGCHwmKBTVBN4AohmYnVAJiWYls7bQbWRQLRgZVI4Cet5qPtNBUmUZ+kOSlqsW1neiy8SfEuZrY5etmGaoDX5QKCSJ1smXdHXtp57IoEYwOFBkZKNHsBAShcill+2+57ROEIg/cjmJBHCuXxGJTiZi2pRxSrq8CpP0wyUu+AMYGS6pBgZRrytGUQ2up6dPohPS8mIWGrwTwgpmXWgXhaufFStFiPO3sGkRJXu5npmVxzW6Quues1XEmZRokr+TGcsGiYJm5Yy8RSoAY6i9SK6uywqG+onLeBEq4EkKdN7lGYKjzP04kvbTEzPXjvOPhcH+RsaESjivoq1gUCur7bMukZJtUSxajA6oxQiZ2CSGx0s6sPT8GCbVygeKaFPLs2hOkHWSz7Lxy0UzLrsiFWSmVe0jtOpk7ccy0+2TPUwJLGAs66TlW7yoXqcqJium5KtQ768JXWdNwYKXpq062UUKzF+SdDMNYMLuirr/9FZu5ukfXjYkFaai6iRfGSjxrBYRZ04Q050tda1SWmecrp9ZKSzX6cIOERle5HpXbMlTdE1NBpb9mM9xfxCAtc/OVcLfYXM2pSoTKSyyXLJZbwWqZ5JrOrJloZqYvY4RQQlnHUQ662SWXWKj7V5iocuahviKFVPz10tK95ZYa89m5k7nhEiHppR0Aw1iw2AywDAMh1c+yseuGAsdTXSnrqZiZSHXumaZBtWLjBqrc0A/VcRtIX8xkTtQgUoJYJtA73vrg9tOLDkKqdYsS5drKvl9d0xKmFl2mF938uKwtTZWoMutDU21mV1zVOENIamUL21pVabMXANl+NU2DWsliZsWj6yj3l5Cr169M8LQtAzs9OEVbZXYNVAv4gRL4EqHuCVEi8k61+WlqqN8XSBIpEYna5kRIolDQ6kWMDpawUzdzX9oco1xS4feNTkizq8bIWJoreCG02KXRaAD46P+dotmL+LHXXEchVejV2584v3i5/sW1e9U8c3ZN1Nh77SB//cBp7t4zguurcM8btqvsnOklh2LB5Ge/fw9vfvXuy726Go3mKsJOH7K7rnobrjJ6UsEnURk6jq9KhgD6KjZDfUVEsr5nnZokJbno1PPjPMMnWiOcLbWCvNQhEcoNUy3ZeUdEUCWT2dt+14+plmxOpC6XLODcD5OzWjDVSnaeZ1gsqIf5THCQAsoF5W5JUtfSpsFyup2qA1YmttmWiRRSdXnrhAxU7bxjnJp4mLmzRaZv7qNYEKddzKJIUCpaaYaJYD4NaI9jkWbsqDyrthPljh8hoGhbSCRhIhisFRjuL+brUy5alGxLdSXzorRsRDkFVJ6KWv8kkQSBKkWLExUO3nQCnHVhzKt5bW7qsAKVg2avEbsKtqGcDbGkkh6jwYqarIapkmnbSgDI3AJKEFO5PHEi8HzlwPGCGMdTApXjJzhelJf7dN1ojUgp0y5wEWEoIA04b6STGj9M8smuG2RZXaosbmxQdX7LZI/5FS8t81IltlE6cc6cFAbKUef6yjmXuYeydWp31zvlQJUWhbFgbLDIYFq+ZJpGnnvW82Isw6BgqlK3SkFldGUT0GIhc2vDpsFSLoL01woUbNWh0rIMqiVLBYWXLMg67RnKwZeFdQP0VdeW7aoSr0IqvkWxcleYRuo4SfeLEstELmC0nRDHU2JyvaMcFqDcXc1eiFTVw2rCm+bMrY6RNHNISObqHosNj17aNVNlRmXOnXQd83VNzzOU0J1lE0WJEv8MlMssTMsyDZTQ2+xGTC700qw0cDyVtZWdX2pdBMWClQdft52I06kY0HGVG7TVi1hu+9i2mTtkss9mgncQJsyvKFFQjQ3liso6PLp+RCIFYSyx1jQ3kIkqE+u6MafmHaJY7Yde6jA0UGJHnKisqawzpUTtg8wZ1uoqAaicCnrt3up5UrCU4zaKBUHq4uuv2rlQ4qcB8H4gWGkFTC06uXsqEz07bowUav/3lS1VNpk2gJDpscv2bddVgkeUKOdiVr7nBaobayZKiVRYrLcDzLT8Oj93YpUnZVuqK69pqPJP5YZV46jjRqmQaKcdCdX2DveXKKQu4ygtkw7jJJ+LCCGx03zE04tu7lY0MFIh2ciz8vqrhXwgun6Cl7qn1l7XkjWCEVIy0FegXFRdJfsrtnIUBarxw9qP+qngLYSkYBn0VQpY1upnGl0lDsZr7p+qqYRBpWStC1u3DCMVgZTbsmCpF0LD/eraMzZYoufGnF500vGk7kPL7SBvEBFGCcfnuqnQrO7tXpAwt+IqoWqNWFstq6YftqUyGMO0/Fem4f0iLbE0DLWfs+68XTeinN7vWr0wLcOUWGbq2PMTMIzVximoXExVdqvKmou2SaGwGiHQC9KusE0fx4vS8y3rjAqFNfcp109o9tY7MM+HFrs0Gg2Hpzp8+cAKr37xFraOVfnff3eCP/70cd53/zEAfuJ7ruc3fvR2dk3ULvOavnCwLZMf/+7ruXFHP/d/aYZ79ozw9cMN7r1tjL6KzfvuP8rfPTjDjvGqyloI1wetajQazfnorxYYSDOMbEu5fYJUUFh7Hckeig1DhTWvdEOCcNXxMlBTYcVWOnFV3RqVuOIFq8syDOWsCGM16TFNIw1qXu0Q1vNiIqGCgLMJqGmQBp+vTvRbWXaSkCCh7SrHlGkYjA+VUzFjtSucH6q3/21HucoOnW6vewDP3CpZiQaoCfZC3aPZC+iv2Hm+T7lg5V3C/HQCUKuoydBSS5UnZWWXUSww0pDqJJGUbDN1KihxQ00uVRlm5oTxwoTldqAm16bap0GU5C6gaI27Z+0xUs4gmeckCST9ZVV6qVxmaudJSZ5RlE3sTMvAC+J88q86cEmQktllNy97Ua4SdbyGa0WqRVvlfKEEwWy5paJFpWxRTYOozbTULif9zzjJ9qeZf04K9WfBNlloemoyZJvrJoOZuGGaBratJpaeHzO96CoBUEo6zmrekEzHTCYW2ZaRH/MM01TLDWJBo7tamhSESd5tMhu3oAQZf80Yyr7XTh1CpE4dM922KJL55xrdMHWDKcdMu5cGhkvV0CARShyotwOml1w1oU/PwzgRlAtqApoLSelY8kOVjbVpsIxtGiRCHfuSbaUi82qgO0AYre6DRIDjxti2kQdWR3HahS91EKnga7Ue/WWbvmqBKFbjvJW6A4u2RcdRApFlZc4PM8/1yspy/ShJy6N9TJRom4mRqvFBjB8px5AbqOWtdXi6abOCbHsWWwF+qASyStEijJWQHUZJmiGkgvanlxw6XsxSM6DrRICR56Y1usqVVKvYuTNmrfih8tJM4kTtr6zrZ5RIVjqh6nyajreslHitgStJg7a9IM7HcyZ+Z2JppWgxMlDETIXaWChnZZxug22vCvlGum+DMFEOz3Qc26lrVDndlMsxO/28QKTbq5xmKx0fw1gtGctKmYtp5lTBVmJetWKlGYKqi1+zF+WuWFCOn6klN8/Ik1Iys+wCSlj3gpgwTvJxBOrlQxAlSLHaRGC5HVBb01Qhd01KVR4YhALbNPOA+kw8ysoJs+3Myll7XpILQKrpQ5znN9bKqhsrSKJIYFlG7rRKEpVFpUpllcBqGtk1Qt0LMkcYwFzdww0S+tJsKiu9zmdC20LTw1yz/Ch1EKv9vNqV1TIN2m5EtWTjhgktR+USBpFIx5u67pSKZt5dMxtHnp+kjU5UnvJSM+Dw6S6JIG+i0ehECKnu/9k+Ng21nzNXpheoZgO2pZpixYnIy4xz8d5W7uDs3rrUCpiru/n2xYkqDfaDOO9iCUrsSkTqvEwdh0Go7qXZ+AToeDFemLDSCuh6EUU7dYyvuYBVyxaDa0T/p0OLXRrNC5woFvzlP55ifLjEK+4Y53989DAPH2lwesEhjAXffOsYd94wsmG7qObSUbBNfur7bmTneJVHjjbYMlrm41+c4b7v3E3Hifj7r86rt7N+zK988En+72OLl3uVNRrNFY6fltoEkaRWsghjiRAiFwC6boREBQfXyipo2fESYqEmkIa5+uiYuSGySaHqXCUpWKYSO9KH01rZzjNS4kSoANp4tRQqEw6iOC13Mgwa3TB/469+JtIyNDUJb3QCJKQlPqr85Phsd83ETj1o+6H6riBK0oyvJF8Xy1SZP6WCSRipfSDSjKAg7SjnpeVvlmEwPFBkYqScb69tq7fSWRB8RqbNhGlpkxCSasWmv1Jg83CJVjdU2S6JyIUMIVX+jeOpcqms7BFUNlPBNteJNKq8yshL3yDtbJgIqmmnO9MwqJRMKuXVZjJZ0HGUrJZuquO+2uUPlIiWlWAuNtPyxPRgeGGMQHXm9PyEWtnK38D30mOWiW9xIohSV0jmvMsxlSPHNg2iSFApW9i2cs+Fae5UFCsBtO1E+aRWodal2Q3zHBnHi+n0IqJ0Ih2fIQxKSV6+tJY4Uc46a42o1ugEfPHJJaRUDoeibbLSDvJ1kFI5WHLngaFci82e6n6nsqlWywzXroOfhlOHscp/ytYrO58Kafc/5ZRaLVEqWCZ+pDrqZfhRAqkzZ7Hps9jyVcMAoZoHBLEqe4rSsVZdU/bWTPOfQAkeSSKxbYNywUrPizWh15AKWaqcOesGmIlaBVtltGVOqMxBFqZZWC1nvQvDT0PxnXD9SzovSGg7IQt1PxdXs2MEytlXKJi5sAPk4nUmknfdKO2kZ+NHCX4YrzOEtp2Q9pplJ0Id+zR6kFYvxI/EurEyMlCkVLAIE3UtCZPVctmsDDYR6pywbOUSjdOyOQmUbIswLak1TVXCnL2kzIR2icqni2OBEOpcrZStNEw+TnPoMqeLSbMXMt/wmVrqqS5/qRs0jJQQT+rqShJV6hzGiToXTeUWDEKZX1/XCqoqe1CJMdk1MU5Wc+C8QIkRIn2pkTmjZlZUqbEfityBmWpV65yBWb4YoEpUa0UMg1zAWW3IIGh1Q3p+lF/jROYaBNWNd6ik1imMCWKRX9daPfV7YaT2b7Orcv4ysUdIJS5lQnxf2SZOBLZtYKUOOi+IafZCul7E5KJDuaSuX66vSrLn0izLgWqBclFlEiZC0nbi3PFnWyZl21Idcf1Vp69lqevHYlOVqVbS4y+EKqPNBEd1DqmGKY6vuh0O9RUpl1TGWtuJcLzVa7cfJtimQa1s5feujGKaOaac1+raXu9EmKZyu9YqBWzbyLP76p3wrJcrtbKtujWvOTcGawU2DZVzQRRDjR11/7GVqNsL6bpx7nZbjS9QXYODUJXOryV7LsjyCrNrVasXMbfisVG02KXRvMD5+6/OsdQM+P5v2cnv3X+UqUWH268botmLGBss8uSJVv5WQPONp1y0+JnX38gPvnIXP/qa6+g4EV87VOeNr7qWREg+99ACtbIKqP+Hh+bXvW3WaDSaMzENQz00Skk7zdNQjorVgO9MBIoS9SY7uweUChbRmvtBL83N8lPxKIxE6ghQLeCzXI/DU511QkWWrWLbJiXbIklDgitFKy29Um+cm90gd9rYlkmpaOZvj0E9MJeLFhMjZVXC40W5a0Ki8rKiVMQy0vWvpRkghmGsc0mEcZLnoSAlYSxVp7pI4EcCx084veCw1FQOkyzTJkpE2rFudb/E6cN5LFQuSZTIfCKVtaGvlm1s21zXaS/bJtJ1V50ojdWuaEUrn2AnQmCiJgtZSLmR/t1JS5mSdKaZTRRNM90xa6b+QaQmPapcjXwsFNJcHCnJXQWOH6uct7S0Tb1xXx9xoFwXqsykVLCwLDMXdEzDUN3XUpw0QFpI+f9n70/DbUnO8kD0jSGnNe95n7FOnTo1qKqk0oQkEIhJTAJLyIBtzGhkLNymjbttHl/6tq/7unG7jcG38TXX+HkYjMVgYwsQiMFiaGEkEAiBZqpUg2o6VWfe0xpyioj744uIzJVrrb33KQmdKml9eo5OnbVyZUZGREbm9+b7vp/3hRtOSmSl8kmRMsaDfMrKTA/GOfZHBa7tZfjTh25g54BYUEKQHFDbpGke29loGtdWLLxUzMmfolCgk0gv6yoVgZ3X9jIMJ5RsFqWBKg0kJ1aeAz7bLellXS58uw0BI9f2MgtkVMCWk+pV41H5BpXO+8r2hQNf0lz7eTBOySwcID+lq7uZ9dXh0xWzTQNwAF2vpaJrQ2vjZZ0AkNuqdKPJNAvSqqtQlAQkB4Kh1w4wHBPI4ca/Hg7UceORWNDTMSCTQFYsUlQVYl3/SUEG2NYGzErGqrlLFQO5BzoCSUCXNhqB4P73gaDxJo8wVs0RA+/Bds0yKwEgktxfC7sHxMILJPkaOc9BoErC6XolAKg+b7U2yErytQsE92wXbUjSyAEPEA7HxZRfnLu2XP8o6yMGwMvH85IQoL0xyYRpjAwMYwgFR64M8oIMvgPbj5JzRBG310slU40CAWVZl7sHtJ5Oatd3bl9SGGM8o1YpWs8FZ96PKs2J4Wq0sbLfat12AMokp7V2nClbbZZV0lF7XTLGcDAqbeVN+P4EaD5fvpH6+ebOgSpbcoR23CfWs0rZ81TKQCuD/bHy8yCzwHNZ2nW9VNaDEQgFAekTC+CNMwIehxOSqBaKWHLjnKR5k5Tuq2lO62a7FdjKweST6NpIHpN0zQ/TAkpVYB1ABSXcvHKfF6XG01cn9IJK0wuioraeaEOm/sbOFc6Y94xzQzC2kllnOZDl2t8b4kDgYFz4e5sxFVikTTX+k4zGVymNJOLoJhKFNXVUlh0Yh/QyrbTPEQfjApdvTKC08eNpAASCngHc/aubSLQjCc7o/h4FHGleMSJhMMWsOyqWYNcylvE5HBevjvFbf/IsXnv/On7vzy/j0o0JPu+eNXzo0V28/hVb+H/8zXvx3X/lgqe1L+PWRCcJ8LoHNnF2q43Pv38D7/nIVax0Q3z5y7fw2x+4hF9979N402tPYzQp8bsfuHSrm7uMZSzjeRzaGrjnpbblv7WXdgDEDlKaGEkuiQOIVSJs1Tjy06EfHKQki9H2zasr914q4x/sAfJG6SYSrYhAgXYsSRbkEhebbDjvGEruuAcTHGPAPbmWNnGJrExwZz+zBvkGoU3yA8ER2IdqKSiZcomSMVQJkDHmwTrnKXIwLv2bb+fPxbhlKSlbrcpKUUrLGnMMCMYYslJPvaVWihhAz1yb4MnLY8Sh8CwSZaUpDlBkjHyWklCSB5jk3ltsbJk+rk+UMWR2boE3MAbBuZeKldp4FhuAKmlljIy/AStxsxLUGpCWFdobl0sLRGoN7FgWi5Oi5fb8vRRKwbN+8kJ5HyCA+u9gVLFg3Fg49tJUkm/N+9040pgBo0mBjzy2h5E9l8JWPwMIGBimJfLSoBNLnyBOpUUMlh1F8q+0Bt5OshJpprA/JpDTGIOL1yYoFMlH3ZyJQg7GGQJZSV+zTHsQYoq9BmJ9BZIjTe2corMh4C0j4ND1dVEaK6HU2B9SMQfnR+a81cjbyvjzZ4BlY7k90zHLms9XvxOAM+YZV0AF8BhgChgbZyUmtl/KWpKtG1JIN46ZZY45QGXQDtBNKgYZMVZoWym49xTjNeaKA4AI6LYeZ9zJ/YhVFAQE4ClN46A9cMBq/nEETLv1otcOEEruk3c3V1ux9P5iqQW0tTbeU05wmieBYIgDTuAVSC6mTdVGU1vjnATVycFLK9ViYBB2zb26l3mQSggC5fYnBSZ5SfOcVePimIZOWuhldprYV52WJDBfG1pXS/LWKkpiXE4yt15oXxWQqnOSvLoTEwhTX6ezQllZrMI4L6fWcWbHgjMnn3ZrUMXSNZrWcs4YDuzLB1O7jgUnTylj/703sab7ZeWfCBBwFwQc3IIaBxZY0lpPeWwZVNVha8RMCEZyziQU/vPCSvLyUiG3xQycnHd3mPv5ABDoRYxRYvMZ0LpWqqoIhZTEZLqxn9v1k+avtC8BHPh9bS+d6mPyEyT5twN180JbySXt3VWTLCwz8mBSAIYAu1Fa2rGk+1G93wQj5u3VXQLWXbGBwspAXeXXyDIM41AgjgTiUPoKwHWCgzYG2vYtZ7B+cQTicQ4kkcTFaymevZFi37Ilx2lVHCYMyN8QhnzUdoa59fdTNB8YQ1qUiCStP/ujAgeTEqOMALsklohDgXFGjDXXx3mpcfH68dhdS7BrGcv4HA1tDN72rk+iHQt84xefxTd9yVm8/hXb+KOPXYMUDF/zmpPotUPcc/Z4pV2X8ZcfpdJ48Ik9CM7wM7/1GL72809icxDhnX/0DJ65PsbL7lzBu/700lSCuoxlLGMZzeCcYaVDRujujboDBuJAQHJi4wTW7N0APlFU2iAMmJVJkWcMlbivSEPaGBxMCs+wacUS+9bsWNk37AdWfuFAoYllJLlkprC+O13ry3EwthXzCkq4R2OS0uyMclzeobf7LnlO80ryktfYJq5KFlAzz64lIa6svQGZJhtTVeESnE2xxgBiQcga08zU9tcgt1DCZd9IT3KFiWUFOVNvvw9joCz4YzQBRkoTO4uxytDfRd18nsaHDIbn3QekJNkOs6wMNxe0Jj+mpkFzXlYsjUlGyY1LuENJQKJLJCvgioykndcLt0brlTVzzR9IV35irPF3PZynDSWEToLKCMysAUujlJiGo5SqxLkkcGYs7N/aGF9B021Hcj8nyaP5IAWdZyuWBFpYvzVtwU6XAFL7af/1+aI0AQLjvJxicdWZX4XSHsi8spORzKykqnvSsy41klAiK7VP8AECTdJCQXCOOKQ+yUoyzo8DgVYkMZooNGxvPFMFIPaVA3DGNhGt95axQJcQBFo7sNT57gjGPEuPkmHbNkbJtdaVrDUriI1WKlvswZiphrlrqg5EkgeX9sycOijh2uFezBJbj8b/oGY+79pDlRwVMTdLAt6NIcDYzTU3Z9JCYZRRAQoqcsFx/SAn0+9CTcm8pKC55CTGjhE5KaaZXgQ4cKg6YGf3oZSZmp+uLXmp7XyaBk2M/XFeqik/Pnc9OmCIgZL+CmAkiWAzDOja5pwhkgJ7o3zqGhOcW8YNbeOu7YNxYb0FaTwJjKQKpQABUsQU1pWno5VyO8aVNlR5ECDQd5JS1WAAXjpYB5Jd5Vd//dquGaUE1g7TkqTwqFieDOQN1Y4I7HTbAUCaErNXMAZt99dcb2mc6b7owKN6TOy8M7X7kftNBVZa8M/++9R6Uutjg5UuVZHMLChYB+HcedA9m+4PDpwyqNbPvKAXFqWu2GT0ogu+WIoz1Z9kCmVJFV1HaYlI0joXWj9I17duLEMp/AszB44Rc61aL7NCY5KX3gcss4xpd54OgINdH5SpAH/vs2boJZZjgBZKk82CbffDTx/MjM28WIJdy1jG52j8/gev4LFnR3jx+QFaMdFW3/X+Szi33UYccPzKHzx9q5u4jEZIwfHdX3eBzKKHBf7r7z+Ff/CNdyMKOH73zy7ja19zAmmm8K73P3urm7qMZSzjeRqprZJ3dS9DEkkCUNyTNCPQyT3UOkmiqCXteakxmigPbLlqgMZYIISR7KMdS89S4rzy8HHyCTBMvZF2+1faQHJu2TT0tjsv6W9uAbVm+uGkOPvjwksvYNtXZ6wB1QN7Pcjg3frBMGcybaZ+73yB4qDOgFH+vJoQDUPF/nBSxDAgdtRUm9j0j7JCIc8p6ZrYZIeSGCfhok2lTTqVTf7rfRkFAtxy7+qyGMGripMu6WC2fVmhp2R/bk7kBbEgtE1Guq1K5rc/KmAMvd13SWppK7m5hM4xjxhofpRWorTSCb0nEEBJXCsWUzLV+vi4fRUlVb3kIKYBeUQZW02Mjuv220xUKxCBJH9OGlpnXbQigVPrLZJdGRrv0MptxymBFnXTZ9cuoPKrcmyzecCn+2/ByRNNWDYeQB412gJfjm3Jrb8SAW7kTVQqjb0xsScEYx4QGKYlJqmaGnNi4NFvJCcPHWqH8dXcJpbJZQxde04iJAWHlDXWiOAWyK5AO2daLyVHFAhfebMCnE0l+WtcuAYVoOWGoA781i8NB/g15ykYcOMgI/aVriDVka0Mm9t1xFu7M4a0UBhn2rNV/dqUEyPSGGJouXPTGogj4dmk9XBV/ajtNPacwzM9XdQBIwPyo4IFqFuR9IxMgJim9XOBPS7NuapXdm3lUKqYR+MbWxmiA4U5I4CvXmCBWUbRMCX2DMM0G1EK5td2YQ3hXbtLTSDfcFIilLRdaNm1+6NiatDqSrN51wBgQbyaQT6DA5kqYKx+fdb71BVFccbmzTAGnnnrxk1aKenUfcKGOw7n5JnnrjUXoaSCGmVtbJznmi+0AQJrHODo1r6AT1ep5Mz61oGM4w1ojhhDPoTtmAClqLYe5mW1lpJUnm5Q9evEsZU5YzNAHLdAfaG0N/531if19SwtFVa6oWdiuqB7DrwRPlAxPyd5rY85r/lNcuttSFU9aQ0nthhA10EnCXxRgGZoDf8iIcsJwHP3xeP6di3BrmUs43Mwdg5y/NJ/fxKtWOBP/uI6/uwTO/h373gYJ9cS/INvvBtv+qIz+IL71m91M5cxJ86f7OC7v+4CAOAPP3oNT14d47u/7gKevDzGuz94Fa+8ZxX/959fXrK7lrGMZcwNWXsAThsP881wptkuCYgC4VkqQMUacOF8sKQ113Vvlx97ZujNh5ltg7bAlgPSXDK4N6oe/ANBD8qUOMACabMPxIWVgDjZiEsItNG+Tc5wOQ6EZ/AAlKhNcmJ5OC8apSxQwqrt3G/qbJOirBKmJgDn3sgDlDSSqbM1drYb5+V0whVaQCyzSY1jiLDGsWhstK/SaKw0FYCVhSjkpfLHduGSeledEKAkhypt6ZlziEI+naQag2dvpLi+P80ImVjmizvS2Po8Ob8kh3OkNgkUkuPGQY6ipKQxs8mzK0IAVGwuAF5i5qQuV26kEILkop94aojdgwKXbqQegKmz9Zw0MhDVuTifNY5KzglQMthpBbi8MyHGlgWdxnbs/PnmJUa2SqHSBkkgkNh5NS+0Ie8vwZj3Z3KMRs6ZBwW4TVIBywQRwvrYWBZU7bzcNahRgQFaGy8/lJx7hkn9vJ15vquG1/ANR6mJrVIoXQNYKt8xV9DAgQ4MQK8dELBkk9BGjm2lmdW/Ewsg1pPbOhjkWGsu0XaeW66VU5IwRgA+VR+s/LcCwacYXcpeI9yCxrDyrDjkvs/jUGBvWHjPtHqkmQKs3DeWFXDkfJccSBNw8vkKJV3LSSQRB4LmXM0E3p0BZ1SF1IHaxPjUU+ADsyxGwHl2OQYrbeOkaZNCWfmy9gyt0BfAMH7eA7CSMOOZu/X7wMjKMA8s09Z/15jgmb1+i9L4/XNeVfR0XnKMTYNpTUBb2O+FZcMVtf4plGU3ClvxtTa3lIE/33lRWibZKHXzkkErkqWXJbU1FLNQiGPo1ecks31I4+zYTrZKbk22zm2/ZnYs/Lja//b7sgxUaIM0L/3LndQW47iyk1HFSW18fxrY61DTmuiAyrofGlX7NVNem/Xz4v5+WF3rgAXoaud1bT+zbMTqeiwsIFVqPXVfdEBfE7AO7f3bbeeePbQxiGV1TqFkU6zoJBAk/Rb0ckRaIDiJJFqx8AVjeu1lNcZlLGMZC+Lnf+dxqjKVKnzj687g53/3cRgDrHQDJJHAFz+wiTtOdW91M5exIF525wr++peeBQD89G88hrNbLbzuAfLycqax715WZlzGMpYxJ6SoHnadFIvZN//1nMGY6QRIcj5X0lH3BXKyi0k27fvh3tgHgltmCfOVs9wDtrQMMbfPQHLrOaWQ2opiw0mJwsn2am3IaxInOkfuAbMwoKSaGCvTXioApgCWGhHLs8pMrU+aTDTyDBOVFG9Bn9eTW8D4h/4omJbheXmaMQgtIBBK7hOmsklFcGFlRUDFTnDjO2/MXB+57dzfovFmvUE6Q2HNhh0rwic5qPxzNIxPPh1g4prg2jacFDOASFZa83e7cb3YSiAIwPNv+Evlq705llmdxaA0PCPCeUHV2U5u/5NC4epe6j/TxuDSjRRprj1gMGkkjC4cGOKNo2v97GROLty8UaZiSqQWHKwn9o4NJBir5IALxm8ea03VACjXDhdRQ55HvlMEugWNhH/RnDkYk9dOUVSgb92zy/3KsYjqSXVWaoA51qaVZdXBu7q/mmVXyhqg1ASfXGSFxvW9jAAvVF5+Tibnr23QXCmUpgqSVs6orPSKMWB3lNP8Lo2VBVfHZJzmdqEqHySAZIe5rZ6orAR7b0Rea0pRgQyArq3mHOSWRTcpKjl3PUQNxAgsu7DuUefGtFRUQbYeSmv7ogKWjWivq0xVEjIzg18BqIA3Y8z097VJHQgOZccktZ6Fg04IaHig3e/PzjUHaDnQxPkoum0CWcmiXZ9JznFggXBpi2a4WFQ8i1iRBLpxxlCWBJQ4iWWuNEpTSema819bgKkOhLuXHXVgrVAGoZgeV1f1dFG73L7c9aMxPQbab1PNr5nzZNWawmsybABoHrq+DmUFVYI0oLGY5MQGrL90aobze2P2mKXSHqgCiNXbpMi5dRoMEJIhlHzq+cEASEtiF0vOcWknpRdplj08KZSXdgtOPm8H45LOjVUvkibHfKm/BLuWsYzPsfizT1zHhx7dhTHAm77wFH7vzy8jL+im+MjFIR59Znirm7iMY8SXv2Ib3/r626C1wX/4rcfw177kDAadAB9/Yh/3nO3id/7s8rIy4zKWsYyZGNs3wk5mFFpjawJkKr+YUmuEomJflLU3/HVmhctZ/cOyZSnUASXHqnEytEkx+5Bal08ywJe5d0wl951rQzon0akqSlZvk/edl4yuqifWUziX2GlTSZTqwEkdxAgaIIZjk9QBpkXh2sbAKvBHzYIwnDEIwT0zIC9nS7JP75f803Zq1S49KLcAfXN+aPWIA5LN1HMe54cEwHu0VMwrjrVeOFPAxn3vEkUCYaaPVU+sGIgx6Fhbzf4ASKbaDG2ZF4yzKSAkkhyhpM9cNbXpc7dJpPPNaWSHzpeu3uTAgTfWX4axaWBpUpNJ+fOqnWMdPMqVhmBAElZMMDe3nfSyDk6YxgnMFAyqfS2sjM0DTHVp0hR4yL2ECmgATSDwxIGF9Z5PCzKSn+QKiW3HcFL6apYuiC04h+1o7DpimSELgRZjvLTSRdW/03MhK3RNUik8M9N1eR3Mre/LydvSwoI+doPcgfB6GsBwxR0E56ifrbLrRn1Nq/drqQkYVI1xdJ5d9bnrfJ0qXyO7jmkLvDUuA1+oQhtc38swL1w1Wy+drn23aL0KXFGMBuu2XkTDMcTqYFVuK9/Ow+Rzu+Yo+72/5xjjGWCFMmjVACbHJiRWLHk/LQKSAMca5n4OucIh3DJrm4BOFND10lxdSkXSW/J9W3w8YwwYZzPbUGVhOSUV9/5q7rf276ygqrXuvDgDjDYezJ+ShXK6Hzrgids1eVr6O82WrB+zUBr74wKJLfIwyUiOnJdqZm41sS/34sTZHrivXeXRRlMB2GvJMrNLXbEKXdGS+lrv5lYgm8C7xv64tKb+GuNaEZMbB/PnfDOWYNcylvE5FOOsxM/+9hMAgNe/Ygt//vAudoY5lDa481QH57bbWO9Ht7iVyzhuvO6lW/gbX34bPv74Pv7T7z6JH/iW+xBaeciZjWQpZVzGMpaxMIwBkkBOvSkHphMgztkMA4cvegNsKEF2SV9Q82NyQAEwH8yYCQci1cx1O0lgzc4X8aem5VPC+n7V2ze7/SwgQRKnaps62FBqg9VeWPty/n7dfuqML8egqfu2zJPfKGNmkgIXdf8W2UhA69sFgqMVSTSgOQibqMxrMYEslW+KM2l2oY3xYApA0jHHiuu3A99/2gGfNbDBKkKn2i44VUvzbWGAENPn6NumplvcaQWIrDRsYqsZtqK6dIp5yU8TFK2ffSD4DEjloqgBKFJyhFKQ/E9XY+LYI81wZtuLQpkKwJsHyAGVFLfJsqoALPrcscjcVvNA4Po+XXAw74NV34DkkwTICj7t+0OyIpI8pZbdFMj51+Nh539USG49/+qfLQA5nB9TYcErA2rfonWmDohLXklsj4rUGoHrQ4Dn6hgV62ZexIGYC2A7GaYLA3g5tZM2TjN1lAd1HIvN+XO5UP4FgpWQ6aroRhNIrbeD88rLsdmXzszfvSQIrFSZKsIu6pX54VrA7Dk2j1VfX3Pn9+h+g1kvtHlrqvfUM8RgSkIJDiu757NyfDCQ+qU4/EUDQIBOKHjtZQb8eLgxMZg/F+pruDsOgUDVGlO//pWupLfGwMsc63t25yI4n7m3u/Y5uT5z/WXmMUXpf82XAe6c54UfS/u34BxlWa3B9RdgvtJoo3+bPmNuG8fsrhcdKcrjrTFLsGsZy/gcil/+709jnJb47q+7A89cn+CpKyMM2iGSUODvvPEC/sE33UM05GW8YOILX7yBQSfAez56DR95bAd/66vP48pOhkmmsNZbApfLWMYyFkdalIcmhYWaNvmOAnF4Elt7oK9LgFxSBliPn1Yw8xNhgQOSG81rz6xkw+8D8NWa3L+bSQpj1H5n0A3MT8gpYTJzc7ZSaW8K7balt/ZzTNWBGcaXYzYcBQTsjSqWFmdVwpHVgbLGuNV9cNJCWeaOmQb0FryBB+Clic7svN2SiMKaxNKBCqrystkd5lStblIxm5g9Tl7qKTlf/YzzUk2xyzILJJTKTJ1jda40Hs5fpymTdZXvXBwHkODMViLl09KpKOC2KqfbFzEg0nz25ZGxYBpnbKpwQTOmQBvGUCqDkWUoNKWxLkGV1rNunmE/Hbv6u2IvVb0srGx36jf270JpzONVeemy9exyBSN824ypJeWUaCttZlg+LhaBPVEwW4ig/u8omGaeyUP7YT4gMy9I3kbtov6lhN61sw6kz2u669O6Z5c7n/r2DlhSFghyc0MKMvGvz3HBmfcoAuDnXWjHvylhM2iw+5rgmGVMNfverTnumpwHYgAExB0mf54X9b7ntgjCIe8k/FjW5z63rKX9UTH3N3VAtx7HaWa9Ka5/NAiwz+coIKiQSOP+sWDfyrL6/HVhP3drW5M9Wd9XWZNQ1sEtxmrjZeeHC2LEmSlPxvr9x10P9RdF9TC1trixnteFbpuyJgUGqvXpsG6XFvxjjfOuM3Tr17Mr0uHu44llGVfnRPc+zhmk5J4pl0SL19x6LMGuZSzjcyR+84+fwe9/6Aq+/OVb+Mhju/j44/u441QXV/cynNlsoZMcz+hvGc+vYIzh+//GiyA4w8/99hNIYo5T6wmeuDzGb3/gWTz01P6tbuIylrGM51HImtCh/sA6A9jUElsA1tNr2rR3ngTMJXZ1yRsw/ba3qAFh/nmc2QpT9p9RLQEEyLh+kRGxe4CvWAJsChxxxxWczU1uqm0cI2P+w7wUfCaBCAPhT+Iw1plrJ+2/llQf+ovKzP+oaB5b12Q8i9oxLxwz4GBUkCl3/btSezlrk6HW3Kfz65p3LAP4CmzHCZeQubY1mV66weBaQDyYiqzUlqk1zaZxIK2b+xWAyhaOVfP4TbmrM4UGKuYC8c9mWSWOfVLWKgkeFvOuiepaq1rRBNVgsHBe6QVgbxMAcXJPN8eaQHRz7jHmQCT63ZQpfW3QRlk5day6Z1fzGPPOYNE4GTiPQeblp95YvAGkc+YAmekqhYXSntXmghhX1VGnfZ0qlp8z/HfHEbaiqvMocscIJPkbFUpTBVMLOHjjdwuwRlJ4OmsTbHXMnWaUFsQs1HwftMOYgfUI5fQcNwbot0OSHGblFKvUvRAQ3Hp2ldrOhRoQr8wUAOvWfy+TtJ/X5xQx3xZfHx5IanxO1Tkp5pGDnMdXEkrPsJw3zxxo2oymZ199+2Z7mtd30bjmC6VnfAOzQlfXs5meb817cp1h3GzjIlayC2Phc4MK/E0LNbW/eft2MuC6LQG1W/l/p4XyQJ0yBg77ctU+m9d5VihwVAU36iD7UbEEu5axjM+BePDJPfzyHzwNaanp7/v4dTxwxwAPP32Au0530W8HM1KVZbxwYmMQ43veeAEGwP/nFx/C97zxDtx5uov/+u6n8Lb/9smFVPVlLGMZty6MMfjhH/5hvOY1r8GrXvUq/NAP/dChjJQf/MEfxN133z3152d/9mdv+rglFsnYZo8d1RIaZ0we1D6TcyUH7s3y9HHcfys9+/Dutq8/fGcF+Ygc99YkrMSRW3Nv95Du968suGHMQkmUOuSt9bykgYFYSmpBsr8oVC0JaP6iyciom/jPC9emRWbNxwlivFg2St1fqqzMtaNAeMNnt0USyRkZn/uu3ldNuZywJezr0WTu1E+5nszVGW1ORtgEVY6SHjXjqFGrm/kzthj0cuGAV9cFdeloHdxadFznVQTMshznySbr4Ty7mhX9mkl1fui8ogIJR4VLuJ1lwlH9SF5NtrrkTY6Rq3q4SEIlecWgMrXPmuFYn3VfP2AWmHPtq8+lw66xecCei3ltFoxNtcOBFIUF/IVgXpLYXMuo3VTAwFGbmoUM5v1GcD4FECwaryZgMgOgWF/B+lzOS41xzTqj6euodCVLN6hYhK6fSt2oNlvqqevAhTzkZUszDgOKF3lxCftygarfkuRzUT85L8jmemAMEEdyZk2rz5FZ/7DjXW+Cc+vjWM2hetTP2Xl2NeemsNUNF11Lzji+CWbWz8N9dxRgxjArQXZz091rJOdzGb3NKOw93O13EQuwGfLoTZaxjGW8kOOZa2P8f9/+CQDA592zht/9s8t46YUVfOiRHbz0wgq+500Xph50l/HCjAcurOBrXn0Cv/nHz+KnfuOT+J433Yl/+tMfRpqTNGSRr8YylrGMWxM//dM/jXe+8534t//236IsS3z/938/1tbW8Ja3vGXu9o8++ij+4T/8h3jzm9/sP+t0Op9SG6JALEzgpGBQDYkDlYYv6WF5AWjl5Rv1B3vOiSm2wC9qUSjLJPOyHLZYXjPPJL5YACyYI5hS83yc3MN5E6C6mXcJUnCYGqg376fNxKT+r0DwqtKVjUXJRhQIkrrUvnaeXc0wwMyJTAGFxkACM+CJtMkceRAZ39/N49ihq4EQDEHAoHUFKjArZRG8MgmfF0VpEATMemcZy3I5npypHovYGs1wSahjk93My6PDNg0F99XGFoFzbI5s9yhQ8zBmjrCV1xiI7TBvy0BwxKHEcFIuBGPrEqtP5VXaYWCEFBxKTVd4PGx7Mr6f/aweLvmfAkxvttHHCLnAC84dKw7EzNrpmWKMIS8qg3ylja2CNz32zbm1yHtuKuyP5vkiHRbzPLsmGVXTU7UZcCw/xvlNmor6NdH8umww/hb19aJgAOJQIp1TJAWgOVIoYxlWR+9v3nqqtMYkm36h0VwT3UsXN8dz68d22PVE124lTT8MaGKWHYo5+zzuywCD+evkUdd887li3ryQ9hlCaY1WJKEyuxYa5znGZu719evZ4Oj7uIsls2sZy/gsjhv7Gf71Lz6IQhmc227hjz52Da+8exWBYAgDjte/cutIw99lvHDi67/wNO4718Pjl0a4upviRWf72B+X+LnfeXzJ7lrGMp5n8R//43/E3//7fx+vfOUr8ZrXvAb/6B/9I/zcz/3cwu0fffRR3HvvvdjY2PB/kiT5lNpwWOJcKDOTRDiw6jisjPqb66Z/SF1y4+4/zqOoeTdyLBll36J/KhHbqldHvY1eFM3zvtm91Cs33ky4rjwsmWzexl1FvHrczLGbYzFvrjjvrLRRjdAdp24GXj9yVioMJ+VUfzrz7xm5nQ3nM2RgpoyO6bubf4YJJJn4N9k/TZ8Zhk+NNef24Y9rWQ7zmEN+e8vomScROizqPnlNKdUUS4MOMncfhdI4GBdQc6SpwDQYWyhjK6beXDrppGH1cNU4gapwgKn92xgChOYxco7bS4U1gBecey8tV432OBEIXvP3mv68Hs11sy6nCyWfASQlr4p5OAaUC1cdtB51FtBNvTyoMXIWsaIEY8cGrRZtN49RV4+wcWxh2ZKV/HYx06k5j28G6HK/oQqG878vtZmRaH4q4Q4zBf67zyxY57ZbNJZhg43HOTvSl9DMYcU1I5lTiRKoqojW238zUT/uQvZqrf1KE5O0fj+Yd6+PpEArkt6z67gjvwS7lrGMz+J46Ml9DCclooDjqSsT3H2mi7/1Nefxhs8/iW4in9MD4jKev8EYw1vfeCe2VmP8+K89gk5L4rX3r+MPP3oN/+XdT97q5i1jGcuwcfnyZTz77LP4vM/7PP/ZK17xCly8eBFXrlyZ2X44HOLy5cs4d+7cX1qb5nk+1WNeAuMSpnpSvshI2hvRN/bjHoydTNIdNZJ8dtvDT2Emmm3hnB0rOaon3vVwkqKpbWvm1PNeHM27y84D9RZFKPixTvzT/T6jCVDNiykT4TnfPxc54WSOp5pj5CxKrp9L5b/cenYdBWAe18Po0PGc49G2KNn2rCt181K/+uGMnpbrhtYHqr7NIjDtuOCPk3EdPVPsMd3+AXA+DebVGYvzfIyU1lMG+fV9zjv6IjCH+pRAe1dh8bggcN04vP6TI33Vat9n5WxvzfO8A+B9upoAVR18dSyt5lrHMB/PdH5oi9p8KFsI1Rg6QLb5vTufRb8XjHn5Y10KVwc2/faMzRZwuIlrvXn67h522LpUWq/BKc+uQy7u55JFmdrfDIsLObhoyg0PW5vnzYNmuHFIC3Xse+rN4O6L5JH19tTHOyuUZ2m54Z3XLl9FFBXj8TixBLuWsYzP4hhnCtrQzWFzEIExhuGkxKn1Fv7ZW16CO093b3UTl/FpjjgU+J433ok0U/iDD1/FcFIgkAy/+4HLePb6+FY3bxnLWAaAq1evAgA2Nzf9Z+vr6wCAS5cuzWz/6KOPgjGGH//xH8frXvc6vPGNb8Qv//IvP7eD6+otcv1P3eeq/sclk4VNyOp/cvvQXdZ+65K5srE/beBZYRP7kO3+OEP4+p+01ICZPWb9j7Ayqnpb6/tyx3R/Rll56P7cPup9wWrHcknGVDsL5Y8zrw8DyWc+y5WGELOfz/uT2cphxo7dYWP4qfxhc8ag3pcAJVLuM5K7cUTB8c7jqD+yMZbz5tm88Y8C7vvn0/EHCz5387/mCz31p94G1vyuNi/ywvoULboOQdfOonMK58yn+p84ENCG9lHvt7Rs9KE2M9dofdyb57Co/w2M9/A5avv6OZVaLzz+on48bJ8MQBKKI+cMHdvMvZaP+uOBqpu8Dptj6UCjo85Zg9YX19Z55+S8EbPG+GrMrn/GNvuofm2uq+7fGvAeVpIzz/5bdJ7z+qE+5hrT6477d1Zq5La4htaL58hR59FsT/0e5v0ma2MoGPMFQej4GmDz+/E45yzF4jXNzynL9hXs8DVw3rgcNkcNaI1u9rGxY3jYGjP3PA/pg3lzbNE4NdcvN7ezms/hwnMryql7+OiQYjP1WHp2LWMZn2WhtMFP/8ajuOe2Pn7pvz8FKRh6rQDf9CVn8NO/9Um88w8v4lu+8txCg95lvPDj5HqC7/ya8/iJdz6KDz26h/V+iGt7OX7kFx/Cv/juB45dwWQZy1jGc480TXH58uW5343HBDyHYeg/c/+d5/nM9o899hgYYzh//jy+9Vu/Fe9///vxT/7JP0Gn08FXfMVX3FS7jFbQlkXBj6j0F0qGfF65qmNE3XPDJ0sLjiUDBj3nOM2eaPp4uO8ZA5lf279dNP2tmsEa2wM2Iav9jgsGrUzVluOaPdmY1PYlOfmohAGDVnruOR8W3KIQWqvpzGLBtjcj+2y+ixecQaEaMykYJml1LmmpEBuOUhs6D2b9nI5xzHltKzkD56Dqfkfsw/0+x+wcOW7MG3v6Aj5D42y2TcfhWjW3mXcsxmj8Dxuned9NjpjTo0O+r18/h/WbFgylOrpNBuSTpUtzbEnRseMmfdg0gOERfTPPB6geN33NaHW8CdGIIOBTktN6NNewo6JkN7+OZEZDLxhfYHZu5HP+Oz2ir48bzV5w81sv+B6oWEaloXVp0VxdFJxX97X6GGrOICXt77B5ctzIyuran7cGuKJhbi2T9l6zKPLa7446Z8EZMkVS9mYfPtc187gRBeT36dbN+vHHRzx7HHY5Nb8z4njMriXYtYxlfBaFMQY/99uP408evIHHL41QKoM4Evi+b7wb26sJXnnPHp64NIbWBvyYi8QyXpjxqnvW8PizQ/zOBy7j2l4OwalyyS/+30/iW77i3K1u3jKW8VkfH/rQh/Dt3/7tc7/7/u//fgAEbEVR5P8bwFwfrq//+q/Hl37pl2IwGAAA7rnnHjz++OP4hV/4hZsGuxgX4LJ6yHRKwaBhAB1whiDgKOfaWB8dScgxzqd9P+qqRAf8ADZpCY5Obk1jH/VwwsNFD8scJAnS2iC7CYNqDYAf8bTMDzluPVz7AylQKA0uDQLBUByRuPix0QBnGpxz6EbDkzmm10dY5ywMwYAklMhL7SVH8/qBhpdNfX7cY7rt3Dzw2B2vvoslJ4YffUzsOjtJnuu5uYgEh5BkBl43vXZYFwclZEqbqTbdbHAAcUTzLi00QsGRZgUA7vutue9QcOu5A2j+3ICkgJMhtjs1bk+ufqzDcNvD5rzbR2n3G4ZsphrgzUYccKTFtKn33GPjeNea6/dxVjN1B7Wdw0qJOX2Y1mRXxxpnTSAJ5wLgOPIaDhuVCwsD8JpUWjJMFQM5ak2KZFW9btH6dFg/MUb7mCdlPG7/3kxIRkwiF83+ACrZpZtG9fmwqH2WIHnk+twMJxWujyHsvgxjiCM+t/jKcw3W+NudgwYxnQ5bY+eFFBxgeu44uWIdgjOYOZUi62ORBOKmpIzHDeUAtiPWzUXPA4siDsjaYGzZXWyB3UAzlmDXMpbxWRS/+t6LeM9HruKes108+OQBOKOy6A8+sY/t1QR/40tvQ17qJavrcyS+4YvP4skrYzxycYgkEhhOSvz+h67g9hNtfMH9G7e6ectYxmd1vPrVr8ZDDz0097vLly/jX/2rf4WrV6/i9OnTACpp48bG7LXJGPNAl4vz58/jfe973803jM9PppTSU58LwQBdbeuqJx1FbHKVmLJi+kG7WVlONR7EjZluV2Qr/B3msVVvy7xEsVkVyoCkQM3zZ/a1u6syGdskYFG4vnDH4JxB2XYe5lfi2qeNM/aePe95Udo2G04smjCaTVRTW83rZmJRdUZtyOy825bI8qrc+3F/fzPBGQMDVd1kbLr/slJ7Y3oyTZ5N3oRlCNxsK3KlfTnCmfkAmiuO3XGcfm2CxfW5med6yhwcwMLrkMF6Ht0E+NEMqphYzVOqcsmQNeYIW3A1O+mR8086zJPKGHgZ41Hh1gDBGMBYw4hdN9q24HiHfFeP2BpZL9pWG6C04GNQu56PE8ahFXYMS1Wd/7y1o7DX76K10+Fki9oqOYcQDHmpYYxBXlZ9tWj94FZvPM9/TRtAz1kHgeP3r+AEyB7HQ6s59xf1hzsXKThgGDErG/PksPY199dcn6aYfY0xdFEqA6OrdcdXNFxwns1jHof4Wz+HYsE4HBbuepS2Mmr9eHEgMcnLmfuri/q16ubpscb7Jtb6o+bQvD5a1N56cMY9G4wBkMfsuWXGu4xlfJbEuz94Gb/+vmfwsjsHePDJAwB0Q7vzVA9PXhnj2m4GxtjCCifL+OwLwRne+lcuoN8OEEqGbkJj/7Z3PY4rO+ktbt0ylvG5G1tbWzh58iQ+8IEP+M8+8IEP4OTJk1M+Xi5+9Ed/FN/5nd859dmDDz6I8+fPf9ra1Hz4zAoNjeoBtNQaglEl38PCgUvNJOgw0+um0SyzL2qav4kaEuzmHhkWm/0aLK6q53yoXMJ71BvmZhXBPFdQynigZpE5tou8JDN+Mtw+XgJRN/P+dBVQnqoQ1thnqTXGkxKZ9UUhs+jqvKTgiEJx5LkCs0UJ6uESN8FnDa+b29TDJcXOvP5mgmGxOftRFRCjBZXaCjX9IrEOwrp+ZsAMo6UZBlaSu+D7ZiU7YLp/A0GV/bSxvlSGwNLnUlGyUPpQZka9yuBRwQCv41JzjOY/1UgCiTgQ/hk3zaq524z6tZ5/CoUA5kVaqMXG/8f4/byfGvt/xykc4H6v9OJqfEe98G5er/POhxhEnxrQvQgUKZX26/9h86RZEGQGQGm0r77Wzlu3XJXOqf0dUdWw+U3938dZG124tezQbRrjoswsyD/JqxcTC+fSETGvHcqYuZ/fzDkGz3G9dpHayr9+jh9zT0uwaxnL+CyJG/s5Xny+j48/vu8/++pXncBf/7Kz+POHb+Dhiwe3sHXLuFXRbQX4u2+6gP1xiVZMZF5tDP7drz6M4ggGwjKWsYy/vPjmb/5m/PAP/zD++I//GH/8x3+MH/mRH5mSPd64cQOj0QgA8KVf+qV4//vfj5/8yZ/Ek08+iZ//+Z/Hr/zKr+C7vuu7PqU2HFXNqB3LqcdJDbPQa2ZeRBYYk4Ifeiz3wFzJPBiMmU5OGABxjAfregJ23AS/CTiVDYbOonDfaZipxGoRE4ax514D2e1fSoY4pKR+YeVL3FwSAkz7yQjOEAiOvNT+uE2GRak0TI1RdRjQ2GTsNGU9gDUNb9yTFs0ZzsgDTil97GqJ9TAAGGdzk8EwoCqBUvC5Sf68anou1CHj3oxjFhKbiXlgmdIaoeRIAnlkZUCgAi/qqfKi+dK83uuncpzKpi68TPXTEPPmWVqUvrqiO55s2HUk4aygqb5Fsw9cPx0FgDbjKAbMvPngwv203hat9ZH+g/XfH7Z/oGKKLoomwDTvfI4zz5qxiEk2Lw7rQXd9mgUAzFEhOF8wdw0CyX3/lYdUPTzOnCiUPvTFRH19azKrm98Di6tcLozneMHVx7Z+nvPGfN5n8SGkivrLjZsNBzreLMa6BLuWsYwXeLiH9Dd/0Wk8fXWMrKA3cW994wX81dedwan1Fv73t7wEn3/f+i1u6TJuVZzb7uBbv+IcLu9kVB3GABevTvAffuuxW920ZSzjczbe8pa34A1veAO+93u/F9/3fd+HN73pTVPsrW/8xm/ET/3UTwEAXvKSl+BHf/RH8Y53vANf93Vfh7e97W34kR/5EbzsZS/7lNpQB3mab/tDC3ZMx809oDqGQKn0oQwmpQ1JnNy/5zzNGmChnK6+zaJwD+CHnUHzzflR+3TfxcHxXEHMnDfxyTF/64IzoCgpqa8n/fX9GDy3ZNSF5Hwq6QNmE2AAmBTKJ40Gi5kejhUIAGCz0lOA5kihNJKw5mW0gFbkjsMPoR3NAwLrUKPgDHEo/Rx1SbM2FXBZP/9FQF495p09KWTNzPeHEfpCyW/abiIvNSZFdX3EgVgoC3QgUJ3pf9z5YkzVFwb03+34ZufwbF/ejOrAVdJjzDIMAzG375vnVGe9kLSTI4kqMVRze7fPefNaCuaTaDdnGY5O4nlDzk3nMfubKUls4/ujAJ7jMMA+XcDjcaM+nxe1v36ei4B8gO4Pbt2ZN2+PGgNXRXL2c3qZ0wRJp9pYa0MzAjHL+pw3FHX2nd8Os0D2YffMReuD4LwGZs9Gve+TxhoxLzRu/sXJonbXx2reNkeNWxJV68zNgGVLz65lLOMFHE9fHePH3/Ew3vK15/FTv/FJ7BwUCCTH//pt96EoNX7/Q1fwupdsoJMEt7qpy7jF8QX3b+DxSyO8+4NX0EkkhpMS73/wBk5vPIOvefXJW928ZSzjcy6EEPiBH/gB/MAP/MDc73/v935v6t+vf/3r8frXv/7TcuxQTgNZjBHYUPflEJxNMW0E54AxU3b186qb1X2yjgKnXOg5Ep3YJrDPRX5V34dj/ihtIMX8N/qCMWhQEsTm+MQcdQzGbLJujq4ACdC2pSJfpnzO9of5vuSFAeOzjAYHdMhj+g85pty8/ii1BmfExgs5X8ieEpwfX45mT+qwPDwQHJOa9MzNxeZ89WH9Z+q7dHOYM7a44iJm55VLxByTqdkvR0m2Fnl2cbApuU0o+JGV7Ioae+w4HkDNiBq+UY5Z6c7ZgQrP9dqq94U2BuO0PJanjzsXY8enycI8bLzq4UEBQ3NDNczh3XEOAxS11YoWpS34MAcA0Q2QMgo4jAYypVEqAy6tB5+utgulmALV6m2SYr4p/EI/KMYQCk4VYe0xskIdj713M9fmc4jIXpN+njIgFGLh+le/nha13xhD+5HVPWTems1AfbPomvRVgBtzctH6P/1bDRi6PkLJyY+NVftsHnFm/TnG+rtojh93/gOLWZVRwFGUeu41EQViqpDCcUz4jTEolLmp+XTY/DxsPTtK0s9Q3d+UNjhuZrtkdi1jGS/Q2DnI8W/e/hAKZfC2dz2OyzspQsnwL9/6AE6sJfiDD1/Fb77vmZuSnCzjszv+2peexfmTbeSFwte/9hQYA37lPU/jys7kVjdtGctYxmcwmsCBe8CeluKZKSbMvAfdeW+X5yXQTa+tZoSy6dlFiXnzgf447I86G0hPnc+0TCRoyNQc64pMl+d7RM17mZwWClmuUCrjH/IDwZEEi/2sskJBaWIQLWKxNSMQ3B/fGDKgnrfdYYlWvfkGVcLEGJuWTRkrK6zJBJ3JuQti1PBjM3LmJTIOdHHSRt7oYMFpBs4DugLBISX3zCz3t9tHWqipxPEoaVe13eHfR1JY/zI2xeQolJ71+8EsA+Qoz676b4HZPmnOKc5mvc6a12DTs2uRhUFTmiUaPm316CXBlGfXccyrZW37eQCPMYf7u81sDzoXxoj1EQcCkRQL9zE1/41BaCsSLmL61IOuPzbXUDyr9eckLxfK9byEa66slU397cz8OScwLS+P9l2r++oprY9cd+tRn0PN/mteO8wWQKj3mVkA3AM3xwfmIMac+03zHiAYQxJJ6GNIGJtzsr6v5m8DwRE31mylgUByhIE4lg+b82F0Mc9fb1EEgs+V2dbjONeGq1SYhMKPm/PKSgt1KGDlzl0KjlY0bf+utH5OktF6zFurbibGWUlFcm5SVrwEu5axjBdgpLnCv/3lTyDNNe69rYenr04QCIZ/8Xce8Cyub379bfjHf/NexOHSkH4ZFFJwfM8b70QSSbznY1fxbV95DnEo8O9/7dGlf9cylvE5FoGogIp5z47HeYubFeqYyels0ixr8jGXH9S9nAxmPbs4X5x8u6iDPU2QpA7utGLpT7yZFM3L2w3gfQ/nfad0legUSmMyp6T7c/XsYnCJFHl2tWOJdlzd26NaCfYo4FMyMfffhxUXEJxNvY3nmCMTaZjpl0pD2wpaN3NODFVSVZc2OnlXfV8cji1TS8QZQ68VWBNrMheXvAICF7EK6mcuOM19wWdlR6HkHuSZl1Rl3jh7lukxj20hRTUefn6zxYlw07+uCRIWjYRdW0lXIPiR10ZTglVPXqNAzDBl9CEG4Q4MvZmom/gvkoUSu3L28/pYCcb82JAvEsMkK20yb6pKqXL6+TdugAnamKlrsimdc+xAx8gqSnOo95jbz1HAWbOfGav5/zlvPjuhS2VQ2iqMR4UzdK88pxYwxjCn2Edt0/qYB9Ybq3mcuQy1Re1yxz0CpHBrfHqYL54xtO6wWYAZwNxruhlSEJOvHoXSyEqNQHIPMCtNAGNZ8y6sjjN/La/PoXmVf+tR/47mV9Mfj3nfS9cewFYAPqQvlda+kqVr6zyQvSlzdmNaKu1Bs3p8KtJ4gDwCHVj8XDy7/H5u0rRrCXYtYxkvsNDa4Cd+/VE8fWWMVsTx3o9eQyAY/ul3vhjdVoh3f/AyDsYFOGNY6Ya3urnLeJ7FoBPirX/lDlzbzfH2338K3/C603jqyhj/5Cc/jD/48JVb3bxlLGMZn4FglqHgmAJxKKf8MABXKYs1fzi7r2McLyvVFCuqHUkIwaZALVHziZonTzEAJln5nKU5cSAQWsmhtBLNZtuPYiktetaPGn5gi1gJsOyxOmOmfkxhE+8kEN4HSPBp/ybOKJmZpMoDJrkiCRgBQSHiWpXEKYbRnBxBcD4D7knJwcCm2AzzmDtpoUgGVttOimlAsgnq1BkuDpQwhvbvZFEkUyK/GIBAS3cIA2CcKZ/MhZJkLU3GTdRgY9Tb7+ZXWEtsXZQlse0Ym1cldPrfizye/PagfTTncyDms/IA6r8kkn7MD7u+6sd3DCWAzr15PTM2275uq9omnwPONoFGF5GcBkCiBd4/8xJyZ44uJSdGlq2gOO0xNvs7rbUfKwPqQwck1vt3qlJqg2k0VakOVIwgCYU/XB1soLXJ0Nx0vnQ1MDaUzK9p9euzFUk/V905NcHnmbE3jcqoqMa2UHqmO9zxFgEGxhiSmM+5ZunaYjP7XLSufgqYxNQx25GEm4HzdskA9NshVSI9AsxICwUHaTWvQRrX2XW8CYrVcUDPODQGaa4gOEM3Cfz6Uceb3XqtbHGOphfZTBXiQ87DrXUumvcLYwzK0szcXyRnM2Dl1EsCxpEWtB7U+6M5X+rXnNtmHvPqU2V0AY6pWP27+SKrCdbPA0br98rDPN2asQS7lrGMF1hoY5BEArdtt3HjoABnwPd/873YXIlxbS/Df3n3U/jvH756q5u5jOdxXDjdw5e+bAujVGHnoMDWaowbBzne9q7H8avvffqm35osYxnLeOEEBxA0Hnq1NsgLPfOgW7dT54whaBj3SjHr47EIMGqa03I27aGiNDF13PrjkuCbjfqDeRwIzyBT2kByeuAulMYkL31iLDgBO1FAFe3mAQ2CMaT5rEyn7tkVBgKhINPrKBCz7An7t5QcoaBjlrUEWzsDewYoRawTZYEcv42yAJXdXtgkQnIODWCYUkJf1BJ01y91ppuw0kVttGfTOLNvapNBOwnQby9+aSYYg5S8kahPz5GjfFgE537MpgA6U3khhbIC5ByTiY45W8Gx2i/DIlhUWv+qNC9tcQSS/US1cymVnkk+2/FiOVO9/e74gnN/Du68GIC8nM+MCQSHEMRSmvf9vCM3Tfwd025S88uTgiOssZzcfvZG1TbzRikKFrHbNPKiAhfzQoFz8pcKppJ/kntKy7Zx23PGEIV2TN1Y1MC2uRJHVHNJW2C0bMjGmv1Qj2TOWqJsBVBumWIzoNS8XdtN8nKa5ejaSBJN12bjgUBpZWqzJSrgZWcuAsERSY5OItFvB/4zV2SjVBqC05guBiJmx62+bhg9LadsRfMBy0WPg27eTQHMchq4r59ffV/1XTJULz12RzkMpu8hiyr7NUFq15ZAMuROel1rQxIKL81rXtcOgHUvWoqSWFZxKC2LsNr/PImwC7rObrIKbu2/40BOAT7uvx2Dli4XhnFWzvhtuf0kkUQcVvdlY9vMGUNYe4kCwLOPGSNPuFBOX6f1mF/wYzbq11B97ahf080XPe4FSP1ZosnyBYDSvvRgjCEv9aFr8VSbjrXVMpaxjOdFZIXCJ58dYXslxuOXRmAA/sdvuBvnttsAgPV+hP/12+7D17zqxK1t6DKe9/E3vuwsXnv/On79fc/gzV94CrefaENwhnf+0TN427sePzJBWcYylvHCDIPKN6j+YK20xry8yT2Qzksq3QN4PerJgHsUdQ+lLrHh3CaXnNrgJHmeGcUYJpY1VI/YMkCOOr/qnCpJU6E0RnMM85n9kTIGw0mJXGmYORK1JBYzYJ8DkNKc/MWKUiO3lScFZwtlO1mhoDHr2VU/HiXNFRPCeXYxDs8QAwBhmVSF0pYJoH1hgKZMZqpvvBSJGDKRFAhq86HUBsNJgeGkIH+sOZXGgoDNTYLqSYtjSdWj1wo88yoQBJgB08TBMBDg1hdroWeX4L4iYyA42kmVLI6zcgpsFDU2SyuW0wwbM8skmJdIFaWBlMQmigPhz8NFPQF3c68uQ3KMNfffzSiVhqqBKKHkU+yPJsuP2Ip8yjvMYNaTy3l2NcHsJlDdPGel5kvhXF+5vndAVK6mgVkw6y/HqkSd2fPKc9out8b0vg21OXiYVMv5EAWC2HmtSKJlfbtcm+oRRdPAkPu+sNerMQbMVXmc83sXcQ3QmfeYNMkqz66sIM87Vz0wK9QsW9aGsyDhjCRnQSAgBUdeVOuX889jsDJHNj3neMOza8aDzZ4+A60j9bWnXtGyDqAyPvsCQ3LuJdH1Lqh7dtVXG4bDCzw0uVAcFcNokU+Z1rOeXTT3q71VVVVpPasfKwkEZM0rMo4kYikQSmIYA0ChFIRgCCTNs+YZePat7WeS0Vbfh5Ifeb9yEQhOY2KvSQYgFDTGbu12ktLDns4nWQkw599mmWn2fjTJyqkCIP7s7b3A+U5KwdFLAj8GhZWMTwPZ1B9NsN3ds4Rln0UNkL0VSYQB98DavKizeOuhjJlmhx3zxfwS7FrGMl4g8aFHdvAPf+zP8cP/6S/wjvdeBGfAP/imu3HfuT52hzk+9OgOAODEWjL3jccyllEPxhi+8UvOohUL/MSvP4a/+kWnwTnAOfCej1zFf/itx251E5exjGX8JYR7PIwCMVVi3VUTdEEGt5ip6lSPQh3v7WocTcvq3ANxqZyka/4+6rKLdix9MpqEYgo4AKrE+KiqX8waHLesf49B9dDsPIqaD9EMgNZUvbAepAwkMKfO4HFsrWaCVy8LPy9cIswYIzmg3dbY8/Km0JaF1orFDONOiirJcQlS81zc3w5sEpwhLRQmRYlSaYQBAQjaelNxRsefAv9CgVYc2Gplh8+BQHDvQdSKJEJJjCcpqHJYaRMpY1ADCpSXmjXb34okeXZZw2XBOaKQoxMHU1SUuiE4d4gLCAwKJAFHogZ6uSEMBPXtjDG3bZcxBmmhfP/U+7UZeUGeYg4wIGN9NjMuoUuma2CYFBztmFiCSShQ6optxkAA09iywETNg28Ro80l0g6grM9FZ7zf3L6efJPPGXmrhYHwhRzqrKn6LowGkkhUHkiGxhysquJKQFP12zpI045JXs1AwJ5gdE1IQYBEUAMmxlk54zOUWGaO4AzDcennYD0EZx7IlbXrRlsDe8bgj+E7wv7tPm0CGpzPT6+lqCSX9b5nAEaWkem+V3YNqYM3LsJAQAgGo80UGOTWL7fv5jrmpL6hnGOGzqq1olnkYobNpPUMy7UJEEZSTK1fWaHngpdSNOecQVrqKbZcPYiBKwh05mzuedQjlBy8BjHGgUASCAKjSwN3+DQroYy2fl7TczMQbOZeIjiDENV6TY01U+uPMUArXgx21b38mp5dcST9mLjr2oFe7lqs90n9tKW9RusvrefdC72nlx33uufkMJ0ttNCUTTNMzxXBud8Xgf3Gj6MD7p1U3dRRfEyD3Ma+fFi0ptKLJCA+JotuCXYtYxkvgHjy8gj/7h0P+0VCcIbv/+YX4UW39QEAv/G+Z/CTv/4oDsbFrW3oMl5Q0YoETq0nKJXBz/72E/jKV25Da+DcdhtfeP/6rW7eMpaxjL+EkFa+lhfKAwpxSAlpPTdyjIKjyqgf9nLFSdRG6bQsSwqGOBRoRZS0lRY0CwT3Vcjcdi6SSCLLbZttwlNv72GGt5JX1aUcu4TzaVZSFFh2U8MfC6j8wppUjlJrGEOsDCm4Z3NJC2g0mR9Ka6ogyJhPv+pJS1BjGjR9Z1xCzRklJZwxDCclipKMlcmLjGNrJcFKJ5wFuWrnIjhHHElilulZWY+ugU6SV8yqJlA3SQkcq4MIbM44kOcWja9SBtf2M2sIrbzhdGFlg0kk0UmkZ5pUQEg9cVZUJU1yhNZsOss1xmnpE7YklD5T5g0D/qLUgDEk52UVyFEZUxsIO54uIawzGBwAN7Ln79rVTOaZ7Y/SGl276cBrc9xFqQ1akSS2mKQEN8sVtDYolZkCU93x6ufkCgY4RkXTswu1vhSCW2ZLzUy7VGhiNHVJmQGBuC6BnuSl318SE4DgpHX1sUozhaIGmDuWSBQ6gImuu0gK7++mDcn/VE2+xcAQhgJJLKmgQqmr9s7B4xmmgbZSV8wo931s+9lY/6W0UH6Ou7E3pmIZ1dfIblz5otUBDcdccSHs+XFGbfYs19pcEZwjy9VUcp+WClpVzFRi+lTeUsD8aw1YzHhxtn3aWEbolMwMFcNyqh/nH+MwuwvBmF+nA3sdSVHtqblHd20lgfT7Fny2oq3kJDPOLOvXaDPlw+aivnaWitizvHaNl5aFCJB3l2Mp+XWOcySRsOs492un4BVTS2kDracN/ONIzhTxOBjPts+FqyjpPBanqkVKmmvpHGZbsxCFarC96nOL7nn0301vvWCObDFoAF/1z5oRh1XlUwZiDtb3VfeNc/dnBiqyVl+7QkmVfaclnHSPd3OeobomS6XRb4foWonvUbEEu5axjOd5XNlJ8X/+3Mf8Q3MUcPwv33of7jjZ9dt805ecxf/81+5Bt3W8C38ZywDohvgtrz8HxoDLOymevZ7i67/wFB6/NMITl8cAgHd/8DKu7Wa3uKXLWMYyPl0Rh9PyEyozTg/w7VYjQa49Qc9LeULBZ5LwOngThXwGhHI+T2luExZD7DFljAWPLFhhPbDqwVCrVtdokHvT3PR76bUCBAGH0ZQEORZUINlUchMIbiv7MZ98uYQLsNLLWjVI588SB4L8QyxDJAkJwONgCyt2Scm91LEu0avnj8aYKSmQ20prWGZLZZBtjCFfJAbEEUMSS59MuOO3auAHA9CNpWeuKMuyCi3byTEMokCgnUh0koCYRGZWOhQGs3OgHnXZnsGsaXgkyacqFBxxIDHJSuQ5jYPbbxIIkpnZfTnGBRecZKcgaaSQNWkiswyWQCBpSNhc5TVXvS+JKwNnl7zmhYZSGoGkMewkEu2EQJ28MNNFBmzS6HxmokD45C2JqmTNyZ7yQqNo9Jm258ftnGCc2Giu8hxrgCRuXJ1MyLHl3DdlqaeACgdsOEBuYsFuF80RdL+sj+0iEOXGQQ7GiW3ovPH8b1k1T530lK5BZv2CaE6USnup4byj5EphkpUYTQoCO5SGUobWM1YxFf2ciSQOxsUMY6seWaH99dcEKusgBmd0/XQS6T8bZ9qPd9kYS4aK7aa0BphBJ5EeYPaf2zBwbK1pz7M4cr6FVEm1Z5N712aGxZ5W86K+79GknAI7OYOXk9f7IgrnM0P7ndADEgzW78/uT1kwXlhGlNLGG7q78wUsszQgU3cpOHKlPJOJAWgncgpIbL54adptMFAxAddiwSomXTuRkHK+Hx5jBLQ5lpgyGpNMWZbsNFCT2b53fVmoGhPYTDNRzZw2N8NVz6QXQNKzDGPLoqxXVATg1/lFMnmG6kUVMFvMoD4H6j55SSBpnbX94VhbDmRqVjYlFhebeiGklJkZExfaAphScsT2RUXHVjfOS7oO3TURB8Kb67v9ccsG5ZbdeTN1apZg1zKW8TyO63sp/tnPfATuWXi1G+Jf/J2X4sxmCwDwsU/uIsvpDee57c4tbOkyXqhxcr2FL35gE4wBf/bwDgDgJecH+K+//xR+4XcfxzveexH/589/HM9cm9zili5jGcv4dARDxQiJJPeJvtYG43T6LXQUViyNeRXX6MF4WpJVT6ALm7TXAa8onDVudw+0obQMEevZNZpUUgrOyGupnqDV2TbS+hnVk3NKfgySkCMtS88IoPOtlak3BqO09EnZXNkSyLvFIVKl0lCaEobcAnfaGGSFnnrgbz76ays90saBNnUmgGUIhBylMr5CVWDPSzDYRIeaIQQBa1EgoC0AdGO/wCQtfZJUgZrMm9C3YqpARwwnSi4CTl5U0nrUKNvOvVFOcqEaWLbRjwEQQ2ijH9lEhpIvo6dljZxRX/Y6ITG3AvJV6rdDJJEkBhXjdk4a7//kZEqMwZsxE4BYsWxgq3gyAL2OxKAd+uGaZCWYBSgBy2Jg04BpPemuh6x97zyhCqUxmiiAMWyvRWgnEuvdCINOSOeNyqBca0N+V7qaCwZUDbmTSHsusxFIjt2D3CaOVH2wzjZz4+gitnK2UFYeSkprL9OcPieGXhJ4sLsZTh7mwoCuqfr89bKrxkJAhSCIuVTWfLvq0lG37oR2zUkzGlNt6NrmnKEszdT5cVI8UqJda4irwsk5Q5pry+KSiEKBlk2gjZXfglXjSMyzamylZZU6cKZVk8S5azG0LDmtjW+zGw9j4H3l3JwaZ8S2FLXzEJwYjc4LMGiAWrCm6HXJVywFsqKqmKsUsDcqfF82w7FdA8HRjioJoQdF61JTwMtRAQIDpW2TtICEP09lpoAOA2JNOlBK2LVhcyUCF5VMWzckfbTeTrdcG4M44BasZ37t5QBaiZXuzZFx9pKAmJ0NibPb0l3zdXA2zRTKsgLcWjXPrrzUgLXxAKjqrpTEfhaWARwFAsrUAM4aYCYYVW/sdwJPTEhC4b0Qm0ws/ztbCVcpjSQi2wAnFxecoZ3QnOYghp0UVeVZg2oNqYOT7retiPwLnfxdaQOlKkZbPaTkMNZDslQanBETOrHgW1ooZKWaYT2PU2KDJhbcV8YgDLifX3WAnxiSzLNdGRrS/1q7Oq3AF1yZB7BrUJ+NJotZc/VYgl3LWMbzNHaHOf7lL/yFr/hy5+ku/vl3v8Q/KO0Oc/zYrzyMX/3Di7eymcv4LIiv/6LT6LYCtGOBX3nPRXz+feuIQ4H3ffw63vpX7gDnwL/+xQfx7PUl4LWMZbzQY2gTtiggICsOBHrtAOv9CHXL2CQS6LSkr9xYfwvsQhuDdiJnZHAucis1IfYY3bvqD7i9VoBWTIwJBypMCjXlOeQBicYDMuf0wF35XFnfk1pbXLWpet7lEiHHGDCoZCDuId0lmO5YZAxO3KSpyoOOtcSYl+MpB3Aw+OTWRRQIaEPJQSsS/pwIsGFTif5anwAV13BiENhkhnG0E4F+O7AVFKnvXAIfRwJxSGb+DiyhpI2SklIZC6RwAs4ATIqSxtgQw6MuaWKozkVyhs1BhCSifWWltlU5K+CuDuAprW2y6BId+nx/lEMrg0muPNvLjQHjDMoy9eqTThlDXmWRJNaFZRZwxmD0Yt8sx+ZzXjCBTV5dcr/Wi/y2bQuWSEFsGm1oHhSWLTHJS+weFCitxCzLlWfGVedM37nqhL0kwGqXqlpyTqzCpll8HIgpRoZS1J/Ob8yNo5uTcUiSKScJaoUScTTfs4szhlV7jlPV0urML8FmvJmUJnYbYwTQdFsBEpsE1yto9tsBOi1iE9YTewYCbgVnU9fx5iD2LA5lpcB1Jlm1D5u0W0Bv0A6w2ouw1osgrccb59V1q2seQaU26LVDX2FUG5oHdSBWWmam8y/sdwICzCJJrBYvYyRPu0JV4xxKBilJjiw5IxDfVmYFiDU2Zd5tP5ecY6UbIq5VPxSC+f5wDFFR8yMDaM7U16P1Pl2DsQcT6qwaAh6o/+n7rl2nGYAkllU1TFTrmJQMUcgavnfGX5/ufCZ5iXFaYpKVyAptX5Qoz96E+7txQdbPp/5VKyIG13o/xiQrybOrNDgYl+gmropi9YswJHZgHIopEL5ZcTOsgzO8xvQMJPlJlQSIUtVU7a8/wYkZqQ2Q5vRSgwEIrPee8/urSyPd/FN1EIwTi1mbOcUCGPVzIAi0m2TKM/Ziy7DijKEV0Y2u6denNd2LBJ+umMpAc6XXCiBFdd0xNush6QpbKOUqIdPn2lCRk0leYpEHZqGo+AaDfaFgKvBOWgYnXTeuzcz7fxIDefoe4yq2Ss6hSj1VCASYXtPqFTKPE0uwaxnLeB7G/qjAD/7Hj2J3SG9xXnv/Ov7RX79n6iFi0Anxfd94N77u80/dqmYu47MkWpHE3/iy2zBKFQadAG/77U/i777pAgDg7b//FP6Hr78TYAR4Xb6xBLyWsYwXckjLRHBSICkY0pwqovEa2LK9FgOG2CnOALediOkEzD4se5BizvEcQ6jyNqK3961YotuSCATDqY3E77fu2dV8oE0L5SVDrUhaJo3xQNm8h2DnndWKJCi/IKCnVNMsEoCSIffWGaixoqyUJW+wDNx29T5pR9L/m5KyuvGuoYSbV+cWBQK9RKIVkU8MtUNgvRcSY2aKyUaJdZqXGI4VhpPCtzuJJJJI4M7TPZxeb3l5oWuj0sQs8fmOQwDnGAE7BpRgJK3JS43AgkxJLHDjIEeak9QHZvqtfBTwKRYJQKDncEIs9EluPZzsQYypgWT2TysU3ozfza3IVh3MC41JrmyVP4bNFWKWjTOF/dqbflfdDqB56hh9xrIPuB1TZ/LvwiV4nFOiJQWBD61k1gMrKwgQSULhmVhJIHylsVZM/k2lNkhzB+7QmDTVPlmpEYcCjDMCfyWxgXJNcr16oYgkEGgnVZEGY4BhWiIvrFm/5Diz2fLzO5Icg244k/VFQcV0WlRkIAoEpKv2aRtdlNrLs0ptPMPqxFqCQTuYMiZPawAeYw7oY+i1Q1utjUAdN885Y9DasS+ra/TEeoKiNOjE0l87PTsm2lCbskJBqWrOS8H8NaWsb1pe6EpiGtL15Xzv9scFyasS6fuFc+alfMYyX0LB0bXMo1JrC3oY5IUiIFByf/woIFA6iaT3MLq6m06NvzZVhdqBlQeWpfZrtRsf1xervZDmluQIauwm5YE+bb2aKnBvaFm7xPypJKUujAHK0qAojW/bvCnBGPNei1EgEAdWVlfzVnK/46Brg3ypuH9Z7+4Zrguc/16/LX0BEykZ2olArx3OeMlpbaXIhSYvRdBcdgPvjuMAEzcGgpBxKKM9w0lbcL+05x2HxE4bdKnSKmeWTWvBNW77tRVLGG0ImDLEaB5nZa3vGPJC2eqcbMZw3VXiNag8DR2YGUgCnksLIjZl4mEgENt7ixTwkj8X7UjixkHmPTlprlT37uoli3tRRC8AtDbotQLEsvJLDBu+aUDFjBX2vhtIjigi6SHJpwms16Z68cGJnoauXdtCKTDOSkjB0UkChDXPLmUMtGW79doB+q0Q672okmJKhvMnOzh/4niKpiXYtYxlPM+iKDV+6jcewb41NXzTa0/hO776vL9hZYXC488OAQB3n+n5G/kylvGpxCvuWsH9t/cxyajS1H9591P4jq+6HU9cHuNf/+KDeOvX3QHGgKeXcsZlLOMFHUHN12i1G6FU5E9UKoN27S35/ohkfYxVsp9JNl1RS1tfKVfRjtc8XJzMpVkBzXlCjdPSA1eDdoBuItFrSf9g6hJOz35wciH7oG4MJUktCy4pbcjYWgrrmSQsg0oissBPHJDxeRxyz+yKA0EJOufInRE4q/oKIFlLN6mqwrmKgkkkve9I3fDbAX+tSPpEzfmscM6gtAXWLGtn0A1xZquNjUGEJJTYGERkTpxPJzpOtkMsEsfYouRrayXCRj9Evx3AANgb5shVJaNjmK0oFoXCt8n1WRhwDCfE5HDsLc4JpBl0A88UcdHvBFNASakM+q1poAkgZphLfqRgaMfCg0Nta0jvmBLkgWYTWBDgkhXEtHC+bk42qjU8QABTMW/q4JDGdGLn/MBSJ2udmqLkk5NbPyfGLKDDCEBz5yNlBaxywSw7xHgGZDcJoI3BJFV+TrjISzPl2QRU/SI5Q55Xnl1GV4kiQADKpFDYGxaQkqNr/dSAOuuRWWCG/j0pFK7vZbDFE0mqahNVadltTVaX63cN4+dNXlbgQsW4M9gbFWAMWOmE6LQkOq0ADNTHoSD2U7dFjDBu/XY8UBwIL+GTkkFj2mzbxe4wxygrsT8uqmJMjIAPMJqfnHPPXuGc4fpeBq0twIxKnqo0IAUwyekFnzNRh6E5329Xc5qjBmbbz1xbXX/W2Ux+XYorlleaK8QBgdnGAhyuGikACEaMQsGIQaa1QTuW6HcCP2+TSKDfIXZgXmhc3yMwQzA6ryQQiCNi9zG7ALnrya2X7njjlGTUjlHrTNiNMWjHAlFNerbaDT3w5669UAovI3Wefr2W9PmIsSwfITldG4JVXnS1/hKsKhJyMClx6XrqizNoO55bKzHiGmOOM2bXxbr83fnj0fHHlr3sZHNujcss+NT0lUpzhSgkADkvNbiwklrO0EkCPzcs0mUr0JKfGb2AsYC0lT86BpyT1bs5OW9e+5dAxnjbAGXZjfVr2AFBobvXaaDfDvzcNPY827FEUfPOMgA6icD2WuyBSCno3lWUlRwyCjjCwFb3DchDkfrVMhdrLzAImAywvRIhDDhuP9GGKumlk4YhBrIxXlIsLEMSppqTcSSwvZIAFqjOC21ZnsaDtEnEMZyUdK3BVgbm9Nyxs5/P+D8uiiXYtYxlPI/i6m6K/+NnP4qPP3EAAPj6LzyFr20wt975h8/gX/3nv8DuML8VTVzGZ2k4s3qA/FievjrGnz28gy972SbSXONjT+zjf3/LS/CKu1YBzFbvWsYylvHCiLrUx0npAAIHRjXPLveQ3U7E1G/rbCj3AFs3Ole1hNu9Sa+AhmZb7N+m2l5Z6dZwUloAjXsGjrTMqygkoGilG3hT5dh6pDgmmXujfGCT47RQ3kx3rRd6eZKwXjHuQVtp443xIwtI9VrStnE6Ycktk0Qbg7TU0KpK1DlnVgJn/804VdqzwJuyPjXGMmP2hgV2DgpvtH8wIYkQUFWm8qb3NpGNQ0pMhWXnTTKFx545wO4wn5tYcZswBfa8JlnpqzwzVIkIt0DTmc12xYxRxDLYGMQIA+7nwW3bbWqHJJ8gpQ3GeenN+71PD6P7xuYgxt1nu+gmAQbtAJGtepYVyjOHDCjZc1VCXUUyXQOzei2JQSdEvx0iCsm8u9cO/RyrV2njFmgUglkQIfQJaWnZjQ6UjAKOrdXYJ8paV35WTibbisl37OR6QgCNrmSwDsgoNQFyVREENvdv2zUe/CntvlRp/a0iMSXzc/PSRRIJrPcj9NqBBVKJXeGUAe53WaE9UNmOpZc5ceaYc5X01UXp6HWA9f+pZJWtWGLQDtBPCIBhjGHnICc5Vm491jhDrx1grR8gtKy8wl4veanRjiVWugGBVBpQJQEGrt29WsEMx87stwNsDmJfVMNtuzWIkETE5Ekikv8aEPtEaap0Ka3Pk1LaExtL669lDAG3dC6Vj9haPyK2puAIpTUMZ0CpAI2KReZAh7wgHyO3/6xQVqZYgR5JWDHHGIBSuyqBBCZqkKF9EgqUlgnIGPlOOdP1UVoSW9CCt+1WgG4s0W9LdBMCFt21kETSr5MArdOtWPj2OAlZIDniUHo5GQAcTIq5JvitWGJrJQIHXZfDCRm/O68ypUneqK32OsuJVeeuE6DyYypK7Suyuiqo3SRAYD3VCJS1IEko/IsD5wflr/mMPPVCybDSCamKqT1GVmjvrxZJgVZYeXa5fQR2HjqQfZyXHpQutUGWkW/VoBNQIRJXyMReE8Smo/WrFQus9cnTj+YeqzwiQceQwlUfpmuSQElji5DQWh9IjnYsENrfl8pAcFfQgqTpAKyxfVUQIJAVUyovDK7vZiiU8QVhskJV1Tw5gfuc0edScGIl2znqill4RpektfRgUmKlE5KE0QKaoRQQzFZ4Zk66b7zEHqBrrpNIL98tFS1wa/0Y3VaA0Eps05xA8DRTDYk3MWEPq3RZjyXYtYxlPE/iE0/t4//1Ux/GxWspAOBrXn0Cb3jNrETxa15zAm95wx0Y2Dc8y1jGpyvW+hG++ctvw+fft443f+Ep/MlfXMfWSozX3r+O33jfM/jzh3egjcGfP3wD/9t/+Ah2DpaA6zKW8UKL1Erx2rFEEk9LbuoZtZNv5bme8qkqa4yZUhtEASVkzg+JQBPLcrHMJDJFl54x41gTjjnlSog3pV304K+9DKTbkj5hGXQC7I0KjFJi52TWu6jOQkltounPSTqwR6AdS5xaT1DqisFDAABHUZBUyRdKZMAoLQkYs+evrO+VY/04eRwAywiQ0Fp7cMoZvwOUEEWS3twHkk8XBvDyPePZE5yTJCYvNTgD1vsROgn5JHEwrHRDC0pVTA4Xdc8up0ZpRaICEhk8I2mSlVAW0CDwsjLzd8m7MdRPcUgssNG4RCA5slL5eSKt2X1aKKSFqnxuLHC50Y8t0BFCcEqEHYjF7Nx0SapjK7n+Ci2bLwwEui0yXNfame0bL1es9wGrSSalYNTfNhE7td7CSjfynkCtWGK1G2K1F2K1R75IyjI33L4naekTMFUaW6SBxmm1G/mkLrSVIAGQjNBGGLApA/EoIO+hYU2GqYxBrx14YNMb0CsCcFyirzSxx5QyWOmG3het1woQSGb9qKjiap3ZFwbc+5MlFvQmIK8OimjL7iQmXq9tDbM5w8YgwsYgxuZqjAsnOwhEJcNyBQXWeqH3kiPQSfs5uNIJsNaL0I0DSF755imlPeusVqgUSShwx8kOBh0qbOAAW3vJIFd6yoDcyauU0tbom4zPHcOp36K+lZLj3HYbgWBTlRk9u8nuMQzoeGHIrRcbQ8CrOZtYzy5ljAe5vEzPAjhuTjJGnoHupYPklZl3Ow4AEMhzbS/z12CakUyOqltWa4mbA+O0RFYqjKxcOAoqs3gC7yxwZH/bbUm0rPG+AyNg5XmBrOabVsaDzfVrKg45bhwU3ktJaY2AVz5gLhwTWOmKaTUPiI9CgQ3r5eZA/vV+BM6p8mxhmVZlqacqFQ7aYcMAngBTB8xwRufi5NVtW1UVjPq9FQl0kwDtWCKOODgjU3xiR9qXCtZfTWmgKBQSC2RJQdexEAzdlmVZGRqPxDKG41Bgox+hsNUGW5H07XcVecOAIy+1X1+c/5ew9xEA3g/SSXCNqdbGduw8LyswsJtI39NS0IsXJ8d3hTMcM5ozeE86GmeGLCfQvB6FvTahgSyjc9kZ5tgfF+gkcuqF1SQn64K8VB7gdM8O2tB6fmo9QWQr7YaSIw6JKRgKqvQYCLrnu2IF7goSnO5hdQbxYbEEu5axjOdB/MGHr+CH//OD/o3WF9y/jjd/0ZmpbR6/NESpaHF5uWXXLGMZn+74gvs38OWv2MZXv/okXnK+j19891N47f0buPNUBz/9m4/hZ37rMaz2IuyPCvxf//Uh7xmzjGUs44URnYgkKGlOD9furXjTTN0xAZznCgOVb3fgCeAAnoq55Rgn2vrYtGPhqw+O0xKBZN60173JXumGHkByvjV1cM0AtiIbJRKr3RBhwMkfxbFAGCzbqEpw6AvyjYls9b8ocCa4lMiMU0UMDU0V3wLr12MMsQyIAWKm3yC7l+GcJDhaE5hCPkuMJJK1fuKcIQklWpHAvpVflZq8jLZWE5xYo8qGHSsDcoXPekmAc9ttz8STgiprMQaMUoWDSYnRuARnwMYgwm3bbWyuxAQMgmSVHJU5O+MkW3KyS85onLSZTgZOb7Rw5+kuVrvRVHLbbQeWRRRSEq5IerI7yr00BiBpD2zy5CpJlkojDgmgnOQKjzx9gFFa+hcmxqCqMGYrgWkz7R0USNqXM4Q3umIKFIr8w/Zr96O4JsnVNYZSFAqMstIzQzZXYsSh8IzEotToJIGVdXI4BZNBlVQmETHqJnk5ZbwOACsdiX4r9F4/a/0IUcBr90qae2S2T6BjZoHMTkLMpX4nRCg4buxn1iDbIMtdpT5GvlV20LQhmWaaKy9jcgCo86JqWSNzrQ2E4Oi3w4rllZAZOwFN5NlU93MKLeMrK4gNFQVEW8pLjb1hgWt7WcUQ8X1BHk0OjNKartvNldizLwfd0LJBiHkUy+p4ShPrq75bx7Si6nAl9kYF1nqhZbRYQMlVe7PjwRmNd1FqpDmBKIX1Rut3Aww6AZTSOBgXPpFf6VLfnFxL0GtJ7BzQuHViuj6znK7FMCDJpWOBFiWBEwM7do4JKq0crNcO0EkIYBtbY3c3r7hlfpHvFYGqN/ZzlLYSorRAKkncNGIrL3YAGp0n9+toURKDrrSAifN0CyxgzJirXmuBCSv7U6UmPzvLNooDMUXHFZx87Dij+UYADh0zkAL9TuABrUAQk7XbIjlmJ5HEHAxnK0UCdL9pRcIC5fTZej/CWi/E2EqBu+0AK90QW6u0Zq70ginWmfMR67Wk33m3FeDUeoIkkuR1FglMclq7AsuI5dzOLVvtwBhD7W4FiEICRoVgiCOOIBAYtEOc3WyhUMZL6KOAT9nKdFoST18d49pe5kFUgF7COI9B4wH9qmohQHPW9Wu3FVDFUesN6F7ecE73zijkGKWlB8pO2HuKqwrsQLCVbogT6wl6bZLtMkb3fKW0XxvjgMDWiolIn9eN/gUnwNfJJqUgBu49Z3sYtAk0DCX3TDRjXPXRWT/NMCAJbWhfnKx2ImhtsD8u7LMJMcW2Bgk2B5EH4pUBTm+2cPfZHo4TS7BrGcu4hWGMwS//wVN427set9VuGO481cW3f+XtU9vtDnP8q//0IH71vcvKi8v4zMQHPrGDtNAYdAL8xK8/im/7qnOIQ4EPPrKLTiLxvW++C9f2Uvybt38CaX483fwylrGMWx/dVuBBoqLUHvwAg6+YCJAkZJKX3rNHCo6VTohBJ0Boq1GtdkNi/YAAn8JKTjivjOu9f4lN1gbtAGWp6QHdJmdZXjEHXCLkPJwYCMxwLKHhpMBwUqJUBnFoEySbWPXbAZJAUKWuQCAOJGJrwu1kEA6E6iTEpOm2JHrtAK1YIM3VFLPF5SjG0JtypUle5IyvB90A/Q4xJNqRBGOMTMvt78l8V1Ql7ZUDEpg3/ReCY9AJEQXCSjsoERlOShxMyMBXWKnSSjdENxYe5GnVmDlaA/tjAo+EoApZUnL/Nn2tG2JzJfHJUiC4l3YlsbBVygQOxoWXQbokLZSUgK71Qlzbp2O4RMiBlpH1V+OM+/HkjBJU5+GTl8ZL/uosgtVeiNVuRDI8Q4noidXEy9hCKTBMyfxZGwJP01L5c6uw0Zq3TA28NXDJLCVnzMqqslLj+n6GvOb9UiiNx54dYn9UeBDAXSsMlXy0k0isdiM/b6cqzdnkWWuDvWGBtX7om5OEVYVHl9SHsmL5hAHH3jAHvAzWWKDHsrUCYqU4AIAzAsAcOM0ZQxILz8YxFsy4cZDXEmrj79v9duXDxjnDxkpE8yyRBEJan65S0W+Gk9KyROh801zhyk6Kemz0bWLaSG4HnRAbAwJRC1v9jViBGhq2AqaV0gGYAg+UNnQcVvkY7Y0KtBOBlW4Aq4QCs0wyV4ExyxUxNjmzfll0HsQypGRc2Ot5rRdhrR9htRchzUuM0tKfAufMr4+TvMRWP/DAWs8yDA0IQOh3ApxcTTybyoCuIVcB0cne3NxpR8L7GyoNX91xazW2YKnA3Wd6U9K0zZWYqrUCCAKOLNd+jgWCrldZq+CoFFXONSDgLi819UONJaYtiGwMnWNWkNeY4NQ/jmkaR8REDO137jyklYMmscBqLyQpZkQ+UEnI/XriXma4SoKdhPr+5HriGXlbKzFWexEZwdsxaFtPslJpK/lUvkIrAMSB9FUSV7sh1vsRhGC4sZ+jKJU3TVdKo9SGWKEGHth310GpCHApLVhE1xHN+VZMa+TesEAnFsgKhVByrPUjnNlo0X00JB8z553lQJ4ooArHgrOpIg5xyPGqF615k/bVboCeZTv7e4kkrzAHMCahhEHFNnV9utINUSNfE5gcSmyvxMjyitnXb4UwMMisjD2x9wL3QsoVDXDj5NZVKrrArQyToW3nhTskvXgiQNCtScY4T73pBSEvDYpSIcsV0qxilsHQWMSRwMGEqkISUOsqNzJcvDrB+Ji5xxLsWsYyblEobfAf/9sn8Zt//CwA4MxmC//8bz+Av/fmO2cWhEEnxN/66tvxlZ+3fSuauozPwZCCXmd/x1fdjv1xgf/8e0/hH3/zi8AA/NgvfwIn1hK89a/ciSevjPH/+5WHZww/l7GMZTw/wyUKALEBHCtDafqOEiV6s9uOJQorezx3gir8BYJ7o2GAoVDGS0qcLENbpkhZEm1IWKArDDhEzSdFu2NKYlQE0lbJY8z6bhGgk1iDYuentdaLrDcPJTYOFOnYZC6zCYExBgdpiVyT/M8Z3K5YVsnWaoRAENshtRX+ilIjslXaYH1RhCDsxLGUkojeZg/H5JtT2OQJqAMv9i24FIhDiVYscNt225pqk8xjmJa4tpt5v7BWJDHoBOCMYZSWGKclzmwmAKMkfq0XgouKRdRKJFb6BBIdTAqkqTNm5ljphWjFFUNgmJYehHKRFiRV4YwhCDnAGPqdAHlJsih3Lsy2eTguwQH0O8R+6SYSp9Zb1NcAbtvuWB8o5pP3xIIARUnl7Fe6Ie442UFo50FuGXRSMtSLYzIGrPdIKuRYh45B5goETOz5EHuEzPkdmDcplO+nOBRoxwLnTrRx721d3HGqi3ZCQKjkHAfjEnHoJGkMpzYTAPDJXmKNowtFktdBl/r27EYL957rI4l4TT5bSYucgf5qN5xiNXDHhDOVl1hg2UC5ZWSUzrMrFp55USrjrxdqK3ByLcHpjRYGnciPw4XTXV+J03kCBVbKZAwZyrtoRcS4YQC6MXkRDSfk5bZak166BFcbgyQU6Fr2TChnU0k610q2Vy9qIKw5NiW0nJh1AYHVpTIIJMmXDIyXs03tuwZoasu6pLVA+Mp6UjBMcoVAkixqczXGifWYCjFIYibtDnPfDyQzpOT9YFTUGHXwgFIoCYQAXGEHYHs1hpQE0EWSQ5Uao0whjkgu5w3bQcDxjf0crUhicyW2cmHuz2OcUp+XpUbXMqIcALM+iCzTkEDNflvi7GbLszYJhJHoWIneHae6kJZ16gbBsRJbkURpPbs4B1b7EUlwQb5fzsfKgUacE3jRjgPAylnbMRWUSGx1Qhf749JWkqQ5MkoJJJWcIS0IxCa5OzVr0CWmm5OlOjDDmZBnufKS2TiilytJKCwgWDHZeu0AWysxtCEAz70IoQqdNIfcfUxrY320aM5v9iOs9UNsDiI/Xtzez0Zp6UFdt2bnBXn2gZEPWDch1toX3LeOs1ttDNqBvU9x9FrE1IxshdYo5NgaxMQgtpJ5d40w+3bIGGIebq3E/nPOrTSckx8dvWxiFoAjxpT77Np+hiSgF1PkD0lz7/JuinGmMBwXxPyNKok1s+fH4Cr70trtZP9pWXl2OW9AxoC9UY5JrrDSDfH05RH2RwXW+xHW+xFiW6AhtuxVtz5X6wOxrp33nrTSWzBixZ3aaJE/nfU/nOQKZzZb/l7CGHDlxjTIviiWYNcylnELolQa//5XH8Z7P3oNAF343/oV5+wDVPVmfTQpcfHqGADwynvWpkppL2MZf5nx0gsr+Id//R7cc1sf3/zlt+Fjj+/hzx7ewVvfeAEXr03wj//9B7HaC/G3vuZ2vOi2Hhr47DKWsYxjhjEG3/Vd34Vf+qVfOnS7p556Ct/5nd+Jl770pXjDG96A97znPc/peAc2wVvvh96zBSAfjM1B5H18yKdH+gfeg2GJOBRIImJ1FYoqKrZj4d/qu8SAs6rana6ZQwPwyQcDfGIlrNdHYaVc7mnYV2bixKEYtMkMt52Q39MkUz4xBwgocG+6qTQ9lV7fHsTYXInRbUmc2+pgtRdhtRei3wkxTkt0EjLspiTO+noJhp6X5TBM8tL6cAEwzIMUSSRw9+kuTlhpDVAxrnotAg+01p6JQ30LhCH3bc2ttKq0ni4AVauKI0Gm8lb6NEoVkpCSmn47wNZKZNtKYAHjzCe3ofXIiiyQ0YrkFGvNJ8GJRBILFAWBTvXYGETeq0hpAkm0IYZXvx2i1wmQlyQHckmsMQaMWz82y3Tb6Efe1H7QJi+setn4TisEMy7hIaBgkmus9kNf+cyNSSjJOHnQCbBt+1wpgzQvbYJsgdyavOnCqS4xUgKBl9+1hq4FVqJA4P7zA3z1q7b971qRwOm1Fr7g/g2c2WxTYs6st0+LvJ9u7OfYPSgw6DkpHlUnc+whOicyCQcMSgWc2kgw6ITotUMkYVVBzVUrXemEcKiWAYGrBKAxK/MhkCawsrj1foi4xnzaWom971MgONZ6EVb7MflAJcQocfPGxenNFs5utz0I6sA819+p7RPGyGh+tRdbfzFB3nsggHlzpZr78wyZEitTigKObiJx4VQHg25EpvbDHElUSRajQGDQDQkgrO2jnQTYGMRTL4PdOjPOSoxtlT1uPa2MBeVKC3xrawJvQHLBrZUYeaHQiiXasZwyvHdzKpDcg9iuH6KQox0JKEN93msH2FyNid1qGTt3nergrjNdC5LStbhv111XxKO+lkaBQLctkYQE+q8PIg/UjsYlDsYFhpMCWWGspJGM9lcss3CUlogDjjRXyAqD1X7oUXeSXNJLhPrYJCEVPhjZQiAaJE3VlonkpJdj64k4Tkv0rEfSzkGOJCb5XFnzKowCenmyuWLHybJ8xrmCFMyviw5Ed+cYSuvpaFmTgnNc38/x9NUxlCLQVzCGSaawO8ytcb+GMvDFPfbHxMQ02kwxMh2oHki6ZzkPrCQU1kuO/MCc5JY8vCTuONmhaoq2sWFAYBWsl+JL7hjg/vMDMA4YwzBMS0wyuke0YoGL1yh30wa+EEhpvcC6rQCFBbMDSS+PHn12hNIayAME9LvqmxVoabyxu5tLjDG0wuqe3U8CnNpoI5AcG4MYt293iE1qwSwnUXRzoxVJW3DBySalB2dH1kPQXRuF0jSPDa0NcUi+l6u9CGHgfCCtv18S+H9HAfegMUAAfTuRWOuHGHRprp9ci5HE0kux90c5Oi2JzUGErUFMLEzvocmmqkIfFUuwaxnL+AxHqTR+/FcfwQcf2fWfGQNc25s1+/6533kc//q/PDjzNnYZy/hMBGMMe6McH3pkFy+7sIJfe+9FGAN8/ReeRqkM3vX+Z/Gqe9bwNa8+CcaozLcxc550l7GMZcwNrTV+8Ad/EO9973sP3c4Yg7/39/4e1tfX8fa3vx1vetOb8L3f+7145plnbvqYTjLnPGxWLOuEMYZ+N/Ssr24rwCQjGUskOWTgHhkZTq4ltf3V/FgietuuUflmGWuenGalNX6nN8anNhIIRhKurjU8Z4xM750pcyA5Bt0AW6uxl00kscC1vRR7o+qeyRjJVjZWYmJieWNmSiyUISZDHFSeJ2mmMByXYFaysb2a4NyJNiUPMbHHtlditGICOFqRRFGTQm6uxODW0Pn0ZmtKxuY8qlxS4d7s5xZ8Y4zBaALFNldjPHDHAIIxz6oDSAq2vZpglBae2SQ49eskU9gbFWBgOLfdJsPtduhN0ANJ+ymsob1jTjhJDmAlq4YkckkofPWvThLg3FbLsiUS3LbV9v5kSSyw0Q8xnJTYG+UYjkuMJiXSwvrQTEorx6NqmkppGE0MjTDgeMn5ATptiUcvHmBcS0hhDDqtwDO72rEgpozz0VLGmzonEQEYWsO/ADQGyHJKxNzcIXCLvKMOxvlUgn15J60VJZBIokoqRT5kBXIrmXUgnpTUN+vWgN6Zfmf2PIrSSaMoMRynisDLmADl63u5r6LdTSzrLRZY7ZGEKggY1npUVXG1G5I0yABFTmwVIksxtBMaq5VuhNMbLX+uTjrZbQfY6Ec4f7KD9V6IXjvAa+5dx9ZqQgy4doBBhyRmWaZwdTfzDLlJXiIJBe481cXmIEa/TZLlJBTIC4XNAYEroWVhGFDVUNe3Z7dbuP98H80Qlu23vZp4lpwDat28jiOShmYFXZc7BwU6tWqMAI3Vue2WlyS3k8BL/7Q2yK10U0iSqw46BKwO2rTmlYoAnV6LALrttcSDooNuiLV+1SYpCYwuiwqQdm2QVrKbF6ThZoyO56rGrg8S9NvE/nMAer9D0rSsULiym1LxDlPJX6NAoJUEuO9cjxh1jLzYwpDj7jNdnFhLEIfWa9GtQ4wAt25LomvBTAZ4SSP1jfGgUrcdQGuDbiJxMCbPw1FWIgo47jvXx3qP1o8kElQllpFE0gV5chEAlNvqhgx0nbkiCpyRBJ4xhq1BjEEnsOdPbCp/X0CFvRnLcOy1JDqtwIMz7rpyoOskV9aLzxBv0FQS30lGwGW/E+KV96x6uWUYkKRy0AmxtZIgtl57bs6vdMMpoDOUJJ/vt4nt1W05NhKxArdXE5zaSIhNZ6WvSms8cWmEZ65NkJfECBy0Q+yPqZCFe8ngqr7WKxoDxHCiPqlAt2Fa+OfpOCQW6EonJM/AsKpAvNaPfAVYAFhfiRAFtiqjMljphei2Q2wOYsSRwKATesB4kiqqRsqYBwWl4EgzNVWgJLEvTNx14F5YhUElgT1/qoNeOyBft1B4xrebT6NJ6QtwxKEgk/9e5F/U9Nohechpg51h4T0GXUGKlW6ArCS2LufAi88PcHvthclhsQS7lrGMz2AobfDj73gEH350d+rzL3/5Fl5596zp/Dd9yVm85Wvv8FVhlrGMz3RoDTz27BCXd1OcWI/xE7/+KF5z7zre8JqTeN/Hr+Odf/QMilLj6m6K//fPfAS/9odLX7llLOM4cfnyZXzHd3wHfu/3fg+93uFGq+973/vw1FNP4Z/9s3+GO+64A29961vx0pe+FG9/+9tv+rh3n+1R6fFcQWmNtV6EM5ttAMB4orxx8c4BeRk5mZK2rIk7TnVw99mufUAN0IolLpzuolTEquI2sWWMvEKEBVhaETEoOq0Qxhjctt3GvbcPsLUa48xmi8zTkwBtK9OIJMlktDJIM4U0V9gZ5tjZzy2QQw/CJ9cTL2lrx/RWPQoFklBirRfh5XetoB1JTDI1xQq5spvhym7mq3F1WxJKGax2Q3STACPLFNleiRAHAnec6uDkBiWcvXYAIchA+eRqjEcuDrHugACbHIayqn53aiNBvxPi5HrLM8eSSHjj5tVejEIZ9NsBum3LCmuTBxkxsgJEkhIVxiiRAjDlD7Y7zLFrDd9PridUmbDG1HIyPRdRQKwvKYhdcNt2B/1OCM6BnQOSozjJiqw9glzZnX6psTEgXxzHdBOCV+CclYdxTlXUJGfY6BELSBtDRuyuQiUqHy9tQPJI+2+XUHUs05Akk21cONXG+iBC3/bHSiekuQd4cCgKBA5GlGSt9si0vSip3L0B8PilEa7v55a1ARRa4/Fnh3jqyhh7tqBA1zL0woB7I3Py1irI4N0yRhyrisJgUDOCd8koY8DJ1QArPfK7I+YcMJwo74tFgCwxSJSV4LYTiQfuGPhCCw74A+i7Csyjfr90fYKJNRF/8vIYT10ZYX9cYHdUQBuSKA+6ISZp6QGIC6e6uG2r7cdHaZKgBZLmiqtICgZbyZX5+38SCZzZaOMl51ewYU35qc+JoUJ+UVW1RKXJvP/ESoxuK/AV4RyRyqCS+QHEQHr2RgrOuZXSCT+H27HAWpfA4ZVuaH2oyLvrRbf1cdeZrpXX0r4OJqWVhBHA3mlJRJLAsX479L5lALzMmxFKje3VCuiXkiOOpAWujPcmKkoNzoEokNbnqmLkuWqip9YTtGr+e2u9EJ1EYJQpnD/ZoWqTIDDmvnN9JJHA5iBGN5EeaHX9ezAucelGSj5R3miQwHRj6nJQY5k29oK2+1ntRviqV53A+ZPdqQqwRhOYloQCrViim8gpBtCLzvbw4jv6aFsp396wQFYQ0B8IKiIytvMry8mbiSoeunMmeeY4U2hFgvwKAS/hA2iddGuclMQSOrnewpmNxDOA3f7ci4orN1LyHzPky6WUwb71d2MMU6B/KDmGlnW72otwz9k+zmy2cNeZLnrtil3oqurGocDOQYHHnh3i+n6OTkJFw1yfcs5x/mQHwlZAXe+HjRchs1WH40jg615zktZje711E2KfggGnN9uQkiGJpX8Z5aJ+T4sDgbKclv8ykIzas8FUdQ26sWpbNtpaP/RzvWdBcTc3NwYxhJVERyG9RIhC6c9bcCo6Izj51O0Mc6qgKaoCNi7uPtvDybUWkkjg/Ik2VnohJllJrHNDLwHHmUK3RW1Y7YZY70X0os76JT5zfeI9Ko+KJdi1jGV8hkIbg3/3K5/Ahx/b9cg0ANx3rodv+pKzfrtSabz3I1dhDJWRvve22bdky1jGZypWuiH+9tfegWevT7DapfLJ//7XHsHXvuYEXnv/On7tDy/iX/7Cx7HaC/F596zhnX/0DN79wcu3utnLWMbzPj72sY/hxIkTePvb345ut3voth/60Idw7733otVq+c9e8YpX4IMf/OBNHzcviHFSWLP0O05Wb0dbsfCJnmMLRSEniYIBhpMCF052cfHqxMs7uon0b++NtlX+DHl2OROWQceCJtboPApI1sMZMc2MIdbA3We7th0SYUDJ6unNNtb6JHliYJUSx5BJc10+SEmZID8cQSyMk2vUZ4LT224n/XLgQysWOLmeEGNBG1sF0ElXBA7GpWfsSMGxZRPqLNfe/HuUloAh8Mu9dXfVzAwjoK9jpZdRQG+sXXEA+m9r0M8YtgYJtlZjqmKZK6z2O21bdQABAABJREFUIkp0rBE/SUPofOsAFlVgq0rXR6EADLPMCOXZEfWgqnDKe7Z0E4n7bx9gczXGhjXq3lyJMeiEUDUpZrdFlRml5Di33caZDUpcBtbLy3m1rA8oyWrH5BM0TBVeec8q7jjVJV+XgHugKomlZzUwRl5e7ZgYaVlBFRipaEroiwTcfqKLfjtEvyNxZrOFk+sJep0AYSB89byO9ZbaWonR74RQxuAldwx8dc9hSnYRDljhVrJ3ZrOFO091bX8C22sxDsbETkhiW1VOAPed66MVkeE3gWFuhjIPHEQRgWD9doATqzHCgKp+FqX2+3vJ+T62V2MYAwxa5JXXTqRPlI2tgAjA+s3F2BxYXx/Q9cM5w76tkHh1L8POQU7gBwOMpkQ7L4gBdzApsdqLrL8TyfNWe5SYU2ED8uzaWovRigQ2+hEGnQDakEH8OC1RFM7UjSS7WaHx+JUhLpzuejluJ5FY64ZePuZ8sq7spri+l+HEWkIAMSOvJ/d8zMBw7kTbz1WXrDNUVRkdMPLAHSvE6mlT+6Qk+ay7xoeTEl/0wCZWuyE6lml16foEASfwyZm+A0C3LZEXxhckcO0mjzXjx+PkWoi8UIgChrzQOLlOxR/GGTG3buwTyzDNNTb6sT/3QSfEXae7xLa0EkYpyHx896DA9f0cOwc5NgckSz0YF3jwqQNcupGSJNiyTWntkl722EnIb4vWbobSyjuNgdcNMkaVPLfXqnmzOYjQSSTe/+AN318wVSGG2090MLAA4l1nerj7TBcD60N14XQXK52IJMt2XKKQgNj1Pq2R++OSJL6C23mjPMB3Yz8jg3cLjBYFrWGMMS/hY2Dejywvae5GAUe3HUIQuYtYc0lAIGeNNUVVcIl1TLciAsL7bfKPmlXCGXz5K7bw5tedQSeRGE0KhCFH10qUOSPG1UonQF5oDMcFVWlNBC6c6vj5Tl6JGi+/awVf9aqTePWL1umlAGfgoHukLwwDWq+DgOPsVgvMyvlZrXEMtvBEKDyrD7BAuf2eKsRyXN3LSAoeS2z0YyQxR7dFYGSaKeyOcv8yoteW6NgXGlrDF65xVYlXe/QC5/pBjpFb9yKqptmOJYpCYZLRi4ThuMA4LYnBXBqs9QiUb0ViyscykBwvu3MFjNE1fc9tPYwmJVSN6LvRj7HapWI4a9aTcpgScy8vSA466AS4PkcRNS+WYNcylvEZip945yP48GN7iKxpIQPD9mqMt75x2pD+/Q/ewM/8t0/ikYvDW9jaZSyjinvP9fENrzuDj35yDw9cGOCxZ4b4pT94Gt/yFedwYi3GU5fH+Ngn9/Atrz+Hl15YwS/8zhP4wCdu3OpmL2MZz+v4si/7MvzQD/0QVldnWb3NuHr1KjY3N6c+W1tbw6VLl276uI88M4QBgVSSM3RbAjAV5yLLqST6Wj9EHHJvaG8sK2DnIANAMpZRWiIMuDfkjSOOTizRb4XWWFZDK43btts4vREjCigJevHtfdy+3QbljxqDjoTWGhevTrDWD8kw2Sa9k6yA4LbSGjNIAo5T6wk2VyJcvDrCpRsTZIWyxsX0tJ6WDhxRENxgey1GEglkucJ6L8Ar7hrgZXcO8OoXrSCUDBevjdHvBDi71bJJKLNmwcSOasWcHuazElpr7I9y5KWyVQ+B+891cf/tfZxcI0mRMQZpVkIKhl4rsKbgOcpS2eRD4tRGguv7GUaTEuv9CMZoSAFwbtCOhTXQzqG1xqAdYLUXQikNBtrnvbf1qNoVoz5c7YVY64Z2HEkKKiTJ4wDy0TIwaMXcjqUrHc/QbUvcOMhwkBYoCoVOLMHt2PTs+RATyqDbkljrhTi7mSAJibUy6IQQnGGSlZAcOL2ZYKUbgINhtRfYcvcM/Q75lxmjsdYL8Zp713BmMwHnwB2nWogCho1+iBNrCbK8hNJk2G0AJBG3FcJoXgwnhd+XFCQT69tKn0nEcXojBmfkN2Ps/zgDtNJgfrYTc++uMx2EAcmw4pB8pc6dIOaYgcGNg9xLJLuWyWVAQMtwUqBlK24aGBRKwYDG8MxmgrObCYpCYbUX4p6zXZ/8GQM/Vs6nbGslIomUJH8wOg557WwMIqx2QxSlQiAYXnbnCqSAPy/JgfvP9bC+EqEoFaLA+nqFAmvdgPpPkOSMMWCUFmDQyMvSGthzBJzmiuDEANkd5UgzBcGJhePCzW+aTwKbgwjDSYHRJKfxMgS0EPOMrsMkJDA8CjiNGadk/fJOijMbLbRjQfLNgKOdCKz1An/+Bgb9tsTp9QSMAafWY5xYi3Fuu4XTmyRxHk5IeuoYqNqCg8ZoXL4xgVIaSUwSSufdNcpya4RP52IMVZ7cHWbICwUpGdKcvqNCCwZKGWyvxOi3JDYGETqxRCfhEByIJPVfEnBsDkLvfzXJSqz0yGPv9EYCA4PVrrQgEfkwhQGZ3oeS2b85tNFIIoHVbkBV6woaixOrtJ+tlZAMzQOOgwlVHGQAOrGg64SRd56vFGkMuADGaekBTins90ZDaZq7rl0bqxFGkxL7o4xkslbaFga0Hj5y8QBpXmK1ExLTCgahYOhakDa2DKD9SYG8VBakN7Ru0n/aio3cejUaP95RwPw6VSplfdeMLeZhgSZjoI3GwbhEO+FoJeSxZmCwPggRBuRRJyXDSi9AK+YQgvy1oKmPCfih9Wh7Ncb7H7yOh57YQ1YorPYCa7ivqWqhZe/dGGbYXIlwdivBq+5exZ2nu9gd5TizleDUeoyxlSDevt3G1grJnjf6EVY6AaQtMLK9FtlxMTiYFPjDj1xBKKjaYxgwP66wpvWl0rhxkNnqx/Q/YsUaL2HmjFhc7VhAKY1JUdq1RuPCyY59aWJ902B84RGlCXTfG9P1UCpa9wO7vtA6T6BuUSj/YuXkGgH3xmi07X1llBY4GOVIbYGIifVrW+kS4ObmADPEvAvtOLuxp/tJgLvOdBEFHElE+98chOjadTYMCNTsJMdTPcmjN1nGMpbxqcZP/caj+NOHdqga0HYHf/HkPr73zXfi5FoyVaUGAF5z7xq2VmKcP3k8LfIylvGZiK945TaeujrGn3z8Ol56xwC/+4HLuONkF//Lt9yHH/nFB/Hvf+1RfN833IW//bV34Eff/hB+8tcfxdZK7D1FlrGMz7VI0xSXL89nOW5sbEyxtI6KyWSCMAynPgvDEHl+vDeb9YiFQicCsjzH7oHGjetXkWUj5FmO/QODPCshGcNwOMaN0iAvDQQ0oICAAXm6h4PhGAwK/ZhhPDzAJNfIs5z8nwKFslTQqkQgGbLS4OnLeygVPZw/e7VAP0qw3Q1RCEp89nauYb2lEELhv39siPFEIS8NBq0QpkwpuSoUxpMcoeTY2ze4tl8Q20szGK2hygkO9nPosgC0RlkYhJxjdLCDsysC42EJXWoMDw5w+bJCNs4xGZUwKocqSmy0Ajz6bIrRqIQqFZgpMRyOkeUEdh0cDFFY5trOSGG1KzAe5eQJdaBw9VqK8ThFlhZIC40iB06uhoACipxhJTGYjIcYDlMcjHJcv6HRijhW24DJdvHiswJPXx0iHQNbKwEODkZ+zDoJR5Aw7BzkOL0ewpRjPPJsho0esRZS50OWpihyYHdXQxcZVlvA7qiEUgqT8RiCUUJUFiWKDCiKEmlmECJDntFcitgQMStwY1chMCPq+9EYgaBET+gJTvYYLl4aQhUlxvvX0ZIZ8jyH1oBkDJNxiSxT0IqBaUqUNvoSp/oKf/zhJ/CJiylu345QZhLDgxTdCHj28g7KokA/ltD5CKoocGMnQ14UkAyIAw2OAs9czTGcaOx1gEuXLmF3d4xsUuLKNYV+WyLLC6o8WKZI0wIBK5AXGrrg2N1VWIlS7O5mKIsCea6hsiH2dwqMJylGqQY3Arv7Gk8+XWJvrJBnOSQzGI/HYFoDRkMXGknMMRnu4tL1HKwsMB7nVuLHkGca1/McASuw2Zc4OMhxY1iiExQ4vx2h7Elc208BraCVQZaW2N9jyEMOrjXu2JS4vlPi2n5pq3cCe3sjQGU4GJXQZY5rV69gdzdHJ9BgusTubgYAWGsZMKbAGYMwBRJpwPUEeZahKDRWWlRt0xjq8xvDEtAldvZzXLxioIsAN3ZyjNMCkgP7OQEPn7xYIpQMgVAoC4OcMeS5QlEaHBwYDCcKk7bG/ac7eOxShrNrDNf3c4yGJbJ0jJW2wCgjttUuS3H3iRBPXc2xt5fj3FaEp5AjkQpX9goMNbEXb1sHBonBzl6J0WiCWBS4IVOowmAQA7etlnj4mQl2dzVGoxQHqcJ6V6IsNJhWgMqxu7uH6/sFsskQ13fGUFrjZXd1kRYlykLj2kGGyYSYb7u7BPS3pEFvFdg7UMhSjfEIKDWw3gkQBQrtAOi1Qnzwk7u4tJPj3GZMvm5cIZEGpjzAwT7HeDyBLksMRyO8/FwX8lSI3/zTXeyNFdZaCnmWYTRWkKyERIA8LzAeKTxxMcONIfU3AxAYjm5YohdrjEdjjMISrDDY27Mm6GUGrRR0aXCQ5njq2esYjXOEAYMqDYwi8C9NNXb2CvRjjXYkwHSJ63sFjC7QkjmUNpiMCfAuyxJ7eyMERiLPC0x0DhT7GA7HUIVGAI3hRONGOUEckuRRGAKdru8OcX4TODkw2B8rPHE1gzGuoICCKgg0zIsc0BpFCVx89hq4YMgmGcac2EIrXYnAHEAih9EFGOMQxmB3bx9GF9C6hNJAJ+LY7FIudWm3xB0bIc5sAH8yLBDzErGl9qgsx3iUYu8gR6kMNnoBJpMJBASefHaEvX2BXktidxfoBQlQZlAmw6QwyPMc3HCkE4Wwb3D1Gkk2e0GKP3+6wI2DEqtdglXGIzrf9354jFXLer56Y4w44mhJg0ujDMIIQJdIJMjH7TrdIwOmsNHRkGaEPJuAcWA8Bt3rNfml8ZLW+5gLjAuFIi+QaiAWEuutHGVaYPdgjKI0WG8rrGy0kPAcKwnJCh95tkSeGRykCpGtJiqYgiqA8chgMikxFiWy0qAsSqy1Q5xeDfDBx3LkhYHRDHlukKdj5LnC7m6G+84muLIhkJc5+gm9IGCa0z2bKxSZQlmUSA3DlcuX0Q+BfDTG/lihG2rEIkfIOSQKXNvZR5qOsNYNYNoCeyOFflsgnRQQ0Ai5wR0bioq3HCOWYNcylvGXGMYY/MQ7H8X7H7qBbiLxHV91O37sVx7GN3zxGdx/+8BvdzAu8HO/8zi+6UvOYq0XLYGuZTzvgjGGb/uK23H5RooHn9rH2c0Wfua3HsP/89vuw//4V+/CP//Zj+FH/vOD+Pavvh1/7+vvxLs/eGXKxHoZy/hciw996EP49m//9rnf/diP/Rhe//rXH3tfURRhd3d36rM8zxHH8fwfHBKnt/q4erADpQ1W+h2cOnkC5/dDXNq7hq31HkbFEL1WgN1hjk6L42CikJYFgjDE2koPF25bx8WdK1jpF3jt/eu4vJMizjXWRmRaHUoOJnKM8xT9jsTesIQyAmHEkBcG955cwYvvWvUyFRfbANJc4T0PPgIuGHoRRxhFkKFAYQAuFYQ0CCOB20+vgF0aYWslwV1nOnjk4hC9lsTOsMQJnmGUDxEG9PtzZ0+gFUlcG1+H5hk21hNsb6/gymgH1y/v44tfdhrrVjL0549fQhiGaKPEMEtxcrMDbche4KV3rOBPP3ED/XaAF1+IcGUnxUqXGE2fvDQCCwL0eyH2JiMYTka6p08MsDcsSN5WajKQv6bBhUKrleD2E2286LYetlcTiN0Uo3KEB+5YQRhwfOLSEwBI9iEEw8GoRJIAjGl0e13EwyF6vRa+4P51fPSTNDeSXfIRGgy6uD4eIjYG7bYBuzbBxmoPaa6w0Y9wyrIkOq0CZzZbWFvt4zUdqlhY8hgjNcFgILC2Si/kbjvBsD8ucDAusbIywG1n1nHp4BpOGYMTJzbw1O51BEEGKThWugFJD3VKvmsJGcu3OzHiVgslL9Fqc/QHXVzfy5Ab8knLco0w0tgZa7TGAvfcvopreylkkEFrg3ZCFbyu7WZgokCn3cb29jae2r2OwYAAIcaAjz2dkTF13EKcZGi1A/BcIQ4FBoMOTp0c4PazDH9x8WEYA+zlIVjYBxd7kIFCrxNDM46DIoYIgTimhLrXbWF/VCBTJbY22rj/9gFu22rjwjmFP394B6naJQ+cWCIzBZmVtxJ88StO4pff8zRGRYZRGeDCuRN44unL+NjTCkFgEFl5aq/fQysSuHQjBQtCCJmBCwMpSV7b7bawtZZgUo4Qhxy7WYytzTaevDRGrxMgCgUevzSCFMR83B0W4AHQjhhWV7q4NjqAGRVQTIJLkj29/N51fOSxPWg2wShVMFyi2+uiX6SYlBMAgEKJOBKQQQAugDiiBLPfiZDEGk9dHWNcctx2soMvf+U2uq0Ap07Stfyu9z+LtV6EvVGBfi+EmCjkpcagH+LEdg+9Pu17tRtiN7tORQeuDHHx6gTGMLzyvrOIkl08ff0ygjBCt9vCykpiqw4qTEwL9925Cs6Ap3efhggVVvoRwkwh1ylObnYxGCTgQYl+JwATE8RhgFEZ2+qUwFinfg0aDOjZOwoFAsHw8aefwUYvwItuH+DxS0NsrpOXFhnkF+h220hVABGEaCcC/VQgChXuuv0knr46RqtVQo4MOh2aq4HkOHeKY6UX4IHzK7g+fhLhQY5uEuDucz2YJ/e9BDlROe450wVjDOvrLRRsgt10BKUNVlfa2N5ex1O71wEAZ0yM/JkDrNsCHf1+jHZSoBWTKf8oLRGFHEkcYmAkXn7PFsKA44lLI6TlPlb6EQYD8l3cTce470Qb7/3oNRSG4/T2KjbWNPbHBba21tG5ehU8U7jvwjpJSRmwvRqjVBrJx65DaZLfvvzOFfzen13GxhpHyVJc3c0gJUNpOMaZhgwMXvvibewMcwwnJU5sdVEqg7PlGKc3Wl6qvbXVw316hBujqxh0A2KDdRNsrAlcuj7B5b0cnUhgba0NpQx4WABBjKTbw4lNMpe///YBhGXzXRs9g0mZ4sZ+hihkSJIEK4MImufodiM6BoCt7VVEjxGg0upwPLNjEEmOVksiR4gst6b4kxgvvWcDf/HEvvfQuzEZwhiSDE+UwOkTXcRXqFjF6moLT+3sotWOcJDR3AtD4PPuPYE/fegGSjOBES2srrbRunodnUSSp10wRF4QA+3Gfo5JrtDpdrG5LnBp7wZ2DjKc2Ozh3Nlt642WgQmFe85v4cLpHrK8RJLkyEqFc9sBDtISepJBgSOMAqwNArz4fB+PPjPEQZ6i3YkRlhrXhiOsrhCL+G4VoSwVQikwTEu86I5NXNsjkH37xCpO7JOiIy00NtYUgeXpHsmg1xIc5ENEgcD29ra/5qKDHO0OscXOb3fR6RS4vk9g4WDQwYm1BOz6hOT/ozG21ohJ/tRu4L1Gj4ol2LWMZfwlhdYG/+4dD+NDj+6i25L4p9/+YvzEbzwKMOD2E9MX6HBS4rFnhrh0I52iii9jGc+nCAOOv/umO/HPf/ZjGGdEUf7xdzyCH/iWe/G9b74L/8fPfgzveM/TuP/2Pt7wmpMAQDdCA2/evIxlfK7Eq1/9ajz00EOfln1tbW3hkUcemfrs2rVrM9LG40SpbfUwW3GKc45ACqqqFUq8+DwBNOdPdrE7zHEwKnB5h6HbCnFqvQUG4Po+sbhOrLWwMyyhdIl2VJU/H6UKMECWGwBkWt5tBWjHEl/ysq3KILkRgSRfFSE4OOcYpyVedLaHp69OwJlGFFBJ85fduQopBNJcYb0fIw4D9DsB3vX+Z5HmmqQbmkzis8Kgk3AwxpEVGqUiE+FeO8TtJ7pYH8SIAkFeQowht1JBzhiEEDi3mWA0UYgish8IpQBj5GNWKPiKZAyMfFYYB2MaSSQhhQBjJeJQolQlGONIIklSFAN0WyG2VlvgnOH6vmUu2HM/tU7Mv6u7GUYTW8WRVxWzNvrkQaUNwLyRN7ft4HjJ+RUMUzKuHqWKwCAw3HWmj9u22/jNP34Gk1xhklHlNiE4GUaHkvyzwGy7cvTaIW4c5NgbFchLDc45hBAQoL584vIYUnCsdkPyxdIa/XaINFfoJgHGmcIoVbi2n+O1L94AA8NtW22UChhNFFa6Ea7upWBg6HcibK2StLEdBzi5luDaXoZRShXeVnsRtAGiUIJzGtfVXogLp7p49voEgpH/TJobtCPyATu33QHn5PHlTPmZNVvmjOHKXo5eO0Caa0jJcXKthbVehDgS2FpJ8PDTB1jphri+VyDLNfrtCD177cQR+XSNUk0m1t4ZiAz3kzjAhVM9pPkuksi1mTzgSmVQFAaBcAbYHHEokeZUArLbChBHwvrDMYwzMscftGmc7r1tgL94/ABhKBBHAcrS4NnrY0ShwMGowP6otD5ANC+MrdA3TBVakcR6P8GXvCzGf/uTZzFMx+CcIZAC957rg3GqavrQU/tIC43TG+QFtWfN/oVg6AZUObLXDnHf7QP0O9V9vhVznFynZ90VzmBAkt9xpsAYx+OXxihKjVe9aI1mLqcKrcNU4cZegZdcGJBBOCN5aWLHkjHqvywvcX2/wDjTOLfdRjuS1kCbIcuJLeTmR78T4lUvWsMHPrGDNFN44I4VPHs9xeOXhn6saO2i6ygvDOJQIpQCnTig9ZFxfPLZMVa6IVYsIFIqkvwpA0ghMEkV9oYFLt9IMZwogDH/W87pz+tfeaI6HsgcvtcOqCpmRjLZrRVrXi8lzm23beVQ7q9hty/XXmY9zowGFAzCQAKcIQgEpCSvu1AKbK0muH9Ac/f8yQ4OxqU1Ree2X8mk/cxmB9trI6SZggHD3Wf7SHOFJJK4cLqHRy4OcXK97b22ru6mMABaMb0k4fZ8dw4Kvz52kgBaa0wyTTJxxvHU1Ym/Zia5ojknaA08GBdWmsdx3+0D5KXBo88cQJV0fnef7SMrDEaZ9vMiDIAoNGCM4+Gnh75/2r5qq8H2aguFlWQLrrDWj5BEARgKa8weotsKYAy1Mc0VklggkAzdlsTp9RaiSGBnn2TAYEASBTh/sotLN1I/l7WiipFaA6vdGOuDyFbAZLb4AENWakjOMegEYJwhDATykqoR3rZFY9pvB/iil2zh6m4GHRmc3mijKIE0T6EMwLnA+ZMd7ByEOH+iiySUSEKJu870kOUK26sJzRXOMUoV0qLEPWd6+PgT+zi5ntAYMaqCWCo6ZmLnvrIVFZ+5NqGCE4xhcyXBtb0cStN5Cs6hDfCBh3bw2DMjnD/ZQZbT/S8vqLgGYwwn1lr45LMjKq5QY2St9iLcfqJD1yLjWOlG+IL7N/DBR3f8dcMYx188sY9WTFVEpaTPLt3IjnjacXfFZSxjGZ/2KEqNf/NLD+FDj+6iHQv8T994F37sHZ/AQ0/u4y1vuAN3nqbKW1d2aWE8sZbgn//tB3DfuaUZ/TKe37HSDfE/vOlO7A5zvPLuNVy6McFP/eZjOLme4B//zXsxyRR+9L8+hN1hDm0MfuyXP4H/6+0P4sBWtVrGMpZx8/HAAw/gYx/7GNK0YiF84AMfwAMPPHDT+9ob5Ti1nvhEBQC2VxNsrcRoxwLX9+ja3RxE6HcCnD/ZwcYgxs4BfW4AaxAc4ONP7OPecz1cOF0Z7Etb6UoZg3GmoLVGFHC89MIKvvKVJxYCXQCxmDb6EaTgEIyMhKuy6ga9VoD7z1MSHEiOKzspLt1IcXI9Qdua1+6PrHePqUrXu6j/93o/Rr8d4OOP7+Ojn9zD9mqMO0910bWG1IMu+UzlhcHmSgxXwOvKboZHLx7g1HoLl65PvOE2rAtUJDmkIF+uebG5EmNzJcap9RZe9aI1X6lqnDmTetru8+/bwGqPioJoTQyfeqz2QvTawYwVgov7zw9wx8kOOIhhwAXDWp8M5wGgHUuEggyHSWJKZvxpRtI0F712gDQj8NIlpvNCa4PEVqYzBt6oP80JqCO/KAHOGF55zxrWehE4Y7j9ZAd3nqHqngB8JbL9UYlAcrTjAKEUvvpnIAmUW+sRM/CVd6/ijpMdXN8j/zMDSq7asfB+qIGtgLe5Evv5SZ0NvOLuVdxzWw9RIBBK6znXIYP620900G8HOL3Rwko3hDZU4ODi1TEeefoAAPBnn7iBvDTYWIms7xC8sbl7eVmUGq1YEFjMqBKhm59VtT/625my91pUeUyXrlgCw4VTHawPImysxHjZnaveGNyPCavGYq0f4cRagoGtUJmXGu1Eot+pzOKdv1U1VwmwZdaf58rehCoMluQr1f7/s3ff4ZGd1f3Av7dNrxr1vtpdbe/2mmLjgm0MGGKw6caUJBAg3QECv1ATAsSBAAFCM4HQMQRjwEAMBgM29tpre9fbV9Kq99H0dtv7++POvZqRZqSRVn3P53n8rDWaGd25be577nnPcUrwu23YucmPba1+VAfssIkC7CI/74wE8/OZ+4XLIRR1adu/JYjGkBNuh9FUwDxWQz473E7Jei7HGc/d2mKcczI5Db2jKcTSxrSyTM7oIOt1GV1Wjeeo6B1JGp1X3UbjAkHgrL/B8bP36ZyiFf1sHhEttS601LogiRyqfTa4bCICbqMeUcArATzACzxaal2oDzogiRxc9tLHqNs5fY7QGdBa684HHI2gJ4CidRTw2qZPEPl1CABT+S6s0ZSCrKyhtdYFu8gjm9OQzmoIemzY3OhBtd+O/rE0+sdS1jbhOK6o43uV1w6vS0KN34HWWjcmYzn0DCdxpj+OdFbF7k0B3HJlM9I5FUfPTSGdUzE4kUb/WNravkZmFofaKofV1dLrklDlsyNfQdDqoAgYzSlq/Hb4XBLsIofuoYRxbg8b2YWqxpDKKFYBdcYYhifTiCQVTMVl45iHcZzlZGO71QbL32DlYNTr4mBc0zoKmorsaPPPKL/BQdeMTEibJIDjOUQTCjY1uNBa7zbWtcSjqeA121p8aKxxGucyt4TByTRUjVkdIm0F7W3FfH1KwOj06HWKRj1LYTpQNziRhs4Ah13E5kaP0VSEA/T8LmqXBCPbaTwFnjfOLX1jKaujsLmt3Q4BQa8Nk7EcQj4bOlt88LlEVPuN+obmfmF2YtXydc3cThEupwSXXch3stWRzqpw2QXUz5jBoesM4VgOibRq/d25pHMaLgwnrf3deA1gz68jc/mr840UqnxGc4G2ejc2N1U2C4qCXYQssays4T/uOYNTvXE4bDze87pd+PJPe3BhJIWXPa/Zuot1biCO9999HE+cMdKQJZEOR7I+dDR68L47duM1z2/DK69tw1PnI7jv4SG01bnxjpd1Yngyg/fdfRzJtIrX37gJkYSCz/zwHLKyNv+bE0IAAFNTU0iljIvPw4cPo6GhAe95z3tw/vx5fOlLX8Lx48dx2223Le7NmXHH1uzuVng9Kokc/C4JnS0+2EWjoHNTtRMep2hlL7XWufNT7t2wSwL8LqMrmC1f8JgxZgyiJKMwsqoxRBJG9sx8vG4JPpcIUeTQEHJC5I2ubObFcOHFc8hvR33V9MV2Y40TW5qN4Jw73+3KHPDOlMwYnfW2NHuxu8OfH+QXv7/fLaGp2omtzV7k8t0MzU5ibqeI5hqX9bOJ4znUBh3wuaenaaazqvX/bocITWNIZIrrrTXXFA8abBJf1IFuJrdDxPZWX9G1g5AfQ7XVuRBLyRgOZ6wXc8woJG9OtXHYBDTWOPOd7ab/Qlu9G00Fy2ITecTTCra3+tBS44LdVuZaJb/+bCIPW8Hg2cwaqA7Ysa3Vi1N9MRw5HQbPc2iucWF7qx8hn72oEyMAK/jldYtoq3OhymeDyyFiIppFIi1bz+d5Y5/sHk5iNJIxOkgGjECPUaTdjsloFn2jqaLFddpFcAACHjsckoBU1shaS+VU5GQNUwkZmZyG8WgOtVVGJ0K3U8KONi/czunOkapmDGBVlRnT3yQj08zo3GgEQvvHUhiPZI2unXmprGoV+jdtbfYaAVeXhM5WLw5vr0KV3whOqRrDaDgDTQcysoqpeA4cx6Gt3g1//rjiOQ41QQfqgg7s6QigJmC3OqHVBo1jospnh5QfSCeyCk5ciMFpF1EXNKbyajpDMq3mu3NKAAeoOsPQZBqyosFh4xFw2+B2iPA4Jet7fa4gdiytWPtwR6MHW5u92FTvwa5N0zd4zw8mMDCeRiypIJlRYe64mZyGRD6j0OzEaCvo4mk+J5vTkMyosEtG18savwNup4jNTR7UBR0Yj+Zgt/FWBurBziCu2FWNKp8N4oxg144244a0yy7MykoPem3WOWcqoWAsYtyA4DgOHY1etNa64HWKaKx2IRyXIea7kZYa89dXOdFS57b+v8pnw6YGDw7vCKGldjp4Yr7UJhodIVWdzX4zzujOynPGDQczecafb25RV+XEznY/NjV4rG6OACDkz9OHd4SsQLBZVD8ra+hsMdZFMqMinp7efxNpJV93S8eONr91sz4jaxicSAMMeP7Belx7oK5o3fk9RqF+c591OURkssZ7b2vxgRdmn1/C8ZyVTczAAGZMlUvmb6Ka3QV1ZpwXd2/yo72+TCCEA6JJBfESN2DtM28c5FczzwMBtw1VXhs4DmisdqKzxYed7T7UBByw24zArfn91tHgwcGtVda5OZlWEE3IsEk8qvw2qxtmTX7fEnjOaOqSP1jtNuOmwOYmLxw2Y2pzU7UT9VXGPu3J/3ewMwjA2O6yqkNWjGNEVnTkFA0j4Uz+WDIzAjnUBY1917ihZGSOOWw82hu91veNnO9kWh9yoL7KiV3tfjSGnNjU4Ml3mxSxo92HuionmmuMmzbm+VAQeGxt8RnXC5zRTOXwjukmPLYZY105312ysIvmqd44RqeMQOdYPlvueftqEfTaIOUziKv90/vQfGh0TcgSSqQV/Pt3T6NrKAlR4HDnq3ZAEnkkMyqu3l+Lmw43guVPZluavPiTK5uxuyOwugtNyCI0hJzgOA5bmz3oaHDj/keH8dipSWxv9eEFhxsgqzq+cN95NNU48Rcv3YKB8RS+cN95qJo+/5sTQnDbbbfhq1/9KgBAEAR8/vOfx8TEBF7+8pfjvvvuw+c+9zk0NjYu+H2N2iVGMCWQr5tlXnDKmo6cbHRZ7BtLWd0NNzW4EfDarGwHSeRRE7BbA05ZNYJZsmy+j9G5sTbgQMBjDBDAgIGJ9LzLF/DY0FbnweYmL5IZowj95iavced+xvkj4LEVBdD8Lgm1AaeRNcABm+o9RdkTzoJBXvdwAt1DCSPrxj79uDmMtIkCqvxGlsOZ/rh1990YQHvBGMOzd1db2TtmUMG8ZPc6RWtdFw5NYykFWj4LqpD5en7GqNgm8UWD07mYrx2azOBsfwJjU1lwnDHg5QUjY2IqPj31ozHkRGezF1U+Ow7vCOHwjhAGxtMYGJveTjnF6Oynl1k+AGivdyPgliArOmR1uh29uc44AALPw+2UrIEpYAwanWWyXswVWRtwoLHaBadNRDyl5GuozR7sG8E4tzGYyk+dAWdM1c3ktFnfPZJgbJunz0cwEs4gnTX27bqgE6NTWQyOp1Hls2FrsxeTURmJjGp0JFONgdee/LXbwc4gagMOaBqzMoVEgS9aTx63BJHnrUwVc6qtOZ3SZJf46Ww0wVjnDEZwh893EdQ0HUPjaXQNJaGoOqIJ2crwAmDtSKrG4CzIljCzLSaiWSuLUMpHRMwBqNspWteoAs8h6LHDLhrLpOtmhuX0slZqa5ORhcVgZPgEvTaksqo1EAeMYIqS73Kpaswa+I9MZSCrurVu6/KZiUGvDQe2Bq3XO2yC1Z20UMhnR2eLDzvafGirc6M1H1wSBR4dDR4EvXZrkG8yjzevS0KwIEAMTGeaAEBHgxuN1U6k8utTVo3OoLn8+ZTnjaDtlmZvcUZhgfypEXbJyFQ1g2dFT8irq3Lk962SbwWXXUR9lROpjIJUTstPBRZRG3Ag5LeVvNngcYqoCRTXfnQ7RfSOptAzksTmRg/qQw7UBe1F59+agAObGtzwOI0mGeY6ctoFtNW5AA4YGE9b2zjgkayAkK4DAg9sbvRge6sXrXVudLb4ZgVCrOVxGJ0rQ35jyieD0S2UAdM3BDhjnw14bThxIYZwfPYUN47jsKXRg22tvqJzPgC01rutGySFJJGDKBjZuoLA5QM4Ip7pieH8QBKn++LWMVPI6zK6iZrTMQEjsMhxQCofNDSmLhvnSW8+c9Xvloqy+ap9dnS2eLG91Qee49A/ZtRt270pgGq/HQe2BuG0i7CJPOx2AYrK4PcY0799LskKCJmnGcZgdSTd0mTcGAr57eABK0Bo3vxwSALSOeO8t3dzAFuavXA5jIL7QU9xELijwYPrDtZjd4cfO9t92NXuBwcjEJfKTt/ots0IipvrbipefPMnld9vzKzTdFaDyy7g+svrsavdh6Nnp6xz9nyoZhchSyQcz+FT95zFeDQLDsBbX7oFmayKoMeGD715DzxOCWcH4vjR7wfx17d2wmUX8cIrFj5QIWQtefRUGFMJGVubvfj6Ly8g4LXhZVe1oLXOjS/9pAuf/9F5/OXLO/GGmzrw3z/vwf89PmrV8yKEGB588MF5H2tra8M3v/nNi/5btQEHcooGeSJjPVblM7KyAONuczQpY2wqi6xstBQfmshAUXRE8tOTu4cSaKpxYkebcTe/cBDMcxxsAgdFyRdX5zkrE8LrnP+yc2wqm6+bBeQUHU3VxkCwtc6N+ULlO9v90HXgbH8MmZwGSSrMeuJQH3QUZWYBxYP2wgGQ22lkq03EsoinFGxv9aI+5LQ+q6YDsaQCVWMI+mxor3djKJy1BjbVASNjyCxXAM6YEjgSzkDRdEQSxRf3jOWDUjNGsvrMaJll+nlBr63o/cxgEJcP+jhsghVMiyRlVOUDdKmMivoqJzY3ejAZy8HrFGGT+KLsLaPVfcFfLRHskkQeTruA5loXIgkZiqajrtqJBqZDY8D4lJn9AuwqaM5TqDo/NdGbH5zF0wockgCmG9kisZSMVFbFga2BknfqfW4JqawKSeCgqMaUIXOgVGqZQ347Qn4bON6oLemwCcjKOrwuEa11LgTz0/+CXhuqA3YoioZkWoHAcVaQGDCCJqJoZNKkcyrsugCnTQADs7bDgS1B5HIq7FJ+n8vX/4mnVGM/U+0lB/o8x8FtF5DIMHA8h1RGg9clYVODBw6bMXUpkVEhxmUEPEZmyEQ0B69Lyk9RAw50BtE1mDQCdVkNmZxmDXxDfmNK5MBECvG0UjTIBmDtBwLPoaXWNSuj6PCOELqHEiW3Z6HC7ENZNQaoPSNJaBpDtd+e/6xGdpgkctZ0L2B62qMo8NjdEbCeP/N966ociMRlJNIqvE4R1UE7gl4bTvXFIPActrX4IPA8BN7I6jtyOgymG+vVLgrGVN0CTpuAuioHdrb74XYYgVYjQy+HpmrjfMbzXL5bZv6ckN/e5nqqDdgxHM5OR7JnqA3YMTiZsdZ7UbmHEi9hOit5w9AuCkagK+SEzhh0AKrKoOVPZzzPYXOjd9brAKNm0vZW34w/ZGSamUFGu8RDEniEvNP7vcMmlJxCbZeM2mAAMBLOQBKNmxUAMBXPIZZUkFONYG/3cBIC70V1wG6d+9wOEdEZ58ag16ivmMmpcNoESAKP7a0+eN0izg8kcMXOEPpG0xAFI2NZ0xi6h5JlP2/JoNaMYKR5jHgcxpTaoFdCwGODqjF4nJJRg4wxjISzSGZUeF3SrNe21rkBzripkMhPs/W7bQh4bUZzDsU4uQY8Rm0+r3N6WrrDDB46BOumUk3AgSOnwwADeoaTcDlEK+jutAlornYZ05V5EeCMzFmeK/5cOUWD0y4g4DEyZf1uG5IZI3PSLG0gCJz1/zlZx9Pno0ikVRzeEUJ7g9u6CZbOqlZg2MyA1HWG4XDG2p4cx6GjwYOhfN2vmTc3zKmpfo+x/ra1eiEJvBXc3tbig6LqON4TBctn9Gn5Y0DVK7t5TsEuQpbASDiDT91zBvG0CsaA229owy+PjODCSAr7twTx1pduAWDU8lA1HcmMOuuuAiHr0cuf14IXXN4AQeBw13dO4/P3nsc7X70DhzqrcNvVLbjntwO467un8a7X7IDDJlBdOkJWmSRysEkS7LYc4vl6U16XhJYaI+NhYCqFtKyhAcDuTX54nBLO9McAGAMcDkbHP0fBHVpZLb7o9LokiAIPp52HzozBeVuda1YGQSnpnIp4SkHIb0wdA4xBvyTy805HEAUeEIDNTdPFgq3PLfDI5FTwmjESObi1CtuafUWZX1ubvRAFDo+enITXZWREeJwiXHZj6obbIULTdbgdRge57uEkYikFVV472hs80GFM2UtmVGMQkx8cSqIxOGsIOXE233FtZk2vnKIhM3OqNwNU1ch28TpFJDIK3I7Za8EcXOmMgZ+R2mJmU3AchwyKp3X685lxsqKjZ9gYHAY8EhRFt+7At9S50D+esgILpbIYgOlBZPGgRoDdxk8Hu0q+0sALxqA44JGQzBjT5cDy9VskHtUBez7rz42JqFzyPXwuCbGUgmA+8OOQhPwUtuyseIMo8IinZOxq98Mm8njo6XGrtte+zcGi507FcvnpuUa2zpHTYfjcUlGQgOM4eJwidGZ8yi2NPvjzhcyn4jljClGVw3yyFQizi/x0/bwZK8hlNwatAm/Uh2qr9yCeUrCnIwBJNBo46DpDIq0i4DGmwAU9Nvg8NtRXOYzub147Dm2zoXc0iVhKRlu9BwP52jwMRoClLuCATeTRNZi0lsFuE+B2GDWChvNTipz5wveFJJEvqoVXKOSzWVkdPM9he4vPqm3kc0lF0zp1ZuxbHqdk1XMDgL2bA+gZSVo12sqZDkIby+J3GVl5R06HZz3XzHCSNR12XkBWUa1aaeZmqPLZkVN0OO1G7beagN2qaWRqq3NjKq7MOv9Z2XECD5HnEE0pVgCoUH3IiaHJTNmp1tb75f/N5eu36TOCjm31bqSzKqYSOdhEI8OtMeSwmgnMfH6hoHd2xlc6Z+xPsqJhKi5jYCKDREEWXjm7O/xFGY1Br1FfqTc/hdjlEGGTjHpp5rnOJgnY1jJ9HNVVOaDpzMqCBIygykQ0i5ysIxzPoqPRKGjeUuvGjlY/FFVH32gaisaA/C2Rxmqjk+zMDESbZGR+2iQB0Mt/JoHn0NHoQSqrWAFkM2jnz59Pc4pRH27mFF7zXOOwCajy2aBoOrKyUcze77ahqdqJSEI2jmEYNQ45GOc58zxr1tD0lNk3qnx2tNdP77M8x6FvLIW2ehd4jsNzd1fjwkjKClgX1gUzg/VGFqKGoNeGc4MJpLIqvG4J49EsZEW3jiUGhpDfeE1twIHekVTR5yykM4bhyQxkRbfWvSBw2L8liO6hRNH0YwDWOcAm8vC4RJztT2DXJr+1Hvh8d9LNjR4oqg5NB0SRg9suFmVqz4VG24RcpN6RJD79v+egqjo0neGFVzTgD89Monc0BaddwI42H37x2DBuuqIR7Q0e/L/bd81bsI+Q9cIcSGk6w6YGNxI9Cj7zw7N492t24pr9dXj0VBi9oyl8+afd+LMXb85P61Vw8kIMV+ysXu3FJ+SSwxmFT4zC0/mL2XA8h8GJFBpCTtRXOa07pl6Xcad5c6MX4XgOzTUuo05QnbtogFR4h19nDM01LoRjOYR8DnhdOiKJHBJpBbVBx7zffznF+C6tCditII45LahQc42z7EDAn+9uVshh4+H3uIpe464g08xlF4tuTgm80R0sY04Fs6bRcKgLOjA8WTBVsyArq/BjazpDRi7+TNGkUjJoYLcJ2NrsQTqrodpvR503h4nUrKcBMAYveuEUP2Zsm0xOg03KT48ryIap9htZHYXZIq11bkgSj4mIsf54jpuzHhNgDEiM6SoqVFUvGmB2NHisuiscx+HkhShSWc2qX2pKpBX0jabgztdxagoZwdGnuyIQGGcNkiaiMnpHU0UDPZPbaXSv02F8N7kcItrq3fnC9DOmqtkFaJpkFCvnjYGroupF0zxNOgNUxlBb5UBDPmAlFxQw9zpF+N0S7DYBqqpDVhmiKdma9jWVzzgqzNxxSEaGiqwaU51mBkwAwOUUjP3W7YTLaWQXdbZ4kclpiCRleBwi3E4RPM+hymczGhnkM1TM6XpAcZHzwrUQT8k4P5hEU7URdJlKyNag1swOM7tBArBqfgGwitwX1paaqbXODZ0xjIaN7W/WIgKMqdEzB8ujU1lEEjJiaQVNMIJDms7gtAllp/J6nKJVrwgom0Q1y+Xbq5CVNTzTE0NrrRs72v04ecEI6vM8h2q/vSiLbEuTF9FkcaBvcCKNyVgOPrdkFBrPfzazALnTJhjbp8w5z2ETcLCzCs/0RMsuJ1fwmcx9zpxKaT6ezqmIJIzsPrdDzJ/bAXOXL9y33A7BCkCKAmdlEBXSdIZUVkU6q8LvkdA3ZgTwpxJyyaCdaeZN/K35xiW9oyn4PRKcioCmaifGo1nrPJRTNBw9O4WDnUFw+ZsaYMYNFbOmVSprfD5z0zJmdDqdGXg3a7rtaPOVzN5aCMaA3tGklVloKszqZMzYp4umERc4tM2oVXXkdBjxlJw/pozfbWv1IZ1V8cTZKaNWGAck0mrRd0C57zfACCQWZpP5PRJkVUeV11hnNQEHqv3TtRDNdVW4zqbiufyNKSODta3OjUxOQypjBNEdNgGiyGNzo2dWZqDbIZT8/hQF3jqfFJqIZhHy27GrvTiL0AoMi9PHz8kLMQxNpq2OxACs8w5gBG9VjZWdzjsT1ewi5CKc6ovhE98/Y023OLy9Co+fCaNvLAWeA/761k70j6fwdHe0qCMGIRtNOqvi/GACisqMJg0/OINUVsX77tiN115vFLH//I/PQ1F1PPDEKO6+vwd/PDm52otNyCXHJhhFrYV81y/AOH5zsg5VZdjR5sNzdlVj/5agFcTK5FSoKoNN5EsOJr0uCZdtny5CG/Qa3RJ5wbzQhlXvZD4dDW601xu1YMy/pZWYuiOrOrqHS09VSWW1oqLwJodtukPe2YE4jpwOFzXOONMfx8neGDSdWR3uIgkZx7sjVr0yswOa0y7g8u1V8HtmZpxMf8aMrFkDNKvItMTDLvKom1H4ulx2THONC067iFhKAc9Pv0/hqqzNZ8zNVduL6eX/jijwRTW7BsdL11ZrrXNb27Cj0WPUSIJRL2trsw/bmr3gea4oqON1SUUDRKFM7aJkfnuZ3dTMQuTmMo9OZTA6lYHO2JyFietDTnQ0eIr2NaddmNUEyJgCqOCxU2EMTWas7VRuO+RkHX6XhEhCxo42n1W4GzC2RbXfAYHnsLXZh9qg3cgIKpgu6HKIGI8YZS68TgGiaEwvrQ06yn6e2oADrXVuBDw27G03ux/y6B9PoXckZcRS89lvZjDmwohxTPSOJjE+o/7TzGPXYRPR0eCxOnQmMyqaQq78c2cf6GaXNmC6IL3Z0a+U3tEUzg0krEBjYdAtnlKsLoKFuPy0QPP9zUB3qTptgLEfdjZ7jamknDHI53muqPi9aWe7D3s3B4zPl/8Ml22rwsFtVfMGR3jeaJhhFq8H8s0YJB7xlGLVXgJQVCfJ65JKBmZNrPQc5eLnmJ07OeMY3N5WHDBIplWMR7PwuiTsaPchmTFq1IX8szsS7toUsALNBzursLOtdLZ9KqNY0wpbal2oCdrLbgPTkdNhHOuOWD/3jaasxiRBr5Fpd6AzCIE3Mig3N3pQ5bVB05m1bybTxtTetjo3XHYRqayKar8dLbUu1AbsCHrtADirZpexfox/BcHIgJzZcKCQOXXQ5xJRF5w+7px2weocCRj7uijwyMqaldFsm5ElNhnL4dxAAnMkzgEwOkP6PUYwnOOM7ydZ0fGsndXY0eZDwC2BQ+XT8koJem148bObis5zhcelue0SaRW7O/zYUtDJsK3ejZuf3WRNiWyrc6O93gOe57Bnkx8Htk5/t5tSWa1slm/Ib9QZM2sDZnIahiYz2NTgQWN1cXBcB9BU48LONj9aa41utQ6bkeFWVZDNORnN4eSFKHTGMB7N4umuiFXXaz6U2UXIIh09N4W7f9aNgEfCZEzG3s0BnB9KIJGfynjzcxqxudGL5hoXJIGfVYeDkI3E65Lwd6/Yjn/77mnIioZoUsYnvncGd75qO67ZX4fzgwk8fmYKn/7hWbztT7agbyyFr/+iBx7ndM0BQsjyawy5ICu6NdgDCu4gc8V3UE0D42nYJAHRpFx0N7lQtd8x3fkv/z81PjucDgHhWA7Nc2SAFPK5bflOhgw+l4T2BjdqAw70jRUHYMYjszNw5lIYnACMLJVYUinKujDriXAFASudMWRlHRw4HNpWVRRkmit4xzAdkJJE3vqhymtDR5Nn1nquDdgRSc7uEAYAw5MZhGM5+N2lL9t9+Y5aDVUO6EGjGHXAbUP/eArDkxnw3PS0oWRGRW3xLD2omm68v8eGxpATHICphDxnlkxh5ovDJqCx2omcooGDURNpR5uv5J3/WfWBTPm/Ve2zQxB5qxA5YHS5TmVUpHJGjbHCQelMrXXGNdeFkTLpb3mSaGQgiAKHSEKGwPOwS8CefDCklEzOmGo68xgwi1HbJR7heA71VU6E43J+WhWwpyOAkN+OkcmMMbVN4OBxiOgZSWFzftBZ6hqxcDCngWEymkPQYzPq2Gg6eI5DOqsWZVmaU9bGIzl4XZoVyAK4koHG6oDdCmBtbfKgsdqJsYgx7bOx2olIYvo4S6RVxJIyqv32Wc0iSjHryDVscsIm8VagGQBGprJIZdSi7QwgnyEFK8Oskr/hsAmor3Ig7ZLQEHIgJ2slg1eFmTJPnJkCgFkZhkB+OnCJY9vMYtPzQQk9HzQxs+maa5yQJK7gHMHli6svPLek8NCrq3IgmVHBGEMqq1mNB8y/s6nBDZ9LNKbMKbr1uNclWoW9F4LPd9xtqnEZXVNrXUhm1Dmz+AAjqFNYe24sksVUIodNDR4IPIdUVkX/WBqMGZliRs0uDiGfzVpml0NAJqdadfQ03ejs63KI0HUGl8MIFO/a5J81RZHnOGuaYtnPln9JY7UTmdT08WV0+pt+IWPGNNyhyQxc+WOzVPMQAMjmtDmzhHmOg8suQdGM75FNDW7wvFEk3sxY5Thjmu98sU9HmW64XH66czk2kQfHGfU5zWzlmXUjreXNv4/ZSGVmkM/rEpFIq0hnZ39unTGMRbIIemzT2WQA9m0JzKqLBhjfh5PRHEI+OwSew/ZWIytv74yp5AMTKShq8cqpNIuTMrsIWYTfHZ/Al+7rQl3Qgam4jI5GN95y8xbs3hSAqhl3v30u4wRmlwQKdJFLQshvx9+/YpsxpUUSEU3K+PfvnUYkIeNZO6uxpcmDrsEEPn9vF+54wSa01Lrxxfu60DNSOjuDELL0PC4R45EcGGNz1lAq5HaKGJvKzHkHm+OMOjxCvmtVyG/H5mYP7BI/74V4KVubffC6JdQFjc6vMwMcpTqLmaoDdqteVjlmy/TCC/m2Ojd2tfutARFgdHMznyfwXNkpSXNhYAUZWZzVkW4xym0Ct8No9X7ZtipsbvQi5LejvsppNB7gANH8UCUWX1Z19I2l0T+WgtspWrWlzKCO+ZHLDbRK8bqkBa0rM/sr6DOm0xReN7kdImqrHNbUuU0NbitINNPgeBrnBo2i6VaNrBLa691w2gXs6Qhge6sPIa8NPpeEtrrSWTg8B4BDydpRHqeIA1uDaKt3QxJ5RBIyagN21Bf8/caQ05rWBEwHpazgACsOsgLAeDRnDehsAo+2/DKbtcUcNgFNNa6i6Xamg51BbCsILPIcrKCHOEfwxdxkbfVuNNcUBzcKA1zxVOnAbCk8x82q17epwV0y8FnltaGz2QchvyDB/H5hZlTONDCeRs9IEnbJyMxx2kVUcmbraPRY0+wWa2uzF1furbXq221u8uI5u2qKgqGVBro4zthfS5237JKAne1+tNcbjQlmrotoSoHLISGd1dAzkoLXZdQX1JmxTDM74FXCaRetaYQ8x2Fnu7/sjQ5Te31x5k7Ib0NLrRsD42mMTmXhsAkQOCOIYmbs2W2C0W03v71bal3Y2e5DPKXMykyMJBUMTaShaQznBuLWPmjmeCmqjsGJjDWltRQzi3VmNuXMPcZs7lHls1nTvLUZX4ABtw0djZ5ZwaCZjPqRDKpqBCJrAo6iwK/J5RBndemdaVODB/Wh8lNJy+F5Dh2N3uKpkYscmprbaub6AAAwo8nMzK6i5cbCAY8Nh3eE4LAJiCRlnO6LF2VbmzY3etFW77bOJXs6AhWVIQAo2EXIgjDG8NAzcXz7V33Y3OTB6FTGKPbntuGu757C749P4IqdIdz1tv24en/tai8uISuursqJv71tO1RNhyufOfFv3zmFar8d73rNTvz5S7bgwkgSn/nBOdx+QzsCXgk/fGigbDo0IWRpeV0SQn4bagMOKxhgtmkvefEKI2Ohodo553Hqc0sIeCTU+O3YtyWAa/bXwWWfnjYYmDXdb25Br61ois3mJg/aG6YDHA6JL1srpaPBg4aQc85gx3IxauwY6ymdn+qRyWrWwOLA1iC2Nnmtml+m8Wiu7BQ6wBgUzgw+FNrU4MGudn/R4Nom8fC7bDi0rQpBrwSO56xMmn2bA9i/xbh7bpeMAbS5rbwuCQe2Bq2AnDmo2N7qmzsT16xPVv4ZZe3e5Mc1B+ry05SKCTwPr1OyagKVGywCRpeyyWgOh3eEygauAOSn2BiZIJLIg8Hoojez1gxgZPxtbvQi5LVhS9PsAImqMcTTKhoKBqGjU5miunHRpIyRgqLbbqeIgMeGnGpO05ve9mYgz+0obALB0DeamjUQdNiEkoFkUeCLgo2tdW5safKgtd6FKq+ZTWL8rtT2CuabQ9gk3goymvWLfG6pomOrVLc+k8sulgxYh/x2xNOKleXodorY3OSds26cVjC9jueK/+6ONh92ts8OqlX77bMCzo3VToCbncFTiVKnxvYGN9rq5sloLXjdZdtCuHqfMXYwp34WBX2dIvZuDliZZL588EkoCBQFPBIUVYfOjFpnLbWuoqmXleA4o4be6d7Ygl430+ZGL6r9duRkDTbJyGj0eiTwvLGNvC5x1jZIZVTE09MZV+Z6MOtJmTccgl7brCATxyPfAbCSz1j8pFRWtabdGX+Xx97NATSEnBDMuowz3kPP3zAShLn/YHXADgaUDFLNbFRSatmKny9ddD0yk/k+pTrBzrccxu9nP8bznJERmpTB50slBCv87lfz58JSQTGfW7K+uwSesxpHVIKmMRJSIZ0xfPfBfjz0TBx7Nvlxqi8GgENW1pBVNPSNpbG91Yc7bty0qJRlQjaKlloX/vrWbfjUD87CaReQU3R8/Dun8I5bOrGzzY+Qz4aJaBb/+aNzuOPGdmxu9M77pUoIWRpCflpKNKmgpdYIBugzCh7Peo3AIydrswI0hfh8xlJW1osGpi6HWHKq0ELxM7LDUjlt1rSGQmYgp5zTfTEk0ir2bg5Yg+Pj3RH0j6fLBv3mU3gaYwzwuaeDBOavJNEIHlRyyvO7JSQzKvZuCcAhCbCJHHrTkZLP5Xlu1p3ukM8OSeDhc0vwOEXs3OS3Bjj2goCAwHPYvSlQ9NrC65havwPJdBKiwBe9biYGo/7KYgZjksgXBYsK6YzB6xDnrNVl8rltkNXy+6kpkzOmhR05HUZTtQsdjR4MTaRLZhXs6QhA0xnOD8YxOpUtKv4OGIGBkXCmaOAqzpiyMzSZyU/bM4J0OUWzinHPZA4OvS7JGoCLglE0feb1pSdfoH4+A+MpOGwCavwOnEOi5HOqA9MFreX8sbWtxYfRsFEPyqxb11bntqb8igJXNvC4u2Ph3ZeNfYwvGQSo3PRKnS8baY6XXrTaCrrPmjgAw2GjJt3ONj9aao2aVXPdJGipdaEu6MCx7igA4wZB0GtD11Ac6awGLl9nbKEcNgHjkWzJjMGF6BlOwu+RUO23w5uvwchzHASOBxN07GzzzQrg940VB3TNZfC5JbTUutA9lIAgcGivL8jszG8zkedRG7CXnC43U1O1EyNj0z/PnOYOTHcfNo+Jmdep4VgOQ5MZHHAHwZe58QIAm+rd8DpFXBhJzQoAb232lmxOMZfmGuec5+FK+d02NNeUD0pzMArfz2R+P5Y779QE7PC7JaSyGi6MJMoG02aq8tnhsAklnz86lcHwZAYHtgYXPF6gYBchFVA1HV+9vwdPnJ3C3nYnTvTGoDPAYePwly/bhi3NXjx2ahKHOkMU6CIExhSBO1+1HZ/6wVkInDHY+497zuCOF7RjR5sfzTVO/PyxEXz5p93485u3YHurDz/+wyBe9OzGJbtrRQiZW8UZlYxhKl5c36PU5abfbYOqLayW1kybGtz5aR9zq7Q4bTl+tw2JtFoUQFtkjMuSU4z28tl8gMLvtmF7qw/hGesundMQSchWsBEwBj3JGZ+psdqJmoDDymDQdd2qK1PpINbMnnHZRaDM2FXVdIxHsgh4bHMWua8kZcthE2ZlXOza5J/12RaCwcySK852KqW51olEav6/ZW5rjuOQzCjwuiT43FLZgBrLHwOluteZQeCcrGHflgB0fTpwYdrR6isKoqoaw0Q0a2QTzTARNfZ/veD5ms4wGcsh6LXBXRBDSWbUioJdug4rcKZoOiSRt2oecRywrdULh2RkiTlsghXYGprMIOS3o73ehWfy3QpP9caM2jpOEQc7ZxevNi0mQ0oSONQFnYueYjjzWFvYa41zV7maXaWYz1twUC2v8JRTODVU4LmCemulcRwHu83o2Ol2ikhnVaO2Vo0b1X473PNMiSu7TAxornWhfo7Oi5WYjOUQS8lorDa6+GZyGuIpBYII2DgRQ5MZ6Iwr2tbmDQye56Drs7dDU43RgKJoefP/2iV+ViC6nKDXhj3tLgxE53+uougQbEI++3L6+DfPc7Kqzzn24/JT72ZO5QWM4K4ZGHc5jPpYTSXOCYVmFnlfLKddgNNe/m9dviNU8jgwvzNLZZQyZmTHVnlt8DpFCDxfUX0/wDiWeJ4rGW82OzAu5sY4jcoJmUdW1vCf/3sOT5ydwnN3h3B60Khb4ndLuGxbVb4DDIdn76qZd942IZeStjo33vmqHeho9OLvX7UDmxs9+Or9F8BzHJ6zuwbved0u1AYd+NyPzuF7v+nDg0+N4vP3np+z3gIh5OLlZOMYi+anCs13AWmO2eerJ6IzVjRAXwyzHsdya6x24vCOi79BVbjqsjkNDkkAx3NWvSazBk9hEL+5xjWrAG/Qa5tVAJrjuFnXFQLP4fLtoYvOuiikqAyDExn0l+nCOB4zgi/zZbyVi526HeKsQuQLYY6p6qoc2DUjA20mRWUVbVOjiyGH/VsC2NbqQ9ArobnGVbJBg/X8MkGlwilndkmA0y6gJmBHfcFnNqf0mMz9YUujB16XVJRdYXamHC+YBmkTp2t2FQr5bFbXssM7QthcYpqlSVV1cDACX2bhb8BYD4rKirav+Ul1nUFVGepDLqujm6YzjEXnD0gvhCQaWTk1QQfaG9wXFRxdrLmmSpbD8xx2d/ixubF0Dbn5mFks5fa7hRidyqJ3NAVB4NDZ4itb52w+mZy2qHUxU23AjrY6N0bCGUQSMmwSD5vIo73Og00NHgS99rK1HBmDsRPO+LXDJqJ6Ridb8ynLVR9ZzR8X+owTnN9tdJicWSh/sQSew/4twUUHTlfK5kYP2uvdJTPCGIzOiWNT2elgYIXX9JGE0d3SDLQXaqx2LTpDnG6fEzKHSELGZ390DkOTadQG7Xj4RBhVXgFveuEWdDR68aGvPwNFY7PuMhBCDI3VTrz9lq0AgLe+dAv+55cX8OBTY+gdS+Ga/bUYm8pgZ7sfvz8+gZZaF84PJvCVn3XjrS/dsuCC1oSQypiDoEo7nokCh5Y6N1prXWBzzPMprFG0HHZt8lsXzs01TkzGFp/FsVRCPjtGwpl8dy2jfsvz9tZaA5aQz5jSMXNa21pil3ij3lqZaVchrw3JtDpd5L6MufaNpZCrYNBUWL9pLk3VTgyMp60ArqIynBtMoDboKFkbTWcMNSWmEQJGLR5B4IsCkB6naAXBStnTEYBNEuB1S6ivciIra1bgtLXWjXBMBs9PBxBlVUffaApbm71Fg8y5glszmVl7zTUuxNMKVE2HKPBgjKFnOIkqnw2bGz3Iyhrk/ICT4zhUB2YHJZYrA7t/NIUjZ6bQXu+eNbgttTZ9bgk6Y0imLz44tqXJg5yiLzgjzbXIDCrACPId2lYFgeeQSCtWYGUhsrKOrCzjsu1VaKx2QhR47N8SWPQymUGdmcGdhTJrLHYNJTEZy6G5xoWaoANZOQWbxGP3Jn/JGy08x2FbqxfJrFq0zbc0eYoCwCaznmGl32cLwZDvPOuzWZ0TTZrOoKj6hi3DUe5TSSJfNuuQ54yaXSPhTMXdEk3mrr+YjNC5ULCLkDL6RlP47I/OIZ1TIQk8xiM5uB0CXndNCO35jjv/8KodVuFOQsjcfnV0DCcuxHD7DW34wUOD+NYDF9DR6MWf39yBo+ci+M6v++B2CHi6K4Jv/N8F3HHjJupkSsgysEvCrIFkbdBRdgqbIPCwiUZhYPNCtNRAvi7osKZgLQe3Q7SmcDVWu5ZsOsfFaK5xoqnaCZ7nUO13YCySmzXoWsuBLsDIiChVs8ZUV+VEXSVTmqypgUu0YDMs5Q2QhpCzaCpoPKWA6axkzS5TNKlAUXUc7Cx+nOe4WZlrLvvcddnsEg9R5EsGzySRR2O1E9V+O073xa3nb270LDrItLnJYw3MFU2HTeSh6QyiMB1Qiyamg8eFMZeZ2WQAIC7xd7Oi6tB0BodNgCRxJf9mqYyXLU0eMAY8dd6oZRfy2RY9lbFwStlKMvfruY7BuVT5bEhnNfAcZwVCLyYAY57jHUuQ3VVI05lRYH6efcfIuAxCZ8Wfo8pnL5sBV2o6cCWqfHZEEnN3FuU5DjUlgjvRpIyB8TR8bgnCEtTQ2ijqgg5U+WzWtNxkVkUlLduqfDa4HLOnwV8sGqUTUsJT56fw5Z92WynbAENLjQtvfelm/Pf95/DHcyr+/ObNC+4uRcil7OZnN2JXux9bm73YtSmAr97fgzP9cXz1/gt4zfWteOW1rfjlkRGkcxqePDeFlzynqWzhW0LI0pFEo7j89tbSgy2e4xBNKnDaZTTXutBa5yo5ja6t3o22+spqpqxlDSEnOiqclsRx092/nHYBl20rX8NorVI1HSPhDIJeW3Fr+gVy2gVU+WxoXERR7LmIAo+W2ukugnPZ0xFAKrvwLJ8dbT447HN3DsspWkXZZYCRFcPmeGpO0SEJfD4TzbjWLAwBmNllAs9BgbEOQv7FD9s4rmBftbpmcrOeZNSBMrpfAkbXTrPbnNM+3flxoUW15+NyCHDaRZixplKxmlLdG0fC2aJpZEbA6tK6SWZMyV269zO3d6n1fTFyioaRcMYKspayu8PI3j1xIYZqv31RBfYXYnOjB/w8GavlmPvZRm0mvtiAae9oCiHf9Hm04ndhgKqy6SmsS2Rt32oiZIUxxnDfI4P4rx93AQzWl+7ezX7cfkM7PvWDc+gdy2Fnm2/Dpq0SslxEgbcKkfYMJzE8mcazdoZwqi+G93/1GXzn131460u34IodIWRlHV/6SRdGpjJFLdkJIUvPHNiWu6Oq6QzhWM6qx1Vf5Vzz2UoXw2kX1nzdlKWkagwj4WzZml2V4jgOW5q8cxe5X6SGUGUdyJx2YVH1zLwuCZ3NvrIDfDMjpdL3bqtzo32OwK+SDxaJQkFB5hKXldtavGitc110bTlWkHXnnKeWk65P10mz2wTrWN+3OWjdgMrMkQG3GFubvagJ2FEdcKA+6EA6W9n7j4Qz6B1NWT9nZa3gRvWlIZKQ5+yUW6n6KgdcDmEp4wxFJJEHA+bcPi67CI9TRCanYXDi4s5Hyy3gMRqQLFXNro0ikpBLTjedTzguo3s4ueR1eymzi5C8CyNJfO7e84inFOxs8yGraOgZTuGGy+rQEHLhE98/A5dDwJtvqMWhXdWrvbiErGtt9W7Uh5x49FQYmxrc0DSG/vE07vntAF53fRv2bQ7imw9cwIe+9gzqq5x4z2t3LkmrZULIwqkaQ2u9e9lrMq0F5jSxS6krrE3kUR2wF92NvxQ90xNFQ8hZsmYXx3GoDTjQWlfZ1Nme4SQEnsO2MtmSdVUOhAIOOOf5XrPbhIvuigcUBruMgF0yrU5nA82IbiiqjolYzqq5ZFrOjKlTvTEEvTZw4NA/lsamRdbClUQedtulFXywSfxFNwYBYHUyTGaM6WfxlIJgBdmU82msdsLrEiEJPBpDTis4OV/SwFpIKTAbCJSqIyWVmYZ8qasN2hFJyJAkY+pnVYXfK2aC3VJXL7l0vskJKWN4Mo3v/6Yfp/J1EWoCdoRjOUzEZbzy2hZ0DSXxwBNj2N7qw5tfuAnpRHiVl5iQ9a824MA7X70Dj5yYxA8f6kcmp6Gz2YuByTQ+9PUTqK9y4M5Xbsfd9/dgaDKDf/ivp/DXt25bdDtyQkh5Zp0iWdFLdljiOLOez8YPhrgdIvZvCV5S3ZV5nluzjXZ2b/Jb06qWG2NAbo6MpXROxYWRZEXBJ0nk55xaJgq8tY+xctMKlxDPA5qen86I0p3rCuuOlQpsFU3hXOK4t9kN0m6tk4X9ga3NXkSS8pIv13qwd3NgSd/PDOAstpvjTGbwOJPToGlsTQSxKtVW54bXJa3pTF+Oq2wqZWudy8riLmdHm8+qE7hYzTUuNIScVtfnSgvOh3x2eJwiJKrZRcjSUDUdX/5pF546HwUAOGw8nn+wHg8+NQaeA265shn/9/goEmkVt13dgusvqwcYQzqxustNyEbBcxyu3FODfZsDuP+xYTz09Dg4DvC6RIyEs/jPH53Dq65txbnBJB58cgx3ffc0rtlfi1dc00p30whZQgGvDYpWOtAFwBqA+lwb+7KxNmDH4EQGiyzhsm5pOsPAWApVPvuS1+m5WMsxJbKcuqCj7OdnjCGeUubNxCp+zcL+/nJWx9je6kckIYPnOGRlHaLAWd+jHIxaZ2aAa2uzt2SgI72IWmiVEngOUpl6Wwe2BuftDBj02hD02nDk9KV3Q3qpu9ctF0XVMRHNQtMZKjrLrIHPtZCpy6tlT0dgzsYapkqC9EsR1OseSiLks1vnkEqnFasaQzqrGR1yqWYXIYsXjhvziFNZFRdGjFRan0vE5dtC+Nmjw6gLOvCKa1rxv78bgNMm4L2378SNlzesmy8TQtYbr0vCq65tw4ffvBfP2llt1Z6QBB5fuK8b5wfjeN31rRAEDr99ehwf+tozONt/cXeeCCHT3A4R7fWestlMHMehNuhA0Lu2L/ovVmO1C4d3hDZ0PbJSVE3HeDS35mvkLLe2enfZaVuMASLPV5w41FTtRFNNZdMPV6LAtdMuWB3rGGP5wvjTIomcNWAOem2wl+jEt5xNmbR8J8yQz47mGlfRFDdJ5EsuD1ke5jVYJLG4rpblCDwHnRnbuhKXWqOBxXLYhDXVMC2WUjARy1rNLGaea8qJJmX0jqaseoZLZWPfoiOkwIWRJH72x2E80xPFliYP+sfT0Blw0+F6nLgQw++fmcDl26rwxhd2QOA5yKqO5+6uoQwSQlZItd+O19+4Cbdc2YzHz4TxvH21+PovLuCx02F8+1f9eM7uatQEHHjk5AQ+8f0zeO7uatx6dQtcJVqUE0KW1oGtwXlbxq93qqZD1YypVJdSExpJ4FEXdCxJfZ6NSmcM1QF7xfWgesdS4DmubIfTYis79y6WUqDpxrRBgTcK5A9OZBDwqHNmdgS9Nuxs9+FUbxz+ZcgAjCYVDIczGJyovGaXxylSUGSdsElGV9We4eSczzNq3XnLZhqvdZfQV0dJIb8NqYxqndXmy8o0VfvtYAxLvt0p2EU2vO7hBH76yDBO9sbgsgtoCDlxfiiJgEfCFTtC+NXRMTjtAnZv8uNkXwyKpkMSRVyzv261F52QS5LXJeG6g/UAgDe9sAMj4QyyioZHTkzC5RDwvL016BpO4pETk3i6K4KXX9WMTdWXYKEOsiEwxvCnf/qnuPnmm/Hyl7+87PP+5V/+Bd/4xjeKHnvf+96H22+/fbkXEQAuiWynExdikBU9X7Pr0hmx8DyHtjk6BxIjIAgATaHKCtRLwtw1uwrZJQGKqq7YINnM4DLqYnFWZlkiPf80RTMIvFyB72qfHdWByjNId7b7i18fsCOWVJZ6sS4pZkbOUgcdVI0hk9PmDe1yHAe/mwLv69Wmeg/0/LRvAEikFdQW1AMsRxJ5K/t0KVGwi2xo6ZyKT91zFqLAwe+WkM6qmIzlcPW+GpwfjOOXj49iR5sPf/bizUikVYxHswuqx0AIWV48z+Gf7tgNVdNxpj+Oz/zwHH5+ZBR8/m60rOj4xgN9aK624Q03+dFWvzaLLBNSiq7r+MhHPoKHH34YN99885zP7e7uxp133omXvexl1mMeD+3vS6m52oXhcGbFCqKT9YPnORzeEVrA8yt/763NXiQz6ooFlM3gllmew9zbK2nKoGrGFKNKagQthtspoqHKaQVcFuNSz6y5WOaMlqXuSKuoOqbiOWNa2xxvrTOGJ85MobG6dGfUtWqhTRXWqkoL3pdzZiCOkM9uZX+udnH/jX+bjlxSNJ3hiTNh3H1/NxhjcNgEvOBwAySRRyyloLnGhZ3tXjx0bAJjEWMuen2VA16XhMZqJ/ZvCV5SUxcIWS9Egceudj9uv6ENl2+vApe/N6jkawGMTsn412+dwvce7LPqTRCylo2NjeENb3gDHnzwQfh880916u7uxs6dO1FTU2P953Qu/V3QS1l1wI69mwMXNdAmBDA6DtdVkM0AGMGFlZxC6nYakQbzcpfnOWxu8lQ05VJVje/cpf6eFQQODaGLP5/RkXvxzEDHUoduzJpd8wWF9HxNr/FIdomXgFRiT0fgojqfJ9MqRsIZOGwCDnYGK8rqWk6U2UU2hFx+itMDT4xiMpZDbdCObz3Qi6e7IoinVdRXObC50Yae4ZR18q4N2nHT4UZcvr1qVZedEFIZjuPwvH11eN6+OqSzKj7yjROYiBlBa1U3Osb9+skxPH4mjFde14bLt1VR8JqsWSdPnkRDQwM+/elP47bbbpvzuclkEmNjY2hvb1+ZhbtEpXMqkhkV1X47NaUhF2VgIp2v2bWyWQ2dLd55C0L73RJSWbXo+zHkq2zqYNBnw15nYMnr2R7qnL4WT2YW3/Wxrc5dcQF0UppZA00Sl/YcaJN4tDe40TVIbe3XModNuOgprLJiZICuhfIHFOwi697oVAYf/85ppDIqNje6cdm2Kpzpj+N3xycg8BwCHgmjU8bdAZ4D9nYEcM3+Wuxs99NAmJB1yuUQ8Q+v3oknz03h6LkpdA0lrQvcVFbDV37ajT8cn8Crr2tblhoAhFys6667Dtddd11Fz+3u7gbHcfjCF76A3/3udwgEAnjTm95UNKWxUrqu03dfGWf745AVDT6nWNGUrpWm63rRv2TtMmJBbNa2Wu5t6HOJ874/zwEOiV/0MthEDsZnW56gUmutExy3+HUk8Mt7jGz041Dggcu2BQEs7WeUFRWReA6aps+5jXRdB2M6GFv8Pjqf5diGjLH8cusbdt+oRGezx8jiW+Z1UOl1DAW7yLqjM4bTvTHE0yqevasatQEH9m8OQFF1PHFuCt3DKTjtAvxuEbGUimhSgd8t4doDtbh6f92Sz0EnhKyOoNeG5x+qxzX7a/CT33fh/idiAIzpzDaRR89wEh/82jPY2e7DG2/qWFOtmcnGl81mMTY2VvJ3NTU1cLkqr0XS09MDjuPQ0dGB22+/HY8//jje9773wePx4IYbbljQck1MTFzSF+JziUQyUFSGsTF5ybMaltL4+PhqLwKZRzQig+OAUSFV8vervQ2rncDoaGZVl2E+o6OrvQRzW+1tuN6kshr6xnLI5HQ4bDxGR0s3ElA1hmg0A1HgMDqaW9ZlWsptGJ7KIp3VMe7MIkldwpGILe/78zyPxsbGeZ9Ho36ybiTSCh45MYnfHR/HRNSYqjg4kcKx7ijCMRmazqz6A5mchpYaL15weQB7N6/+fGFCyPLhOA6HO7141t4W/P74BB58cgyKqoPBuIN9pi+Of/rKcTxrVwgdjR4c3h5aE6nVZGM7duwY7rjjjpK/+9znPofrr7++4ve65ZZbcO211yIQCAAAtm/fjt7eXnznO99ZcLCrpqaGMrvKGE1GoKg66uqCazaza3x8HLW1teAXUgGdrLj6+tKP0zZc/2gbLk4yo2IqG4OUVeFyiKivL93wQVF1jCQicDtE1Nf7Sz7nYi3HNozk4rBlFNTV+q26eGT5UGYX2VAefmYC33zgAjQdcNoESCKH8UgODzwxfdecA7CpwY22Ojeef7CeAlyEXGJqAw684po2XL2vDl/48TkMTmbBcUZb96YaJ353bAK/OzaBbz/Qi+fsqsG1B+uWpCAuIaVcccUVOHv27JK8F8dxVqDL1NHRgUcffXTB78XzPAW7yjDWjfHvWh7ErvXlI/Ojbbj+0TZcGJdDxJZmH872x8Fx5dedTeKwd3MVJJFb9vW7lNuQ4zjrc9F+sfwo2EXWtYHxFB4/M4Vd7T7c9/AQuoaTVneQTEG7Y4eNx54OPy7fXo1tLT44KW2UkEtebdCB979xL05ciOKnjwyhZySFrqEkgl4ROZkhndPw22Pj+O2xcbTWunDdwToc2lYFu0TnD7I2ffrTn8ZTTz2Fr33ta9ZjZ86cQUdHx+ot1AbkdYkIx2TQOIUQQpaWrOqYiOagagziHJdbHMfReI4sGQp2kTVB0xkiiRx+d2wCv3lqDLl8F4dfHBkpep7TziPgtuGmKxqwe1MAXtfKdrkhhKwfuzcFsKvdj/ODCdz38BDOlegA1D+extd+cQHf+lUfnrUjhGsP1qG5pvJaSoQsl6mpKdjtdrjdblx77bX40pe+hLvvvhs33HAD/vCHP+Dee+/F//zP/6z2Ym4omxo8aAzpNM2ZEEKWAWPUKZOsLAp2kVXBGMNIOItfHBnG2YE4ogkFM09/Ag/4PTYoio4bLq/H8w/WL3mrY0LIxsZxHDpbfPiHV/swOJHG754ex8MnJqDkW7Mb0xx5ZGUdv39mAoOTabz0uc3YVO8GYKTdE7IabrvtNrzsZS/DX/3VX2Hv3r349Kc/jc985jP49Kc/jaamJnziE5/AgQMHVnsxNxSeMgoIIWRZuOwidrT5kUiHV3tRloXdxiOZAQSBygSsJXQVT5YVYwyJtIqRqQwGx9M43hNB70gKGXl2JyinXUBTyInxaBY3XdGI6w+Vqe5JCCGL0FzjwmtvaMdt17TiWHcEvzs2jq6hJLL585EocOgdTeHTPzhrNbu47XktuGx7CEEvdXIky+fBBx+c97Hrr79+QUXtCSGEELIy2us9CPkUOGx0w2QtoWAXWRI6Y4jEZYxMZTASzmAknMXAeAoj4QxktXTKqsBzaKx2gAOwrdWPV1zTurILTQi5JNkkHpdvD+Hy7SEoqo7u4STO9MXw26fHkc4ZNQHNTPt7HhrAPQ8NgOeAuioHLttWhYNbq9BY7aQi34QQQgghBALPIeChG6NrDQW7yIKomlFccHQqg+FwFqPhjBHgmsxY04Jm4gAwAH63BKddgNcpwueW8NaXbl3RZSeEkJkkkcf2Vh+2t/pwy1UtCMdy+N3xcZzqjWFoMg2PU0QsqUJnwEg4i588MoyfPDIMAPA4RTSGHKjy2bGz3Y+dbT743HShQwghhBBCyGqjYBcpKZVVMR7JYjySxchUFiPhDEbDGYxFc9D16aCWmdhQqt6gJHI4sCWI5lonokkFt13dSkVfCSFrWshvx8uuasHLrmoBYwyaziDwHI51RfGtX11ALKVaz01mVJwbTAJI4tFTRg0KjjOmQwY9NtRVOdAQcqKlxoXmWhdCPjultxNCCCGEELICKNh1iWKMIZVVMRnLYTySw3gki7FoFhORLEYjWaSzWtHz+XxQS2cz38fI3OI4oLPZiwNbg6jy2cFxwM42PxWUJ4SsWxzHQcwXGt2/NYj9W4OQFR3Dk2mcHYzjdG8cosDhzEACcr6DLGOAojKMR3MYj+bwTE+s+D1hBMOMLFcJIb8NAa8dAY+EA1uDCPnsGJ3KYDyaw+HtIQDA010RjE1loeoMmqZjW6sP21p8K7ouCCGEEEIIWU8o2LXG6LoRhMopOrI5DTzPQdN1SAIPUeThcYqYjOUwEc1B03Q0hJzgOCAcl2ETebTUuRBNynj8zBTAGGoCDkzFZZy4EIHOAEXVEU3KSGVnF4gHjKDWzIAWYDwmiRycIg+7JMBu43FwaxDP2lmN2qCDatcQQi4JNolHe4MH7Q0evODyRgDGzYPxaA7ZnIZERsHRs1N4pieKTQ1utNa58cvHRiDnp3kzAIrGoKRVxNMqhsIZ673ve3io6G99+4FeBL02RJJy0Q2IrqEEMjkNtQF7/juAw+BEGpLAQRT5/PcFB5vIUzYtIYQQQgi5JK2pYNdvnx5DOCaD540ib4LAQ+CMFp48z0HgOYgCD1HgIOZ/LwocBIGDJPAQ8o8bj/HG/4scRN74Hc9x1rS7wtgMx3HQdYauoQQ0nYEDkJV1HD03hc5mL6oDdqQyKh46Ng5J5BFLKsjkVKRzGpw2HhzPQeA4aDpDTdABTdORSKuIJGVIAg+3U4THKWIsnEFDdQR9Y2noOoPOputZOSQesqqjtc6N3tHUrHXjdgjIyjocdh6pjDbr9xeL4wBJ4OF3SxBFDhwAn1vCjjY/trX40N7gBk8BLUIImYXjONQFHdbPuzcFin5/w2UNSKQVpDIq+sZS6BlJIui1QVZ0xFMKTvfH4bQJ+e8VHVr+jkM6pyGdy2CmM/0JnOlP5P82AGZ8j8xkLBMDwGEimgXHGT/xnPFdunuTHzzHoTZox1PnIxAFDoqqwy7xcNhF3HS4AVlZR1ZWcaYvAY4DklkVHocAl0PEc3ZXYyySg6LoGJ3KoL7KCQaGphoXvE4JibSCnuEk2urdcNkFRJIKLowksbnRA4dNgM6M70GW/z5UNQ1MVkF9eAkhhBBCyMVaU8Guh5+ZxEg4A50xaBorefG+0p44OzXn73NKcYZUJKkU/ayoGtI5DRPRHACge7g4kGV+xmz+fUoFugAglb+rP1egi+MAm8jDZRcgijySaRUBj4TaoAObGtwYnMiA5wEOHKr9Rj2Zllo3agN2SCLVkSGEkOXgsAlw2ATUBID2Bg+u3l835/PNOmGazjAymcFYJAOe4zAcTqNnOImpuPE9k1WM7xdV1aFjOmhkGotki984/zsdDKqmzfv9drovPufvf3V0bM7fL0bALeBjm5uX/H0JIYQQQsilZU0Fu/7f63cV/WwGvXTdKBKsasa/msag6jpUjUHVdONnjVn1TFTzZ023Xqfm34cBVjV1c0zAmDENJZJUwHQdLH/728y6YoxZmWBmdhPHc1YdK44zMqF4zngcMGtcGc/h8rfeU8kkvF4PeJ4Hl39c4I2MM0Ew/t/6T+Bgk3jYJR420fxXgN0mwGkXIAocTR0khJANSMh/jwg8h+Zao7g9ABxAVUWvZ4xBUXVkchpyqg5F0ZFTNOQUHbKiQ1Z1KKrxXZnOqnA7RdglI9NqdCoLh8TD5RCh6wxjkSycduN7R9cZpuIyvC4JLocATQeiyRw8Tgl2SQDTGRJZBT6XBJskQNN0pHNa/mcemsaQlTV4XCJsIg+OM7K2Oc74buXAoMux+T8gIYQQQtalPR0BKGrpcjqELLU1Feyaiec48OLGCOjouo7R0VHU19eD56mGCiGEkOXBcRxskgCbtL4ydo3vydLZzYQQQghZ/8wbaISsBIq6EEIIIYQQQgghhJANg4JdhBBCCCGEEEIIIWTDoGAXIYQQQgghhBBCCNkwFlSziwqiL55RiNcoyEvrcf2i7bhx0LbcOGhbbgwrtR0v9X2EjpP1i8516x9tw/WPtuH6R9tw/at0u3GMMTb/0wghhBBCCCGEEEIIWftoGiMhhBBCCCGEEEII2TAo2EUIIYQQQgghhBBCNgwKdhFCCCGEEEIIIYSQDYOCXYQQQgghhBBCCCFkw6BgFyGEEEIIIYQQQgjZMCjYRQghhBBCCCGEEEI2DAp2EUIIIYQQQgghhJANg4JdhBBCCCGEEEIIIWTDoGAXIYQQQgghhBBCCNkwKNhFCCGEEEIIIYQQQjYMCnYtM8YY3vzmN+N///d/53zev/zLv2Dbtm1F/33zm99coaUk86l0Ow4MDOCNb3wj9u/fjxe96EX4wx/+sEJLSObDGMO///u/41nPehYOHz6Mf/u3f4Ou62WfT8fk2pLL5fDe974Xl112Ga688kp89atfLfvcU6dO4RWveAX27duHW2+9FSdOnFjBJSVzWch2fNvb3jbrGPzNb36zgku7MSxknZOVJ8sybr75Zjz22GPWY/NdSzzyyCO4+eabsW/fPtxxxx0YGBgo+v3XvvY1XHXVVThw4ADe+973IpPJrMhnudSMjY3hr//6r3H48GFcddVV+OhHP4pcLgeAtuF60dfXhz/90z/FgQMHcM011+ArX/mK9TvahuvLW97yFvzjP/6j9fN814I//elPcf3112Pfvn14xzvegampKet3Cx0zkDWMkWWjaRr78Ic/zDo7O9kPf/jDOZ/7xje+kX3xi19k4+Pj1n/pdHqFlpTMpdLtqOs6e8lLXsLuvPNO1tXVxb7whS+wffv2saGhoRVcWlLO3Xffza6++mr2+OOPsz/+8Y/syiuvZF/5ylfKPp+OybXlwx/+MHvJS17CTpw4wf7v//6PHThwgP385z+f9bxUKsWe+9znso997GOsq6uL/fM//zN7znOew1Kp1CosNZmp0u3IGGM33HAD+/GPf1x0DOZyuRVe4vVvIeucrKxsNsve8Y53sM7OTvboo48yxua/lhgaGmL79+9nd999Nzt37hz7m7/5G3bzzTczXdcZY4z94he/YIcOHWIPPvggO3bsGHvRi17EPvShD63aZ9yodF1nr3zlK9mf/dmfsXPnzrHHH3+c3XDDDexjH/sYbcN1QtM0duONN7I777yTXbhwgf32t79lBw8eZPfddx9tw3Xmpz/9Kevs7GTvfve7GWPzXwseO3aM7d27l/3oRz9ip0+fZrfffjt7y1veYr3fQscMZO2iYNcyGR0dZbfffju75ppr2GWXXTZvsOuqq65iv//971do6UilFrIdH3nkEbZ///6iQfUb3vAG9pnPfGYlFpXM4+qrry7afvfeey+79tpryz6fjsm1I5VKsT179liDQcYY+9znPsduv/32Wc+955572HXXXWddcOq6zm644YZ5z8Fk+S1kO+ZyObZjxw7W09Ozkou44SxknZOVdf78efbSl76UveQlLykKds13LfGpT32qaPul02l24MAB6/Wvfe1ri647Hn/8cbZ37166WbPEurq6WGdnJ5uYmLAe+8lPfsKuvPJK2obrxNjYGPubv/kblkgkrMfe8Y53sA984AO0DdeRSCTCnve857Fbb73VCnbNdy34zne+03ouY4wNDw+zbdu2sf7+fsbYwscMZO2iaYzL5OTJk2hoaMAPf/hDeL3eOZ+bTCYxNjaG9vb2lVk4UrGFbMdjx45h586dcLlc1mOHDh3C008/vcxLSeYzNjaGkZERXH755dZjhw4dwtDQEMbHx2c9n47JteXMmTNQVRUHDhywHjt06BCOHTs2K6382LFjOHToEDiOAwBwHIeDBw/ScbgGLGQ79vT0gOM4tLS0rPRibigLWedkZR05cgRXXHEFvve97xU9Pt+1xLFjx3DZZZdZv3M6ndi1axeefvppaJqGZ555puj3+/fvh6IoOHPmzPJ+oEtMTU0NvvKVr6C6urro8WQySdtwnaitrcWnPvUpeDweMMZw9OhRPP744zh8+DBtw3Xk4x//OP7kT/4EW7ZssR6b71pw5vZraGhAY2Mjjh07tuAxA1nbKNi1TK677jr827/9G6qqquZ9bnd3NziOwxe+8AU873nPw0tf+lL86Ec/WoGlJPNZyHacmJhAbW1t0WOhUAijo6PLtXikQhMTEwBQtH3MC9RS24eOybVlYmICwWAQNpvNeqy6uhq5XA7RaHTWc+k4XJsWsh17enrg8Xjwrne9C1deeSVuu+02PPTQQyu8xOvfQtY5WVmvfe1r8d73vhdOp7Po8fnOYXP9Ph6PI5fLFf1eFEUEAgE6By4xn8+Hq666yvpZ13V885vfxLOe9SzahuvQddddh9e+9rU4cOAAXvCCF9A2XCf++Mc/4oknnsDb3/72osfn237j4+Nlf7/QMQNZ28TVXoD1KpvNYmxsrOTvampqiu4EzMe8g93R0YHbb78djz/+ON73vvfB4/HghhtuWKpFJiUs5XbMZDJFAwoAsNlskGX5opaRVGaubZlOpwGgaPuY/19q+9AxubaUO7aA2duPjsO1ayHbsaenB9lsFldeeSXe8pa34IEHHsDb3vY2fO9738OePXtWbJnXu4Wsc7I2zHcOm+v32WzW+rnc68nyuOuuu3Dq1Cn84Ac/wNe+9jXahuvMZz7zGUxOTuKDH/wgPvrRj9JxuA7kcjl84AMfwPvf/344HI6i3823/bLZ7IK2H31vrl8U7FqkY8eO4Y477ij5u8997nO4/vrrK36vW265Bddeey0CgQAAYPv27ejt7cV3vvMdGlgvs6Xcjna7fdadclmWZ52AyfKYa1u+853vBGBsD7vdbv0/gFl31QE6Jtcau90+6wLD/Hnm8VXuuXQcrr6FbMe3v/3teP3rXw+/3w/AOAZPnjyJ73//+xTsWoCFrHOyNsx3LVFum/p8vlnfb4W/L/VdR5bGXXfdha9//ev4j//4D3R2dtI2XIfM75VcLod/+Id/wK233jqreyJtw7Xls5/9LHbv3l2UYWma71qw3O+dTmdRYKuSMQNZ2yjYtUhXXHEFzp49uyTvxXGcNag2dXR04NFHH12S9yflLeV2rKurQ1dXV9Fjk5OTs9JkyfKYa1uOjY3hrrvuwsTEBJqbmwFMT22sqamZ9Xw6JteWuro6RCIRqKoKUTS+tiYmJuBwOODz+WY9d3JysugxOg7XhoVsR57nrUCXqaOjY9Y5lsxtIeucrA3zXUuUO8ft2LEDgUAAdrsdk5OT2Lx5MwBAVVVEo9GS33Xk4v3zP/8zvvOd7+Cuu+7CC17wAgC0DdeLyclJPP3000U3trds2QJFUVBTU4Oenp5Zz6dtuHb87Gc/w+TkpFWT0gxI/fKXv8TNN98857Vgue1XU1ODuro6AKh4zEDWNqrZtQZ8+tOfxhvf+Maix86cOYOOjo7VWSCyKPv27cPJkyet9FcAOHr0KPbt27eKS0UA40utsbERR48etR47evQoGhsbSwZB6JhcW3bs2AFRFIuKzB89ehR79uwBzxd/je3btw9PPfUUGGMAAMYYnnzySToO14CFbMd//Md/xHve856ix+gYXLiFrHOyNsx3LbFv376i77JMJoNTp05h37594Hkee/bsKfr9008/DVEUsX379pX7EJeIz372s/jud7+LT37yk3jxi19sPU7bcH0YHBzEX/7lXxaVwDhx4gSqqqpw6NAh2oZr3De+8Q385Cc/wb333ot7770X1113Ha677jrce++9814Lztx+IyMjGBkZwb59+xY8ZiBrG13prJKpqSmkUikAwLXXXovHH38cd999N/r7+/Htb38b9957L9785jev8lKS+RRux8OHD6OhoQHvec97cP78eXzpS1/C8ePHcdttt63yUhIAeM1rXoN///d/x2OPPYbHHnsMn/jEJ4qmPdIxuXY5nU7ccsst+OAHP4jjx4/jV7/6Fb761a9a229iYsK6IL3pppsQj8fxkY98BF1dXfjIRz6CTCaDF77whav5EQgWth2vu+466yK2r68Pn/3sZ3H06FHcfvvtq/kR1p351jlZe+a7lrj11lvx5JNP4ktf+hLOnz+P97znPWhubsYVV1wBwCh8f/fdd+NXv/oVjh8/jg9+8IN45StfSdNvllh3dzc+//nP48///M9x6NAhTExMWP/RNlwf9uzZg127duG9730vurq68NBDD+Guu+7CX/zFX9A2XAeamprQ1tZm/ed2u+F2u9HW1jbvteBrXvMa/PjHP8Y999yDM2fO4F3veheuueYaqwP0fGMGso4wsuyuvfZa9sMf/nDWY5/5zGesnx944AH2kpe8hO3Zs4fddNNN7Je//OVKLyaZRyXbsbe3l73uda9ju3fvZi9+8YvZww8/vNKLScpQVZX967/+K7vsssvYFVdcwe666y6m67r1ezom17Z0Os3e9a53sf3797Mrr7yS/fd//7f1u87OzqJj89ixY+yWW25he/bsYbfddhs7efLkKiwxKWUh2/H73/8+u/HGG9nu3bvZy172MnbkyJFVWOL1b651TtaGzs5O9uijj1o/z3ct8dvf/pbdeOONbO/evewNb3gD6+/vL/r9F7/4RfbsZz+bHTp0iL3nPe9h2Wx2RT7HpeSLX/wi6+zsLPkfY7QN14vR0VH2jne8gx08eJA997nPZf/1X/9lXRvSNlxf3v3ud7N3v/vd1s/zXQv+8Ic/ZFdffTXbv38/e8c73sGmpqas3803ZiDrB8dYPr+PEEIIIYQQQgghhJB1jqYxEkIIIYQQQgghhJANg4JdhBBCCCGEEEIIIWTDoGAXIYQQQgghhBBCCNkwKNhFCCGEEEIIIYQQQjYMCnYRQgghhBBCCCGEkA2Dgl2EEEIIIYQQQgghZMOgYBchhBBCCCGEEEII2TAo2EUIIYQQQgghhBBCNgwKdhFCCCGEEEIIIYSQDYOCXYQQQgghhBBCCCFkw6BgFyGEEEIIIYQQQgjZMCjYRQghhBBCCCGEEEI2DAp2EUIIIYQQQgghhJANg4JdhBBCCCGEEEIIIWTDoGAXIWRN+vWvf43LL798tReDEEIIIYQsAl3LEUJWEwW7CCFrzpNPPol3vvOdYIyt9qIQQgghhJAFoms5Qshqo2AXIWTNkGUZX/7yl3HHHXdAFMXVXhxCCCGEELIAdC1HCFkrKNhFCFkx999/P7Zt24Z77rnHeuyee+7Btm3b8Ic//AG/+93v8KUvfQnvete7cPvtt6/ikhJCCCGEkJnoWo4Qsl5QsIsQsmJe9KIX4brrrsMnP/lJxONxjI2N4eMf/zhe+cpX4sorr8SePXvw61//GnfccQc4jlvtxSWEEEIIIQXoWo4Qsl5QbikhZEV98IMfxIte9CL853/+J4aGhuDz+fDud78bAFBXV7fKS0cIIYQQQuZC13KEkPWAgl2EkBVVV1eHf/iHf8CHP/xhMMbw3//93/B4PKu9WIQQQgghpAJ0LUcIWQ9oGiMhZMW94AUvgCAICAQC2Lt372ovDiGEEEIIWQC6liOErHUU7CKErLiPf/zjqKqqAmMMn/zkJ1d7cQghhBBCyALQtRwhZK2jYBchZEU9/PDDuPfee/He974Xf//3f49vf/vbeOqpp1Z7sQghhBBCSAXoWo4Qsh5QsIsQsmIymQze//7348orr8RNN92EV7ziFdi1axf+6Z/+CbIsr/biEUIIIYSQOdC1HCFkvaBgFyFkxXzqU5/C+Pg43v/+9wMAeJ7HBz7wAfT09OALX/jCKi8dIYQQQgiZC13LEULWC44xxlZ7IQghhBBCCCGEEEIIWQqU2UUIIYQQQgghhBBCNgwKdhFCCCGEEEIIIYSQDYOCXYQQQgghhBBCCCFkw6BgFyGEEEIIIYQQQgjZMCjYRQghhBBCCCGEEEI2DAp2EUIIIYQQQgghhJANg4JdhBBCCCGEEEIIIWTDoGAXIYQQQgghhBBCCNkwxIU8eWxsDIyx5VqWZaPrOsbGxlBXVweep/hepWi9LQ6tt4WjdbY4tN4WjtbZ4myk9cZxHOrq6lZ7MVbNyMgIOI5b7cUgi7CRjsNLFW3D9Y+24fpH23D9q/RabkHBLsbYugx2Mcag6/q6Xf7VQuttcWi9LRyts8Wh9bZwtM4Wh9bbxkHbb/2i43D9o224/tE2XP9oG146KJRJCCGEEEIIIYQQQjYMCnYRQgghhBBCCCGEkA2Dgl2ErFP9Yyk8cXbK+nkymkMmp63iEhFCCCGEEEIImUs0KUPTaQrlcqNgFyHrhKrpePLclDW3/ImzU/jaz3us3//s0SG876vHrd/THHRCCCGEXEqyMt30I4SsbVlZw7mBBHpHkqu9KBseBbsIWSeOnA7jC/d1oSd/Yrzhsnp88E17rN9fe6AOr762FRzHgTGGT//wLH7z1NhqLS4hhBBCyIoZCWdwvDuKVFZd7UXZMEbCGYxHsqu9GIRsKHy+I7LbuaBegWQRKNhFyBo2Es7g/GACAHB4Rwh/+4pt2NTgAQB4XRKq/Xbrua11bly2PQQAkBUdLrsIm2gc4jpj0ClVlhBC1iRZlnHzzTfjscceK/uct73tbdi2bVvRf7/5zW9WcCkJWduSGSPIJSv6Ki/JxjEwnkbvaGq1F2Nd0hlDOqtC1Wh/JMXysS7wPLe6C3IJoHAiIWsUYwxfvb8HOmP4p9fvgijw2Nnmr+i1dpuAt7xki/Xzoycn8ZunxvFXL++Ezy0t1yITQghZoFwuhzvvvBPnz5+f83nd3d2466678OxnP9t6zO+v7DuBkEsBR+NGsoakMipO98VRF3Sgrd692otD1hCzVlcyo6I2sLrLstFRsIuQNUZRdfA8B4Hn8Oc3b4bDJoCr8AouK2sYi2QRTylIZlQkMyo0TcdwOAOOA3pGkqjy2tAQckISKbGTEEJWU1dXF+688855ayzKsozBwUHs2bMHNTU1K7R0hKxPVLOUrAVmQCOrUB05UkzPn6PSNOV62VGwi5A1RFF1fOL7Z9Be58arn9+G2qCj5PMSaQWjU1kMhzMYDWcwMpXBSDiLSEKe8/0/f+905kBjyIkDW4M4tK0KzTWuJf0chBBC5nfkyBFcccUV+Lu/+zvs37+/7PN6enrAcRxaWlpWbuEIIYQQsuQkwUg4KDfOI0uHgl2ErCGSyGNXmw9Ou4hfHR3BwFgaQ5MZTCVk5BQNAs9BEngkMtN3AuwSj4aQEx6niJYaF1rrXdhU70F9lQNelwRR4MCYkSobS8k42RvDzx8dgSTx+Pljw/jZo8PoaPTg+oN1ONhZRfPHCSFkhbz2ta+t6Hk9PT3weDx417vehSNHjqC+vh5/9Vd/hauvvnrBf1PX9Yqzhcnaout60b+kGGMMjOn5OqVrcx2tt23I2Ppa3pVQ6TZkug7GdDB97e6Pl6rVPg41zdw3dNo3FqnS6xgKdhGyBjx1fgr9YymcuBDD0GQGqjY7BV8UOHgcEna0+9AYcqJvPIX6gAMvfFYjAOBvP/skBsbTON4TBWAEweqrnKgPOVBf5URDlVEz4MXPasKNlzVAEnkk0gq+95t+9Awn8aWfdqOxehi3XNmMfZsDNBgihJA1oqenB9lsFldeeSXe8pa34IEHHsDb3vY2fO9738OePXvmf4MCExMTdHG9zo2Pj6/2IqxJ4XAOsZSGcSkDObW2hzjrZRvaOQWSwGF0dHS1F2XNmW8bJjIaotEcNFnAqERF/tei1ToOc4qOaDSLHjkJLWuf/wVrSO94DlUeET6XsKrLwfM8Ghsb533e2v4mIGQDG49m8ccTkzg/mMC5fMdFAOA5I1Al8Bw0neHV17ViT0cQR8+Fcd8jw+gdTSGeVlDjd4DnOTz09BjGozlsqncjkpQRSyrIyBpyio6+sRT6xqa/YBtCDhzeHkKVz47Hz4Rx7YE6HOuK4Ko9Neho9OC+R4bw+XvPY9/mAF57fTuCXttqrBpCCCEF3v72t+P1r3+9VZB++/btOHnyJL7//e8vONhVU1NDNzPWKV3XMT4+jtraWvA81d2cKa0nwUk51NZ4UOVbmwPI9bYN6+tXewnWnkq3oS+rIpqLobXOjTqarramrPZxmMlpGE9F4bAJqK8PrPjfvxgD0TBiMtDZEVrV5aDMLkLWIF1neLorgl8/OYbz+QBXlc+GZ+8MwWkX8OBT49AZEPDYUFflQJXXhu1tfvjcEppr3NizyY++sTTO9MVxTIla72uXeHhdElx2AXs3B1Dls4PnjBOBouqIpRSEYzmEEznc9/AQzLyxWFLGtQfqEHBL+PovL6Ah5MDWZi9O9sbwwa89gztu3IRD26pWfkURQgix8Dw/q/NiR0cHurq6FvVeFOxa33ieXxeBkpXG8Rw4jge3DtbPetmGfaMpgAPa6qib4EzzbUOPy4YrdlJDkXIUVQfHAaKwesfBah2HdhvAcTxqg851cR4oxHHG8q72clOwi5A15nRfDN//TT+GJjOo9tvhdQrIKTr2bPLjdTdsgqLq2NriQ2ezF16XZL0uK2t46Ng4Hn5mAr2jRpZWc40TW5q8qAk4cGBrEFU+Gz7/o/M43hNF/3gaTdVO7Nrkx/4tQWxp8hYtR07W0DeWwqm+OE5eiOIXR0bAcUDIZ8PQZAaKaoTCdF3DF3/Shb0n/XjrS7ZAklY3XZUQQi5V//iP/wiO4/DRj37UeuzMmTPo7OxcxaUiZI2iZoxLZiySBUDBrsXQdYZYSoHLIcBO19CznO6LwWkXsbXZO/+TNxi64bRyKNhFyDJL51R851d9eOx0GKLAgecBUQAmMxqCHglbm30AjOL0hzqns6jC8RweeHwUj5ycQFbW0VLrwm1Xt+Dg1ipUB2an57/jZVsxEs7iZG8UJy7E8OCTY4gmZGxp8oIxhsdOh7GtxYeg14bOFh86W3y45cpmjEWy+MPxCTxycgKKytBY7cBl20IYj2Zx9MwUjvfE8LeffRI3P7sJN13RQCdoQghZARMTE/B6vXA4HLjuuuvw93//97jiiitw4MAB/OQnP8HRo0fx4Q9/eLUXk5A1gwNdn5C1I5VVcX4wgZqAHZsaPKu9OGuOXRJgE9dXVtNS0fK1mZMFDcfWE4dt/QRvKdhFyDLqG03hiz/pQjieA88ZnYJ0HdB14M9v3oxD26rAzwgeTUZzuP+xYTxychI8B1y+PYRr9teivd49Z6CJ4zg0VjvRWO3EDZc1IKdoyOQ0AMadua/e3wMAaK5xYU+HH7s3BdDR6EFd0IFbr27BS5/bhD88M4GfPzaM+x4eQkPIAUHgcNn2KvzxZBg/PzKMy3eEUO23Q2ds1nITQghZOldeeSU++tGP4uUvfzluvPFGfOADH8B//dd/YXh4GFu3bsVXvvIVNDc3r/ZiLjnzu8vnljbk94ys6BAEDgJ1PiZkQ9N0I6ChqNQQpJRtrb7VXoRV0TuStPaNnKKt8tIsAmeU4FkvKNhFyDI53h3FV35mBJgYA3Z3BHB+MIbWkAvves3OWRe66ZyK+x8dxoNPjoHjgGv31+LGyxsWXSTeLk2nTdcFHfjQm/bgmR4j6+v/Hh/Fzx8bwV/f2ondmwKIJGRoOsO1B+pw5Z4aPHRsHD/+wyBkRYfPJeFvbt2GL/+0Cx/71im89vo2/OgPg3jrS7agucZ1cSuJEEIIAODs2bNz/vyKV7wCr3jFK1ZykVbF2FQWo1NZ7NscgH0d3T2u1NNdEbgcAnZvCqz2omw8+csqmsVoyCkawrEcGqvpWo2sHVlZQzKtYjyWhV3isbnx0prGOB7NWUkDoTXaSGMuVV4bnPb1891MwS5ClsFT3Sncd2QQPM9B0xhqA3a845YtGBjPoCHkLAp0mVMM7/lNP5IZFc/dU4OXPrcJAc/SRc05jkNDyImGkBM3Xt6ArKzhdF8cnfkplL95agy/ODKCuqADO9t92NXux/vfsBs/f2wEv3x8FEfPRSCKPHSd4eu/uICaoB3BJVw+QgghBAD4/Pcjv0KZT0dOh1EdsKNjBacZpbPr8G4+qUg6pyKT1RDyr/4gtmswgVRWQ5XPvq6mHW00VP6j2ImeKPKJTdDWUdBkKZl7BFuHkflYSoFzHZ1PKNhFyBJ77FQYP34sAg7Tc7J3bfKD53m01RcX+IwkZHzj/y7gxIUYtjR58LfPb0NL7fIXAXXYBBzYGrR+vmpvDQIeCad643jkxCR+89Q4qrw2fPQt+3DFjhC+8rMuxFMqLttWhd7RFMYjOYxMZdBe78bdP+vBi5/dSFlehBCyDkzGsgj5HWt2imB9lQM1fjtEYeWWbzKaW9FgF9m4TvTEAGBNBLv0JRhItze4L9m6SmR5mPtl0Gu7ZIOwms4gChxiKRmN1c5l+ztPnY+gucaJmoBjyd6zNuCA27l+QkjrZ0kJWQeeOh/B1355AYCRRt/Z7EHIb8fV++qKnscYwx+emcA9vx0AYwyveX4brt5fu2qDj5qAA9cdrMd1B+uhqDp6hpNIpBVwHIetLV4AHHwuEU+cnUJtwA4OwCe/fwa339CO7uEEPvatU3j9C9pxxY7qVVl+QgghlekfS8PrWruDDFVjSGVVBEUb1mg8jqxR1u6yitkSPM9BX4ooU15O0ZCTdfjc0vxPXga1SzhIvtSYpURC66i+0Uq6FLswmsyMrqU8V8z+GwyKqqN3NLWkwa7xSBYC70RgndwfomAXIUukZziJr/ysG3VBByYiWdxweT1uuaplVgArlVHx9V9ewNNdEexo8+H1N25C9Rq4A2iSRL6oaKSmMTz/YB0eOx1GPK1iPJoDANglHt98oBdveMEm/OGZCdz9sx5MxmS8iDo2EkIIWaSxqSzGIlns3RxYswE5sraxVYx21fjtCMdzC3qNzhhkRS+5v5/oiUHTGQ7vCC3VIi7I2f44GIDtl2gx8YvhtAurtt0WKp1T4bKvbFjg5IUobJKwYkEvVdMh8NyaGKOYi1AbXH/B5KCPanYRcskZj2Zx13dPwybxeNV1rfjer3vwnF3VswJd5wbiuPv+HiTSCl51bSuuO1i3Jk66c5FEHjdd0YgXHG5A/1gaDz41hkdPTSKn6HA7BPz3L3pw7f46VPns+PEfBhFLynj1dW0rVm+FEELIwqzlOiFCfvqiOY0xmjQaqKzHQr6EVOLCcBLhuIxD26pmNS/SljHzoxKxlLIif2dsKgO3U4THuToZbMtB0xkmYzn4XNKaDg6MhDMYGE9jZ7tvRdd/Kqste1i6ayiBaELGwW1VePJcBHVBx6ySMittR5sPqspwfiix4Ncqqg6dMStrcC5LsW5VTQfPc0Xj2XAsB5vIL7qB2kqjSdiEXCRV0/Fv3z4NTWdoDDmwo9WHt95UVxStZ4zhZ38cwie+fwY2icd7XrcTzz9Uv+YDXYU4jkNbvRtvemEHPvn2g/iTK5uRymrQdeDXT46hIWTHC69owG+fHseXftIFVaNWy4QQshatZubLfBpDThzsDEIUjEvUcwMJdA8lV3mpVt6R02EMTaRXezHWlbVwRcXAoC4wQBVPGwGlUlOaGkKOWQGwjahvLI1TvfHVXowllcwo6BtNYTi8to/jdFYFAOSUlb1uD/ltqFrmgAnPcZAk3jq2JheYdbkcvC4JLqcRrArH5QW9djicwbGuKNgK3bE63h3FaDhT9Bhjqx+EXwgKdhFyEWJJGR/5xgnE0wpEgcPbb+kEUNx5JSdr+OJPuvDjh4fwrB0h/NPtu1akCP1ycjtFvPhZjXjnq3fALhmf9X9/N4SB8TRuuqIBT56P4Ms/7aaAFyGErEVr+DpVVnVMJeR1dTG9XIYmM/M/iawpHMctIjhV/vmxpIKekST0VUzHHI9kcao3tmp/f73S9eJ/SbFN9R7UVy1fcXYAAFecybwWwsanemPoGlx4VhdgNFMBjNqWK0EvE9gam8quyN9fChTsImSRHjkxgfd8+RiGJrNoCDnwyXcchNdVnP4bjuXw8e+cxlPnI3jlta144ws7YN9ANUi2Nnvxr3++H53NRpXCExdi+MVjI7hmXy2eOh/BQ8fGV3kJCSGEFPK6JEhruLvaaDiD3pEUFJVGiKRYTtHQO5qcN6thNcOksaRsdeKu1FxJ/hOxLOwSv+D3nMt4dGHBq3RORTKjLtnfNymqju7hhJV1czH1a4+cDmNgfG1nUK0XibQCeQWyvE73xdC1iKl8CzEZza3IZ1mIZEa1pgcvuHlBhdG60akMsjltIS8piTG2psseVGLtXu0Qsob1jabwtV9cgKoxeJ0i3nfH7lmFRc8PJvCRb57EVCKHv7l1G65fZ9MWK+V1Sfj7V+3ALVc2W48xDvib27bhmv11c7ySEELIStva7F3TwS5z2dbyMpLV0TeawngkZ037m2UNXGJl5cUPrEsNKhWVIZMftC6VVGZhwSuHTViWmlNDk2mEYzKm4jJEYTEZccWSmZWpL7bRne6L48SF6LL/nVRWg3yJ39TgluGkpWo6+sfSODcjeyydVXF+MIGsXPn5hDFgdB1lcZVCBeoJWYCJaBZTcRlfuO88RIEDY8Cdr9ph1RYxPX4+iZ8fHUJdwI53vKxzXXbbWAie4/CiZzViS5MHn/7BWTz09DgGx1P49q8UvPb57egdS1OXRkIIWQOGJzNoqHbOaqCyVjTVuNBY7aTvCzKLuU/Mm2mwhJkIvSNJJLMqdm8KLN2bzmDu6qVq6aWzWslaXgsxc3211rnRXOOq6LVbm71gbDrgpjOGqbi8JF3E/W4bxiM5OB0CVI0hmpLRhsWV+Wirc8HtXL5h7YWRJCaiuTXdXVHV9FnjkcW/1/Kn89QE7MteuL8mYF+xJguLMTKVQXVg4cdSJdlWM0vJaDpDVtZmTUvUdIauoQSaq5f3GJpPOqciJ+tLXviebpsRUqGhiTTe99Xj+OT3z0BWdagaw0uf24TG6un55qqm49u/6sPPHo9id7sP//i6XRs+0FWos8WHj75lP0I+G7qHU5iIyvjsj87hF48NYyqxsCKMhBBClt7oVMYqSLxScoqG493RiqaTZHIaRqey1oV6c41zSQbWqy2VUS86aHEpSmdVTOWLSltBoSVajakKjoPxaA7pbOWZEBeVkVjicy0m8yWVVefMBktn1YqvyYJeW1HgeTScRc9wEuHY0hX6Nt89dxFZcTVBB1yO5RuoT0QX/nmddgEel4j6quUfB2RlDU+ei2B0av3U+Wuqdq5Il921PA1vofd0FjLt0TUjkMhzHGwiP+tGVzqrIpZUMFhBQ5TlLIx/fjCB84usZTYXCnYRUqG+sRR03bgWEXgObXVu3Hh5g/X7RFrBf9xzFr87PoGrdnnxF3+yZU23Gl4uPreEj/zZXuze5AcAaLrR4eX3x8ZXrHsIIYSQ8maeijWd4fEzYUSTS3NTQtcZUgXTpHKyjqys4emuCPpGU3O+dmQqg4HxtJVZ0FjtQkejZ0mWqxxV0xFexi5diqrjZG8MF0Yuva6SFyscl9EzbKw3c4y2FPWrJmM5nLwQQ6Qg6BNPKUjnLi4QHPRIkMT5R7Cyoll/23z2Ul0hnbwQwzM90bK/7x9LzXscmo53R4q6gir5IPRCO06WkiroAiiJHGqDCwt8HOuO4MjpMADgiTNT6K/wM5WTkzVMxXNL1hzDYROws80/q57vcpAVHYwxRFf5xjJjDIly04xnOD+YsI7t5TIRzS17/UfGGAYn0gvab0SBBzgg4FlYFlNt0IG2OhcEofw5RuA57OkIzPreZGCQVb1sN+ZSTTA4DmgILXMTgTyfS0I6N31zAwDO9MetY3yxKNhFyByiSRmfv/c87n90CF/7xQUAQEeDG6rG8KYXbrLqCwyMp/Gv3zyJ3tEU/uzFHXj+Pv+anSKyEniex1/fug0vfU6T9dj9j43gI984iafOR1ZxyQghhMz8elJUHYwZnd9SWbWiO7xz6RlJ4mRvzMrOcjtF7O4wboCMReau/+GQjEtTe/7fyVgOY8ucrTA8mUH30PJ1vDMzuirJJCLFJqJZ6MwISObymYETsYuvIWPWrSmsX3OmP44TPRfXdVCHcZNvzufoDCd7YwVZDBxkVcfRs1OzAgXT2WyV75s72nzY1e4v+/tKpirlZA1ZWUNW1iEI3Oybt0twrJjX0BwH1AUd8LsXNvCfmQmWvchC5OPRHLqGklZh74ulajoGxtNFgf+LkcqoiJeZkscYQ89wEuOLyEBjjCGWlJfk/Dc0mcHpvnhFnzmZUddM13ZF1Red8RxPKxiezGAyWtl5aU9HAPs2BxZVrYvnOLgc4pz17TiOg03iwZvPyZ9EZFVH93ByQVmKFzOSjaXkBe/7E/lj0FRuf18ICnYRModURkXvaBKPnJwEADz/UB16RlJ4yXOa0Fht1Ds4enYKH//2KegMeNdrduCybVWruchrys3PacKdr9wOKX8HYiScwd0/60b/2MXdfSOEELJ0zJszToeAk70xDE9eXHDJLH5t3ulWVR2xpIIdbT4c2Bqc87WN1S4c3hGypk71DCfRN7a8XdaWIktltR3vjuLkAjrsrRdmB2uO4+DLZ8gsJFMmp8yuUQMsz9QmxhhEfv6S06cGMhicmD7GOA7I5FQwoCjTDACqFlG/xuuSSga0khkFR06HISs69m8NzPkex7qjON4dBQCkc5o1LZLpDN1DiVnLuRhmAE0SeeQUfcEZVbVBO8T89aXPLSF1kQXqzcCnskQBmERaxUg4g5ElCtaf7IvhTH+85O/MNbeY7NxYSsFkLIfxeW5EVMLcTwqn3+plsr3qqhyoWSOlXk5ciOHEhcWdPxfaVMVpF8BxRt3nhR5Hw2EjmDhXYFJnDEfPTuGpc8XJBVlZg85Y+YBpyfcCNK14WyYzKvzu+c/BZ/sTC/pOmojmoM7Iwgv5bXDYLi5cRcEuQkqIpWQwxsBxHD7yZ/vwZy/ajFdf14ojp8Noq3PhxssboDOGH/9hEF/8SRda6lz4f7fvQlvd4gprbmTbWn3417fsQ03ADkUzUmj/9Zsn0UPTOQghZE1RVbYkc6lmZo6lsioGxtOQFb3kgGAimsW5AWMQl85nli331JMiyxzr0nQGWdGRkTXElmiq6ExOu3DRg4LVpukMA+OpooGc12lkMQgFQaRywaRSYaZjXVGc7lv+ICBjDI+fmZo3cxEAJIFDycSMEvshxwHgpn+VlbV5j41neqI4OzA7KGKu1md6ovjNk+PzLqf1uoIglJlxuRRFv82MR8YYJqK5iqe/mQq3dyQuQ1GX5kCuNBCqanpFne2WKrC6u90/Z8YegFmd4Sthbt6lmr450+B4Gqf74rOmCNdVOeDPB651nWG8wsyohajy2YqyEstNulnI942uG9MWZwacKl19T5ydwskLRiBqrumIpZjTVOeqf2keVzNrRJrf77zV6IPNG2wTeG46QwzA0EQGY1OZBdcaW03r+1uRkGXQP5bCP33lOO7+WTf++X9OIJKQ0d7gQc9ICpmchjfe1AFF1fGFH3fhZ48O46q9NbjzldvhqyDKfanyu2340Jv24PB2I+tNZ8DHvnWKMrwIIWSF1Vc5YZeKB0QMDOmcipO90WX5m067kWXSPZxE9/DsArQXRlKIJo2B7shUBsOTmZIDr6ysLXhAvBp0xoqW//xgAgPjKWOqSyy3LPUrtzZ7sbnRu+Tvu5JGwhmMhLNF02wYm57Ct9gBVqkC8y6HcQyUCw4wxjAeyVa8rcxMxMnY0tR8GpvKWAFgl120AjvHu6PzloPI5DTEkooxPS0lQ9cZhifT1jTaTE4rqotjCsdy8061FUUOosgXDYAXK5oPmGXz0xEXWgR+LJK1avv1ji5selYp8+1fkYSMI6fDVpDjmZ6Ylf12Me9bjqzoRQXnXQ5x3imo7nyRfnNZKwnGzaQztuipl+31bmxr9RaNicxsL3VGMLJnOIkL+TprAxNp9I6klqxu5HIaCRvfURP5wLb5+Sq9kaHrDIpm7Be+JajndqY/jpGwsZ+MR7LIKaW3Oc8ZgStzfzzdF8f5wQSS6eltPTSRLgrYazorynyWVR1et7RkXT8Lldq3wzHZOj8sFgW7CJmhsdqJq/fVwukQoekME9EsnjpvFMG8+dlNEEUeH/3WKRzvjuA1z2/D7Te0L8tBv9GIAo8/u3kL3vKSzdYdzX/5xkkc75pa3QUjhJBLSGO1s2R21chkZskyI2Zy2Hjs32JMXwzH5h4QuOwibBJfMghxvDuK032lp/GsJWf74zh6dvq7LZkPIMxVZ2Uhnjg7heHJ4qmd6dzcHfiWwkg4UzTYX2pmYKkwwGTW7CrMvFiKvy7lr9vKbZOJWA69o6kF1YwRBa6iLB5ZZUjkgwnlgml9Y2lEkwoUVS87eC1n9yY/dnf4kcyomIzmMBLOoGsoadUIc9qFkhkl3cNJnCwxlcvpEOHJD0QdNhF+t7QkmR0CN12zCyg92JUVHeOR7JyZN+Y6vNj90lyOcu+TSBsBRDNjprPZi63NyxdgPj8YR/9Y2tr+T56bKlusm+OA5joXAh4jeGIGLAobEWg6w5HT4ZKBzkIXhpMYncosqsagJPLwu23Fx5VZd27GkZtMq0VT3c1lXKjfHx/HLx4bLnmcTMXlJTkvKqpuZZ6ZS2guqpUptYj3nbmrpbLqgmuHxVMKBsaNbOjfH5/Asa7SwXBB4KDrzKqTZpYbKNzfhyYzs5pXTBYEkTkOSKaVZeno7LDxs7Ljgl5b6SzYBaAROiF5vSNJpLIqfvXEKOqqHHjo6XFctbcGrXVufOuBXrTVudBU7cS/fvMkEmkFf/eK7bj2QF1RS2Yyv8u2hfCxt+yz7j599t4u/O/vBlZ5qQgh5NJwbjBRdkBhk5b4+yz/Z3KKMVDYtcmPg51z1+xqCDmtwNh6lUirSGWni0lX5Ttumd97F3vdYHT/Kq4DdKJn7g5881FUHecG4nMWjDazB2ZOjwGMelCV0PXyNWNM5dZOz0hyyaY62W082hvcZbtmm9P1bFJlQyWdMagam65txRh6RpJzdneMpxVk5un+mMpq0DQGXdcLHlNx8kK07FQml0OEy14QOOKMjA2z850o8Givr6zDqZmhozMjOywnawjHclZNpoHx9KJr/HlcxjK67MZUVW+JYNd4NIvTffGytaoA43iqr3Ii5LMjJ2uLzkoK5o9TqcwNbHNdmMev2ykiuIiaapXSrGmexs/qPF1IB8fSVmaUeYwV1s4yg0HD4cq212K6nk7Fc3jiTHFGmdVtdMbbNYScqDdrdl3EKTGeUhBJyHNOrb2YOGgsJeNYVwS9I6miYy6ezzI268YF5+isGE8pRec9RdUxNJHBo6cmi553Ml87LJ1TEUvNvjE011eHIBgdTT3O4myxwpeYGZmFQfZSge90TsWx7khRvS5T0GuHZxk6jPaOpDARzRYFWUXByCS9GBTsIgRGCuqnfnAG//z1E/jf3w/iWw/0YkebD695fhu+/5t+pLIqNjd58fl7z6MmYMf/e/0ubGv1rfZir1sBrx3//vb91kXC/z0xhvsem1qWqR2EEEKmJecYYC9VZpd56ZyRjcLWqayK4ckMMjmtZCZ04ZSXVFZF31jKyuSoCdgR8i/fgBIA4ikZffNMq8/KGo6cDlc8jXI0nLEG6HabMD0VZJnuj9UG7airWnyx59GpLKJJpeKpYKmMitN9MeiMYSqew6neOEanMjjTN3fA7ImzUzjTHy85varUJUDhQ6mMhsQS1IoCjOu+wsFr32gKgxPGPtA3lsLT5yMlr0n6RlN44myJjPT8U83XZGUdk9EcuoeK65OORbIYjhiD2IlIFs8UdX+c/nuKqqN7OGGtJ61gWTJZDamsBlktnbHy5LkpnOqNwZYfJJpBVvMtsrKG8DzZPSafS0QmaxRaH5zIYCicgd3Gw55/b+Pxi28goenM6rZZqNpvn7MLocnoPmcU1l9so4ag14bLtlXB65q/WyWAfMbc7GnZJpddQF2VAyGffVHTCRfCrKuWzhWvw0qDtZUaj2bnrPMUjsvQGYqyqTirRlTxc0M+G5yOhdcYW4ig11Y2oF2pwfE0JmLG8cLArFN4LD/13szsmqv+1pn+2QHbTE4tyrJWVB01ATsaq5040RPD2f4EGGNFGWu1gfLneJ7j8NzdNdheZnyqqDo0TQfHA093Ra3vMr5EBG10KoucrCM9IyuOMSOgOV9m12Iy9EoF96bicsmgfiwl45kL0Yrel4JdhACQRA51VU5MJWTYJR71VU689aVbcOJCDI+dDqM2aMeDT47h8M4Q3vXqnQj57Ku9yOuewPP4lz/di+ZqJzgOeLI7jfd8+fiypMYSQgiZQ/66NFmQEbEUNx8GxtO4MJq0Bts9w8mShbNddsGa9jIazmBsKmtdLEeTsjXdqXDZlvLmSDqnzeoCNZOZNTBVQfcsSSxe3kRKgaJoxtQitjTrdqb2es9FNckxV3GlizY0mUYirSIn6/C5JWxt9qJvLIWnzk9VVI/TDIjpOquoqPtSM/d183OPRbLIZDVomg6PQ7Tq2s0caI1FskWZbWZ3M1VjEAUOjdXOOQMM/WMpcAA8jukArzEInX7Px8+EEU3KEHneCpIUbhdVN9dd6b+haqzoWJ4pnlasQtczM+1SGRVn+uPWZzQzCJkVzAN4nl98IaoC5jKan7FUEMVhE1AdsEMS+TkDXv1jKUxEcxcV3BmaTOP3x8eLgrVnB6aDFNY6Zea6SWMqXv58YLcJaKtzYyQ8e2oYYwwD4+kFTZMtRVZ0HO+O4uyAEXQzb2S480GklhrXnK8/cjpcVBdsPr0jKWs67MXqHUujf2an3RW6561p+ryZciajuZZWtnag+V0113TJwztCqAnYEJmxvxRmMz51PoJkRkVzwTabjOVwrGs6i7M6YMfWZm/JUgSyouNHvx/A010R8NzsVcnzHCSRBw8Oijr9+ec6kjnO+D4zjwkOgNctzdsIoVT273wCXht4ngNf8NHKBc10HZArrOVFwS5ySUtmFJzpj+PLP+3GhZEUXn9jO/7iT7biL1/eCaYD//PLC5AEDqPhLF55bSve/MKOJb9LcimTRB5/98rt+Mif7oZN5BBNKrjz80+ha4m+SAkhhMwtnVOna0oJXNkrX7M4fCX1T3RmTJ+pDdrRGHLCLvE4tM1oUGLeDS+UU3TrotbpMLoKmhfT8ZQ6a9rN8Z4oHi+VXbMAjLGFZVuw+QcGgBG4UFQGSeThc0uIJGRcGE1iIiYvW60rwJgmUyrrrNLBrNlK3u2sLAsikJ+yIwocRIFH0GtDY8iFhpCzZKbATOaqGBhPo290dmFqM7OvIeSsaHkWypx6VzjgNet0hfx2tNa5wXHcvBkKmsZwpj+OSH75GTMemytzikPxQLR/LFU0BYux6eCqOaWucNcxg8f2MtejezcHsHdzwPob09PIGOJpGQ6bYA2W+8dSONM/3Skvq2iIp5Siv+e0T9fsctsFSAI35xS3SoO55jHOz3FZnZWNYvqKpuNMf7zkPl4YhAi4pZKBgPmMTWVwZiCB4clMUUODWFKZFZBiMPYbgeewubH8dFBzarDDxqM6UHyTnMHIDCsMHM2e8jr/cXS6P1Z0HhuZyqJ3JGlN/apkyvRcnf2WwnQgvXi/SKSViz4nzrevRRJGza7p6ZzGwjxzIYbTA5UF+WRFR99oGr1WwLJ4nYr5mxszg2d6QX03AHj0ZBgPPjWKg51B7N9aeqp+OJYrynCSRB4el2itQ0XVoTNWstYgxxnLOhbJwu0UZ217gecgK7p1bmVgxjKWWIdmna50VsPoVBaD4+n83+AQTynz3vRZSCw8l99/ZUU3tleJhiImXWf57q3ZkplgpdConVzS/vd3A/jUD87gqfMRXHugFlftrcWudj+q/XZ84b7zSGZUiPmAzPWH6qk+1zLwuiRU+Rx40w01sInGheW/ffc0fvbHodVeNEII2fBO9MSsqVa2MoNEVTOyB46cDqN3NFnyOYW6BhMYGEthYDyN8UgWGVnD4EQaezcHcFm+K28hm8hbdU9SGc3q3ggAPcMJnB9MYLwg+ycn6xedATA6lcXx7ig0ncEm8bDPM9XFChzMcxlgBkfcTqOQt6LpkFUdNpGbt837xTjTH59VvN8cCA6Mzz/NjC8z1ajo/co8PhnL4o8nJpBVVLgcYkWFrafrEM0uTD0WMRoDZWXNusHImNFB0ekQ580+W8iuUWqKUzqrQs5PHZpvCpTAc2ird8NtF6BqRgCVMTZnHStFZUVTic2OZ8VTNlWoml7xlLpCDpsAh02YXk8cB443gpITkRz8bgmt+SzAtDlNUjMKV0cTRlDWqBlkBHkYGHxuCfu3BiAKRsdURdWRSCtQZkxZzcoaHj8zhcnY/NMkzWBdqYH7eDSLVEbFLx4bxtBk2qrDdbwngp4R4xzkdYnWFOiGaqNml6KxOYvZ52QNvSNJ69g4cjqMoYk0BiYyyOY0cBwHpUwgzwz4cQCSWQ2azoqClLrO8NT5iDUIT6QVRJMKzg8lZ2WAcQCaa1zobDEK3E9EszjRE1twplduRnaLpjFMxmXreB6bJ9CtMx3SHNPvSr+GzTlVeSYr2Drj8caQEw1VTmRlDZGEgtGpzIKyzBaiXDB9Ia+fSuTAgZv1HWAGpGcGn0/0xKwpz0dOhzE4mTEyNgXe2udnBo1Gwhmc7Z8OgAY8Nuxs81sB3JFwFt1DyZLrXxQ41FY54HfbkEirVrCtayiBcDwHnuOMZeTMz6TgwnAS58yAa4nd3nwP1aofZwSaugYvvlEMYwzD4TSe7ooglVGRSKuz1m2Vz5iGap5vnjg7hXBcxvnBxJxZlYUo2EUuWTpjkBUGXQfa69z47dPjGJvKgDGGr97fjbMDCfjcEt53x+6y85/J0klndag6Q32+5siPHx7CZ354dkFfqIQQQuYWn5EZsaPNZwWawFA2UuBxGneXE+nKp5p7nRLcDhGZnIaxqSySGRU8xyGV7xJnqg85rDqYyYyCvrGUFQyIpxXkFB29o6klnebutAvweyRwMO4o5+bJWJsOsMw9MMzkjCCFwHNWMeBk/kJ+vqmSF6Op2lk0/WWhMvmgR6Wdy8zMJUXT8eS5CHpHU/jDsUl0DyeQSKs43h3B0XOLy74zW83nlOIaXctxu1EusU1O9cbQM5KqKENJ0XT0jaas42poMo2uobkDwoLAWcXZzb+QnZHV47JPZz3NzFQyt1VhjStdn67tc+R0OB/Iza9HWYNN5K2aQrKqo38siRMXokVBxkxOQ1bWoKg6LowkMZlvBpDNGUXfnzoXwS8fH0UyrSKZUXC6L46BGVNW55qSOJOZHTZzOmZWNuqpneyNIZlRwdh0p0aHJFr1wqZjeZwVPDD/bk7RMDqVmZW1dGE0hfForug8NjSZga4zJFLKrCnSPrcEj0uErGhGVknBe4XjshV4M/6mkTXTP5YGYwwne6MYnEjDZTPONYU4zpjy6s0X+jazyebKNmX5KbNz7ZdN1Q5sbfZYU6mTWaNZhqLqJV/XP5bGWGxh04j7x1J48lzpjn9mlp4ZtOgeTkxPXZ/x5/0eCZLI4Xh3FLrOkMqoGJ2ae1kmo7miadIXmyublbWKssskgYdYJgXRzN6amQU6c1sqqo5kRsVjpyZx9OwUMrI665xW5bOjpXb6PB5JyHi6K2Id2+ZU2lLnLU1n4LniYJwZjB6dyiKrqMgqujGNOZlDPCXP6n44E89zxYkenBFMT5fIvsrKxvnjTH+8ZLmCmWRFx9GzEcRSCrKyBlHg4HNJRXXcWH7a/7GuCI53R8Hnk893bfJbnUfnQ8Euckk60xfDtx7oxZEzYeztCKB3LIWXPLsJAY8Nn7/3PB49FYbbIeDDb9qDaj/V51oJmxsc+PCb9uD9d+yCw2acmk5ciOFDXztRcUFgQgghc9ve6rPqEQFGdm1NvuhtsiCYVHgNLAo8drb7Z3V5ms/IVAZDkxl4Cmp2neqN4WRvrGiQmEir1h39qbiMc/3xosLd5mCiXAHgSm6KDE9mir5LAh4btrX4rICUprOyIydz6ghQOrMrk9OsTIGTvXEMThht4KMJGRyM6S0MgKZj2epTNdW40Fg995Q/XWdlB3fmY5UWFjYzrniOQ8hnR43fDgYdumZMi8nK+txT3Uqs7JmPcOAQLgiapHMaMlm1xDMNWaXywuvWe+b3+YBHsratzyNhIpqFouolB5Xj0axVx+lEfj912kSjfld6dsBkLjOfZ/4U8tuxuckLWdHB8yhq7FBqcP3E2TCePDsdgMjK2nQtIVkrmrqYzqqIJGSks8V1iDiOAwPgtAlWdiXPGftWVtHx9PkIUvlBrlkbfyGz0HpHk1ZHT2B6qqai6rBJ01P9CvdPgefgdohW9kxaVq0g32Q0i1hSNrqTjqcxHs2i2m+H3cYjJxtBp8Li3uUomo6pgv2m8DPF0wpUVcfAeHpWAC+alIuCw2YsxOzMqahGoPH8UOkslO7hxJxBwZnnmnhawUQ0W5TlOjyjQUBt0Am/22Y1G+kaSuJETxRPnY/MqhsGGPuVosy9EUfCmaLlnOu4bq/3YO/mgJVxF47JVjDzeHcER06HrecOjKfRn886jSZl+D02tNeXrzvImDE9uPDzVxrtMqf+ln7jeV7rFFHls6EmWLo4vBl8nqtOnqbr4Dhj3zKnO8ZT6qymDEGvrWjq9mQsB1nRK5pq2j2cxGg4g6HJ/P7AUBSUEnkeTrsAnuPQPZxCKqvOe57S9dlZfD6XhLZ696zsuOPdURzvjiLks6Gqgi6l2ozvHIdNgKwWf9ZIQkZW1q2gnPkbv9uGoLey8TkFu8glZzKWw3/84CzODSRwxY4QTvTGsG9LAId3hPCxb5/EsXzk+J2v3gHXXCdHsuSq/XaIooBXXduGF13RgOYaJ8YiWbzv7uNFF0iEEEIWp77KWZQp8nRXxDq/lpvOoqg6njo/ZQWLJmM5nOqNWYPSwjvY5gVwVtHhtAtorHbCbhNweEcIgDEg2NrsRV3BwCGSkBGOGYMpWdGKUnicdrGoVqasaEUD2GRGwZPnIkWD1VIGJ9JF0/wmo1n87phRjFpWdUzGctbnOHI6jMfPGIMyxoypSeW6FCYz/5+9/w6XbburA9Ex51yhwo4n3xx0Fa4EyEhqmSCCjbHBgC2jJjywn939nqGxn/21Q/O68R+8972m32dwbtw2bj/cNt2ATMa0DJhkklDWlW4+Oe1cuVae4f3xm3OuVbWr9tnnKlxdqQZcnXP2rlq11lxzrVq/MccYvwq/+Pu38VGrYpKKSB7GWJ27FHCEDWXNvQqM5u+1XpypMo/euDg2BvPv6o9LfOLqcKFVat0SmVqbpTZEKY2fA06RwhnD2c0Ih6MCSgHntlq4sZfM2PSSXOLynckrCi1+rKFy6LQDr/DJCnVsHG/uJxhOyvtS0DlS4A2PbPhOZ1pT0am0WUjmaF1b5R4+T4VppTSu70yx1grxuofWMbQkzCJSTymDSULjs+zZxhWZWhNJCgCX70wWnpuiUtjt5dgbZFDaIA453mjtcQ7TjAiu/UGOdiR88dgkzEqpKNy+8RnaKiuYMbUCFMDB4Ph+f+SlPq7tEIm9aI4fDIoZS627Hpok9m4vw0deqrtzV0pjlFQ4GhUYpyUePU+5cPuDHHv9AoNJ6UfYKW8GkxJXdybHGkUAtRUxaPxuNK0wmJTeqjXzLkNKwwfPdbDWCWGMgRAc1/dzbK1FeP3D9TgzkFX57mE2M286cYALc5ld2hj0RiWu7UxOnZnlzpUjS4wxyHKJoiT75cMXO9jrp3j59hg39xMU1ew1MlxArCm1OP+pidsH6Ymh9HcPU5+7JDhDKxLeRhkHHBtWxbjZnV0smaQVOGMoSoXeqEAltc8CXAQD6jTaaxCHp838ah7h0bDA1R2yst7j0AEArZAjySUmSYmyOn7fOQ0Oh4U/z44U5ZxBzLmkJ2k1YwF25/zYRy7YBeeMaZ5P/51gc77SXKGoNMZJCaWMX+w5CckciSe1IaXjknG4vpv4fLMkl+gtsTS3QoFHznc8MSqVJjVvQ3V5cbuFQDDkpcKt/QRrrcDn3Z12YWNFdq3wBYcz6xH++rtfj//2v3wjnr8xwvmtGF/xRefw//0/nvOtZd/zNY/iwXOv3A6wwiuH1ga/8/F9/M7HD/Bff9Pr0G0JpIXC//gTz+L67r2zYlZYYYUVVliOP3zuCFJp7BylyEs1U2idFOxcyTrQfZpV3l40nJb42MsD7PYz7PczfOzyAFIbDCeFf0hOcolru1O/sLS9HuGxxgp+GDCEAfMZN62G8izgtUVJKupgdqdRMLuV6+YD8jJSpRVx3Nid4oWbI9zYS3D3MPWkSRRylJX2ZILvPufebP/CQGoNV5Ds9anDomvR7t43amTEbK9HaEfcF1YuTH6RUuSDL/S8jQ8gguODL/Tw0Zf7nkBapBy6end6T/tcYt9fLLBKOSLjhZsjPHd95M9d0x6306MMNqVmM9OmmcThKEcrFuA2EiYMOM7bAt+pbgYTIoBGSSOE+B611lonxEPn2uAceOrBNVw600ZRanzy2vB4Ftkpa9APvtA7lin17PUhcnstJJm08wKIo+PXxF4/x0tW2XV+q4XHLnV9tpezDqYFzZHLtkver35gBz/z27eObevWfoqBzfEBaDjOb8UAA27uJcisNWiU0HzZa5BjpaQwamMoL0hZK1heKly5O/HXTVUpJFnlScAwEHj8EgWrNzudSml8Rk9W0vm/eKaFnaMMeaVnSCmpDGWbNYhFNdfZ8V5waptWJFBWGkfDwisfXZGflxp5qXA0yjHNFG7up9jrU3fDxy918dTD6+CM4eELHSJdhzl2jzIkucJGNzymBn3wbBtf+vpttBvd5LbXQzx8sUPjxaiL4jzaNpjfj71VQ80Tav1xgak9B+4306zCcG5cGIDHLnXBOcPHryy2BLoxWKZOuzuXC3fnIMU0o66vhwO63pr3woWXx314gw+Hs6rUl26NrZIow8t3JpBK44WbI3zwhR7SXKKoFJ6/OfL7+eilNb/oIZXGoxe7eOBsC9ru2eEoxyeuDZfev40hZU9zPJrE17MNNfD88TUVVDs9um8oY5ZmMUul8cEXeri+OwXjDKXUOBwV+MS1IXZ7s+PgrrOTnECOIDeG4nOKipSX84q/g0HuCeNS6lMrbQFSO10628YFu5CkrJLXbYNzhm5LIBAMUcCx3iUbvzrlgopDf1wcG4OTXrusdptkFYbT0n8vUv4c851Em7iwHaMVC0zSCtd3p7i+Oz31vWZFdq3wBQNtDH7/E4f4H3/iWTx6sYuzmzG+/U88ire+bgv/8peuYK0dgDOG1z+8jq97+8VXe3e/YME5w3/z518PIRj+5S9e9quilTT44Z96AS/eWvBltsIKK6ywwqmQ5pQfdecww8u3Z1frlz1XC8Gw2Q3RijgmaYnQBsozkELqys4E73/2qA52NrRi7EJxP/D8ET72ct8TUuOkws7R8dB0lxfUn9ID8scu970iBaDsoHmEAUdps1AAIn1+4yN73uriSBs6hsjn9ZzfirHWDhAGDIJzBIJjlFT42Mt9X8BLpXHQJzubK5ruHmX46OWBL0gAsgKd3ViuSJBKY5pLb/85Gpd44db4mFrCKS+adsu1doDemJQIztp55zDDRy/3Z+wlj13q4vEHlluA7gVHZLpz6OxZl+9O8MyVIYBZFdDBMIfWBqWiPCetgarSuL2fQhvqovjEA0SoKGPQHxW4cncKA1JW3D3KZnLbFoExykBTxiAQHGkhkZfS218mc4oDVyS7+vV9f3QXz14fHsshk0p7MtKpLH7jw3v+Z3eOiIBapuAIBPPK//1Bjpt7iQ8l3+3nuGqJpmbRPpyWkEojLSR6Ezlz7vKiEcQPIg9dAa2MQW9U4IUbQ2SF9EHzAJFhN/cSVJIyT+Hyba5St1JlD/vy3QlGSTWj4phXATIwdFoCUcARBcJbz5pNK5rZWsoYXNudLrXhuSO/c5h6YvCVoBMLS1pxVJLUolHAEUecMrlcZzlTn3+pDa7vTlEUCoKT2urDL/WhtYGy5G3z1DLGIBjDRjfE6x5c93lqTVxvHKu2ir87h+nC7uFlRblFccTRigXWOwHW27PbZIzh4nYLoyl1JFykAHSd816+PYE2Bm98ZMM3FgBmQ9eNofO/1g58h8iskNgf5HUTgQXEjmxYtJeh2w6wuRbi+pwNcpRUjcUBg8Nhgct3JigkqYdggMG09ARmb1TgziEtstzcS5AXEqzBthWlnrHhaTNLnhpjMJqWS5sfuE59M7D/bBJ1p2k25jYznFZIbebZaEoNGabZHHFpN3dSV9E4Ev76LyqF3aOM7rlzu3t+u4Un7X2TmrzMjrnL85rv/AgQgdZcvKokqSKlIjoxySVu7ieYpBWUBtKMiLBbtpmMw639BLu91J/bGfWXIbV1aVWniyAa90chOMIlXWPHicQ0k75DcysWWG8HvksrQPdXqQyeemgdX/+OS7i6M8XtgxSPX+ri7Na9rZLAiuxa4QsIv/mRffzUb95AOxKYZnSz+eT1EX79Q3t42+u3sb0WwRjgv/qGJ0/VNnuFzxzObsT4vj//evTGJR6/tIavfweRj0ob/JOfeQnPXh++uju4wgorrPAaxVaXsonmLS4AbB7ScfRHJc5uxHjTo5u+k9TZjZhCuRnZn4aTugMYY8wXC0ejAq2IOtVd25niE1eHePHWGHcOa1XCwaBAkkt87PIA47RCWVJuxzSTM8qJ4bT0tkbXESwOOe4cprh9QA/xk6yClAaDSYlxUuG5GyPsD3KyjqWVVwWkucLZzRgAw9YaEXlULDOvzqmkwY29BHmlZtRkeam8asn4qK/lzw1lpREKDlefLO0muWATO/0MV+9OMZwWXnlHOUKzFruL2y1vw/OY+4xFii4HVzy5XRhnFbQ2vhAB4IPBAVLjXN+d4sZugotnWnjoXMe3sTfGYDitcNAoMEtJFhUGUrodjvKZ3LZleO76CH/wiUMYY3D1ztRbxIwxx1QP7p/CkkGjabWcWK20Vy8BQKdV22WfuNTFWiuA4OxYtztjyMLjCElXJHqVklUlrndCOl/2mnjywXW87qF1wABRyNCKxcw2e+PSWxrvHqU4srbexD6v7vQy7PYybHRCcEZZTUppSKWRlcqTvdqQukwr40+m4AxBwP1rpFI+UP8YN2BIAensfnePMqx1QlI+ylmCbr+fzVgbARxrvffhl/rLlR12H9JcIo74jDLG7ZbgDO1IgAOYpCWG0wp5pdCOBJJMYjgpobTG3cMU+4Mc690QUtHcuLIzxV6fMq0c0bXby/Ds9ZH/7KykvMDbB6TyPBoVqCqF2wfpTL7UjELKDlqSS5RydgCdJXqcVggER14o9EbHCRoiJamz5NGwWHg/kEpjt5firiVGhGDgnD5jmfqJMyKnooijPy69rbK53020YnFsDji4LKpWxBeqfinnrf739nqEB8+2EVhyxAAz5MsfPnuI33vmwN+Dr9xNcLMRNr/ZDXHpbNsvCtw9TPHirbFfsAgEzcso4HXW3Nw+LTuWJjHuLKXshHt2USp/f8hLjQfOtHHpTAtlqY+RZY70Oal5y9GogAGQF9oTz1obBHPjWlYaYVhvP5+7/5xZj/BFT2yis0D9dHMvQX9cYK+XI444GGYD5qOQFqmkontEUSk/7aQkQqw3Jjvp3cMMez2ad/P20/V2gM1O6L8n5zFsxBKcWY/whFWRzmO/Tzmabiq3Y4Gi0sdyzADKA/vIS30cDHIcjQpsr0fYaK/IrhVW8KikxjufPoM/95UP451vPosf+onn8P/5d8/iQy/08K1f9TAevdjFi7cn+PY/8agPyFzh1cVTD63ju7/+cTx/YwzGGL7mj50HQA9yP/rzL+PFmyuF1worrPD5gbIs8c3f/M34wAc+sPQ1zz//PL7t274Nb33rW/Ge97wHzz777Cv6rNuHGQRnuHOQ+lD4o1GOvNIzBbh7Cs5Lhf/8iX38+od3MUxKgAHjpMSHX+ohySTSXIEzjiBgXkFAVrUKZaXw5INdBIJ7lU+SSzxynoiRprpkv5/j9kECpQ0210JcOtPCnYMURaVnCgIXpH19Z4qPvjxAOxZ4/FIX/UmJF26OSYEWcyosKtdhkIqQT14bYjApIQTw7I0RnrkywJU71JZ9MCHFmkGdYxIIhjObkc8McQgCNlMAKKWP5YdEIce2DenNS7I1OV5glJTHrEmTtMLBoMA0r2aCjpNUotMSyHKFj77Ux06/bJ6eevwGs8HV85ikFa7cnXoF0jzKxv6UUuPqzgQ395MZsvH8VgtRyPHynYnP7JqkFZJMQgiGOCISUmmDnaMUz1we4JPXhgCArfUID59vQxsiIstyiSygAcZqm1Jp1XVuLuwPcly5c1wxpM1iG+teP/PnMI4EpNTYOcz8a9fbAbZtXtBD5zo4sxEhaBTVDoejApNM+XP7+ANdKK09WfjAuTa21yN0YgpbdifKWU87rQDrbYGjYTGjiipKhWkqceXOBAz1nJVKIysop269G6EdC0hNWU3aUIH7wo0RttdCKG3wyesDbK1RyLUjDZQxkFIjK6RXpbkCuD8p/WdNUiLWeuPCkwa+OcRctk8UkBpyWdMIB686WwCfnyU4nri0hotnWsfER6XUPk9rmim0Io4Hz3Y8sSA489dCHAqvoOIgguOPnuthmlZ459NnEQYcWaGwc5Th41cGeP9zR9g5zHAwKMAYQ1ZKjKYlppnyxKMxhmy7FowxCMHBGHBhq4WnH6u7tRvUBGxeKFKGDnOAUVZiE8YQGTvNyAqqGvMsLSRuHZBqjwgeUrO9dGuMG7sJXro9xtWdxQTiTi/Dtd0pQsEhFQXlS7kk9wlEvDcX+K/erZVqN/cSHAxy7PYyIgwWEKOODM9LDc6A9W44s71zmzHObsSkLmpYwemzyS7M7U82utS9173ANVJpKouyQs10FJ7PnFqkUrtzmHrVLGN0Hzu3GePOUYEXb42PdSgGgKNxgZ2jDADZetNCIS3Usc+jhZvjZPo8HCnMOcMXPbGJJx9cI7Krcf3sHKW4ene8sJGAwzglC3yzYYW7R7lge3fPNphVu9G5zL2i2ICun1DU5LaLBdg6IWBeaoNCzpJ+aVF3/DwY5Ni3zxZSaf893ERq719AneXm7L9NZXMp6Rq6e5jiY5fJ7vvQuQ6KUi/MDVyEFdm1wuc90kLi7//k8/jDZ4/w1MNr+KnfvAkAmCQV/uZ73oDXPbSOX/r9O3jnm87gXV98/lXe2xWaeNcXn8effNtF/PqH9nB+s4WNToAHz7WgDfBPf+5lXLm7PDBzhRVWWOG1gKIo8Lf/9t/G5cuXl74mTVN8z/d8D97xjnfg53/+5/GlX/ql+N7v/V6k6b0fsufRDA7vj0uUlcblOxOMpiX64xJX705mHjbvHqXIC8rNeen2BPv9HJNEoqw0bh+mNrvLYJpKXyA6BVMpDcaJ9OqJ1z24BsEZbh+m4IzNZExxzhCFAq1I4OHzlGUzSmkF3BWwYcApC6ZU/mH/wy/18EfPHXkiw2XmtGNxrDjzWTwG3ppC7dKpG1ySSyKMbG2rtcFwQiqq9W5tQ0pSiStLik2H9U7oyRPhumA1CqXhdLbAGkxKmzeU42OX+zgY5nb1XSMOBRhnAAeORhWpgwIquKmINLi5V4cCLwJth9Qe82oBADOEoiM4RkmFjU6IaVZhv5+BCzpP00zNEEpH4wK39hMkmUTAuSdxjkaFz0SLQ4G1NhXCW+sRovBkkgQgtdnZjRjDpMTHLg/QigTikErj+dBkh8Nh7gm2KOQ+c+vWfornb9Ai2Ze+ftsXdwAVi3mpfe4a5wyXzrQgODuW3zTNJBhq2ycHhU9/9DLZXycpqWkOR8XMPr58e4xnrg4hlcb+oKLA6rm8q5ZVNmSFsopJPdMpbzih8XTjKzVl+ihNBK0xgKwMGIiUKSoqHovCdVCkjKBKGm+7ff7GCC/dJtKwN6bt3z3KkDbuE9O0QhhwPHy+zrIVgkimzHZ0vGHVW3PCLkipMVmSreOUdIwBN/aSYxk8xhgMJyWKksi+7fUIZaWtfbHugMcZwyM2niQrSD04ySSMNmCM7ke9UeGL/qIkRcvBMMfhqEAoGB4+3/YdH0upcMaOT29cLr2uopCslc/foJwqrQ06dsHAgOaII4SahEqSSfTGBZ54oOu71jVFMs9eG+HGLn2mNsCD5zoIBJ+xmTctjPPIC0Wkr6F9PMlexxjZ79yme3MZUtd2ptg9ypfG4blrRimD333mAJ+4Oqjt7CAyRQhG9wbBYGDqznrOKhtyPPngGiZJhf0GgeHul45TkYosl0oZ3NxPcG13OpO9BtB1NE/o0/ypB/i5GyN84Pke8rJWAM8jDjk4Y57EzgqFvFDHlIzjpMKt/QQHw5rgcZik9Dup9AxZvNfP/XabdsRJWmGSSm/7petr9j53OCzwwRf7fqHq41cG/pytd0Kc24rx1IPrKEqNo5HLvyNiMi/JLs0BRKFAHFiasXFI7r7QvDc1yWrG6FrqjQoMJvUCz7PXRri1f/w66Y9LP5ebaMUCD51rIwjqLMuq0ggC5hdSAKv+SirEEanStDa4tjPBlZ2J7wx7L6zIrhU+r6GNwQ/9xHO4dZDizHqEf/ZzL0Nruph/4C99ER692MX/+itXcG4rxl/800+cyse9wmcX3/a1j+JNj27gF3//Dv7au1+PH/zLX4x3Pn0WShv8o3//4sKb6worrLDCawFXrlzBt3/7t+PWrePB1U28733vQxzH+P7v/3687nWvw9/7e38P3W4Xv/qrv3rfn1kpykE5HOV2FbwO6XVqo6bihDEGzoBOSyAOGJQyyCvlyRFtiIRqxRzDKSmWBAM22iHW2tS9LEkVru1M8aGXyBY0zSQOh/lM0Lo2BkWhfNel/UFOHZ+08fszG5BND+PPXR9b4sVgrR1grROiFQkfGD5KSzx/Y4zBpEAgGI5GBSZpRd32DNC2drVQcOQ288QVppwzPHKhg1YksNWdW+luKIiEYMfCibU2fkV7agPPm7a76ZyawBVDnFEhezQqcGM3QaUox0w1FBraUPDwwSDHR18e4NZ+iqceWpvpDGd3Ef1xgat3p6ikRqclEAYMu/0ML94a4Tc+suuVEMc6shkiIHrjEmvtEDf3U1y9M0WaSbQjjls2S6ZqtIofJRX2BtlMsevQDCoeTkrk5ck5QQDw8u0JhKDgdCKY9LH8rUVw5+XBs+0Zq4v7+bWdqSf8XEE9Skqy1GjgVz+wiz949mjG9jmclnjxFs21OOI+BPra7hSHgxyTpEJRaez1cuwPckyzaoYoG6USaS5xNCpRVPpYjo0xNH/f+PC6vw6TXJL6QhDR1BuXXg2ZZBLr7RBHNgepOS77gxw39qZ49toIu/0ck1SCc2tZAy329sauWyQAMPf/3oLWJOoCVxRbFJVCklPejgGpTQ7ukb82SauZpg20HToHbj6/fHtSXxeGlJnaAK2WwGY3sqHnGlHA/XmbZhL9MeWhVVJjkpLKMC8VWpFAGBAh9clr1IVUGeO4bNvt0mCakcrkbEPNMklKbzltt2aJUaf0okYAU29lNQAeOt/BUw+tY3st8iRDK67vRwA1Q7i2M8VaO0QQMAzG5cwCg0N/UuJgkKNvg+bf8rhVBJm68948Hr+0htc9uI7RtEReSk8ONhWKUhl84uoAv/eJA2htcDAsKNNqibVaKo3DYTFzv86sWrU5MYYJXT9au656FXr2GG4eJAgCjotnWphmFUZJid1+hqKSmGYVru1McTiiBgU71rbpMqNU435i7Hw5HOY4Ghb+e2CaSyR5hZt7CZ69NsLEZlVN0hJnNiKc3Wyc24zs91JrPPXQ2rFOmQAQCoEgYN6W7K7JRd0Ld/s5ru1McDSie5wbI6nqrq3nt2LfDOKDL/RwY3cKbWoij5pQSHTbtepyklbYH+SYpBUOh7mf49O0wvM3RjDGYL1d268rqfGON5zF4zazbZLS9enshllB36dByEjpWap6m/Z6b5KC2+sROi3KszbG4IMv9HBzP0UQMGSFwrWdxfUXZXbRuEUh9xlcw2lZh+Uz5m2ue/0cyuZ8duMA8YKMr8NBgfVOiFLSM0I7Eriw5BqYx4rsWuHzGr/yh3dxOCzwhofX8bP/+TayQuGph9bwA3/pLTi/GePH33cN00zie7/l9TOBeCt87kBwhu/5ltdhez3Cv/21GzCAXwmTyuAf/vsX79lyfoUVVljhcxEf/OAH8cf/+B/He9/73hNf98wzz+Dtb3+7fwhmjOFtb3sbPv7xj9/3Zz75QNcWfhLTtAJjdZD2otBb92jPGcNam1ZcHzzXwWMXu+CMIeAMZaUwnJLCQhsDBkaFQsRxOCrQnxTg1jp5Y2+K/X6GcUIFjlN3taMAF8+2Mc0kxmmFvV6GzTmCKQ6Pf087hYO0Wb9Kke3EHdM4qaCUtgSExDipkBYKa9a2FnDbaS3gXonlVvpLqXH7IJ1Z5Qbo9ZfOtLDTy/wKu0NeUIGRFNLvm1MBNdUbcSyWWsA6cYCQc0QhtwUBFe6uYHPzwL3/aFzgzEbsrXUOxhifVXNjd4qdowxVpbG9HuHWforDQQFls7QW2aJc50Rn0xlMSxRSY5opdGIiAG7up6ikxlue2EQrEsgK6vw3YyU0QKXqLJbt9WhhQUNdLeWMauVoVHj1Eo2hwUu3x9CA7WZGodgul4tzhu31CB+73Me13anvQElWJPr74bCgghc0p9yeKm1wMMqx1gkgOI2zI/KMqTPPqooyogBgx3b+i0IBwWEVVgZGU64Z53T+H7vYwcXtFpSmbJyaaKo5hlFS4treFHv94/lOvVGJQAA39xNorVE1OqgNp5WdY2YmJ0kqA6MNlDGorOIrDDik0r4z4wNnWtjshnj59pjUH5UCY2xG+bbeDjDNJV6+M0FeKWSlPqaGqa23dPzTrEJpOziWUuM//OHdY7lVTvHl7js7Ryl2Gl3eBCf1YisU4IzGdjApkFc03m7s1tsBdo8y7A9ybHRDhAGDNrRPrUjgYJDj41cGeP7GCJdvT3A011UwrzRu7ye4ZXO7Pnl1iA++2MduP8NGJ8L5JpFtFVNrbeGJjFbEfeh9JQ3iSCAKOe7YHEGpzEwzhqt3J7h8e4z3fWCHiPBSHlcjVZbk1mQLy0uFrJCYZBVu7VHWVbPJAUD3g621EHFEKlXHb0VzuVBSaXziat24IRTMZ86dhN649I057h5muLk3nWnMsdYK8MQDXXzZW87h5l6C67uJn2drrQCHwxwff3mI3V6GrKCf7w0KfPzKEFkpsdENEAqOD77Qw3t/6yb2+3SeCqviCwQpZKUyuLTdxh97atur1pJMojcqMJyWuLWfYJRW+MNnj/DMlSGeuTokNZ/LWrOdhKepxscuD5EUlIl3OMzxwRd6GCcVuu0AX/e2S/ji123h7EaE9U6ISlEI/zwo20rj5n6Kw2Hh1W6OyGKMYXMt8vfzViQwtUSeOzf+XNmuqgCRVxe2W7ZJSUn2xmZWvAFeuj2xxCY1Rfitj+3h9545OLaPRUnXTDsSYGAoFVmvtQZgQMphEMEKkPJ5MClJWdlo6LDbyyAlEfNNx2i3HaDdCtAfl0gy6RV3Z9YjvO7BNRSWzL6+O0VRUXfVnSPK7DocFfj45T6yQiEr1bFIAACQxtgGJRQZsNYO0I3vPWcB4HSvWmGF1yA+/GIPv/L+HXz5m89hMM0xSip8yZNb+Gvvfj04Z/j5372N526M8Jf+9OO+u8UKn5tYa4f46+9+AwAquJ5+bAPPXh/izmGGrFD44Z96AT/4V754ZuVshRVWWOFzHd/1Xd91qtcdHh7iqaeemvnZ2bNnT7Q+LsN+nwpCqTWOxiWM0b4T2EY3hIHBRjeA1tQG3BgDqTX2BgU6scAwKfGRl45QVBpPPbQOY0iNxBkgpUIYMCij0JsU2OgE+Oq3nsfdwwScA0lGBfnmWoA4FNgf5OiPqaCZZiWmKVldNruUedSfUKhvHHAYo1FJ5fd1mklc3534f1PmUYnMdmDrjynEFhow3CnYDKKQbDXDaYlDa/NIcup+Fwj47RmjEQpgsxMgySuUUs0Uja2IU1t3RVlIR8MM46SNg2FuyYbA5t8Yb98hu5DNV9lu4Uuf2rLjDIzT0o91wBmiiOPh820MJrXt0Gh6bFeKzhkzBsZoSAnc3p8CjOGhc3U2kNEaWmtrHSKFXG+c4/UPr1OWCwzuHqb47Wf2cXYjxsXtllVvaFsYuuLOQGvlyS9jNNbb1GXu4nYMzjl2jlJ0Yo5OK0BRUbizMhrGaExSjXbI8dC5Fvb6OfoTKggDAZxZD+nztIY2Goe2e9ymtY32RwUMDCqpUEmJa7tTbK6FdC7iAJfvjFGUCnEkYAwdb15KAMIH5K+1BXb7ZMd99toA13cnlnQyNsyd/j7JKgScodviqLoRhA0qMkajLCWu3B1jmlUIA4YzGxG01ji3GeP63tQ3TGjHgnLtUioao5AhzSsIBgyTEnlfQWkiVAVnVpVRq8uoi6MGh3ueMbahhMTBsICUlIcXhwKtkPlz246EJUwMui2BQrrrmpRIlc3+iiOOjbXAKsuMzdQiNSPnsA0GyPKa5BWM0VBaYz0MUFRkITZ0a/BkqzEGWVGh26LrNC00hpMS3Zg60A0mJTotYQtk7ef8rYMEu70Mj11swxiNbjvANKPP1CBbZmXz8NY6AuOkQlZIXNiKcecggbHnhsHgcJTbbCiFoqCf5ZXEYEJjdmY9AudAHBIhLzhACX0GsR3H4bQiJeG+Jvuj0kjyCrf2U3BOi6/aGGhNx3h+s439foq7R0Bsc/x2jhKM0wpPP7aBM+shDkccgQB64xxX7zI88cAaCqnRHxYolbHkDY23G2tjNA6HOdoxB2MMW2sBQgF85KU+lDZIconLdyZ4/YNrjfuVwfmtGDtHKVohdYcdjOnaYQzQ9lo0hgGGCOHNboBxUuLsJt1v/bVvt9kfF9hcC/w4j6YFpDbgALggJW8cMLoHubxGbWw2IanAzm1GGKcSu3ZRYJJXaMUxwAw0jCWQye5+YTvGuc0YSlHIf5oTYfrcNYm3v/EMEZf9HEobm2VXeRs350C7JTyh9cLNIQ6HBcaW1D4c5ogChjBgiAIGwQGlgMNRhoN+hjSnRZBzmxEtzlhrrVQaZzdiJHmFoiL12PZ6SOPor1DjvyuNofuJ1hobHYH1dgcMxioWjf++nKQVBcgzUsIZo1EphUmmIThgTMdmb9F8u3WQQvB1tCJhz4e7ThmOhhLD6RgXtmIEgmG9I+pzYjuoKK3BQAquts2ADAIGqTVaoaDzb/cDAAJB6j3KD6z3sWsVW1mpIHh9LRs7v+72SImmYVBKjShk+INPHuCLntykbRuDZ64MkBUSccghpcJaJ8RgUqCsyK58fTfx21X2e2qSkBq4UhqB4JimFQbJ8oYATazIrhU+L3FzL8G/ft81XNxu4ebBFPv9An/lG57AV3wRZXL90fNH+NUP7uJr/9gFfNWXXHiV93aF0+BB+wDvVqr/3l98C372d2/jNz+yj/6kxD987wv477/7zTOhjSussMIKnw/IsgxRNKvaiaIIZbk8t2UZbuyN8ci5ALKSgGYYjcYoC9pOuA6kicaEFdjdMxCcodcrkSYpilzi5p5Cb1ShLHIwMJzpKChpMJxkSAuNw56GMmQPyfMK+/0JPvTsLSQThdsHBS5uhdiMqaX6I+djTCYFrt0usL0mkGcSslIwWqEbcRRlibKkFfiYCwyHIxz26hXfSarAdYmykNDGoKoYhsMR9ocVttcEIiNxdKgxTVKEgrKFJOcQRqPKp+gNKkyTElFAOUdFYfBbH76JJKN8lau3cnCVoD+RSAqFtZZAaleyh4lEnk7w4JkQqpQ46E8RoMRTFzS6gUSRSaRJiTQBXr7VR8AZAqYhq/p87R728ezLKc5tkFpu/yDDZFIhSRWkJEVMnqUQHEhSUjed6RoUgUBZFigLjd39QwyHpBzp9YYQgkHIDnUMlESyJUlKJNVIYprkyHKJ63cOMc7IGrl3eIQkyZClOULkmCQKuuLeipildA6GQ4mdwykYY/jElQOMxzFCwbERGdw+LPD+50bgYIhChrzQOOxPkGQa57sae4MSWanx0JbEZFxBGIUylzjoVdiICgwThRt6immmsR5RkTMcjjBOJUbjEqUyGI3HGE0lBuMcSVbg4lYEpjmmE8raigKOyVSiKErsHw6x2Q0wGGXQBliPNIZjgyhguLVTIU1o3qSJxnh4hOkQKIsSAhoMdE1UUmM0LnC3V2J7LUCRjjEY5hhMJLJS48YdhTde1JhOEpRFidu7A6SFoUYPIYesgCzLsb0W4EPP3sZz19M6c8la4aSsoKQNkQZQlgBTFaANBAwm0wqVIjJzMEohK1I2DCeaOoXeMQiZRCfmSNMpxlMJo+gcC87QCoDDpIKUFQwYikpDKYbJJEG3RdfUnf0UjBmEKJAkEmUhcTRQKCV1EB0OGQ77JapCoCUUKqZQGVIDAUBRaEwmE0hlEJicGkoIQEkDoRjSJMVaBGy0qbHFcKiwt2dtwjJDmuSYjvrYP0wxSCSqyuC2zLHZFaikQZYV0AboDzS0Usgq4Od+6wqSXGOaK5zdCPDy9btoCYU0TXHjjkSelzBaYi0EhiNSlXLGcNiTCAXHeqSRTieYTksURYVuzLHdFrglSygJRExCaWAqJLIswWgiEQccggO3dnPocgIYg/5wAi0NhhOyiX74eWpeUFYGd/cosL0oSuQ5sLs/QDqdoM2myNIUo6TCekdAVhJpodHvDxEGHOPxCFoDaVL4UHihUhweHmA6Tew8kWgL4LA3xO09Gqv9oMLhqEJWaXSCEpNJiaKkTnfjqcZwwCG1QWSP4xNXpji3HsAwygHc7AboDzTKyiBN6D6bJimyjQBpIjEcKkynBfpT6pB7dj1AVUnc3TtCktN87E0qXLmtcNgfQBtapJgmOarK+IYUITMoiwKlNDCKIUEFWSkEIcfdgwLTJECSKySJwpVbPYQhfdZHnktwfjPw33kvXt8FZ2RRPRpLTJISEZcYdSQOBzl6A1qQMFICYOgPp5hMUzxyLsKtIzrvYcCwczjFYCiQZRmggb2DAbiaIg45PvriCFlpcG4jgCwlkZ9JinEsUTaUqcwoQCsEMPQd1C7QiTl29icYJgoPblb4yAvUKCEIGMbTDJOM1F97vQnu3N3FwajE7lECgIEbicMjhuE4w3Cc4bGzBpNJhqu3czxwJsI0yVAVGXb3NG7ujDBOKZPMyAJvfLgFpkoME4PDQYIw4AiYxHBIxJHgCkkqAWPQCgTSNMNRofHg2Qj9uESaECk5TugaWG8LqIqhPzAYJwq9QYn+qERaKNzaGeDJc3Rej3oZkqREnkuUhcbdaY48yzBOFd0PC1rw6ooYgwEt7ERrAZKsAFAhTQHOOZhWKAqDvb09+p6fTmE0sBEDstIwSqFUBtfu9sD56QQOK7Jrhc87DKcl/vkvvgwA6I9zVAr4tq99xBNd13an+He/dh1venQD3/4nHn01d3WFV4CXb0/wr3/lKsyffRLf8uUP4Y+e6yHJJW4dpPg3//Ea/uo3P3XvjaywwgorvIYQx/ExYqssS7Rap8usaEIpjkEqEIRkGdnc3EC3Y5UfMoQIgVwLnD13Aa1IIDdTpFWGMBLYXm9hnCVotSLEocDG+hr2hwW0UTi3JXDmTJsycxhDK9Zot2JMyxg3ehNEcYRpycHCDlgA3O4DLIhQGI6L57cxqSYodAnGS9zta2yuBQhtuHihga2tTfTSqbdKKlah242QypwynTi9JtM53v6mMzizHqE/KbG230MYMFRweSEavSTAQxe6mBZjnNmIcOcgRRyH4EGMuKXJthgEOHv2LM6cMXj5zgTgDFvdkApRmUEyjp0xQ1ZxhGEMHrawM47Q7nbRUgUCwSGlgU4yRHEAlCVEIJCX1NErqyJkuoNLl84CAA7TIaZVisqUKJVGkklMcoZLZ1sIQg1hDEodIMkk4riFykhsbm4jNwWu7kzx4Nk23vaGbay1Q9w5THEwyvD0YxsQIQUJv2F9A+22wbQE1jc2ELdJzfOGJx7AtcMdHAxKjIsQ4AGiVoQWZ9jpZeh0IxgDbG11wUUKIRgKGSCVETpBgOd3NM5trIPzBFJrQDFoRmMSaoWNjQ1MywzTMsdUtrG93cUgSxBGFdbWWjh7dhMICzDBUKQlNjcD3yWsl06RSupGubm+Ac1K8KBAGAh0Oy10WiEuXdjE4ahAXiisrxuIvkGr00UQB+BBCg6g0+1AZxLddojXPbqNndEhopij023h3LkL0EohiieInFtNtDGc5Cg0BxOxnacBtrcCtNrUze/CuU1cunQJH752F1Es0WoHkJCY5CUMY3jiUhfrHcqsC+MIXFQ+YJlxhc02dUy8c5iBcbIzRQFHGAuc247AGBBOM2imEYbApXMdHE1HCAKGbruFvFTY2t7EmTLFejuANkCQZzgYK+SSo9MSUBpox5S5JbVBGBhU2iCpBCYFsLnZRRBWaMcC6+tdDLMEnY4AZwwCGlHEsbG5gSv7A5hUYGO9C4US05xysYpKo90KsLG+jkppbG2QsuhoXOHpxzbx1BNn8eHrpL4YZhLScGxubvo5L1o5Wt0EDz24jQ9cvY1JrnFmg07C5mYHZaWx3tEIQoZ2J8LeaIqNbohWp43DaYooFjAswK1BgDCKAQZsbW5gkCWIWwpbmy2MixSdVoBxWuJ2H3jsQgweAoq1MMolNASYCBBEa4gj6UPnDQO63Q42OiEUy9EfF9hajzDKFcKxALREP6EGBmFEBFK32wYTEnEk0GkJjKYVopCy8jrdLra2Wrh06Sy63QztLEPH2sJLXUHyFs5v1arMXjpFf1xAaWCQhTh//gI6XeqSGeU5jIgxLg2iOEIUhQhbbehJijgG3v7mh3D5t24BXMBogziOcebMFopKIQ6ps2MYVtgbS6y1A6SlQrsdYHNzCy/eGgMi9plLmQLOnWlja6uNl3d7AAe4EAjjGDwtcPH8OfQnBcpKI9c5MlVgfX0DUpHVrX8th9LARifGmY0Iu0cZCkVKo7VWhHY7hAg02pHAwSjHJAcmmUIYBuh0O9jsRlhrC2p6ErXQak0BY3Dh7BlIbXB1Z4qoFUJqhVIJbG5uorwpwRmw2Y4hIdFtCWxsdMAAbG2t4cr+ANJU4Nrg4QtrWFvfwlqXY5JJ7I01wlaE/+JNZ7B5vYIaV9hYb+PuQAEcaLfb2NzoeidJWiiAFQhDjlarha2tNWxurSGOBLprBuMyR266aLWmCAJqrCKCEIFt0FFIhpuDAHEQQ4gh2nGAS+c6kDyE4SU1FUlDdLoM21stvO3ps3j+zg0oxiHiLZw7YwCeY5RW6HRbiDtrmKQV1tYFwqhAHHC02yG2tjYxTiU4L9CKGXVP1BztVgsSEiJsIWytodO1nYgjsrev2QyxYR5ib5jjTk8hjkNIDRgRQ4kNVFKjl0isrUUoVYEzmwKDSYm0kOi0A2gNbG5tYDiVYFEH02qMC9stjDKFUnMEMsDWWoh2LJBJjlAwXLp0CQDQ6RAx9sDZFi4UGqOsB1MqvOV1F1A0mnechJUEYoXPK1RS41/80mWkuUIkAKmBrbUQX/EWIroOhjn+l1+4jO31CN/7LU+tVECvQbzx0Q38rW97I9759Fm0Y4Gv/KJz+Lq3X0Qr4vjQi3386gd3X+1dXGGFFVb4tOLixYs4Ojqa+dnR0REuXLh/ZXIcC5xZjwHDIDgDYxxgDAwM00ziaEyd4vJS40Mv9vHs9RGG0wqcMbRiyvsIAw5tDK7vpQDICjHJFEZTCQYGxhnasUC3E+D6XoqQ0/vSXOHabopJSuHW3VaIdhSglBqdOMQDZ9rUuSypoDW9Pi9IbcMYh1JkAwkDKuRhUH+PG4AxjnYkcPcwwx+90MfLd6bY7eeoJHUA0xpIC40klwgDjq31GABDKw6w3gnw2KU1RKGA0pQ7xhnDS7cn2O3lGCUSjHGMkgp5qVEpYJTUWSb7/RxpofHCzQlu7WeUiyI1tCbLZcA5jKHOWFKSl+XaToLBtKIVbXceGAMD5RiRGYshDimge3udiADGAQaGTjsEY5z+3gqx0SVLYZIrJLkmAiupMEokBtMSjHEEnGNrLUZaUBfKnaMck1TZNvXAOJUYTCjLbTStAMP8+G91I3RboR0bjnEicX0nQX9SYr1DQcYAQ8CYn1OVAsDoOCpF54i6MQo6VjcHQTlLdw5z3NxL/fkuKgrAH2cSrShAKxSIInp9IBjObbUwGFcYTCqUknJd0kKhqAzW2yHW27S/5zZjPHKhg2muME0ljKYxlMqAcRrDtFCoJFmShODY7FLIeFFqcM4RCEH7ZYDLd6bYHxTY6+cwBji/1YbgHK2ItjXJFIYTGvNSGWx0I2x2iSRmoHlbNLLgWhHN6cGkwv6wQH9SIrNZbVpTXpJSBlFI+XIA0BvRcffGJYrKwBjm8+WYtUZSCLbLeOMIAw7OOITN0Ntci9FpBQgDjjgQ4CCb73o7AANDURlU0uBoVFI2WEVzOs21HT8A9hwyxjFKFdJMYa+fo5R0HR0OC+z1ckQh2fI45+CcY5opMMaR2HHvjekcHgwKVMogDDgYZ+jGoT0umlNFSXlDDAzDaYW7hxlGibRWuDaMYTgYlrh9mCIQHHEkoA2D0gbPXBtjnEgcjEooTU0VeuMKz90YQdvMLdOY80ej0o4fQ5YrKAWfm1Qp2ifOqHlCXmrklSa7tuHY7xfISoVxKnH3KAdjdNznNtsIAoH+pIQB3c92e4UfQ4BhnEgUJd3v+pMSlAXP7PgxjBIJzmk/heCAofslzZEAnHHEYUDjxOrzwxiHNLbTpz0/gjNsdiI/vmVl77n2/4JAIAxoHrrcRNoXylGj7VKm49mNFuIoAMD8edXWTdcbkcKTMSAIBPKCVLSjaYW8UtjqRv6YAiHw2MU1tEKB63spEatRSFmBjINxjrc8seX3OQhoP5Ui++kwqdAb0QJRJW1mHeMw9jqnXEfKt6tsdhVZ9tw55VjvRPY7ksanHQr6PEYdaXd6OfZsxlylDIZJibTQuHOU4cVbEzDGMZxUOBpVWO9ElOHHbNMXu99hwLFzlGOnRypUBiAKBM5tttEKBS5tt7G5FoOBiPJOK0SnFaCUBjf2UySZhAaw2Y3AGMPHLg9xbSdFFAY0TZltPsF43QWS0fkIOF177jwfjgr/dxojoKzoXjVJJXqTCmAMoWCIowC7vRy7/QJ3e2Tdn6YSpb0uKQsUCISANkBRUZD/Ry8PUVbUFGIwKe2cotEwhiErNCpJKq+s1PS9DobdXoHr+6R8E5wjFOLUTeVWlf4Kn1dwXVm01lAaCATD33zPG9FtBxhOS/yTn3kJ2hj8jW99A7rtlbDxtYqnH9sEYwy7vRxvfmIT3/EnHsP/8N1vAWfAz//ubXzy2uDV3sUVVlhhhU8b3vrWt+JjH/uYzyMxxuCjH/0o3vrWt973towxGKcVlNYIA25D3euimzNgvRMgr6jT2Iu3KZR6nBLJIxU9qN4+yIhYyCU454gaYetaG+SlBgOFuTMOXNxuYaMbYHstoLyYtQjGdmEDKLPrcFRACCrmsoKCsktJmSx3DhMf/CsbHQAZo3BdbWAzixgG0wq7RxQev9ENcGs/QX9c4vxWizpRDgvcPkxx0M+w18swzSQmmcSl7RYYAzY6EbQh28dwUvmQe6AO4o1CyuK5e5T5/UhyGo9JVpFlKOTISgqadoouzhlEwHA4yJEW0ncam48rn2akTuiPSpRSY5RQfk3Z6MqYVwq5HZPDIXXgA6i42+9nuHWY4Mx6iLV2gBt71DmLMn8qjGxQ/429pC6CQM9N2thiSPCZBm1hyBBwABxY7wY4t9XC5lqIUVLZ8OgAnVhAw9igduBomGN7PcTrH1rDYxe70MZgNCXiplLGh2QLzjG1nfQceuMSUhKJUFQaWSkp40hS/lglDV66NUGltO0CZ9CJAwqAzigTq+5ySeRlVSmc3YzQjoUlK2pUJWVN7fUzCM4taUGB+pwzpLnEzhGFmAcBw/M3R2jFRAK0rAqx2yKVgpSaikMAO4cpjkYFctv9zF2D40bmjFSGss5yhaygOeM6fhoYb3UUnEibNJc4HOWopMZwWuHMRog0J7uda1SgDWXcTDOJJFN2IZghCIBWHGCYVDgc5OiPS+weZeCcQWqDxAa7n99uEaEccAQBZYm55g9SUxc3KbUlcWmmbK+HkJoC9a/t1vMRDMhy6ck4rQ11+Lw7wYs3xzTnNL0GoAB0xhgqRU0DXHMHwamLm5uvLqSfM8r6a8cCpQ3ZL0qNSVpRhpttnKENNTug7KQ6c4z+tCeD1Q07KqlxMMjRaVHR3m0F2LBh5ec2Y3B7jypKhXFSYppRF8GskFTwG7qmzm1GkIrUMv1J7sctKyinq9mpNS2oe2spqfPkZjeaaaKltcFgXNkMxHqOuPP+8u0JNtdCH5AeBhwHA/rMqzsTXL4zgVsjKCqay+1YICsltDaWTCZkBXXHdSSJ0tR8oajou8B1ogQoh04quu/fOkjx/I0xopAI1rixzSgQiEMis11Xvkkq60R3e06SnLoG90cFXrw1xuGImozkpcL+IMP13QR5QdeUWwjRcIsBhHYkEHBSMrnz3mkFiEKBQABJTtfcPN7/3CF27L1dKbpe80pB2ER8qQxyS5oZAHmhKZvMNi2ZpJUP/S+lwtA2Y6AMtpDyMY1VdIYco2mFViiQl9reT5m//zIGSNs182CQIyvo+48zhgtnWogDTufHbk8IhjuHqSfP3Mgz2K6VKXUflVo3h3ymQU07DrC1RgrT4bSicxjSPT3N6bhLq6h2HSqPRgW0Ntgf5BhMSnDOIZWCVMZmkxl/zSlVN+botATykjo0V1KjtA0Jnrs+Qm9M3ZN7oxzjpPJNIW4fJfjY5f6x87YIK7Jrhc8r3D4gHzzsF+Rf/oYn8fD5DtJc4p/93EuYpBX+5nvegEtn2vfe2Aqf83jvb9/Ev/jFy7h9kGKnl/mb9o/+wmUcDLKT37zCCius8DmMw8ND5DmtGn/DN3wDxuMxfuiHfghXrlzBD/3QDyHLMnzjN37jfW/XFZulJWCA+qEzDDjOrEcIAg6jqQtgUSq0QgHBGQ4GFA5cNLu9gcJpS2V8hzZlV8zH0wpFSUTS/iC3RV+MSSaRZES2DCYlxmmFICC1iVOfTDPpO3mlpcKt/ZQC4W04scP2WgQX9Hv3MMXzN0d4+c6Y2tYbyupKciKVppnEGds9bPcoQ6WMH4+sUPjE1SFKqdFuCYzTErcOUl81CcExmpbY6WU46OcYTUpwxtC2RZwQVtVjn6y7Leq2qDXlTBpTP/A7gmuSUmFfVhpFOUu8KG3QG5cUlG3Jjd6YLJuBJYQ++Hwfn7g2wFo7RLcd4GBQ2GOhbKdKamyuxXjgXBtaA6EgddmNvRSb3RBn1iNPLrmaJxAch8PchjXHuLQdY8t2qZwk0udOFZXGZpeUFkejksinioonwbm3m04zicNhQZ07BQMMqcek1jjoZ7huCZG7vRRSaTx8voPXPbSOoqK52YqoMO6PS1KAFIoC/EOqaPf6GVqRwOEop0KwlHj59gR3Dul50M3JG3sJPvhiD/uDAo9e6EIZg3FKlrPSkoedlsDZzRhZqTCaluCCFCM01+s570LXDwY52jFZU2/sJqgqjbS05I+i8HuAClypqUClYGkiaQJeV5rKdlfM7DXnUFTaB7W7cztNK684c9ctAE/QKku0us5rdF7pfByNSySpwsPn2ujEAr1JgUlKKou8Uv44k5zCqXd7GXVvVAYPnO2gHRHp0woF4qhWV7jOiuOECK3t9RCPnKfmT5zRvqaFxh3b8VAq4zvpMUZjyjgFd5Mi0qCsiExLMuk7OSptZsh5V5AzBmyvhbixN7XqIGCtHWCaEclRSuMJZdkgrh+72EW3FWCtHdhGEqQkacUCSmkMpgWk0uCcEbmnyOY8SUl1t9YJILUB48zPI9hxM6DifppKHI1KPH9jhF/+g7s46FMG31o7QCmVJ7qKSuHq3Qn2erkv+DlnWO+EnrR140nNFehecjSiRh6ugYYj1l3Id1FKPH9zhANLQowmFQa2654xROhlpcJgXKHnuvEVEv1JCamNJ0GMIRI+KUgpOs2k79QKANf3pr4DqjGUDxZwjlDQn3SN0TFXyvh7pfv50ajA1AbKV8rghZtjXN9NLBlW4cMv9mFgPOGbFQrDaYnemOx+gjOvBnVzIrPfGUWl0RsVEJxhoxsiEPX52ukR0evux3cOUwymFSp7btxYAYDgdL92XeAPRwV1lmX1uT8aFigqRfUoSPU3TipkpQKz50dpg7yU/h6VlZKuP02vPRjk6I0L7A9yZLnCNKNz5roXp7n0pHJaKChNUQROdX1tZ4qsIMVuYOcFsyrhMCTLdCsUKCuaR/uDHGled1jV9nuW2e+sQHDq5tgSyOy9uazoXhw2XFJu3N21neak3gNl7VNH30qhHQucseSsVEAhNToxda8NBMe1nQmu3p2AM4b9YQ7OAWU72EqtsXuU+fN1L6zIrhU+L/DJa0P8g/e+gH/1Hy5jez3E299wBn/6HZfwzjedRVpI/M8//zL2+jn++l94Ax6/tPZq7+4Knyb8V9/4JDqtAD/6Cy/j3EaMP/70WbzuwTUYA/y//7dnfSG3wgorrPBaw7ve9S68733vAwCsra3hx37sx/CRj3wE3/qt34pnnnkG/+pf/St0OvffSZgzBmU7GjmsWaUzrdbSQ2daSG93qKTGWjvwD7ClJHVHkiv0RmS/iQVvEENAGHJSr6QSpX047o1LHI0KSKl9scsYcGs/xUYnRF4o5CWpIpwCAyDbXyvidZHRWI4uLIEgNXVT09pgMKkwmJY2N0SRVY4zHA5zhIJTFyht0Io5NtcoN0cbg7SsH+KLUiPNJba6Ec5uxlhvUzE2TioaGxBBllhVgFIajDFsdIgA2h/kGDfJIavOAhoKEgCTrEJ/XPgVa/crp6ApKiqQtKFQfgelybInlcFuj+xalaQuZsbQdoeTCgfDDDd3p9DaII44NruhJc6o4F7vhNi0xZ/Sxq/O90Y5KfQqg7ObMaaZRKWJvBonFXrjAncOUyrGSmmPkcZDKo3+uPQr/kWl8dKdCV66PcEoLbHby1CUGhvdEE89tEb5MdZqmpcSUmncPkgpUDkgu1QlSd2VVwqFpPnLQbYqwbknxzhnttilz27b7CFHdOz2Unz4pT7yjNQ4o2lJmWwgwtK1ty8qheG0IIWJPd9hwHFxO6bOnZxjvR1iatU1aSFJNZFRARsEDN04QCU1WrHwRIQxpETc6EQ4vxX7QtQYKijbocB6J/TnuZKk4HBkAUCd8Lig+VdUCnmpMLJzP7Hnp6xI8SU4Q6cl0IqEzxkapxVuH6S+WBSCIa+svdNOQKkMDgZEtsMqmtpRYNUtREbQeZslaaOAMncePk8ZScOk9GRfZgmUSUbKlbMbMR6+0CGCxbjOazQPD62KhXGgE5PNMrBkhrODlZLm2kPn2+i2A1zbTXDnMPPXkSv+ASLvbKM5T95sr0XgjFSk00z6a8+pZmju0udN0/qa71mi4+Z+iruHKQpLXghOFt71Tui7X0qlEQQck7SqCXxLYAfCksJ2v/b6TQUbqUKnmcThqMBvf2yfxhKwtkSyTyY52XYnSYUjG8YPgLqaNsg3pclmV0qNVkyfy+znlJI6Xrp7Tl5o3DnMcDQqEAWciD6lMckk2hHHhe06K9Ldid0nccZwfXeKG3sJ7h6mmGZ0v6yUxtnNGHHIkNt7ayW1Jf0Eum2y3bn5x2znwnYsYAzt5yipSKlXKAwnlVcuVpYQLaWGNsYS4TRGUmkYkDpzw3d4zZEXZEE/sx4RsakNcnsPYaD7bzuedQBF9jvuTo8IvlFaWVu7QlnR+TbGYK+f48Ze4hcl1jqBteqR8uzuYYbhtASsKnC/n5PVEEQih06pBfouunOUYjStUFUaL9+ZILXnfDQt0Y5ocUhKWmzKSwVuv4c4iKB1Y1pK5ReQ6PtD2e6rQFIQIXtoidNuSyDJKWNMG4OdXkb3lmmFUHBLjJM605H6AJHaF7ZaZHmPBQAizZr3CWUtyo9d7NprSmK9HeHCdssvdB0OC1JMVtpGANBCCXWYBJ544PS1/MrHtcLnBV68Ncbl2xNcPBPj737Hm6081GCaVfinP/sS7hxm+J5veQpvenTj1d7VFT6N2FqL8De+9Q344Z96Hj/xn67j737H04hCjh/88U9gf1DgB/7XZ/Aj3/elMytiK6ywwgqfi3jppZdO/PeXfMmX4Bd+4Rc+5c/RxlDGi0U3ru0xYcAQhQJHo8Jb20qpoYzxOSdGG1/gJJnE1lqIKKQndcp9gc15AvJKY60VQItaGbBzlKEdB8hLhXYcoCgpQ+twWCCKRKPYgbVO2c/KpS26DLa6IXpW6TGYUPaOsyK5EHBhrY0ASHEEhlAIUnnZX6y3QxSVQiui4uLSdgsHA7LKAPDFXm9UoGPHaZpVKEoKnZ4kRORVyqAdCVRSYzCmrKXeiKETc6+umEcrEtDGoCg19npT3NibWuscdQ9zJIhSxmYOGRsarbw17dJZKjrTgkjHM+sRLt8Zg4HC9B8618ZHL1N2UhjAKlyogCitPfDRix1IZSAEZbaNErKsbK6FGGcVJpnEcFp69VwccuRWvVSUpF7gHIhCXncbBAVQa025PQGnwvz56yNwWwA6BcOLt8Y4GBTWXqlwNMrRijiyggpipyJsRQKHwwpxKCCVQX9S4NxmjHYsMJyWCAXHhe02Doe0rcJaBrW2qgZW24KmGdm1OGd4/3M9MKqj/Odd3I6QlcpnrJWlBusQseasaaOktBY6DcGBcxsxJqmkDnCGCL6iIqK1E9P82uhyRIHAOCkgpcKtgxRRyNEKAwp9ZwyV8x7B2eyIVKrnN0cgGOJAWPumQSWJFHFEh1NaaE0EolLGF5iB4MgKhZ1eWmegBRyTpEK0xhGHAqOkhGAMkpPtqdMKMJgUuHuUIRBEIihtw7YFwyQl2y5AxXmSK9w9ytAbFyhKaoTgUEqNG7sJ2pHA9d0pooCjPyqRldJfi5OUukleOBPTvLNzppSkXjlTxXRvsqq3l29NYEAk3gXZ8uNQSY1ui8gDbglvNy6TpMR4WuJgWCAM6p+79yqtkRYSUUD2XEcG5aVCpSJ0I7KNuRq+qDQMSOFFFmcOBtpfIRiyUuHJSx08erGL/UEOA2qo5c5nUSpc351CMDpu2n8FgwBSatzaT3AwKLDVJSXbWktQBhqHJ/GUJauefGANv/eJA09AMatA5YxyvYS1DjpC0FmW3bxrRWRbldJgOC1RSY2Jvc7XuyHW2wEpZ0GLGi/fHuPRix2yJ0YcD57t4NpOAsFgLdGkwiorspUabRDanCbGgGmmUMkCGx1aUJmkElIDZzdi7PRSS2ZrrHcCuoY1cDQusDUKkeTUKVfYcdwf5MgL7VW0grlzSzbLnSOyrWtjIKzyy2i61xelRhwIP27r7YCs41JjvU3XaFlpRIK+C5wC09n03CLONCdLpiOWbuxMkZcKzrCujEEADljl31onINs3YO8XAhe3W7jWChAEzKpEDUJB6r+8ou/iw1EB2PE9sx6hlAqjRMLA4PxmjEIqFBOFc1bNHNjrQFt7tOCMFMec0T2a03cnAByOSiilEYcCRUkEaVHRMYSC5rdUGocDIsFaMfeKO2PnRRyQCqwstZ+jgpOyLSskPvDidGb8klzafERasDgc0mIDWWyVjy4QgntF9mmwUnat8JrH7YMEv/vMAQCgrIyXOo/TCv/gvS9ip5fhr/+F1+NLX7/9au7mCp8hPHy+g+/9lqdw5yDFj/3yFVSVwnonQGgf3H/051/yD4krrLDCCl/o6LQCTFPprUCJDewGqPgZjAsoZXBjb4ppVvn7ZyU1FYWMkU2uUnZlnTKk6NGdXquMtqojja31EGc3Yi/GKip6mO20qIiLI45zm3GdIybI9sI5w5rNxgKAwZjUKpOkwoH9ngdctou0q/jGKzmMqa0UsOo0gIiOSmoEAcNgUmI4oSwyADi/3YIBEDfUNtKqmfYHOfYHOYqK1AiTVBIJaAsgZ090GUJlpZCVGlF4vD062W2ICLx7lCLNKW/UWV8qpdGOOM5vxTi7GaOSlLfkMq2cQmzSyHy6tZ/gwy/1sGOzlx6+0LEFKRUSQUAFdWqLVGmziG7sJkhyUohRTgxDZIv/qiLFR2KzlrQyfqxcRdiKKHtHSo04pC6AnDF0W0RCZTlZnQLB0YqFLzwmCSmQ9gc5ZbNVGpltHDCa0j66OVPZomujE3h7oFLGq4/64wKF1Mgr6qbnVAfCFmUAqTKigCPNlSds3LnISqfOI6WINhTqnRVk5askKV0OhzkOhjmEte4MJiU1WYgDXySutQNsdinTqZI0Lvv9nBRBI8oZE5ysuZQhZLyihc4DqfPKhl3VGFIbUVg2ZrLuuM0jGtsMts31CGc2Iz8vtNFIcwXG4YleKqwd6UjKi1xqsm4pImgoX6y2LGd5PUZOdRIFHN1WgNv7Kfrjwqujikrh5v4U13YpJ44zKpDd+4bTEs9eG0FrbQP+jbe+BoIK8EpRgexIiigg9VlRaU+2C0G25zXb9ZIzIogqqa06h5RYO0cZOrEgBaP9nEoZa9PT3o6dlwou6IiBSBeljbesubB3T5Z3An9+4oD73LijYQ5pSa5QcBhtsNkNybo7JCs4kRTwRBI1sSDbLIV1w89fY0ytALT7McmoyUdkCdyjce7vldd2pzP5S0obstCx+j7oxpCBzo1THtL5IlUiXXs01yZpRffeQYHdXubn+3BKirLKZisWJSmDXV5VIKihg1tAmNo52LwvKq3Rnzg7nt1HTURbKckuDRhvVSyVQp5L7PVyq36l3DMXer7WDtCOBIwm6xtA5HRWakyzilR4win+KGutaY0F6Huq37AvDhNSlBnQHNOWYHLH6fx7WSERcg4Ogz2rjNxtZCIaTSpJYec5QKqztThAO6S8ub1h5rO6SD1M9+dKucB2UplOUlJzBpxhnFboTyo6j4aaQpBqq06D5GA+U81Ba1Idu6YPbj5vW8Wz7c2AC1stag5gLdjSqyZJ9ZfmChO7iHD3MKWmESnZMUupcfuQ7gVRwFEpUoq5OREFpKh1Fk2tDe4cpghDRh2hK4XMjgEAdGKBZ6+NvBL7XliRXSu8ZqG0wT/52RfxD376RbRjjm47wDilFcneuMCP/PQL6I0K/M33vBFf9MTWq727K3wG8ZYntvB//TNP4LkbI/zUb93CUw+t4zu/7jF0WwLP3Rjjp3/z5qu9iyussMIKnxNIc4lxWs0EjztUUiMppO9cKGxXxVYkKKBZkxXCrx8YInWG0xKTVPoQXtOQ+BwOKWCWgR5c40j4h/yjYYFpSqHuAWcwzgoUkDpmmkurfmCAVQ8xzqDtQ+/BMPdqotTmmkyzyncJ48xKCyxCwTwZJqXxOUhufz7yUg9pTu3So5CCgycJFRSukFQ2ZLeoiDRxPzegz/SqOUumlBUpKULBsdYO/TbSQuNgSLbIo3Hpg32LSmMwKZDYzmqjKeUzVUp7kqfO/KoVM/1JiaNRiVFCBOUnrg3x7PURAkGB5U7ppm2Bvd6hVu9BwKG1QWaLUNXIMQtDDsGIrJhkElWjgHadBKOQVGfaWkyYISXJJFNQhopyZ5MaTApMMpdjo5BVGmWpfeEMRtYyl6umNLxKJisU1i1hAMDbNscJFa9lpXF7PyV7EIh4zQoKPR4lJdnu8tq2N1Pt2z+6nRDtkDK40lwCzCpcrHpqv59RkwapUVkFg8vVuW2zi5xtiAP+uKQNz1aaCuAk154szAoqErutwKuKBIMNGGee8JOWIKmkhpJEqpYVEXOBoA6X7YhUb1LWnQydekZJV8gaMAZEAS0IOouRU8I4MkTb/ZZS27GwBKidh61QQCptlYhAHAns9zMk9vxSUU5KI0cIuCEvpcaNvSmGicTdXgqlafOtSEAwUlK1owCdloCyhfVoStt1uWZ0iTF0IiIIjJ3bjpxzoKYR9PtJUiEOOeVsWdux6y6YWUtwqZyFkfY2Cjh1Z7U738wMZIzZfWb+Xkn5fPBNFSqlUUhqmrXbz3BzL0ElNYSAt5VqS9RxTiH7bh4EnEjjbitEahtWAHQ9Cs4wdcHqhnKPyrlj964G437H7H4TCUTkuvSKNXc/oUyyiu7BaUULGpboq6T2iw2CUzfLrFA4GBRgDOiPC1zbTZCXys/fUNTzOBAcpdL+WlSKaFfXzKO0uVWVMrhzlCIv6d4BQ7ZBp9IF6LMqpTHNJbS21lqb0ZiVCuAuPxD1tWnnNbfjUEna94NhgaIiFSKpE6XPvwNs1qKhvLijMd23nSrP/T4QDN1WSJbgvP6edESsg1LG3xsoDkBilFbIrGIrEhwv3ByR0nZa+vtuZVsQO6Xb4YDup3d7OXWZzei4pdIYpZVv5nA0KvDxK30cjXN0WgGdk4AyJkdpicSS1E6F7L4v3NyUyuDaboIg4FhrBygq5Qlxp750RBRjREpzm7/nDlsqg7yqG1RQgwhL3mrKEnRzEwD6kwJKkrW0KDXCUHhyWWnj7wenwYrsWuE1i//jP93A8zfGMMbg6ce2MM0k/so3Pok45PiRn3oB01Tib337m/DGR1bWxS8EfMUXncef+8qH8IfPHiEQHF/1JRfwt77tTWAM+O2PH+BHf+Gle29khRVWWOHzHC6LBqi7KDkMpxWyXCHgpIrinCxr7j1UlLH6wZ2Rra+UZPXgNqS3P6nQjgOEgoNZosRlcDmrUJrXGTm7/Qx3jzJkBVk0KGC97lQolfHKg6yUnqQaTivPZWmrXnAWO2ntehpAGHF0WwK5VQDEIXXoascCa21hrUkGk7RCUZHiifLBSsqpaQXojcgel9suaQDZNJtd4lw3xLVWAMGZJ2acdaQ/LvwxJ4Wksas0ooDCw/vjwudwaW0wSijfqCYJ6oICmO2WuNEJ/Gp/UWof5p4V1mrIGlZPXiuGYpsRYwAMppVVeNFYczBsrcfUCc6QosoVjIIzm0tW+e6QpdRIbFhyUWkIzn1hRXZVVWe3OPLA1KHPnBGx5LputiIOxhgiG7q838/9XDXW3sc5haKTfbC2ALrzYkBEYG5zxRisSqnBCySZRJJLhIJhy3ZeLCqyhhpjSSZlrOWJil5jDNoRR5aTysPZ+AZTariw0Q2x3qkDyB3JWlmrkxCUQVfJ2iLsmjQwxjCaVpQzZWj81joBXX+c7GYBJzJW2y6OgSUU0lx69aKzKq13QkSNzC5nYXUqRNguhWyuIAfouJ2SUNicpzgQtmta3eTCzSnGGNbaAdY7IRgYHD9KijkiTxxBVpTKbkvZLEHKRyOCjNRBgpP91OWmxQH310MlNSa20YUjsBzh48gERxQkufSZVNOMCDBtLVycwzd0cASGI2WzkiyVrhmA0bWy7WBAajbX6KLuEFsPpOC0vy4H0EHrxnUIui9LRQSta7RQVAqjKf37cETKLXfvkYos5XlFGWBb3Trnrf4Md78A4qjOtWuCAb6RhLu+3PzIS3ePpm6Eeu7+wRgnZaus7WWcM4ymBVoR/d3lWQnBcXYznuk66c5Hpx34bUtlyCZohzC0eWGx7UZZKtPcV14AAQAASURBVFI4dtsRVH25U1dhSa9znUwZANhMqrMbsc+xakXC2zdbsUAc0/3FkT2jVGKSlL67JewYMXeuOKkUh0nprw0619RpEXCLIpYc1QatKPDvV9r4eakBXNuZ4qCfE+HeDnF+qzVD2hrrARSc49xmy2adWdKfU0aeU4iWNq+wHQn/vV1JUpm67wQ39nmpEVnbprsujDHojYj4ywqFo2GBNJcYTgpM0wpZQWpCN+53D6mBRd8SoIxRPMB6O6R7uv0OGCcVkpyy1gDYLqnKE62RoPuGU+9JaReYDKkdNzuhJ6bdglR7gWp6EVZk1wqvSfz2x/bx+588hODAg+faeP9zR/jT77iEh8+18cM//QIqqfF3vuNpPHkfAXYrvPbxTV/2IL7qS87j/3z/DnaOMozTCl0bTvuJqyP8+Puuvsp7uMIKK6zw6sJZG2g1VuOFmyNf2FU2n+tgWODOQYqRtfkUpcJ4WlkFDxV2oQtXtrVLUkgIbh8+TZ3rVZTaE1VTa71xRaFrR+/sPFlRF2PG/w+RNE7JEthAZWc982oHztCJg4bqgh6wp5m0D9baB6FLTTlhVUUB7IHgKG3Xyf6kxMGg8BauolTQ1uokFSk0ACKJBo1g+bRQOBwUPqjcWZUAW3Qa4y01QE3G7Tc6XBpYhVE7wOZaCKWp+EtyiXYoPKEjPQmoMU3rlvauE6JTGflOgpJIFacw4IL5wmXnKIG0KiVX7LnzkxYSZVl3ixOcWxUVqQfSgsLRlTFoxbOFBxXapBTzllJrV3Mn2JEAw6RCUVEHud64wHBSwoBiCopSIS0okFkq4wueJKdsKN4IoY5C4YPcs0J68sYYUug8eLaNKCKbo7G2qGlG9iyXP5ZXishQwW0Ieq16aZIYANncphmRIZ2IVAetsNnswXjSLQzIutttBei2OBXb9uetiFkrkSJ7G4ggbs6VwaSE4BwBt4RASGSZtBl6h9Y6R6qf2fPgrlk3V5th922bgdYKBVqhwIbt/McZbNMCxxoa3w0NqO1hbkwqpXHxTAtlRZam3ohUJ5zBEwKhzXVzZFdlyTJnJSskESN5RSHwtw9Sr3iCvTaE4P6z3XXQDLSmcaHzS53dKIsoCBg04HOXyC5I88TlHlVKW9UKKYRoHulZggamQbDQNRUKIqpcjEpTNkv7T2TvRifE+c2YrgnU47K1FqFjc7CSnJSyqSU6S6lQ6ZrscNc7ZzWxQuNCQftZqXBmfZb44pyhFQo4isLdhiJLcrvddZ1LBWdoxWRtLKxq7mBIxxaHvCZuKw3O4bOaJimpLPsT6jBorApWGVIIHjnyGNTQIy0UjsYF0kySwjGVvkNsaLPSaA7bjDxLIDEGSK3890ocCggrxsutFdKNr5uzealwfitGf0IdGeOQjj0vFJHldv7TBxo8cKaNSBDxUlQKoeDY7EbICgVmVaxN8pIzshOThZQUuKltfOC6LRp7nbhry6EVCRSS9lMpsm9udUOstQN04gBRILDWDrDWpg6/roulMYauMZvzBRBR6RaS3Hk+sx7i7EaEOOJWnUYLT5XUtumD9hbhw1GBw1HuM9ky29kTIOK4skR9KyZiqihp8cfNIWPfU3r1pW3KwRgEY9CwuXfS+AYZ3Zag7pyMFiaKkrL7ikqhlKSMTnLpbaWcsRm14L2wIrtWeM3hxVu1Le07v+4x3NxP8dC5Nt7+xjP4kfe+CM6Av/udT+ORC/ffpWqF1zYYY/iuP/U4/s53vAkPnmvjzHqMRy908cVPbgIA/uj5Hn7yN268uju5wgorrPAqI7NhuS4wOMkVJlnliweybwDjrELA6QG5VNY+ZYkRl23UaXSsSjJHiMF34BKcIY64zxoCqMjttAKstUNc3G5hoxPCcUMus2t7zXZnEmRvcRYuqbTvNgdQPlBWkArMWciY3b/cWjqoaCQVVlGRPRCMOsWleb2fk0x6G9bhKJ/p0ObCvlshHcvBMJ/JQ6FugbPdEgPBfSt4V6BnVqGy1gp8kHhvXCK2xZYBEYRUXIU+IDmrSKVVSuODkfNK2e6BVFS54+UM2OzSSvhmN0QUi5l9MwZgnL4zB5PKEnoUIq0MvT+zmU07/YysNNL4EGIYUlOlufTk1dSOWxhwHwrtwoqNIWWe1PDEAeeUb1PaDCZt1Xj1gDulWW01ZYyKbcEYOEgdsD/MUSnqRFZJ7XPaOGNohQHaYUB2tYgsca5AZYwsp0WpcGYzArPF6mBSUjHKqVPaNCXbb5pTTl3ZyKsaTiuyuwYcNrManZjOm7KKBVcoZgXN02kqUVglnLOjtSLKr3PzxGVO+fNl/5Ra+zEk5Y/N2WG0jbKi66rbDjDJiGzQsGpE+1rOiEgQgsaosra80gbqOyUa5/S6TiwwX1M6xSIABPa4i1Lj2t0pWeR0nfXV4Hx99Z1XCt124Bsv5IWC1LaTY1CrndK87ozpkBXSZ8q5Px1IScowTijDz1mBtab7lNJ15lxTFemqZve/zmIHoL4utDvvwpM93ThAVipklUIYMG/XdKV/bSM02FoP/f0iEKxWHoEIjoCTus6RDJxzH6xPGVghSqsK1AYzgd0GwMu3J5BWefrhl/q0Xa9uI2IpjmvLNVDndwnGiHSNhe/oGghOIfKs3j/3HmfZk1ojLzSF5BuDqnKd/0iB6NSCgSWNygXKMtcxUkqNSNA1Z4xV0EmN0pLCBkSSOhu2U6w2w8pJbUjKUqescri5n+DOYYq7vcxnPDLAkuiaVI/2DVww9KYlruxMUUrlFcel1KjsdTLNiUx3nYzdyZykktTPnJSpztLfVGq146DROKu+QJi1x09zZRt21M1UKI+swuGw8B05OWOeEKxkrS5knHLx3EdMc4VxWvmxnpkXZW1R9gdigEtnWmjHgmy/7QCddog45H7Bq5LaNh9wZBaR7NKSdb1Jaeery8qkDqxSkoIsEHSsnFG31VJq9EZEZkltsN4OSaFtF52cMtON03BarTK7Vvj8xF4/wz/7uZdgAPxf/uSj+Jq3XsQP/zdvxbf/iUfwj3/mJbQjge//zjfjgbPtV3tXV3iVIDjDG6x19WhU4N3vehj/9296Cuc3yVf+Ox8/wK+8/+6ru5MrrLDCCp8DYIyKCxhSoFBxQ+HITtmw3q4fzEtVkzsA/EO6C3RPCrJPJc1i0dAKrjGkNHKFYlEq9McFehMKZleaFCHcZnbFAXWFrGygrjG0fYNa0UEZQ3ZF3DQCfBk9/Ncr/67zFbxFr6nWcIfSGxU2z8iGZQdE1JWV9vsNwIapK6+wAVwYfl00tK3txtn+qOCriaCiQcxc3I4BBm/lyUuF/qS0of2z+yk45QNpS0jGUYCi0r4QceehNy5IOWKL0LLSaMWBLxa7cUB5Qy6bRVPnMmOouE1cRpBhuHS2AyFsuL9y3TmltV9R+LsxjqhkmGdHlFUXuU5c7vPcuXQr/O1WgE5MXeZyqdAfFWjFAQRjvsthXiiA1fMobBC0aVGrBpUhBVpWSSitkWQKdw5STJKKSEZG+xIIjigU4JyhHVFWVG5zxJxazikT6HNsYW3nYBgQGetUOu699bwl4sgRStIYb/uMQsoiG0xLH0gNWPXlkmZjWlNmmDH0d2NgFSj0e5fBFYeUx+byjWI7T124tLt2HRkMZjtPNoiDrCAFBmVOGT9XlK7VTVLTfCkqhduHqQ19b4RiNwgBN4ZlpTGalrbjJXUbbUWumQCpkFygvbe9Ap70OBgUdtv1RHNW0bxUNoyd+bmQV5TBVtn7TGWzxkpJKj5n2TTAjJKRmkWQQsx11nPNKbKCroNAcK8EBIikaeY8ueulkgYHwxx3j1JSwzKg3ao7vOYVjYXSmrpthnQPigJu97FW5jmS1Fk+tbXKkZqQSAOXNebGe5pVjcB10/hfulaSnJRSzXurksZakZm/V2lD965WVNufXXc+5ZW/plYEwirP7NxpRwEiMUs/BFYlXFiyJi+lVRHNXQSsJkJb9v7qyH1mc9Nq67ue6w5bN3Wg3xtPzDKQ/TgrJDpxgOG0xGha2YB47a/LZsOKjU6IdauCdNsHgHObpEyDIUXaWidsDjkAzBA3AC0MKa29grmqFCnjDLzS0OHQ5lRy0Pd1VpAiK7fzVmoNKa1aWtfX8igh4izgRDyGAS0qGVPbUuk4KGOuqEidlhcKk6TCmXXKEAwFKa6kVUFGEcdgWtrvIAGttf+Oc2H4HETOFlIjs4tgzrKoDbwK0JHojAG9SYmqanR/ZvBWVheJcFqsyK4VXjMYJxX+/k++AKkM3vXF5/DM1SF2j1LcOczwz3/hCrbWQvx33/k0zm3Fr/aurvA5AKk0fuY/38KvvH8HnAPnt2Iwm0Pz6x/awW4ve7V3cYUVVljhs46yrB8SpdTICyr4O62AWoRbwkTbanuS1avLzQIGAMDoQd2FlQtOD88w8JldzXpFNgiorCALmLT5MAxkC3JKrf1h5skbAypY7UfavBr6mdIGa63AP7CXygZDW0tTYPfBWS5d8QhQ9tBmN/RKMDCAM27VBURKGHssTpmV29BpDSIIS6tmEJxjo0s5Im0b2t4cL2mDvcOAQyla8c5KCkIep6TKckSDWzk3BscKPmOIYDOgwtoVcBe2W15lN0koR6eoNPZH1E1RGyDk3B+vK46p6KAMGxf87ZUujEEIshDN150wVMAWUnlbTWWDkZ3V0am+woAyj0qpZ44nsMVW7myRuURvUtZqLpBaII4EsoKUT6UdR26VIlmufOHIwRokC9nXmP15Xtl5zCgDCPb4j0YFDm1GErMWqayUyCz54Kf6nGfG2d6aHdsAuh4mGXWFDGxWmevi1kRkM7t8VlFDlUjHXs/9gDP/c85pu4481VqjkMrn142mZN1NM4nSWkNbMRETjpit7DXiPpsxWMKkzqBzBWVeKnAAQcB9LEQTUll1aKZ8DlLAKRfJBfNXlnSScnYSVZVGOwpIoTfIac43lH+V0giC2U6BQD1GLjMvDqkIrxpWTacic69NCwXOOdohEbxuXwsbiO73yRJ3DoGgkP84IkLUWemKihRfruhPC1IA5pKItPl9Hlhrbl4SmcBQk3X0cwWtAQbm1SzK5igdDHLfuc6dsEAw3yiD9teRPMYvOjRzsFwmGACfmzR/HkdJ5e9BaU6KNWEVZ46QVpo6SxYVWeCigLqxZtZmzDDLdbvunqOktLl2BkLU9nelDdY6IZS1vg+Tkpor2I04YiwUHFHD+pcXdQaftgSjU5IKTpa5+WvOWQcFY54oblty3W+3kl4hCFAWYmAzqnhjm904QFrUJDe3n5vkigh4Btw+TNEbUw4a4/W4uAB+d/KP3RvmsqjmO8pXlV1wyJW/T/hj48xatMVMQP5mt/6OZJz57xb63p1FYufcJKPQ/LQkmzCF5Ws/7gA1mXH3OGf1jiNSKXdbtKDirq5JKtGKiBhmjOz6AO1HFAl07TODv/dYNR3jRJK6e4NT+TIwnAYrsmuF1wTKSuMfvPcFJLnEGx5ew9GoxPM3x/jFP7iL//nnX8aF7Rb+7nc8PRMmuMIXNgLB8d++5434q9/8Ot+F6kufOmMf5Bj+8c+8iA88f/Rq7+YKK6ywwmcVsvFoq42hAPeAFDlFRauybhU/4NwTD/NYZEsRnOHWQeofooE6ByorlS0SlS+qgoD5EO12HCCOgtkPMXWx44ofzphXZ9THQcWxKzBd8TqcEnEilaYgZ8Cvfrttum52tK/157hRcja7JLOKpEZYcJOcUlqT4qOiIlFK4wPlm8grWuEWgtvxNRgns4SJUwu4wp0BaIWU29KfEpHF7LEYQ5aiQZN0YfUfiS1StTa4fHfsM6aKyjYDKFUjqBz2XJF9LLHh03cPM1JsoVascc7qIszUP2/Cne+y0g3bTuM4WR3i7wjGqqIMJxgq4LKCiISi0jPnOLPKstx2BmvHAeKG5c4YM6ueyJXPhQHqfHqXIdeOAlL2SI1ORARgHAhwwJJAC86lzZgLBPdziMhVjf1ejryQKK3dV/C6c1sUUkc6l9tF77MWKkbKJqkprDwvLPEGmheBVfZ1YgrxdnYsR4ZoWJujzVoymjJ6QktKOJDV0O5/wH1XQQfGmFcNMUZKzHFSh8Q3R8Md43on9LbN0bREmitLHtbdE5vbByhDy6FSlEGWWwKnKOt5DtC9oGk/VJoI1FEiMUyoENdW4UfdAOne5j51mla2s6ZeWibH4Sy5JjgFZ7t7lTG1imqeiHZ5iEpTeLnfhp3n7hrOLBk1serJUHAYDTSi1KC19tbvru2g50gdGOPtjJwT6dmy904DeMVV81wLznxHTne9x6FAU6tLiik3j2leuTnijtWpzZQixV+nRSTqYFrSNb5kYA1oscOpkPzYMWDniDIGHeElOMfWWlhb5C2xXDbI0lEqSVHM6Di4VWC6MSqVxnq7/j4RjDId22EAA8qdMiBLuG4oN10n08jOm821iBZJrHqvUmQVnmTVDHlr7DhXVp2mtLGNNWhIOpGoc61MvXBk7L45tG2Q/bpVhLXjwKv0skLOKSw1jLbfE5YA9dd1YwKEdj+IDCS1VGYbdlBjiNl5XKv46kUExjBzD29FAQLOUUmDTiwQhsxbK919o7KZgp4gY5S5FwUcWakxGFPn4ElKijnt5pkBAg6v2CarZN0lmNtjDU7JYq3IrhVeE3jx1hh7/RznNiM8/dgmXrw1xuOXunjm6hCPXOjg73zHm7CxoBPJCl/YOLsZI44EykrjwXNt/OVveBxve8M2SklBmv+/913D73x8/9XezRVWWGGFVwUGFBCeFhK7/YyyTqylkYqo46u+Dm4VvYlJWnkrmcvschYfow267cCHAEtp0I0DnN+KsdYO0I4ELmzWC1ZRKNDtBDXJZddxA8H86m87FDZ3Rc7YVujhnHnyAqCH5aygDmdkz6EW6ZO07u7YaYmZB3pnjSskdagMbJ4YQAWGC4DnYKjkrLVCGQO+pPILBMdGO/Ct1LWmgteNjdIGbavGcSvveaWoyDb1irYjFaWibmlO5eWKPCqo6n2QNphYN/Ztmkqv+HBwY960NLmcG2d31NqgFQn6makLo9Aqjtz+we2/tQy6sTMACjlblJHaiIoqR/Q1SSbZUIY1FVytkDpqNvmoyAZpt0IKdQ4Fg1Y0L5uqGqdOW2sHgCaL3zSn0HLOyWrGrVpiHi64OmwQMGEwq2Z0n6NskwMAM6QTQPPBqSOVMd7Wa4BjpIVU2jY3oM6QnDNvt+SMSMcoqOeRBqlupmnliYso4DPEU1kq6lTaID2dcq2SpETSxvgxaJIObv+1obnEWF2kuvw+t9lC1uR4GHCkBfmt3DVNuW71totK2c5zxp9TweGbOdB2atKVyAjjj73BxdKiJ+AJRoPa0twU7TkimpSYVLQPGl3sImuxLKVBHMwSvKG1NM7PFG1IvpNX9Rx1VjRtSGXJOYNSLvQeXpUoNTVSWOuEyCvlVZppIZHZDqLaWAUec00f5kg4SyB6G5/dh+ZixfnNlu3WyUCz3aAdB1ZBA3/fk5qaJZRSQUqN4aRCXmhPojvF5/z8aI6FJ31AhIjbr5pwJqViaole+NfPopAanNVdJinUvj4neeO9ylCuX1ZJe78CyspAGVIytey5dGphWgzQuH2Q+uutkPR9MU4qn/221ibFkbsvuXw3pWtyxt3/HChQvx4jNz8ZaKEhbah8HfHatH03bcQGdK0ObUYWUN/THJJcYb+fI7FkWfP9ygVuNeDILQZ7XYbC20b92FcKQjBraVf++48x2GxDDSGY74zp9svo2WYZ2hDZTt0fpT+m5kKRMbPjB+ZsmsueTmaxIrtW+JxHWWn88h/eQTvm+MZ3Pohf/oO7ePKBNdzcT/DUQ2v4W9/2Jh8KucIKi3BjP8Fvf2wf//r/vIYvf/M5RI0g0Z/8jZv4/U8evsp7uMIKK6zw2QfDrGWCW/sHQPaxwmb/nIQ4EL7ocyqtoLHkKrXxhWOS00Ow+yylDY7GlN2TlQqHw9IXRlJRC3RPENgiSWqrRLPqBamdWgFehda0Z4m5B3mHRZkfTsUVBMwrKeKAUw6TIXWLsGSO0toX6IzXWVoOgjN0WscLXzo2UppNMgljC6vEBqD710gzk6VSK+UAwPgC350/KoKdYqMe/6AR4s2Zy1fSCEMigpRVpQlW778jCTrWtlYp47s5FrZjp9SUadUKKcS4qLQluqgSmT9up9poWcvkvJoMqM+bMaQGcp2/BKeVfGc9c+Ph1BfCqsyKstYtFtZumtkuY1Ujb06I2lPUjQOst0P0xiVyqdCOA9sUgMiBcVpBysXEpdue1nXx1sxscmSre51UGhzH5968epIK3NpyNT+OzqqrreohEMzbD6Uky5iwnkwGUhU1yWn38Z5cNfV8aoIyjepjbR6Xg+AccUDXg7Tj4FQr2hhM0+pY1zRhmxMAlqy0+U/O1grAE4hN9ZTrpNgcv2lan3Nj7b+dOKjzwWTdyKJZ5AM07sJauprnqLRkA5GrxivIALp+nDUvq5TP7GKoyef5HCfOqBkCAN9cgrNaXQhLDEptMwe5va4tqTxMKp/zJngdoK+MQSEbdltm7dJW4TY/d5glkZm7zhu/y0pSSvUnBYqKflNJDcE44kjMEFaVvZ8rQ/8l9lzmlfLXOeA6xNZmM2PMDBmlGiSRYGzm/t28Jtw4LrqVO1KYVI71vQsA8lz53Lx5u15TzWQMkFVWtRjWzTwEh1dTOUirMMtKhSSzHV8b9+lAUNi/W4jxizuNbZSVmsmAdGpA94p2xLHfz2C0wTglEsvNM9fB1BG2LqdttmnEPL1DizYA/D3axQwAQOhyG+3gZZVCXii7kKKpk+QcJ6YtKR8KhlLWVvImMZqXakaZWVQKiV2YAoiolkrbMZ69Bya2AUCzc6xTHcIs/v5ehhVDsMLnNH77Y/v4g08e4tZBir/xrW/Ar31oF4wB13aneMvjm/i+P//6Ga/1Cisswpsf28R3/6nH8b//pxuYZhU6scAokXjigS6u7yb4d792HZwDX/GW86/2rq6wwgorfFYhOPMPwAb0QMrBfJHbLDQW1MMzK8jM2nUCQQ+8lS28nPpEuX/bh+ZmDo0rkt2DsHv4VXMfqrRGVpAlyK36O0JONoQLWhu0rbWnlETmUNt1ygdxhWorEpC5tScpUlhUJZEq0tqWXKEUGe6L9IBTMDkDAFPbd85txEhsodAs5NxxuEJg5GxOhoOV+pgao5QKYE0VBBUPISPbmFPvFJVCJw5mumIe2a5WXmZjEQSUE+V+5Mg1d67cL9w+uqwoOl+z54Ez2p+iUr4gIRLAfjSstVQI5FL6jBhj6me2SPBjRUtpFUaMkQrAhxyL2Uq3FQoK9cZxpRHtH6vJmYa9zBVwIScp1P4oRzsSUJo+Z6MdoC9Lf7RZQcWYtynyWfWR717IiEhw57zdDijcvUFgtiLhFQpxwBfutyOYooAUK/PznxpIGKvkIpJJaaAVMmjDUDZzeBoWXc4ZQtB59kSCOfn5uRMF3v7rzuf8+VJao2hEQBlNY0TXjz5GWNF7jM1asoRYRkRvYNWNTulSKe0JzaKhkmn+RRlTqy1tYS4YdZGUVsXoP1dpcMbAOGvcZ+oiHSDyDsbMqN+a90KpNQSbJcekIkVdVpI12G2rUtqrUB2a1lGXG2dQq/0KqdHmYoZg09YeJzhDJxIYNfO77KbbkaCMQbuNKOB+7khLfDkF0iJL8TSTvlOp6/oJWLWc1DP3fvfuOBSLOyw2FjRIIUhvzit1LMuMOju67wpLDoLBpdy1wwCZzdFqbrs5lrQdIKkkEtD9lnHmF1Yc4RwEDKiI7HVb6YQCImCYZrUqKhCcstk4hwERSe77L7Yqp2FSerWX4NxbFttxAJSS7IWqDmtvjp/BrOqseUUxABudEKOE8rKcfZAxlw9J892N1TSrjr1/HmVFZFmT4Msb9vVFQQXO3m4ar28qgN13mm+a0CB4w8B237Rzdv76DwX3zS8WwTVK4YyBMfqM9U4w03yEL2I+l2DFEqzwOQtjDD70Yg+3DlJ805c9gC9+cguvf3gd2gBPP7aBv/buFdG1wunx1W+9gG/+8gdxbSfBO950Fu/5mkdwfTfBl735LADgf//1G751+gorrLDCFwIMaOWaLBTMFw+U72ELH2cbO8VCqiMBChtsDNTESdbocrbWDupuXoa6nVGA9skqsuZ+l2q2gCzmii7GrNXHriSXqs4NcscklUZaqBkFVVkdz7By/2raz+IGcaFhu2jZkGf3mVVVq9IcnCrEjY9bhFeN9nsuCLnZrj62wdrakPVmEdy2nPIDxvjjzm0GkrNHNcm1+c05dcgoqTxx2MxTczZAdz4bQqmZbTpyoDmczVgfgwVkpicFmScb6HzPnl+XYwXQmHbiwBOA7j21NciqaXhtK9SoLUDN9zTnKTCrzAIwQ3S5jJrQBi57cpMzJJmcCzon65t7dzFHdDnCloMhDDnmraVuu5FVQIWCNwUlMLBd76ylsUYd3j6fO+aOhdR5guadV0Uymt9NssjZCecIi0Jqb10trU3Q5+ItOMaiVBjaYO9mHewUoC7w3Y1btWjCNzbsrik3EFJrjLMKyhJ/Tm3i5tu8kk6weq4BgBC1IsmpYNpx0JgXzBf3blf03Dxy0FaCIy3x4bsISlKG5ZXC2Y3YZzQ5XrlJhEqlKSCfMUxyOcNOcEc0y9omO38tOgLH7XM+t0jQHEd3v25+NmWp0YcGglS1rluvQa34iQMx834zN9+MOW6xdJ/rwBhDFAjfkdNd9zPn2MJ1cWzNHYdThtWKMpebFdiOk3rmtUrDq/Oyhl0utyS3MfDz29kTm2Ns7Plyqq80JwWTNpixYZ4GrSig+66p/+2y+ty1GUeNMZ57v1uwAmpVVNC4V7hcvHkSeBHcjxeRo1Ek/DUVhbX9f5JK36nXLLjWXKdjyhmjn4ViVjer7aKUi0KolMtBc/tDZFocnI4DWDEFK3xOwhiDW/spru9O8cZH1tGfVPjNj+zhfe/fwVse38T/4y+8YUYCusIKp8G3fMVD+No/dgG//qE9SKVwYbuFD73Yxze+8xKkMvjx912baXO9wgorrPCFgLxSyCpZ53jMd118hdsEnJqntn8YAwqor5QNtuXegtUsWpzKYz4Xx0HrWcuQA7dFapMoAeDDurUx0DNB3ceLKLDFK+QAqZEYZjNEmqvMblsnuSwCwRG5/C82+3N6rzn2+S5DZv646HekPppkEnuDfMYyw0HW1Hn71oxlcu74nTrEQRmDwaScCe93xRKFb9fqmtAG7zfHw306Y6S2cEX2sXFvgM2RNpzRcSyypcaBQGazuGorJqnDXMaSsDagMOAQjPnMqzgkEsCN/Tit0IqE38eAkyVp0b4aYxAE9P7m+RaCeRKituXW9r75kytY3exBGcqW0+b45zkiyF1LTrFDBIlBWlJx3m4Qk6UN8NfWcubQJCVcILyzRbpjUzZPC5idb8cyu6waCmh0ZLWo5khp6qKq0R+XlLWntc/sCsXxhhhpIWfmmjvHjsSa349mowBpras0X3GMyPHX28wY0zVWuHHTdD5ko1NkaNOzg8b14IhpsjPzme25HaVzS+e5eZzNxQFHEgtLogLAOJU4GOaoLAHQNAm781Mp7YPF5289SpPd0T3fumuoScYyWCKicT9tjpdv/qHqrqqFVbEJzny2YbPpwiKr8iJyxiG2ix+lVL7xxEl2NWnndT5HKJm5P10TkklWHZu7ubUFOjWkMXXHYIOapGx2iG0S4OudEIzV+9hUTC0iiYDjJCNQz2XXHMQpBF0IfpOEy2zjh3vBnT4ijOpZc6zpzNzGooCsq4y5Lpj82D67bphAbREGaqV3USmrjGvuj1Np1plkgvOZOeMw/+9pXtsfYS2/8wsGy7CyMa7wOYejYYF/+R8uYzStqEU2Y/ij547w/ueAN1tF14roWuGVgDGG7/yTj2GaSfz8795FIIBOHOAPn+vh27/2Efz737mN/9f/9km856sfwdvecObV3t0VVlhhhc84uM2fAqxa5x4SrvnsE0dGNe2MzdyTsGHXYqCH1lBYCyBnGCeVz8BqKgGcPWjhPjAg5LPWOwfBGSkczPH3BAGHbiiC5mFAJFNoA3ObVbsrEJ01xqkFgDrvpolOfHxc3BhIpWE0jXVguC9KmkXIonPBQUQBGMes4qaZP1N3IfSKNFd8CSJVDOgcucBzf3yMzWyrqSybJ0C1sbYwW8CUSnv1SCnJLnZMIWftd4vyoeZRVJSfVSsraLSbiiE/t5gj6BSNmz3y+Tk0TutsKnc+40Cg0wq8srsVChSVnjleeRJzaXBMVahkTSy5YnnmXM5tbtE152LCT4QxAOdWmUjWn0IqaMO9SsttIWpchwG3mXdmVqlG+0vvcDbR01TVoWDIfLdT7VVRBsfnTVZJdOJghnTg3HZww/Eitwk3TpXUgODHSZ1G+JbgDIWanb/ztxOpNNoNO7SDV7hqgwpEiFa2S592ofnKwHBHvtX3UEegzfAJph7/RVM/yaTP5AIAMFLLaGPANGXpOYKeM+4ztwBrd/Z/n82has476rLLjjVHaOwiBOM+u4phtjnEPEnkySEcb7jQ3Id5eMv0AjSbNCzC/HfP/bymUhqBWLxwYuYIs7SQ4IyUQy6j0KGpGANojMJAAMUscWhQd9GdJ+MWWT8X7bOx+53kEoHLqFREDhdLLIAzn9MgN1WDgHPKYWPougg4myGlS6nB8qaiDhABt6+r5/vMeTQGc+Jbf034CAFdq7OkXQRZdo8rZX0fcYs/650A/Ul5z2eUeawYgxU+p5DkEv/s51/C3cMMk7TCYxfX8OKtsZej/6U//cSK6FrhUwLnDP/1n30Sb358A1oD3/wVDyIvFT788gDf9rWP4HBY4Md++Qo+drn/au/qCiussMJnHEprxAGFrp/0COmzR+Z+Xkh1jNApGzlOMwWY/dORICNvZdKU83PKfTamtku5B99mTo77eTsKPGES2hwWsl3QvkWuW19DiWGAY1kiDHVAvsMxS1ijWGjHAaSiQP5j+w5aeKnzdPQxu88xcsR9pt0XDhwjIVqhQNuqmOa7kDX32Sk3nEIIoALdFSOw+xeHAmudsA6bntsX6cZZ1xYnadUeLiMrEBztOEBjeC0h08iBWkKmMEZ2N6eI8iShUx6hnlvNsT9JLdYk2VxL+3FWoTcu6tdglqBxCpPoWOgzYVnh6rOy7Lmct1q1lsRwOOVeOJdR5v4138XNF52s/kyn5GrOINZQCkmtaWwXKDjdz7QxWGvXpBRjs4qlJprXuJufyxpHUZj9bCC+y2kzdpycpWwZtDEz9xyvxDHGMyyLbKAOTcWSI7rmCVhn0XJZSdoYUneBbMsznVfnOkgW1azyhl4/uw+tKPDX6/yeUgC6tPmJjQwsxigvrPHZJ9X9zWs/CGqSaRlZ4IguoLYYh6JWy7lxcdesIyMWzaNFCPhiost3xbT/XqTenN+PeTS7tC6bO4sslAFnCHhtowsax7dsQ02VU39SopKz9k/XxMR1wQSW21xPg6Ks738AFl6H7r4hOPf3Kvc5nNfXvmsK0FSaLtofp95zyArpSX+l9bF94Ix54lVwjvZc45smhLV/t6LZbbhmF25/WkGddxcFHNNU4pVgxRqs8DmDSmr8i1+8jINBDqUN3vrUNj52ZQAAeMvjm/if/uqX4Oxm/Crv5QqfDwgEx/f9udfjsUtd3DnM8O53PYxrO1Ps9XO852segQHwL3/5Cj5xdfhq7+oKK6ywwmcclD10suJmsfpkMQxOLoDmrSkB54hCfmIO57wFCagf8N1nNsFBiiuf2dV4eHdFj2uBLths16d5pYJXSDX2OxBs5jOb45MVEpwvt4MaY47ZQgSrP3+RjXE+J6n5+zgQnkBzzQAWYZktKJwrRowhu9w4qYPaoyV20mVwKoR8LgNr/jXz6i9X0Boz+7v57KwmHBm2CCeRJo4wcUVkU5E4/95F6i5m1TKhLW7rn9dkqDuG+U6AeaPw5owdszzNW3RIecNmVD0zr7e2zGMd+EDW27JSM8fQnK+xJV2a86aQtluofZ1pkKHzc9EFRgecbLnaGNtNbZYgi0MBISh4f/m5NDO/X1jYg4LLHRYF/Ss9S6g27dCLCBdHcLvxa+avtSz55gO9T8FWzAj5TD1HXYEvlevmSOd+Xv3jj6NJVhvqxNl87WmCul3o/mkwr1BtNjQQjKFr8xYdqeTECKfBMhVP0yLorMeL8sTmz5ubG/PfDcuONAr48UwyG6jeigJwa1fkNhuxsMHuzc8CavKmbfPXmo0pHCmltPYq4PvBPKke2465acM2yBZ9TVr7pbZNIZrTYv7f8zhma1yA+Tk//12dS+07jiqtZ6zBzfPGG/l4TWume1/zvpfNLNpgZjw5Y8e+t5ZhRXat8DkBbQz+7a9dx8t3JtAG+Iq3nMOdgwQA8OSDXfy1d78e2+sromuFTx/iSOBvfdub8N1f/ziu7U7Rijh+7xOHaEUCf+FdD8MY4J//4sv45LXhq72rK6ywwgqfUTj1yv2uOJ/m9YHgC1fqm7+PQm5bm9evi6wqyL13IXlmzAxJ5cAZwDg7kYxzULaAbG5/GVEnrcKHlF71z5v5Og6us9kiBIJjrTWbRxaKOjdq2Uo7QO3a51fKC6mQlRKlJGWVC8E+LU4TolxItXA8fdC+VyTNKjDmCdRlRJyDs/3Nw43msre74ru5fcohEj4Pah58iVopDqjYNqhJ0IX5Q1Y9pbWBbswZPRcADWDp9cVs8dfsHLkMy8LVm79XxhxTfzkV5LJtu3yqRb9fdC6OWdqsZZVZ0tigzj+aVz0tIqYckRfYzK4mgbOIMDaggn9+z4S1Z86/Vhszkyvn4M5z8+fzpH5RKd+51eUB3gvL5jippejvjgDIq7qb5zzmScXFn7X45/PKs3vlGwWC0/3IqbYWfL4yBsNp6TvSujm+6B68aN9Oyt9yMMZ4Vdu94ObGSWrOJjI7z4/9vJRE0HhiuvFd4NRwjZ81iad2FBwjlu6Fk74P6Vo1nnRU2hwbtyRfrHByCwLz9n6p9NI84vl7JmBz9+6RouUyEv1v5+5Ny86fUwLWuWano6LmLf7GGFSnYZ2xIrtW+BzBL/3+HXzwhR7CgOHRix287Q3b6E8qtCKOJJMQ4jRfLyuscH9o2e42f+adD+DMeoTXP7yOn/rNm3j0UhfvtoTXr35w51Rf0CussMIKr0Wc9mFzGeJQnNgVyVkAl/1OKrJUwRiM09L/rlQUuu7eO7+J0CuAFpEQiwsrH5B7j0LqJKWC7zanagudssV0E5wvDlOHfW9/WnplkYYB2Fz21pLPV4qKn5PynJrhwcuUH1Ewp0ZaurUay86is0HW+3gC0XeK1Xi3rTgUPnTcLJkH8/vXPHcG8KHZi4pcbQxCwXwnPBe4Xci6u2ezg+PCfdXmmMV1fhfdPJifD4JTl7RFhM5Se+fCY5gNkD5Nps0ygmIey56/mwSRO6fLxrkJqbRXSnkYIjOVVaUsIhbn4Tq+AfBh9VrrxZ0bsbgRRSFnbYIO8w0dYF8zf56BxYrTkwjLqmHhpdfSn81jdr9T6rjCcx5NO3XztfPzR5xwPwLIGslYfW80jX099tq5f8/b2OsdYjOKVc7YqQi8ZfhMVoLNY3Wn4l77mpVk2RaNOTBP5i4Ko1cLlLvzKLxFm0jo8B6LRk1i3v3bgTX+3dzGMmWe1nrBsbNj995ls/zE++XcRubvfe5aXrQdt0/zFu17YUV2rfCq43efOcB//MAuum3Ljhvgx/7DFTx0vo2/9xe/CN/zLU+dSqa7wgqvFJ04QBhwvPtdD2FrLcS//KXL+OInN/Fffs0juHxnih9/31X0J+W9N7TCCius8BqD0ouVNA73fCiv1ImqgRMzlNw+WHXV/eTONrO5GJvdT0dGucwowbntEjj7gO6K2vksmGULHIuIQZ8V09j5Zje8ZWgea1FplNKc6vhLSQ/6fMGZaYWCiKHGz1wR3SwiaDt1ZsuyvLTTHIfSembVvalgCjh1BpzJRGt80LK55chTst6dTrXhcmBOY8nx7+GUb9bMd5pX+pRSn0i+LCM2AqsAdJldgh8v9Cmwefb97lpc9pmL9Baua+Ai4mUZ7jWu7tycZIk9aVvLzq0b85k5CmNz3mgOd+Lgvo7F5V6dpF5bhnlVo8suPCkfqonTqooAS/zb17ei4Fj32ZkX4nhOoENzbNzvm1lHwIJzYo5nJzWhzOKuhmKB+vG0Y0Md+ZrbMwuD7k9T490rs+uVwhG1buyIOK6t1PdCbu3DNXlJKr1WKGbIw3nc7xK6I1uBxdck2QMXq8aCJcpF97dF3Xjnz5Mx5tT3YsbYTGbXsf1ZQrRTEwXumwMEc0T7KxUerMiuFV5VPHt9iJ/8jRvYXg+RZBJaA7cPU6y3Q/zNb30DLp5p4ZEL3Vd7N1f4PMe5zRg/8BffAsE5+uMSgjP8s597GW9/wxl829c+gg+92McP/KuP44Wbo1d7V1dYYYUVPmUcI21OqDU+G7rWwCpTHEGwDMfUCi403yzvwJUV0qs65kk5V0wynE7htiyDax7OhnOSwma+cGva4Bbty0mFnguKzivlu7DNw5EBi7Ds51lZK8QEJ2XBvWyITUitvUWo+TNfGC54j2DMn6dlxdgiEOl5PPvqxPc4G1RjXswHM89j0XlYNN4uwN+RVhTgvIQY43Ve1knEGmNs6TyolF6aK3ZazBPGwPFGDAwLMpLsS4JG7pe/rprW5IBDmzr/yUE2xl9pg6ys7WbLrsumYmZZNpKzUDNmFagnZAI6Wklbi1VzDtwP8XYSDGp1SlEpTy6JOZL2XiTLovl5L5sicPxcLsL8sTYbV7jfn5ZQ5ozN7Oui41qk5GuG4DsszOxqWKdfKaQmIrodB35/XRfaZfeBY3lic3mC2pCN+bS8a/NI5+8l7ntx5mcLFGdO7aStjblp3X6l3+En3TrmG24ANYlFTUuWf+oy0sx3bKRMg2OEm5pTMa4yu1Z4TeBgkGN7PcJgUiEMKLNgoxNilJT4g2ePXu3dW+ELCIwxPPngGr76S87b1RiNf/KzL+GdT5/Ft3zFg9AG+Kc/+xJeujV+tXd1hRVWWOFTgtbLHyJPwv0Uzg7z4d2LEAUcRhtaZW98hOuk6DCv2rjfFuTLUDU6U7l9XgYK8p792b0sQovAMFs0zRRLi7rkzRVezX+ZhgJEaY0oFPeliD8NieeKEGOOh6ADNeG2LB/LQTCGzbVo+QfdY79PzLupqKvnQnXDslwhzBa1rvBu5qnNEDMLQrLnZ+GiPSRlxvFxFozBoO5O2LTmzWM+F2d+3xZbek9/jSx65Xxh2rTwOnLa5T2FAZ+xqTrlpUMptVckLlKYMEs2zHTNXDI3F3XBnM/OCzjzXTel0mjHx5WK88rOZaT5p0tV5Or3JsGzLC3xU7WYN+Hy3O6FZtD6Sb8/DU5jR132Gad5rzue+1LXLbg3KE2dNpvE9EloqrVcgPw8FmXTnQbz2yqlPmYLX9bMwHfInSNr70ftCtT3ymVLT25h5djnN67V056TcMkC172iBgywyuxa4bWBxx9YQ39cIhCUe7HWDvDffeeb8F1/6nF81Zecf7V3b4UvQHz9Oy4hDCgfpDcu8I/e+yK+5q0X8S1fToTXP/6ZF1eE1worrPCaxryVbxEWFXeLCudFHa7mcS8yJSspBDqvFJppOUrNWuQ+FWprkV1xGU4qtKoFdkuX29QE2feWF02kIKAH+tN2E5vF8ldlpbxnsThvHwo4P7HjYxOLijtHuDlb3dLP5QyjZHksQHOuxDbbaZkNZx7SEnKLXrNMTWBwvAMaUOcQMbvPrkieP6fGHA+jn//0ZdeY4NxmVS0Yz4XvOA5vU/0MxX3wBa3fmoo7AxoTA+M7n54EsnQuvg5fKTEnrPVpvsiv5hRjw+nxeRecUqm07DX3qypaGLi/5LBPqyT9TKBJQC6aWacl9+fnZXyfXV0/3Vg2x+5FeC/DaYL077lPJ/3O3lfvldm1CKclnASfXcCRmnL1lmZtfhrvNc19dPf6pfb2E6yRJ2FFdq3wWYc2Bj/+vqt4/7NH+LFfvoKNbghjGFqRwP/tm16HC9ttfNWXXMBaO3y1d3WFL0BcPNPG93/nm+1KoMHRqMA/+pkX8bVfehHf9GWW8PrZlzBa8NC0wgorrPBagzIGrbmcIqAu7u71WHuS7UtwdqoHbtMogJvEwWlXx+fzqPzPGdAOSc0RCH6MqHA5J8esO59iU5J2FNgOfafbzv1Y7xzUghqrtcDysgzz9iGp9bHxXmRVuRfkXPHSjoIZVZVskIWnyYMzWHw+FtVb0X1YrJpYZoMDaiWTK5KPhTnfI7OLWRJmkbJM6eMdEO93Lrh3uxDrTzfmVYaL9q5sdFm8l8pNcH4iifNKMrs4W3weFhXr89tddn867Vm4H1VRE3EoXtH19VmHOd4pMpxrSHHy22dft4h0XkoGL1KQLnrdK7h/LoPgdUZZ8xjv9xNeKTFzkk35pDF3dt2F34P3+Ey6D8193gnfvadZSDkJyxZ3+D1s6K9ULbciu1b4rCMvFPb6OX7l/XcxTkqEAbUKfuMj6/g377uGvPzUWfIVVvhUcG4rxv/zu57Ghe0WtDHY7+f4h+99EV/91gv4s1/2ILQ2+LnfvX3qQmaFFVZY4XMJjM2qelzHukV4xXkfABZrAo4jFBxReNzueKxQXpbZtWQ/jQGyinKnmkoqh2auyvxD9qdSPmWlRCHViWPXfOB3lpCgYfk8yUqzqIMfYy6z6/7P2LJPmg/vXkYqLoMBjYUrcOffuzCza0Gxs6zj5vz7TiKtPh0IBZ8h3rqtwH/2PJzqqWlPXKaImFGunfBcITg7sYiulH5F8/ak95xmNtUqoAXbbfwwFPyehXKlSCF2PyTSste67Kfmbp32ua35qpO6zd4v3LluZnZ9pnEa9a3DPNkyb0UNBV9OELJ7Wy8Xze9jqlhL2i9UkDY/z3/u6Wf9vc6l0nVG2bK5choiy3V2PQ2ar5sn608Kem9CGQPOuG8q0FTpho2/L9un+Z/fi8x0Y7Bo6O91hS2bP8oYv8ABHLeemzny8bTjuyK7Vviso9MK8MjFNg5HBQLBMUoq/I1vfQPe8zWP4lu/+hG0otfASscKn/d45EIX/8N3vxmve3AdShscDHP8/Z98Hl/25rP41q96GH/0fA//9GdfxJU7k1d7V1dYYYUV7gvGzD44noYfoRXv0xcVVNyTFaQdBidaQrQxUErPqEgYgNacwqOZbeMUM4twvwoXyuw62Yrm4NRgTZxmVAJBNsHma5tFEwMVOr7QMsvb0/MFS/jG2G5vNnD5fnBaemwRqejGgtm/n1RYu5X7k4vFJTkx9yhoGWOIA1LLLMvnuh/MFIv2eObnSZJLCMaOzZ1Fe6q0XnihBfz0ajSlzTHCVvBZMscTT1iuePlUiNzmEczn1x0rTjF7nzkNGaf0sgSr06G5Dy77yW1vmSLpXtfLacLfTwMGzGSa3QufLsXSvZouNOHmouCL7WQndtc1nx7rZVapU10TTTutw0lNCADgfvjwJjHbnDWntS6eZh4zxk583f0Qom7slZntetn8+7LPut9rzo3BpxqbedIMP2kuLVvgWoQV2bXCZw17/Qz/4pcu4zc+vIffe4bC5yul8U1f/iBe//A6Lm638OVvOfcq7+UKK9TotgL8pT/zOBgjS+MkrfDDP/UC3vjoBt79rofwwq0J/uG/fxFX764IrxVWWOG1hXs9KDZX+Blj0NosXJUX/GTVABWb5sTuTErXD+eu45wBdWlb3s1rOcGwqCBjOK4Ma/5rGZcy/+NFXbYWHVk7ns3skopsgkGDOGkWTQuVaYt3CUov7vRlGr+/F8QcabeouF1mi5n5TFN/tjGA1gBfUqQr2zbzpGJxUYETCD63qn98+5yRQlEq82kpuJsF4v125ltKlDaImJZVMi7LEnO4V06P0mbp3Fk2D+Z/+krqVQZSvjTn4WkIFW3MPa22RAq9shL1pPGslF5IVH8qtuXTzAenQjG4N3nRVHS6/bqfZhOfLjRJx5OI0/vFK7X3nRZldfIcPGl+zB/hZ3pfgeUZYk3VMkDk+/1mdgGn/1477fs+3TCoF4LiUMwsMsyPzCqza4XPaWSFwv/yi5fx0q0x/v3v3AJAF9rXve0SfvH37uC5G6NXdwdXWGEJLm638d9/19N497sextZ6hFYk8CM//QK212N8wzsfgNIG/+C9L+L6zvTV3tUVVlhhhVNjvphcmtnF6IF8KYGhl6sGtKbA6LxSuFet5Fa455Ugy3DaFWWXR+bsOIszX/jSiv+VlMHtUCAr5MIi+pVm/Jxmn+6nKFVzpN0iRY0x919oc1aTWQE/npM2k4PDTldUzas8WtGC8sVuVn4KyqDT2KGamT7AcrtPIDiFeze22dy60gusqAu28+nqOPrpQrMId/eE+yGmBGMLVTtuG3EoqAtrcFoT9P0pOQNL6s6TCa8Up7mew+B4x06XJTiPReTHaToTfiby2hzmidPTkg6Lzl8pj5N9i+4xDIuPadE2m/NvmaX2NHDEi8/sUovH/TSb/lRD3Bd2ZTxhHrRDsVg9bRZbS++VF3fSlJtXKB9fJLm/Y3cLQaXUEPacLyL2FnVgPQ1WZNcKn3FoY/Dj//EqDob5TB7XX/6GJ/Cer3kEf/WbX4c3P7bxKu7hCiucjCceWMef/bIH8f3f+TTe8vgmnrjUxb/5j9dQSo2vf/tFKG3wwz/9Aq7vrQivFVZY4fQoigI/8AM/gHe84x1417vehR//8R9f+trv+77vwxvf+MaZ/377t3/7FX2uYOwY+bQ0s8s+9C7LLznpsZY1PuRe+VWtUPiixxVWyzK6Fu7nkp/n1WweWfN1/u82hPm0K+f3IoDms67cavW9th8K/il1K5svSj8dBXCzwDqpU5ZDc5pIPWv7O97J8FO3wTgsqUvvC/fKO3N5Rcfz0mZzqYA61L65zaaqZNH1dq9DEOxeFtDjmUvtaDGp8kqxyNrljus0ROuygt1to6gU0kIiL0/OvGtimZIztmH3zTGz4kLcDyX6qSp8mtPF7ZfLEpzHK53GJ5FuzZyq0zawWIYo4EuVmYLVRPAiwoMxtvB6b84p/13AF2eDNd++aL65j112Kcf3aOIhlfbfjctUYK3TXFOfhhtbOwrQiY9/1qKrLKuUv7YEY57MMkte/6l4meeD4o8vktBP7neuGUN5fcCSjr+Nv4en+C5yWJFdK3zG8b737+CZK0Nsr0V+or7+4TV80RNb4Izhv3jT2c9Yy+QVVvh04vpegj987ggXtlsAgN/66D5u7qf4mreeh9IGP/Fr10+1ArfCCiusAAA//MM/jGeffRb/9t/+W/zgD/4gfvRHfxS/+qu/uvC1V69exY/8yI/g93//9/1/X/mVX/mKPlcZshXezzdvGBxX6QAnF2ecWaVGFECc8GFuZdfdP40xYIwhima7RDZtNSc9N9zvE4Uyxv93Gsxv/16hzM6+GFqrhsN8EV0pPVNg3Wu798L9qsjuRca50PVFcGqZTjxrRZl9DaP8trnj/lQfAUkFQkRQ+4Ri9n4+pznvFmV2NceqSWidFIC+aM7eT0HoApyBeg7Oz5E6c4nGIyuPkyqfSuC6OzrX3bQ5DvdjB/x0dtBrbslt14CIs6yQfsyowQCNjyuVo4D//9n78yjLsrs8EP32cOY73xtzREZOlUNlzVUaEBIIMVhgwDJGtNw2YONnsN0PL/fq14AWvVqou22M3qK9+uFu24imLbcxIGywzYxAGNQgEKqSqiTVoKy5co454k5nfn/89t733Bs3IiNrUFaVzrdWVlZG3HvOPnvvs8/5ffv7fb8D56tGkdw5LBX6wPYVPqTbdRToc71Ssq3oOXZUf7jJealJ+MMq4kk56t88359e61r8phsFiVICHyUVWc+34po5bSzHFJVpftM+uFkRg2n3VBGC71fy7fuM6ofDuiOdUiFXp/gD+zdd9HWleY64wP4fRNoV57JOtT0KdEruzXDkucb5Lc1xxmgtPupq8+rS/SVKTODRZ7bwn//0MgJXYGM3AgB880Pz+NRjN3Dx8h4ePNO6zS0sUeLouO90E//k796DwJV46/k2trsx/u0nnsfVzQHeeq6Fzzy5if/7d5/D3/jm469496xEiRJvbvT7ffzKr/wKPvrRj+LChQu4cOECLl68iF/4hV/Ae9/73rHPRlGES5cu4e6778bMzMyrcv6bEfNSjIyzOWOIk+kvl4JTqta0F9s8V+fhhytvSJE0qtgnlYImTrKx4xoyDIDFmXmh1+RX8ff72jnF0F7w/ebikzjKi/20wGyyalmSZkjScRJlWtBbbE+xT251G8WxBNLs4MBOcg6wcXLkIKP1aeeebJNOEw2TzKRTZjn2KZtyjHu/2Sp4O4yYm1YBTvBRYA02IhEOG9Nb2Ysqnq/4/44lEMWpmWuT/XAYYVrsC9fiSJLDA+/ivTAJS3BEU1RmGlk+Pr+K7dRjdCtzqrgeAIr4zNiRN/jGxguHE2OUOj3l5zjY245UQ/t9BYv/0p5dxaIAZo0q4LCKg5Pje9D4HLXtkyiuU/rvScLjoGO9nHXiIEzOy3BK+uEkjkLiWYcowybH/bDr0eO9vw2Hq8EO8+wyyk11XMcSRyYmi+09ElFnNnYOPlZx3B0pkGSj5+EkMWVLbj6v77XDns2YeB5ONmPa8/K1AmOUEq0Jr4N8Fz1LYBCntyyaK6OxEq8Zrm0O8HO/+QwYgN6QFov3vXMZ73/3MfyTv3tvSXSVeEOiHtjqpS/H737mKv7y2xex10/wmSc3cWqpgj/54jr+u//9c3i+TGksUaLEIXjyySeRJAnuv/9+87MHH3wQjz766FhVQgB49tlnwRjDysrKa9aeyR3xkWcXgxTMmGvr9AEpuKlEd1DAnqnfhXE69YVz2k5yjulVtiYxmZp4UNCt01b0iztnIy8gHRhb4mDFwdSg8ibqBNcSpn32xMbHQSlXhx3xqO/2fiG9JozTQ49ZDJyA6eRDcSyAccP6HNPTOZMkQ5iQAkpO+FtNnseWHLHydTss5XJan03eI4ddx1FxFCUdA123PsvNznbQVEmzcSWh4FMMqFV/T/rrCM4Q3YRgmSQCpOBjqrdb7aVilT4Nzhk4Z0dLl51WBXFK57hKCepYYur8nXbvWRMFDIo/n/QX4qDgX7eZ8/1z5lbm0M2ILktwcH54xb0ipq1jN0uvNZ874jlcS7wi1ahjialjN+njpD8zVlE3y/d/dkrqIQNgF1K6J1VIxQ9PUwW9HFP/OM3GPLsOU7EVoc9kFZ6hL8dMvghN4GpESXookcsZM4pNU5UxoyrHY8rHI7brsErHri3H1rXJQwrOD0yfnrZWxGmGQZiAM1rbbMGmjt/kdttRK5uWZFeJ1wSDMMXP/OqXEUajqckZsDzjAQAqnnX7GleixKsAzxFo1Wy8854O3nUPKS2eudxF4AoMohQf+cUnSsKrRIkSB2JtbQ3NZhO2bZufdTodhGGI7e3tsc8+++yzqFQq+JEf+RG8853vxHd/93fjj/7oj17WeR0VnGoiQ/8JlXKr+AcYVR/MMnppTrIMGVTKnUpVmfaH1Faj/ydNz/hnMhDhMfnzVKUoTGtnDiovf9B5J/9oz67Rz3Jkk+1QFSM5O9oxszyDM6Xd+s8gJr8hW5J6SquXhAp6p/WDJamqpWeJA48LHXtlo58Vjxml6djnXXu8jeyQ6zuor4t/dHqOGacp44/COEcqLTMHvQNOniPNctX3MH8f7c/4GArGjariVudH8Y9ua666efL3UnBESbpv3hf7dXI+Z/n0MYzjfN+5i8fVQWmcZsjyUR86Fod9yPUV+1j7H1mCg3GgH6cQfP88PGp/MQYgH6nCtCdZpO6vg+Z3DhjCZ+x4U34Wpxl6YYJhnO6/Tw+YJ1Hh/paF6wcAIZjpLykYGJ/4Tr6/rcV5bUs+5n9UHMPifTg5D8bugUL7xAHrb/EabzYON/uMYAePrxQcgzgdm+tj3z1gDJnqP8fiGMb77wE930SB2NOfyTL9WSK2OaNr0P1VvEc0GZIBGCaj9UzKUbsy9Ueo7xf714zBlPY5Fo2lFHzfGOrxjQtr1kFrkpgYZz0eceEZqtfzaffQ1P5l+8dqpubAc8S+MWds/70wiFNkuSYZidAs9pX5Xk6bEDhkDTuofZxpy4F0bJ3T46f7MMkyQ9CaewYjkv7AeZ3n6IUJ+sp/bN+9FI/WGdcSRya7yjTGEq8JfvczV7C2HZp/v+f+WXDOcGKhchtbVaLEq4fTS1X8w792FgDwgfesolm18cmHr6M7TMAYyXA/8otP4Ef++nkcny/nfYkSJcYxGAzGiC4A5t9RFI39/Nlnn8VwOMQ73/lO/OAP/iA+8YlP4O///b+PX/7lX8bdd999S+cdRgmGygSWc3ZTfxIAiLIMWgiQxNM/P5mCwgUDcgbJyPw9STNkyf7vDgrpMZIzJFmOTCuIeA6OHEnhe4IzpEkOZPm+tjMO5Bm1RQg29j2NaXv10ZSfFY83CWlxDMIYeQ7YFgMDm5o+M3ZtKkKSACLVLilHbdSf1WOiK91NXiPnDAwZ8kwp5wpjGKYYRRYAdnvZ2PdzRt5W0ZR+ibPspnOhmMo0OXckZwBXflBxtv8cnCFNM1iC0mOSJEdauNYozcfafhgSRnNJtyGXGVLQXGNg4MiQqbZKwZCk+YGpcQdBSjXPMBqng66/OPLhIf3ImJoHYMiyFMgAx+YIo/1zJy60N03p/zMAeU7pSZLliOKcfLMEQ6Tm37A4j1iGYUgHsSVDluSIkEEwhqygWulPpKgV52URXDBkKr6UjO6NNBvN0UidV3Agnvh+kmfICrnMnLOpqXGT9+LNxm1yHsZK1ZJlOaJsdP10LIYkw1g7cp5DIh+br3rOAMAwTSEEsQuT45plKViuUqizfETgTLQ3U30PANEt5BoeNA4HgQgJhgTjbY0wWntvlo6o+7/YBwCQcyA5xKpKSgbf5tjYow8VZ7SeywnLYEuGwTDb9xl9jCTNzH1XRIIMLB+vkBhN/F08ZvHYeo70k4k0ZwZzHx71WTh5viL0OaVgSFOaU/vW78JcKLYvUaxrykZj1RsO0R+MryeMAfrrtmSqqquaq4WxFTxHlmbjc42TqjlKcwjGIdQv4yQHbnL9k2M1rQ84GxUoiVlm7hlao4AsHb/3Rm2lNaw/iA88vz5BluWIGZAk7EB17yRKsqvEa4JiWeh33NXBf/We1dKEvsSbFp985Dp+/U8u40f/6/P4g0eu4y+e3ARAhNc//YXH8T98311YnvFvcytLlCjxeoLjOPtILf1v13XHfv4P/sE/wPd+7/eiXq8DAM6dO4cvfelL+PjHP37LZBfjAlwWg87x3wtG/lqaeAIAyRgy5OAAfI9jWCB2POUNFRXSJTgDfEdSAJjlSHNACFJPCaZe7EHpBcXXVVd5chg/ohzIwMALb6s5gFSdhHNqL1P5XmmWI1fXkwFj35uG4jWa/sF4fKBFALIQZGQ5wASlWemf8ZtUUczU92zBwTEK9qa1sTgmnI+CCMmo/DrnAozT70Qhwphs++T16Y1wfU6r4MNkCY78gBTLaSGQYBjLDxkFmRxCcjhiNPZ0fPJYSzEaU8EYHJuCz/iQQMuRnNJl9Xy0OGg2AeA5bFsgy3NEMalGOhUX/Xho2qWv96hvobbkSNMMXGpV4ugYrsXBwMycLwZ4ur8PyxAjciiF71qI0gxxdvDcEVDELecmbTEDVfdzpUCiFF9Jvv8YjiT/Id1uaXEkyMA5Q5zlkFLQdRXaD/VvztjYGgEAjjJ3TwrXmmU5GKd7pPhpz5UQybi5tm1xZBOEcLGfPIsjTnKzNjhKFVNcVybnIi8ch3PyD8ty9XNO61bCC+RITv0ZeMJUTM1yAIyb65WMwbY5+uGIOMjU8Ux71RhyLmBZXBEIo2vjGKmhcmiz92z8eAW41mhNlYX1MQfMHBzrX5Xi2S/4SUkGMMYRZ6qaIFe+hmpwi+tMcS2bhG7p5NpkC35o6qxtcbiuDTfCvs/pYwaehBAcYRKZ54wjuTHQz9S1ZbTCw7PIhyrNac3PGT1/kNN3D0ohnbZm6bHL9f+rMbQtiSSnZ5tt0TXqtcqVHMMk23ePHNRvjI28KaUlYFkMgzAZG+8D13zo73HEeab6TJh5VxwzAVKACc4xiBIISVYDQ7X+WcpiIHC1Uq1AWqr+4UIgTVNIPrrXi/ejVk1NPh8PQ/GRICVHkmfmGWUJvZG1/3haEShVO5I0n3pefZ84ktPac8TKxWUaY4lXFY8+vYUvPLOJ3/j0FQDEbn/9vTMl0VXiTY1vfmge/+j9Z3FysYq/++2n8UPfccoQvlkO/JvfeQbD6OgmlyVKlHjzY25uDltbW0gK2+Vra2twXRe1Wm3ss5xzQ3RpnDx5EtevX7/1E/ORR1TxT+BIcMB45aSqWqP2zuCMfLsEp/QMW3D4ypsqVgGpftnNcxh1R5brcu60q5zm+cijijHYygOMASYAzXNFMuSjYxbbSnTD6DO2LUw7qc2jz0rOIPno85Ixc7wsI/LNlcJ8BhPn0sFBmhfOz/nYZyb/OHL0++L1MWCsr8auqdDmye/oND3tm6bf3ved1xLjfcXYxGcYqU/Un6I5/bTjFftDqGPp40vBIfcdn4iYKMlgCQHHksbjLUlp3PNCP3qugOtIM84H/YmTDK6al/o60pxSIEfzhI2OX2jXZF8e9scSHJaa3/oY+/uFIUoy418m9efVJw87PgcRKYAiZgvz2xIcNd8qjDkzKUK2IlR031ucm/4UU8aAgcbAlqM+82yJwJGQYpTyyYCJfqX+0/f+2PFSmjn6WuM0N95GDAyycE/0hon5nJlH+ZR7sfCdOKU0Jg7ynhOSm/Ed78Pxe9OSHCuzAdIshy05Be9qXbElh+9Is/boMQ7j1Nyj2s/PzF8AwzCd2q96vo9YNrW2cRqTyXsGoLWgmMIpJYdnj/d5cd7oaw4K7Z6cg8M4xTAZX0c450hUqnmeKyJbjaMQHPVgNLdsKfaNz2TbD/u5a4l99xXMnGCmn/X4ck7jQXmwo9/reSoFK1wHUxsCgG0JOLYcm+dhnEEIuuf0XCjeF54l4FhibF5PPj+KY6j7OwetzRbn5hqiZNSf+ji+LSA5rX3FNTtX/WoLDiFGhLi+z4r9rUSwB8xtZo4nCnOq+PyBGe8clhTGZyxwJGwhTDrlME5JOauOXXxu6vXtoLU3zfKxdUD3py3oPMXrGc0FZv7NWWF8GCnQGEbP++K6GasKnFGSgXMOu/A81p+VnBTJ+p61pEDFLsmuEl9hPHe1i//9P17Ez/za04iSHG+7s42f/gf348RC9XY3rUSJ1xScM5xfpUD0pRs9fOx3n8ff+taTuOtEHYwBz18f4H/8+cfw1Is7t7mlJUqUeL3g/PnzkFLi85//vPnZww8/jLvvvntEaij82I/9GD74wQ+O/ezJJ5/EyZMnb/m8nvISmUQ/TIxvRhHaeyNTyhpK0yaCaxCPm+bqAJ3ARm/mGPf1KB5bp+uZ9tnCGOxq0/zJ702a6Q/CxOzyMxUpaCNu/dIOUPCgvcP0cbOcjMKzLD9S+XNNchQDj0kUU23iNIPn0FZ+sd8nv2sLCkB9Rx6pZLsJehTJJzgznib695PpVNT2/a3WQc1h5sWcMXi2RA5SX/ADqnUJQceI4hSDKBm7Fm3Wz0DKP8aA3iBBlueGcKN2srG25KqN2tOMMWaq6gH708uKCNxxM2VnwrAcGJF9SZrBtrhJOZ2EawmESWYCZECZWnOmgjd2qDGz5whS3TAYxY2ZczmZ+2sUDZp1iiJnVLHMtriZANMqCepjavLaEhzDKEVfpS8Xq0VHcXagif405EodBYwrlNIsM+NB/x5vF1fFLIo/L55W+5IBlGo9CBNkasw1qaYJIw3PErAkR1elPyVprvqNEanHR8G3Ph9XEbhWnY2rOJnxetL979kSviPhWXLMgLwIauP0+ydKsrF0wFbFhmPtP47+7lF1NJOm9QepnARjsDhDFI0UnIM43bfG6OvVZOg0WIpkCpUPYlHIkGVEPHLV5+lYpVCGOM2M8lJwSpE0/lypJuE4cq3YYtNNygF6Vg2ixPzerOfqecJBhu4ari3NfaE97ACax5ZaD8wakGUmJX3f8wrKZ1IwVHwJRymL9JqaZjlcW5jnU/HZZjYW1Dqqnwka+p70nJH5v+8I+M6U9YQx9MMEoSKIwpju7VQxV5ps023OVd/qtdn0yxGed+aU0ONG5yvO9cm5lOeA54yKvuhbXhOK+nj6CGbu5/QsB8PY3EozPdfoQLbkkOLo90pJdpV4VfDslS7+148/Yf5976kGfuBbT+67mUuUeLOjHth46GwLZ1dq+Id/7Sz+8d+5G6tzAba7MX7640/hz760drubWKJEidcBPM/D+973PvzET/wEHnvsMfz+7/8+fv7nfx7f933fB4BUXsMhpWK95z3vwa//+q/jP/7H/4gXXngB//yf/3M8/PDD+Jt/82/e8nkHSWZeOAUfBZIGB7xBkuEuQ54fXOmq+HIfxhkci8OxKaVC/2pS6a130c3pc/05CtQDV6IRjLzNpFIICMbGgmuAXp7nmx6gPMIEH6kLAHppnub/ow2O9Q42ML1qFKB2mcVIqeFawlTBMp+ZQsb5DgXLmgzJJ84RJhRADiIyZfYcaa5PXyZVxSR1jCYxNNmhe5GIJKEIovFKXJOBbHEcsxyHVtbT1RsZY7AkRzxRqcwSHIsdDwttD44lxkgYrQRJsxyuGlMACNxRX2t1AmdEOEwSaQw0Tvqsni2J9FF9yZRpse5ffWW9MDFKF9cSECo9rohUkbjFvikGhjrI54oMYaCULN2HQ2X4HcYponi6iptzIuh8V471u6nUx4CqN3pnTgp+NJogSnMii2zBDcEnOINXCFq1clCqYgKamNDI8xxeQRGhC1AU4RyQHiQlzX3BuEk9KiLJyA/MtQQsOfqdLuZQBGPj16jbYFti7LOOxcGnLzdgnOHMcgWOugd1ZdgcuSHP0mzktaZjkuL12nJEDjLGzDXp20CvDUlG6pNikM9B91S75ph5pYlYDcGYOZYO1+XEPTaN9AeAiicPzIyZJNYCR46NR6rGnKvUWk3x62vXa4s+jibgdDGPyTY6NvXv5FzSGCkdGcDGq09m+WgjwnOlqUQ6WVG3uJ7leY44yZAk2YHEevFnDOPrrlZjEYFG5xKcGSWy5Mz0racUj0VMzm1zzjTHMEmx24/NeuHYYnqV0AOOkeej8QFofbTUeAyjzMyFOKEqhUUwtT4CNEZ6DQXoXg/jdDT2xTYxIJ9SzdG1BTxb3HSjZ6g2tnLoOZMbtRcvPKccS0AIhmE0ToZyzuBYo38LTs8RW1LBDV0pVo/DtA0frXCO0wz9MMNwitfhNJRkV4lXjC89t42P/OLjCJVp7anFCv7+Xzldpi6W+KpELbDwfX/pBAJXIstz/Ls/eBFfd+8MVmbJs+vnf/s5fPwPX7jNrSxRosTrAR/84Adx4cIFfP/3fz8+/OEP44d/+IfxLd/yLQCAd77znfit3/otAMC3fMu34EMf+hD+xb/4F/j2b/92fPKTn8TP/dzPYXl5+RWdP81Gu+86SOUm2CsQI4xSVNKUAmMdyNYDa1TdCoVdW0YeHVVPIk1BwY8iHIov4FrtYk7D6AVfCtrh7w8T9NQfjUSlPKR5btQU+iWZcwbX5mMpEJq0mPZGol/WR5c5MunVzdTB4FiqX+FLwzg1njMajsXHXtwBUiP0w2SMBJqmxtCBTKqqggGjkvacjxR2cZJNDZA55/AcSTv5SsbCGF2HPaEo4YVr4hwmECyCYTxo0qTCpBzIlhz9YYreIEGe5fuuH6DgdBinCOMMYZQiUu+NWU7XJQVTBu7j0PNSkze2IkD0WGl/mTBJjWKnOH8twU0fHqTOYWCGhANGBuuCsbF+8R2JesWG5mlIZTA6tg7AJ8kzAGZOZ1kO1yIVnw5m+eTEglY/TBBKaYZ+QdWSZjkGcbrvXFKwfe/hmmzph4n5/CSFwBkz6XBFOJaAY3Hlp0P9oRVLmoy1Veoh52xs7BljqPrjVdg1GQEQ8dKo2HAtgaon1bmUamuYjM1JTcZyQ7oC7bpjzqfVmllGwX2RkAmjFHk+rmjpT6QsTlMJRvHoXizevzolmGtxnqpOydlISWYrgpUxBtsS6A0T9Avr2eT4igLhHMUZPJvUSEVVkmcJQ7Zq+K4cq3Sv7z9N8ozURyqlXJ3W3A/5+EZEkWwQnBnSSB97ErqqpeuIfcpb3WVV38KxGX/s944lDBE3jNKxNS3DyItNQ/fFpEq2OGqMM/iOJOI0H6UE0vXTJ3WKJ0D3AxWxGJ274smRQovt35DRx6X+Ue2dIP9EkfC1uPnMIErGnhnDOMUgJmW1JuYYaMNIH9Go2JQK1pGjfpZ8VDGUM4ZqYAGMVGKS02YTcpUSrZRsgSvNc3IYpWNKOGC0OVD8t/7bVyQsUwqs1BSFgNpkIj9NvZZbgp6rYaG4TVqYS0yRo5aaZ0WMKcAEbfLkua5aeTRtVym7KfGKsLY9xP/2H75s/v32O9v42996siS6SpQAEEaZMpdl+PHvvYDf+NNL+I1PX8XvP3wdFy/t4YN/88KBCokSJUq8+eF5Hn7qp34KP/VTP7Xvd0899dTYv9///vfj/e9//6t2bqG8bbKcXvJtpdbRsUamyq/rF2UOCjyEYBAQJoCJk2zfrjspFWiXOstzSnGSAlKyscpzcUolynVQJrkyTM9VYKaOO0nAGJN7xpDmGXxJPiVZDqzthObzVZ9eyrXBMKU5jdQaYZJR6o1Ot8DIaF+TJroNOtWPUkLo+ocHqHj64ShNyHMkhlFqAsUwTlUwwMbUUYLzfembwCh9RMOxGGIlQ5OcIUmBii9RdS1s7IaIkgw73dgE51IwZBkzvkRCjKoMpupaOWcHKvpyjHbGLWUMnCpiShNKWQ4yR+YM3KY5Mjoepc/kyFVlAeWNIzhsSwAgApB8spQXjfKj0n0/jFMstDz0QvKCChyJy92+6jfywYqTXBlXq3HLslGqX5YjjFJ4rjBKoUlOw7UFPEeOEatQfZMqLyLOyfcmTkYKwSTLEbgCu73MKOdC9XvfkSZ1sAgpGTjYSMUIpYhQJJGeO6R2GVWP00G3bwvsTFQumxy+YZwS6SnIdNtzFJGd54ihiKksp3Qyyc1czvIcnhQYZONzO4xTJEkGKTn07Vj1JXa6EbTLEFdBq1YnWuq+zkFEk1DzTI+rTsnUpFmSaZUZVdWcZlKt+0aq+2e3F2FlLjCpZ1KM7iPBqZ/1vZzlOSxGZK02RtdKkRw0T/R6ATZSHGZZjjAhUsGxKSVUlxaJ0wzdPo2x58gxYowGJlfkSI4oTiHFKPTWBHSqixqktM4EvjR9EheUuHr9idP9a09vGBuCtuZbRCirz9iWUkzFIzVPnGRKdUajF2dkyD4oHFeTxIMoNfeFJuOmKW+iOCVyhVOqXpxkcG2OQUTpwVGcojtMxpR1YZxSenCcmTXKlqM5MZbeDOofKblak7iprhinmblPNSqeRG+QwJYcgcvGlECSAVFhfmkVLN0XQG+Qjkgc1WBXzddBSPMvzWnORzE9xyyliDRm+IXrDFwJzmgs0yxTSldSDDoWndNsqBgikgGhUgcWqujaUqjnaq7IVCKYfYdUc3FMVRh7w9T0G+ccltQphtKok6NkpGoukoZxmiHLR33puwJxwtWYZWPPfX2fgykvwixHBoZaYEEMqX8CT2IwTCEsgTAm0jlOsrG1jgqW0AaUXgdzKC9KRs+YPM+VDx/U8+PmKJVdJV4RHntmy/z/Q2ebJdFVokQBniPw//6rZ/A1FzrgjGG+5eNrLrTBGPDC9T7+P//H57DTu0mp3RIlSpR4FeHb3Bg5JykF5UmaoR8mqgQ4GSjr1IQ0p2A4U75WudrWjpIMvUE6VV1kUPhVmlO1PGtCucNVWiBQDDrpBVinVgjG4EgiR4rpa/rVPIqVWTNjyDJ6ma94Fhhj6A0TDCIK1Ik4yArEAF1HmuUmMBwddf9l6IDYc8RYIL5fwVNUInDUlFolcCVdiyWUZ9Xom7ZFBuW+SqnRijSK/fUu+EiB4qp0L64Uea2ajTjJjTKHM4ZTixWcWa6ZICpKsjH1kq3Syyb9lYq76QCNnVDqPFty+OoY2o9If9scJ6ffDZPMqK48R6LmW3CUObZjcTQCy/SXYxV2+Keor+IkU6bXzKSl6TYyaFWAGEttFYyjU7MBBjN/Tc7gBCzJxgJ4rTjU3kSSc9NfliCVC2N0XktSGlOe5eATqpdp6VG2YOgrT7OK6sthlGKnFyPPx7+jVZRUIIJBSvKi0rq1yfQjxyJSGYBxn5aCCAvty+c51F6hyIx9lFKhe1xFwplCFZyZNMhJFZRJI5sgqYkQzU362li/F9KW9DoUxZkx16ZrKqSngTy49DzJ8hy9QTKWKggwOPboM0XyWM9WXTHQc0XBgyw37XRtqdJ2iSD2LIFG1UJFpeFR29m+fhCF4dAqs+IV13wLjuo/xpkJ2DlGaiu9FmkiznckPFuMKTP1MXX/CaWAYqA05qJPIWcMigOGZwkMQvLS89xRyqhR2SmljVDKnVAR9VmmyVaGQUTE16Tnk2OJEbmrNjmoaiAQRSmGUYbrGwOzdhrPrpzIc63aSdVzRvDxtThX/TEIE0PKpRnd15QmrkefEMeZqo5KJKvvKv81W0LKURquXnM1+ZNkGYRgcCcM0PN8lH4HRqbrnDFDzOk+ryqF3UzdMd/d6ycYRgkEozEJkwyOXVC42eSF5tpkRkXqJYFGYJNasvCs0P5noVbJFjy7ar6FimfB90Ztz0HPxopnoV6xxp53OrWxqEZ0bTGWykwqLuXXFaUIXDnma6eVaKP20TE3diOjgvNsDsvio7ld+EJeOI9+Xgg+fj/QMRXZZ3Gq0HnESpEl2VXiZeF3P3MVH/vtZ/DLf/gSAOBdd8/g7357mbpYosQk9EMCAC6t9bG2HeJD338BniPQHST4kX/5OTzy5Y3b3MoSJUp8NSFNqUqiWwgQdNUwMvQepW3ogMC26PdFs2VKY6D/91RKoFA7+3FCZr2ahCKfKQ4obyVAmScLhkbFgmONjPN1RciRIbcgw+LCNbhqNxyACU70znSSZOgPY/IFUpXzMpVCVyQS9At+ko12t6GuwVceOJYKgkb+WQy+K4zSS6fVFEkHfd2Utgn0QlK12BanFBMQeVNUIQyjBL0BGXNHSWaOKTmRSzpds14RsARTwRgF+4MwxeZupMaJdtQtqfpOckjJjO+ZHm/ajS+MZbFzp7zLaY8dy1LKloKXTp7l5LviCLTqNiq+pRQy5GeVKjPqwJUFY/XReSzlw6aD+SQdVws6lkCc5oYMDdxCmqYOQC0OLuhvugY6fBhnaFZs+K5EnoGUJVNkbDrYBYBm1UY9sIxX13zTRbNiI4rJUy3WSinQ+bKMFIzTHGSKRIttUR/ocaf+G/e6S5U3mr4XtB9XludIlRKShmgU2Dty5FUWqjmu7zFNImmMpQ9KDtcRBXKFflMkRBkjhcxM3UHgSRrrQpELoYhZKbhRCzWr9hiprfvVltykDrvK101zk7oym+4bfXypUp8ZRinFeowZA5ZmfFiSw7EFOnWHAnCdxqjOqxWUXBG2js2N6ma+6WG+7ZnfC8ZQ8/anXMYpkWq9MB0jmqTgqFVsc8tQpc7C/aPUU3qd4JwhcEYFBHxHmPvCkaRgSZSCx3FEQe1DhJU225/07Fro+Gbt7g9Haa2cUXVM44VUJOb4+NwElHIuz+HYAlk2UjXZ6vlQVK3ZVqEYAicfO334YUz9pJWAqUpvdV1Bx5cjfy5NmgulPHSsUYVBvX5Pg04vTlX6qK3mlr5CKRksSYrMfpiiP0zIz4qRyleTJfXA2pc+V/Wtff6FYZIalWicZsgyqiTpu1M8u3LgxnZojqt5dteRcCxKNdfP0sCVcG0JMDaWuhjFmVqvRpCcE6nOaf5pnz8GuveHUQopGBoVx4yvU1gLhlE2trHjqDRZrfQSyouv6FmYqzWeFGJEemlSjIEI5YpvwbMF+WRObGgxplSbhbnjqjRlV5GPzao9WrtBzylefCjlo/kaJ4rsS6atuPtRkl0lbgl5nuPXPvUS/sMfv4Q/+RIF6N/04By+9y+dKImuEiVugu/6uhX8t+8/h8VOgH/8d+5BPZDIc+Bf/udn8HO/+fS+6jolSpQo8WqjH1FwoIMWzjkc5TvEGIxqRquIAGUOntAOulaYeLZAs2pTgKjMsG1JKUSZCligVA22UqPol2MdZDBOVa2ylIJTnXZoW2qXXRl+J2mGSBnkqlgWUTLyLtFVDCs+vfhnGZF5jsXhuQKNysjgvlmxzfuKayu/JbX0ktcYqY44V6qBPFfBwKgP04zSIXOMjHuLEYkObn13ZHzcDxPs9WhnX0OTEJbg4BiZMCdpNjIgF+R3ZEkanzSlMvRZnu8z6LUtBktQ2XbHpkB5ay+iMRLKdyeDCVoEp7HTZv/mPa6gJCi+2XF1bZIz1HwL9UCquUKpXsMwxeZOhFhVNdSKHM6ZIdkmDdM1EZmk+32ipoGUVUSuOPaIaKHzJ6ZyIXJlqp8oRaEK1usVa2ys9DmHUaoCOI6tboydXgzOyA8KIDKQSCRS4OmUMZrTzBjYF/MjJ2s/AEQ8ZDmRHK5NKhtdaVJzXgzK+4YxiDFVEgwRravIJSkZsAteuBZFyHiuMAFixZX0e6ZJGmqrVlLoCmecMQyiUTDMlZG3Mc1OcwhBPmZC6DnETFpklhPJ7bvSkAW5+pkUDPXAUt5E4wSjJTgagY3Akah6FjyHSG4iX2CKHngWKV+yjO7/5ZkAx+YCtGsOXCmMYou8sygw1mo8zhkWWh5m6o6pcrexGwJKEaXTuo1iRN0DUZJOVZFESQZfVdgcpaSysXun5luo+daYUkUTsVIRMQx0PcM4heC0ZgFAGKZGEeraHI2qjaUZD74j0Wk440RqwZcuy6kIgeeMFExSsn1FBQJXqNR0biqBMlB6mOcIVDwiYWTh2MCIPImT0T2rU5q1l5itiHbkOQSj71Q9iZpvq8qAHLbgKn135FHGOaWR+q6E4CPfKQ13sqIiYNJjfXe8uEHFs9CpOWPtDBNKwSuSflRhkBR0utiIFNRnxXMBqkhETveNaxVJrnzczy2nYxTHyFXzWaf6jdaeDBVPwHdG6j3BRum3gDZ4p98HHhFEvktVcecarul3pvqs6knzfNPnSbMczYqFwJFjmzPDQnVOvQa6Nh9Td1nqvLrapOcKUnpDF/CgdO8sK3pJ5samYLcb03qhNrCEGBUxYEyT28VtCHoPYGy0rllKYeoqleNkYZiDUJJdJY6MNMvxbz/xPH77z6+an733rQv4nm9YvY2tKlHijQX9wvDs1R56wxSLbRcA8JknNvHf/4vPYWsvvJ3NK1GixFcJtBl71SPDbUCpQLSfUzZ68cxBgWktoDQIHczqEvLpxI4tZ1wZno9eXaVO/8AokM9zlQrBmKpEqPyWCt8TfOTdAYxER5nazQ+TlFKxphAmliJ3wihDq+qgWbXHVALDKIMtOTp1Uu5kSr202PHI90T1FJFadGztxVQMgDgfN3RO05FpOJln00mTLIPnUBBShGMJMv1V10uBiDb1TbGxGxqFFKBUeBgF1LaqkldxSdG13Y2xp1LiFmd8ZYSeEvmkgoUkJb8m5Dl8V4LxUfplXujoXI0pKcRUIChpLDWJmCMfS+UKw3HfH6kIO6kIuyLynALDWCk4fGdUGc/0ZzZeQTAHpVf1h9QnpGrQJsnZ2PcHcYphnCJOMlR88rAqKlrMHM+JuJpteoa54Jyh2x9ZDejUxkE48vOJVDoSVR0tpJdxrlK/RooEwchfaJRiNiKUpaA0I08ba6vBnawKp/vZspgxtAZGyhEzBnGqSEaqAMo5g6vVisoTifFJXyw2SvfU58uBRsUyRuGtqm2uhe7h0ZzUiUa7/Ri7vdgQYYAmcIGKMqo3FRJt5aOmvNeSLDdpfkZFykb3fajIKzC6xu4gxtWNAfI8x3Y/MgpKrlKaNagfSE0iFPHFCufQV8w5R9Unsk2nsWnC2rEEljruiGhRMqLtvdEccZTSTx8zyzLs9mP0o9TwoHGSwZUCgnFs7cXoKgLUErrKplL+cUq77ocJhlFGBTsGqSLImPH+A4DtbmQM7ZM0R6fhmHRkXWVVE76+Q+l8nFMaW5pmZq3OAUpB1H2fj+ag4Ax130ZNjSFTyk1qKxFUVY/8lBzJUQtoY0ETbsOYvL/Gq/amSqkKM38cm6p5Nqs2PJtIFd3naUbzVlchdR2JRsUG4wyDMIVrU4VCxoBWzUa75sCSHMGEWk9jtuGo49KYBR6paLVMk3N6NjmWoIqBqi8dNVejODWFD+zCM0ET0rrvZhoOpdwOE6RpTn5xhTWOQZm/a9UfHyldmZpXVO01Q8WTyJEbL6+Kb2GxTSSoawkMwhQDtQZLtTEl1GbTTMNF1d9v2U41R5hRzA6jzNyjgnPMNlwqwKF89SQfjb3nCNR8C54znhJdDyx1/TmaNRtSCDRrjlF9xkmGKCIiuTsobFSoa657FmxJpLclGanCFdmmn3lHQUl2lTgS4iTDR/7d4/jUY2vmZ9/80Dy+6+tWbmOrSpR44+KeUw185O/dhw/9rbvxDffNAAB2+wl+7GcfxScfuXabW1eiRIk3K4qeXVJwRHGGnV6MYaxriwGdum2CwzwnBZZWcViCoTtIMAhT9MMUnjNKZRGCVD+BK7DU8VALLOPvVMxIcCyBNM+R5dognX5ugjUVFboO7Xbr4KziE8lU96XyAaLvpWkGoV7StarJdyRaNRuMk6oqjFXVtUKAzkDvN2E8Cg4EY5hpuFidD1RbRwqlHECWZ/DckYEyAEohm/BUEZyh4glIyU0ltXbNRrvumMp0nk3BSaNiwRZMER3aYyg3BFqivdYN0TdKL9JKuIpnjZmMQ6lxzh+r4fRSBY4yws6yDK2arb6rA+oc9cA2CgoazyLhyIwnlSUZ7liuAgC29iLTBs8d+QRV/FFaULtuK08cHbySqsCzhTIZ5mb3XytrpOBjJIrFqUqjrRRwMw0XtsUNadgPtRG3MIQcA6WFVT1p5s+xWR9RkhmVGTAiMmxJ6Zk73Uj9nK65XyDuAk9SSqpgJm0wijPUfBtNRfwxpcCYbTmYbbqKMKFrqQbkW2YEdMgRuBKeJcEYkURxnI2pVio+qSk8W5LJNSepgy4y4LvSHE/7EY1V2FPjHMepUZE1FWHlqzQ5PbeEYMr7SCnyGMMdSxX4jlRKKlKf6SBTk9WuzU2grgNmYKR6rHoSthRwbI6tvXDME+7EYsWQSpoEIHUoEYWU/krHlcqzTc/RwJHoDqi64UzDNZXmOGPwXAlLMHiOMEG36wgstD1SMYLSmKVgRtWUKTUYY0RoasLbknQcmlvM+Bw5kgikogugYwtUfEspnZhJteIFhcrppRoYp+Iarj0iRHRKXqzv44w8BY1giJHX2CDM0BsmRt0HEFljCUaVCD0xlkaaZfkYmd0PKV06LxCk+tOeLZHmNO+SNEOcpuCgdbAeWEjSDNvdiOZmoSJkI7Bx7lhNGZsDq/MBjs8HWJkNDIETRhmGYYJWzcZs0zFpa1TwgqNVteHa1PYkzRG4FrigAUlS2pjgjMYrTFIIub9Kom0Jk64aKh+8ikvkkKeeJZbkaFVsuA5HFOeYa3om7XcYZcrHbrw6Y6gqANtq7fIsIvXSPKdqmxgnjhkfVWm0JUekCDHBOSqeREttvGjV3E4vMX5npGKk71U8aUhEXcSk20+oL+NMKeOA7b1IzWk6524/Nt53A0UozTYcDKMUu/3EqDelHHnwQfkQTpJhWrC6040RRinaddusm6QEo/bWAtsoJjXSLMdc00Gz4kBwqkarr1nfy7rdY4VZOEOUkrI7jFPESqEbK4/NYhXnm6Eku0ocCVIwbBYUJ++5fw7vf/ex29iiEiXe+NAGyn/1647Bs7XcH/ilT76I//ljX8D6zvA2t7BEiRJvNtiSq3Lh5JsSJTpFkIinqifRqjoq5cQyAaRUaThVFaxzRmkw8y3PpBNUPQvNmg3BGcKYzHJ10GULPjLD5cwQPQBMShhnpDRw1DktSbvnxphZCz3UrrcOAtOcCK8kyeA6lCoyCBMEKpVKhyz9MEGzahtTcCHo/SZOtSk1eRhFUYrV+QCOpECimJIlBcdgmIEL6g/XEso8fRQYNSoWkRi2xNZeaNQMtkoL0e3WKS3zbReBR8bB/TBBp+EYPyDGGCoqPUdyjsChlBHOR55dcTIKQOsBpQlxUHC7sRdivu1htumCM45W1TG78JwxVH1SmvULVQhTZXCvSQnPlRRwZDmiOMeL1/tKiUU+aoErsNjysNjxcP+ZJh64o2EC4SgmxVac5AiVsbWeS54tUPUltdmiNC1gVH0QUGl7nHzIKLAkH6vAk6j61qjSI4jksJVqh3Mysu8q8/Lj8wECxxpTlUiV1uU7Upm209g1q7ZJHRtXoYyq/DUqFsAo4CdVYmoYgzTLsdtLyNsnyU0Ql49EO+RZlJGnUZEssSSDJel+sa1RupgmNzVhoYnNPM9hS0o7a1YtDKKEyDhFnLo6KGSjFFQdRHuOwFzTRdW3kCmFZhRnhnzK8hzvuKuN5RnP9EOaj6q3ckVCZhkAliOMM0OiW5IZD7B2zUEGoDtIkWbAheMNLLQ9MKYUSUrVN1DedoFnwXcE2lWbUrX4KLDW3k8zdQe1wMLdJxtwHKF81mzj/ZNltBZ4jkCSjNR0tUCiFkiTRtipO1jo+BCMCC1N9LGCmoyBoeJJ9IdUOZSpvrCU59lMwzXEa5Jk6NQdNKukgHUsSgecbbgmNbxVo/luCaoiqkkVW3utKQLRUSl8liLVGlV7zPQcgGmL60hUA4lGQEUgeEG9aEnapHBsgZoviQx0iDwNXK12GynwEuUNl+VEgMZZbop99JW5vVBVUzVx6jnK90mJc3T10t1+bNLxpCAS0rXJc097R8VphjDKVIVXIpmXOh7WtocYhKmpDCwFh+uoNHOM/HC1WrFVs8c8u3JQejJVUKQNjTjJjAF8luXIkBkSuagU0s/I0b9hvBRtm2OYpLTeKPXWJPliSYE0pY2cmYYD2yalYMWTZrNJLwf0nKM1dxgRuaPTAbsDUvXZtkDgCRybDZDlufJmpHnsK682zx0veuK5Os1cza9C6qJe1lyL0l1dpcykIi9FVR9tkqxtD4hwtISqOJobsk5//u13tlFV60qjYqHqUUGHPCdfs2bVMeMl1Rrt2JRKq9dyre6tTRBuQlB6q6XeWTxliXAUlGRXiUNxbSvCF5/bwb/4Txex00sgBcP73rmED3xjmbpYosSrBdcW+MkfvA//zfvuwHsemEOzauGltQF+/Ocew6996iUMC/4ZJUqUKPFKsN1PaKcWQOCRsqNZtQ0JloMULPWKDS5IpWVLjmbVghQUJNd8MlRemfFx7+mmqf6224uxvhNSaqNW5tgCVW8URAJEBkRJqlI1Ri/gUpASIvCo2lMYUhXFLM/H1FcUJDDUK0SYaVLLsenFW9n84NrGEBXPMn4muVKL6BSdVs1Bo2KjEVDQp8u/O7ZAnpHyZhARCTjTcKgyG+ewJTPBQpioSlh5bqrWEXki0ahaACjQ5IyhFyaIk8ys6bHy5jIV6VRQOAxTIoiUmkETX1meI1KBe9GzizMap1pgKwN9iVbNAecMl9cG2OtH8GxhUqLWd0Llg8TRrNpYaHuqgpsOSikY09ehr1UwIghzpTqwLY6s0K+MMVxZG2AQZWZO+I6EYxP5sdONjQF/DuCt59uYbbhGOZAmFGRbqjIbQOq+emAZYs+2OPpRiq+9awZvv9AxKZYAMIwTDOMUlqTgSnvOhHGGS2t9XN8eYEYp65iah2Gcwnco9cuxBOqBja29CDu9GGGUjaVP2oLMxVdmfArklEIjUmmSAJG1SZqhO4jRU2b4I8N3RZIIhqYKzPX3UlWRjvzVBOKUFHizDdeM8fKMj7oqNLDY8tCqOibVlVJ7hJk/nj1ST9QDC/NNDzM1B3VVIOHC8TpVVcsplY+8wEhZ1x3E5pzXNiOV7kv+elApp75LqUucE1EyjLRKk4LYRsVGvWKRH5wiWyhVUyBKaH7XfQu9QvpSVZlca7VTmhNBVvUt5MpLS6f6dQek5jqxUMFyx0dvmFChCk6VKqOYyO/N3WgsxThW90+cUr/t9GIi7BSJpuHZYky9stDxyGOLMVLMMZg0NtfihlzKcyL9676Ndt1WytEM9YCqMFY8iSdf2EGmDNnHkkiZqg4JUhglSYaqL+E7gnwVGVPG5DS/9e8AAFluvJCaSrWk4TsSi23PrPEMMP5pgUcEiV4TDTEiOVbnfDQrtqloKhQBq9VEtvIB0xUmZ5uuuZ7uIMH6dojeIDGFCAJVDZGptUJwjmbFRiMYtVeqwhvFIgm6cIC+lnbdQcW30KlRIQmuyPORByJ9dr7lQvBx7yvPoXtrpx/BlRx138ZmN0Sa5or0ojGoBTQXHaWENhsVhVImljUqngBFDuag9SvPSI579lgdyzM+qR8lqdK2ezH6YYo8o7T5/jBBoBRRgnPlwTXyFuSMVFVSPavPHqtitukZn7Rmhdbw5Y43liZ+drmKiicNUZ7lRLzXA8usr8NQeWKqohg5FImrfLH0d3Sat+fQdbhqsynLRwrpjd0I9YqFmbpNqdssh5QcVV/SPFPHHqrU8hww5Gic5ub/LUnzQj/3tAJVSo523cbKjI96xTIp0TdDSXaVOBCfu7iFn/2dG/jnv3YRn396GxVP4n/+O/fg296+dLubVqLEmw6+K3Hv6SY+8J5V3LlaMybMv/3nV/FjP/t5fPKRa+aluESJEiVeCXQKnk63A3R1vgzdAVUFjJIUg2GKii8p/U55m0RxhlNLVZOKuNONTbCa5pRe0KrZqBmCKYfvqpdSo5Qg34/ApWNTSgczZJsOTkyKjfKZcgu75+S5Q+oA/X4fxhn6YWrSnxijtMNW1YHnSJNSqdmbbj/BsTkfd59soNNwkaTkrxMqb5mK8p/JQWksutKUNsct+rT4DpGAjkXVE9s1G9vdCPVAYqHtoV2zITkbq45nCyKbdJqk9jg6rdIEq55lUmUCRyjzbwpIOJQfk0NBr6UqajEGU5YeACouGahvdSN4jiSDdlDQH6ekCrIER6vmUDUuTumrnYZjSMKqbxnii4zfc+PlBTVeL97oY6iUW7u9GJpfcGyBuaYHSwXKusABAFy8vKeKGVCqIlOqo0bFRqBMuqM4w24vxt4ggWdLDCNSH13dGODFaz1UAwszDRe1gILDNMvhOxJplqPiU2Dt2kKpPDLsDRLjX+NapKTpK3Kx6kv0wpHCLQcMoeA7ArMtIp5sW2Ch46HiSYRJZhQ8xaQqrZLgjCFSXnLaU05wGFVdq+aYSqSeLVANLEMuDsIEO90YtkVzTghmigKQtxWRF75Dvka9gjpvuxsjjDOkGYxSS99P9YqNVs1RVVPJA0gHolKMvPQ4YwijVBFcOWzB0Gk4ABjaNYc80FRVPUf5YTk2KX50cE4pqQyr8z5mG+ShdGltgJ1ejJ4iry2p0s4SKl5wfWtI1TcV+ZnnuVk79NqQqNS89Z0Ql9f7uLY5xG6PSDpHBeLDOFOKIyosIDipkzTJrO+5nV68rz7nXNM148AFg8U5Akf3E5HLXL2nbSsSVx+vHybY6obGN48BAGOo+aRG7A4SJFlORIRqh60r9KnCG1Iq1ZxKNUyyDFt7EeKYij/0hgkkJyJBcJpje/0EniNxYrFiyBMAuPeOJh482zYEkqOKi+iCHFypLKHmgOeQabz2aEpUIyzJTKohMCpyEbgjQjxTxTsAWjdmm64qXkDjkWU5zq3UUPUs2BZHGGfGuFwTNZbkI39Ciyr96TVDKtXvfNPF+dW6OimRoFoxKxSR1665RlVa8Ui91a6NipVk6rN7vcQUbFmdDbDU9owKmdbJDFXfwn2nm6gFFvKcChPs9eORb5UrYQuGqmehUbVNir3ktClAGxF0D0dq46bijQzxXZtUlo0KeRvmeU5rj0ukU5yQR+FOL4IUAmFEack56HF2bC7AfNszzxJqe4YzizU4ljRVFAHQWqlAhC2p6ixJGznb3RjDKFU+blRcol1zjOE+Ywz1CqW9C0bXXvMtnFmp4tRSFa4tEcUpKq5l0rOzNMdix8VMnQh3zsjPbhhTOm1/mJg00ByjIjacM+NzaUuOYUjvLNkthEMl2VViH7I8x3/6fy7hX/36M2OL/zc+MId2zTnweyVKlHh18D3fsIrVWfKLEZzKSP/SJ1/E//Bzj+JPvrA2tSpQiRIlShwFgVIsWJx21gOP/Db0DixnlArn2QKOQzvaYZxhrumhXXeQZKT8GEYp1rZCvHC9Z8izVtXBXNNTZEumFEcSgzAxqYhSUJqSNkvWKTRU6Y/IMW2SP9dyUVFtWu54aKuUGYYxiywAQK1iGSVGvWJjoU2+W2lK6gtLMlRciXbdpfLzUH5dUYbL6wNs7oYq9ZBIJd+V6A9TNCo2LMkwCMlLKEeO7jBVnkJUySxwieSq+bZJf2nXHfhKyaDVc3eu1pUxtEqBdFQaqErJmGk6aNcctKs2Kp6lfGbo2NpAmiv2TUqmyAAKWLIsx9ZeSOSFK6myJUApWpy82RiARsVBxSMvHEsyODYFzmlGKjJbqSJqvmVSs+IkRZpm5K2myJWKJ1UK3SiNR3t+kYE0jUvVl4iSFFGSoVm1MdN0MN90sTLjq8CFyBEK9oWp1DiMMkW4KNNqOaoIZ0luCNZMmdd7NpFpluA4Nufj+HyAMys13HOqgZOLFbTrNppVC/0h+bcNohRJmhtz5bmmi3bNIaJHpYi2azaWZ3xUfcuowXrDFC9e7+GF6z0MwwzDMEXgEqEpOF279olKUwqKHYvj+EJgSLccjIgTRkH5yqwPS3LsDRL0Bwksi8N1JIZhZjzMGIgc3uklcG2BTp1SjY/NBTg+XzGG656lq+jRnEoyUhX1hkQEyYKxs/YUS7Mc4CM1k2XR+aqBxELbRTUgZQbYqFpprqg9ncqrPdlIaUd90I9INdIdxqj6NrKcYXM3hGNxVFWq4mLbp/QmRmMcJxmW2h6yjEgQTcJRBbiRP9lC28Vs3aXiDWGK4/MBGsHIN02TY7MNF74rDcFD6bVMVTelDxV90ooVNLVR/iT0eifVnCx6GFU8iWbVJlIEpPThXHkSKXK4VXOoHYrEB6Aq2eWmgAFX60ikCCId3GdKiYecFLh5RveAawuszPpY6nhoVGxS6Cpyy7UEdroR5lpkMk7eW6REClxplLRaFbqkiNyrGwMMonRM7RUlGZKUNiuahSq3g5CKRTi2ABhw4UQdp5eqOLFQMSqiKM7IvF6l5I2Uc0wRKi5mGi6l1qe68AhMddyaL5EkGda2QwxUgQrX5hCKGNTE0VzTM4UU9FjptP2zKzVYkqr3ujZtiOiiKwBwdXOIS+sDdIejlGtbUFosZ0DgkP9csZAAAPQUgTkMKXWaKt/muLE9QHeQYq8XQXIiUaXgSulFGyM6pXN9h1LeQzXmtuRYbPuYb3m00QCqQtwbJtjtxRhGGRY6HnZ6MZ692sWL13u0bipisDdMsLY3xCBMwFU/h0qBNVCbQpwT+eXaEgCporVa0FLEd6rkW3r+MhDp7SnFVX+YoDtIsNdPxjy7umrNWZzx4NoCUUxtb9cc3LFUA/IR6R+4tE7qypqSE6FmCUakmFKOLnY8HF8IjL/ZUVCSXSXGEEYp/tnHn8Rv/tkVALRjcfeJOn78ey/g296+eJtbV6LEVwc8R+JH/8adeM8Ds2PEVpRk+NjvPocP/V+P4dNfWi9JrxIlStwyAo9KusfKcyNTyg/OAd+WmGm42OlFeNc9szi5UDU+NmlKfjyCK7VBTkFlxZPKa4k2y2YbDhEcMakyGIg804ENoDw7BKkEBlGKrb0IliSTdUtw2DaZzXsOpRZmOeAXqmm5ymhYcGUwzmCqQlqSo+ZLInQYQ7NK5A4AY05uqlypJmkygXMirwRnqHpU5YsIoFFgludAQ+2Maw+WmYaD00tVk57IwNCsWFjs+NjpxdjuRhDK2J924onkqAe2Sf/LATIpHibY6sbYG0SQnK7Fc5Q/SQ60qtKkIFVVSqlvS+z2YtgWETeLHQ8zdVIhbeyEmG85uGO5CtsiEqceWDi1WMFs0zWBSn+YoqmqmknBKM3Voeu0LYEwydAfKjWCzdGpkQ9No2KjU3cw13CxOOPjxGIFq3O+CTx7w8R4sgHAfNMzPj+2PSInfUfiobNtzLc8BJ6kNDwVbNV8iVNLVeNtGbhkNF6v2Fie9U0bOYiA8GyJxY6P/iDBQsvHNz04j+NzAaVnCkqdFZwbH6ATCwFWZn0sdnyT9udYAqeXqlhRG08a2qg7TXPjlzOIEuwVqjYClB7UrBLp0K6SeitJKGDmrFCwQVUR1ZUtkyxHxZXgIO+0JM3RG6ZIMiI2GxULC20XzaqNqm8hSjKkaY6TC8ronWtPvImKnw4Zp9tKyQYAZ1aqWJ33kaY58izHUCk8VmcDCEHEVsWn+6hVc7DQ9lQ1ttyQyTP1EeHRHcRGBbLQdsFVauCx2QAdVRnPUVUONYGysRsadaZOgTy/WsfqfABbclQDC8sdDycXKqioQFpKhgvHG8a7iyrDwvhOeTaV9iMCB2at0VVkOSigb1YszNRdLLY9Y8rtTKRVAzApdJqsFMp8vBnYWJ0PsNT2sdD2AFC1SMEZ+WaBlG2+8oTSKtqFtoeqb6FRsRVJTsS0VOnRUnLMNV1UVFVIWpcYAnXvaZU/A5TXHMNswzVp2cMoNWssADx9eQ+bexGSNCfCmCkFlpoi7aqDpRlPqTVH1Uq1D1Wz4mC2QdVsB7ooiU3rdFt5iJ1YqGCh4+Eb7pvFmeWaSbve6cWkmvQkOnXHPCsAal/Vk3Bs8k6baTjgjFSySx0fUjAMY0q9znMqfFEPLNRUwYF+lJhjLc34mGnQfXFqqYKvvZsKP+kNlUFI3l0bu5HyBSua8gujAIzi1KTsASo1Un1wYydEklJBF9siTzmmBsL41ynVMkDPx3bNQadmYxBlqvgCEexCkcYMwPGFACcXK3AdoSqJ0jOyO0yw041wbXMA1yFl81zTxVLHQ6dBnnWCMVgWpStrQYpO4yS1aaEip0VejrT5Q5YEVY/6slW1TF/NNEjFRYVFOKIkxfZebMi5Vs3C+nZIRSuUIizL87HKtXRempftKpGstYC8LJtVG0lGxv6OLZDnOWYbVBE58CRmm0RQh1EK35U4NhvAU36apIwdqfiOgpLsKjEGxoAXr/fMv08tOPgH7zuN1blgzPSuRIkSry0EZ/jAe47jb3/rSVPFpzdMTcWo/+u3n8X/9LEv4rHn+mNlwkuUKFHiMKzvhFS+HShUNqPS4lVVgct3aad/MEzQqTtYmfWhs6hzkN/PfMvDifkAs03HBIpSMGz3YvjKHBsgNcB828OJhcD8W5sfS6FKmSs1g64YWHElPIdjpxsjy3O0ajZ6gwQbu0SKCUaBhVS+UXQNRIAFLlWQ7A1ivHijh0iZ1ut3mN4wQZLQ9XdqDmZbrjI1psD55CIpERLlK5YoUuP4giJVJMPdpxomXaQ3TNAbpiYNREMKjgfPtDDXcinoKLxCNauWMQgvrt5pmmG+7SFwJbKM0jIHIZl6O4q82OklqgIjBcGNwMbSDAXatkVqlV44SglZ3wmR5UQo1QPbeBT1BlSlbKbhYqHtKSJEeYelOdxCmz1bol1zcOfxmlHjDKKExkEpmRKVvvTcla45JzAKKHWhgyIuHK+h6pPxdz9McHmtrwofSFQDC5Yyoq94pLxoqOICMw0iODp1x/h1cc4wTFLje8YZkZvPXetiEKa4tDbAdjdGu0bea45FXjAVX+Lb3r5klBOuQ6qpfpjg+tZ4kRhLCkU2eViZ8zHXdOHZZNjsu5RK6kiu0imJLDixUMHqQkBzjuuU3NE8sS2O3R4pQUjBQmpIITlspTJ0LfKw0RUBOSPyZnnGR39IPmXzbQ+2PVK/DSKa9zpob1RICaYJUoA21uI4L3gaEUMkVQpwngMXL+1ht09m+4KTgTZjDElCirMReQGVFpmiFlhYmgmwOBtgecZHkuaoqvnVqjhGeUbtJCUMAMw0XEph9SS6/YQI7DSHbdNc1P5n7cI5NQmn/esAGlvbIqWqJTg6dQe1io2vu3eG1GsqrQ4A1naG5CEUEZl/dqWGt19o09ydmLBnj9VozGyhKq2SIunuUw2TuqeVRDu9CI5N6+pM3YHkI8PzKE7RqFiwJDNFKCybox+miqwV5s9i2zNegJYkFSmlxVlGjeUq83N9LxyfD8hbTN13viNxfrUOT5HT801a6+eaLtp1B/NtF/1hinpgIdbqLADH5yuGmBaqnVIRIgttD0mSE8GsiDjOSBmm/fqyLMf69pBSyznN2U7dwVvPt3HHcmVEcIIhVIUsuEpR29gJkec5KURzoFN3qC9UqnY9sNAIbKOCSpLMKNNOLVWwNEPrdU0Rhhr9YQLtlJaR9A57gxg73RiBJzHTdDHXdKgABZQKzZFIshyWFIbQEZwZRZhrq1RQV+LO43WcXKrQ9QCYb3m4744m6r5EPbBUyjRD4NFGiVBzYK7p4dyxGiquVBtKuVGv5jl5dnEGtOrKY9GVZj1tVmycWqoqpeZobakFpGSGWgsDV6JWsTHbpGIJe/0iSc+w3PYxW3cw03CxPEMErlZBA0SiVVXRGu27KCVHU/WVrvBY8em6oIjb4/MBVUh2JRZaNOfSVJnMM4pttKLXlaQMTLMcQ6UqnG15WOz4YACubw2xsTsqmHcUlGRXCWR5jj94+Bq+8Ow2/um/exyDwgPj1LxbklwlStxGfM2FDn7sv74Tf/ObjyNwJaIkw24vwR1LFQjB8auf3sSHP/Yl/PkT6yXpVaJEiZuiUbFwbM6H7wjkKmjQqgBSqCQqIKCqYaHyTDo2S4QKB7A846OmqvglKb2UMpBHy7vvn8X9Z1pmxx8AVmZ9eqFXqp2Zuqt8N8hovd2gnd9+lKLqWZhpOqbE+OnlChoBlWlv12xDcumgEFAVrVQaVa68Ze4+1cSZ5RqihILYMytVnFysKB8hCti6gwRZmuPYXGB2myl44+gNEghOZti2RcHxXNND4FrwlXLId2iHeRBSWokO8rQBc+BKvPVcG28938bJhYppa5op/6gJNZAlOOZbLjxHoF230apSxd7+kNoSqGpbWT6qzsc4EVlzTReduotWzUa3nxiT8btO1E2gAMAYkieKTEvSHHcsVyE5qXcMCq9+vsux3PHQqIyqaRUrCyZpjlpAZuMAeaEJlQrYCCgFcBKW5FjfiYjQVOlaFNwQKZZnZNivFQiCM2PALTjDi9d7GITJmPdSM6AglXOGxQ6l/8w1Xeypdrk2x04vRpxQCXvOGFbng7EqbMMoRW+Q4MR8xZAHGpSySYSSYwk4tkB3GJMXmlKD2ZYq4hAQoXNqqYI8g1FRAqO/Z5sujs9XMNN0Sa3oSlRcqtzn2xz9QYJBSOTmfMszlekqno15RYJUfIm7TjRwbXOAbj8xPmoAcHa5ZtK5yIOHTnxysYL772iiVRsZg3Pl1WbbArMNB7YcJ2i1sX3FtdCpO+Z3Wrk013Rx14kGkgx48UYPL13vkZeSJN+vG1shXKWK6w4SQ3BpkkZ7RQWuNP5KaUbjlCuioV6xcHw+wHe+c2XffGoppVs9sLCkDKx1Wq0m7l+6MSDyRhlp6UqZncJaxRjAlexO+0bpiocmLVARt47Fsb0X4flrXdO3uVL26HvEsUbpko5F17nbi5GmRBYaHyVPYq7pIFHG+QBV7KZKg+S31BsmSFJVREPSWuFYHFIy7PVic6xZNZ+K0PdgllP7GlWbChJkVIRDE3ELLc9UutQedHmuvBcdAcvSVVqJ+OCCmU0LgIzp9fymAiTcKNp2ejFuGAKZfua7EqG6921FjCx1XCRZjjtWaghcC80aFWLY6UaqqqhSllkczZqt1FxVdPsxkiTDxZf2cH1ziFpgYRilaFVpfXRtUlRpQjhwKAV1r5cYUnm+5cG2hCHr9YbDXNPF8qwH3yMPv8CVcByhyB9aCwaDBFGcm/ms0wkrnoULJxoqVZA8K+M4VwVfLLRrpGoDiBwCYFJhdf/pyoeW4Fie8RHFVAGWARh79WcjRV/Vt7Ay4yHwLLrX7ZG/pL4v8pzSGKmCoo1Ow4FQ8zJOUuNBOduk9nFWSKWF8q/zxisn6h2cum9hVT1b9RyYabqYb7qQks4RKQ86RwoMopSqrYKea1ppXfMt8309c3Sa/lFQkl1f5djrx/jnv/pl/PIfvoif+dUv49LaAADJc//ut5/EO85Xb3MLS5QocXyhgnfdO4sP/a270KzSC8vFy11s7UXoVCWADP/nbz6LD//rL+AzT26UpFeJEiUOhG1xWJJSE3Pl9dKq2bTT7FqYa7k4vVyFr9INTi9VUa/YaNcoLS5Jczx7pYdahVKitnYjClhtUk8ttGiHuvhyurY9UsjUfQurCwHqAZUadyQZrDcrNjyLDHl3e4lKd7BwYbWBTt3B2ZUaLpxoAKAX7lbVNubaWmWlTe/vOdXEA2dasCTHfNPFXMvF1m4EzyEVhvacGSqflOev97DVDc0utvGgEgyzLVIPbe6G6A5i8pNJiKjiSqUz1/LM+bUfl4YUHM9e7Y2Zh0dKxQCMOCUGSjHlnKGtqllxPv6animz7qIResWTVC0NpNRrBBT0a3XUudU64jQz6gvflWAcpsql55Bn09KMBwYidFp1h6ptFdoLULC+0PZw14k6bBW0A0Q01gPLXIz2Q3IsgXtON81zq/hkalQpgBGCIc3JbN1zBXYUATiMSA0SxqlRBjBQEDjX8hAnGXpKjaKvfaHjmrRGBpjgTnCG4/MBagGleEVxhlh5kN13soGXbvRNu07MVyAFw7G5wCjmNChNLofkDKeWAqqEGJFiYr7loaKqm37NhRmcXKySAiolc+xve/uiSX81aU7quPXAQqoMyMMkpSp3ku7TqmfhjpUqKqr4AWMcQgBr2yEYI0NsxsgzKFcVQQFK3ws8aQi7K+t9bO5GNI8yMo2OkwzNqkPjBVKILHc8vOOuDhoVquy5MhtQYMlo/izP+ji5WEFVBchSECklJBHEyIFQbZrv9GLs9RNzsZwzXN6gipjtmoWab+EdFzp4x10dPHCmiWGYoj8kwl2nlrVqNoQK8O8+2cQdyzV4tsBMwzFKRBobKmzg2kRE2JKb8d/YCcdMuYUiVJnyKzq5WMFSh1I0NWE73x6NfbUQzEvBsNDxcHxuJAaIkxyrcwGOzwdoBpT6rFMQdQrv8qyPO5aJcD++UMHqfGCUSHpOdAcpkU8qzVSTCKHyYUpTSnlNsxx7gwQVzyKFLCeDes8h0vGF6z0IzrDQdg1R5jkCd56oY2mGlEb3nWoiSWnOcZDH1h3LVSzPeuCcVHbzbacwnxgW2h4W2z4pgLMcrbom2R2jEtYkJgDcsUxpwHp9HkapWTM8h1I1dd/qFFTGKHWRAai4EqcWAyRJht1+gs29CBW1fr14vY9uP8bxuQpOqI2EvEC+r++EOHespu6tnFR4jsCFEzUi530LFU+g4llYmQuMsnOnp/ysTIq7KpoSZ2jXXEih0vrzHIPhqJJonGTgan0AaO0Z/YvGUgpKn3VtKmASKJVlXlAvIwfOrdYw3yIyu6383ZoVC8cXAliKrOsPk1H13ijFM5f30A8TDJWKbq7pYref4IXrffSHCaQqAsAZcGNrYNR2QjCjdowzUmu1qpRWLiRHlJBfXKSeta5NPpS1wEKjYpH1wMSmQHeQIE0OjkNubIfwbIFmlVRijiSfwMWOZ1Iw9bqOPMczl/cwiCjNfnnGH9+UOQJKsuurGE+8sIMPf+yL+NLzO2M/r/kS//0H7sSDZ1q3qWUlSpSYhkbFxnvfslCo1JRifS8BYxx/9V1LEILh537jGXz4Y1/EXzy5YXb+S5QoUaII7bvjWvSCv9jx8bZzbcy3PdyxVFWBV4JaYGO26aBTd8wutV5XZuouKh6ZG3uOxPKMB7egYjCkO4dJBfSV/4wjOU7MV0ywP9f0MNNwTPApuDLFzUF+JTY3aizflchyCi4Cj6qb6XP2hwmWZ33cd7qJvX6MXHkG6UAqz3Mcmw0UGUPpmACQpRk6NQeeCjyjmCrsVX2Jqk9Eki6F3q7ZsC1KSbIkx7vvm8M9Jxvme+QpMiKjLl6iioPrO5H52WzTNebOunx6Dgoo4iTDyYUKzixVYFscgSsw33KRKpNezyHljWfr1FFKh6HddxdCUFBqCW7M4ytKEVYLLFw4XqMAVBEBWrm3o4JQV3llXd8ammcNGUpL5DmRLLtKNebYHFwwcEYKhVOLFMyvKMIJAPphimsbg31zUFd603NpacbDmeWqCXKEYOS3xBk8pfYBKJ1pruniLefbeMu5kYKQc6piqQNfKRmev9bD2vYQgSsQJZkhkbTqZ6njI/AsU4lNH0eqgFIrMTT0nM5yUhoBFMTu9GK8eL1nvLBcm2N5xjOELGOkgtEMZ/HZ3Ko5mG24ytvOgmsJDOIUQpCCL04zbO1G2NyNTHXCIvb6MS5e2sNSIQh07FGxAI1m1caM6qsXr/fwzOUuNnYiVRlypF46uVihinfKPsGxKIVuoe1hRaWGXd0YYKnj4e6TDSrUwDm2dkM8c6WLHDS/G1UbvidRD0gt8pZzRD7XfVLqLHR8Y3AtOFfkLpsInJnxBCoizymdsRGMKwalIHXiME6V59poLix2fDLtZ2S8v9jxsDob4DvfuYw0o/nWrNiF+QSTfmzL0RpyfD5AkuYYhBkcS+DkYgVnV2pYbHuGJGnXHSx1PMw0bUOakOpPqHZS9VNbkmozcCVWZgMIRZ5rpdlcc1xxRgUUcnM8jTQjE/qHzrVwfWuI65tD85m28u7TcKTATMOFbVHqY71iGyJwEFLlzapHBGCrSqR7lKRo121cWR/AkhzNqgMGIIoyrO/QJsLxeUpTL6rkfEdgay+i9DlF/um0V10QAKC1z7NHqeatqo17TjXxlvNtdOou7jvdQKNKKYOxIl9c5eGkUzjNgUyfjP7RGybwbQFbmdivdHzcdaIG36Hnin6+AKQA3OvHZkNBcPo/zsiTLk7pHm9WLOQ5jXU9sIxfouBMKY7ZWBvuXK3j3LE6qqpqoa8I8k7DwfnVGjhjWOx4aNVstBQBnWY5kpSITdeWWGx75l44Ph9QWreqxqnniO6LO0/UjRKxWHHZVP4VwLFZH8fVehknVGyDM/KWjJIMg0GirokIYymIkFrseLCVorPuW9ju0rNNL02uQyrMudb43KM2UlGULM/RqDqoVyyl8EqxsROBM0aknuSoB7Yhg7Msx/njdXz3u48BoOeW58h9x5+Gkuz6KsXnLm7in/3KU9hVZXE1zh2r4if+9t04uVi5fY0rUaLEgfiGB+bx499719hD5MbWEL/2qcuIkxx3naiDMeCjv/EM/qd//UV84dnt29fYEiVKvO7wtnNtzNQdlRZNL+6cAbXAxjc9NI+33tlGu05B2m4vNmbFWiEiJcfZY1XcdaKOu040yEAZMGSYDsaMT0o+SgcqSp5W5ihwTtLMmNdWfaqGON/ykOfA5h5VmXrmchf9IbW1Uyezb+0lVkzJmG26OLtSw9r2EBcv7Zldd8+WuPd0E/efbplmpBkZ559YrODYXADfkZhvuug06Lh3rNSQY2T2e0JV09vaixAnuUkrYYyBMYZ23TGKsCLZRSbC4/4/wzAxgW+nbpsUR/LnysEYg5AcgzDBYscbC8B3e4mqjEXjUfWpqttCmyqoJWmG7W5k0qo0sjxHnsG0XZeFZ8AYQRW4VNEwSXMzpoIzzLU8pGps0zRH4Ek0Ahvtqo0sp1TWnX5k+kMHeoNhuk+hBhAxeGa5ioorsduPEcU5XroxwKnFKv7y1yzhHXd1cNfxBlbnAtxzqoF6YKHTUMbnnOH0UhUzDRezTReBJ5FlOTZ3QzNP2jWqbCkFxyBKcXV9gM29CK2qjYprwbG5STucJIYAIlmfubxn/s04qbQ0KamHk9IGKR1X+yRRGhvHYscfpfMW5oAsZJjpnwWepaoGcuU9RyQycrpHhCKCTixUcM+p5mhcMyiF4cizqRbIMZ8iALClMESePicpnxhW5wK0q7byTWL4wjPb6A+pmMIzl3vY6cao+aQ67A5iNCq2MdTf3otMBU8pGVbnfBxfCBC4AncsVVCvWEbN06jYWJrx0ak7xkybqZTUZy7vkTKqapvryLIc9cAeu580ZpuuCdQ16oGFZtXGW861IAQz3Ee75uC+0w3cdbIOwZnxj1ua8VHzKa1yt5eQD5S6Ls+WWOh4qPkWdvuJSQeteBaiOMPeMKV7peAbONd0MdskRU6jYuNt52f2EXUAKV23uxEqHp2vp4pEtOsOmlUH820P95xqmOurBxZaFZv8CGkq4fh8gPPHayYV0nOFUSieWqoYhdidqzWcWpqepcMYGcNrU/h33TODdsMxP19o01hJwcBAxQMcXbFTctzYGiJNM5MmDNA6eccytTvL6Z7Mcpiqp/p+YIUxtSxNEI1SIS+vjQjyimehVXEoDVGloS+0/X1kx7R5oq9T/7m6OcTSrIeTi1WEcQbH4rj3VBPnV+tY7Him6p9ePzs1B6eWKmCMoeJZOL1YRQ6gWXVwfL6CqkqxtiU3ZLgmdIrgKq2VAXjpRt8Q4/0hGd5XfQtnj9VwYqECzxGYV36AfZWqvbYzHKkkQQU5sowUnQ3l2bXQ8iCVB9hC28PSjIeljoccOeIkpzR9tZZ7ar1o12wsz/lw1RxuKZUwFeKwEadUqVSTk8szHlZmA8y3XaNA1DdaUWnZUBWFJ39+5/Ea7lyto6fSXbMc6BfskxgH3na+gzuWqnDVGr3Q8czmzqe+cAPXtwbwbPJbPAqO9qkSbxoMoxRhnOJPv7g+9nPGgL/ytct479sWzMO6RIkSr0+szPr4H7/vLvznP7mEP/z8dcyrAO8PHrmOG1tDvPOeGbznvjl84uGr+Jlf/TIuHK/je77hmKkWVKJEia9uXDhRB+cMV9cHaFRt433FGVVg21FG3qtzlLLy1vNt810OIokAUpXEyqh2ZcY3wTIw2rmn1DMyPqYf0O+TNMNMw4Xe4J9puDi+EOCxp7eV35OAJSnIIqKBVE3vunsGj7+wizAmYsi2OJZnfeORs74T4qGzLUjBsNtPzLbunUrFBZACRArg8Rd2cP5YHYFH119T16VTNL7h/nk4FsdL1/voDamqmOtIVDyB2aaLK2tEiJxaqhqia77t4hvvn0dPpYmcO1bDbi/GpbVRqpwOwvUu/tZeBN+VWLYFHjhNRIZrCyzP+KTgyCm4qgcS2ztd45fy4NkW5lse6oGN65ubJu2p24/HfFy0iXOkPLDI5yWHLQTSPDeKhHrFxrXNIcBGRu8AjPm39gTqDkiN4rkCG9sRwjjBxl6IKMrg2xKWHCklTi9XSZ20F6FVdZBmGa6sD7C1F+Hi5T30wkQpNujYviuUgTyZ3p87VsVnn9zEXMtFPbCh+FmDLCMTaIAUS7ON0Xy993QTVzcoZWe2ScHZS2s9MrROc3guqUJWZn0VmEeYb7mI4hSDKB33wlHzolm1TRUzMIa9foTZpouVWR+cAVt7MamoGuS9plN4ufJwA4CKOyKitPF43ZfY8yRaNduQCU2lulnfCVH1LeNR1qraeOEaFZO6+1QdGzshLq/3cW1zQPffFFF3PaBjaeXQdjcGV152K3M+/tOnLiHNcpxYCPDc1R7CODPE2J3Ha1idD/DctR7aNQfLirCaBBnTe4jiHNc2aG2penJfPwLAXMtDFBOJJ5Xh9aW1PnZ6sUllpf6hvys+mdYfBr32eDaRhDpts+JK/MWTmwAoWNdY3yGja86JpA/jcYLYdwWRoz4pwba7MWzJ4LsCIhfoDRO8eKMP1xboDVNkyOFYAus7IXa6EeaazlRfod1ejFrFgmWNiMckzbA04+PLL+2BM+DCiYa5JyjdzcLWXmTW6izPcfElImO1abtWdLVrjjELX+p4aE5J+6oUUjO7wwRznoVWzTEp2QCRFNrg/sxyFZfW+uiFCYZhRhsTjsRON0Ke5WZd16QSQJ5USzM+XlJr33YvwvYejUmxX6oe+exFSQbPgUlf1p+Zabi4ujlAbzC6+fWUWpn1cW1ziDjJsNTxcVXfAwqLHR9CkJn81m6EWmBhMEyQphkyAJ06VRXVxSh8V2IQJji9VIXv0FjefayJO1ZqaFRs/M6fX4FgdN+8cL2H7W6Edp1Iof6QzgcAJ+YDbHcjUw1Rw3Mlrm8NMYxSXDheB2cj/6v5lmfWsjBKATDc2BliczcEA6UFNyq2KlhFactasLLY8ZCkGcIoA7Pp2eZZRGhVVFXdJKPfn1qsjLXJkURgrsz6eOhcC488tYUwJrVVxSNF2cnFqulPgJ6njsXR7SdmjdNtGYbji3SRhNQEmGML3Nge0mfHyDLagakFVM14ECZUFVIyvHSjhyjOjAL7qCjJrq8ShHGKX/3jl/DnT2wgyzLESY52zcbGboS5lou//52nzQQuUaLE6x+W5Pir71rGfascJ44tAqq+zKe/tI7/5wtr+DRfB2cM77pnBg8/tYkP/+sv4N33zeE73rG030yyRIkSX3X4+ntnsLEb4erGcKyiGucMDxxgY1D1LewNqHLeF58lC4SdXkykk+RjO+3VQAJrUNXlLGz36MV/QalSOWeGVNruah+X0fc9VYZ9dS7A+jalUABA4JNq5fI6VaJ1bIGqJ7GxF6FTG6W0zTY9zDZHAW8RUZKBM6oi1R3EOLNcRRhlSPMcQsmdOGM4pVTuV9YHuLEdwrY4ZpXyIU1zNAIKEPXLfKfuQEqOwJdoTZABzapt0vmWZwK4NofvVtAdJkjSDINhgnrFNooHk77FaPe76lEVwl6/D1+SkkmnMnmOQHcQox8mxmx/WAjc45TUCklKvitr28ykdKVpji9f2kUjIDVflKSwE27M9i3JjZdZkoz8aDizTJAjJfklbRX6er5FVR47dQdvv7ODz13c0jMMgPI3YwzLHR+X1vpo1hzcc7KBx1/YwXNXexjGGZIkg8oaQn84nehY7HiYbTp45MtbWGh7OLVUVPvolC+Oqm9BCoYwIuIvz3Ns72myg+HEQgUnFuhbl9cHsC2BelA4UkZ+WM2qA8E5bJsDyvNMFyQ4f7yO3W6MmYY7nhoGulZNFhY3lfM8pxSiiFJYL68PUPEtHJsN8HzWw2LbU4oshvc8MG+q42kIzjGIsjFycho8RxiCQ2dthlEKVrFNe+oBkXQzDRfXtwbY6ca4Y7lKATYbeTe5tjCqv8WOpyrP5VjbDtGuOrii5vnWbgTGMFXd5ChfN9fi8GyO/pDaEyWZCX4FZwh0cGxxdA+9wuk4rryxigZKtlpLdJ9VfQt3LFVhWePtHAxTWJKbQB+gKpe+I5HFEeI0hxRAp+GgO0iwpOKoK+t0/Tr4DwrBOWPAiYUK7jxRw7NXyFtrtulirulifSdEq2YbYj7Lc7iOQJLmWOx42OnFcGyBxQ551iVpjk7dxtYeqYzOr9ZxY2uIpy/vmXM//sIuGhV7bMNC963GUdLBfFfi3GodFy/tYRAO0aiQN+BON4LnHmwWHngS951u4MVrfazvhLCt/Z+862QdYZgZtZMUDL6jSRFKVzyzUsPzV3tY3x4SGa2KqNgWEetxAsw2HVR8gSSFUf1oheOF43WjrNrai/D05d1Dr7fmW3gxJQJqdT4wij8pOGYaDlpVx5jtt2oONnZD8h10OKI4x10nG7i81keR6uKM5nEtsCDlyAMvm3Lr2haHEAy+I9CukT/d/ERaoCXJqH99J8TWXmTmhWtzrG+HcG2BvR49F060K5CcI2IZnr7SxW4vQiMYrSVVn/zf9D1RCyz0+qSE6w0TdPvx2HvBbMOFYAwbu6F5DoRxirtPNowithZYY2q0IgJXGr9OqYjZ1bkAlizOSzGmUI0Kz7TdXnxk764y4vkqwMVLe/i533wGW4pNpyoHDLv9GD/4Hafx0NnSm6tEiTcqPCWVfvFGD3/4uetgjOHBM03ESY5Hn9nGn3xhDQ+ebSGOM/zh567jz59Yx3d+7TK+7t7ZAyXfJUqUePNjt59ACo63nGsdueoyYzCl4AFSB7RqNm5s7S8F3gjoRXR1LsDKnI/tZ+kdRKe3mZSPA85Vr9iouGLMJ2kQpiYlktK8qDofV/9mwL70rYOQZhk6NRe+J+E4RIbUfIndfrKvTXefbKBZtfD05S7uPtFA1SO1TcWT+EtvXUCojO5/+8+uQAqGp17cHUs10+2dbbm4sTnEPacaRhnzmSc2IDhXZtajl/mKZ2G+5WGvH8O2ONoqfTNwOIYpBRvAeHpkpgzKK76FZG8/yQcQ4dWs2hiEKRijVNE8H/lIaVLRtihl6O13tpBlzBjoNypUCfDFa300qzb2VH8FrlI7KTSro0BkGtmh267bX/FIKcYYw0zDwXY3Qr1iw5IMUTJq1zRQRUCBPBdG+QIAz17p4cb2EHedqOPkQgV/8eQmOnUH3UGMQSQO3OSdaTjY2KH0q9X5ANc2B8a4fLbh4L7TTXBG6UCC07Uvdnzs9mOIiXaadC0GoxxabNsYZgJRnBlSQgf6jFGFvDjJsNuLsBtYWNsOYVtiX2qURpJkWJklz66LlyiI1+lIriOMGbsUlIq51Q0VSZYiSTN87sub2NqLxtTf77pnFoMwhW1x5JNSscKc8xwJTw11veLAsqiq42zLRRxnpmCDft9YaLtYmSUW0ZIcVZ+UXwwAFwzzTRfnV2vY7ka4vjV8xQV39Hi89RyRPZfX+vvGKEkygMEQvJOYbTgmVa+nyP44zGA5ZNI+2yAPvsee2cLVzeG+70/Of5NOCuqXY3PkUTSIUpxZruKOZSLX8hxYaHuwJVfzK8HqnI/PPLlh0roqnoW3nmvj7LEaAOB5pfjT6A8TbOyE+8iuWmDhnlMNPPbM9r6qoxr6uaCJ2+I7o+6rg1IkNbT/c7ef4KFqC/cq5ar2xKoGFs4fq+OJF3ZNmvTb7+yYdO571To613Sx042xvjMca69OWwboscQ5hyfZWFGBKE7x2Sc3sdjxsDxDqcVXNyTSJMfGbojThfYOwgSeI6nwQpqpNMMEz1/bgFDqM4DWS110RHIOxxZoVBxzPwuV8hlGmblfslx5Tak16skXd3Ftc4D77xh/VgCj5+Rej4qinDtWw5mVGoaKGKr5Fta2hqZaZ5bR/W2rip93LFVwYzvEHoB6haoxcqWYZUhGnm/m9spx6UYfNUUSLrQ9PB/30K6RV+Vjz25DSIavv3cOeZ7jL57chCWZKcAA0LGLZPxuLwZj458pXp9rczi2Ig0ZwyBKESVs6jvB6nyArb2RMvBWVoWS7HoTI81yfOx3nsWfPb4BAAhcjjuWanj02W1IwfCP/tpZnF4uqy2WKPFmwPH5Cn7ib9+DX/qDF/DZp7Yw23Bw94k6vvDcDh5+ahNZTsFEu2bjF//gBfzxozfwgfesmhekEiVKfHXh8toAaZbfUnozlZXP4bsSD51tKUNcMpeeDCD7EQUCl9YHJvAGKKiveBJpSsGM50psdWMsdjxESYaV2QALbSoT36raWN8NsbkbIYwzVKFUGMtVqkqovFH2+jH2NmKcXKjg/OrN17QsozRLXelNBygHvUCTAXMFW3ux2XF3bWG8SBxLII4znF2pYRClqFfG1TedukPkRZ9e1ItKD604cR2BYZSZY+oX/hw5tbVqI80y7PQTuO748TUqroW7Tzbw0loPV9cHhlATjJS/gjOs74Q4s1zD5bUB4izDu+6eQafh4MXrPSAnbzZbcjQCG47N8a57ZqlCWpTi8ed3yaNNBcFaKcQ5g+tw3NgMjQLiIOjAnzHyisryHLhBQebDT20ijFNwRu3o1B00qjZ6wwEaFcts2k7D2ZUavvjcDp56aRf339Ey43buWM2YHEP1gVCeZI49nRg9Nhdgse3h0We28cK1HmqBZdKLGGNmjPT1a7XN7ovxvmOdmA9wTPmhWcr7aKlto9Vu4drmiCSeaTg4tRhgacbHxUtdgAHHFwLcuVpHkmbo1G1MDwNH/fqND3ZgS448z01alq786eVFYrRAWgiOk4sVlRI86g/bIs+4iy/tYb7t4vh8QTFXuFHmWqRI6tQcJFlGbWRUWGB+1sezV7pjZDpnzPibaRJFG1yfWKCYpOpbiJJMmY/zfee8GYSqprk845t+OAyaSJ1ruOgVyJMV1f5nrnQx2xxX1bg2QwpSfwFQBQ2IIJ5tONjci0j9BxiCZAy5Ih+zHBcv7eLEQhXNio2TixXTX1JQcYDVuQBSki9Uo0IVcsMow/njNTzx/C4YZ+aePL9K1QY3d0PTrsn0TA1NcKc3IRS1Ob9tESlfHIvApRTO2kSxgElIwY0CGADA6L4pHqvqW5hvurixNcRWN55KAnHGcNeJBu4/08S1zSHmW66ZP3qa3a0Khmjo/gzj0djWAwu1QJqCFhpnV2rY6kY4uVjBlfU+4pQyobb2IqQZ/b/n0CaMXsctyZBPdPHVjYFRPxYRRqM27PZibHdjXFkfGGsADf1M6oVUcfbMctXMQX2MKCE1HKUW0/NzvkXPzk7dRRiT512WETF3/12zeP5aV63R5P622PFwZX0wMpe3JcKYKg1T9c+cCoQkmfInHPXn2vb4ej/ToOeN55Ly2JK0zkpB1XCL9+KOGjPPpTTyhbaHte39m2Yas00XJxcDPPXCHra6EW5lr74ku96kSLMcn3rsBj7zBBFdjAHzLR+ff2YbpxYr+KHvPH3TF5ISJUq8sTDXdPEP/9oZPP78Dv7DH1/Cxl6Eb3pwDp967AbCOEdfmaDONV1s7kX46Y8/iQfONPH+rz82MtEtUaLEVwXqFWtkMHtEFFUWI/NyPk7eKHTqDpZnfVzZGCDJchNe6zTAU4sVIoYCC1fWB6j5FtZ3KVWwrgx3AeDx57dxfXM4FuY3q/ZYAC05x9vPd7DQ9qYqgOyJ9KTFjmd2iIFR6obuj2nv0Xv9GGdWqubdSadrfOaJDbz1fBs5iJiaa7pY6owTiLroTxinEJwjTjKjQLv/dBNPvLCDiisx05Bmx73mK0VPoTBAGmV45/kqtkMPYTweoB6fr4BzInhOL1XRCGwTfDg2hxQcq/MBTixUECdEqu3t7idn4jSDxwSOzfmoeNJUHax4HHcsV1HxJLZUoKLVHbr648ZOiMCVU5VctcBSBQ+UWsSXeOZK14wDkaAWwiTDdjeGFAzPXe3izHIVbznXOjAdRkP7hA3CUdQ5qWYBKOWIKjPyAz2gBGdghTkTxRn8KY/IYZxiYyfEaTVXp80bxpjxL1ue9ZGmOba6CZYWx4m22aaLmUKVTVJ35WhWHZxaqt70Xr28PgBjW+g0HGzujYLGcWUUMat1X6I7TI2v3lzLwwvX+2MB5MZOhEtrPeT5iAyadn31wIIlmFHJPXuli2GU4drGgFK+mq5Rb+l2Xl4f4MGzrTGlUA7gpRs9E/SHMa0ND55po+pLXJ1S0fMgcMbwtXfPAMCRyC7OGWaariLsR/3sqnu0eN3nVmvIkePFK0NYDsaKfJ1frWOh4+Ha5pCUkYKbdXCvn0BnU5q+q9g4PhfguatdpBmlxBbXLym4mcNJmuH8as2sG71hgsef3wEDM+b5ABFGwKgqn/brmwatku2pipDTCngHnsRuL4bvSrg2pdQ9d7WLYZjBs6ma7IUTjcO6dyoYyE+sVXPM3F5se1hoe7i6MUDFm95m36UU8Ypn4fTSOMG2vh3tW+tnm1SkYnJNTrIcdV/s855r1Ry0VGGLr7tvDl98bhsbu5EZh+1uhOubQ9iqSMrqfIBhnKFVc3B9a4gVdRzOGXxHIoyiCSIyQ2+YmL73HbGP6AJoPbtwvI4kyTCI0n1WA1td8m+r+hJ5ThUq9b2qi1FkeU5jzygFPTPMYo7FGR9XCkUAmlUb3/yWBQjO8KXnthElOeZbDra6EY7N+Zg52zKFJgDg1GIFj79AVga1wEIYZ6bCMBWpyXF8PsCVjQEYo/WtSBjbFkcUZ7j/dBNrW0OcXKxgtxcjVptg+j5o10mFvNj24NoCSQK8cL2L7iA5siK9JLveZNjYGeKjv/ksdroRNnYjSMGQqRvqmStdvPu+WXzPNxw7VA5eokSJNy4YY7hwokHeIcrM8t33zeH/+8tPIIpSDKIMa9tDZGoH/9Gnt/HYM1t471sX8ZfeujBWzrpEiRJvTjAwUzXxVrA0448qK94Esw0X/WGyj6gSnCFTSqZ23TFqnYPUBa2aY17R3SlpXEz95/rWEIEn93kSnj1WNQSCRpbnY6bZ2iCYvLzY1Kj+6cvkGDRJoGgiQ39/fSckD5YpS+l8m6p9OYWATCtCgPE0oXbdQS2wjNeV9ivhnEPKUWqZThsRhXZwxsYCC60IWlABQxRnSDPqg429EJ2GU6jQJ8g7TFX4K2LSL8oWHLNNF47FsdTxsb4dHZiXek6piPUmrKuqVgpFmDUrNu45WccXn9shw+yma/yWyPR6+nGLOLlQ2VeFsoi3nm/jM09s4MbWEFGSGQ+taSj6at1zsoG9QbJPWcbYfjNmAPvT/hQC1yoEnOOwBMNTL+5heYZII8nJH66YujitDy6cIOXXIEwx13Kx24uNJxUwIqV3e7EJRgPPwkzTHdvkuvN4DXahTOTyjId23UYYZYemBuvKjDe2hlS1T6k9K57E8Xkfl9eHsOUoHRkMuEMVdNAQnCoK6nlJP9NpbhK+I28pbekwTDtOs2rDtYUxrDefNR9m5oueI+A7ArYkRWfRR4lzhlbVwW4vRrefgIPhXffOIk4yPPHC7r7gvFMntuzyxuAQzR5BCo6qPxpXXWThnpP1MbN5DSEYeSz29xPa5jOqj50D0hgBUqH6Be8k/dzQf08rVLDY9vDc1Z4hUw8CY8wUB9DXBACDKDUpgkXcdaI+NZW3oTZuphRVHVckFnDjKCQoY1iZCcaOW6xECtC4ODbHM1f2MAxTzDVdXFobYFZViu0PE0P+k28gHyO3GhUbi53p6urAk+RJJumPhiU5FtseVmZ9rM75+MKzO9juxlie8dEbkKG7Jk8ff34XluBYnvPhWQL9MKUqmtn484YxZtqq1Y3kT7gHx+LY6UVjytJ23cGxuYCIP8mx04txfWuI+TYVnsjynJ4lgTWVRHUsYdI6czA8c7WHNMtN9WPXFrhwvA7PFWNr8WLHo2Ivt7AglGTXmwRZluPXPnUJv/cXVylnWc2LmbqDHZXv+73fcgJfc6FzW9tZokSJrww4Y+aBnKS04/L8tR48W4BzoDdMkWYZUmUn8BufvoI/fvQG/vo3HscDZ5pH3jEpUaLEGxOHpYQdhEnyAzg4sAeAG1shpSh0fJOikKRU/ryoKgAojW0aOnUHx2Z9pFluqgJOaQSASRULYdquuRRMlVa30B2mymA4QiOwqILjFByb8/eti6eWqmOmvfrsBy2fU7LIAIzUGJPVsA/yumpVbfTC1PjZ3AxaOaGreWlT9ZovxwJSzilFrxFYOLEQ7CO3JpGkOfphAseiSn9ff9+sIbNuhlylcYmC8bljk2cXA1WUA0YebDowmzRpnkQxgPvMExuQYn/BhVbNhiWrhoCb3r7RXCK1xP6xOLtcQ54dPE6TWJ334TscVra373dJmpPxdc3GpbU+ooQqFSZpPjVYPL4QIEkolerMcg22Mr5+/PkdCMGNMlIrXZICSb25F2J1frxPKt64SoYxUqZ0+8N9aplp0F5Rsw0y8H/bhQ5mGy4urw/hK289gKq2Ts6rpY6HYZSSB58avzuP1bG+G75mFeIfOtfCjPK9C1yJwJXYVcTQ6nyAqifx5UtqnCaacN/pJnp7O4iYnEo0FVFcM31XGHI0V79bmvFxfC44EplbBOcMgjM8f61nCkEU4VgCs01xONklRr5bvWEy1bMsUIUxiufVf9+xXJ2q6tVFDsYweejCv2eaLuJ0lFK/2PYw39x/n+t05GgiLVOn3951oj42zw+DmMaMTYGeq3pdG9/sGKWbupbATN3FfMvDJaWYEpyZtV3j3tMNPPr09pHODQC7/RjXN4e451QdbmHT5sRCBdc3B2BgaFZt+I5A4AljGWAJhnpgIXAFVucD3HuqiSQlRSvnDI3KfvP4J17YHZvPUjKcO1ZHt5/gpRv9MX+2zzyxgdmGg7eca+H3/uIaKp7E6jwR9cfnyZNvEKW4ujHETMPFZJJrludIkgyRfqbnVJWzSGYeVkzLtviRN+xKsutNgM9d3MK/+d1nx/LMGaPKPVc3h1jsePh//eVTZreoRIkSX11Y7Pj44N+4E0+9tIdPPnIdjz69Bc6Ae0418fY72/g/f+tZ5SeT4F/9+tOYa7r4G9+0inOr9dvd9BIlSryBIThDmmEsPWoQpQhcaczYdbDkORLDeD8BJwXH2+7s4OKlvbGAkKrCcWRZbtQgG7sRlo7wrnPPqQaefH4Xvidx54mGMf3VZNY0byTt2VQElX7PzfdcW6BddaZ6tQAjYi9JcziFt39tIHzQJkO7bqM3SDAIMwQuR6Vmo3Z48b0x6KBWE1uWpPSoR5/eRtUfhQL1wEKjQsTVvmB1CpI0R7efoO5TiuLNUg2LiJMMC0oFAJCR9mef3ESYpKh6FjxHTH1vPYxceObKHsI4w1vOjQLSaaok1xF0fYcQDEXedJrKBKDUnBwwaWTNmo2dXmy8bSZRD2xUPYlr1wp1BVUbNvYiY6IO0BitzPqQXJm6TZ67MD6dAhlxbM7H48+PKs1pcuX0ShVnl2sYhMk+T7mDkOc5nr/Ww2zDQbAwXSEzCT2HdRx6bM6ne/yQuNSS3BCGuhpbo2pju5D2WoxrJw8123Bw4wC/H9fmU0nywLX22bmszgWoB5YhWvU5J6eJJTk6dQtzsw10GvvXhcn1w7UFzqxUUfMtPPHieBXA7iDB1c2BIiyOFpYLzhC4EvedbuLzT29hYyecqrACiDDQxRUmoa+v4kmTaj2JC8fH3wP1eu0cgQCdBmN671vgDJhvelSVtXCvT9tU0ZhGOmsPK9eWRyJmAVIyviB6N//gEaAJtoW2a3zQdnrxVD/MW82eaFRsrG2Hh5J4nDG0a+QLWQss9AbUH8fnK+R3WZj/luQ4vVRBPbD3rdenlirwHYnN3RBCMFzfHOLa5gCrs/6+fvUcAd+TYIyhO4gRuNIQ5nqMdSXkWPnvFdGs2pCC4/zxGh75MqmX33K+jd3e0Tbhjs0FuO/00TZ7SrLrDYzdXozf/swV/OEj181DuepLvP18B595cgM7vRjveWAO3/WulSPf/CVKlHhzgjGGc8dqOHeshp1ehKcvd02VnGOz17C+E6I7SODaAte3hvhff+UptGo2vvvrV/DQ2f2+JyVKlHjj4jA11mGYbTqo+YcbERdxz6kG0iwfMwaeaTioehaaagfatjgCV8CWZMK+vh1OVQvcMVFQR1eS3u3FeObK3r7d/sNgSwGrEHTodDajLptCgtzYGoIzNkYsaPPtt55vY67lgoFSBQ+qdKuNoicVaJYglVlvmO47ta6W+YVntwGQmqNescGPqEyg66XP+u7omhmoipdWzsw0XKzvRFhsezdV9uo5sDLn4+rmALbFcXmtj96QqvvdzCqDc4adXoznrvZMcDOMUlR9a6wiZRHa5HtjNzqw5LzgbGxmT/PsOiqKQ9gLEwRTiIjHntkGQH6ZABFQndrBZOdhmCsoWQSnSnAvXu+N+TEVj3p1Y4AkzUxlQ41JhZaGLUn5dTMj8SI0iaxjCB2wHhZTmKmjgn5NEut77CASAADuOlm/aeobgH331/GFCo4vVKaqCu88Xh8ziNdtn3YNgjNDdGkcmwtw7+kGLq+Ne4bt9FLUo+zQqtbFuXiQTzJjpGTy3YMJp0mcWSYTdaq8xw5VwHzr2xZNau+8SnOtqzmgiZmDDOwPQkelWNcrR59Lk7Akx0Pnbv3+nEb6vJzK4pRiN+q32aaDMMqw05uuhDtsLRmEKVZmAyy2fUjBcWzOP5Iv9j2nGmYMDsKFE3WcWKjAm1h/NnapWuzks1wf7vpWiFbNgedIZFlmfpfnOcI4R5qNxvzssSoswY1yTm8YXd8cwrEEVhcqkHKcrCoWATiIiNPrx7RL7NQdONa4R53nCHjO0QvmHFRgZBIl2fUGxE43wkd/8xk8c3kPWQa8464O3nq+jZ/9jaex2PbwiYevYabh4B+9/yzuLJUZJUqUmEA9sA3RlWU55d1vDZGkOYZhAqHsKTZ3I/zsrz+Df/O7z+Pr753Ft719Yd8Dt0SJEm8stGsOljo+bmwdXPnoIBzkf3IQLMlhYbwKljZK1whcOWZwfKsERS2wcH61boiHo2CnFyMvEE6uLSAFQ6fu4MrG0JSGL+L5az2AjVQ0gSvw0LmWCeZ9R+L4TdQv7aqDnW68L9De3Ivw3NXe1EIhmniiVMSX6VzE9geEtsVN1UKA+uD+O5r4wrPbhyor9Gf1ODUrNrKcAqS17RDr2zf3wjk+H8BVVR09R8BxyJ9lacbDo09vT03p0u23pqRaaZxYrBzZU+7VwDDa79f1coguAGMkT5rlkIJDcJWuo39ROPSN7SHCaD/ZBdActQTH1Y2Budfqt0ByaQhOm2Q6tWi+5aLiyX2pWUXo+TqZUawD3sN80orKplpgKXPxkWoSIJXjrRTYkoKPBdSzDddUNbw58jHVGTBSbXkOP1Dd1KrZuL41nNrnM3UHvUEyKjyhSIbVuWAqyT8NtsUNOVq8h6dBcAbOqe98R46pYXxH4sLx+hgJfjMITubhJxYqLyvFlFLPXn5q6rRCDXMtF62ac+jacDPoZ9tR07CLcCyOOMlNGug0FfA03GydpWOLqWowKRiieFxFKCUHY7QGVX2Ji5f30O0neOAMjTljlAK604vHFHLTUv01wijF1m6EnX6Euj/9c1Xfwk43uqW1r+pb6B6gOHy1UUYtbyD0hwk+9rvP4fMXt5CDXrSGUYZvfmgBn3liA4NhiouX9vCtb1vAX377UqnmKlGixE3BOcMH3rOK73n3MVy8vIfPPrmJR768gTMrdbxwrYv13QjDKMXv/sVV/N5fXMXp5Qr+0lsWcOFE42XtppUoUeL2YnU+AGMM95xqTN1xfbmYbTgHBsHF+Oa1sODRQddhRtpF2BPqESm48XWqV+yp16EDBo3JCmS9YYJrGwMsz/hH3nHW2Nwl4jFODtbcUfXKBIh3pv5+oe2O2VkUEbgSD549PCh+pdApkEfxgtNK4xev9xEnGZY7PgJPQgoOxthUDyz9s4OUSwBVlysWOvjMExvgDPsUJBVXYrbhHCnlFQA6hYpxRZxfrb1scmsSRc+600sVfOHZbWzsxojiDHcsV3FjazgWoBaVFZM4qUjXq6oi4r2nGrBeZkzQGybgnKqEMrbfg2gSc00Xu/14X1qdJTlOLASHBtZFuLYYI9eXZjzUAnnk7x+GW61Gr32RdnqxIbi6gxR7gwTzUz5f9a0DSftpVenOrFSPpGh7OfjsU5sADt5EOEwVdtDnHzrbetXm/asBIjRf23NM8+zS92PgSWzvxbc8hp9/egtRnB26wXN9a4gXrvVwz6nGGDnWrNjoD8fVhosdD64lUPGlUtsO0O2PqhZKwfGW820MogT9YYrLa4ND3wECV2BxxsN2L8b6Vngg2dWu2WjV7FsiP4dRas7N2X5y/NVESXa9AdAfJvj4f3kRf/rFdQC0MH7gPavY2gvx+w9fw0d+6XH0hynecq6F73zHEuaOyCiXKFGihAbnDGdXaji7UsNf/8ZVZHkOwRl+/refxZ8/Tg/5HMDFS11cvHQRlmC493QT73lgDqcWK6WhfYkSbzAcZVf5SFAvqb4npyqTzPksgXaNm0D81YRtcZw9Nt0seRqOzwcHvuQfFMzfLDVvbWuIjd2I/K4O6FttgJ0k455dNzO2B6j6VZZZuHZtOtk1TeHzcjAI06nEzs2w3Y1IMVfwMJsGIRg6NUphuWO5ipdu9HB1Y4jtboQXrvUwjNJDPWYPe9I8f62HQZSOeV9N86dijN1UhafHxJJUcfKFa/v9fW5G/BwGfR2MASuz+03bbYtjdS6A51Cqz6Sq8lYCy1slXzVyAC/d6GOm4RxKMgLA6pxPVZ4tvs/nSeMoPnAHgTP2qhBdt3RO5ZeW5zlmVfVKwRmyLEOnbqFde+Xt6Q8TPP78Ls6sVG+ZhLtdeDlE15vxDbHTcMA5pYNu78W3vHl0lNR7zxbgbLzq70GYTLNfmfWxMju+lrq2gGsLDMPB5Nf3oVaxsbkXE4F9QHonAJxbrd2yyk/7eQFE0r2cZ85RUZJdr2Ns7YX4xGev4VOPrY3lU58/VsUTL+zg4ac2keVUEvmvvHN534QuUaJEiZcDzhm4ejX5gW89iW972yIefmoTf/qlNazvKMPJNMdnn9rEZ5/ahKNebt95zwzOHavdNCgsUaLEmwfVwMKN7XCqp1ERjDHMNO0jV667VdxKIMw5M6btrzYOi3cqvsT6TrivD1ZmfFy60Ydt8TdsUHh5rY9+mCEHcGwKeaORpjnSKVGhNhFP0nwq6ae9vLqD5EBS9dicjyQZHfuVeXYxrM4Hh6b/PfzUJji/eSrZNMQq3TLLMNXDSnBu1G63C3qYjmKq/Yo22qd78N8y7j7ZONDz7eWgUbFxfXNoyJ2imn1jN0FQidGqvXwCD1CKRTbdeL3EftQDa0y9+WrjzEp1qjr1oLWkVXNwfYtSt2/mv/VyUAusqd5m+pyHIYozRAkVhHk5G9Ktqo2KK+EqxfTG7nTrg8ln78qsj5du9A89dsWX6CqD/MXOrfEXkyrrm6Eku16HePryHn7lv7yI567SLpJeWxsVC9vdGI8+swPfFfimh+bx7vvmDqzAUaJEiRKvFIwxLLQ9fPs7lvDt71jCdjfCE8/vYBhnuLE9xB88fB1hnOGRi1t45OIWGMjX4/47WnjHXW3MNkulaYkSByEMQ3z4wx/G7/3e78F1XfzAD/wAfuAHfmDqZx9//HF86EMfwpe//GWcPn0aH/7wh3HXXXd9hVu8H+0amdYfhcR6vRA5msCYqb+yQLWIo5B+sw0XM3VnX+BR9S2cXKTKWbdbJeu70z1iboaV2QCbexGOzQU3TXFf3wmNwk8rAuZbLto1G5+7uI2N3XAfAVT1LZxcqKB1iJrm1Vb+FE3jpyHNchxiQXX4dxXZ9aopLKfAdwX6B6S2HgWckUH2UYiYS2t9cHbrgSsAPHDHrQWvB4EMrl+9/jw262O+6U5d2wKXvyrnciwxpkR8tdCu29jYiXDPqcZUb7kS09Go3JonHEDrRM23bnk+nFgIXvbY3Hm8jt1efKgH3gvXe9jai/Dg2RZezt7Oxi6pbU8sBLi2OTjys2mh7WGh7eHJicqjRfi2GKsSeSu41Q2Akux6nSBJM/zeZ6/hkw9fw+5EKVBNYA+jFCuzPt5xVwdff+9sqZ4oUaLEVxyNio2vuWsGABmNrsx4+M1PXy1UhgGubg5x9c+v4Lf+/AoYo6orJxYC3HOygbMrNdQC67YHdCVKvB7wkY98BF/84hfxsY99DFeuXMGP/uiPYnFxEe9973vHPtfv9/GDP/iD+I7v+A7803/6T/GLv/iL+KEf+iF84hOfgO/fflX3a6XWeq3gFAzWXy20aw7qgXXTd7OD1r7XQBTwsuA54pa8ZzxHoDdMVXW2mweJJxcrY+mmMw0XYZKhU3fAGUO7bu+riKdRTNH5SmO26e5TU9x1sj5mEH0ryNWATyMGq741NbXxVnHuWG2sEuHLwdZehHpwczL7yjqlRb0csuv1Gs8wxg5MAd0bpF8xg+2Xg5MLFazOUaGD15JQPSqOzQV44XrvFXu9WpKDvVyG+TXEyyE+X0lar05HvLJ+sILq+HyAVs2e2udHeQWveBLLMz6ubQ7w7JUuTi1Vb/6l4jkO+V0/TF9VFeZhKMmu24g8z/GZJzbw2S9v4skXdqeWfq16EsMoxX/zV8/gzEr1dftAKFGixFcfGGN4x12zeMdds0jSDE+9tIc/+vwNfPG5LSQpPUzzHFjbDrG2HeIzT5BRKmdA1ZfoNBwcn6tgdT7AbNPFXMO9ZbPUEiXeqOj3+/iVX/kVfPSjH8WFCxdw4cIFXLx4Eb/wC7+wj+z6rd/6LTiOgx/5kR8BYww//uM/jj/+4z/G7/zO7+C7vuu7btMVHB062Kq9jIpwbyS8Gd7RTi3eWkBz9lgN/WGKnV6Mjd3wplXaJrMRbIt83Na3Qzx7tYuzx6pfcW+mo2BaMPtKSAS9kT2tqyzJp6Y23iomKxHeKvKcSKw8f2X+ZG9GzDWs13VmDWPsSD5PXyl06s6r0l8nF199z8c3KyzJD9w4mGm4GIQpFtoHE26BKxG4EjMNB5YU6PYP9u2ahnbNGSvqUMRXkiguo4qvEPI8x8ZuhBevd/HZp7bw5Iu7+wa6HliYa7q4eGkP73/3Mbzr3hkMoxRS8CObrpYoUaLE7YAU5Nt14XgdUZzhi89t4798/gaeeml3TLHAGakqdnoJdnoJnrk8bvprSYZO3cFi28PSjI/5loe5povZhvOyTXZLlHg94sknn0SSJLj//vvNzx588EH8y3/5L5FlGTgfvSA++uijePDBB40qiDGGBx54AJ///OffMGTXfaebZZXoI+CNJnqVgqMWcLx0o4eNnQgn5vGy8lWjhNJ5ip5br3d89slNMAa85WWkoQWeBLbC1/X7PecMJxcqRyKpGXv9pCl/JXB9O4bthWhUX7+EV4mvHtzqqik4w4kjFouxJMe5Y7VbbpNtcTSr9tSCBvXAws4hpvevJl6/K+wbGHGS4cr6AC+t9XFprY/nr/Vwea2/T7nFGXkUbHUjLHZ8/OhfvxO9QYLf+LPLuO+OJhzr5fkmlChRosTthG1xPHCmhQfOtBBGKR57dhuf/tI6Ll7aQxhnGIYpPvL37sP/798/hfXdEK4tkGVUqSxOclzdGOLqxhAPf3lr7LiuzdGo2JhrOljs+Dg262Npxken7rwpFBUlvrqwtraGZrMJ2x6pWDqdDsIwxPb2Nlqt1thnT58+Pfb9druNixcv3vJ5syy7LWnEUtC5S0xHlmXI8wx5lh3YT/rnr8d+XGzTpgSQI3sZBtLzLRfzLVIZvJbXl+cvvw8nv7vYdqka2y0cS3+2EUjce6oOS/LX5XhqtGpEdN2sjfefbhzpc28GZFmGdlWiHsiviut9M+J2rqVnViqwX6X7Psvymz43bh8yMOTIsgyTTXMsBsbyV9Tmo77HlGTXK0CW59jajXB1c4DLa0RuvXSjh2ubw6neC8ViI4wB/8vfuRftuo3/7T88hbff2QFAOz3/1TesfsWuoUSJEiVeSzi2wFvOtfGWc23keW42AhoVG+95cB7//o9exG4vNikdns3x0Lk2eoMEj1zcQs2nKjL9MMEwynBtc4hrm0M8+szO2HksweA5AtXAQqtqY67pYbHjYbHtol6xj+SlU6LEVxKDwWCM6AJg/h1F0ZE+O/m5o2Btbe11+FJcYmMjxN4gxQ1niEH38I3OGzdufIVa9ebD9jZ53Fy7duuqgsnv6ifKtWs7B3zjYJRj+MZGp2YhHmzj2uB2t6TEK8Htug8Pr1V4dKxvx9jejmGjD5EebAh/O7DTT3BtM4bMnH1FLl66NkR/mOHatVt/h9HgnGNxcfGmnyvJriMgzXKsbQ+V2mCAq5sD+ntjgLggt3YsjijJDjQZbVRt3H2yjs3dCMfmfGO0+Y+++9xX4jJKlChR4raCMYalGVJjAcA7757BmZUq+sME9cDGSzd6+LefeB6femzNfGeyYEejYuFr7+ogTnL86ZfWwBlDDiBJMvSGKXb7CS6vDfAF7A8+bEml3CsOsDDTR6fuoqFMlZsVC42qjZpvTZVclyjxasNxnH1klf6367pH+uzk546CmZmZskDE6xA78S5EL8bsbM1Ui5xElmW4ceMGZmdnx9JcSxwdL21vAADm52899fCVfFejHMM3PsoxfOPjzTKGmRwgRB+dtof5mdtfrKaIeQBnT07/3UvbG7DdV7aWlsquQ5DlOdI0h+AMnDMkaYbuIEZ/mGK7G5Py4EYP/TDF1Y0B1ndCHEWRzRhwfC7Abi/Cxl6MxbaLO5ZrEJyhXrHw3rculC+YJUqUKFHAbKEaTbNq4yOnmhiEKdZ3QqxvD3FlY4BLa32s74TY7sZIsxyMMbg2R3cwvWQzY6T0iia8X6IkQ7QXYWsPeGl988Dv1gMLjYqNWmChXaPKYM0qlaOmv0uVWIlXjrm5OWxtbSFJEkhJr2Nra2twXRe1Wm3fZ9fX18d+tr6+jtnZ2Vs+L+e8fBd5HcK1Jfb6KSzJbxp8cX7zz5SYDsao315O/72S706iHMM3PsoxfOPjjT6GnDMwxsHeYNfRrDrY7savqM1f9WRXmuUYRimGUYora338zK9dwjc9EGGh4+PF63380aM3sDLrAzmwtjPEMLp1Sb9nczx4toWaL/HnT2zi29+xhK+9awZ7vRhxmqNVe/1VkylRokSJ1zs8R2Bl1sfKrI/7D/ncu++fxY2tITxH4o8+fx1fvrSHe042wBjDp7+0jr1BjHpgI4pT9MMUWZ5Dco6vORdgfQ/40gt7+46Z58B2N8Z29/AUF9viQE6G+jXfQuBJ1H0LX3ffLOqBjc3dEGmWwbUlpGSQgsOzBWabRO51BzGyTJtR50gzIE1zJGmGJM2RZIX/T3Okhf9P0gxpliNOaNPmLedb8J037eP8TYvz589DSonPf/7zeOihhwAADz/8MO6+++59L4D33nsvPvrRjyLPiezN8xyPPPII/t7f+3u3o+klXgMcmwtQCyxUvLLq3WsNx37jBIUlSpQocRBsKdTfb6w1zbY4LPmV2XR7Xb0dP/LlTaxth7ixPUSUZECeI8/J58q1BS7d6GNjNzSpgvQ7+gwDAFXmPs3yqamEv//IeF7uSzdunjHLGCAFg+dINAIL7bqDpY6HuZaLpY6PZSUZfN+7jpnvVN/kpbVLlChR4vWAijcKDD/wjcfHfrc6HyCMU7ztPPkh/rNfeRK1wMLffu8JXLt2DT/zGzfwlrNNvOfBeTQrNj78r7+AhbaPuZaDbj/BF5/bgVQP4iTJ91W6iVTBkSgBesORwuzhi1v4SuPTX1qD50o8dLaFUwsVfOHZbTx1aQ/HZn1IwfDSjT4YGN59/yyWOj6SNMOzV7uIogz1wIJtccRpBseWsARDf5hgp58ow2w6R5pmSMIBLG+IYUxFBPYGMVpVG0maY2svQqNiIc+Bte0QO70IWZYjzYig44zhxGIFC20PT724i0tr9PxdnfOR5cAgTHF+tY6Ti8FXTbDveR7e97734Sd+4ifwT/7JP8GNGzfw8z//8/jJn/xJAKTyqlarcF0X733ve/HTP/3T+Mf/+B/jAx/4AH7pl34Jg8EA3/qt33qbr6LEqwXB2YFl4ku8enjgTBO8VDaWKFHiTYBOw4EQDI3KG+u9aa+fjFlBvZZ4XZFd//6PXsL6TviaHd+xOCRnSLIMlhSwJcdSx0Or7sC1yMvl7EoNtcCC4AyBK2G9wZjSEiVKlCgB3He6Ofbv//b95I2ojbl/6DtOwbYkFjseAOB7vmEVcy0Xp5eqyPMc/+GPX8L51TouHK8jijP8wieew/13tHBszsfa9hD//o9ewqmlCqqeBcaATz5yDc2qgzjN0Rsk2OnFtNPGiChKlYpLcAbB2b7qvK8Ez17tAQC+9Ny4T9ljz2yP/fuzX56eunlL+C8bL/urf/bE/u8++sw2GAM4Y/iDR67jv/ueczh77I310vZK8MEPfhA/8RM/ge///u9HpVLBD//wD+NbvuVbAADvfOc78ZM/+ZP4ru/6LlQqFfyrf/Wv8KEPfQgf//jHcfbsWfzsz/4sfP/15dFRosTrHWUKeokSJd5MaFbfeJlkri0wCKdbkbzaYHl+kJ36fly7dg238PFbxv+fvf+Os+sq7/3x9y6nn+kzGkmWm2xL7rZcARscCIYETCekAQmBm4RL6jcQcH6XNOeGUAKBJNyQLyWFkAS+dMgNmNBCMW5YtnodTZ85vexe1u+Ptc/WjDSSVazq9fZLL1mn7r323uvs57Oe5/NEsWxXvNh0CUMhb4B10NDIZXWG+uSKV6OdCGKarNc0NJkOV8xn0u1bWscZxzHz8/OsXr36nKpnPdOocTsx1LgdP2rMTgw1bsfPmRqzpb9NQRjjeBGFvIEG2G7EYsPFMMALYipNj4WGy+hAjjAUNLs+HSegv5ilXDQxdQ3LDal3fIbKWUxDw/Ei6h1pYB5GvTbPgnhJFrSp66wZKZDJaFQaHvWOx1A5i65r2G6EpstU+CCMsdwQDQ1Nk7/BaIKCGXHVpaPYXsRs1cELYsaH8xi6RtcJKRdMKeT5MWEcYxgahibFPdPQ6S+arBktEsWCescja+hs2jCEoetMV2yiSDA+nCefPXonupNF0zRWr159Sr/jbGZ2dlZ5dp2jqDn/zOL6EX4Q038SFRzqGJ77qGN47qOO4ZmnZ8twohzrvdxZldnVW/G+YPToK5Wjg0fuPqRu4BQKhUJxtrH0tylj6suyhvtL+rLg6cqLOOs4eGN4ajoXrTvLuggpFArFoeSzxikX4xUKheLpwOnSbJSUqVAoFAqFQqFQKBQKhUKhOG9QYpdCoVAoFAqFQqFQKBQKheK8QYldCoVCoVAoFAqFQqFQKBSK84bj8uw6V/2wNE1D13U0TTtn9+FMoMbtxFDjdvyoMTsx1LgdP2rMTozzadzO9e0/Wc6HY/h05Xy6Dp+uqGN47qOO4bmPOobnPsd63I6rG6NCoVAoFAqFQqFQKBQKhUJxNqPKGBUKhUKhUCgUCoVCoVAoFOcNSuxSKBQKhUKhUCgUCoVCoVCcNyixS6FQKBQKhUKhUCgUCoVCcd6gxC6FQqFQKBQKhUKhUCgUCsV5gxK7FAqFQqFQKBQKhUKhUCgU5w1K7FIoFAqFQqFQKBQKhUKhUJw3KLFLoVAoFAqFQqFQKBQKhUJx3qDELoVCoVAoFAqFQqFQKBQKxXmDErsUCoVCoVAoFAqFQqFQKBTnDUrsUigUCoVCoVAoFAqFQqFQnDec02KX53n8wR/8Abfccgt33nknH//4x4/42m3btvEzP/Mz3HDDDbzqVa9iy5Yty57/yle+wvOf/3xuuOEG3vKWt1Cv10/15p8RjmfMvv3tb/Oyl72MTZs28ZKXvIT/+q//Wvb8LbfcwsaNG5f9sSzrVO/CGeF4xu3Nb37zYePyrW99K33+H/7hH3j2s5/Npk2b+IM/+AMcxzkdu3DaOdYxe93rXnfYeG3cuJF7770XgFarddhzt99+++nclTOC7/vcc889/OhHPzria9S8djjHMm5qblvOsYyZmtfOXY7n90tx+lnp+puamuKXf/mXufHGG3nRi17E9773vWXv+cEPfsA999zDDTfcwOtf/3qmpqaWPa+ux9PDwsICv/Vbv8Vtt93Gs5/9bN71rnfheR6gjuG5woEDB3jjG9/Ipk2b+Imf+Ak++tGPps+pY3hu8au/+qu84x3vSP99MvfIQgje97738YxnPIPbbruN97znPcRxfNr2RfEUIs5h/vRP/1S85CUvEVu2bBFf//rXxaZNm8T//b//97DXWZYl7rjjDvEXf/EXYs+ePeK+++4Tz3rWs4RlWUIIITZv3iyuv/568fnPf15s375dvPa1rxW/+qu/erp357RwrGO2fft2cc0114h//Md/FBMTE+KTn/ykuOaaa8T27duFEELMz8+LDRs2iMnJSbG4uJj+ieP4dO/SaeFYx00IIe6++27xxS9+cdm4eJ4nhBDiP//zP8XNN98svvnNb4rNmzeLF73oReJP/uRPTueunDaOdcwajcaysbr//vvFNddcIx5//HEhhBAPP/ywuO2225a9plqtnu7dOa24rive8pa3iA0bNogHHnhgxdeoee1wjmXc1Ny2nGMZMyHUvHYuczy/X4rTy0rXXxzH4iUveYn4vd/7PbFnzx7xd3/3d+KGG24QMzMzQgghZmZmxI033ig+9rGPiV27donf/u3fFvfcc086R6nr8fQQx7F4zWteI970pjeJXbt2iYceekjcfffd4i/+4i/UMTxHiKJIvOAFLxC/93u/J/bv3y++/e1vi5tuukl86UtfUsfwHOMrX/mK2LBhg3j7298uhDj5e+SPfexj4q677hIPPfSQ+OEPfyjuvPNO8dGPfvSM7Jvi5DhnxS7LssR111237Ob8b//2b8VrX/vaw177mc98Rjzvec9LJ6A4jsXdd98tPvvZzwohhHjb296WXhxCCDE7Oys2btwoJicnT/FenF6OZ8ze+973ije+8Y3LHvuVX/kV8f73v18IIcT3v/99cccdd5zaDT5LOJ5x8zxPXHXVVWLfvn0rftYv/MIviA996EPpvx966CFx/fXXC9u2n/oNP4Mcz5gtJQxD8aIXvUh84AMfSB/79Kc/LX72Z3/2VG3qWcfu3bvFS1/6UvGSl7zkqAKEmteWc6zjpua2gxzrmKl57dzlROdixannSNffD37wA3HjjTemQZkQQvzSL/1Seo391V/91bLjZ9u22LRpU/p+dT2eHvbs2SM2bNggKpVK+tiXv/xlceedd6pjeI6wsLAgfvu3f1t0Op30sbe85S3ij/7oj9QxPIdoNBriOc95jnjVq16V3vee7D3yXXfdlb5WCCG+8IUviOc+97mna5cUTyHnbBnjjh07CMOQTZs2pY/dfPPNbN68+bA0w82bN3PzzTejaRoAmqZx00038dhjj6XP33LLLenr16xZw9q1a9m8efOp35HTyPGM2Ste8Qre+ta3HvYZnU4HgD179nDppZee2g0+Sziecdu3bx+apnHhhRce9jlRFPHEE08sO9duvPFGgiBgx44dp24HzgDHM2ZL+dznPker1eJ//I//kT62Z88eLrnkklO5uWcVDz74ILfffjv//u//ftTXqXltOcc6bmpuO8ixjpma185dTnQuVpx6jnT9bd68mauvvppisZg+dvPNNx9xbi8UClxzzTU89thj6no8jYyNjfHRj36U0dHRZY93u111DM8RVq1axV/91V9RLpcRQvDII4/w0EMPcdttt6ljeA7x7ne/m5e97GVcfvnl6WMnc4+8sLDA3Nwct956a/r8zTffzMzMDIuLi6dnpxRPGeaZ3oATpVKpMDQ0RDabTR8bHR3F8zyazSbDw8PLXrv0AgAYGRlh9+7dACwuLrJq1arDnp+fnz+Fe3D6OZ4xu+yyy5a9d/fu3fzwhz/k537u5wDYu3cvjuPwute9jv3793PVVVfxB3/wB+dlkHg847Zv3z7K5TK///u/z4MPPsjq1av5zd/8Te666y7a7Tae5y0710zTZHBw8Gl9rvUQQvDRj36U17/+9ZRKpfTxvXv3EoYhr371q1lYWOCWW27h3nvvPeyaPV/4hV/4hWN6nZrXlnOs46bmtoMc65ipee3c5UTmYsXp4UjXX6VSOercfbTn1fV4+ujv7+fZz352+u84jvnkJz/JM57xDHUMz0Ge97znMTs7y3Of+1xe+MIX8ud//ufqGJ4D/PCHP+Thhx/my1/+Mn/8x3+cPn4y98iVSgVg2fM9UXt+fv68jT/OV87ZzC7HcZbdvAHpv33fP6bX9l7nuu5Rnz9fOJ4xW0q9Xuc3f/M3uemmm/jJn/xJQAY/rVaLN7/5zXz4wx8mn8/zy7/8y3S73VO3A2eI4xm3ffv24boud955Jx/96Ee56667ePOb38wTTzyB67rL3rv0s9S5Bj/60Y+Yn5/nNa95zbLH9+3bR7fb5d577+UDH/gAi4uL/Pqv/zpRFJ2ajT9HUPPayfN0n9uOFTWvnbuc6O++4szxZHP70Z5X1+OZ473vfS/btm3jd3/3d9UxPAf50Ic+xN/93d+xfft23vWud6ljeA7geR5/9Ed/xB/+4R+Sz+eXPXcy98grHT/1u3nucs5mduVyucNOuN6/Dz3hj/Ta3uuO9HyhUHiqN/uMcjxj1qNarfKGN7wBIQQf+tCH0HWpj37sYx8jCII0A+d973sfd911F9/61rd4yUtecgr34vRzPOP2P//n/+R1r3sdAwMDAFx55ZVs3bqVT3/60/zu7/7usvcu/Sx1rsHXvvY1nvOc5zA4OLjs8a9+9atompa+70Mf+hB33nknmzdv5qabbnrqN/4cQc1rJ4ea244dNa+du5zIXKw4s+RyOZrN5rLHjmVu7+/vJ5fLpf8+9Hl1PZ463vve9/KP//iPfOADH2DDhg3qGJ6DXHfddYAUUN761rfyqle96rDuieoYnl38zd/8Dddee+2yDMseJ3OPvFTYOvRYquN37nHOZnaNj4/TaDQIwzB9rFKpkM/n6e/vP+y11Wp12WPVajVNQzzS82NjY6do688MxzNmIFsq/+Iv/iK+7/NP//RPy8odstnsslKzXC7HunXrWFhYOLU7cQY4nnHTdT0NCHusX7+ehYUFBgcHyeVyy861MAxpNptP+3MN4L//+7/T7JqlFAqFZUHZyMgIg4OD5+W5djyoee3EUXPb8aHmtXOXE5mLFWeWk5nb1fV4+rnvvvv4xCc+wXvf+15e+MIXAuoYnitUq1W+8Y1vLHvs8ssvJwgCxsbG1DE8y/nqV7/KN77xDTZt2sSmTZv48pe/zJe//GU2bdp0Utfg+Pg4QFrOuPT/1fE79zhnxa6rrroK0zRTozmARx55hOuuuy5doe9xww038OMf/xghBCC9gR599FFuuOGG9PlHHnkkff3c3Bxzc3Pp8+cLxzNmtm3zpje9CV3X+eQnP5le+CDH7/nPfz6f+9znlr3+wIEDrF+//pTvx+nmeMbtHe94B/fee++yx3bs2MH69evRdZ3rrrtu2bn22GOPYZomV1555Sndh9PN8YwZyHKyqakpbr755mWPd7tdbr31Vh544IH0sYWFBRqNxnl5rh0Pal47MdTcdvyoee3c5XjnYsWZ54YbbmDr1q1pKQ3IY3akud1xHLZt28YNN9ygrsfTzN/8zd/wb//2b7z//e/nxS9+cfq4OobnBtPT0/zGb/zGssWsLVu2MDw8zM0336yO4VnOP//zP/PlL3+ZL3zhC3zhC1/gec97Hs973vP4whe+cFL3yOPj46xdu3bZ84888ghr165Vfl3nImemCeRTwzvf+U7x4he/WGzevFncf//94qabbhJf+9rXhBBCLC4uCsdxhBBCdDod8YxnPEPcd999Yvfu3eK+++4Td9xxR9pO9tFHHxXXXHON+PSnPy22b98uXvva14pf+7VfO2P7dSo51jF7//vfL66//nqxefNmsbi4mP5pt9tCCCHuu+8+8RM/8RPigQceELt27RJvectbxD333CPCMDxj+3YqOdZx+9rXviauueYa8fnPf15MTEyIv/7rvxbXX3+9mJqaEkII8ZWvfEXcdNNN4v777xebN28WL37xi8V99913xvbrVHKsYyaEEA888IC47rrr0hbBS/m1X/s18dKXvlRs3rxZbNmyRfz8z/+8eNOb3nTa9uNMsrQdvRBqXjtWjjZuam5bmaONmZrXzm2ONhcrzg6WXn9hGIoXvehF4nd+53fErl27xEc+8hFx4403ipmZGSGEEFNTU+K6664TH/nIR8SuXbvEb//2b4uXvOQl6e+nuh5PD3v27BFXXXWV+MAHPrDst2RxcVEdw3OEMAzFK1/5SvErv/IrYvfu3eLb3/62eNazniX+4R/+QR3Dc5C3v/3t4u1vf7sQ4uTvkT/ykY+IO++8UzzwwAPigQceEHfeeaf4+Mc/fkb2S3FynNNil23b4vd///fFjTfeKO68807xiU98In1uw4YN4rOf/Wz6782bN4uXv/zl4rrrrhOvfvWrxdatW5d91mc/+1lx1113iRtvvFG85S1vEfV6/XTtxmnlWMfshS98odiwYcNhf3qTiOu64l3vepe44447xA033CB+7dd+TczOzp6JXTotHM+59ulPf1q84AUvENdee614xSteIR588MFln/WRj3xEPPOZzxQ333yzuPfee4XruqdrN04rxzNmX/3qV8Udd9yx4uc0m03xjne8Q9x+++1i06ZN4q1vfatoNpunevPPCg4VINS8dmwcbdzU3LYyT3auqXnt3OVoc7Hi7ODQ629iYkL84i/+orj22mvFi1/8YvH9739/2eu//e1vixe84AXi+uuvF7/0S78kJicnlz2vrsdTz0c+8pEVf0s2bNgghFDH8Fxhfn5evOUtbxE33XSTuOOOO8T/+T//JxWs1DE8t1gqdglxcvfIYRiKP//zPxe33HKLuP3228V73/veFRfkFWc/mhBJfp9CoVAoFAqFQqFQKBQKhUJxjqMMGxQKhUKhUCgUCoVCoVAoFOcNSuxSKBQKhUKhUCgUCoVCoVCcNyixS6FQKBQKhUKhUCgUCoVCcd6gxC6FQqFQKBQKhUKhUCgUCsV5gxK7FAqFQqFQKBQKhUKhUCgU5w1K7FIoFAqFQqFQKBQKhUKhUJw3KLFLoVAoFAqFQqFQKBQKhUJx3qDELoVCoVAoFAqFQqFQKBQKxXmDErsUCoVCoVAoFAqFQqFQKBTnDUrsUigUCoVCoVAoFAqFQqFQnDcosUuhUCgUCoVCoVAoFAqFQnHeoMQuhUKhUCgUCoVCoVAoFArFeYMSuxQKhUKhUCgUCoVCoVAoFOcNSuxSKBQKhUKhUCgUCoVCoVCcNyixS6FQnDW4rssHPvAB7r77bjZt2sTLX/5y/uM//uNMb5ZCoVAoFAqF4hhQ93IKheJswTzTG6BQKBQ9/uRP/oT777+f3/md32H9+vV885vf5Hd/93fRNI2f/umfPtObp1AoFAqFQqE4CupeTqFQnC1oQghxpjdCoVAo6vU6z3zmM/mzP/szfuZnfiZ9/Fd/9VdptVr8+7//+xncOoVCoVAoFArF0VD3cgqF4mxClTEqFIrTxn/8x3+wceNGPvOZz6SPfeYzn2Hjxo18/etf5+d+7ue48847l73n0ksvZWZm5nRvqkKhUCgUCoXiENS9nEKhOFdQmV0KheK08uY3v5nHHnuMr33taziOw4tf/GJ++qd/mvvuu++w10ZRxD333MPo6Cj//M//fAa2VqFQKBQKhUKxFHUvp1AozgWU2KVQKE4rCwsLvOhFL+KVr3wlMzMz7Nixgy996UuUy+XDXvvBD36QD3/4w/z93/89d9111xnYWoVCoVAoFArFUtS9nEKhOBdQBvUKheK0Mj4+zlvf+lb+9E//FCEEn/jEJ1a8OfrYxz7Ghz/8Yd70pjepmyOFQqFQKBSKswR1L6dQKM4FlGeXQqE47bzwhS/EMAwGBwe5/vrrlz0nhODd734373nPe3jta1/L2972tjO0lQqFQqFQKBSKlVD3cgqF4mxHiV0KheK08+53v5vh4WGEELz//e9PH4/jmLe//e18/OMf59d//dd55zvfeQa3UqFQKBQKhUKxEupeTqFQnO2oMkaFQnFa+f73v88XvvAFPvjBD9JqtfjjP/5j7rnnHjZt2sS73/1uvvjFL/KOd7yDN7zhDWd6UxUKhUKhUCgUh6Du5RQKxbmAMqhXKBSnDcdxuOeee7jkkkv42Mc+RhzHvOY1r8FxHP7yL/+Sl7/85TzrWc/it37rt5a9zzAMrrvuujO01QqFQqFQKBQKUPdyCoXi3EGJXQqF4rTxrne9i0996lN85Stf4eKLLwbgiSee4DWveQ1xHB/xfX19fTz88MOnazMVCoVCoVAoFCug7uUUCsW5ghK7FAqFQqFQKBQKhUKhUCgU5w3KoF6hUCgUCoVCoVAoFAqFQnHeoMQuhUKhUCgUCoVCoVAoFArFeYMSuxQKhUKhUCgUCoVCoVAoFOcNSuxSKBQKhUKhUCgUCoVCoVCcNyixS6FQKBQKhUKhUCgUCoVCcd6gxC6FQqFQKBQKhUKhUCgUCsV5gxK7FAqFQqFQKBQKhUKhUCgU5w1K7FIoFAqFQqFQKBQKhUKhUJw3mMfz4oWFBYQQp2pbThlxHLOwsMD4+Di6rvS9Y0WN24mhxu3EUON2YqhxO37UmJ0Y58u4aZrG+Pj4md6MM8bc3Byapp3pzVCcAOfLNfh0Rh3Dcx91DM991DE89znWe7njEruEEOek2CWEII7jc3b7zxRq3E4MNW4nhhq3E0ON2/GjxuzEUON2fqCO3bmLugbPfdQxPPdRx/DcRx3Dpw9KylQoFAqFQqFQKBQKhUKhUJw3KLFLoVAoFAqFQqFQKBQKhUJx3nBcZYwKhULxdCQWgkbbp9H1aXYDunZAFAuiWKY+37RhmNGBHJYb0uoGrBrKYRpqLUGhUCgUinOJIIyxvZCBUvZMb4pC8bQjigWaBrrylTyjdOyAfNYgY577sYwSuxQKheIITC3a/Ot/TTC1aOMF8RFfd+GqIqMDObbsa/Kx/9jHfW+8nvGhPI/tabB7usOFq4pcPF5i9XBeGUMrFAqFQnGWsmOyjeNF3HbVyJnelHOOMIqJIkEua5zpTVGcozyys04hZ3Dd+sEzvSlPa7YfaJ83x0GJXQqFQpEQhDHfeGSescE8a0cKPLC1wtSijR8eWejqK5h8+QczPLyzzmh/jpffeQF9BTm1zlRsvvPYYvr+wXKGqy7q55pLB7nhskF1Q6hQKBQKxVmE40VnehPOWR7f2ySMhBIKFSdF7xrcOdVmqJxl1VD+DG/R05PzZS5UYpdCoXjaI4RA0zRMQ+OBbVX8IKbW9tE02LCuj0vXlFk9nKdcMDFNHc+PcbyQjh2y2HSZr7v8eHeDrhMC8KUfzLJ2pMDF40Ve+Zx19JcyOF7EzqkOWyZa/HBbjVxG58Yrhrjj2jGuvKj/DI+AQqFQKM4UQRhTbXmsGSmc6U1RKI6LMIqpND1WD+cJI9XV7nwkjGJ0XTvtpYWtbkDHDp82Yle15THUl8XQVQXIU4kSuxQKxdOaJ/Y1+fx/T/OrL7mc+x+eY67m0lcweeVzLuSOa0fpK2aO6XOEEDQ6PgcWbCYXLA4sWDy+r8n3t1QByGcNNl7Yx4tuX8Nwf55tEy0e3lkjCONU7AqjWHl9KRSKs5KFusN01eHmDcNnelPOO/bPdWl2A/qLGUoFdWt+RtGA80iz8fyIhYbLhauKp8RGYWrRptL0KORUpvr5yqO7Ggz1ZbliXd9p/V7T0Bjuf3p453XsgH2zXcYGc1y6pnymN+e8Qv2iKhSKpyVBGPPpb03ync2LjA3meN+/baPjhPzUbWt48TPWHneJoaZpDPfnGO7PsemKIUAKYM1uwL65Ljsn22w/0Gbz3iYAV6zr455nXsC16wcAmK7Y/PXndvHml17OJeqHTqFQnGUcWLDP9CactzwVK/m9DOXTzZ6ZDvW2f1jpmuWE56Rwt2ogx2LTO2Pj+VSzZ7aL5YSMDuQo5k2CMGbfXJfVw/mnxIS/16gnjs8jhVBxGI2Of9q/81RcfhPzXRwvYuOFp1e4ezJiIa+fo9mmPBU4XkTG1J5WC+tPnz1VKBSKhEbH5z3/up3vbF7kxssHaXR8shmDe3/hal75nAtP2ksrjGLaVoCmaQz1ZeUP60X93PfG6/nfb7qeZ107Sqsb8O/fmuTP/mkr//pfE3TsgAvHiqwalunaVlISqVAoFKea2apNcIpvso+HR3bWma0+fcS1vpLMID7RzlcLdYeHdtTPiOBQbx8eBC82XLZOtGh2jxwgO15ErS1FpbOJQt4knz1/wqNDxzcWglY3wD9K053j4VyVA10/4sHtNSxX3WudrQShYLHhPaWfudjw6NhP32P+xL4m2yZaR33NyczJUSyOOu+fCc6f2VyhUCiOgbmaw7s/tY2FhstdN6zisT1NLlld4t5fvPqEM6raVsCemU767w98Zif/71f2pP/+1o8XeHB7DYCxwTzbD7TZcGEf73z9NdyycZhvP7bIX39uFxeuKqJrGkEY8+5/3cbffn4XtdZT+0OvUCgUS7HckOmKw+SidaY3JSWKBdMV57R8166pNgfmz559PxE0TTurWsQ7vjQ2PloX49mqzd6Z7llXMVjOm6weKZwXWV0r0fPValvBU/q5Z9txfDJ64n4YnT0iv+JwzqZ57XzB9Y/xnD+BKXC26rBrqkPXeWrnl5Ph3MsvVigUihNk31yXv/7cLgxd4zk3jPH1h+a54fJBfvWey4/6g7pjss3OyTbVtkfbCujYAVlT5x2/eA0Af/GpbdTaHmuGC/QVTUxDY3yJoeYfvPaaZenY/8/PbCRj6gz353jNcy/mkV11xocKfPWBWb67eZEXPWMtz7lhFV/83jR/9IkneNmdF/CTN68+7eagCoXi/Mc05LzSf4g/4XTFJgzjs7asenLBIowF609y+wo5k6x5ZufWrKljGBphFJPNHH9wt2oof3aaOB8lQyCbSTKoBWdVelCj6zNXc1g1eBaO51NA2wpodn3KxaOHgNsmWowO5s7bcegrZk5718gwiglCofzNjhFD1xg5jz27FhuywdX1lw0ebao8p7A9mTUXPYVZxkIIoliccOmlErsUCsXTgp1Tbf76s7sYLGd41rWjfOF7M9y8YZg3vnh9OoHGQrB/tsvWiRb75yze8oorMA2dR3fV+e7jFYb7sgyUMpiGzr45i0rTZWwwz80bhpiruZimRssKqDXcZR4s7/v37fQXM2y4sI/rLh1kfPhgx61CzuD9b7mJKBbM1Rz+/kt7+PdvTXL9ZYPc+4vX8PnvTfGZb0+xeW+TN/z0ekb6c6d97BQKxdMP2w3PmtJGIQSVpsfoYC4V/ZtdH9ePT1rsioVAnAVqSxSJEw54Gh2fxabL5Rf0nRWdvI5lC9aOFlg9nEc/C7Z3KVlTJ5fRiYV4ShaYXD/CNM4ej5zd0x1qLY91q4pHfV3XCcll9ScXu86uw5diOSFbJ1pcc8nAit5xsRBEkcAwjt5l0PUj8idpbdFj13SHrh2edpHtXEXOzecvEytkFJ8Nl9PJjHlv+59K8W7/nEW15Z3wdaPELoVC8bSg1vJYNZTjJ28a55++PsH1lw3ypnsuw9A15moO33hkns17mrTtAE2Di1YVaVkBI/057nnmWlaPFLh4VZHLLuij0fH53hMVcsnK9Kvuuuiw7+uZTYZRzNhAjn1zXX68u8G/M8mqoRwvv/NCbtkou5qZho5pwCWry7zt56/in762nyf2Npmp2LzgltVceWE/X/z+NH/6j1v4xbsv4bYr1Y2SQqE4MRpdn3zGoJiXt4A9QavZDRhbEtg2u09tGcJczaGUN+kvHVuH26XU2z4T8xZBGHPBmAzSB8pZdPvkt9HzI8603tJNPBrD+MTExXrHo9UNEq+VM7MzbStgumpz2RLx8WjxjutHWG541mUOGYZ2MOvsKeDxvU2KeYNrLx086c8Ko5iOHTLUdwLZLslp0dN1zCc56Y87sDzLVImeb1Cz668odi02XCYXbFYP57lovLTiZ1SaLvvnLK66uP+YO3Mfje554BVleyH5jHFaRGohYKHucvERjs+5zpqRAgv101Oufy5TTexcWpaPoWuUC8d3LSqxS6FQnNcEYUzG1HnWtWOMDeX5wKd3sH5tmV+8+2KaHZ+RgRxhJHhoR53r1g+w6fIhrr50gGLOJI4FcSwwDJ2v/nCGm64YYtVQHl2HO68bIwhjKk0XXdcwkj+6rpE19bQs0jR0fuVFlwFywt6yv8mWfS0KiQHu1KLFfz9e4ZaNw1x+QR9DfTl++9VXsn+uy0e+tJt//eYk68aK/OEvXccn/u8+PvqVveyb7fLquy48a1aKFQrFucP+2S657MHgu7cCGx9hKTaM4uOaa4QQVFoeowMyCyuOBX4YM7UoDedPZHU2jHuLBwe38akKgASnvgPWk+EmHlcnqHXRV8xgORFTFZty3lwmWp4quk7AY7sbBFFMKZ+h1vbo2uFRfbqWMlt1aHT89Dw5W5DBlPmUbpPtRk/J5xyYt3hwe40Lx0vced3YCX1GL/NvsHx0waxjB2QzerqodzTiWPDYnga6pp11HTiPdBj7ihmyGf2o49BrFOT40VMidg2WMysuIuyZ6ZDPGqwbO3q23ZkmjgVb9rVYN1Zg7ejh2+oFEYb+1GYxnkhZ90rEsTgl3R2PlcWGy2A5+5Ttz0o0uz59xcwpye6dmO8yUMo+qdB+Ml6Hs1WHth1w5UX9Kz6/c1J6Ix/vPcTZNSMpFArFU8hi0+UDn97BLzz/Ei5cVeTvv7SHwVKGy9f28Ucff4JLVpe47apRGh2fmzcM0bICvv7wPF/8wQytro8XxMtScb+zucJ3NleO6btNQ6OQMyjkDPkDUc4w3J9jzUiBlz97HauTroszVYcfbKny7ccWGShluGnDELdsHOGyC8r8r9dfy99+fjd7Z7t845F53nTPZXz5+9N868cLqTimUCgUx0s5f/D2ryfMjx6hRLrrhMsCQiHEUW9oqy2PiTmLKBKsGSmwe6ZD6ySzxFb6tn1zXRCwfu3JlTH2FzOnJUuhbQVU2x4XrSqecDDYPUKX3lWDeVYN5nlwe40K3nGJXfW2R39Snt/D8yMe39fkmmThZyVmqg5TizbFvEkpn2F8OE8uo1PMG7SOwe+/mDNodBKx9ezRuujYIQt155iFh1jIIlhN03C8CF3nMIEo8xR5wvWExBPpujlTsfGCGE3TyGWN1KvvSGw/0MbQNW5OMtCPhIZGkJi81zsrZ1EdDy3Lp22FXPgkZZZPRtsJaFk+F4+v/DmlvMmNlw+d1HccL4WceVhjAC+I0o6mh55z2yZa6Lp2xOD/yXhkZ53Vw/k0G/ap4kjz/+Y9TQo5g+vWDx73Zz64vcYFo4Vlj2VMHV3TsJwQN4jQgOETsPKwvZAt+1pcuubMZIj5QczEvEWp4HHNJQPp4/WOx/FeyntnOpQKJquHl49VEMbsmurQX8qwYV3fU/6bttjwWGwceynhiZQxTleO3oG5990ty2dywebaYzzPlNilUCjOW4o5g4vGSwyWM/zVZ3bIEkXgaw/NAbBjssOOyQ4a0F/KkM8ajAxkWTWYo9OXpeuEXL9+kEJOpmzrGmkWl6b1/pY3nrGQhoxxLPCCGMcLcbwI24toWwET8xaP7m6kmQkZU2Pjhf1ce+kA9772auZrLg/vrPO9J6o8tKPOe379RsqFDG9+2RV8/eE5vv7QPI/tbuD6Ee/4hau5NCkVOdta/CoUirMdDfMUdrjq3eT2DGpPVugC0hv3MIp5cHuNK9b1YbshthudtNjl+tFRs1c6doDtRYwP5XlsT4O1o4UTKr3zw5hGx+fCFQLPjNHLBD5ygNLo+OyaalEyQ1av8Nxc3SGKYwxdflbLkqv8T+ZHtHu6w0A5w5UXHQzCegs9nh9TPEJsKZLj24tpijnzMGHsaAHPmtECa0YKRwzKXD/CD+ITKns9VnZPd9A0li0cLTZdYiF/148lYHx4R51yweTqSwZ4Yl8TTYNbl1gNjAxkKeVMrMQD66Ri0JN4r+1FeH6MEAIh5L5Fsfz/Q8VXkRy4YzKZPo5t6joB2ybaXHPpAKX8yiFoL3vjZMWuhZpLteml5dqHEsUC14vIZfUnFZ+fKtnA9aPDxI2MoVPKGyue50cSt4+VKBbMVB0Gy1liIU4oO00svYiTgai3fVYN5VfMIHK8489i7H3HbG15SZ809IetE630sdtOQOyKIkEYxTy6q85Q3+n3ve05jx3a+TM4xizYpdTaPrW2f5jY1aNtBTy8s35yvnBnWUnyoRyYt3D9GP8Yx0+JXQqF4rwjjGLCSLB/ziJr6rzrX7YdFJkyOhvW9bFhXR8XjBVZO1pgsJxlpmLzZ/+8lbtvWc1zblh1SrYrjgWLTZfJRZv9c1227m/xb9+cBOCytWWeec0oP/vci2jZAaYhDXL/9ye30l80ufXKYR7aUWeonGEguSnaNtHibz+/i1/4iRFWHxr9KBQKxYoIWlbAuqQKqufZ1bIDRgYODwSOt+yi12ms191xZCBLrXVyonwu2YZcUv7teBFjAzkWYu+kPhd6ixVHvrvffqANwPhQHj+I6TohqwZXfq3rR+yYbHP1xQPpuHXsgMlFm4FShiha+bvyyZgtNcK23JDpii2FPSfiiX1NchltxRv8esdb5gfUsQN2TnZYM1I4qmgQJ8HwTNVZJnb1l568U102Y1DImakQ0OxKXzWZhfLk8oDlhHSdkDUjKwdtWydaRJHgtqtGmKnY9JcyJ1VKZrkhUSRSUUEIweY9DUYGcsvErugQEe9Y6IkShZxxmJn5ZWv7mK5Y/OeDs1x9yQAbL+xDCEHbDhgsH1/gfTLmz207IGcaxEJmmkSRYPd0h7YVHHasj/fje9v1ZBVMvRK+Vjc4oth1MvQExaXi1ZG2qdp0ObAgz6uVMqce2lHD86On1L+t0Tl8HtR1DcPQ6djhYU0RysWTK6ftlaDP1hy8IDpu37gD8xb53MGxjCJBEMZsTTp1jp/iDrC983ywnGHDhSeW3bZ/rku947F6uHDWdTwcH86zUHefks9aSZgXQi7En2hZ4+lOuC3lDayjlHw/uL1GLqun+3OsGa5K7FIoFOcVlabL33x+NwsNlzgWZEyNMBLccNkAt2wc5varD/pc3P/wPPN1h7tvWcNF4yXe/LLLnxIT2SOh6xqrhwusHi5Ik/nnQrXp8ejuOj/YWuWT90+Qy+jcef0Y5YJJfzHDC29dwwPbZLaXpsmA9L5/2sKrnnMh9z88z61XjrBuRHVoVCgUx461JGPg0FgqjGJa3YD1a8p03eDwbB3ATspKVuoOe2hAUUiC/ycrfzwWglB+uOvLjK7xI6xur4TlhkzMdbnq4oE0MGh0fJ7Y32Ljuj44Rguk3FGy4nrZSEEYp2KXpsmMrXTPV7g/1zRpjN51ZEbwQCnDo7vr5DIGrh/xw60Vqi2PS9esLFz1FzO4fpwe114wUMw9eaBeLpiHldlFsUgy3o6c9VLMGwz3Z9Ps4nrbT0WUQwnCmP1zXS5ZXU7HZbbq0LICxodW7sg42p+j0pSBYE+QO5lsha37ZXZI7zOiWKS+m08VQiy/niYXLKYWLUYG8mialood1XbIdKvNxosGntQ7aykHr5+DmVfVpktfKZNep64f4QURA6WVP3dqQdaY1jv+YSV1B3fkmDcJOBho9z8FvlYnw9aJVtoMoFfy2XXCFQ2t+0oZdE16KQ2VM4wPF/CCCNOQwbQQ0LICxgafOrFrJeE/jGIabY/ZmkMxb3DJ6oOZqmEo0PXjOxg9wazW9jgwb3Hp2jIXriqekNBjeyG6vnz+13UY6stSXlKuunu6ky5ynAinUoOqND2EEPSXTCrNY//9iWPB3tkua0cLJy/MHmEH/TBHpRsQAAEAAElEQVTGPoFMuJUwkuqTpfrP1KLNfN1Nm2E9vLNOxw6eEv+5I3EyP/GlvInlRjy4vcamK4ZSi4WleH6cnnviGE9qJXYpFIrzggPzFv/3wVke3dUAYKQ/i+2FOF7MpisG+fWXXoEfxGkravmeLkEkuPsW+Rmbrji6N8WpYHQwxwtuXcPdt6xmctHmW48u8O0fL/KtRxd4xtWjvORZF/C8m8aZrzv8aFuN72+pIAR86r8OMNKf5e5bxtGCFpYT8p8PzfOyO9adUgNMhUJx/hAnApQQgr7kBnJi3qLe9inmZfn2SiJVteVRbXsril09/56WFaTZOJes1vnh1uoRS4qejF52Qy8LDU0GWLouM2eORBDGbNnfYuNFfUwuWFiu7ADYu9mfrdqUCgbF4/AZ6gUnthsSRPERRYUecSwzIlqJsNAbt6UZQIWskWbayO/IMl93yGdNro760yX21cMFtPBwgWJsMM9Y4tm1lCcrwyvkDJ5zw6rDyidrLY+JeYt1Y0ViIWhbAVcv8ZoBmT02U7HTIHf1SJ5SXvpUat3l3zNfd2l2A+odue+aBgPlDC0rkMF5soNdJ8D1Y0YHcly8usTFq0vY7qnpYNc7p0t5c1lTBQ0Zm55IZ0vXj2SzgQvkv+frsuOfaehEsUjFJT8UYBx/Y4TlUpcUSg4s2Fy6ppSKXY/vbQJw0XjxiKVOAEEYkc8aaXOEpRyP+KAd8R9Hxg2ePMB/cHuN6xIbiWOl64QcWLDYsK6fZ18/xsS8Rd8ROrcVcyaXXdAns9vskPFh6TlVyhtcc4oWPTPGwayUMIpxPGnoHiXZdp1DujWudGyOhu2GbNnf4qqL++naIZqukc/qzFYd/DBm/Zrycd0fBmF8WPaMrmmMDebSRQyQiwaNzsqfsXOqjRAc3XfsSCdccjE2u0E6t60keB+aEXfYfkTSWD8IYwaOIC5HsaDW9ugvSksTx4todHxmqza5jMEzrhk98vafII/tbjxpKd5cTXoj3nrl8FEXi3pZXEuptWXm85b9zXSIGx3/1IpdS7bneFkq/DledJjY1Tv22w60OB6U2KVQKM5pFhouX/zeNA/vrKelLmuG88zVXTQNxgay/NJPrUfTNL7x6AJf+t40f/FrNzLUl+UNL7rslHQtORE0TePi8RK//NPredmd6/ivR+b51mOLPLijxk/cuIqfvn0tL7tzHS+94wLaVsD/+eJu9s1Z/Mk/buXKdXlMs83WiTZ7Zjq85eUbTqnPiUKhOPcJo5j5msPkoo3jRenNcG8e7XWQa1nBYdknvZKwo9ETKSpNjz0zncRj6/iEi1gILCcknzWSDKCDpVBBKEsKL10t2JJk7Vx/2eCy9ze6PkEYs1h306Dt0DnfcaODItqh++CFqdjXu3mfrzmM9GdpWwGNrr9skaRXzuZ4UWrUrWnyO3uB696ZDt99bJHLLug7YqZSLqMThoJuKP3Cep5eowM52k0NP4h4fF+DKy/qp7+UodHxma7YRFGMYehsPdCSnpFueNTuWZqmpc1YLlrS3bInMBTzBjun2it2iTzUz+lInl3TFZvtB1rpOfTj3XJB6rarRlg9XJBel0mwuuNAm1jI/XQ8Wbo5W3NYe4RSx6eCjKnTdUIm5izMJefGQsNlpuI8aZB5LISRIAzjVPBciYd31LhovMSqo5WGabIhw+UXyOwf09BZO1pYsYnA5IK9TOxaum9BGLNzqsOlq0uHlV3CkQNVL4iYqzmsGsxTzJtMLdrMVG0Q8rNtNzxqdldvzqg2PdaveXKvPcsNDxO7/CDG9aMV73E6dkAYxoRRTDFvHibQLiWMYppdf5mPUqXpUjc0rrl0kHzWSC0jThTbDdk/1+XKiwcwdI2hviymoSOEYM9Ml7YVsGnDEH0Fk8En6XJ3LPSuyV6ptBAiFZIaHY/HrIBrLx045kWHaIUS7yAStJsujaSb+ZMx3JddMaus2fURgiPOT82uL7OQjiBW9qi3PfbMdLl2/QC2G5ExtcMWIKJYehAererNCyL2z3ZZv7ZMPmuwf14q9rNVBzTtmMWuo2UwH/poLqMfltl16HtnEtP2Q6X3xYa7bK7oZT2vhOvHaWf6ldgx2aZcMNMGCU9Fpt2TfYb0Dly+IHOyHnVHQi3/KxSKcxLPj/jMtyf5o48/zhP7mtx53RhRFFPMGczVXYo5QwYMEUzMybT9O64d5W0/fxWDZfnjebYIXYcy1Jfl1T9xEX/2xut55jWjfPPRBf5/H32cr/5wBj9Zmfp/XnMV110qb+R2zbpsmWgzNphjumLzF5/axuJTWJqhUCjOP3ZPd9g53cFLsix6RvKHBr+Njgw6lnK0m9KeMNOyAhYbLk/sa7JtorXs5vfQzzsSc1WH7Qfa2F5IKX9QTMlndMaHZCaRYElGzSEsneF7gU4vmHC8iH1zXfwwRlshJcVyZAevnkDR2/75hsuemS5rRgtsuLBvWeZDL9iMlkR3QkjD9zQAXWE/e9+Ry+oYhpYKjYd+7hP7m1huRMfpCYkuD++osXu6s8wYut0NaHT8J82g8YOYbz66cNhKeV9RenYNlrNUmt6yLlleUiaXyxqUCmY6rrW2x4M7aocZVB9JFG1bAdMVm0d21tmR+KLdcuVIKgBuT7bJcZd7ke2b7R7+YceB7cnP6wk6flJyuna0sEwEmKlKs+wjmbRHsWChsfLvbLW13Euud76vJCz1tiUW0hzfOoogrAFzdZcn9smxiWPBbNU56nt6p2I+a7A/Od+DKMbUNSot/+jZQ4dcFlEsaHT8NCMtiGLCUGAYsllP4QidO9NtWXL2Lzbd9Lvnag47JttHfW+PrROtI752dCDH6uEC+ZzB9x6v8J8Pzh5RyK61pcdcsxsgElE9jEQ6XpetLTN6Ao0o4lgwV3MQQjC5aMts0uR67dhBei319j2OpTiykv9QMW8cVayGnnDZptrylpWQCaTQVWn5SSMC+fjxCLdBKFhsLD+Xe9fNsWadeUGMs8Jrd0110kzWla6wXVMdDsxZxLEgn9W57aoRrrq4/7BxaiZzp+1G7J3psH3i8HMja+pkMjp9xZXPz1gINu9uEIRxeo0unYOPdcQm5rs8tKOe/ltmFjfT39hD97NlhdRaR/edTI9X8uY4KTF/bE+DOFmFCML4qL6TT0bbCqSo91RwjIO1c6rDwzvryx4bHVxZPI2imHrb48HttWXZy8e6y0rsUigU5xxP7Gvyx//wBPc/PM+d14/xtp+7ksf3Nhnqz7FqKM/oQBbXj/jVl1zOpWtLqanxYDnL5Rf0nfQq7eliqC/L615wKX/0y9dx1cX9fPH7M/zhx5/gwR01MqbGW165gZ+6bTVxDMN9GSw34paNI7h+xHs+tZ2pxWPo/65QKJ6W2G5EXyHDpiuG6StmUvH/0BXiiXmLPdNLalSe5AZzaUB7IPEHWpqF0ez6bD/QPqJQsJTRgRyXrS0Tx7BvritFJA1yGYOZqpP661x/2eCTtrs/GOzJv2WnL4EfxLSsgz46thvi+hFhEkj0mpvomgzob9kwxPq1JaYWbb7/RPWwG/ZDMQyNUt44apmNlwSDQRBjuSEtK0i/3w8j9CV36x0nIp+YZg+UM8RCZmINlDIYidCYzeoIBIauMTHXJQjjFUWbMIoZHcyRPWTFP4ximbnW8ehYMlumx67pDntnuxSzBv3FDI4fySyZjg+JZ9VSI+6LV5e4dE3pMNFrtuYwW5WiQNeR5txLs2xWDeXJZ3Uuu0AautfbHjsnZVDfa/ayZX/zaEO/Im4ixvXOB9sNyZg6Y4eMQ8bQiIWg1vLo2MFhAm21JT2ResfOCyIaXX/FrKhSXgqDYwOHCBcr+Ntt3d9a0ci89/Kl4p+mwZqRPKWCiR/EaVC9EtmMzqqhfNoBLp8z8I+hnHDZZ5g6l6wupx5GUSRkNqGucd36wTQTanLBYu/MEerakJ1Cn9jbTM25e2K160d4foQQ8nMP3R9Ztmkd1tWuR8bUKRWkqXvXCWi0fSrNlcWEgVKGwXKGvqIUbLdOtJiY77KYzEt7Zjs02sffWGO6YjO1aDO5YNNOzpnepV9pegRRjODgYqvnx3TsgK4TEkWybNAPYubrDpYTHvWYgswU3bq/hR9EaZZQT1wzTZ3VQzkuWV1KO3gfL2F8UEgxdA3T0OgvZhnqz7LYcI94LHr0upQfSn8pQ7l4ZO8lxwtp2wHVtkc2YxCEMdsPtJlcOPJ9bbXlrbjQq2tyOWPpFLzs90dI0XvzvibbJprsXCKmGoZ2RJHsUHrCYBDKc7fe8bHdiMUjnIO5jP6kYmZPPOodg5mqFIZrLS/93KmKbHo1Opg7akdfWJ5JNVdzUvF/KSdSgnjwzcf2spWSDdavKa+YTeklnYx7VI7h3mEpSuxSKBTnDEEY8y/3T/DXn9tFLmPw9p+/ilffdRH/54t78MOI33jFBhodn2rL5zXPvYhrL5VeXUfzdDkXWDNS4M0vu4K3//xV9BczfPQre3nPv21nasHm5Xeu46W3D9G0QgbKJrdsHMIPI/ww4l3/su2EggGFQnH+s3a0IDMaXFmq17vpXikbqNE99qBvafZKpemRMXUKWSO9B+55lLhLMoBsN2TnZPuwG+9c1mBkIEcuqydlD4IbLhvED2O2HWiya+pgQH20m/yD3x0xuWDh+iEzVUd2KzM1xpaU42zZ32LXVIes2euQePBWud72eWBbje89UeUrP5g5bFW+53uWW+KLE/RMiI9hjWVy0abR9hkdzBEmw+P6MUvfrGkaAjkWhq5z04YhrrlkgI1LPHGaSWCw2JAB0cM762zZ32Sh7rDnEBFioJQ9rHSu1vLYMdk+ZBVd8MS+JpYbYmjSTH+u5hDHUqRaM1pg/doyuYy+JLtLUGnKTLhDs52G+7MYhsae2S5dR2ZsffY7U+l3rhsrcv1lQ8l+uFRa3rIypNmqs2IG3P657ooBeK3tsXemk25Hr5yyv5jBcSM272nSsoKkU6JPuWBST7J/HtlZY9vE8uy3TO98Sw71/jmLestb8frpK2Wx3IhGd7n4cSi6rtFfypAxpUi5VDCaqzmHZVSGkWCu5uJ4MtNj854mAB0noHXINVtv+8uOQS+T86gcEri6fsTu6c5hmWRxLFhsuKl4Zhr6iiVTPdG00nBZbLjLGiMIIQ20pys2tbZPre0flsVXa/vYbshi08ULolRo7GE5IXtnOzITNLkWV/L8qiWC6SWry+QyBromPc4M/WC3U8+P6brLx6jW9p60A1xPVF5ouOn49Xyy9s52mZxfLtaEifgVx7Ice89MB9ePmFywcf3osHN8KQt1h6mqzarBPLmMkW5bbxsuHi8xPlxgYt5iy/4mU4sWzgrihudLU/C5qn2Y0DFTcdLzRtc1dE1D1w/6+j1ZpmXXCVf0ptPgqMJIr8QtiqTXXe96XX2UkualWaXbJlrpXBJGgskFi7Z1cN+XimaaJr9v1WCeth3SOsbMY5BZUQ9uryXltfK39Me75bXY+x3IH8F3zl9SWtgb9l5m4Hz9YKaV7YVsP9AmisUygXrpAkYUCwbLWYaPIJ41Oj6VpkshZ7B3pkOz6zO1aLNt/9H9rxYabtqE5FBmqzYPbq9Rb3tHbnZxBExDY6EhM1nTjtCWj65rZEw9vWbCREzPmDoXjRcZGcimizrHihK7FArFOcFiw+UvPrWN72xe5IW3ruF/vf4aLl1T5g8//ji1ts+FY8W0u9Md147y3E3jZ3qTn3Iuu6CPe197Nb/8U5dSaXj8+Se38s9fn2DD2jy/9coraHQC/ulr+9l0xTC3bBwmjAQf+uwuvvrAzJnedIVCcRbRK+VuOwH/9cg8HSfg6w/Pcv/DcxSyy28NM6aeZmYJIdi6v7W8XEYs93VZmsEURjGTC5a8cU9eE6wgRCw2XH68u47rRcuCrWpLli44Xsi+2S7Tizab9zSZWrRpWwFty6fakr6Nn//vqSfd72rLZ67u8L3Hq+w40CKMBLYTUWl5y0r5VirRiWNB1wmotT0m5lYO8HqdC5eOgaFrFHJGasK+kiHxUtNoL4hSI2vXj9gx2T4sQN1+oM10xcZNxmX/fJfPfGsy7Sx4aICsazJ4P7BgU2/L7KMgjJmrOeyf6x6WZVcuZsiY+jLh0nYjuk7ITMUhTDoZNrs+cSxz+XRNk8eo4tC2glRwqiSBcj6rp+MaxTGlvMnNG4bJmjq2GzFUzpLLGnQcGTz2gsjpikW17dNoe+n7NQ1G+nMcmhyw2HCpND3maoev/PcEwEOFMF3X0nMyjGIuGCtSaXg4XszFq0tomsb+OYv9c91UXOnYAVZvjA8J2C0notp00+M82JdlfDAPQhyxfLf3EbWWx5UX9VMuZPjhtipblwhsszWHVtfHDWJma04qiqwdLSwTVwEW6+4yYattB1LcDWMyGXkmHqm8rzcmjY7sELgUQ9fluawd7GbqBtIja7buUE06DRZyRio29ai3PXZOdWSpZnI+SyE3yXgKY6Kol80Yyz/JGC42XeaSbWnbAZMLFp/7zhSP7FqeVdl1QhCsKEjV2h6zVVlCuHe2y765rvTo6nhMV5xUGMlnjTS4X3qtdp2AvTPdNFt1JTbvbTBTsdPPtb2QC0YLaRZLLyMuDCL2z3Vpdv3UG0wgs17r7YPliEfT1YIwZrHpMVCU4kazG/DEvibTVRvbjQgjuZAxuWDT6PjUO7Jb6kpZg00rwHJDfrynedi1E4YxnV4ptxD4Ycye6Q6TC3IswxXKlCtNlwe31wgj2SG2t/9LPRtbVkDL8o9q0L7ScTxSKXBvTHpZbUuF4V6W7NGKOgSCVseX2YZLvjaKBF5yjoPscLj0Ou59T8vyeXRXg32J2O76Bw3Ws4lPm5v4EPbOr2bHXyZo227Izqk2jY6f7kfvWg3CGM+PiITM/PPDWC4iCcFIf5Zq0+NrD87SsgLsZAFrKW07oK94sPNuL4PxSKMfRTET8xa7pzrLFpWWMp2UPu6Z6bJjsk2l6bJrukO0ksnjIWydaNG1Ax7f20yFzJ2THRodn01XDKVNAr6/pcJiw+Wi8RKrhwtctraPrCnH89AFlCOhxC6FQnHWs3V/kz/7563UOz6/+coNvOI56wgjwb9+c4JmN6CYM3jhbWv4xP/dx2UXlPnFuy85Z0oVjxdd03jWtWPc98breeFta/jR9hof+vI8k4s2v/eaKzENnR/vanDD5UO85eVXoGvwxe/N8Hdf2v2k6fAKheLpgUAGf4am4fgRtZbP5Lydds4SQuAFEVEUk0uC45YlTdAtL0QI0hv5marDo0tK+ZYKRR07TErUDq5c9zIBolgKYXGyEj5fdw/LIOtlTjU6AfWOzxP7W2npTMY0cPyIH26pMlu1V/SGOtSLK4qlxxCINGvDMKSQsFB3qTRdHC+kYwfpfOklwVhP0Fsa3A0f0o1ypVLBWAg6dpgGAPN1FzeQQpObBP29sfT8iCgSbNnXJAil8BfHgtmas0xTKRdMMqaOmdFpdgNqLWm03Qtki0/Swe7AvMWPdzdw/Ig4FjQ7y0WYUt7kyov6CSMhSyh16RdWbXppAKvrGpqmpePeC55qbY9K02Wh4SKE/KxsIpguNjzWjORBwEPbaxyY70rj7v4sCw0XZ0kTg15WspcIIo2u7P7Y+2mfrto8sb+ZihRTi3bq83Xoz3+t7WEYGq4fpx3KgNTvrZiT5sx9SSe2vlIGU5fm0PXk9fN1l4d31dm8t8G3frzAD7ZU8IKDzQ0Oet/57Jhs89geGcANljKpmFbImThehOMtDwZ7m5vN6Dyyq06z61PImcvOtUzii9Xq+nh+RL3ts2uqvaJnV6lgkl0iWjc7fipYBE/S/Q3kfUa97S8rmewF+0KIZaXKcFDk7WVRLTZc9s/KALgnZvREgY4VpMe03j5ysJoxNExD5xuPzLF5T4OpRRuELM3t6ZWHVluNDGRZM1qglDdTIa13fPbOSCEW4PILytRb8jg12j4LdScp0dPR9J55utxLL4hYaHjptb00Syk+ROjfNdVh35w0nq+1/LSJhfQ682RpZdfnO49XmJiXYpeWlEd3nZA1IwVaVsC+2Q4Xrioy0p89Ygndj3c3cLyIastjctFioeGQNQ08L2KuLkXs+ZrD43vl3KwBYSzQNOnzduhc5foRXUcKiStlRnadgC0TrXR/9850UqH7UHoiae+aqLd9ml2fLftby475dMXhgW3VVNRa+llLxZr+ksnlF8hOktUjlAT23t/oHu5DlzWlJ18v87bSdNNzQX6X/BPDYRmJmq4RhDGP7pLn4LaJFtsPHCxzzGd1/GThAOS1dmDBZqZy8DcpTHy2Jhdltl5PLA7jOM1S8gP5fBQLBkqZNNNaCqA+11wywJb9LdrdQJb7BjGmoTNXc9g52ZHfL6DScplvuIc1w4hjQbXl4wdym54sRmonzR7cIGK4P0sYxVSb3rLjcmjnxVzGSMfYehKz+Z5guNK51jsHn9jXZO+MXIyptjx+tK3Kg9trbD/QYrbupL6KT4YSuxQKxVnNtx9b4K8/t4uxwRzvfN01XHVxP+/9t+386T88wXceq/DCW1fzx2+4jk994wClgsmbX3pFeuN1PlPIGbzyORfyh6+/hkvHc3zuu9P8/Vf28LI717FmJM+HP7+bbQdaDPdlWDWY49FdDbbsO752vQqF4tQhhOB973sfz3jGM7jtttt4z3vekxrOrsSf/dmfsXHjxmV/PvnJT57Qd7e6AY4XEcUCx5Ud1vI5g5G+HLW2n2YF9JcyCCGzBlxPZvb0AveeoNJo+zhLhHRvaTCtSZPl/mImvTHuBb8zVYf5uku16VHIGQz3Zag0vRWzqjw/opCTolvHDqi1fXIZnf5SlsWmi65pXLy6dNj7oNf1aUnmma5hGDpDZelvoqFhuyFzVZs90x22H2gnJVZJCUqyet5jbDCXBiJdJzjsu0CKK60kYM4YOkPlTJrpoutaklkV8cD2WlKOqGEsKcNsdn10XUegMVt18JJuWiCFnEvXlGWnvWSzinmDcuGg79pgX5aR/hzFvDxGhwaktUQU6wWZ48PLRTs/kIHGYsOl3vEhJj1OciMgaxrLMopcP2Lz3ga6Jj+z10zg4vESQog0w2vrRIsfba8x33CZr7tEcYyuyeydrhOm71s7WqC/lGH92vKyLKReYDox201L8RbqLt97fDHt1Ol40TIRYu9MlygStCyfqUUn6f4oRZmWFWAaGoPljCyFFXD1JQPUuz6WGy7LhFlsyC50jY4USjYnghawrJyr54vjeCET8xaOHzFQzjIymGPL/iYzNX/ZcekJHpmMThQJ5msOrhctu5ZcP6ZjH8z2kMcPVg/nyZk6I/1ZrkxKWQ8VgY6UxXWkJj0Hhd2Y+x+eY65m8+iuBtWWy9qRIjnToN72mK5YUvzRevsh/9451WbzvobM8FsypwmkEHflRQNcsqaUGsDHcXyYYOeHMbNVm0pDlg7eslF2PV03VmTtSJ6+UgZdhwe31w56VBk6xZzJQzvqaTlpT9S5cFUx9X2LYsGBRYvFpothSCG2bUkRoW0F7J09WHY7XbGZrzsHPf+WbOMjO+tsXVIG5voR3eQYZTOyFMt2pTD5o22yFNbxIubrDgOlDBeMFgjCmFZXZuOEkaBth3QdKUI7fpSKdkei64T4ieja7HiUCiYiFmlJ39WXDrLpiiH6ihlqLY+uEzJdsZle7GVmxVRbHnM1hwMLNrW2t0zQ651Ke2a6bN7dwHGkxx0azNeP5PlEclxhfDjP2GCOYs7kwlXFdB4cKGeIY8FMxV4xE3Mpc1WHbQfaOG5IpXXk1+azBpp2uNCia9qybNv5usPkorVM8IuTufpQo3cRizSjc7piLRPrZio2j+yu07F85moOpqkfrIkEusk5XW3K7vCuL7sY935DXU9mM8rFpZiMoXHJ6nKyYCC/p2UFxLFIsyEF8itKOQPLC5muOOlCSqXpYTkha4bzlAuHi6Sef+TOw4cyW3NpW0GSRSXn56mKxd6ZI5eteoFsntJoB3xn8+KK3xUlWcG9o7FUdBtJPA3n626andxNGkcsLcuOYnFUofxQjs1xTaFQKE4zsRB89jtT3P/wPDdcNsgbX3xZmr48NpBjYs7iRbev5Z5nreUDn9lJxwmlp9VJtoo+11g1lOfn7xql7hb4zHem+fh/7OPqi/u5eeMw3/rxIhetKvKmey4jjmVnoM99d4pnXTu6rCW5QqE4/XziE5/gK1/5Cn/zN39DGIa87W1vY2RkhDe+8Y0rvn7v3r383u/9Hq94xSvSx8rl4zcd1nWNtaOFtCuYF0aYmo6uycA5CGXno64TkjF0ygUTgSCK5Q359KLNZWv7aFmypO+/Hp2nXDC5deMIfhAvM5g1NFlCd8FoIV1p7jgBfUUZXHYch4FyBk2Dejeg1vKO6AETxdC1fRkgC5n1lTHlqrqmc8RFjskFG8PQUg8ukMFCT1wa7s9h6tKIf/+89LRZug+uHzJfc7hinfR+1DWNekd6lIwkAWUQxpiGlgZP04s233lskasv7eeS8TJNK2CkPwsEDJYyzHkhbiAzpGw3opg3D89ME4KOExCGAjMpPVk1mCcTS3+retvDDyMuW9vHmpECthsxucOiv+kyNpinXDTJZXRmKjYDpSxoUmjYcaDFmpECpqEzMpDj2TeMsXakmAp13318kTiWGVmarjFUzmJ7EevXynOt68p9aNs+LStIG8DksgamoTNVcZNxkoHZYtMliEQqcvaCuGLWIJc18H2ZMdB1Qhpdj+mKzlUXD8iuelljmW/YUkYHc1RbMtPs0V11BDIICiMpkmRMGTguRdc1TFOj0jzo/+X6EbYXsm2izeUXlNkz06FtBWze26RcNBkoynMhm9HpK2bSQL6vaKLrGo4XUcgZywSmjKnj+RGzVVnyudh0aXVl9t340OEdxyw34MCCRV/BZGwwT6XlUWt7h/nvLP0OIeQ1OV93+Y9dNcaHC7zw1jVEcZxmx22daDGZNKrpBdQ9CnmTvlJmWQltj7RhQiRYrLts06CvmCWKBPvmupiGRtuWGVrZrBToEAezOi0nJEhKrfbPdrnqkgG2T7bTjoe2F1JpQscJuWR1iVpbCovFnIEfxgxldBrLsspEKqo4XkS5kGHjRf1p5ueW/U1KBZOOLTvArltVpJA1ZPlowpqRAlOLNi0rYL7hYOoauWKGS1ZLMTZj6tQ6UqC2nVAG5ZE47LrsBedBJM81x5M+ZpddUKbR8YlC6X/YsoK02UcxZ7B6RHb7LBVM+guZRMiK2D7ZSq+9StMll9EZG8gxU5WC50qdYpcy0p8lY2p07JBsRsc09aTs12egLDMVd0y202MqhViRipC1ts9s1SYWglLe4OLVpbQBxrL9Tv72o5ixoRxC5JirOnSs8DBhpdr0QIPH9zXRkI1Ggkh2Pe3N0+2uTxBKP6aVBLOlzCeNDPqKGW5KRM8efhAzXbG5eHWJvqJJGGYp5ZdvfxgJpis2Q31ZhvtzqZASxXJR59HdDWw3olwwECsMdyzkIsfiIeXeO6flXDFUltdGf8FkoJxJP3/vTCcVx4s5g2YnIE4WN+ZqDoahkdfl2GmaXCh6fG+Dkf4c1102CMAFo0X2zsoukxsu7GPnZAvbi3D8iK37mpTymVScjIXAciPWjJgYSUba/jmLC8aKaEuEbT+MmVqwyOcMKdAhyxZ3T3e4dI1cNNI16RW2Z7rNzqk2/UWZlbp/rsvlyW+hPJNk9lsxZ5DNSH/OqYpNM9nvQ/0gt+xvUmlKMS+X0Q+Z1ORfC3UnzWiMYznP5bI6uYxGLmskv/vRsXrhq8wuhUJx9hELwb/cP8H9D8/zkzeP8+svvZyvPTjHzskWHTvgBbeu4aqL+3nBrav51/86wO7pDm/46fVcNL7yyv7TgasvGeCdr7+Gn3veRUzMWzy6u8F16weptj3+9z9vZetEi09/a5KvPzzHn/zDE3zy/v1P2kVHoVCcOv7pn/6J3/qt3+KWW27hGc94Bm9961v5l3/5lyO+fu/evVx99dWMjY2lfwqF4xetpytOmqFjuRGuF9N1Q7puyBP75Y30fEP66hiGlmZcWG4kvaOW15oQRjH1ts8Pt1bZsaSLVaXpJl4wETsn20lJUMzEnDSINw0NEQvalg9oDJezlAvmsm5RPTRNBjVW4hsFUqzqOkHShSxk11R7mUGxfCNp0LoUuVIcMDaYx/ZCXF+aRM9WHWwvwkzEir0znbTcJRVrWm5qxtu2Avww5qsPzPLQjirfeWwRP4hx/Ihm12fPdIcDCxYDpYzsHGlolAsmtZbHgTnrML+zHvmcgaZr5DMGY4M5+gpScJmuOmiaNA2utDxqLZ+9s112T7XZP9dNM1OCKGZy3qLrhNTbPn4og/JizpCiYTKGjhvy35sr/Nej83z+e9N89/FFokikpX59BVMa0usaE/MWtbaPl+xfbzxETHpOtLo+tSTzwk2er7U8hDhY4tYL7Af7slx/2SC6Ls3un3/LasqFTBr4tiyfB7fXmJjvkjX1Zf5cVnIeapo09bfckGbXx/UPmmGvVEYTxwIdbVlwLv14xDIT6EpTZnxFkSzTqrY8/OCgiFTImeQzBpWmx3TFZiI5liRDMVu12THVouOELNbd1N/IOoLZeKsbYDshU4s268YKy8zGexRyBn1Fk1xWJxZyv8MkI8rxI/bNdvncd6aYmDvoKTW1YNFo+8QCFpouM1U7zSrx/IhwiS9WD9sLeXxvEy+QvkOFvEk+K8crY0rPro4js6AEsixSZk9K8WopMxWb+YZL15YZLXEsMHRZ1gbgeTLAbidj3egEiYC6XKyYrzlsm2jTtgN2T7fZfqDFfM1h3aoiIM/nRsdPr38hZLaY6yelk3bA9gMt9s12ZAOCrrxug6ScuNHxqbU8wjBeZmI+U7HTDoe9Tp2jSTOLHVMyEwqkd1kvo0sgcIMoyfKS84SeCA/lgkkha2B5UgjdPd2h2vTIZY1kmwWmaaRzYCxkNtFczcEPZbbioV5MfcUMg+UssRDyfFy001LTOBZpNlmaGZrIVr2P6XmMNToBmgZ9hcxhc1K4pFzRD2JmK7JTpGlqDPdnk88Ty0S7KBED/SBOmjzU+eYjCyzUHfwgZufUwWYR+2a7h53vsnEKyb7H6IkoljtEiKu0XLxk3jN0jWrL58Edy73cesKeYUiRqbcooWsa33x0gb0zXTp2yGJTdn6UnXrl+R8nQujaQ4zx41hQabj4fkwhZ3L1JQMsND32zlrLfiKrLZeJeYtq26OvmCEI47RbqR/K39Q4lt1sm10f25MNGHoidccOKORMBEi/LU2TTQ2SjOulnYRBZp/uTQT7rhMSx9IrUAMuWV2iXDBx/IiOEyzLvHITPzfbPeibaSfnTRTF6dy19Pe5J/w6yW+EF8TsnGrTsQIG+7KHeU3absi2/a1UvOw44bLMxVoyL4wPF2h0/HSBzNA11owU8AKZsWgeISP1SKjMLoVCcVYRxYJ//vp+HthW455nruUlz7qArhPyvScqfOexBcaH8/z+z1/Nb71qI//5o1n++/EKL37G2jTF/emMaeg876bV3HrlCF/+wQzf3bxILmMw0p/lM9+eYt1ogVc8ex31ts9XH5jlwLzFb75y49MuG06hONMsLCwwNzfHrbfemj528803MzMzw+LiIqtWrVr2+m63y8LCApdccslJf7fthuyelt5cfhAhEGhoiT9UzIWjeX60rSID/bVlGcTEAtsNMHQZzG3Z38DzY/bPdTAMDcMAywnQNUHH9hFCZjqtHsqxxw6IgDCKmEm8YqQoJhjuy9HsSpP5GFmfNljOJAKYDFiFiBFxr8OfSB9bPZRny0QTXdPIZDSqLZfH99a5ecMwUSyD75mKxUXjBUb7MtiJ+b0QMXEUE8cxC3WbWEDW0IiFwA8jClmdUl4nimMEsvvVwGieruMngQnJdsAFYwWiKMJ2A7bsc8nnDJpdD9OQ49SxAvbMSMPetSMFwjBa5p1ouTLQqbWDdMzCKCZrasiKOpEeF6HrTC9YjBZMhvpybN7bpC+vYepZam2PKJalIVlTp20FOG5Io+0hEExXZOBULhjMVi1K+T6EiNk310UkHRMBGh1YM5ynv1giiuO0y1a5YFLveBS7Mnur3fUZKGcp5GRWjwy0HQSyPNM0NPwgpGt7CCH3qWX5GJpIS9m6js++mY4MsIsmI/1ZBssZuk6IEDG7ptpkTZ1m15dil6FJgVTEbNnbYO+c7ApYckMypia787UiVg3m0DUd2wtpdb0kGytGS4TP+brDxFxHnlfJ+VTI9jIMYqKI9Fz0wwjXC+VxQDYoeOY1I9z/8Dz1jpeeHwKTMI4JohhDlx5DrW5I1w3woxhigdChmNPToD6OBZv31Fm/pkSjE5DLatQ6AT/csshCw0986bS0xC8IZeBpuxFRJiaT0di6z6GYN8mZOi07ZLZms25Vkb4kc6je8Wh0fAZKMshGyMXEIIoJw4iOHZDP6uydbqciYX/JJBaCtSM5ml0dywmoaIKh/hyP7q6xbqyUChthJEuvhBC0uh71tkcwXqDn6hXF8cHzNxnvhbosVx0sZ+g4PvM1O/UA03XBYClDLqOljwVhnFwHMmNPCClQLjQcdF0GwrommFq0uHi8SH/RIGvCjkkLyw1ZN1rA9WWGylzdoZgz2T3TwTAgnzHQdLCShJ0girG9MBWVxofyOH5IHEeJh15MtekwU0lEtVhuF5D474nEoy9I5g95vtZasszW9mSZ7nB/lkbXp9KSwvFwX4Ygilg9XJTZTzpcPN7LRNP4zmMLNLo+w31ZLlldYrCcRQh5vjXaAW0roFQ0sbyQthVwYbaYCl6OJ7e7mDdYNZijmNPpOgFxLOfAHZMtJuYtOd/HMU/sa6BpgnVjRcoFWYJe7/i0LJ9cJkfLipK5UoqJQSB9BvfPdxnpzzFYziAQZEyZUSN02d10thKiG9Dseulrev9VWy6NrkfW0CnkTFYN5WhZfuKJFqNrBheukl0l52o240uyhUQscIOQbRNN6WHW9vCCiFxGCiJTiQ/W6uE8pqlJPzZE6szetgJaHZ/RoRyGDsPlDB3bJwhi2k5Is+MTxoLH9tQTjzJ5zC3HZ77uMFTO4vohiw3Z3Rchj3lPlKo0ZRmubDzgs3Y0x+Y9FjNVOympl9ekm/wWC5F08HXkb8PEgoXlBPzkTav4/hMVWl2ZzVpre/SXTNqWTy6bT8fSD+T18vDOWir6Om6QekSuGsxTyOoM9cmy9yCQglM+a3DZ2hL5rJxzwqS8Mhay5NRywnS+i2MpgMmyzJiZqsNi0+WFt66mlDeYqTp4YcR0xebCRJAGeGJfQ56Tbkgxb2I1HSoth76ikc4RIDP5sqZOo+uTzWg4Xsz0okW15TFYzuKHMcWcmb7+yVBil0KhOGuIY8E//Od+HtpR5xXPXsfdt6wGZNq6hlwVHRnIoWkaP9xa5XP/Pc3tV43wkjsuOLMbfpbRV8zwC8+/hOduGuf/+84kT+xr0V80qXV8Pnn/BC+4ZTXDfVkOLNjc909P8Buv3MjFT+OsOIXidFOpVACWiVqjo6MAzM/PHyZ27d27F03T+Lu/+zu++93vMjg4yBve8IZlJY3HiuM47JqwuWQ8h+d6+ImPSC6joYuQ6fkKluMRhoJavUksoOvEeF5EGEGl5uP4MW4g8H0XEQncACbnmlKMCCy8QHrP1DshGjEZXcO1HaIwQAhotGwZ0IY+cxX53UEE8xWf4aJHsylXdC1LY2Le45LxLF3bJY4F5ZygYOgEIkYnxvVkgDFU0Gg2W/xgcwfHi1k1mGGxGTBV8bhwLEMuY9DtenS6Fv1Fg3rTx/akoGDnDTqdEN+PiQJw7S4TUwG2ZRP6EcLX2HPAYb5qc+FojjiC+UbA1FyTeDSLbcmyxDjU0WNDdmA0ZGaHiAP2hQ4j+RJ9Gdhbs4jjAB3odC0WFhdpdEMOLLh03JhSTqfedGl0Q7pOTCWKpGl6wSA0NGyvhBe0CXyfSiMiCj1WDZjosfwux7GIQg3XF5i42EuMihcrIYHvM73QxBR5bC/CXpLJEoc6ldjFC2PKeYNq06bRCenaGllTx/dkNtWu2OO6i4s4jkfbDpmdj7H8mG7Xo2hmWew4ZExod7r0F02aVki1FeK5TlL+JdgxYeO7Fp1uiBYZ/ODHE+yZkr9VzWYLPxSMD5pkdZ9ONybwQlrtLs2c9LCxbRffj6g2ZIZJz3h514E6gyWTdkdnYbHOTZeXaTZtHMfH83wyGByYqWDoOr7nU8jqLC4uIAKXliWDp3JGoBHhez61wCcIBCLSsK2YL35nH34oiKOQMBSIWGO+6tNfMGh0Q4p5HT8Q8m8vwtCgnA2koXRs0E6yF9rtNh0nYo9v4QQx0wuuzMCqxTS6IZYbMVQSzM/P88SETcsOma8HNNoBa4Yy9GU0pjsurqvhhTFBKAg1sC1YrMn9yGU1unZIHHmYWoRAo91xsLyYobJJ3sgxaVs8sTtktN9ksRkQC7hgLMPkok+9E+IHgkJO57I1OVxfsKoc4lohHTtiruIx0m9SbwR0ugGeG9JqtbEtH9+LsQho6x6LiwHdjo3tRMRRiIhj6s0uGVNjp2Wn51/XjfGCmFLGx7akoFTrhBRzOs1mi2Y3wA9kqWCt0aVk+gz1mVjdANsKaDZlxqgDuI6D7wsWFqvMNwN2TkvfpPlaE8sOKBUM9EzM7KLDcF8Gx4twnYDAFwSeRbMbJWb1EdVGl9Cz6S8abF0MU0F8senRbMqxPhB1sR2PrhPRl4+JYogDjfnFgEoVml1XzlVxREYLMfUYTYDr+sws1HAdn44lyOg6Oc0np9ksNH2m5jwMA6rNkHbHYTAf0mzKUrSFhry2/TAmCk3abQ9N16jWu8RCYBIw1GdSMm32tmymqj6XjQua3ZjYNygbFiJ0iUJZcmm7gr1TERcNR5hRG6vjo8U+i3WHRickp0fEArxEOAXYO1lhsGySIcJzA5qhjm15tAx5nrt+zGIzoNaNMHW4dFSjoFmEvoPtBEwl16Cmge3F5LM6Wa2AbXsEQchYX4Y4jKg3ImzLZ++BOebmDUb7pceeZ1t0uy4FQ5bIGlpEp90m9mUG2N5pKfTXm110XQqcvpd45gn5e+gFIZYVYzkR2yd8uk5MX15H1zRsR4rpzaY057ctn2ot5HuNJp7n0dVC5hY86hmNrCGzjhw76RxqBoSBNHrP6BpBJFiotJhtBFhOxEBRbuPCwgKO5dKXjSkXNCYrHgdin/l5aHcsdE1j/+QcizUbz/MJ/IhQg2ZbZi3nDR/bCvA92QymLxvgu1LEWqh7mLqG50W0CdHxZWl8rNGx5EKL7cWsGckwPeswUDIIwphqwyJjwEAhwk4ytP1AUG20mZ/X2DPr8sDODsPlnhclHJiap9a08P0QYp1Wq8X8vPx9iWPB/ukOXTtECA03lP523a5GsxkxOeWxb7qL5cjrvlwwQAhEGBJHMbOVUGZ1aSFeENNXMOi0j63plhK7FArFWYEQgq8+3OSRPRaves6F/OTN4/zdl/YwUMzw2J6GLKUwNJ63aTVb9zf5x6/t56qL+/mln7p0mfGk4iBrRgr85is3sv1Ai898e4rpik1/KcPXHppPU/J7HgEXjhVXLB9SKBQnhuu6LCwsrPicbcsAL5s96MnT+3/fP7w1/L59+9A0jfXr1/Pa176Whx56iHe+852Uy2Xuvvvu49qufKHAhasKrB0uULWaaLqPgcCNBIP5HE5UIKaLaWr09fVTa3sIPaJUlPNFvePjR2CaGkFsEooYP46odmXQNz6aZfVwntlmi0jTKeSlt0exaLIuJ82Y0WQ5RCZnIvSYTFbH7gTEeoGmlydfzJPP6jQ6PvmCjp4pkM26OG7EmrF+tGyW+YaFYZisGjbx/JhSKc/goPQSyRWg3JfFCl06MwFWkGdgoIAwWuQyBk4ocKOITDZDuWiybrSAFXTo+h4C6PpZPFHEjXxaTsy+quC6S/spFQWhliGf00CPcCODWMtTLMXonjTnvfiCfmmk79t4cUA2l0HoBsW+YSotH6GHFAsahq5xwaoyq1aNIkyXJ6YWsf0IMyOzciIB2ayg1YrJZk3yhVzSwh7cOE+s2bihSa5Q4rbrxnlsT5O5VhUnNOn6gtGBPP39WbqBQzFnJGKIwdCgRj6jo2fyTMy0WDdWJo6FLH+MdazQIIoFawdKDDY1YuETipisqaMhjdTXjPUxMFRG6C65nI6RLTCUh0YXFtsxkUjMzw2TXJzFyJhkcz5rxvqotqRANthvEGsZ8oWIXCHDZCMk1gw0I4PQC6wazXLD5UNM1mcJYg/Ncsjk8gwO9kvfm/kQdI3VYyVZVqrL88/MGuTyORY7Hp4f86I7VzPVrFGzu5RLOtetH0x8yEKyuYB83kRkBgg1jWxBo5A1WGx6oDtksllMQ8MNffwY+vqKRDE4LY91q3LM1FzC2EQzoFjKYwUexYKJHwcU8lmcQHb1HB4akD42rmBsIEfXaXLx2mE0M6SvaDJ7oE3X0+grZFg1UsKNbLwoIJsrsHq13P66bTE+ksMJbYyMSWzkiTUfL9IIhUasyayoYilPx09KSUMo5A1KBRPLd7HdGBFrmBkd3cxwzeXjTC7YBHiU+nK4dVnGOdg/yIFKA93QEFHI+EgZ3cwQeAFtL0ehVMAKPXI5gWFmaLrgiwy5vMng4ABN18LIRlSaHv19eTzKRHpEsQRt1wE9IhAmQ8XcMi+hlutiZmBwcAA3dmUjAdtBN+XnzjRaxAQUCwb5QoGBwT7QoK8/pu3bVLsxmYzOBaMFCkVBpIWsWbOK/bUKuVzM6GAOP4iJRIxuZDAzGfxYkMnladguAQIzI4j1PIWCbKqgmzrEMDDQL0Xn2Jcee36XXKHA4KBcKGw5IX7YRTdAaFn6ytI3KdQMYg1GB2LadsDakQKmqWMFUhAxDR07zBHrAbZvkM8a5Aol6g5k81lCIsr5DBgO2awcB5DlhCGyBNL1ZYZdvlCg2ZWZkUJAsZQhRGPrtJDb2m+iZ/sZGJAd/1av7ie3KyAioFQ0KOUN1q8ps+HS1WQzOjPtOkJ3iAkIienrKxCGgmziwef6IVaYYV1/H67wKRdNSnmTmt1lsRMkvngGGBq64aMbGiMjQ4yPlyntC9GaXbI5g7Ybks8aZHMZYgR126RUMui4LpqRk6Wnno4TRYyMjFBv+3hannWryyxYDS6KLIr5DM2Oz0BZxxM5tFBnZCCLbvqUcqbsulowKZdyZG0glpmz5XIBN/LpK2cxzCgp6RcUCxmCGHRTY+1YkY3rR5mvOTScLnomy1BflotWZ6i2PISRZWgoT8uVPlg9iuUca8Z0phYdNENDRzA40MdCu0skPEaGSmhojI2tYvtshUiLiPUMpikQusHq1atZMyZLZFtenrFhk6bdwTTlb6gTGMQx9Pf30w0ced0LGB0ekp1bLZ+YCC+CbNZA6BpdT6dUMOgGOcp9GbKFGM+Xiz6uMLlwsI/9sxaa3gEN2p5BLAyKhQxCj1g9OkDf4CgDdpdczqdYynHpmhKGrnPhBX0MH4jwIplBOTAwQK7UL0uf7ZDREZ1cXi6WNTsBpumCniVfLPPD3S5Cz1Euyyzrwb6sbDbg2whD/v6UizA2mKfRDWh1fdaOH5uNgxK7FArFGUcIwef+e5pH9li86PY1vPC2NcRCMNKXZcv+Jk5irPlrL70cQ9f4uy/t4YLRAm9+2dOj8+LJctXFA/yv1/Xzg61VPvfdKdn1ydTwQ7nqNlOx+cOPP87rXngpGy/sP9Obq1CcF2zevJnXv/71Kz73tre9DZDCVi6XS/8fWNGH6+UvfznPfe5zGRwcBODKK69kYmKCf/3Xfz1usUuWWkAYHzT01pAlJx1bzrWZZF6tt6XJbDajE4SCriM7OGZMnVLOJJvRaXZjcqaRlEeJpLOcNErWfOn1Ybkh5WIGDY22HVLKm3SdgIFSFl2HVjek0Q3QdCgVDAo5k0LOZHLRBmTWjqFrGKbGdMWh0vRoWgF+KDD8OCkX8blinSzRyWcNdk9bdJwA0Kh3fDpOSL0dsHbE5MCChedHrBrKYyVeSVEsQEgxJ4wEaDph4tkUxwLbizFNnUpTlvZpQBgKOnaEYZCUScouVtKAPyQIBYYujc1NQ/plCTRcPyIMpfHutx9bZLpikzF0WlaIF8hSkaypkzFldzld06i1AkYHsoBIPKQEXRHRsUIe399m36xFHMvvHyhliITc9o4dSnN+TXahLOVMHC9k72wXDWnW7gcRlhORMXVuu2qEqUWbqUWXbEbH8kLy2YNCl0AkHlfSPLu/mKGvmMH1w9QkXtM0wlCg6/J9IpZeQc1uSCyka1Aha+L4MY1OwLqxEl5iVt2yAvbPW7TskH2zFrW2Rz5rUMiaFHMmmqYnjQ90LCdk32yXYs5Mu2d6fkwkBIamY5rJNmiyDNYL5HYP92u0rBANDc+Pma97ZEyDctHE86PETF52DfN88Hx5nVhuTCFrUMxniKJYHv9YNjRIfYCSfbY86QXm+jFuEKOhMVtzqHd8CqYUe3vXSrMbkFQ+sXakSNuSWSqaph98jeXTX5QZigsNj64T07ZD8hkD05RdRQ1dR9f01JdpsC+L7YbM1FxZUoY8DgLpV2R7soxO0+T7o1CQyxkYhk4YJV0ikabimq4RCUHLCum4Aa1OQJwk+HRtKRIUsga2GxHHEEVAcn7VhoJ0mzIZAzOQpdNOEFPOm6l/VNeR5U2mKbsYSj+yGLSImarLXMOVc4gTkmv7RDEYpo4gTj8vmzHQdR0jGYdS3kRDI4xE6o/Va3bUsZNrFJ2uIz3MTF2j1vYxdXk+acgyyTiGhYaHqevouka1GzJbjRjpz9NXzDBfc6VHYCTvqwo5OafefvUoB+atpOOgLNOLhfzuckEKYqW8PK5CSL8+N4jpJobzGvJclR51GlEsBbJcVueCMRnGW25I1w6otXwqLY9S3qScl4biHTtkfCiPG4nEYNxioe5y6ZoSV10yKH2dItmVt1Qw2Tdvc9FsB9uNZXfLgvQbLOVMDF2nXDZYTMqePV/I63XWwjB0DF2n0rRodAIKOYNmx5fXpSD9W9N0dF3HCwRRMi9oaGR0HcPUk7JVeS64gRRMc1mDwbIciwPzNo2ObFSyf85i/5yF40WUCrLjbVgT1Fo+w30ZOnZEJvFK7LohuaQBgoaG0AV+ch5aTsTogI4XyHO6mDfJZzOJv1fMYtOjXDDRNA0h5BwlGyKEmKZs9HHVxYM8tKOOH8RcdkEfGqRdJks9wdmJqLV9bDdMOlE6xCJpvuJEOF5MLhNjeRHFggHJNW0YOo4fs3e2SxhJs3ZD780NAk3X0nH0QumRtna0wIF5G8uVGXW2HzNUls0M/EDg+DHZrKCQM8llZPMKTdPJmAZ20gVUzhMhxYKJbuhoyDnwKz+c5aduW8P6teWkTFZjITHvr7V9NE0a1puGzua9LcYGc6wZll6Eexs+mYwuff+CmPm6y4XjJVaPSBHL8yLaVkizG1DKmwSRvPbWjRVpdHxGBnJYbkQkBNHR+xqkKLFLoVCcce5/eJ77H17gtg1l7nnmmtTX4GeeexHzDZdqy+eNL76M1cMF3vOv2+grZvitV21Ib1gUT46ua9x53Ribrhjiy9+f4VuPLZDLyBuLR3c3yWd1PvyF3bzgltW86Blrl7UDVigUx8/tt9/Ozp07V3xuYWGB9773vVQqFdatWwccLG0cGxs77PWapqVCV4/169fzwAMPHPd2VVse9bbP7VfJoAOWe847XkQxbyxp/R2BI8sjwkiQz5q4XkjHCbh8qE+2s3elgLV07aGYM+naIb2pJI4F1aXtwkUSpDmh9KcSUhgoZA/emqZds5Ln4lig63KVOuPKQMYP4zQwDcKIubpLISuzk+YbLpnEByuMpM9M2w5S3yQ/kMbHYSTw/JgwFmR16RfkJcbUpqkxOpAHcbAFfe/9XhARxjEtK0y2TSOKYtpdWV6UzUiPptmqQ8vyU38rhMx2a1oB8zUHITS0vOyApSGFiF7GshdEiLi30q2xbdKm7Rlph0aAODHg73XH6h1PDY0glIbzjhdx8XiJhYabmh4bujQq7wk1IAO9Qt4kCGRgJsRBM+soEnTdkO0HWjQ6PnEsyGcN8lmdliUo5gwE0jes44RoyODdS8yeHS/kovES8zXZlbNnSNyxA+aqDoWsiWFoFPPmMsPqXvexjKkzW3MYG8iSMXulTxHF3PJwptb2GenL0lc6KBxbboTnRzy6q7GsM2cUS5+4RtenEAtMQydGmtBraPhhRF/BTA33Qfpabd3fAqR4bHkha8w8g+UspiFFUj082Kmzl7wkhBzDpdFXz0MrRgrQD2yvEcUC14vIL+mU6Pkxlh5hOaEsKV1iLm0aOn4s/aaW/nRLQS7GcUPZiTK5ThwvZLCUYev+Fl1X/n+949N2QgZ0LTWo1pCeP9WWRyykiNBfyBCFAtPQqFo+MaSG0XrSZa7a9rC9KPGBWm48nsvodNPtE9K7xwlTUTlMxss0ZOfMQtagmJMi5KEm5r197RnT9xUyXLCqSMboXQlSnO0rZqQRv6YTexGGruEH0sdN1yCID5q364lwACQiqhToqy2f+YbDcF+WgbIJQgrzYSTP7XrH66mJ8ngFEVU75KsPzDBUzqUG+jNVJzW57zoyo8kPInRNY3QwTzFnyGPtRcQilnNGsjctK2C26nDReIkgjJmuWISRLCFbN1pgckHOaYUcqaDWo5A3GOrL0rGlyFBry+tXCvvgBNI0f7CUZedkh8FyVor23UB6vcVyDvaDmKYVUMqZBLEs1/TCGOEn50ksBeVCVoqmUSzn1SiSCxauFzExbxHHIj2eg6UMhWTxxPYi8lmdhXqE78sMtSjpFBlGUug3dI1628NNFlMcN8TxZHfbjhUwMpAjlzWJYpGY28NQfy4VxEE21nhsn0XD0omTzqa6rlHIGczXHQyNtCFF1wnZur8NmmCx4TDUl2Wm4qTNW5odn5mqvazZQ68hS7MrywY1NGw3RB/MYpo6wpPHyEyydXtnthdIj76cpbF7pk3Hlp5sl4wXaXZlEwHT0AiiGNOUJfNL6f3ujQ7m6CtlqHV8soaO5R787c1nDUb6cxi6RrPjM1d3Wb+2hB9GVFseq4fzFPMmXhARRIL+QkaeJ8nc4QURm/c2pTApYPuBNl0noNkNMA3ps2i7EetWFam1fBbqDheuKjK9aMsS/+zBZiUZU6eUN2l2/cRvUWPXdIcoipmvOwz35YCYWsuj2vKkkDdSIAhjFpoex4JKiVAoFGeUR3fV+f++M8WtG4f5qZsH+Maji/zJJ7bw4S/s4v/9yl62H2jzuhdeymVry7z/0zvQ0PjtV2+UrdQVx00pb/JzP3kx73z9tawZKUhz5oyO68vuM1/8/gz/+5+3yhs3hUJxShgfH2ft2rU88sgj6WOPPPIIa9euPcyvC+CDH/wgv/zLv7zssR07drB+/frj/m7Xl0bX+azBYsNF07RlHa46TiizY2LB5ev6EsNlacyeNXXCKCZOBBA/jFOhpJA10q6BjhelJvH5rDQ51jXZfVG2n5eqjh/EabCvazLEFEIwV3PYMdlKg5VsRkfXIQilGFHIGuiaNMCOku5yA+UsE/N20oVP0FeQgkm15SXZBIlHSxIY53MmThCh6zIToyeeAGQzhuycWJTd0zKGxnxT+k2NDOQYHshhyDQnBstZKW4YB4MOw9Ckv2SSxWUaGgcWbDp2QL0jBR7T1BCiJwwFLDSkoCBt0qUI0mu7HsYizchtWpHMZEgyvnrl570Odq4nvU1GB3JkTZ1izsBNRLpeJz4/jDEMTWZuJR0uvTAiSIyP211ZzhmGcXLMZQaHH0rxxPWlSOgEEfN1F9uLGCiadJ0wEepkzB+EMW7iuekFcSoYte0g8V+K8byYhYaLH8puh4WszpqRgiyXDWPGhwvScN8L2THZxnaCNCAUiWh4aAl+GMZJJslBcaSvKLOv4lgQRbJ0B2Rw+IOtlfQ8imMoJN0QZfMGGWyLWKQdHr1ABv0aslwzDAXTFYeJeYu25WO5oRQBAjmmszXZvCAIY2lEnQjHYSyYmLfoK2QSsVf60czXZSOHZtdntmrjeCED5QyFrEEYiySTLjr4/ZEga+oMlpffF3XskI4bpoF0T0A1kr8Xk655QBrMDiTnMyRG/fKixAsioiimVDBBk2OQScQz2SBBXptjg3miSGY9isQHvNJ0CJN5wtB1hvqyicG9YKQ/l25vEMY0LV92ftOkMTXJtVAumMvmKSEEugZdJ0i7vukazCza7Juz0A0tyRoNWDOaR9O19HrquiEtK0DXZIaMmVy7kRDSey85bzqO7A4ZhPJ8WzWYx063CSwn4vF9LR7f26DVDXB82QRDitqyI2iz41PIGVhJZzy5aCDH0TR1olhQ7/q4foQfREmpuMdiw6HrROiGxmj/weN64aoi68YKuEHE7ukue2c6cu7UdARyfrXdkEZX3sNdMFZk3VgRQ9dodHzaVoDthljJnyCMMHSdXCIERckc7QURCw0XxwtpWj5uEGG7YdrZD+SpYbsyMyyfM9JmR4YuxbN8Vme4P5eYtkvxcM9ch817GnScMB33Rld2InSDiFrbS5qAyAOaz+h4fpwufNQ7XtJ91GK+7jC9aDNbd0EIDEMjFvJ3ZWrRwnLkXOgHsvtupemmx1bToGGFSYda+YPWE5nDUB4nXZeiUhQJZqs2sxWHti29sK68+GAVRBjGVBsuhqEnxzROr18nEdldP0qF0IPnsPwN88OYjh3QX8owPpzH1DVa3ZDZikvXSTr/2tIgXtfkPqYdCTXSbDiQ4u5gWf7elvPy9yufldmIvdc0Oj71jo9hSHGx1fWZXLCptnxmKjZbJ1rYnlzA6gl4QbJQ5Icx3SSjds90FyMRx6NIcGChy1zNSeePpZ1NB8tZVo8U0HSSRiMyg1wAHStgetHh4R11DixYZEw9Hedax6NtB2mFTxQd7K68QiPjFVFil0KhOGNMzHX52H/s47ILyrz+hZfIrlqGRtPy2TnV4ce7G/zscy/i2ksHeP9nduAFEb/zMxuXdWJRnBjrxoq8/Reu5pXPXpe0A9fSH6jJRZu//9Kew1ZRFQrFU8fP//zP8773vY8f/ehH/OhHP+Iv//Ivl5U91ut1LEua6z73uc/loYce4mMf+xiTk5N86lOf4gtf+AK/8iu/ckLf3cswyhhSEAiTQL+YM+gkYgLAj7ZV05tdw+iVPR6cFxYbLlEsMDSNjKnTsQMOzFtMLVrM1RyCpENgMW9gGnLVPIxkIGAmQaaIZdaNG0S4QUylJYOdVjfA8aQQ07Z8chlZKtns+iw2ZEc3PxTksrI0ZWmXu1LeZLEpM5iEgNmqnQgxUnwzDT3NFOkrZOgrmZimJs2F/Yh210fTZBlnGApma440+o4FtZZHxwrSMkHLDam23GVt3ItZA8+PcPyQjh0m+xCwe6YjV/k1jYyhk88aVFseYRjjBxG9aGikL0Muo2P7EbmMkWThSmEgl9Hp2CGOHxEmARrA5IJFEMmyPYHMsioVDNp2IIWVSKAD5YLMoBCxTCfovd8PpAC2c7KdZLJ4eGFMfykjza4NWcboJ1la83WXMJQiiOym5lPKGzJQb3ppIBJGMrtBCMFoX5ZtEy1cP0JAmpUQxbLEyvJC/FCKPUEoS+ymFix5ribCgGnqZE1jmTDZE/GWsne2k2aOAWmHz2xGlod2kiDSDSI8P2bXlDRP7jgBHSeU53ooj7HtRjhBlArFni9FQMM4+LtpOTKrajHJNnC8KA3Q52pOksEnRSnbi3lgW5XZii3LYXv1gMkZ0MuszmUNpisOs1UHP4gZGcwy0p9Ng1ZZIitFXT+U3TwXGi5tK0izs8Lw4PWaaFPksjIDT3aBC1OhEaBtS7EuFoKcqaOjYXsRGcOgryS7shmaJrNDBrJcdVE/yalEGMnzpZg30izPfLKYVmt5+GHM3tkOczUpGpiGhuWG2F5Io+MTCZEKKPW2R6vr07YDpis2++a7WE6YmIzrlAomU4s2MxWHakse20rTZWK+S7MrRZ0r1vXTX8qwUHMZG8hx21UjSVljr9wWykUDkZzfvS6TsRB4SVAfxwLLDQnjOCmZkx3oWrYUUjpWAJoms3WSFB0/jPECmY1oexGNjkshb5I1Ddlt0tRTsdQPY+k5h5zzenNOEIp0ASCfNZK/dW68YohyIUPWkMcgY+rSjyrpttjLXupdH7mMznzDpZ6MEZpGJsmY03WZtRZFMWFSHokmr8tK06NrS7HPSLajmDcIwzj9veiVu7uBLP8s5U0uHC+Sz8oSxjASzNdcPD/CD2VH1oW6J0Vu/6C5uOvHNLsBjbafXvcAJFliPaEligWl/EGh1w+kUCQ7okqxs5Q3sT0pyvlhTClvksvIRZpgybWARnoNG7qGaeg4bkil5ckSuSgGkZRkx4KxwXyaTRkmGa3jQ3m8IGKx5bHQ9DB0KUJVk9JwkvMsRnZ9RMBAKXvw2sgaZE2Dx/c1kzlKdk00TbkQEQvBYDmLrmssNlyKOZN81kizbWV2HGzb30oXcTKGjo5ccKl1PFpWQK3jI5JzAeSi0YEFi4WG9HMsF0zCSNC1pSBYbXoYmuxwa3shja6fLi707gcaHSlQTi5YFHKmzCiOIUq6hPb2Z3Qwx9pRmWE7X3Po2CHTFVs27DBkifT+eQsviJLOqhqVhouuSXG0lDPJGDJDur+UIZ8z6Niy3DSKD5/3V0KVMSoUijNCreXxN5/fzWA5w/982RUIIdg75/K579boK5i07ZCX37mO264a4X3/voOOHfD//MyVrBsrPvmHK44JQ9f4qdvXcv1lg/z9l/cyW3PS5/bNWXzp+9PcfesaSnn1U6FQPNW88Y1vpFar8Ru/8RsYhsGrX/3qZdlbr371q3nFK17Bb/7mb3L99dfzwQ9+kA996EN88IMf5IILLuAv//Iv2bRp0wl9dywEm/c2qbbctHwIZMC+euTgYkIvkC/2AsTkJtZMVrx7K6yxECw0ZPmgpskVZNOQZdJWEOF6IRlDp9KSgU4uI8UvL5CBTS9Y1jQpfLWtgFxGijaFnEHLCsnoGvmMIYP3nHxt1wmIYhMRC6YWLS5dU5aZJ8iyLxl7Sj+SrCf9vC4YK9B1pNhVzJnU2z65rJ4KgBrghbI9usxmEWi6ievI17t+hL0kUFtsuOlqe39RtnO3E5HO9WOKeVOOnyaDRSGkGbztxWlAJM2wDpb1oGkINKJIltbIkqQgycaQmSd+IEVD1w1ZqLtSoIiFbBsf6jy0o85tVw5jGBpRLEswax0f24swDZ2uGxLFUnAMUlFHekB5QZQcJ52FuptmFHiBLO8DKR7JjBLpKWQ5gcz40mTnRtOQQfX+eQuRZLS07ERgSrKqygWTji2DwLWjBRptn44dpkG05UghJE78igo5mdHnhxEDpQy1lp/s20HfuJ6AJpLMjEbHZ+9MR/qf5U1yGY0DCxaaJruj2U6Ek5PHQdc1Zqs2thviJ8e+l33Qe32v5EnTtSTLQGaRxYAmBLmMIY/NEgFOCHkOomlJt7GQGEHOlP5M1ZZHEAmkIxvkTCnmaMgMIj+MUy+cgVIm8bKTgaXtyiAxiqUnFcn1FwtkeXB8MAtC05OANMlWGSxnmak6mLpPPivHvNHy2BnJbE6BSAXGZtcjlzGYr0svN5m9GVPd3aCcl8KJH8Tsmu4kgbcsJdQ0mdVRa8uAu5AziKKDol4cy+/qCQkZU8dJ5oBwyRi2ugFhLNBjGYS3ugEXjZdZ8JxUPLBc2SQiFjA2kKeUiANNy6fe8ZiY08glYmdPQNE1mYWZzxiEOZGUNmppUN9xZAmo7UR07ADT0HhwR51Wx0NoOmEMw31ZcqZOqysFOz+MwZHnSj6j07UjdA1iHTmWVoDthRi6lgoQui6zNPuKJo0k+1NmMcW0rIAojok9wbd/vMhQX5ZMRmZS9V4bC2mobzkhmUSkBCmCj/TnsBMxRAOypkE+ZxwsxY0Fpq6hA82uz66pDuWimTYy0nSNQjKWfsGkYQX0F0lFKS8RnTqJGOkHUnh1femtFCbekLpmEAQRXiAzipYuqAaRzG6KBKlQKwA/ilM/O9eLaOJjJqXpvf2WY+VjJIsVvh9hmrLBiZacc3RIrpnkO2NoWhF9yMxhAD8U6Xebpk4uY6Ibch4s5GVWoWlIMWbvbJeFhksUw3DBZO1ogYl5C12T81rXCSnnTVpdWTY/OJgjjAT1jp/Of72M205Szq5pGtmMhuNF5DOGzLK1A4r53pwiwJC/aWgacQy6Ic/RcjGTjmO17TM2FOEkYnsYSfEunywMhXFMGMLW/S0KOUNmN5qCjCGFpcWmRxALQl+ORRSJVDzNmPJ3oJQ3qDQFtbZPX5LR18v4BlLPyV1THfpLGaYrdlr22bvWvUBeF5mkdD2M4jT70nIOeiH6YUw2lMb6xZxBEAlcP6JlHd7MZyVUBKNQKE47jhfx15/fRRjHvPWVV6JrGv/rY08kgUiR/3HPZeye7nDTFcO8/zM7qLY8fufVG7lkTflMb/p5ydrRIve+9mo+9Y0Jfri1lgQdHv/54Bz/9egCP/vci7jz+sNLqxQKxYljGAb33nsv995774rPf/Ob31z27+c///k8//nPf0q+Wwhpgt4r/+qFHE4gzaULOUP6abnSnHykP8dcXZbx9RVN3CRwymV0HO+gO44fxqwaykmRwNQIZMM8YiGDkV7GWJyUPDW7fuK51cvwkavBvRteBARBTKvrs9iSJZfFfJasqZPPGXTdkCAJrBAy8IlCmX01PJDF8SMqiZlyLmPgeBGtToCuyYwew9PIZ83Et+tgSSYIZmpOGnTESZaPp0dSGEru6N1ErMpmDFwvop2Uong9UTAp07HdkKCUIaNLw/muE5LVZDAoSwrlCrc0GodKw5UliHmTetvDNKQx9XzdlSviusykyyJ9fAxTTzPDzGQVPI4FD+6o4Xhx6n8UxVJoM5OMJOkZI4+TDGZ63ks6XdcnCOU4R7E0sF7qeZPN6KnX0hAy2IkiKfYMFDOgCYo5E9uz04wmWW6WeJH50TJ/qYyhs2o4j+/H5HM6YRTIAF2Qlqk5nk615dOygqTUNk4zFrqJ2DeQBF75rIGpazy+t8lCw008p9zUSDuX0aUw2MsO0GCh7oAGuayeeG/F5LI6ucRXp7ePGVOKpUvHQ9cgmzHJGPIY6BoEUUAv4S9M/KssL8TQYgo5EzfxasoYeip8xrEsdTQdebz8IJJZT7GQ/jp+dNAbLxGJM6ZO1CuhS8rFsqY8Z3rndCwEQSDLEr0wlobyOZkxJMtU5Ri7YUwpEmlJnqFpSWmXnvpwjQ/nMXQNy5VNBWIhINYQBlSbLl03Siu2WpYsP+0ZlOtoCE2kmWW9wNfQNZlBlJwUpqkRxvIY9M6TXkZWFAuZ3RFJQbvW8on65LzlJOfVgcUutheyeiSHpmm4fszkok0hJ4+9H8iMqHLeJAik3xmQXO/y+4b6MrKpgRuyuGRhoJVk6eSyBrGIZemwH5JN5gp5Df3/2fvzaFuSuzwQ/WLIaY9nvHNNKpVKJYSEAYMxgw3GA2DMJIzdtIH23Ia28Wvb3fbrdne77bW6bWC9517wbGjD8tSMwgZDC2OaGTMZCwGiJFQaalBV3fmeae8cYnh//CIiI3Pvfc65pRJXQ/7Wuuvee87emZERkZH5++L7vh9DkRCY2RxUTsZGnmaeBWosIrDLYm+eBemcD+OAIm2IaXfrsMIoF3j+xgLX7yxJBrZUeM8LR8FU3KIFdfySJjiDdqDoSalwtKjb81iaEz6ypL0xlaE+po0AArK1sTg4qSEEC4qMk5KKKhhDMrNE8pVK6akkye/hCa3B/pyjXKJxknjJWsDEf1twhlQIlHWDYwfmbbl0YFIkqOt2vhljwXh7zy0qhVobTNwmiIx8KpuGgEQG6nPGCAi08IAXsFwY3KsU3vGeuzDW4nDRIBEcR4492Shipd24W8Jai0VDVT89EN5o8pRUrkBAPLYkxbd49uWTIPEuA4Co8fKdJcqKjOsf2i/w7PWTAE4dVtSOkduMvnNIIKBxnoA37y4jPy/aNOHOym53luLCVoZ3P3eEstY4KSskguOxp/Zw+7BCKrmTcDOgajfDYvayAdw6R/5pWSIwKUT4TK0MbtwrIThDVZMf3LGTgcegWAArDytc3KFK0e9/+Rgn7n5kjCbC4VKh0VS4YZTTMztef0+LAewaYoghflfDWot//mPvw8t3Svz1tzyJSzsFqlrj0csjPPvyMb7+S1+LnVmOcS7xLd//Lrx0e4mv/7LX4Ylr0wfd9I/pyBKB/+oLHsfrH57jX/74+7E1SbG/zfHc9SXe9ssv4VOe3Ak7+kMMMcRHbzC0Pn3LSkMwqrLm2SHeb8TvJJcgT5KmMcEPxSdQHUNeS0nJ7YMa0xFVAmNONgi0fkGJ4CGxSCQPzJiEMdS1xpJRomhAyYG2FklCAAVJywzSlCORCQ6dn04iBSZFglsHNRLBkG1lSAQPoBxAbCClyTeqrFVgLVS1BoerPMdYYDEtnZE1mPsdZ6gVVQmuFckt4frtpFIQvGUjCcfS8Nc+yiVuH1YoUoE7R8SIShw7psgkJGc4cV4xmURguglGyYAQAlLQv5e1gUyIdaG1gXc/LxsT+tZaMjDPEo5RLqC1hdJtYtG4yoeWAcwp6DhYSI6Wbge+UuQtRAAESYViUMC6ca0a46rvwSXONPbve/k4AIO1kyflzndJG0oUYYHrd0sHjhpc3Rvh5r3KeanR2Pg52mjq97Ezwqd2UWJNIF87H5W2WNYqAJLePF9pko0VmUCtiLlFHlsWO5OUDOvHKa7fITmi97QCECRL3mCZAcHryFrqt8r1YSpbAMv7l8XeOotKQQjPmCGwTikLzlqQ4vZhhSIX2JkmoQomADfXaDx8gQFicDEUKYcxwHGpIbm7v9y8yDMR2BCp5Lh1QF5bC3f9nDMHbJDPjR/SRhmqrnfcgDGGe0cNOCdASmsCmKU0mCZ038/HSZDmMYYgQdamlaglkmNnkmJvnuGFWwvcvEvyMeP6KJXEAFPaIBXEvJSuIqTvn/e9dIw8JX+9ZaXcWkKgmZd5/fSv3wz3uRAMJ0tiqVSKJMJFJgkksDQmi0ohSYgXde+o6RTv8GsYSbdtC6CfULEF39fWyd+MdSy68D2S8mWJQOL8nYwlNk5Vkzx4UbUst3EuCcCyLICW+7MUdWOoQIRrXCJovVpWJNWuGw3J6X3tqYdnSBNObTyoMBsnsADuHjWd9TGOZUVeeVVtwMGQpSRRX9YaL7oKg4vou/55UdbkOZan1AeNtkGyCdDzgnGgECSba7QJc9iH0jRPwAAuGJiltTQwstzcUdpCcFrXG92yswjUoX5NJIMtgbomr8HYmYNx8hYrMuFYuFT8gbmND5Kv0rEFY2AcUE17AC8BtZY+d/NeBcaIHXdw3FoBAAQYHp00TuraSkw9+zSAuQww0ZDUDR2bcxM875Sy4JLWzmkhkScchye1u0fJB25rmuDZ6wtsTQn4r906uyiJ9cgZx2ycAowKcJDs1jiPwCWOFw0MLHamGcpaYJQL3LhbodEGH7xJm17L2oNRDJnhkIaqNXswj3OGstHYm2XkuVir6LpICut7Uxsbzv+r76qCJNOH4Dw8RwDAWBqfVJwP7Bo8u4YYYojf1fiJX3sZ//k9d/GVf+AhPPnwDB+8tUCacHzuJ13E4ULjOWfi+y3f9y68fGeJb/jy1+ETHp0/6GZ/3MRnfMIe/ts/+XrcO67x/PUlHr8ywc2DCn/nO96BX/7tW50HzhBDDPHRF9NRgtQBDiJKIrSxEJzj7lETjOOVoZfSZU3JR6NNB+CKK8IBDgy4V+KO82tZlFTdqXKVz3KX9I4yifk49eo9AkIqRYCGAwXuHtW0eys4/ZE8eOncuFvhxkHlmBECWUL+VI2rgHfjbomnnz3A7ajQhtbWsR6oqlilWg+XRDLMiiQwzBrnS1M7Y2oyTSZD7DvO5Nk6z65KeW8WennXjlmgdevFs3CG2Mua5I3akKyEO3Nf8hyLmRXEaFk4c3fu2uSPV7nKhr774x138pgxQc6knRF6oyya2qBIqWS9NRZNZBoPkDQFQKj0yBlV8FuUipLPaKxb4IXYHcqQ5HTZkMcLSWe6zwsGFoyWpeQBXBOc4eCEmFx3jmocL8nrrGrIyy1LqepYXRs0SuPeceOAI4tUCuetZDoG5ielwuGJwoUtMkA/WrbAk/cA42jlU01jcOeoxtGiwcGi6SRjpWtH7Yzpq0YjTQTmkxQiSrhiIsuyVoGasqzpOx5EMpZA3zwhZpUfg8p5z3m2j7HA8UKR95ilRHecy44xM+O0ibh0nnd+zh4c1xAcHRuCk5IqXY8ykkgmkkCdJOEBLGBuPPzFWMB5xVFVRAJcyTNOchY8qhrVghfE6nEnte0xjWMIeTChyCT5tNUmzBVrLRVLcEk4gMBQ04aAaG+wf7QkPzxYYpkwMDIzr6ht2ljcParw0u0lGPdgdhucE8DrPb98HBw3uHNUBXAYoEqPy1oFqZ4xBI4x0HH99XrwXmmDShEg2WgD5j6QJyKwUhhcwRA3/gcnDe4eNcFnrXZ/+zmWJBxveHSOG3fLAFRZa/HSnRKLSmE+SUNbPLCTpSRL08aibDRJyZwXVJ8ZI718uFR45oNHsABuHtbBW4mYQavvgKWr2qe0xc6UzPSbhjZTKge6h8nlvj7Kad1maO8vzghYW1bGVXUkr7RlpYMEbpwTa9GCgCClrAPzfUEUHuYS5wyjXLg5R/Pn+RsnxMwDsDWWYWPm8LgJcxOg9a3ybEvn4+bHxW+6eJldWRP70oPZcQ/526DW9FybjxMCbgVJlVPJQ+ELawkYoznCMRuT/F1r01ZidAA20Bq8e4DaWwN4mXUMGvkqsVWj8fLdJX72HTdw54i8FUcpyRfvHlXhmmHhwEsqiFLkxChb1rrzrOIAjhcNqoaYrh78r5wXYt0YSMnx9AcOw3x1h0cqOTLnHec6mvqMscB0Ng4cnI7oncEz27JUIEnOB2MN2/RDDDHE71q854UjvPVnnsenPrmDz/vki/j3v/Ii3vqzL+CPf8YV/PHPuIKv/6KLePjSGN/8vSRd/G++/Em8/uHZ2Qce4lWNx69O8Ve/4kl85//9Xjx34wRPPTLD088e4p/93+/DotL43N9z8UE3cYghhniFcbxUlNja1rDaR9/w1UaJiTfb9kBFE+1yM6AjWfGyB+W8ogDAJCSvg6VEsWMYHGUHxgLGJQOcM3AwSFdZLU8EGGchqSDvIQTvsFQKVy2SfIA64Zp3eNxAcIZGR212Uok04cEgOZG0K96ypSxgW2ZH20ltBqedjCdLObEFGo05WlndJJc4yhwAVlFVPkryeOiCxnmqcEYJV+4M2BttcFI6KZel3zGjkUiJ565TIYNYIlM2Gned0X4mySvs5mGNIqNzGQC54LCOQcUYMdekAJrGhiTt3kkd2mZAY1BFDCUvU6kaDaVYm886dkscy4qS/2XlmBiMjqmNRZHK4GfWT8K1Jiaa4AxlQ4AdGTG3BvGNslBKYVxIjAuJqtHIUo5nr9OGGmPkWeNlr55N5r2jOKf2GWMhax3ALsG7zETGvJG3caCMadvLgDzjKCvj5K7dKciJQohMcDDBIZxUsq4jeZAFxo6hobTBi7eXKFKBmwdUOXFSJDTvvTzR+fZw539VN5RUcwfsCMFgqvY+syCm5igXGOcStw7IKNpyQ33JiM0YrwWVch5kbjhrRdI2pTyrjqFuNJYVMYiOl4456UDFpSL/oKtZAc4YNAh4uX53iZ15Rsw0N6PyRIAz8pHzbVCGGFPGzSttLaTz1WoaAo0rVynUGF/xldYCAvYJvFaaKm16U/dlRcCPBwQZEOSrjTbInIE55+09r40JAEtjFTijCpT3jlvA7KRUQU7rr9cYGyqH1g5MF4yh4a5wh2O2CE6ARSo5jhfk7eXn3rLU+E/vvkPMTOdzdOugdAU3qAiAdpsJ0uG+v/Y7d51UlfrSWmBcJGCM4YUbJyRV89fOGZSzWysrg/e/dIxlpWCNDSxXLxWNwzPAfAEHYyIwu102oQ3dp9MRw3GpSdLq7z+Hr1a1CSBMKtqCJg1hmpCNRqOIuScEC0B/ozSspOqyy4b8FQ+PG1pjIrksB3mQwQDHpYHl2nlQ2g5I5cE1gMDbg2OSO5I/I1XQPDhpgs+WlAx16e4LTfeU3zzwbFgL4IWbi8A2PXaehB4g9Pd/435/siTZPBiCBFEZJ2MXxAxuXBEFqoLLoJTB0QnNvxdvLUiS6Np046CE5M6DkNPa7ddrzmgjQkqGRpEvHhxYVtYG29MExwuFNOWYFuQVt6ypkAXnPJj8l25/SXKORDJX7IK8Az17lEA7Yn4xUMGJUSYhJMPJUhFb1BgwJgHQmrY/zxzLmcDlqtLkUXiOGJhdQwwxxO9KHJzU+PZ/9wwubOf4mj/6GJ754DH+7c+/AMaAvTntvGYJx7d8/7tx+7DCX/2K1w1A1wOM1z88w9/92jfiyu4I737+EK9/mGSk3//Tz+GFGycPuHVDDDHEK43jSjvW1OomvXAm4D4YyP8HUUIEtBXeJs5E2wKhOiGAUFkplS3YoS3tbmtrcbRsHFtlPVM0eGhpi2Wj0GjymWm0geDExJKcwCliUxl68TYW947JdJo8m9rXXEoAebuLDJKxeH8mSn410sTJJaPkMJUcwrGX/M8AX80LQZp3UhLj5eC4Cewdb2wM40yPpXB9w50ZcyxrscGI3rd92WgoB/55hkQqiImTpQJ3D+uO3048drDA8YlyHmhu/JcKyn2eEjobjLKFYwl5ho5ZMz7WtdN3Y9WQdIUzAiVTJw3z7KEY72KsBUK1JhafZ2EwJ1+djSTJj6JzV8pXXSPQ0bMpjLWQnOSeiYjHxzqgilMVwIaAAP8dbUjq1XocEfNNSh7YVVNn+GwMgQdZKlA4wNIYi2WlUJatbIcxkoLOCqqkOcpEmBe+D0i65Vg7jcHtQ6oq2u/lO8fEMFuWGkoZnCwbBwgBR8vGVYH0DBRKrHPHkLDWgZ6s9Zfy4yh4K/cjeRR9/s5hhUXl/ZtshykIIEjYqtoXqOAOMG5ZMFJwHDv2XN3oAA4pY3GyUMGwOo7bh2SofuwqPPq15OC4ITaUnzdAqJYYs0nJWwjBQ6p0LJJEkqfSSamRJaxjhM4FzVP/k7i6rD+m93GTzhPJGPKNY4zmlLIkhRzn0lWUbAJw7+XRgnMUqQyLhbEESCwq1Zqru42D+TgJbJZEEPOyUSasVR405pzh2RsnDoyktcLPAc8OoiG0sIbG//CE5s5xqQMT6PZBST6I96oAXFm0HoTCATpx33ggf11oQx5vQQrvPrY1IRDHrzeJAyqkk5gvGwLSipS8ziRn2JpKFCn1OXdyVD/+yjGLa2Vwz5vPpwJFJvDSrRLPvnSCOpZEGkv3l21Za0vP1gKthXeOyHusv9b59TsR3FWg7a6Jd1yl17ohoP+kJMaqBVVqzFNOBViqdlyU85jzIQULAGjbl+38bjT5EipNMsQiIxN3L+n2m0naWkjJsChpjhJ7mapA+P7jnIcqjonz2WOM4bhUOKkUKqXbCrTWBtYdQGvOy7dLYmtVGqXfFOBUGTdLOLJEYG+WhX5TxgRpv/djsyCWs9btZooPkhBT9dJRTmunL/QhOMPLd6gq7cExzWcuGPJskDEOMcQQHyGhjcV3/Lv3oqw1/vKfeAIv3V7iH7/1XWFXwVdN+a6fuIl7xzW+8S1P4nUPDUDXg45JkeDPfdFrYAzwrueO8NQjU1gA/+h7n8YP/8ILD7p5QwwxxCuIXJChsLWUcAsWA1IWL98pg4ytyKiM+8FJHeRqccRSL3rxpdfKw4XCstJQ7gU3T3mQCArGwr/hEtwsJYBEMCq5LtzOtU86j5wpsDGW/Fe0dT4ebVsEb03KjaFEwhvEAy5JsU6CoqkSnk/gl6UOO/tlrQNLBoBjdbjdb84wKSQyV7lOCo5JngSQxVjbVt4D7V4vSgLRrt9b4s4hlYIf5SIk/jyWQCkbpJuHbtefrs3Jnpw8SUpiTJDPTyRDjHwVZ+M07KQvndF7HByUwJY1JVMnlepIVH3UMSAFBJmLT9Akp+ScvJN4kGcdOsZBPEalq7wpHHBBFAN/7ZQYCsHJ4N5FlogwR73ktlEGh8vGScS82Tkce8fiAy+d4O5R7czi6bseEOROwulBUs98MNaiUZS4SimgNJnqCw+8OsbfbVcxMm4fQEnkSaXwgesnuHtMkibfV5mTCfpEeRnJaDugRtTvxLQzASDL03ZsRQTiWniWZAu6uSME8MIPQZxUJ5zh3lFNYwTbVm1EFwDyfSN5FxDQLtkFXN+5xNx7dFlLAFGjDLanKR66sFpJWwoeKsZ5sLxy4IFPjgEnxeyvPaYFvjygoA31udIGUtI6c+NeHRgkmTOf9yxV8vaKrhUIxtgAgQ2LiOGTpzLct9YSgG6NxftfbDcAOWOY5NJ5Hzp2YG/+xmGNxc17FZa1Ioak0h1JdJG1VRE5d8ynw5pkkk0L7PgjC7d2aUsyT18VsXQgJ4zvZ4P5JF1pjz8W+Um5sQRJS+8eNUECSEwwkuIqTffR9jQJRujWWNw7qrBsdPD3qh1DsFGGfBDRVuS0oPu6rmljwzqUhirySgjRHX9tLG4f1DhcEvttWRPg1O9jL6GNK3v6vhznAtORDAA0fba9t2JAFwAKt+7nCYHe4Uuds5HXm/cB64+4BT17xpkM350WMszDWIrtzeo9SElVLtvnXpFRRU7BiZG8qDSEoOdEkEa6Px5ESxMO5lhYkrMAyAMESvpngHLrUpZQgRITZPu0DmpD93zt1szbhxWevX4SWMgAOh6F8dpRKxNAR/o//e7wuKE5YrrrTO2uDaD1XmuzAhyeFgPYNcQQQ3zY49/+3Av4nReO8Gf+yGPY38rwzd/7NOn7jcVf+OLX4vErE3zz970bJ6XGX/uK1+Hxq4MZ/UdKXNop8NWf/wgA4Olnj/CVf+AarAV+5BdfxG+9/96DbdwQQwxx38Edq+HecRMYWUD7zk5yNJ+UtxWRjJMPxVHWJiScylWR09rAGlrfl6V2fid0jPk4hZQ8GPVWjQ675cGzy+3cx0mGiPx2ak2eRMtKdQyHCWRq5SFV000GCXixjoXkTdTJ/NibFU8KSVIZwVrPIuuSaEUJ89GiCQnwolK4d1yHRKqsyfTa+x8tG/Lo8n3kpTHHC0qE4Lxg/O+t84yplQngA0DsM2IikW/UotI4XJLpr0+ShDOK95jA0u2gNy4xYM6MOZPEeKsUMQSUtgEIEp5VotsKeUALFLIos1OKgFIuWiZekQqcuOQzVNSMIksEnBoK0sn4gk+aA04XlcLNgyokMmWjXQGFbhLqkzQpqL2+wmcYP5AEk+aSZ48RmLqstUv2eNv3UTuXpXI+aq0EqtbtGGlrMc4k5pMk9JE2XbaCimRRyskL49/lbo541oYPizbh9diUr3JXZJIKA0T3oT8nJZ42SOCMMdAKHYZGrUzw7AK8lJZ8z9KIdeWLAlB7SEorBO98hgErAARAUmLvRefBK8bIj+pk2d6zDHQ/eJlsp+9682ZZa2hnsu0rNsZz0aKLhZ2UBLIxwTr3kXX3W3sRDAALa0P7uW7fAkCeCSgnlfRx+5BMyYVgwT+odN5sWjsvPtsFuaTzapOcuyqA1lU6pM/56zLxuhy+30qGY1AEIPAmkTxU2xScpNOpM3MPLXBAB2PArYOqw+Lz7KdFSRLsRtG88zK1Rumw4WGBsBmROMasEBzTUYLpKIEBcFSSH5u/Fg+Y5ClHnhIbiLEWQDdAALHLRrv1Da5ioArj4KvxhWF0fZavK6LEGPqztGro3j5YkKH+8bIJoLkHhRhaphtAz4/j4K1l3fMs6axLnrmmDJn1r/O4bRr6rmf5SsHxwZvLwLDz6ypAcn6/+VPWBIL6sQvHc36PjaJCLjBUEKVsdIc17MO6cywqGmPOmaveSkVrWATM1hFgX0fPYw90+Y7yfnoxsOuvxVracPHMRx3dg57J6cF6/3OlLRonnbWuv1NJ47498X3OOn6Jp8UAdg0xxBAf1nj7e+7g3//qS/i833MRn/bUrtupJlbBf/0lT+CRi2N80/c8jUWp8DWft4/HLk8edJOH6MUf+KSL+KLfdxkA8H0/9Ty+7LOvQQqG/98PPRO8YoYYYoiPjljUJHnxlb98rNsk9S/LmSRGBEAJc5xoxMHgzKStRRmVWb93XGPp/FwEZ9DadJJOb9DsfYYY2kRzWnRZPj5UJDUEiBU1yogBYtEmryHRbwjcERGYM8oE6oZknVVkkq2NDUlCqC7FWj+vuK90D3hY9BhS1tJOtAeSfPJZVrpjoN/vR3/UIhHkY2JaCVwcocCApYICvjm1NqHCJNzxlpWmpIW1ybQyJkgrG2VwtGzCsWPMQVuLWptgqu6TlkRyFKkgadFJEzo8BlJ9KMcQaJx5t08Iq8ZgNkqwO8uCVK5/pZxRUg1QcjQZUWJbK5LLKNNWCPPdpJQN5smCE7BW1hqc0zH687gJxuDO46nnYedDOsTOgyohGAsVwuK+8+CxD+voFtwBD77Igf9UllD1Tc4JnOMczihadcBROmXEXnSSJy8rZRzBp8s1jwBjRcC0cAAFAzrIzvEahkwMXiaS7lPPfpRR0umZWZ4VAlBVuTtHFa0d0fyoGxMqqgbA1TE/YwmjNhaNIZN3AsqtK25BYEzSA+I448gziUSwADz76+acIUt9RVAa45OyBaRJqtjeM3Q8V03T3Tv+TMqB+kUuwhoGkOyrLwX1QRVhNZShNdAYArfJ1J/8jGIG7aJSKN38qBqN45Kkd1Wjgxk4QHOsdIw4wViQJveRnrJSBOhYAu4b3QIcMXDrz+eB5CwRqBqzIkUtG+28vgyu3ylx+4Dkbv60FjbctwDN6XsnTVhr7x3XrlAAR+2LffgKiO47xJiledY4aWAMJHk2ker1udYWRcbBe6CscVJdpVupZv+7MZArnM/VcVSltnFeYglnyNzYdRmRNkgI4+M0bjNjUaogze8/T/y9VyvnD2csyprkzn6NyxIytif5JPUzQOv5rXtVyybsA8eV6gBXXhrO3HcnhQwgX/x89SxOxmheFZkM8yZmdbeSaQJAT5Yax8ums5YKJ2X1YPikkOCMpJYMcONCICQdEygyjr1ZSpWarSvEET2rTovBoH6IIYb4sMX1uyW+623vx2suj/H5n3oRP/Wfr+PnfvMGrLX4K1/6BC7vFvim73kaVaPxjV/5JFJz+KCbPMSG+BOfeQ13j2v8x9+6je/7qedxYSvDS3dK/MPv/m38xS9+Ld70+PaDbuIQQwxxzrDARr8skkm0v/PJu5coWdsmuZNCUuIRHZcxV7ms0u5lmF76m6aVSAhBJdqZlxE5dMdYklNJTkma5BxKGZTKhPZ6ZocQ3Rd5CxtAqukoIR8gztF71yfDaHcs73njQQ8vG6kbExJiH4IRgCQ5bw2zTZft5hPqWhHLiYA1enHPEirh3iiL2wdUxr1IBJYOiOkUB2CtZCyWezAAqWTggneYb5vCgwvaAlWlQgl3n+D6ca4UJc40tu33+8wE7XxYuiwo3Sb2jgFWZNIxwbqgle31F/lnMRhjwJgI1cNsNBYAjVl8vd7zJ27XsnKeOqb1evLJ7PHCsRjdz31SHzP/fHjghHMyadbahiIFbjpTEleq4FHkgQrP7IAmpqAUAsoZpld191ylonbGTAhrLcpKYQma+9ZazCdJ51prZTAt2vTNWLsCzlgLwLXNA2n+ukvHlvH9CFDy7tlCieCh6qGJkm4PcAII4xRXHoyTeu08zQCaA8fLBnnW9S8DKGFfVhrG/dxGLCh/LcLdb8xtkvoxsxZB8iQ4h9X+mMK1UWFZ9aShoPvYswv9OWrVmu/T9VMLuAOnq1pDuaINWlsY0BqYJzRPlqUOyXwqiS0opcCIsY5nU9yn4WecB7+52FvN9KSk8TVYUFXYOGIWkq9qm0ge1lzm+hIMwfTdh+CAMtH9wAAWg6RA2KjIU45FD6MvGw3bOFkouubuQHedrpUBr4lxFzzCOOusf5NC4mihIj8/Nw6NDrJbwchjMInWwniNMG7uV6oFyv09nQreSnzNaiENgLy4UgfIrFtrT0oNY1SQ8kvRXcOtu+4OkGUMANpYUMagEKKPRYb7AIg2MrRFs4g3droAmY9UMhiNwCbME9GZF14OGYNYyhioaCrdPCgBeMlvy+Dy89u6uWUsjZs1roAERFu8w/WZsayzvgFo15FofgvniyYFx3icRMVwXBs1Vcpd1gZlpZA6aXvdrOuF1RiYXUMMMcSHJapG45/80HsgBcPX/NHH8P/9gd/Bd//ks7h+t8R/8xVP4sJWjm/6nqdRK4P/1598Cg+v8XMY4iMnGGP4M3/kNfiER2dUzvu4xrSQqJXFP/13z+DO4fmqogwxxBAPNsizi4P3SzG6UNq0nlqgRNi/MHMWyZgYGeL2Xze1sagb7bIyAroE5xDO+NnCyRKdSbuXtAVfGkZJieRUMXLZOKmVS2KFM6ZNZJfNkSeirS5lyCycsTZRyR141biXdvKiiZJqwUIiniQ8GB37ntCWzjEqRPDGyjPRYS3E/y5rjdT52QD0TLwXed7EB28tzIhpI/hqgpBKHo4vBUlPinTznrUkt/ngjUPhdv91y7DxQR5SpwNoPpEH2v4jKWS3sUpRwYCVubEOYHUJ0qIkpmGWiiCzA6hP1xnle5aFHzP/iYPjJvR5rUyYc3EYsyrvAVpzfsYJmPCJmZ9D2oF1Kvq/N9H28tMgybIEAnhvGc8w6oe2XfljSPAMsZDuHhH7JvbW6d+7ywgME+EebQ3FPWBNxv/0Wyk4FhUxBn1VPF94QArWAQCMtR32lm9j/2cdYDP6wznDfJSEJDl8xiXl1tpOMYk4POBqbPcMyrSAjWdoAS0Q32+rYCR9JZ867dYh1y+RDxIBaE6W3GgcnNRYOoaTZ6L4kJJ1AAGA7mGavyRdjVvTkSaGPmRhnvj2N9G/R5kM7WQgqWJfwtg/JkDeRkeLxpmDm1Z26BokOMMk92tqW/wCQGBRCU7nUqY1RO+DbL6Ps4SvZfyy6Lr9/yOVOEk6o3kkGHkM9j22WpDTs7yYu862aII3vwfQWcuMpc/5Y8QAcJj33kNYcKSCwGvO2cp88ufy5/bnW8d19seMwzqwfGucggEYFxKjvAW9UrE6tr6f/Gf8OVfnQcTUBFbGwxjaTMoSkrOvi8CEVpqklmvmWumr7zqzfPq8CcUx/Jh4KXPn+tec88bdZZifRydN237GOkCp31jzx123hq+LAewaYoghXvWw1uJf/4cP4MVbS3zdH3sN/uWPvx/X79JuwZd+1jUUqcA/+p6nYS3wN77q9WuNS4f4yAvBGf7ylzyBh/YLlLVxCSntnn/L97+rUw1oiCGG+MgMLtjKTno/+p45QNfkFnA752sMzY0lDyilW0TBGINUkPzBGBOMy71nl1Kt95c2pvWacufzL/qeObUsyVje50Mk20Hw5zlY1Cgb1XlR7idpcdKqDfl9eTCJJJhdhol2nmSHJw3KWgfz6kabkCg2jvnlJRpechKfB2hlSt6nJSS3tjXf7fd97bxZamWxqDX1Q63WJlkASYHASDLqTcPzVKyVtwQmlOl6hfUjBs46wJhjF+WpaKsBbvi+P5//k3AWkmkAqCJ/nrhv4iAPtw3XHRnVGGM7EkLJyaerbDSmo6QDTtJ10F/LSq8F63zEciXyM7OrYxZ9eVkpnJQRQ491E7D+eYLxu/MBs+54RSaJDVj15lUMJnAnO7ZkKp8lAswlvSry7ArdZ9FWTWV0bQzOf8h9hGRGbYf7f/dBWQBB5hb/xleFJNlq1C8R2y0GRKqo6EKHOWnbsd8072NQIw6S+TpWVjikA5OcxHhd+I+GQgTR7xYVeVh5HzwAjg1oXIGO1bnbZzv229pRxbq/EwfsJJIAKIZVoKNlwkXyO0FFRTp+cYYkglIy3DmqCVDQJni9+TAOUNLOO0kKvjLH+1c2HZGnXAzMbgI76obYpd7vyYe2dkUq3mEaO6AmTbv3rjLGSQlNOM7mlsJJr21gEYVnkTaharD3C5SCdwA5D7SOMtkBb2PZ+KbwG0cnpULZkExxUeoA3ngAvR9e6lmksq102pMzN87r0ReY6QN13nezanQA/PpAo/+GtTRGMZPyrIhB99Cu6N99r0F/mf49whGDO+31nxWM1jJfsEQKttFOoR8D2DXEEEO86vGzv3ETv/Tbt/HFn3kVP/cbN/C+F0/wxb//Cr7+y57AwxfH+Obvexp5KvC3/vRTuLI3AF0fTZElAt/4la/H9jTFwUmD/e0cO9MUt+5V+N/+r98+42VoiCGGeNCxqFeTwbNeGeOXb+F8ZcpGbwQ1fPiXWwt6cVbKOvlcN7mNExN/fB+JoOpRFi1zSjuvHg++UYJkgimvl4+YTqK8+rYeX3ejYqP41T7pyM16f8eACvlmdc/FnIxmnMvg99S/zriN8bk2JY5hrd0weCzWw1gaQ1+trA/y+EqPADp+UP2oGh0YdiZqq3BJcRlV95R9IMldn5fS+D/aWnC0zLVYqhaHFC2zrWx0YH/5S/TdIFgLJ1j3WZ+EevYAA1CWejVZcv+Nk+9117GSjPLWLDmTlIwnsv2M9wBr+8FJ6dgq8wMgkCKYVHv/JKVDEQe9xrvNh3J+aACxJxna/mxcUU6fXI5clbumBzZ4Nidz81Qp2wFuPPji+ynuIy957PfRolQkj4t+3K/uSMfmwewd6HsesVCN7rTcWwruiiF0ZVSNk1v6PtXGukp+rQcUY2yFZcbQnRNxKGORZ6ILYEUV5VaYPae0mz7QHYtFpVqTcAdwl41G3egViZi/JuY8u4xBqHTY+Yy1OFoQmMvQVirtVsEzQTYIoAOErQulDO4dNyidZ1sM+sSt5IyANAvyvvMFNGTESNoUieCuoAZtOqz4yq1Z42NGVNsGFuT46zZ2+uELh3Su10lBPcOMM7d+x6Btozts6PjnngXqfdboPAhebkC336qawNNlrcLvde/5ZkHyaF/dsL+ObrpSwWgTQNuupFN37vnWsytfwyruzw/Bab32jFbGWnCbMWIT9ofLr4f9MbEgQ3+qtEybGb5S7XliALuGGGKIVzXe/9Ixvvcnn8UnvmaOnWmKd7z3Hj73ky/ii3//NTAA//it78bOLMPf+tNPYX8rf9DNHeIVxHSU4G9+1VP4ss++hpdul3j86hSf/LptXL9b4jt+5L1rk8ohhhjiIyc27bYD66UB/uXa+1155s0KM6YX8bEqpdtKTKxb8S2O+AXe+7EsK4W66Upb+qyS2LeoyGTwH+pHnIT3+8G/ZMdyr3Xni711+m0GVhNjTzaqFBlMe6+v/jkssGoo3bRySpLDsWBMfVpymKcCYAycc9TadFhmfZDSS1D6kqN1YXpJvK/aBSCYqhep3Ni2/s+NoSpsnhG2yRTeG68DLuntm767v2O5pwrgJUnlfPKWpxL1BgZQ4lgcnjmjHFvPh2cVbLqmSukgzczdHFw3D5VdL/MBHDvIsTBkL4lcVyBi3X0knGl4x8vJ0L2kTWuwXcX3laWCCB5gTQQHGFsBtj3r0X/P/+1b4UFM/zNtqLjBouyB7Gva3WiSMvno98+6MYsjS0Tr79Sby6nkZ4L0iWhZr37sPOOnH3nCIYUDkU1rsE/tbquD+lgHnDLWBbT7YHSfCeYj7uOV31nyTKN7df2d2GdAbQL0fKXI00Bwfxzf3xa9zYUOwIlQoKQt/sGC95XYIGdlgJuz3XbEIMu6d8+yaVlifmw4Z+G+OGvDhvwU1/ezL8bgrwtYHSttNx/fP4tCsZBeH8fHOo2p5sNXP/TMz/Mwn0iKGK27G84TSxOVYxlvaivQAmW+f2Io09ru/RTWDf+gtKvsNl8swTM37yfPGMCuIYYY4lWLo0WDf/LDz2BrkuLPfuHjeO76ApIz/Nrv3MEv/NYNfNsPPYNr+yP8za96CluT9EE3d4gPIfa2MnzBp1/Bl37WVfzK07exv5XjwlaGt7/nLn7sV1560M0bYoghNoTA6SBVn3UVxwoTCW1yst4DyZ2Tc6TOI0S4MvaMt6BBDEx5AEkw1pGIpFFCyEBspDS6Di9DsdYGKV4nR3Ht23RtWdJ6ZUnJV3bXa23CtQrHGEk3ABnrwssvrbWnJlic8SA7i5tuQaBQ7YyyR5lEnkryqllzHEpeV5PD08JifULuI0tEaPvKeDiPH6ALTJ0ZDKGaG4Dg4wZQP6/rX1/NcV0sm9Ywv9+P8fc3RaOp+EDMnooBOC+H8yEYW5F+Vo1GVesArMiIObcuNv0qTrS77JjuN3yV0TissacCFIkgQMhX7wOI4eMrAwLOU8tde9/Dyx+jc84157FoAR3BWSdJjb0B49ZvSuzX+Sdt+kzMAvX/38QeEryVqdWR+XezYR57rNN7OsWJuwer+gk9sB4wW8dkjM9ZZDKArcJJJs/j2QV4oGe9AbsfFx9xlUX/Yw/69ivf3k8wf7IoqmheFononHsTPmPD77sfOGuOx+HnQqPN+smKLoMUwMb108tJfWvOvd6B1tFRJlfWhNOOscnTrv99er76ojL3v/F8nm/Q+tvbMFljadAB2865AHY9+tZHu9l0jsZiALuGGGKIVymMsfg/f/S9OF42+NQnd/CeF47wlj/4EP7u174Rn/UJe/gXP/YBPPnQFH/9K1+PcTEUgv1Yid/zxDYA4G2//BJqRZ4P/+bnXsCvPn3rAbdsiCGGWBeJZGu9duJY58UFrL4862infd27qT+LMQb+XV0bE2RI/oW5itgW2vk36ZiJk4gVj6OqMR3QId4l91KaTnWs9USDEI1qGRXLSOLW2V2PZJPa2mBcHcc6v5X7CWPWe3YBbZJdKhPkV/2KXz7KNQyYTX4yMVDSYc/1E8vomHGCLlxlysQVITgtafNl732imLjKZP4aYrBBnwEM+uNs+qHe8F1fPXCTZ1fdrPdbir/vwzh2Vv9cMWCjHHMuNI91k/p4/ERksu2lZP4zRSYJpFoD9MXnk4LDIAKio88lglO1zDXfZe7f/pz+fi8SiXyNofVpzJH4N9a2sud4CYnHdt0cXmEBums77Q5rNN0b/XmjNBVgEDFrivmqc+ZcQJoP79G3qFqZXwwSn8WO7MemT3vprXA3Pnlw+Tas9+zykTp/I076upVje0AugPmqOxaCc0gH5p31vPDHYyAZb196vWbPAcJ5UCljO2tJbDi/LpiTf59nk2GjdyDagiX9WAfUe9Dd308kxTQoouIB1LYW0zmrx3xxiDjOM2s2Gcv7kNEc+XDGyr1pqUpmHFWPVdoP/6zsSz09H7H//JGcd67/vBtNA9g1xBBDvCrxQ7/wAp5+9hBveGSOH/uVl/Ajv/hBGGPxi799Cz/6yy/hk57Yxjd82es2PmCG+OiMy7sj/I0/9Xpc3S9QNW3i+51vex9uuKIEQwwxxEdOlMquBULuJ87Cc2I5k//7eBmZURt77uRykksyMu4lbLG3CdAm3udJzNYxI2IvlPgazht5z8uqH4ngkLLLGuhLdjLJHeOiPXuc9K2zKNl0vnW7+pukH3H1vdNGZd3vBKPkSluL40VzvowNbRK8dD5rqeSdKoyrbWz7jqHt7/7paPxXR68P9FmsB2s84ONjnVdRfKw0EattYKzDVvFeUeHcDmTwFR/j0NYGPy9/LB/LSq1l2KS9eUWfscgSHqpmAq3nVV3rUGExvpYYcIz7QRmDZbNagMaz39YlnXGfdO7T3jj0r98zsPrHAIgJJjlb+XkMRAAb/OKwCnJ6VpV1bWTOBPusJHqxxkA/vrc6xR+icdzI4Ov1ie8jFUm4AccOdUB+3ehT1yjrQKp1nl1AJEvb8H1fkKPxIOEZzKJQrVIRo3GdtBaIN0BskCb2g+bA+u/7zZJG3x9A6c9NQDPrFME4L2vKv98a61mPXSAwtuw6rWVnSXHXhQffNzFaATevXd9s6v84WPTnrPHtr735KZWAgRbMPC38uuCXyixiwFqsMjyVMZ2flfXpGyE+BrBriCGG+JDj15+5i7f98kt49NII73jvPSSS4bnrC/zv3/003vbLL+EPftIF/KUvfm3n5W+Ij5143bUZvv5LXgeglbZwzvBtP/QeVPWHllQPMcQQv7tx2ity8KM5K8dwn+sADD1qFcf5gKkTx2BqIsbPugiHt8SAyZ13zyZ5T9SUEN5YOUv4udgZ8cv8eQBE25c89Xa7q8hjysc6htEm+dcrjcp5vawDXoDTzaljzy6g3ZW/37CW2A6bImZcSLHZR4c5ealvS3v8SHrIqUpdP+k0aCuvecChL5PijGGUtWCp8h4yvXZ4wIUxhlTyld9r27LC+lGrtshBP+Fb93ltbPBWCufnPLQt/tyydib3bi6uA0Al71af28SQ8XPzNPYdY6vG5z4EX+2XRm+uCGrRu3cZjWUMJvpqbevCy3A3tddaG5hMp60fPmIZtb/GFTlpNI7rkn/GSDYdr4V+U1hH1ThX2rrh5z5q58lGgMzZ5u+nhYlYtueNTVLUAA6iLRbRHy6Shp6+/noWVR/YPO06s0SsBbZO838SfHWjxUdc1fDDGf1r2nSNbXEKOLP5049roz9njW8MjpY9/8x17dXGrvh6bQq/xhoLJGcAZJ3znnNSD5nnEEMM8SHFjbslvutt78PWJMEHXl4gkQz/3X/xBlzbK/D8jQXe8gcewp/+Q4+cu0TsEB+dsbeV4Y2PzbGsNEa5QJ5wvHhriW//kWcGw/ohhvgIi3XcF5/c3+/dug6wshHylAjy1vJG24Jz1I3GstGhFZnc7H3lD5WtqaoVf8c4U1vtDHpLV/HKYpX50jl+uA7P9iCGx2mkAe6q+yWCkuKzys0DlCyUa0CRdY9GwTezQABiYnmfoU0V/c4r8YjDoruD72OdL07sX+ZDuzE4zfdrU/hkKpappJKvBdpOAyzihG9T+OqM4d/u57Wi40rONo6psbbDCoFdZUVoa1G6jR5rXznYsJ6jRhEzkDyo0QeozjIV97FS7EGsKdCwpj/OM87+OPkaNuWmZHgjUNKX99rVdcsauxaoFoytBUgl552+9Pdp4/zLTlsPpVj1lDvNSHwdcO3ZZXHb6sYEsO1DeXuqgnR09TqK9Ox1K3FFFj6ckacSqeieg3zxzp67/SqnZ4VnqvmKo/H5NsVpvlfnWffXhS+iAJxvne63YFOL/PqdRp57543zMMHiOA3g9qfljN3XC4XSJsjczxNnKDpDDGDXEEMM8YrjpFT4P/7N78AYi3vHDQRn+NLPuor/80fei5fvlviLf/xx/JHfe/kVPxCG+OiKP/eFj+PqXoFFqfH6R+a4tl/gN993gJ9++/UH3bQhhhjChRcf9N9Bz8NkWscyOS0ZEIyD92VH1obNj1CxSbXgxbqnBZWPX5UvqY5caPM11Opsw3RiiTjPrlqdCk4YS9X9Slc6Pgb0z/u0S9awj3xs8uHyUTrJuHJVzdZ9dpPEZx14FMs6VbSD349O1bjIvwygxE9w1qmydp7ovx7EQFWtzgZs7idJC1UaNVUTI8+ddl75vil7fm8b2w7PBmvb0Erk2h70Eq/zRAzM9tk7o0wGcKdaw644T7+nYlUu2r+Hz/Is87GJGbYu4qqiPvw3TxtB1vtP1mNbid5aUm8AQtf5v3nvJwZilbDe58+KRd169r0ScLnTlujfykkI+0PgZajUdnYmc8d/p38pDGRIf5q/YCapoEDZ6HP5EPp+PI8kDmjv27JW982OYtgsPfxQPRPXheBUGKB/7Jj5l0nR8ZM7tRURG/ase7Z/zrM8u/ia8T4r2JoKs2fFq9nPtvf3pnMI3gWXz0s2HMCuIYYY4hWF0gb/9IefwY27JarG4FNet4PLuzl+4KdfwPGiwV//ytfjU1+/+6CbOcTvYnDO8Le/+g2Y5BK/+q47eOqRGXZnKb7/Z57DB28uHnTzhhhiCAAK98feeiXvtP47yhls+3LhAIKEatPL8jo/HoZNrIj20/3qifcbak1Z+1cSm/o2lXwlCfQm0afFeaSe62JTsr4OPPL9mIjTmSTNmu/KCNx5RdW/3Fdir6Z1IXnXs6tICLDpX6fgfO0GW5HKDsPcYlVWui5OA9M8k6JvsC16MkDvFXWeY/vxWff5RdX1lfP/SsT6a2ZYb2S+rNfLePvHjWPdfBKch8IOp0ldw+cZA18nI+sdM454nZCcAJr48+vmZCLIyPqsO8daYNmoFtxk6xlo54lXVEjBRQy4ZlJ01s84dDRfra/ycUas9e4DcLhoTl3vvPcWQGvreT27vCQuvl/jCJUCIznj/YbF5v4+DaT0VXTvN7SxqJRe2UypGh3sWSpF4PMm4KbzvfsA8FfOeYZn11nVfuOIPbvOUI12xjJmpm2KV9LP/TnWv3ZfvMZHc87nzQB2DTHEEPcd1lr86//wAbzruUNYC3zqkzu4spfjhZtLXNzJ8T98zRvxxLXpg27mEA8g0kTg7/yZN0Bwhv/wn67j9mGNRAj8kx9+5hWZcg4xxBAfvlj3OrrqD9L+5LzAi6+uFCfgfXDLWHuqaTNAQEqjyZR5HSjRYYkEmgjr/K6TLK9JvlYMs3sJ77lZJ2eEtd2X91iKd1pi0E9WGet6BZ0V52mjB1iUNiu754JzFK4/1iWS55lD543TgKe4yqMFUG5K+qxdm4jVSncrSDrWSvczrWdXqIh4Bhq5DkzwrDuAksRNIOKmY98PEyx8vnfdDPQ8rnvX2PTYWB+KTE4bAwt7bsmkQdf7aR0Y4oGS8P9eW5e96+n3YerWjEqtSoaLM4AsXzWSMYZRJtdKp19pbOrnPkhZKY0ilec673nH7pXIivvhx+28Sg1tDJI1nmfrALb4kPeLkdzP56Xkr7qlynmlwvcT52EVrov7kS4DLXPU2LNB/xhkqhp9qkclgWens5PXxf1uNp0XUBvAriGGGOK+4yd+7Tp+4bduhf8/88Ej/Lv/+CI+4xP28D/8mTdiZ5Y9wNYN8aBjb57jG778ifD/qtG4frfEt//wMw+wVUMMMUQcDAT09HdTT5M3rttIXfe6GV5abevZ5Y8TA2b+hdgDAv2IX8DtmnOtK3pie4yBuP3rXuj977PI5ySWEZ72wp4m4r48uzZJvvo72KfJdACAcwT20CbA8DSZZByxFMfLUr0xNtBWZVsXDKsMC8EYxIfg2RVHnoi1lTOBzabS2tq1GysxKCUiz664IqK1PebMecKeLttqtPmwFOfJ3NzrtyX+5zrj/HXRb/86cOSVMgx9rGMxnmV834++Z5cPhna+b0qXBeeoN9BX8h5TxTrfv7P6rzhH5cazYh0jsmoMskR0JGsfinfWpn47CyyQfJWNSh50Z88Fi9MLTvgoMtnpw/t1tzvvbSpcQYpNcy6Vm/0PffR/1++H87b8PBU/P5Q4S+r44Y742flKgbtzLTfnPPQAdg0xxBD3Fb/6rtv4gZ9+Dpd2cgBAIhjuHTf4Q598EV/3xx5DmgzLyhDAJzy6hS/+/VcBUIKcSobffP8Bfv2Zuw+4ZUMMMQTQvojez27qOgDgtPfNADihZQSsY8KcZjh+2rn63zmPlGpTxM3y1d3iZHDdu3fVEFvoLM+u81TF6v8/Tvj7DLbYs2vdDrrk/NyeXca2VXTbn3WPabEefIs/08phzmYJxHGa90vZtGwsMuNf/Ux2zjGXkdm2b6P3wOr3lHKV7M4K77+8zrMrjnVsi02A5mnFFGKvrZhd4cGe85g7rwPJ+mvAaaDwaRH7FfXH6jRPvv73N0Us24xBGMF5OH7cdsE5ilDZcL1MuUiEk8XZc4HW8SeWzavv2SU4DwBzvAZUjSZw2103Z+f3TeqPHIMDNDd8PUsEilQiSbr3nF8P160tWSJQOOA/HptNs8az7JaV6twf5wVH1vW33LBpAiBUK900xr4C6rqzM1d0oy/BNaateJglonPdp42MMffpaxj9exP470NwvlKZ9TzHf/Wdzj60yOTqOsV7YOT5oPwB7BpiiCHuI37yP7+M7/iR92I2TvDynRIAsDtL8Re/+HF81ec9MhjRD9GJP/4ZV/CGR2cASB4ynyT4Fz/2Ptw9qh9wy4YYYog47nflPuvzcRLWaLPWyPq8zwtfcXAd22SFKaLMqYyo02KdeXWnjRua22ecrXv93tSmmJGyKdaBMevCe5sBLrE/p2cXmbWfnRxtYjrJiEH2SvbwzwJR4oqDnrEQt/Us/5twnDVeXsacXfXtNNaWtdQvHpDjjJFnV+88SpsV1oiXD/XDVwBcl9RuYsqkUsAY60CgLkDbZ3l45t55Iv7uumGiqqF0viQCT+yGz/vfnTcEYx0w04+FsV2Arj+GIvKLOuv+WsaAtbUhwe4DSWcxJe8HvOgHQ7uOJIKFc3fGiXV9BY3dfO8w1gIYfi52mGs4HdBV2mJZKywr1QEPtQNR1n2rchV2rbUwxmyUTvp7sC9Hvd9YWa9B17RuHLyMOEuEA0zulz1m13o6xpsAVQ+c3ASarWv7uvbGETNlz7ID0U7ufR7paszo9e09D4Ba9ApcrAvBWYc1fJ6I1zwDu8Io3lSM5awYwK4hhhjiXPHeF4/w1p99AankWNb0wvV7X7+N//fXvBGf+uRgRD/EajDG8Jf/xBO4sJUhTzm+/LOu4aTU+Obve/r8EpEhhhjiwx7nvRt9snnW58+lQHCJk+CbX4il4AEo65t8J2uYPiSJ7P4wBppOM0yOIxGcytpHyYtgq5/zyctZ/bEpuckSgdlIroAj0hlsA6sJLedsxbOLzO9bUOx+V1fvESU4I/PhnmeXZ2yti1e6xbXpe/3xCD5dtk1+7kea6aPqeXZJztfKM/vA5FqPoejfvi2pM4cGun0VJLprErVNYIWKCjqcJ5Sx0E5eFgMYnLEVQ2ulzbmZd2dVyYuBM5Lpdn/v7+/7DX9fScnQaBuKDsRgbhwxwEd9QAm/NqZTsdUXNQDWrwUWxCZMBMfuLEMesXU+FDDrtGBs9b7N01Vp9P28Mnnves/e9evZeUMbs3nczgGGeDBtfdtWJduvRpzWPZ6pa8/85P3H/cyL8yqB+8fUEYB+XjbfOtDdh//xup44D4NzeYY8lYHWhnqNb97G7zCGWrXP+Kp59e63AewaYoghTg1rLX70lz6If/wDvwPJaTHKEoFRJvCpT+6eSakd4uM78lTgr3zpEzAG+In/fB2TkcCNuxV+6bdvP+imDTHEx3VQIrqeMbUpzBmJvw+f7DMQ8NAFT9pvkEeU2Sg/6SdMuTNuZsx5IfW+w9BlDEjBISLwa11icl4ZZ780u7+24hTPrrPSkrLROC5Xq3wxbGZSGWNXPLsavdlX66wgrxr6tzYWdc/XhkzIN0f82dOutw/QbTpm3M95Is4tU4zDs6PiiPuYPLvaf/vgjAWA8zTm4TpZmLHrv+M9u17t7R16D5MB3FkXmwDKde2PYx0TcRP4cRrXwt/fwNmeU3HX+blvDI2bMQacbQYeU9HOk02sHcEZatWtmtn+jnfmQaMNjpZNW6VxQ4w+BO8lf774Phec5klVa2SSn+qpdT9Kik2ATB84ic+XJXztmFlXWGRdrOuL80hTT+vD81zleT7jJXDa2M4zwUfi/Q/P2a+J4Cv3yVlzwQPD9+3Z5ah6MXv3tMiSzQVFgA0szX6hlvO3bvX4p5wnyHVXwFwbZKTxM+nViLN5aEMMMcTHbWhj8e3/7hm8/T2tz9LnvGkfb/mDD4MzNvhzDXGuuLI3wlf/4UfxXW97HwQH5mOJ7/5/nsUT1ybYm+cPunlDDPFxGZSIWmwSyTGwlUR23SfP8uwytvvSu046Y+1mU+o4wk6xO0TTYyukiegwYojFsv5Ym+Q4gGMCsG67++/eFuslJZwxSME6gEv/WPH5tV6FC7qJOFvps7Ixa5MRwTmMMRCOEecjEa2nUZHKwM4GaHwyKc5kTTHGkCfEhtqUxJw2F4RgQNRdnDGqyNm7vrhPY08qi/XniK/ttEgER5YIHJcNedVpiyIVKOv2fJ0qhedgOKSCQxvr/I8smGEQYCvtWSc/9GBzxzjf+e1sOncmeZBtxv3EGEMiGJirpLnJ7J+B/PM4uqBw/2x9v7gYtDotMnf/Ja5fYoDRM6Z82/z4A63MTHcYOG34tSoO33eCc2jbVqGL2x4D+XHRhXBtjAB0z1QRjAWAoFFrAGh0x2zR6CAXvF8wsw9E+L5jjNP8dB5d0N354cfBWhtAjVda6bq/8gjOoHV73E2VC9m6BQ0tg4rH7dxw7k5fx+ud+3niKqKW9XoWURat9f4cfrw3ec7569VrChWctoYwxlbuSX+t/ndFIlG7arZnyYS1uT9fw1RyVI2GBo2NPmW8aY6sP3+6xtdPCg7Jac3KJA+MqvuZz6etwev6DqC5tW4cgM0VLr2k/36VIUOmOsQQQ6yNqtb4B//ytzpAF+fA/laGPBUD0DXEfcVnfMIePufN+9AGODhRqJXG3/8X7+wkGkMMMcTvflic3+T7tPCMrdgnBsBarxMffnf7PECXFKsv8f1X3toniK9C9N+n1SkJTJwSGmtXXtbXGRdbUCKwjmUQ/2RT4pJFz2ApOEaZDCysfvW1OLFa9pJHfU4zdmstypqALs7aazpv1cd+tJK0c5zb/b2uyqNPOs8KyVc5P8u6K7M5jfG0bgxrVyCAJJLUj+eRD/lz9b3StDGBObOONb/JnyyXHGID68P/rHSeSkobNFGfn3bvZ4nAKD8fLyIRHLVLwhtt1sqhYlanjP7tff2A1QIKMXvG/zsGFJQxAfTuS5atseCcdWRbMZvJWpJk+Z+ZyLNL2/X3cFypNRwn+vcrIaQIxqCcz5LkLMyf+L5lPWYbY1gpjuFDnpMB1P+qB0KUMljWugPSxkykNNlsBE/z2mA2SjoFFXz4a9vEOtKWCgU02mBZq43rSmyS76/1NIluekpl17NiE7hiASQOYK4UsQA77Yq8JuPnom/jujGSnK/026bNgHXhC5f448dMtT7Q5TFLYjBaVI05F7PtNFaa99gUjDy7+n3n/9df9rNofDa14LSNgNNiyFaHGGKIlXj59hJ/65+8HS/cXAKgF9tr+wU+6xP38cbHth5s44b4qI2v+txH8ND+iB6wBlhUGj/19usPullDDPFAw1qLP/tn/yx+8Ad/8NTPPf/88/i6r/s6fNInfRK+8Au/ED//8z//qrXhvCbfp/nvBJ8dwXHePWvJGZW33/CCHSevyrGtzor+R+IX8/h4fTZA57zrJJVrADnf7rN8ieIELH5V54ytlZJKx0JaG+4CVcQ84ayb/MXn8NKoOPrJSqiUx8h8OEtEuDbPXImPm6cSqaCxO6+HzLhIOv/flLJ4iQ/Dar9u9AHq/b8vmQQooQtMsQ0FD4BVma0PY7tjKNaAZx7g6Xt2CSeh6kMQHnyJu1ByYvbcD1tn2Wg0ysCaVVZgv2/6rJJ6DbvCA2CcMagN7It+eN+3OIhxxjuAmw/fgr6MlHPWGQPlZM4Mbb/2AVIZgeZ+bjcOiDTGokgJPCgSAeNYQ3H4cbNRG0epRJGIzrHPE33g68zqeYzYfH5cLIAsFZ0+AFalpdZS/64DJ9SasfDtOU/oNaBCPK+WlVppX6dtoA1za+3Kmt0Huc4CV3K3Fm3y8jtvZA6gO+96dVbEgHejTThuBzyPKtNa96Ugn+bd6o5+ThprUfU2gbU+HwjVf46KyEcw/n5Yz+0qY/M8YFJfut7/v2fnneYTl4r2+QLQ2lifwS5+pTGAXUMMMUQIay1+7JdfxN/9rt/EsjbIXNnhSzsF/vpXvh7/5R9+DFf3Rw+6mUN8lEYiOf7rL3kCWdImXz/yix/EncPqgbZriCEeVBhj8Pf//t/HL/zCL5z6OWstvv7rvx57e3t461vfii/5ki/BN3zDN+DFF198xedm7PRS7eu8eM4y6wa8UXX3uzFbI4nOuXQVrLgDfPrHUqbL2smlODNhi4GbLBFBisPc8XyS5pMnn4zcL7stTzgS59m1jp0FrLJU+qGNwaJX8QxoWT9rw/2YDMmdZ5da9ewKSQTr/qwvuUojbyBrgboxqBsdQAELhKTMH8oYC+PaH5uYbwItBWPwXRFYNhurRdLxikxCCvaKPJH6DAbAVU5z45SIFqhKRN/8nNpVpN3CAf3mBvki0AEG+9Fo4zxo2Fo2CwEL5760ELFnF0AJcf+ePS9jbwUgTlovuMpJ9WJw8LyAgbU2Kn5A388kx2yUhDlvrMUok8gSjiwVKJuWaehBKOPYVKdVBC1SiSKRG6V341yiVF5C2f48lXxl7WEg6alnwm0KeUY/WGxm4njwSlsTVWKkn5U1MVTjPs/Snj8hY8hTsXmd6EWf5QN0gd0+KFdkEqNMrp3TFt3nA3NMz3gNrRw7bJ0UPD6mXQM+eonmKHPjydjKOhZXBEzP4QdXNwbHy2ajAbv3PzzP3PZFBfqsTF/tcVNoQ/e6cLLj+HnaRPdD/9jMXX9/TvRDuA0IP5adTZZYoh2Oez4A9LQKx/32NLpb2KX/3TAH3GaBZziryBtylLVr7/14022KAewaYoghAAAv3V7if/3nv4Uf/LkXAAAPXxjhb/6pp8AAvOk1c0xHyekHGGKIc8TeVoY//0WvBeB2hJTFP/hXv4VnPnj0YBs2xBC/y3H9+nV87dd+LX7yJ38Ss9ns1M/+0i/9Ep5//nn8vb/39/D444/jL/2lv4RP+qRPwlvf+tZXfH7ByNdJrfGyuZ84K9USrOvN0Wizwgqw2MxGCBI2xsgv6pRzxQmb4ORz0vd1CZKlHnAX54xKG4yz1SqJcZSNCdKwsHuOtuQ6sOo9IvlqUr0ulGMLSFeFblNoQ+yVkLxgFdBKEx4SQwtiZcVJljK0EREf06I7rsYajHPZ+Vmt9ArbQlu7NtmL22gtAR6bkkJr28Sv6pnlr4t1LK5+CMaQSYFEkum21rZzXMlXk1zlmEGnHpcT40QIRgwUB+T2x2zpwMN43nsGRPxJkupuvt4YFKgajWWlnG8VQyoJ2N0EDhaJQJEI5InoVCUEekxAxnC8VB0Qzt+fPjYBBqkDjRLBV+eGuy4hGMaRNNKCvPeIqdRNyn2frTufr1bqj620AeN+TDyoSe2pau0kuHQcz2T17EGl22qk/f7onysRPCTPKmrX/a6h/XFOE0HyT+d11pcoLkrdWd+sY62dBkTEYbE6bjEYGoNmWdJuKnjpsF9DVvlBHggmJg9jXYCjA2xFf8fX0vfsittjgVBd00eeCCTRvRTfuyvgCms3HU5bS/39HveR/7yIpKV0vW3bsoRYeHkmoaJnm38WrAOnzmJuGms7VjGJ5IH5dyqjzqFkWtuVtQVYZfRysAAU34/8X5yyzvSjI711bcgkx6SQyDNJPly2ux4vKpKvFpnsFnBwY8CdzLs4pyx1ALuGGOLjPOrG4Id+/gX8z9/1m3jhFskWX/fQFH/tLU/i4Ytj/N2v/UR82ec89IBbOcTHUrzp8S380U+75F4UOI4WGj/2y6+coTLEEB+N8c53vhOXL1/GW9/6Vkyn01M/+453vANveMMbMBq1zNpP+ZRPwa//+q+/4vPHRsc+oTmN6QWcszIW68rPtLVtdcaIAdORFJ6CKfiEFDgbWDMR22YTIyM2yF7389AmdA2aGVgn6Y1DG0p6KDFblW/EUqgsqt6YyvU+Mh1vpzMAF4Y2Oe2DVPR9oI5kMctaQbAWdDPGbPQjU2GOAGXVS85sVzYWt2dtO6Oxr9V6TycfpyV0/ah7nl399nhJDetT2tCatltL8zRO+BptQiLrk7ssWU2kfZJfKR1AynV3kOBdfzYLBCNu/9MgY4vmRTxP+/5kfn5OR0nLYOx1nW/z0gGzVaNR63Ysi6QrmYsBvvMy66Tg2JqkgcXVOJ8+D7zG0SiLg5Om+zNNBvOLUnXbb7vyaBGBD55RmCUCjTKOhdaCVtIVaRCcpJExsEMJPt2vsYedNjbcS/FcqHpVHP3dHTc1T7uA2FnS5ngqJoJDKZJregDVtycOD5AI54lUNRpszWnW9ftZEa+djTJYVgqLSkEbgzwRmBYEdvnPcHTXcO9lxsDCvbSuDX6uecZgHklFgRYwbzSxXvUaKdyy0Vh0pH4xeO9A1Yit2igDIRiKzBvv02cZI4B2I7vZrRvaRM+wNf3GGUPpgOd4zPKUKtf77/Ul0pvmSCZFBxDWut2QOg0kUw70VYZkj2kiUKTrQcUsEZiOEhhjsaxbdnHcpg5oGd2Yp63PuXu+McaQ9arQ+ucT5w5Q1+0aEXt2AesBdT8GHgw29vSNEB8D2DXEEB/H8dvPHuB/+ee/iR/9pReRSA7OiMX1O88f4Tt+9L0AgCt7xatCIx1iiDi+7LMewusfnsE4CcVvvu8Az984edDNGmKI37X4vM/7PPzDf/gPsbOzc+Znb968iQsXLnR+tru7i5dffvn+T2y8VxAlLj459XvVte4yeyy6L6nx/xnDymd9RUDb+67nTAhO2okkYc6ziyFLWJDMxX9cc6EiBpNPZvufB4DGJzqcZB8W6HxORO331+KT/fhYgrWVKP3PsoQHqUX3c4AU6IBNK9dh2397lo9118U5UCTdayEpCocU3XbBOCmeaX+WZwKcd8cG0biYXt9ZAELQ9zwQ4sefM6BIacecmCDUf5IzqOgYXiLqgZru9drV6wcA930T/VnXV1nCkSYcFpYMjk/pV9//8bE47465b3fZ6ABaWBDIVDmmoO/nJpr7fr4qYyEFA+etdNGfmwA/G/pqXf+ngqPIqKhPGrGC/Bg2xiBNuAOAqR2l0lF1zG5/+msFEPpnWSk0SsMai0q11+ABuv73fZstWuBx5X5lCCyjTf2fJRyjTCBPOBplVsaUM4ZEdudI7YAwYsDRfPO/Fw5ci5NkayyyhBhvKtw3NtzPtdJhTJQxoQ88KNUYsuSQnNh3fmytXX9Nvt/nY0lATG9t8PchtS3qVweM0LFtWCv6a0vnPncAXq3p2pSToqZJ29YwlrI9jh9hv06tux/W3V+ctevU1iTtXhMDBHf/txaTQoZ5XTUaR8uG2ixb0KhZs857dlQMCsa/j+eeFByJZJ3nBWck2Wzv5/a6477035GckTSw18/otInmqhDEKs1TAY4YwNk8xyVfvX/83PdzTul27qduvhsAx6XCses3A4Q10LcbG+67RhNrMx6bPBMQ0TOt36++f8LPrcG0EKGCoXD+kP6zjdIEcvXaED/jhCDwinOAwYa5UykT3hPidwALB9C6OVCr7nrq73+ladZSe0gSz0DzzD+TqFCEPfW5uqnScj/OV2JjiCGG+JiKqtH4wZ99Hj/19hvIEg7Ogdk4wSe/bhs//qsvY3uS4E9/7sMPuplDfAwH5wx//osex//4z34DjatH/4++52l85hv38Sc/9+EBYB3ioz7KssT16+sLMOzv73dYWmfFcrlEmqadn6Vpirqu77td1mgYpcESDhgNDgulLLKUg1kLc4qpbP9sWcadv42BtgZG2w4LAnBG3rwt9y4kR9NoMMZQ1XQubdo3Zs4BY9Z7VqWSoVZ2pR2A8x9hDKrR4JwhlQwMFkYbMAMwDjRNK82SCVUdqxsD1TufEQyqMYC14CAzeCWon4yr8MY5UDcWo4xDcoPDE91piwWZ8NbKQgvqm861JAxKAcxqNLp7fg0DpSkhMk4a5NvtegzM0vWWlYHWdF2cM6rw5/7mDvEzuvXOYQxQzKBxBvdCMDBDSYr34TLaOoYeQ1npzvkBoGEG2iKclw5M4IaGxTolXllVMBuyk/j4S60dM4euQYKuq2rMavW4aNx9/y3ic/TYXIYbCM6RcItaKyhlUSSOleJMoP1x0pSjrhWMtli4NgkGNO6aawDGMhhlQ79LwWAsMf2MsZCSOQ87mgcMETvBaMA48KnRjtFEQKZvQ55ylPVqZ3o/VcE0OAwWS/d9y8P9yxiBZlWNVeZkm+OvvZc4J3aOYa66HKO56M3qGaN5oxoDJhm4YNAGsG6e+TGpjQUciSuuoAhhYTTdTwttkEqSMjHLUDXUT9wxasAYSu2YHtF1+PvHGAuRWHhLK61Vu4YxQDUWlZN6LkpFLD4YlBWNlxQsMPuUoms1FjhZVjhZnsUcMTDuPlLMgFsy/DeGuTFev1aB0dpQebakGw8pGJSiezOJ7su2z5wROk0TAmFhw3112tMgSxi0pfMqY6FVDWZafzTmAEEYAy4AZhW2Co7DJd0nilvAWKiGPm+tDdfOOQMHrd1NvCYg5lxFl+/udwODZQkwCzqWWzeV0kgEc8fV4fpUtK4lCYPVFrAMHAwCtsOs6vfFyaJCmpC/oWAcSmmkCUNVN7CWQDxjyM+v0baVUbJ2jAH6nDVo7znv/2do04OeczbcxzJhtPb37rWGs5VnXJbQ/AcDeDS3LDNQDW3gpIzmuFbd7wIEDaWCBW+wu0cljYF7ZqaShWMaANaBwx1ftWgtVsygbixSydAo+tsXRkmkn0fUTv+92phwrxr3uUbZlg3JAAUDWFpP6RliUVl6jhlukXC6RmiE95N10TTnyxMGsGuIIT7O4tnrJ/hnP/pevHynxPYkxd3jGhe2MkjB8OO/+jI+9ckd/Fdf8JqOh8cQQ3w4YjZO8PVf9gS+6XvfBQAoa4OfeccNfMGnX8ZsnJ7x7SGG+MiOd7zjHfiar/matb/71m/9Vnz+53/+uY+VZRnu3bvX+Vld18jz/L7bxbgAlxZSkrmx1gZSAkkikEmO2jRnHwQkDTCgF3Yhya/IMON+3sYoEzipNJgglkutDUaJBDjAjZPlcIbGJdVZyrGsifHkP89ByXWjLfiGN9dUEBPKy1ssiI0k3e4xY8D2LMHhSUM7yVzCMIVEOoAgeuRZADIRsMZCMmABg+1pjoOTGmXjjIQB5Bl3TBmASyDhxECRrt0K9HPfN0CXWXFcKih3bt47f+7YE9JquK5xCZSGlMRG09aCg8EK2p3PJDFsOGewxiLhDHmegDGNhWOsFE6mpSz9nxJHjmUkj8ky8lmTfkwZMBsluOfkZ0kqwJSF4C2bzodgWKsbydLMHZdYEJnk0NoG36Nc8uClZFz/G2NRNga54GBmjQcNb6vR1dogFVTZTrlrb1wyKR14RpIphnsnDdKEQQrAOhZgltpwHGoDQ5oypCB/tizhsJYSNd+ONOEEIhgLzgkUlQ4ILZuW2VIbAJwhT7irRNyAc7HST5wzjHKB41LRvGUMXHavepQKmuMWmGcpxgXDrcOazisYkpQYR0snEwOcoXckdRWcwKOyNitgRObGQYDASyNs8LOL770s4Wi0RZoIJAnHRHDkmcbRiSJmjgUWtUYmeAC7U8fkZIyBCwvlNrqkFFDaIpEMtdGBvSJBDB5jgZSxjkdWmgpIY6G0dYbhFokkSZqyDYwFRolAkQscLRQxrxwwwQWDZBYMjCrWwUI3BmnKgqS31qt9D9Axy0Y7QEag4W6OuXdmDWKt1drgNCWj6fVnnnCUjfPpE4aAn2hdaAxQZIkDteHmHEke4+N4CaaXrElO18Qlh1X090RyVLXpHB+cI0slDDRSyVE3BkUmwLkFlxa7WzkWlQogOdGubJDWcsZgYFFkxGS8d0KMJv888H/LyO+JcYR7XCauEqkhIJ279VxKhpFtO7LWhmR+hcCtw5rYp1zAGAMmHCCzZqOEcQ4pJdJUoVIWnAtYazDKEiwdKxGcWGBw97Bvc5oQwKgMeWmVTTu2fp0GyBsuzyQOlwqjgp4f03GCu0c1mjVVTeP5wR3Cy6VFJunawQwaxyZVhta1USLAhYXu3bkc1GcAAUwkByVfLr/WJ4mAgo7WAVrjSDZqXVXJ1r9SSg5lDZgDVWXCoWCQJxzjXEJyjqNlA3ATZKypkw8b9+9UMmh3n/vnuRQcu7MUJ6VCbRR0tL7E2P4oE2gaCy5NWL/8oBhYjNLzwVgD2DXEEB9H8XO/cQPf/f88G3Tkx6XCF/2+K3js8gjf+m+ewZsf38Kf/6LHN1azGWKIVzte99AMX/KZV/FDv/DBYE57mpfLEEN8tMSnf/qn493vfvercqyLFy/imWee6fzs1q1bK9LGcwWnhEg59o4FJUepFCgygWVtWm8Yt/u87o7MHHBwXJLnjZfIpJJDmdiYtgUpLCjp9tKUcSZpp50zKAd8zUcp6qaiaoCSXpw5p5d/FXkNCcaCxAogCdr+VgF23FCFw8h4n4MM+Q8XjWsRVTxjaMGn/lOPgSFNBWoHGpBEpAu4eLaK0iS7UKr1LGKdY7XHzxJBnl6MgYFBSgHd82Gx0Zmsbb9r3Yt+4gzedaORJAQK1I0OXmFZIqCdDKZuyA+pSAQabVE22pmUU9JOhvDdIgXzUYo7xxXJVzR5iykV9aczwNKGACafWI8yiarWYGtmDGPkSSUYh7WGTMnRmhanDjwRjrnCQBI1BmJKxWPlQ1tiJ3jvHWOpDQvnnyMZg5Q8yHukYFjWhhgsoPkkBXnMKK0xzmW4Fi9ZVMp02iBZXFWxNVcWxnmDWdbpq3aucBjTegr5+zAObSxOSkXX6gym+58xbl7TPewqsAkO7maMNUDZqPA94QCERrWG+5J7qajBvEhwUukgC6vd9UrBAzOwUnrlHlGOjdgoi+1ZgroxWFZ0jlpZ7E5TN8cpqkYhc0DXbEygc7wuGMcUTAUPjBcpGBQ4mCYAlxtExSCY87dCK/myBnkqUKQ0BxpjsZUINInFUdmej/z3CNQrm1YGaQy1u6ypv9bN47JpYQZtu+OstZunbj76uZS4f/ux8Nfsv5sI7kzInd+YJZaVjliKnLNwz0DTGNYNHTNuAwcBkcb5NukwX+juscat/Wvnlr/vLMpaQzmG0ygR2JvnePHWAmnOsCjpQqeFwN3jOvRFIjhqZZClInifeW+uUSZxUinyt3I/K1y1RwbyqdKGgFViERo0GhBchjU1ETywjsrKtOuypeeBssSmhO16zzEGJG6DIJEcjdKAK2YwHklUh3VH+ujvcT9unrXKQJVDq6Zux9UB3I22SKUI60TdEAvv4LiB0hZFQoBuXKmwMx8sjUviKi5OCokj08BaYh7DPQeWDRUqkJx33pcTQSb20rEkJWMYjxKcLNp578fdy9Sl5DgpFaxtN2L8GHqZ9tY4xaJUEMy6e4LmiLWOFew+lwqOxhjMJwmOFgp1o8EZUDbtPdJoOm6WcBwtlVtbCUjzFTVjTzIGBjDHiDU2FG3xfZjK8+UKA3VjiCE+DqJRBv/i378f//LHP4DZSOJ4qZAmHH/mDz+CP/bpl/Gmx3fwD/78m/BXvvSJAega4nc9vugzruKJaxOSEhjgB37mefzQzz+PF28tHnTThhjiIyLe/OY3453vfCfKsgw/+7Vf+zW8+c1vfkXH8z4ePpRuwYeq0W3lKdv1CImfDtaSDKj9P/19WkU5X6mQcYRS8uNCYnuahnMsax2YxR4U087XSHIyfh5nEuNCrhgLZwkljTKqiOdNxgHa5Rach+QyERyjQm40Cq5q3ZFUq2h3fm+eIZEs+IMxdBOsTeGrrHn/lNiQ2kfqqlWtC/IvsmEnPU/FyjH8P7WxqBoCIOJnuwX1bZ4IAg9c0i45xyhUyGqN92MJGgOBlEXeNZY+b3C+ClpZC0xyiSIVyFMeqqdlknzBgtl0/1gMIQH2pujeaDtI8VyyvzdzHkWu3zwwCUagCmMMCycroyTaee94IouxiCuGckaMCK+Yi/s33rBJJfUpeb6tB459SMFDxc5U8rUM+0qZkBADNEerRgfwbNm0huuJ4EjcPWpgw/3i79tE8OAlxN295ad7o42T+K1vsXL3ZOJYHlnagi42mitAO27eT0xpC8YJ0Bu5qqfGUOJLwAQPc9tY64Bas9IWb6Tu+0Ibi7Jsk2Xl/IHShO71Sd6CK2vfdRkZ6DMQw3S2pgp53AIi7HXHnTOSdMaG30obZJJ3DLUZa0EuqsJISbmF95fqtm9rkjiPJBbOJXr3n68EarR1ctq2tZkkxlWlyMg/S7uFMVLpAFBrCYSI7rmy0bh9UOHuUU1AFxDM23MHUnjZMxgjxo6vJumLCgjm2ICtxBQgWSBzAJiUzN0rArn72xdN8cbnPjywz/2OjQutHeNSxpUrXZ9yqloa31fWrhYrMbZdQ/zfvquVNtiepNiapCTjc7I9Y01nTnnmnZfvV43uPB8SwTv6Yg8IakPG/GWt6fjWwhgar7gqpDbt+TzQRf54tC4xzlA3KjB2u/c2+dpVtV5zT7l7lzGMC1q3UndcP538HOKcZLdxX9bKhA2ySpmVd4FEUn8SWMbB3HOQowW6PCBH7WauzSaMTWjrhsIq/RjAriGG+BiPw5MG3/S9T+Pnf/MmJoXEnSPa2d6dpfjOt70f//SHiS2wt5UPPklDPLD4xrc8ie1pAsEZfuXpO3jbL7+En33HjQfdrCGGeGBx584dnJxQ0YZP+7RPw+XLl/G3//bfxnve8x58+7d/O37jN34Db3nLW+77uByutLkk9kAagCWEF/q46hHQvmjGgEqlDFK3w8xYmzyWdZelBNCuL0Avs7Uy0IqSwkWlcO+4xp2jOpjo5s6wmmHVt0sKRlXeOCih0t3kURuLutbERkgFdiYpxrlEmhCIQgwy00pvOMNiqQIg4K/R94mNfhY8r9z11I1BIjmylJhqZSwDdABHXBq9DwylkirCGZcwxdFo41gbzF1b2z7yamKB6eATfr/bPcokOGeBYeK/6o1/OWMBbNLGVQN0CYcyBsuazKgBQGti+WljQ7U5C+Bo0aCq2+qDPs67V9ZPURgj2Z9nNvlElnFiZvENVQHzRCBPSX7ro1bU5jQRoZ+sO1YiONJUYD5Ow3hkiYB0oGV7L/Ag08sdiBOS/+jeSGQ3uU0ED75DHpDy86ZyTI9NwRgwG8nQP6YHGPmQgkNKHmRz/jpS2VLFBKe53uiWpcmZv9426bUAjpeNq57HnAcUC/OurDRqN8/SqI+p2poHcizuHFYkZ+b085VG++/BF6Qgxpy1rceSLypADA76WVmbAISsC59US0H32yiTnUkoOQ9gYCLJ/8y6vpaCQOpRJsP1UfU5Onfd0AZAugZwBBAKSxSh2h5DIhh5IUWMU21o3HfnKVIpAuiQSgLwtGPzePAIIKaacrJc3ze7sxxZIpC6So9FKkKBghgQ4JytVIMFCLybjJJgoF41unNPedBnPkkhOK3D0xFtBPhryRPR6Y9lRYUUEsExyiWmowS5M4AHHLjpbgClbXh+5K4SIEDS39Td30UqkEiGZUXMxHB/MQSWGkBgVu6uf3eekkehhZP7UX8XuQj9SaA1jcmiVOE+HGU0J7S1oQJqkUoHZEfVTgsZVTtluLCd4eC4BmCRSwLk8kQiT1c3KaSMQOAIqDHWdsAvmses9cvSrfch5+1aVWRiLQCdJu2GVOqeK1XT+vfRfKeWKEPjYgwxaeN1KQB2jO6/4yWxJnUPmAOAcS7D3EgTugfLUncqIfefe7NREipNSsHcmkFz1jdjlEkkrjgE4AttrK+EfJ4YwK4hhvgYjht3S/xv/9c78dz1BTijXTAA+H1v2MWLt5bIEo4v/H1XHnArhxiCKOZ/57/8BEwKCb/h9cbH5g+6WUMM8cDiLW95C77zO78TACCEwLd927fh5s2b+PIv/3L88A//ML71W78VV67c//rNo6RdGydNYGyl9Pc4l6sATcLDTr5gBBQpQyXJEsEwKeTal2IPSknBScISMYVSScCC0pR0HC8VKqVXkkwOSnoFJ18m3QPCZqMEWxPy+vOVoJKEY+lAmeNSIcYafMIHxgIgkAiqSuyTxTylZFYwYiYQ60ig1gYnTr7ZRAldOLx7eY+9Yya5XGEmeIaV/64Hxzjo+6NMhEQ4Pj7jlIDtzrMV2TfnxI4gWRf5WsXynywVmI2TwLIQjuHmIz4XY5SMkNS0cxrUyoYkDPCyUmwGOphnSSD0tf9oInlIzDhjIVlSDsgzhuQ/8aGLlNhlxrSeUtOiZeKMMxH6JmbzMAYcLhp4OKJqNNwUJiaHkxYRQ8G07BJJhtnxPcIYAmsoS0UYb8/YUZoAPGOoouC6vgk/ssSq8Kwra9tqZnGkkmNZqdAvSUL9ylzfjTKJcc7D/WFB4MJsLJ0HE8d8khLA12EtElAiJX2XRUhpo00HQLGWTK2tM+VXhjrj2v4IeSpDMhtfIzEHGbJUEJAbAeAeiBBUgM0BRK7ingO05mt8PKVjcWptOsCGB3TShK51XCSoag1tW1aRvyd8xclGGUxHErWyAXTzcxZo180icesBZ0idNA3uXHkmSTLt5pEPbS2euDpzTFDHgGlaGXWjTWBdWc8Ocx5KAN0fhydNADQlp/NR5buWfQisL+wB0Jp476im8zIvQWtZu/5cmeQY5W011jwloCFx587TVejAbx5IwbA1TQOw7sfDX4Pvp7g/PQNoPk7wxLVpYPMaQ2CP0uTZZi2tMQzA/jynd0XGw/oZxsxd68lSgYMqR2aJwLLStFEStZt81B24qUi2WdaqAyD7yr8eeNLG4gMvnQSpOQsgGHC0UC2A466dM/KF89fr77l4nBhoHJaOWZonZDXj56vkdJ8snFy3D7xz533mgVdtDHZmKcmVJc1zrcnDK2ZRM0Zr2v48IyAtaYE025tHMSBGc0TitVcnmI+TALrWja/qywIjT0fAV54IlLVCoy3m46StHumAP/9EOKkUgZLBJoA2fmhtkygySet/ej4AbPDsGmKIj9F4/0vH+MdvfTftWhiLi9s5rt8tMSkkfvnp27i8W+Abvux12JtnD7qpQwwBgF5m//wffxzf7Azrf/Xdd3Bxp8B/+E8v4as+79HwYBxiiI+1+Mmf/Mkzf/bII4/gX/2rf/Whnyywtejl1zOqtCYAKZOCPHo2KASyVKxIMnxiBOuqL4IYVIwRQLSo6HMe0JkW5I104n4uXeLlDznJE5S1hoAHKboMBhiGsfOA8XFSUrn2NCWzdQ+YeNDAh/dJ4Zx8ezzLifrErOARPrGQrjpYpeicneqJhl7kPWhmDZkMx+1TxmBSCNSNRa00gSSSoWl4SGI8K4Vkh9SnMXMqEWQ8T6wTi0QKTIokeKdZS0ydUdYCkoyztkIfnL+Rscgz4ZIxL51q2z/JpfOsonkxLiSWdXsMX33NGNP62vj+cj0qOt5Wrg+0AQNH6pgg907I+6ZIOYTgOFkqKLQJeOoAOV9djEWDZSyZky9cH08LiTyj5PdkqaC0RZ5KVxWRhzFLHQi1rKL5a4nFVowT8hYrDZQ2ZGjvk39LyRwDMcBqZTDJJe6dNOH6iS1Bf/cliGlCiZ/nKHHmWHZOMipdFbXSVSpljIGtuQm9bCiWFgtOgG2WCGL6KYsiJY82yRmEoEpzJ0tFY+IkcBYWF7ZyYm9YmleeZejvDSNEx0cnjmWjAyOFWYGb90qSRkmSDPYjSYiZKTlfYeoZa12SL3G0JNDAaPIgkm7s9uY5bh20Um6S7zomECM2zLiQwROvbggE669XDIyAJ8GChx0AHC8U5pMUi0ohc4l//71DOQafr1IZ2iIYjheKTNgZmdvbhtbUVHC8fGeJIpVYVnWYPz5m48SxCQWB0IoAuH6/J5JhUdH4ecCscABb/EkhqOpebFTPQGu3Z8llkuN42a5PqaRCFdSvVIlUKWKvbk8STMcSJ0uBIpM4XCiSoOYSyoFyy8pglFEfb01SLEsd5gfgqhwq6vvSsUWTiPVUpAQcCuZM9zkLDFXd6GBsbgHcPa6CZLeoRDi+cp5O8ZxSDkBOJIdgHPMpx8ExXbe21gHkrJU3g0MIwIJDSobU8JYpC5C033qmLJ3TG7zDWpyULXibJPQsXNYGW+MUS8c61prWIW3ooN4bk3OGBASwZSkBZFRwox3bRhlMCgKu7x37+o7MsTNpJhgDGG2xM09x66AGlHHVLy0q51kouECWko+lsbSuzCYJ1IIqpfr+n+TSfab7vFfKoKw1ZqMEy5reF0a5ABhJq7VxNgS94rhKWwhlsChpM4E72bZn2Po5aa3FwxdGeO9LxzhxYLsHvbjbhNkE7PZjYHYNMcTHYLznhSN80/c8jUWlIQTDmx/fwvW7JZ56ZIZFqfC6a1P8d3/6DQPQNcRHXDz50AyPXRoDAH7xnbfxHT/yDH7ht27h1kH1gFs2xBAfGyFlyyTy4ZksjTKoFHl2eYlezP5IQ5Uo+r/fSY4TQi8lAYBJIUmK5L/vPH4AhMRufyuDNsTUyRKBSS5xcSdHlnLkqZc2EbMolQKckQy/72kDCyxrYgHMRgl25zm2HdPLy4GEoPYXGfmfcMEx7nl2iSgRL2vvE0K/Wzg2FwMldNMicUwSD4gR801bYm71ZUICzHl2AXVtcGErx6XdAiNn1Oxf3mejFPNxSkwX3y7GQlEBzikJOjhpwBmZCE/yltVEoAwlc9qYwNDxvkoeoLiwlcNoapuXNY0yGQAYpQkUiyuOAcDuPMO4SCBEa/6epQKTQoL5S94g2VPaQErWkbp4QDHPSJbogaLCeV15T7IY+6kbje2p8+ECmWs3jXXjQOb2y9pV4fNjAEqqqc3+YK3x97LSlAx6byvJMc7p80pbB+qaYNSsjQf32sv1ia6vlJc5yRaByW37vacSMVeI6VA4Ca8H2dZ5dnlZYSLJ18nLz5RLUJW2mBayNbjnxCwpI+AVjtHkx282TjCftMypwAgBzZl+9IGq2TjBxZ0cYB6ENNidZ5iPk9DvPe4jzWPWejQZV+nOS9lmowRgxEgRnOFo2eB40VaKlYLGbRkxcbQDgQBKlpUz3d+eJMH3idpDoETqvcskC4B9pTRGmcTWJMGkSMK9H0u6S4c++LUxERyZY9AwECBW1wToEBPV9YHtSpYTQRJdX9BAeIDHASC5ky0CtJZmCVUhhGM/9j27Rpkk9pc7XwxCp4nApBDkZWWBNz2+1V2fDNA0noFLVUFTJ3klw3GDT37dDi7u5E7myCF5CzgCxLBcVBqHJ00A1VomMZ3He1hx7tjDrtiGEAyTPHEsYzqvl8Z6q0QZPWeWdQwWyiDPJkIiHcP3wbLW5G0oGPZmecsyc/6SSpnwTEgFa83gy5aFnKcE9I2cP51n32pDa18AiRMevp8lIgDaVaNRR5swRd6yoJsIyFHahE2SzDGpjTXOO5GHta6qNCRvvfsm3jfP9VGlDI4XCk3jTOFT7goQOM+uhtY6a4HjBUmZq7qVpRcZbUqZSF7LGTEWvUookQSWtVJtDWvoOejnRQzKM07vFV7m6gsU+JXYGHr+zooE29M0FMgAWg88BpJnl40O1XvPigHsGmKIj7F493OH+JbvexqNtri8W+Az37iHd7z3Hj7zjXv4xrc8ib/3Z9+Eb/zK14ckZYghPtLir37Fk0HC9PyNBRpl8cGbg1n9EEO8GiE5JRezMZUO97Iszlmwu9FO1qMNMSUAZ8BubABrAAKPSCLVAi2NihMs8lTx5/Avun73VjhTbA/yCO68VgA8enESgDKqwEQJZ6MN7h7XHVaCP5eXxinHaPGmy9J5aBnX/iIVwdeEGGVtKj7KyasGQMjQvGzLAwjei6lqNPa3SQJSNlTNb1JIpIJMu/OezCKJ5D1cMNw5qsncnhF7bToi/6CTZUPSPVfFK5OiMz6cMedvxrFsDA6XDTiHS9IJCLSgZHqcy5A8WtsmGLUyqJSBcVQF5vKKZa1wtGyCt1ndmOBd5cdsUSpiKZkWSGIM2Jm2gIlZU6TAgz+OXBQ8xbKEO1aawkmlgqSRxlA4+WBP1sqJPZQ7maEFUOQCi1K5sSCAQ0Tf9cDOpR0CGAEEMCsk/q49o4wk9QfHTQBDM9kWPiAAJ2L3ubFKBDHXLu/mEJzAMS8ZjplpgGPeOX+g46VyLI/WuDr22QlzyHmBeX+s4MfjmA578xTTUYKq0ZQUVgqSowM+BukVgIMTApE8y88DBo0rgtA48M8DRUArScucd5KvDgrb9ZcL5/NjnxKIl6WtzHLuJLU7swwMDIuapMqNJuaPB1Mp0W87z7OrvGRqXJBnl4HFbCSDv5S/X6XkAYAhE2+gyBMC2xzQTsAHMYEOFw2OnXedZwvFVzYbCWxNEiqIIX0lUOHYPzYUgNDGIEs59uc5OGfBEypzpvtG2+BzWDiwd1kpJ6tMQvXKa/sjWlukwLX9Atzd/3Dz3pubM8468mkfnBGYOy4EZpMEd4/rwHj0H2CMQBhrCQC8tJ1jNkqCZC9LBe4c1SSHZQwHJ8T4yRICujlblVF6kHDprpG8zgStlSOBVDJsT1OkiQDnCAbtJioGMikkZqMk+O5NigRpwhz4J+HLY0rBAyhyeTcPxQ98OyyAWwdleEZlCQHS41wG4JDxVpo4cuzENGml83S/8WD8LgX50I0yickowWsuTwIT2Rrg4k4WCn74K5IOuA8yRLe55IuO+PAyQ8G81xkBQb7acJrQGjjOiX25dJsxBLICi4r8KI0lBqzgDMIBuxbuOSmoYIzo3beNstidZVg4xjAAdz+6cYUHlumXtJFCcy9ec/1hLWg9H+cS07F0/S9CnzZus80YgzxrNzzyjOSVvkBBLL/tt3lTDGDXEEN8DMWvP3MH3/L974I2wKe9fhef86Z9/NTbyeQ7cRVPLmzngxxsiI/oGBcSf+GLHwdAO+ejTOC73vY+/ODPPoef/vXrD7h1Qwzx0R2+NLk2gGU+qSYvpVhW4n1HarczDNBLtN+Z94wMC0pE5+MEo1x25A7ka0Uv16kkP6z4hX42klhWCmMHPBhjcbxQBKqpqAQ5A7KIPcVYtypTkRCjYW+eERvMtiXZM+l9SKwDlihJ2ptnrewweJ8Q8ytzUsu+Z5lPahpfvdJSERh/RTP3Em9gcVyqjoE5AU7t/5V7ufesVQ9sNJoqb9WuLDsYsU2UNlDWe0t55hAhWPRMZ2HsYr8zKXhIihng2BokT7x3XJMsziXmSpuQ2HDGgkSxqjX1Dfc+S8QE5GgrvpFZvg0AwzqBiRQMW5MUj14aY2eWYmeaIpciAEfkr9NW8yR/N2dE7pJqH7ljfD16adLKNqN3Gw+M9r3dytq13X22rDUyZ3ZNyRiZQHtZXK1o/s/GCbJUYJSLAPzszTPsb2UdMMUC2JllOF4ox5YkBh5cn8RzIHUmzJNCYuFAvjzlACeZnfeziiORHMuaPG0or2cd/5udWQaDVn4nHDiWpyKAr94XzHeXT/Sl4JiOElcd0GI2SjCbJCFR9y330tFUigAyj0cC+1s58lQEkCCOLOF446NzYiEWCfJUOAaRhHASTuHu4XAfmfY+no8k+vhpknDnm2VQOabPld0igATey+xoQZI8P385Z9iZZaEwRVVrcAbkmQxsNF+VjvqcJM9ScEq8JcfhQmNZazTKYJxJ7G9l2J2nVKGx946dSI4r+wUubucYOS85a21YV2ejBJOiTfD9mU/KBpXSmOQSL99ZYpxLJK6qYSJ5YGJ5Fp4/6+4s7YCT8TE9MHW8IM+w+TgNnr5pQmt0ozWWlcHBSdNWYWWe+aiDX2HqAIhlpRzAQnMRjGFaJI7V1BszSRVApeA4Xmg0ymJZaSSSgBC/io0Kan/j/Ngy52O1N88wzmWQv0nBcOhM1H21VGstbh3UJA9269Gi1NBufZsUEvORDEByrUynMuLUbfAsax2YX1VD90RZ6SAf5CxmtlEsSk1rPVzlWcYhBc3/cUbFUpQxK5tC41yids+jcS47Pmyc0xy1aJlrADDJhavcSGM3cZ6FUjAU/h5kCMU6OGeYjxL4QpVZyglAGyWYT7qVR/3a4/tCOFCefNyoyMenPLmD3XlOv+ftxkpceEJE3ox5JoL32nxM7C3JXeVfJ90vMomy1mHNHOcScG0vUoHZSGJrnBLzPDkfjDWAXUMM8TESv/jOm/i2f/sMrAX+5B98GF/3BY8542FgOpL4zE+88KCbOMQQ5443P76Nz3nzPhgjWjxnwE+9/QaefvZgYyn0IYYY4uyQrppX3Whc2MpwaScL0imfVAjWGsgzOHkQ0JFV5SlHlrKwo7ysNaTbeY8BM6VIniEd4wVoKwNqZwzOuDcp12HXt64NRs4k30tBAPLDYoyFl3AAEJISlrLWuLRddNkl7p/GAFxwJJz8VRpF0hAv+QnX6rzLKmWwPUtdnzEIQUls4zJuCzLVLZ0HSuES3kWlQtJi0VajqhuDK3sFyYhc3zDGMJ8m2JokBDIob9JOyYbg5DsUxo61nlkeHMtTESwJTlx1S4CMiD2DpqwNRjl5tCxLkvZxx2ACowTIVyjMEoFpTolqlpJULksF+WAZ4xgSNkiukoT3EmvbMpT8+LjxqBodvLRk8DiyQXo1nyQuYWr7SCsaD2Ntp2qmMhZPXJsG77NJQUDAuCB23KJUjjXVTbiFQKiCCTgTf2cqLSUVILCGwMhJLslPScDJxmiejUcJmXYL8ltT2oREW+luRcv4fhllopMYl41CmnBi4zFiZnl5FmetZ5HvjyIVYY5IwUJ/+HtVCoZbBxWOThTyVGCcSWSSGFAnpQoMIi5YSJq3p2moAtmotnqjn2eXd4ogJfXt8GCqNhZZynF5twCzDHeOKhjdTeR9kOSQgILDRY2y1qFy3XzsDOQ1ycVy55fl+4AzIu9MRwlSwcM9NB8nSKT3NSIQc2+e49HLYweAOc8oB0p483Dr5rCv+uiBnqrWmI4k9uYZspSAbwIzac0wxgagJo5FpXDnsEZZEwDMOSPwYURzOZUcVU2sq8a066GfmGnCA+OSwVWjk2RYPspkp8IfsS91p+qi9yv094wHNou0/R5VdyWvsKOFwrEDrA5P6sAuzJ0RvbXUJ0dLheOlChLbcS6xO0thLbVhNpKhIqYHUtOEYz6WkJJhb56teD8qN8cOjun+8M8Cz0idFBJ7sxyppLYQi4ykdtbS/DDGkmdUo1FWxKjNnOS9Zb8i+J4JB/hzB1oL9wzwDLgs5VhUsblUCwYbQwAPA4Gv/lnoC1csawKFpAMh755UDkQkCWxZKSSS7pGHLo6RJfQctKYL3vtn72yUoMi6VS+Zo1smgp7b3LWZZJp0DUUqsO2YtUpbLJYal3cKFJn3LWTQ2uBwoSA5D3PjpFRUCEDZ8Lz1UaQCTzw0A9BWY7RwG1aGNksEA2bONzLPBK7uFriwnQd2rlImFDLxksijZYNlrXGybCAkC+8fXoofqroCbq6RjHZRKRwtlSs2sFrFeFMMYNcQQ3wMxM/8+nV819veD86Av/YVT+I9HzzE3/3O38Bbf/YFPPnQDP/z130iHrk4ftDNHGKI+4o/9XmP4G9/9VPOYJZeoOvGdujfQwwxxP2Ff0nknGFRady8V7ceGO4+45yAjnEukaQtmOFZBQDt8itNL+zMgTBBquJkdv6F2jOLGmORRD4jJ6Uibx4XaSKQpxKTIsFsnLQ+KglJ/ITz/EgTgTRKFPw77+FCQchWDgRQu6ajBJNRglRGybMx2Jmm2N/OA+Mjkd50meR7nsEQnyN18olJTgDR5d08gGWHJ04qIrzsRDipmvOOKVVgrHlPmoSTxCmVbeU3KTmmBYFgPsnIM4k0bY3nATj2F8U4F+G4nJPZdpw0NMoGRgR3fbI9yZAlHNuzlCoLOtkYEzTWxlCFw7151gGMtie0s845Jbn9cvXWtoAIB+uApItKQRuDvVkW2GJPPjTFuKDqWmnkAzYbJ7iwndEckKLDmKkbjWv7I8euoCTe2Nb3iKRDtsOMGmUEbnomi+8vAA4U1KiVwXyS4OJOEcAHpcnPRmsLa8jk37fEuGsNQLHztPHyujxtZbHGdgFjksISgDhxSa5nrHFObLndWRaAOeaYf6nkmI6TTn9MChmkoHlKMrPGGBi4hDh6ZFZlK0X2clnfF14mycAwHdGcylPuTNTpO54Rk6dtlTovqfRFFR6+OKLPOuloow1eurUMMrDXXp2gagxJITMZgI4Xby1w76QJJt2ejXh40mBRKmIaKu1M+Q1Olsp5+TEnO61xdNKQDNsBE6+9OkGWOsmbZcG4vGV0MpLGSU5rCPfXJ/CayxNc2RtRos4Z+S5FSTZz/WAtJfFZKoLsOQb+F64whHFgvbUWW+MEacLXvs9wDoyj6qJX9orw70ySL+LMVagkw3GqPFlkZPS+dHPZrwHX9ke4vFNQxT8LXNjKgpxNcIbZKHXVFkUAyv38OjhpyNNPclzaKbC/laJIZSiAQIUR6BrShOPohFiHSpsVqZlnLHkvOPJMJJD2eKkwKiQSSWu+4MDuLAtG7mVtcLRoIAWL/OBaZmme0LrPGAEvHixWzueOMfLXyp1vX60sya0tOtYui6qhZ5ZFKI4xGyfYmRGr7MI8x7ULI7pvrA2VKj2zzYIYTYlo5Y+37lXQ2gTpa54J1EqH+9KzTevGYFHqToEHY5xkOHOeXaDNoFji7EHcuLdrX83WWmxPM7o3HUutdACSBT2HhWBUAdF9N5UkJb592PrlMsYg3LNMG4v3vXiMl++WOFw2eOLqFPvzLFgVeH81YnO7+8XSuCeSo26oHZwxt+FFJvsXtjNccPJZmi8ONHOFLayl61LKoFKr9826GMCuIYb4KI+3/fKL+Nc/8SwEZ/jvv/oNmE8SvP0993DnsMbnf8pF/LW3PInpKDn7QEMM8REWUnA8emmKP/V5D4ck4Z0fOMAP/Mxz+ObvfRfe88LRg27iEEN8VEaRkadNkQknHWk9cDzgAQsyhRfkR0XMKxN8uhpNO/STgkx781S00jFLO+CjTJCRsWir4WlrI/8WYltkKSU2/vNlRdXhDk+aNuE6Jl+hRhnUSqOsdYdRRDvrBEJtTVK3G06/I08mV63Lmy9Ll4hoYnX4Y4xykppI2bLHYq+tNOGuKqMOsj/G2spQ0xF5RU1cafYL21lUcS967WYMJ6XC9bslrt8tMR3R7vgokzg6aXBSKdw+rJ0BPg9/gJa94Jmv1+9WQcY1HSW4tF2EqlW5KwQAAHePa+zOUnDHcFnWGkVG5to+lpUicpY/iQWsNR0ppE+klbIdEMwn/f6DiSCQZG8rdfOOxkspYs75MZKChyT4xI196vxhMudxJCXrlJrnvK32WDUETlpLICxgsTfPMHGJtHAeawQoSVzeLSAlMSWyhBhvO/M0ADaMOfPzRrsiAMyBeywkpEGmw4kd5VlbeUpJ9Y5jwBQZXRsxawhk9TJCKYh5d/eoDtcF1oIXnlXZaOOASgI6Eud7NRsnDlRjARQuMoGtaYLLuzldg/PtmYxkB5QECNz1QFwqHbvIJe1gNlStA4h54xlGjJOBfJaIMCYMzHk9dSstJpKkq49dGuP3vG4bo1ziDY/MA4OIc4YnH5ri6t4oeCc1bjyliD27GCzIC2s2SjBxrCIv9Z2OEgjOcXBS4/ZhTeMqhfP8Y9idpTg6aWCsccBQ0gEet6YJ9uZpyzrVFlVj8M4PHGCUE4vHM+Dm4xQP76e0GeDAd8AG4M/fA40rGmAt8MTVKThn2J5kkJyAZOFkzk3kT+XbZAwwzkgmCkZgFF0jw7hIyBjdF/tIOS5sZdCawA7vn6WNCRV2ST7YnsezX71f3dJVX/TSPCk4tsZJWAOv7o/C97YnGa7uF20BhJ6ML5EcRcqpGnwAFNvru7RVBDCDwEoeJKvC9Ze/N4HWG46kehJPXJvi0UsTXNjKMR0lOCkVFpXGbJwgdew0X/TDm6ofuwqftw9KlLUm1iAj6frONMXeLEUquQN2U+zPMyq44PyvAIul970SzD0zGfa3ckwKiZ1piovbOS5u50EqzhgVXmka61i3DRaVxigXUA5E8/ciFZcw7WZID6FhAC5s5RgXSQBHs1QgEfScunNU4+U7ZceKQDkwyN+nnLMgebXu++RfyR1IxUPhF8/junNY9xrSjrUHxYGWXWosfcSvRfHni4wkiLNRCuk2nvx6WTuGeN0QU9q6Pkklx94sJz/EYGVAz+kkmnenxQB2DTHER3H84M8+j3/zcy9AcIav+tyH8PLtEld2c3ztH30M/+ufexP+5Oc+MvhzDfFRH5d36SWragzm4wQ/8WvXceeoCpKMIYYY4vxBYJEJZdepOqGr4uUMZhlzPkK1CeydVHKMcqqWKCVzyQS9oBtDrKELW3lnt/neosGokK0hvaseZwxJJmLw4tqFMd78+DYmOZVVr5RBnpCUSAqGJ65NsTPPAmPLy3UyKTAfk/xtPk6xM8tQNzokywAC40VwHpKLPJNuR3v1VZgBLnEhNkUsKeGcDIl9Rb7GsydAwIRBbNLcgiTUljbZ1NoGb6NdJ0PU0fdSyUlyl0nHmrBBpuKrVHmfqURyZBmBFTuTFJYBWxMC/dKkW9XvEx6d48pegTQRru3t78a5pJ3+SoFzSigqpZ2U3LPOCOypVcviS13VwrjaYCpZqIRW1RbjnMbqiWtTFDmxbLShMvcebCSTbRrb/XlKvkHHNcmMIhmedIwnn+yPc0raHtovHFjj+pzzwOyajCj5vbpXoGoMUieF8xUYH75APmKUZFOfaW1Dkv74lQl2Z5TkF5kMgOPrrk6oqpyTNGptMR0lODxuoI1B1Viai5I8dSajBJITQzDhDCNn8H60aFDWJFvzPmVVo3G8UK6fgYmrgHniksJJTlUXd2c0f/a3MvLNSgh4zlOJcUaS0Yf2R2Feem8fxug+vridgzECKz2oNY6YJWVtUDcai5L6f5KLUIDBM3SyjGNvK8MoI28lPxe0sY6Jk+KxyxMCBnOJSzt5mP8Xd3LkrojCtCCW1ygXQU7sizf4EJwqqu7NMzxyaeQKCjiPJ9WytTwo8fLd0nnrAXBr27LUARSYFMTWeezyNFRwZYyhSMlnaWdKTEbve/tJr50HsISk2hY78wy7s5ZplUiGPPVglgnm9XnGqVqjonnHWAsWbU9SbE+SACwfnDROzgm8/6VjGEvMMGsIaCkbugbrmElSkDT68m5Pyg0Cm2rVfWdicHI82fomxeH9FT1oBNC8PFqSgX7iAPhFpTpMwSKPihmIFrwDCATRTnYKtLLfLKUiAwwkdzspFRhDAKY8KDcf0z3gPcI4aN5StUQ6b93oANIUucDlXaoUOsplKEwxHRF47M/FOfn1ZYnA9ijFzjx39z8LckHtNoN8UQfvm8gYrV13j2ocnCh3vZ7ySGuIcIA0FTFJoJq2oiF3zFVSLdB97D2rgPb5c/NeCclpjJOEY3ua0uaF+5kx5DGYphxbU6pm+tCFUdigkZxhXIjWq899b1YkuLJbUPVI90sG4NJ2yyYEaA2S7t67vFfg09+wiycfmbnr8PODGLDCVbWU0fHShOPucY2qJp/OrWkSKlYaa5FnElf2Rrh9UOHwxBVpMSQ5ThKO+Zgk19Kt0ecttDaAXUMM8VEY1lr8wM88hx/7lZfAGfDffuWT+OH/+CK+823vw0//+k185ifuY38rf9DNHGKIVyVe//AMX/bZ1wDQy9+287d542NzAG1J4iGGGOJ84XfPfRU8X3nRezEpTVKKVJLEpm6IhfPwhTGmY5L7lM4Pp1bE1KoajUWpMHLV7YpUYD5KcGHePosYCCzxiVkAIooEHMCtwwp7Wxm2Zxl2phkevzp1vjwcV/ZGgEVIkh6/OkGRCSSJkxxlAg9fHOOh/RHmLmFtKzoRIyBNiC3gS65PcmLASOHlLhYLJ11kAC7vFtjfykLiyEBm15UyKFIZKhxyEDMEFlgsVUgqP3hrEb5XpAJSisBWkIJhNpLYnWfYn2cddtV8Qj49+/PceQil0MYi9ww0yXFpN8drr01waa/AzjTBJJe4uE0ykovbefCqWlYai0oFQFC5IgDW+adwxjB1PjaCE/hROM8kY0zwUjkpm9CnxlJFMS8lpaqdBKC0psGsI2GaFAku7xV4zeUJUkmmyOOcKsNxznFltyAw1TFJjksdgCZriWHoQcNEkpF6KkVgcO1v55S4jQgsKGsN6ViKVPiA2t9oMv7PU7oOfw4peCu94QwPXxjjNZcn2HPSnCwRMBYYZxKJAKZOQjabpJg4zyAfl3aK4FkzzomtOB2RPGtRahhLzy0y4GfYGqfuXiNJkZecTkckHdwaU0XTsmoN6+ejBI9dmXTua2LycecdRuDl1f0CyiAUQqD7v01OfWSpCEBDHknY/Pytmrb6phTkJ1XWGocOjCsrkoOVtcayNi2hI2Ls3TqocPNehaNFjboxwXPseEmsl5fvlJgUiUuoaYy3pykSQeNepDIwFa118uQiwfYkxfFSEfPGHZM8wlTwVwIj77mRY7g8enmCnVkapNGcM7x0ewllLKTkeNPjc4zyBJf3crx0u0RZkwk7VVG0uLpHoF2RkUn4wTFJJyVnoeDDdESfySXHOz9wSOMeSa/8u0vbBgLZaveZsiEfxCv7BDqcOCP2uycVgcvKYjpOoA2xYJnzNpyNEzz1yBzjTAbfs0mR4ppjZ0nnIbUprAUWJfl1HS8VpuMk3Jec0e8sCDzy949n8wBkuD8dJ5gVEmlvngE0x+8dNa7yJ/1+lFNbJxGomSbc+fiJAPpNRgne+8Ej3D2uCfxnzPnnsQDA+iIAAIFsXt6ptcWF7RxX9oog2ybWX4a7R02Q83ofylEuw33B3FyWbpyAFgwkfzOqTHm0aAJD2t8XjTbYnaXYmaXEpApMYo7UMValoDkwKegabPRauz1NA7u4URrb05QKMYCqB/sIKh4L3D2qcWErwxPXZsgdIKmMxdGJ82Bz1TsXFXlgXb9bYpQT63VSSExGEuORxMPOAseDVUpT0Y2y0njpdolRStWYw/xw1TK1sWiM6byfHy0a1I0hqTuAprbOP5LG7sI2bWBM3bPKz/llpYNP16ErYKO0XalUuykGsGuIIT7KwlqL7//p5/Djv/oyAOAvfPHj+Im3X8fxUqHIBH7v67cfcAuHGOLVjz/2aZfxyU/Q3L573OAPffJFMMbwjvfexf/0Xb+J29GL/BBDDHF6zEfSsaZ4kB6WjUaRkWTRGIvpWEIwhMSLTKOBS9sZlKKqjBYk09qdZeSnslTIXFWocSFxZTfHZCTDDixjzO3Cc8dc6QLV+/MMF7ZyPPXIDJd3C6o4ptvKcnWjkUnhEl4RyrufOHPhw5MG947rYJbr4+J2jp1ZSjv1kVl64RhBXvLn4/UPz/DIxTEa96LuEyefIPkS6HvzHNvTFNoSsOANo8lLxwa2iQWQJsQQ8OyaIhW4ujfCdCQxnyRgTtLJgGh3neHqHjFXpkWCSzuUoPod/CJtZXozV+Vue5ZSxbATYgpNRhJ7s8wxlWjn3TMVpqMkgIWUSBAgVOTCeeYQ0yeRbf9oYzHJhZNvcRQpMXCMIYDDj+ikEK6KViv9zCTH+186xrLSztdLBNlPVWtiZEXX/5rLY+zNM1zYJkYVAXJkenzzXhn8Ycg7jrsqdyRNWlYaR4tmheHifdiUsqFfH75I43BS6lCZ7XjZAIw+NykE7h5VsNaibAjMUdrgiWtTZOHaCIjZmiVk/p8SQJanIhhP52l7LxSZJHabNlDG4PJuQVUg0bIhJqMETz08x+6cAFfpALFMkj/TQ/sjXNxZv7GZSoaypgqPsbE/QCCL5NR31y4QAPLUw3NMnCzy8SvkoeajyGVgG1kQYB2b0DM3v8dFQky5RoeqrVd2c0jOUNcG737uENpVTpxP0sCIbBrjmBsJjhaNk//R/JoWEtZaHC8VTkpFRSGczPF4qXC0aJyfGHPXzcM1eqDN/yyVZOouBXB5N8f+Vo6r+yPsztLAqrx9UGE2SvCHPvkSHrs8xmyU4PJugVwKSE7MlOevLzrrBTFULbJUBCPwRhvcOayIZer+by19ZlJIFJl03oI8eB6+5soUj1+dtswbxjAdJcikwEMXxsgcq3WcSRQpAeIMxFJaVAQOK23wwo0FtPNV8mvn/laGcZ5gPk6cPyAxN2MGn78i70Pn4/CkCVJLxhl25xmKlEzWH9ofocgE5mN6poxygRt3SxwvFEplENcq4Ayh4IYfr+1pAikZDo4bnCxbwAkAzZNxSnK9hGN3Rsy3x69OcW1/hFQSSC4lMYA9GGvBAgMYoPsplcSIXFYaWxN6FnjaWuI897x02xNs04SYY4lkuLJb4KFLo4i1CyejJWZiowiAmU8SAmIc89h36t2jpuPZl7tNIV9d2I/TSUmgMHMSPwB49OII1/YKXNgusDXNUNU6SJ/L2mA6knjN5TGuXSgwG0lX+Rc4XDR4/4tHWNQkTR87+WSjrZOsElCojcH+PMOiVJgWCaYFSfGNtnj86oRYn5lwjFkOpQyOFw3e+8EjvHBzAQbg2p7z6AMBcJkUMLqtvOz7K08FLu7m5HvICSj0gFjTGCqskcsg9Z4WCa0RripnKj3gZsB769qmGMCuIYb4KAprLb7nJ5/FT/zadQDAKOf41z/+LP7z79zFKBP4n77uEzEdpQ+4lUMM8eoHYwx/7osex8Udkmt819vej/e9dIzf/sABLu+2coghhhji7NieZR25gmBUhS4VBORMRwmxnwDnf0KyM+WqOaUJB3OJ6pXdERJnGEwgCMnjFqVGWdMucOy7wxnD9jQj9pUDkY5d5brM7XrfuFvhtVcnOF62lQ0BSpCKjHaS7x3VmOSSKgQaSuhv3itx76TBKBPhJRmgHfREcMdEI0+ZC1uZMzBHAG7mbod6lEsUuQwskTgJJHkSx/48w73jOtrRJyNgX7lse0aSymv7I+zNUszHKZmju744XCjcO6mxLDU+8NKJ80MjecrRoqGkiANPPTLDxZ3CsXUssoSF873hkRmkYGTKvWhwdNIgFW2SZ61FIjgubOc4OKmxqBSMZaGymC9bv4iM+JUygflmLRlrEzDomR3EHslSHgzgZ6ME+9s5Lm3nZPacCOzOCKRKhcC0kHjowgiPXBoHXx3PLJtPUsQl5I+rVq64O89RZAQWccFQOKksebzxkBDFgNbhgozMx4UMoFH8md1Zhk94bA4haBznrj0mmIe3A364aHBSKhyckCdQEgEpxs2dJx+aIUuFk40mEIyAXG9OPi4k8ozuq/lYIpayjjIJ47zp7roqmoyDKpIy8rCrlcGNuyVgbZD4CuendGE7xyMXx3hNj+HFAOxM6Vl5815FALQr8BAH5wQW55mAECRzUpqqmp4sVWhrkZE/WOLAWAaGHSfZ86CIFBwny6YtcuBO5WVdu/MMr706waWdAltTktfmqXCeWwyf+JotXNotkDkgfFFSEQAvxU0THthv5EdFhTYaZXC8bHBhK0ORtUkysXlozmpDlTzTRKBwQO3Ld0rcO6pDVVPPKPIAQ10bvHR7iZfvEONl4lgzo0zg6l6BJ67k2J1lVP0zoWIeV/ZG4JyFdSRPhGOgcLz+4RmBogkBNFd2iwBCCkby8fe9eITbB1W4hnEhg8R5nPNQFXN7luGhiyNszzLMxynyVOLRS2MsSw0dMWkYZwGwP142ruJpiocujMFAPoZ+HOPQhiSK88iza+76xzppmjHE4tub58RMTAQWtemAVd5/qUgEOCfwNs/ouDtT8l2TIqrmaleaAu4AjkQKME5j+GlP7eL1D88ARvLN2UhiXBAD+LXXptidp60XXUIVEw8XJLV86fYSv/2BA1SNgZSsA+oVTkp5eTcP652FpUqNjAqQePkmQLLT6Uji8ETh2h6tb0UqMcoFLmxlmI8TZ9bOwziQFJ02i5S25NPVtFVQraX7d3eWonQ+jLmTSY9z6Yqr0PfThLwhU1cZ8u5Ry+6bFCnKyjiDeQLHiQVJz0XyVRPYmdJ94p9Li7KVTx6XDZ67vnCybZLmxsUUSM6Yu+qlNIbGArcPK6pa6yrj0mSktXc+JibmIxfGeOrhWfDcW1YaJ6XG7YOqU1Rka5oS0yuT2JlmgYE8HSVhjTsrBrBriCE+SsJYi3/9Ex/AT739BgDgyz/7Gj7xsS0clwqTQuJ//No3Ymc6AF1DfOxGIjn+5le9AZ/21Da0sfj/fP+78NNvv4Ev+LQrrgKRweFJc/aBhhji4zgSQRXwvKH15d0C84kkA3djMc4ERjlVkFPaoqwV5uO0U0HROPN5718CUJ4yG5PkqFEGVa1x67DCveM6eHaNCtq1HeUCu7M0yDkuOG+QRhm8dLsMx0sk6+Q/gjPsb9PLNWcMh4sGo0xiWiSBaZIlHC/eLrEzS3HZVTCrGo2bByWUMZgUZJA9LhI0ygavGcZYYNAAzs9GClzdL4L0kDvZn5ebMZd0z0e0G749SV2yZ3Fw3AR5FhmKO8lflAw+tD9G6pLrnWmK3WnmjMwdi8ZYHJw0eP7GAotSIUudUb2g5OXhi2NMR8QSWVY6SOnmkyRIVbxkEGAh2QbIh80bzG9NUuzPc2LdZYKyA9uWigeAvVlK3iratgbyggeJ66VtYiZZCyhj8dyNBcnaGo3bhzWu3y2RpQK//xP2Q39/2lO7+OxP3A/ym0YZGCJWQXCGG3crLCqNaSFx616F40WDg5MG0yLBbCzD2E0LiSeuTpBIYs2kkioiFq74QhycAdfvlmg0gVUv3FoGgGGUU3KWSoEL2zmu7Y+wNU5gNFVqTATHY5cnmI/TMI6MMVzbH2E2TnC4UDhywO3R0nttMYxSidsHFRpFldu4YGH+T0cp8lTg4LhGWWnkroKp5AyHJw1evrMk5py1SCTrsL6SACytghYv31nScQSN+8gltKnk2Bpn5FdkLLamCa46VkbifMVeulMGhhwAHJ2QnG02SYNv3MMXxwQohcIFDHlGvnn7WzmefGgKoK3Q+thlAroeuzzB73/jPmajBA9dHIFxAmXf9+Ixbh9WQX677RJb46Ri41zgkUtjZ2ROawOtJRJlrYOfUiI4ducZ8kQEnyxjbSjEITlD09iwXgSzbynw0IURtqcZXvfQFDcOStw7bkIRCykIOHrs8gSf/oY93Dkm439YOtZklJCpuSXgbz5JCbR0ESpLSo5FpbGsFXbnOS5sFeCCBZDo3nEd1huApF8A8MyLJ2FtyhNOoG/CUTZunvG2CqwfoyKS1jaNwXhE1T53pkkAFApXuROgarje6B8gcJ2khq3pflx8oFYmAMPTIoFSxLjbm+eYuWqJScJR5HQOBpBBv2BIEvJ/XFaapJKjBKNCIpMCe65YBJ3DyXbHSefc41xikks0ypA/l6tueXTSIE9E+GwiOKpGw5ouy6jIBDLJQl8BNG5TB8DtTOn5oB0DuawMrKFqgeStlmJviyrKkk+fpPvIovWscvOLgZjRnAEXtqkKZtMYFJkr9qJM5D8osbeVd+ZAC1ITwzFLBbKMB5acVzZ4EM5Lp0cFefplCUfuzP33t3ICuS354fn58vjVaZC1+5iNU1xxzFHPPhvlEvvbGS7tFvjk1+3gM994AU89Mm+L0FhLmx6uj9E2HbUyuHNU42hBHmk3D6tQWCQu8rKs2gI2uZORJpKYfYmrWpxGPn1nxQB2DTHER0EYY/Ev/v378bPvuAkAeOqRKd78+Baefu4Is5HEf/9fvCEYlA4xxMdyzMYJvu6PPY5r+znK2mB7loYqQf/8x96Pb/7epzvyiiGGGKIbxhu+OhDk0m4ekpu6IT+hk1JhlEmkCe3ga0PsH++F5dlak5GEcjvdV/cKPHZ5jCIjaWAAPrSvZgWoxgYwQjuT+ss7Bb78s6/hyn7RAautBfbmaSfB0YZK3V/aznF1v8A4FyGpKGuDUS6xNUmRpxz3ogp3944aGJeXTYok+JTsziixDTIKpUlewVomUNozsPcJhvdeMsb5kDnGiDfUBwjoOV5QwuzXJd/enRmZXl/aLgJ74/YRJS15yrEoKYG/cZfAPxNnas7j5APXT3D7oMY4E7i6P8IbHp3jtdcmYTxjIs/ONMXEMV8ubucQnJg9l7ZzbE1SWFiUNVX925mkUJrYcpOC2Al3DmtKeCR5Hz18YYwL84zYEQnHCzcXUNoilcQOKlIRJIMAcHmH2CyzSUKySCfhyVJBLCLmTdhJDqWNRV1rYn5EvjBpIkgmZ2w4vrG+fyz2tzIIQSb6hatYGMf2lLyLYklVowwMiFVFDDqD6YjkUlkqwDixbBaVwgs3FtiZOU8ZBjx34wQv3V4G0CSWOXHOcHWP5Lg7sxTGWHAQYNgog4Pjxhk6O+AFcCxFYiG2nnYOeG5MOL6XaXlT8eko6Uh3yQS+wCiXUIrmkS9O0RiNNCH58f5W++7ogQflKmX66ZMlHNaQrMzfZ3ePahwc1zhYqPDBLOFYNMR+8Wxrn8TfuFvixdtLvP+lY9w6KIO0k4EAl+Olwp3DGvNJijwTKGsdAKCJAyGtq9ZHc4IqN05HCT77zRdw67AKMkdryQDeWIvdeYZxLgOzJk8FJqMEJ85s38v47h3XeP7GovX1awyKjMAfP6QeLllUGrcPFV529+ay0rh+Z4mbB1XwzLqwlePCFrHOH7s8DqylRlNxB2Mc6y+lSRdLTT3eoLTFTvRuPx8nuLpf4O5RjVsHVfB1OjxpcPugghDEjh3lEhd3clzaKUIRkMMFVT08Wipcv1eFjYabB5UDGwjoyJyse1mTbFQ5qWJckdaHlBycwVXmbH//8MWRY7RRRUlrad3zc8oXpriyVwTT9p1ZSixjwfDkw/PA4LmwleHCNvUl3Hd/5enbePb6Cfa385D7NJFkTvB2k2R7Rr5ue1vkA/noJSo0ETO6WmAK2J/nMJY86va3smCs7xmfk8JVfHTeeLcOKtRa46QkBuzBoqZqxLqdK40hqSFjJGf0jZOcGNLjXAapt5+PsQzTg9H+fvCegr4//FjM3VpX1hpZwjHOSEY9jVh5AIIRvX8+WAu894NHKDKJRy63LFHOaHOJWJYsyDONoet69voJrAXe9PgWydZd31/xlTtBGxF5QhLIstZolAly+dkoQaNpvStSgZ05bQB40HY6SnDVbVgdLRq896Xj4HlX1RpyjR/cuhjAriGG+AgPbSy+823vw3/8rVsA6GXw6WeP8L9/99NgAP7Gn3oKF7YHM/ohPn5CCo6v/sOPAQDuHNb4P37w3fiVp2/jqUdm+PxPvdSpPDbEEEN0Q1t6YfWm9KNI+hOXo586CYZPYkjuAzxycQzpyp1fiBLlPKPd9CKT2J6muLCdU8U1VzUNaAGbunEVm1xVKap8JnFxN8ejl8b41Cd3nAwkXWtC6z2qZuMU40zCGrqmy7s5nrg2xWOXJsjSdsf84k7udrSZq/SXEfDA6MX/0jYBEspJQzgj83gfXuJhHNspkRzzaYJHLo6wO08xyiihTSV91zNc/O6/5DwksNZYFKkIZvOJJF8s8oqCqxBGoAlVnSK20tYkQVkbzEfksWKtRVUT0Dh2rBLuKvMtazKgjxMmbxjskQlriY3xkEuabOQnEzxanGmyNWi9vbTFfEQV+3bmNEYXt3NUjSHmG2dBPgYA87HE/laG6Tghs3/XFg8OMUbg0igj8IKj9c7Zmib49Kd2kacCb3xsi8CnhKOsTWALApQIPXdj0Vbic6bcXgbk+xkAXrxd4ooDoABKxq7sjVDXBieuylzdGBwtGrx0a4FlrSE4w9X9ERgjds9JScUZLm3nuH6ndJUijSsqQGCbr2j4OW++gK/6Q4+QP9s4cRUBqb8tLCXTjBgTM+fLtjVJcXmnwP48x+VdVz0yFUG2m6fE6qib1pcqmFPD/1/iZKlQVjoUdfDsppOlIpBWdL3qRplAngk8fmUCzhjmUzrmfJpACBbMxjlD8NuL786msdDKoqo1yZPQ+o9ZS5JKY2xgbghOPmSjgvyndl1Fw3EmCdTzB3fgs3LV2bz87mSh8MGbC9S1IRDRUqJ/57DG0gFzaUKVPD24RdVBFS5uZyiiwgLaSVifffkEADE+L+8WePLhWQA6pkWCF28t8XO/cSNcc91YFJmAMcC9oxqcIRQWuHVQOxP/JgANLTOP7pFHLo1xYTtvwZmo4uo4lwGIv7STI5Ecl3cKV3U2hSuQijRp123BGT54c4GqIfNxP8+v7BU4OCKJL7WTwCeqpEuMWw+kKm2QuGql5GeXhGeDMlRZFCCAzlqS+1aNxnxCz4znrp9gUSpIQZ6LeUo+i4WrgKs09RkXLBSYuHGnDGPEQGCP9xybjkgiDCB43t28V7oqftQHxtrALtrbyjogoeT0vMpTjgvbGfbm2Uolv/15hq0pFT8qa43K3V/arcM7U1rnjLW4vJPj8StTVLUmBqwBbtwr8cKNBXlJmvb+SATHKCUWGoDwrB0VMsxvC2L8cVCxhp1pir15FhhNfqNEG4vJiDzBbh1U5KXnZP0Xt3MsKg3GiPW54+R/88jPzkdZky+nZ495mHC0hgnrAeY0Ya7icYIiEzg8rvHCjQXe9dwh/v/snXecJVWZ/p/KN8e+fTvHmZ6cYQDJSFRAELOAcV3XuD/DurrrinlX1BXDiq64oq4ZwYArBkwoOQwwA5PzTOe+OVbV+f1xqure2307zfRMT/e838+6TN9Q99SpqlN1nvO+z/vkzjGnUqudeuyxrgl7/FSrIort1Fi7yqksc79FVRa5N51ii13ci86+HkyToWD1RaFk1BR7mAqaERDEKYxumPjGL3fjkedGAPBB3jaOVGQR73vlcsewliBOJ3pb/Ljxsi4AwM5DGdx53x784m+HsXFpBABwaChXE1VAEARHlkSA8fSMsarop2phBADS2bKV0sUfFX1uBa2NHmf1vynqhiBUxBEBFe8tyaqYZz9M+70qwn6FVywEF7t0g09cq9FkyRIpDJR1hoODOcf0HUBNxTsA6LTSoATRToGw/Eo8Cs5YxscCv1UlUBS4D0+2oGNFV7Bmlh6PclHO55YR8vM0G1SJAPYkUBTBfWJULuxpqgRVtlMc+eebom4sa+dVJGVJRKvl5WKnXHg9fPJhR4VU/4bPSiGyUwUBPhn2e2RnWb7SLOtvcJPnAwNZHBrOweuSsLw9gO5mH0JWJB4EHrliT3DtSIZsQXeOmWFa0UbZMkaSJZ52I4oYS5dQKBvwaHakjuS0QxS4p1epbKIxoqFsMMcM2sZOnVzVVUl1sZ2f7H4TRGFCsQKAG3aXdAN+y2/K55atAgiyIxYClTQfu2/siBDuxyXizOVRHl0DONEPqlW63jC5Gb1tbm9vY3CsgANW+qjJAEngEY4Q4HjxFEoG2uMeLmjKdmowr/rmdUkQBB4NtftwxonAKOmGFTGhobPRi9aYB15N5odTrJ3cRoM8XbKsm06K1eruEBqCGpK5yrULoMarKR5xOSmIJd2EqkgIeHn6UbTKry8WctWc5x6XjGiAC5N+r+yIhYzxc355ZwBeK23Q7+aRKtWLS9lCmafaWp5sAJxqjT6PjBesjuLsVdEaISIe1hD28ggv0UplMhmv8KrKInpafFjZGeCTboH7TPW0+MAYYFihTUeG82iMuODVJIBxwUiTRUfcC3iVioeTNTa5NRkXrmuEVTgVPo8Mj8YLJsRCLpTKXPwcThSd6FKfS0LIXykU0dnkRcjP00kjQZWLnB4u6gZ9KhRFALOuKwiVqJx42A1JqHidSaLgnB+OeGMynlo7/roDIEnASKpy/D0uGfGwC4CABktYjgY0FEum5efEq5TakYL29WIfO5NxkcWOfssXed8HvQoEgfuk2VG3pskXPAA4KczcFF3Cqq5QzeJ7STct7zc+vuSLuuO9Fg1qKOlctK42yQe4sOl1yeht8aGr2ceN+AUBbY0erOkJYfOK2nPI7hdF4fvvc8nwWlUKVVlCvqQjb6W67u/PoiGkYWmbvyYyaGl7wLlndDd5cebyCAyDR1JKIlAyTAwlixhNleC2tu1zydxgvyr61+/hx6LbipDyuiRegMS6zniaeqUSMe8nA6OpMnQr2nlNT9DqB/7+kJWmaBu826mldgqqW5Uwli4hkS5ZhT9ENEXdzj2nNG5sZVYfO9VABRG9rX70tfmddHsAWNMT4vcltwxJFGui+wI+FVpV1Van+iUDDg/lEfQp0FS+gJS3xEOAj51Bq5Its/pQlfg9f3CsyFNOWSV6dSjB75MNQQ2N1rFVZR6x29nkxUwgsYsgTlHKuomv/WIXHt8xCgDOCsylm+Lwe2S8/1UrECehiziNuWBdI67Y3AyAp1WNpUv473t3IV/U8YWfbMf//nbf/DaQIE5BBJGvKiuyiLCfRx4BfDHFngSpisirtFmROiEfX2le0x1CgxWdU212HQnwyV0s5IJkVZGSRRGHh3MQBAE5K5LEDl8I+lR43Xy121MVBZQt6NhzJINn9yZRNkzLPFd0dKnxUZuKzNPp4uOim+3P26lU+aKOgbECpKqqghVjbQGjKR6BEQu5wMYJcDwtUkLYp6ItZkVvibzilEuRMJysiFbMiizRTYbeVj+aIjyaLGR5nnFRsOITNh57Rdz2+BJFLiAeHSkgldehyIKzb7IoOpMCEYKTtiRbFSzzRcNJB4F1vBS5InLwiCrmRFPY5vr2xJNPdC2vFksgAGpTI6MBDW0NHmiqiKCn1mjeZixdxqGhvPO3KApoaXA7peoFKw1KADfHhxUZ0xDUUCgZeHLHmOMLJwg8EsQudGBHSUjjIhO5eTmPHgn7VPS2+rCkNYCuZp8zQWqOuJ0KjhkrjdLnqkRgAFw0Cfs1pxqgz83T01qjbqfvuSjAveqS2TLG0iVEgxoSWe7Ztv1gCmPpEg4MZJHOlvmkUeJV3iJBFResjTkpi9k8N2V3a9zgP53TMWhN9jI5nrpmmkA6pyPkVat1Kuc4AjyCS7OOtR2RqckSsgUDuaKBsF9DJKDy9Kmqa4qnORrQFAkb+yIIWcJgJsdTmBWJCyf2xDXkU+G2vPvsc0xTJKzpqQib9ntel4yQT0N3s985x3SD4fBQnqdCWueWqvBI0N5mHwJeLhJ4NF70QbT8yVRZxKa+MHxuBUGfinzJgCjwdGJZ4ql1tiG2IAhO1TlF5hN21aqSGfarjqeZKonobvGhp8XnpCNXY++PR+NRaCva3ZCsc7cp7ILPpTgRREGvwo3/FV5wg7fZEv49CkZTRaTGiZX2uGOYDG0xj1MEw46I2defcT7rUiU0BOxxW3aOXUvUjYhfw5mWaKNYlesUSYRkRcPZ3nQAH4ejAdWJtFGV6jRYLgbLUkUU4dus9AuPhuORnE1RPh/xueUaHyxF4SJtocQrsNrjCjO5MX+hZECUBDRF3TUVQO0qifGwCyu7uPijWUbsANASnTj/MU3+LHhwiBcWsOGRmtxr0q5ouqoriMZg/cJGkiRa0XOaVWlS4d5SVje4VdkSlAVrUYenWrtdXLQ2TIaOuBfNUTcXM6vOJb9HgaZIKDiCIk/RNUw7Ekxw0tpNxkXsoFdxXpNEAbGQhp4WH0ZTRWiKhIGxAgSBF4Gwhc8lrX5H1BqPKAiO0A9UIrvs7Yf9Knwe2fHMtCNmBfC05GiApwav6w1jeYefR//ax8C+J4m1UXemtX8jqZLjQ9c/mkc8rEGyhFWPS8JIquREfuq66aSDiiLg9yqovizrRX3Xg8pXEcQpSFk38dWf7cSze5P8gcVa5XjXDcvQ0uDGdee1OzdAgjidueGCdqSyJTy4dQQmA7btS+FXDx3FG1/Ug2YSV2bg0QABAABJREFUgwliApIooK3Bg9YGD3xu2XlgHEuXnImpHZXlVrknVzJbhmHy1IlYyOUYuXssgSzoVdHT7MPuI2nnd0wwZzKpqSKyBR5h0RX3oFDm4nRDSKsRsEaSRXitinOaIqKjyYtn9iaRt6I0dZ0BVQv6jPFV51S2jKBPdaJ2DJOhf7QASRIgipU0RLeVEjhqVWHzWvsvWUa4hsEgCoLzcA/wKJmNfREMJwsIggtyzGRoivD0Mr1qImCYJhLpkmOmPJzU0RDUEI+6UCgbQKoIj0uBYZYnRKmZJnOEs7BfhcEYWhvcOGwJRczkE+vGsIJUvwGjksHmeMnYHBnJYzxhvwaT8YlTIlPiooA1Obd/3zAZT4txy8iXDAjW/osCTwnUFAmxkAaXi5egt6NljgzncHAwC5fKo89LOvc7cqkSfG4JLZbnTD1E6zySZX6s+Gv8HFQsI+JAlW9SqczNwg3LP8ZuO+8kqy+tAgq6ySBBwN4jGUhWBI13XDoRP3LM+acg8ApgplkrKDLw6BcGht5mPxfdJAFDYwUcHMo53m4eTUI0qPHIP4+IJa1+PH8ghaCX+6C5VBGpLEPJYDg0mEdzxIOGoFrjUWWY3OA67FchWhFtuQL3mesfy6O1wY3V3cGafvS4JGeSuLTNj6FkEQOJInweGYWCiaFi0RE/mMmgqBKvEOmrnDedTV5k8mVIooCAW6mJmCuUuGBctKL8Mnnu6SRLItztMlZ0BnB0NI9krox80YBb42K6HVVyZCSP/QNZDI4V0NPs4wKf1e9jKR65YgugHk3CcLKI1T0hrOgM4tBg1plQCwIvgLB/IAdZ5Ib9DED/aAGpnM7FSXAD8MGxPPrafUhbYlrEr0IQuWfd2t4QAODSTU0QBOBPTw1iJFlES4w/NzSGXRgY4ymvR4bzCPsUhHwqylZRB1kSnAikRKaMkZE8XKrIo/Ssc6qlwY3hZNE5V3pafBAEAQcGsjVCNACoKjfUjwZUDCaK8GgyvB4F63rDODKSr0zsBX4NDKe415ZmVdXLFnTEoy7EQy40hl3wumVsP5jCaLoITZMxmiphaZsffe0BdDd50dboRdkwcaA/yw31vYoTLdne6MGBwRwMw3A8k6YjHnZh2IpA8rqt9NAsHPHWZYmVmsLHiHS+jMYI99HSraquNQ7yrFLkoRrdMPHEjrHKwoxciVLTFBFQgMaQhv0DWQA8aioc0BD2M+gm0NXkxbolISgSbwsKVqdW4XPLcKncB3FgjB+LgJenbhdLplV1ke/PaKpk+Y0JKJUNFEsGApYoY4uK8bALfo+CwbECL0CgSghaYjU35NdgmAxDiaJ1iCv7ZBims+A0kuRVDtO5MgyjygQecI5hrqCjM+7FYKKAkVSJp4Xbp47134BXQcCjIJ0rOdGbuw+n0dXshWnyZwHb6zDkU5GzIvLsNo2lS2gMu1AoGhBEASusqsBARSxTrOIlYHwchcB9xXTdRDpftqwCVGiKhJWKjEKZp1YyxiBJomOFsK+fH0fDYDgwkEPB8h30umvTtqeCZssEcYpRLBv43I+ex7N7k1a5ZQk3Xt5tlb/mK0EkdBFEhddf2YMzl4edv+979CgyeR1hvwrGGP701KBT1pkgTncCHl6lL+RTLSNiw6rWZ0d3VUybuf9MZZW+YKUWqVbkgyKLaI15nAfuZKbEfTVKPFVjeUcAbk3C8o4gVvcEUSiZTuqiW5MmrDo3R93oa/djVXcQoshTb3TDdFbGzXEhUXqVKXFXkwdLrQpwNrLEU+TWLwkjHnZxc26DQVNEbFgacaIRWhrcaAxp8LplXjms6hZrT6oYs1eSGbxuGZIgYE1PECu7g4gGNUiSiJaYBy0NbkQCKg4N5pxteDU+efK4ZLgVHnlii2QruwJY0RkAwKNGuMDBIyhEQURvqw8BD/fsqq6KVizrjk9TvdX78ZR0XuI+lSvzaApBQENQRdyqtsWsVCbdSqGz+7pU4t8TBJ6So6kyBAiOt1XQqzhVGctGJU3KpfLIkFdc3IWXX9RZt02re/hxdtlFDVTuE2b3eTTIK05WpxupqgifR4EsW5+zJv8CKmbtgiAgV+SRJEJVlbpqeq0IHrcqIhZ0IeBWIApAyKehKeJCe6MHKUu44WlgMhe+GE+T5wbtZegm76OSzuB3y84kcWmbH00RNwJeBZtXRBHwKZCtaoeNAdWJZFBknvrYEnU7vkR2SrHPqvBZsIz6AZ4WGfCqqJ6gdzZ50W6ZQrc1epyJ/0iyiFS2DJdWiWKM+jVuUj5WAGOsJjpCtLzzepp9NdEokiQgldXhd8sQx6Uz2deKPQaYJkOuoANWBJa9+XxBd6J7nG1b57JuMnQ2edEQ1JyoIEEQoFjFCezoJVEU0Bn3oq/Nj1FLILNhzN4e3yfdMFEom5AksSY1K50rYzRVdL5vmgyHh/NOlMuRoTyvKBdxYUVHwDpGvApnLORCY1jDys5aodEehWwzc14tFtjXn8VIslglNvB/BH2VaCqnH8EjLmVJRL7ARXI7emn9kjC6W3zONlyqhOao29lu0KugrcEN0+QRiMxa+Etly1BlEaZlIh72qzhnVQN6W/1wa1JN8Y9qNMtXSVN5VJptur+8I4CO+MTUsfF2KocGcyiWTOceYRiwxCWeohvyqY444tIkmCazPLtqxS1dr02/Ayrjn13MQ5ZFaCq/H2mKhJFkEdGghg1Lw/C7ZTAT6G7yoS3mhYjKQg4AuJT642bQy327Mvky0nmeXri2N1QTrTiUKCCZLUMU+fHWFF6VUVVElHSzRreTRMERXNyahLaYBy86uxkNQQ0Z67qQ6xwLw2RQFckRjGVJhGky6AZfmIgGNQS8PLqR37MZgj4VhmliJFlCQ0BFOKAi4FHQEnPjovVxADzSeShRgKbyKDD7vLQN4wGgYAnnfo+CxrDmtM+OQgWAZ/YmsOdIBk/vTqBQqnh2eV0SF5atz6uKCM3yJLMj5VpjbnS3+OBxyQgHFADc1sA0rQhPWaxJVbUt/EpV6ZD2fXM6aMZMEKcQhZKBL921A3uP8HDlUtnE667qxrreEM5e2eBU3yAIooIgCHjDVb1OqXMA+Oa9u7HnSAYHBnP43u/34eFtI/PYQoI4dehr82F1dwCpbBnpnA5NFrG8M4ClbX6s7g7xyWiV2sMYg1vjJuMtDW74PTKCPgURP38QtaOp8kUD9tykIaRCEgQkMyXLn8uEAAFel+QYNEcC6oT0Q0UWseNgGtsPpFAqm3hufwrRgOZ4T41PW/C6ZUcY4Q/Jte8LVUE7AJ906AavOGi/J4r8wdrj5l47hmWebONxyVja5kdPsw8Fa6XarUpYtzSMsF/D2Ssb+CRC4JOq5Z1Bp/8cU3pnMsysanGVKlo+NzdFbm/0QgBvS77EUzgZGFZ2BdEa84DBLmkP53utDW60xT01ldwAoKfJVzN58rpkJDMlpLNltDd64XHLYGAYS5eRzpWxvCOAFV2BGu+cgFdFNMgjiwTwiIjuFh96mr28kqLIvdt4KfkSelv9CPu5IOdzVwz6p8JOYRWtCTUARP2VCY5uMKRzZSQyPO1lOFmEW5GtKLTabVUfetny7Gpr9DgikE2+ahIX9PG+91npckGfioagWnP+K1baTmOYm8U3Rbi5vapwP5qVXTw90q4waZj8OEUDGhojLiSzJWzZPWalkXJRMFs00BJ1Y3lHsOKrZrWpI+6tSQOz+0EQ+LW2vCOATL6MgUShxl9sPLYQmsnpcKkSQj4VQQ/34rKvGfscrMY0GUZSxZr3FImLZ6u7g44PkM/y7Bo/Sfe6ZHRUeenY0Xe9rX4saw9g84pojZecc8wk0TkHTMar69mT6taYBz2tfse4vCHI/di8lrgoAFjW7kckoFrVXwVomoRuq9hFPOyCW6tE3iUyJew6zJ+zdx3OYDhRdPorbE3SM3kdOw9nsO9o1mkfACe1DeBV8oJ+FZIkIupX0RxxIRrSuCgNfh6UdBPDydqURTuKcvx1W02xbDqLdIWSgVKpUhAgXzKsCqD8syG/ipXdIWTzBoYSRafaXVk3IYk8RW6/FSHj99Qalrc0uNHa4HaKiABcGPe6ZIS8Veem1dfV13R12rtNyKc6IoVuHUPDNKGbfD/8HgVel4SmiBuqzCP4JFFwUtun0+0VWcTmFVEnjVMReWVOURAQsqLvEplSpSCJddzK4wcMAC0R1Uo15H/LkojOuMcxag/5NCxp8WFpW+XZstmKdMsVDXhd/Lo6Opp3vCXt87MhyAu0uK0xNWVFqdnHzK3x6zBfNJyCGOMriXc2erBxWWUht7vF60Sx2n5poiDApYhIZktIZnVeITWjO/sT8fO0b7cqw+eWavo3X6ykD/e2+rGqOzTBoB4AQt76KertjR5HmLf3y2TAoaE8xjIluK0qkwCvTKybDAGPYhW/kSEJ/BzN5gwMJ4sYGitYhTAqBvU2jWENyzsDCHoU532Pa2YJiiR2EcQpQjJbwie+8yx2Hk47z+brekNY2hqAS5Xw2su6avPZCYJwkCURb7++Dx1xPrExGfDZH26DLAn4lxtX4fy1sXluIUGcGqSyOp7ZmwTATZm7m31oCPEJnM8tw+dRnNQtAFaElQxFlhxRIuLXnOiMdb38YVwQgIYAnwht6otg/ZIQnt2bRCJbwv7+LI6M5BD2qzW+MONJW2bp6RyvIuZxSVYkAo9qKI2bDKzsDGKV5eeiqhMfaatNz9vjXsRC3GuEscrDuSDw9KKWqBuSyCu32QIeAMfwOuhTkS/ocGkSSrqJQ4NZ7DyUxu7DaaiKiM3Lo2gbJ6zYEwfbd4TB9i6qiIU2qlLxCepu9vIKaBBwZDiPPUcySGRKvHqdyKs3NoZ5FIgmj4uQY7wa2QXrYo7XjqrwileSJODQYBa6zr12JJH74AS8PF0qHtYQsavBgZs7N0fdaIq6uamyyZDKlWGaJgzGjd1bGtwI+ir7YgtmmsonVg3BqQUvgAtQo6kij/oTBCdyaChRxMBooZKmCD5p5ZUmxarCATzCSxS4D5BhMug6g8vyaVreEUCLNUm1J22iKEAEryZXtASwxpDLmXCv6AwgFtIcQUKw3l/dHURrA6+I12BVo1zRGYAkAslsGSkrAv/ISB6DowXsOpRBsWRi39EMCkUdPrcMjybiwEAWI6mik0ZoR7Qplnm3TdivOsKSbpiIBDS0N3qRsQQNwBL6xqkEaSu11+uWIVg+aarCU0MjAQ3RoOb0ibOD4FFW6bw+QYgJ+njalaeqal/YrzriF8AFEa9bxvresCM8jzcfnwmKLPJKrpN8VxC4iNEUcUNTeeRWNKhZ5u9cQPcosuW9JXIjeUu4KZSMmnHErroqSwI6mipC40iyCFkSsKYnVPvbVf8+PJxDKsNTxTRVQl97AJdsiKPfEqIU65qLhbQan75UroxUtow6WqNDIlPCgOU79fTuBPYPVDy7/G4ZfW1+55DrBjeCt8cPOx22tcEN3eDFQJRJMkLcmgy3qyKAAoBHlVA2TCdaB6iIRV63jL52P7qavE4l1/GctbIiaPrdCjwuBWWdR/VFg9wHz2NVmiyWebp0Q5D7/9n979IkRygC4EQ92rQ3epxrIpkpoWzwysL5koFcwZiRn5Mo8hRq2zBdEID9AzxqU1MlbFoWQWeTD5oiYdhKMbQF+mxedwp+aLLo3GtMkyGd0zGWLqIj7kVL1A0G/hkAiFr3yIe3DY9rTeVksJvu0iQnPRqAY3oP8Oiq4UQR6VwZA2MFLuIzHjnVGKldRGpp8GDD0jDyJdPyTeNR3fWiyWxvObdLdt7Pl4y6UXYtUQ96W3y8sqZgR0BbY7LAo9n8bi5OmSaDAL5gkbQWL5w0VaFSgCFf0B3PyupzUhZ5OvuqnqBjfj9TSOwiiFOARKaET35nKwbHis4NsTPuwZbdCTxhGdQTBDE1LlXC+1+5Ap2W4KUbwL//71Yr/UfASLKIH/x+f03VKoI43RCEiggU8qrY25/B48+PYmC0gES2xKuiVT1kMgYMjBVwZCTnmGVvXhF1HjYDVjpBU8Tl+G/ZkQ3Vq8El3eSm4lZKWqhO1I8tCoV83C9odXcIqiI6kTaaIs44jV9TxYrRrcHLmjPGo5TGMiWnuli+WKkUlc6X0RpzozHsmrDCXdZNRAIqmsIueF0SRlNl9I/mHc+TSn/xfWhpqKSlOVFLAQ2tMQ/aG72IjhOBlncEnIgYRRIxkixBEPjkwOviEzITcKpt2RPa8djHLuRXnUpoY+kSon7VmtQJKJYMlHUTfnelkpjfo2BZRxDKODHS45IdH7VMXsdoqgTT5G0M+7l5f6NV5CDkVVGyPFUCXgU9LX4o8uTipo1tal3xb7P9eKzUGWtXeXU6LjbaxQCWtvEqYs0RN0KWx1U0qEJSRMcTKlBlvG8f2EJJt45Nxb+rrJtoi/GKb34P97WxU9M8LhnDySL2WpE+Ns8fSGHr3iRMk4uKrQ0eHnkS1ODzyFjewVNtmqJuLhQxhkKZoajzSm9Br4pl7QGoCk/nslNkbexqfZIoQlNkHBzkvx+tSvGpjsqxiQY1uBT+XQFcvMlZ14Mo8LQyO5qpqlvAGINpMqhVqX8MPArkyZ1jGBzLw+OSkc7xc6E6AkwUBaSyZew8VPHusw3NawRk8N+Xq9Knelp8VfduE4P2BH5c+wAedWWjqRK8Lgl7j2ZRKBpOKmv1FxLpEnJWFEvQq9b42wnW9ZLKlnGgP+uYrmcLvEpg9Vg4HYlMCTsOpZ1oos64Fw2WmXc1bpUXfKgXWQfw1Lz2uAfNVhojTx+uHA9J4inCdsvCfhV7j2bgc8vobfUhGlDR1+5HS4PHEU6MScaL+r/Pvaiqix5UR8iGfFz8n2wsTmXLTroZA0MqW+LicEhDoCpKaGVXsObcbY25JxWplrT5sWFpGLph4pHnRpDO6ThzeRQujR//qF9FyK8gnS07IpqqVIzfZ4It4jpVCqc49n4r1XFwrIiibiIW0tDZ5EUqVwZjtUVIfFakGACn2EZva23Kvd+tTLi/pXJlHBnOI+Tj0XDRgOZsx2S1JvBuTUJDSOP3s1KtbYfbKnpiR44xZvlp1tk/SeKCse3fJkkCGGN1I+7S+TJSuTJ6WnxwWaK3JFpFRKzTNRpSrWIgknPO2+mqtkefLPKxaHlnAJ1NXvjcMtpinppFHAZg79EMSiUDYZ+K7iYfZgqJXQQxzxwZzuEz338OuaIBWQRkkd+4Dg7lcdPlXTh3DUWkEMRM0VQJ76sSvIpl5hhc7jiUxsPPDWNoXEoBQZxOLG31O6vM+ZKOYpVYk8rqUGXRSU2wEQWhxi8D4FEuABcK/B4uKNuRALIoYmVXEBeuj6O1wYPeVj86Gnn6myJJ2LA0XNf4OGSZzFdPDqt/c92SMF5yXpvztyBww/imiBuxYGU1W1VELlZYE2x7AmE/PCtSpTKhLAlojrrR08JX8F2q7FTZAnj1SoALfmG/hg1LIxAlEQwMKzqDEyI/bNyajIagC11N3pqJQv9IHoNjhQnl4AOWqT3AvWpMxpMfowEVq7tDWNLqR67A/Xi4GflE82agUrFSUyQnSoIxvjqfL/Kqg7mSAUHgzxpN46IA4mFeWXM8miI6gkUsrMHrFlEscXGoNeaBqvAImmhAhWGymoif6VBkEV3NvprJjV2RsCPudSadjSEXn2TLXMh0qRJPQ/QoCHoVNFjRcpoi8SqRcq1XEwBnwjc4xiM1/B4Z65fw6MSxNL83uFQJR4ZzODyccwSJjkYeGajIInJFHukwnCo6giJjvH12ilt7owdtMQ+8bhmbV0SxcWkETRE39/WRLGN+l4yybiJf0hEN8Gg9AE5kl9/DjekBHq0HgTnnjV2ZcDz2JNvvUdDb6kc0qDkpX7ZikczyaBBbwFjeEcBa6zx2qRKWtvkRC2rossTXkFeFyXi1PlvAta+f2rQoA4WS4fQ1UPGx8o3LTIgENAiWX5vPLfNCDpb3kwA+aZ4sOMcWJVRFRKlkYjRVgmidz/Z4VtINR6g6PJx3UmG9bhnrekPOdWuL3na/2UJHtXA/FdVvj6ZLyOR0rOwKYEmrr1JwYdxse/3SCDqbvIhMkuZrpzMrMjf2XtUdwpWbW6xopokNWtrqR3czT132WF6IOw6m0T9aKVRhR71PhyLx1Dq/V66pvDj+d23B0Y7grE69fWrXGHJFXj02V+DnhFvjKX9DVWOfzy07fmzjKRQNpzAJwK+X6mImdqSZIAjwuRUrItluKx9Pm6NuJ2LIZrJKuECl6qAtSFUT8imO4MgY9320Fxx4uiiPlHJr/Jq2x43NK6JojXmcaEIBAjwuCWt7QlbBAi5WB6rEYCf9vU5bbXFWkUREgir8Xr5Q0BrzOMUA7N8O+eubuOeKPG1Qty7OlgY3uporUXotDZ4aH7Z4xI3GOgWfth9I4eBgDlv3Jp1xCuDXjr2YlUyXIIhAd4vPOt6VSDrT5CKa182jRe0+HF+V0/6swYB0Yfb+uyR2EcQ88rO/HsJHv/UsN55n3IjQHuXe/8rlOH9t4zy3kCAWHpoq4Z9evRIrOvnK2f/83x785pGj0BQRH33DGmdyx6Z66iGIRYrBKhO6kWSpZiJW0g34PDK8rqqoDsYr9LXFvNNW5rL9SuIRbnobDWpWdUOzstos8Idhe/I0PjogmS3jaFU1wbZGj+OZYqfu2fA0FJ461dFYmcyVyibKlmk5/8mKsAVwIao56sbSNr9j1N8QrKQaCRDQ3exFd7PXSVux0VTJmbjbD++T9ocmoTHsmhCtUDbMCWb71WTtNBzGeL83ehDwKvC5ZcgSsLonhBef0zrp953ftyZnTREXUtkysnnD6RO3KtUIAgB//Aj61AmeUYA1ARQEyFaBgp5mvzOh6Yx7sX5J2IoK4qlr9VJkpsIWHQQBaAxx35+SJQTZPWV3o8c6fjVpboJQ+RyAnpbalX97omoLik76oChWUmKEishxaIhH7fm9ClpjHmiq5EwAq6s/rrEmrTyKpBIBsaTVjw1LIzAZ98Cy/ZeKZRPZgun0z8BYAfv7cyjpJvczqjqfTJM51UQ9qoTOuNcxCM/kdee30jkdYWt/5Kr0Q79HdqImmhvccKm8v3SrnXY0RsBbmciXDRNHR/J8Im9tKhbmpv2XbIgj4FER8atY1R1CPOyqMTnnVdJkXvTA+m5ZN9Ea89REkTmHDLCM+ivHURAqnl31LpHql1qibiQtYW1Jq68meszrktHeOFHg4QKv27lu7eix89fGeHVYa3+WtHKfvvFiSTXNUXdNNUtbxNEUCZGAhrF0CWXdRHVwkWKlvGmK6Iib4ynrJnKFiuF3rqDDZMyJ9BrfD+MFAltsLJW5Z5coCM6i31TwVFUB2YIBjyo7hUsAYChZnPB5v0dGb4sPZ69sqBkz7EhZWzzyexQYpolcQUdjWKsZM2N1ohLtHR8vkNr7unlFFMvaecRk0MsLP4T93KS9KeqGS5UgSzzK0h4Dp9Is7TFQlicfswRBqNlGOqfD65YRDaqIhyqRwHY11upU5NYGj1VhVUTJ4GmWJngEoV0NuFjm0aqmWblfBTx8fxKZstOninMPk9Ae80KTJfS1+7G01YfBBI+G7B/NIx5xTeqZaGc3RC3B2a3JzuKVvW3bm8wwGBpDlUgvtaqP1vaGEQtpkKt8tkwGHB3JYyTFFw5KuomRZBGHh7KOZ5fPXYkCYwAyBR2j6SKGEzytW656KGmJurG6J8iv27Br8vNlCkjsIoh54sGtQ/jVQ0d4iWSdl9DOFQ0s7wjgwzevmhDiShDEzFFkEf/4suU4a0UE2YKBn/z5IG7/+S587Re7MZoq4tGdGXzzV3snTSMgiMVKKluqSYEbb4qbyJRrVrYFUUBPsxceV603lP2Z6mso7OfV1GRJxNGRPP745CCyBR0HBrLoHyvAMFjNhGFVV8Vzq5rqy1IUBGciZUekRQIqfB7uMxMNatjYF57g75PMlp1Is2q/GdvbS6jabj1kSUQsNHEy2hDUcOmmJqxbEsb+/iwe3z57qwFbFBxPS4MbrTE3upo9XNiSBaiKiN2HMzg6kkfAo2B1lwd9bf4J0Xd1sTrb65Lh88g1K/2CIEBT5JoIszOXRyEKPOK8KequTHYF/v+aIy6csSwCVeaePsPjKuKNpUpI5cqYReaXQ7XAKku8YuVQooChsWKNZxfA/decqnBVb9mC0jmrGiYc23jYhXVLQs55Yu+bSxWddK2mCK+kWY2IiijU0sAF0pYGtzMxVhXRicpQ6kyWTZNh9+GMY4guW1GFLVENLlV0IqVEQUBn3IOOJi8SGT5RdERPMKTyZeSKhvMb2ULFM8itcW+1Ja21hQn62nn1PEHgXma2eBD2q+iMe+tG35kmj/yo7vPBsQICXsXx6SuWjbqLRd3NXvQ2+9Ec4SJTc4MbbTHernopb8s6AhAEwRE6bRRZREvUVdu+qnPK7m+vSwazU89MoHokky2/rupt2tSL3FEVES5NcoQPRRZ5NN0UHB3JI5WtH2EJ8LE14FF4UQ+vwivNdgUxOFbArkNppLJlx8OpGk2rTVt8dm8SWy2fRRu3Wr9vgMqYHPTz6nouVZy08iIwMaU8FuRCc65YHa1T+yNeNxdImqPuCameZyyLAOARbW6NV6EtFE0YBkNrzON8XhB4UYeuJm4CX328JFGcUQqpoojojHuhKqLjM1a9P5NFN/EGWJ/xKuhp9iEWrHh3jWcsXaqJgi6W+MKBLAkI+TVnPDBNhkSm5ESJAvx6W9MbcjysuMcf/5GeFh9aYm6nv1RFdNqlyCK8Ll7J1z7nZYl7+nndsnN9SKJYc29ub/Qi5FMmpLrbwq1HkyHLItb2hGoWiaqx069tgj4VXc1exMOVRaGwX0V3sw8b+yI1UW9VXcurGMsCGkIulMZVRU/lrPOLwRHik5kyWNWg7tZkBDwqYiEXfG65ch3P4h5DYhdBnGT2HEnhE99+Fv/zf3udAUORBZTKJl56fhve8dK+Gj8BgiCODUEQ8KYXL8Glm+LW38C+oxl84jvbcGi46BgdE8TphiAI8Hl4da3cuLQAs8pTg78AZKxUlGrsvye7hBqCGoI+xXkglyURglibDuOtfni1aG/01BpnV2FXGfO6ZBRLleu3XhSRzy1XeZRU7x8mlLgfz3SpS6Ig8AqH2fIxCea6YVYe9Ktoirhxwbr4hNQexrgow03YZ/6Ub++3KApY2xPGkipTawDobPLWRL8kMiVk8zoEQcDm5dEawcjv4d5d3c0+bFoWgc+t1EQDAEC2aFhizuynF/bElgHoHy1gNF2qSj+1PmP9V5X5BLcaO/WN70e5ZqJuUx2lI4kC2uKemomx1yU7kXz1RIgDA7woQSpbhq6b8HlkPLt3am9VyfIQW9sT5F5ZshXNIfGJbM7xlTPhcysQBaFGgCyUTV790arkuPcoF83sPmaMR19w8Varec+pAKmbODSUQ7FsoKXBDRE8+mZ8atq63hBWdgYdoWtNT8g5P4aTRTy1awzZgo6B0QKe3pPAwFihxuxdVSQks2XsOsI9uzyaDEEU0T9a679l41IleC0vtGp4tUupvkG9VTDijGUReC1vn8awC3uPZjCWqm9RsKo7iK4mL3pb/Vi/JFyT0mdHGQ0lijg0kONFEmaBIAJh61wZ/027uENTxA1BEBCyfK40WYTJgFxRnxCBCAC6zpzoGwECgl6lpjIdgLqRcjZBr4LeVh8CHhWiwMdcfQqv0oBXqVlgF0UBY+kS0jkdHpeErmYvVnbWLkr0tfnrRs4BPJJpaZsfTWE32mNeJNIlpPI6yqaJgwO5CQsskjRx4cEwTGe8r8b27Kr2hbMp6yaiAa0mBS84RT85CAIaQhpEK6KoXkRZPfIlA8PJEnTTdBYfxjIlK2Kr9rP2vC5b0PHc/pTzuiKLcKv8PqgpEmRJmKDjlHTTGRMEgXtc2anpNi5VcgqkpLJlHB0poH+0tkqr3yOjs8mLpogbQY+CSFCbNgLXHiICHrlWYAWsiK1czWuSKGBVd9C5hzMAYa+K9b3hCffKkI8XYZFELsR3xL3ojNdP1WWMYbdVqGW2kNhFECeRQsnA136xGwcGc84AsrIzgIaghg+8ZiWuPKtlVg+yBEFMzysu7sRLL2gDs1IjSmUDW/bmEQ3wCJR80ZjyQZAgThds8aLamFcUgWte0IoXbmqq+WxXk9cyvq18dnCsAJPxyAJFFh2T2d5WP9piHicSZSpG0/UfZjVVdMSKI8P5Gl+U8cTDLsRCvPy7S+PeVWt7Q+iIe6DI4oRKczaz1b7XLwlj3ZJQzWuRKaLFAB6VFA+761a3snFSNRhPAd3UF0E8PHkK6WRG0XZqyfgICfsvSRRq3ttxMA1VkXDVWS3c22hJiL9vVfCqnpBm8zqGErWTKYAXA3CpMlob3GiO1k/Tqkc6pwOMewsFLA+uxpALG/rCjiDheK7JYtVkqnLQ7POhfzSPfUenTtsaThahyRKWtPoniHYAN5A+Z1VDzcTL9inKFXn6p1fjomu1d8/4kANBENDb4kc84samZREYJp/c29vNWdss65W0QVsAiYU0yKKAkFdFwKtaaawCelt86GvzO6mwduGI1gY31vaGaqL+NiwNY1k7FzIkUYCmShjLlNA/mp8QMaepEiIBFcs7AtBULjapChekwj7FmoyLUGUJUetz9jkmCAKGEgUcGMzWiMnMZNANNqUoPP49r0tGT7O3xk9u/BVrn7dujfu2NUfdtRX7qjbpdcnO2OFSpRrRc0VnAKu6g861P1V68WS4VAkQgPHDSlPEDb9HmTDeNEVdaIq6J4gHNoZRETcg8Ai4FePEpqlgAHYfzkAQKqLYkrbZZYvYApvHJSPsUycI2Lxabn1RSDdNx7i8Mcx97jyahFyee0WNr6o7HmdIqnMoZElEc9SF1lj98XBff9ZJgz9zeQQxKzqvu9nPTf3rDP32a/Z/61UQDftVJ93ZbhZjDKLA7zf2oo7XJaNcNieKptafPreMpW1+53yuFm/KOpuwqATwBajqogw21ZFbiixidU8QjWHuG5jKlp1IVxuXKqGryeekVs/kubc6td++t9n9dHQ0j8PDFcuBaFCDLAuOnyLABbY2SxS1K6Lacl4s5MKmvoiTglssG9g/kENfmx9re0MT2sIXNCr/nimzrwdLEMSsSefK+OOTA3jouRGMpflKhUcT8dZr+7CkzQ/TmhgQBHFiuHJzC1yKhO/9fj/s5yzd5KunX/zpdgQ8Cv7hJUvnt5EEcRJwu2RkcjoyObsanYDGiAuDowWIAp8Qj3/Yr1eVKuRTJ6S/jI+U9Lpk/tCt87QnRRbqpu8BwOqeIHJ5A3uOZpDN684qdWXbmPETbqdlrB30qpAlAbGgBlEU0Nfmh64zJy1tNvg8stNnNvVEpnjEjbLBcGQ4X7e5Hk1CWZenjS5zJlYMGE0XUSwZNal+Nqt7glAkEU/uHJvwXkfcC90wp6wqVo/qlBlN4QsC46PtvG4ZMTZOJKoyE26NTW6Ivao7OEFosdFkLk5qijTBhF2wUvrqItROHGcqWVSnro0n4JFrPJkifhWDCZ5WaUdArlsSwlCiiC27xuruk8kYBkYLTkVIQQCKuunMIkdSJTDGnxPtVtgm8dXVTDVFRFezF+2xRue8s683+zoUBGFCeqsi87SntpgH2aKOkuUNJAgCTMYgjjtLFdsY3UK0DKSDXhW9rX7sPpxG2K+iOerGis4AntpVOe9GUyV4XRJaGtzOVgu6AU2VkMmVJ1z7qlV9rl6EkF30Yjzje7is8yI0fe0+HB0W+DnIJgq8S1p9GEpM9J2SJZ7uKIsC9wSc5lqp9saKh10YTZcdj6yQv1YUskXa8eNNrmAgV9BRnuQa6GzyOts8luVvu2iCYkUPuhQ2q4V0Qaj4/Q0nimiJujGbfBPDYADjix9+jx9L2nw8ossw0Rx1OfOgevRYRuY7D6cnvYjbG711X/e6ZMTDmhMRZvuPAUDIJ6OlYWqTflkS0Rn31BqkT4Ikca8rVRYxnChCkrh/pCrz9PemcYbuw0kuSCuWv5iNfVzKuomyYcIwKufPVGPYmu4gfB6lJo1eEnlhFqdC8LgN2IsEqiI60Xsz5ehYnpv+R9wolEw0hDQeBVp1zw/5VPjdMvYcyUBTrGi9DOB3yzNaSJIkAbEQjwgfH3FmL5rli8aUqcP1ILGLIE4gjDE89vwI7vjVHpiVRTsEvAqawi70tfshWOaEBEGcWC7aEIckCfjOb/YBAP701BAODeWdVA/DqgZDEIuZ5e1+QBDw2POjCPkUJDJlZ3JULJkQBNSkYMwm2Lg56q5Z6bU5NMBTHS7eEJ80bcKj8RSyPVaa1nhKZXOCt0+9yXA1qiJiSVV6jv3APdmDt23uXW+rXpc8IRXr2b0J5AoGNq+I1rw+1TCyrCOAYtnAll2JST+TyvGqi/ZEYu/RLIZTxQl+UgCctLuWBvcEDybJMh8+HpZ3BOpGG9QTO+3dTuZKeOS5ETSGNHQ1T0zTqhc5saIzgESmhKMjhZoDkMyUUSiZ8LrEuudiJfKAp84OjBbAwCdY2TrREJXG8o1t3ZtEb2v9MvaCINScK01RN4I+FTsOpjA4xiO9ZEmExxIh64lmjAEHB3NoCGnoafZhaasfSxorn7XT08Yf212H0zzdyKcinePXaK5g1AisgsDFnamKJACWz09Iw8jBEhS3iGhArTuhnNh2xtPtCjqS2TJGU0X0tPiw42AajSENfo/iREkJAhd7cgUd0UBF1FKt33DXOeaiIDiVMGdKe2OtiJDKlXmKr9WIgIcL7IFxaX+RgIZIYHIPLlEUpjSNB7iw7FYlR2QcGCugUOYpbEGPgjOXR+t66Y1PTBtKFjGSLHJRUBAgSQLKeuW0f8HqGHYfSWMkWZqR2iWg9mP2OdsWc1v+atNvoxpNEZ1jCfCslBl5BFrYgp/XLaMhpKEp7MJIsoRcQUc84kZyCrHCFkRXdYcgz+bmw5hTDbF6f3uafRhNl2YUUGCaDPsHcuhsmliYZCxdckziAX69CuBRiaLAo5k8mgzdYHBrUo1QDQBet+0RWNuPM02ZrMD7RFOlCc+rhsngUkXEI27sn6IgQcinIhbUEPZrMxaOmsLcz9DjkjGWKTuLEePFcuc3/BqKZYZUroywX8Noqoh80ZgwVlUf4pJuYihRRGuDB7A+Fg+7rCg0xovlqCJ8bgXdde4rk0FiF0GcIA4MZPHd3+7DgcHKg39T1IWbL+9GNKhNumpFEMSJw65wagtee49kHDPsoyN5XHVWM1Z3h2b1YEcQCwlBqETLeF0yxtIlRxTQGU85sn2ENE1Cc2TmqWjjJ/vpPBenJEmckDI3GRv7pp/8Vlfdmw22aFM9aakmGtSQyet121kqc4Plasb7nc0Er0t2/jcZZd3ESKrkTLiWtPogiVOngI6PhKuHLIkQwKN/Zvr8MT7SZyr81sTN7r7BRLGu2FX3ux5ugH50pFDTN70tPiSzJQwnS9Ma3zcEXehtNREJqGhr9EwpXFRPFAt1/KQAnq7IJ/x8Ar6/P1sxNxd4atNTu8aciD9NESdEL0migHW9ISjW5PeslVHsPVDEsGV1Y0eryZJYc0IzVhupJss8wu6R50ZqxVWGCelK9RAAbhBtRVnMRACx0wsFgUeB2NUFRQFg446FKAjwqCJSuTL29WexzkpDEi0BWZ3hOWSLZ5MJceOrI561IgrdYNjXnwHAx66miBvRoOpEKM6E4WQRh4fzU54z9vU4PoJVEAS0NLgxmipiOFnE2l4+htlpZuNTIzW19pqKh13IFgzLkNzav+OwE/V7ZHQ1e+FzyVjZFZwwbk2HJIqIBjR0xD3I5mcvlgkC4PfyVOSeZh+e25+EJAGNYQ27j2RQ1s1pxxRJFJyCCMeDx8VTMcf7hNXDjswcb6QOAMs6/JBEwM78My3PrJFkESG/ClXmxy2dL8OtSRgfiMzqHVCBL1IUSiaWtPiw92iGX3Pjdrvar60p4kI2X677jMoYQ6FkVrwqp9lfaQb3AHucNBlD/2gBPS0+HBzM1i3eAvB7/eYVURRKBgZGC2iNeRANqhhLl1DSTS521fnZ9kYPVnQGUCgaNRWixyMIAuIR16ye0UnsIogTwGiqjC/98rmaB3IG4NKNTVRlkSDmmXNXNyCVTOJnD4/BZDy8PZPXcXAwh6//Yjd6mr34wGtWkhhNnBQYY3jTm96Eq6++Gi996Usn/dwnPvEJfOc736l57cMf/jBuvPHGY/7t9LjIF5cqweeWnTSLvlYfWmP1U0bqYUde2VeOXQHswnUxyLI4o1SarfuSiAa0CeJNX7vfmWzaqXWzVbsarHTGyXy17BSsehGe9VI+ZiLMAZNMdKbANkevRP8ox2R1ML67uVk1j+4bGJuY0nW8xEIuvhI/i/SYajyajA1Lw9hzJOOISlGr0EG+aFhG5FN7cQH8PBbrpPRVE/QqzvnKfY0mRiS2xTzoiHvRZqU/ZaxIl4aQhnzRgCILjpBgi7mqPPHc0dTxEXf8v+o44WZ8BFDeqopommxKoW8kWUJvy+Tv29iixUi6hGS2zNMYZ3BNqrIIWRJgmrz6nSyLkOvMSH0e7rPG0zX5du20wPIMfTFbY2743PIEocre3nixq8Y3inFB2+2SsKYnNKt7eNivwqNJs0rtGs/AWIF7r1nY48j48aQl4saRocr5Jksigl4Ra3tDTnTpsQr6ABdi9h3NQhIFbLIqI86Gsm5iYCyP89c2IiGXEZyFaAhwkTSdLTuRpumcDsMA8iUTUrYMhvqVS6uZMipzFoymiugfK6BnBqK77bNVr3hI0Ksi5Fd5tB2AkUQRmiLC6+Hm8qu6AhgYKzr3qPHHzbTGieqqmG5VQnPEjYaQhmf3JJzX7c/4qs5t+1w+Z1XDpO2XJdEpSAHwc7qeUGmLr/WKeEyGW+M+fYwxlMomRicpBjGewbHCjKLXXKoEXeeRdUGfCks7xMDYRF/I2UJiF0HMESOpIn772FFk8zoeeX605tG2rdGD117aVbfqCkEQJ58NvV6EQkF8+759SGZ0xEIaupq8eOT5Uew5msW3fr0XN1zQPquVYYKYLaZp4pOf/CT++te/4uqrr57ys7t378Z73/teXH/99c5rPt/x3VOq0wIbghoMgyHsVx0jWVWRJlTJmgqjOqcMsCaPPJ0lO8MoqGLJrGtgXJ0yt6TVj1xBn/VEUBCEmhSrer+dzJTQEp1oftzb6nN8dGymSwM7HuwJ8lxr7p1NXoR9KoaSEycrPg83oz5WCiUD+ZIB1ySG+TOh3iRYlkSs6g5N6P9qhBkUP5iOeJ2onuooqlhQQ/9oAcWSiVzRQDavY/3SMPJFHVv3JuHWJDTVOXfGo8oiBEGA1yU559D4yCdRFBAPa2CMIRpQIUliXXFVVUS0TlK9dDx2dJkkYEZRM/YEu6ybCPlUrOoKYuu+JJKTVETLFQx0xL1Yapmh97b4kC8bODKU50b8oenbKAoTK/PZNEXdWN4RqHlt+8EUkpmqVEZYaX2zPBlcqoR4ZGb9aLO6O4R8ycCeI1kIglAjdAEVgW98VFG+ZEAQMOFaqxZnG4Ka5YE2+VRdkoS6UVu2UHQslWIBnk5WLJkYS5fQ1x6Y/gvjsNs0YFUD7Gv348hIHulsGcvb/XXHnvFoqngMKX6c6jHkyEgeuYKBsj519WCgksY+rbjHuIAtCgKifg3re8NojXkwMFasOQ+rkSQR7XEvolWRn2t6Qs6/swXdiQRUZBGblkUcP650Tnf2abro6LJuYjhRRGfcg0xex0gdUcoWuCcrbFKNfQ4dGMhBUyQEfSpaYm4EvTO7TxRKBtLZsiXs8221N3rqfl9VRF6Uo2psao66nYIDgiBgeUdg2rTt8ZDYRRDHSSpbxs/+eggPPDNUKfMt8Eva65Jx/fltOG9NbEbpGwRBnDzOWdUAj0vB13+xC0PJIoplEx994xrc85eDeGjbMB5+bhjre8O4+cruCf4NBHG8DAwM4H3vex8OHTqEQGD6CcXu3bvxpje9CbFYbE7bEQmo2NdfuT+1N3oRDah1H5KnI+hRkMnpzsO0Pd/cujcJQagYxU+FqohwKVM/zLo1adYPvDNBtPz76hENaBOEsid3jqGsmxM8u8YzsZj81EQCGtb0BJHJ80nOeK+wY0U3GQ70Z+Fqr993K2dR8a0eo1ZK7IkvuFOZsR5D8TwAtUJvoTzRd60esZALfo+CoyM5FEo6PC4ZkijA51Zw5ooont+fqlTRmyHOxE6YKGzaRvKSJDjVg8czG88rr3UfC/lUuDVpxqbluaKBWEhD2eCFJmZavDga1JxKkXOB1yVPmKAnM/w4ytY5dzItCHYdTteIakGvUklzRSU9dvz1yxiPGtzYN3nUVcinTntOtsU8KJbNSYW9lV2zF6rmAvsY2YuFAY8CtyoiXwBaY16MTmFQb3OsMyafW66pyul3K8gVDEgzWJjQFAnrloQmTbmtHscDXrnq35XfMww4UUnj2zWWFqdM0aumOhrQrUkzPq9XdwchigIyeT4+1buPK7KIriYfmiJuHLD8NCfDPrVUWXTGTLcqTzvGVx8/0Ylw5N9pDLnqVvIslHi1zmrPLsE2pLPG+WNZgKand4I4RnTDxHd/sxcPbhupedjiK0rAZZviePHZrZOW5iUIYv7ZsDSMf3z5Mnz5pzugGwwCgH94SR92HEzhCz/ejid2juHpPQlc+4JWXHpG0wmN5CBOL7Zu3Yrm5mbcdttteNnLXjblZzOZDAYGBtDV1TVnv+91yzzFiHGvkuFkEc2WP5MtJM02fWW87mBPwhSZV/Wbydx6tobVc0nYr84qkm0mPjBA/SiaxrA2abQbPwYysvna92c7AbQnGbaoIQsCQj7lhBXiKJYNGCYDm2G/TMf49M+ZijMzEcCqRdfyDAWq/QNZpLJlLviMO3SiIGBl18zEwkLJ5ObvJvePYwwTKjmaJsNIqpJqms6V8chzIwAwI2FuPIIgONVWgZn5fFW+y/3DDg/lkcmXoeum039hv3pcqX9zxdJWP44M55AvzM5M/XjojHtRKJk4MMgFg6Xt/roVOceftl6XPKGNDaHJI04nw64kOR47omwoUYTPPfMxfGmbH81RFx59fnT6D08BY/z+EvDw3962P4lktozOJu+MFykKJROF0szSc6sZfw3akVZ1h7w648T4NNnJaGtwY1/YheFkbTq4bprQIE4QIJ0iFpOMYS5VglwnBRqw0plnqOrbc87tB1NTjoOz9UOr7r/dh9OIR1xYNcPxTpZEiML0qatet4y2mKdGEBxLlwDGv2sY5qRFYab8/Rl/kiAIAEAqW8ITO8Zw/5MD6LdCdDVFxCUb4/j94wNY2xvCuctUrFjSBnGmEj5BEPPGsvYA/unVK3HbT7bjM99/Dped0QRZEvDvf78OP/7jQTz83Ah++pdD+PPTQ7j5iu4JaRQEcSxccskluOSSS2b02d27d0MQBNx+++3485//jFAohDe84Q01KY0zxTR5JAAzTTBBRMlg3FDYI6O31Ysjw3n43TLW9QahyCJMc+bCxdGRHBhj0A2DeyYpAhgzsaQ1CJ9bBmNsgrnzeB7fMYp42DUjw/X5ZmNfCAAm9JFpMjBmwmQMpmki4JHAmFnz2Y5GT93vVrZhQjcMFEs6TNO0tidO+Z3xRAMKdN2FxrCKg4MZmIxhLF1CyKdMaM9cwEwGBgafW0ZPi9fym5r99k1m7e+471der5yXdt+M/990v+tzSxhNWdtgM2tnOlcCYwyZvI6yYWBwLI/O+OzOU9M0IUsCmqMuRAMqDg7mwMCgG7zNpml5NjETpZoAGPG4jplpmgh4+XF5es+YJbBNvR1+vZpwKSJS2RI0RYQiC4hHNKzq8sM0TfQ0e8CaPM5xGN8+SeD7IsvCcZ1rk+27/bok8gIJY+kSCtY1M9e/UX3OAfwcgrV/zDQBxr3V7Pdlib8nibX73t1ce+1vXBqCIMzsuFa3pfrfpnWsDJPB5+LjjaZM3efjt6VIPPUczAQDswTZmfcjY1wE1XUD+aIOv0eGaZrwuWU0R12I+NUJ7Z5pn09G9dhY77O8GqUJw7DHBtG6zuzts5q/xyMIrOYz/LdMiIIEwzSt8aAMr0tCNKDAMEy0N7onbE/XK+NSvd8yTRNgXOC337f7AAAKxfrfm6yfCpYflyyJiATUmven6v/xf9v9livqCHhlGIYBBoaxdHHKY2aPw2D8dRMCH09Q29+V8RrI5Mo4MJBByCc74lquwAdBO+XTTu20n2NmAoldBDEDimUDT+0aw68fPlpTVt2uzPG+Vy5HZ5MPl2yMw++W0d/fP4+tJQhitrQ3evCB16zAF36yHT974BAawy5csrEJb3pxL1Z3B3HHr/ZgOFnE53/0PDaviOKVF3dYpsYEUZ9CoYCBgYG678ViMXg8M58k79mzB4IgoKenBzfeeCMeffRRfPjDH4bP58Nll102q3YNDQ3BNE0c7ufRCPGwgqaAgWJZx+jICBKJMgbcRXi02S/WJBM5GCbQf7QEURQwltGRSJSwB1kYDGgOTx81lUjkoDAFspGa9e+fKgwnykgkylCRg6QrYIwhkeDPDv3906fwAEA2zfuuv59XsUokimBlCeGYhsHBwRm3RQAwOJBEIpGDYTK0NajIpYtIWOllM23PTBhLFKCXShDcJkpZPinpn+j7Pv12RotI5w0MagXk3ZVIi3zJRCJRgCwJ6O/nERXpvIFEogi9KKKUk5BIlKGwLGRj6nOtpJvwKyYSWQOsWEJ/f3LadslmGYOJMhoCMtJyGYlE8pj6T5YEFAtJjJRS0AsGspks3FIRAwM6NCsFLJHIIeKXMZrmk9aORhUNQd4Xx/KMOTpaQLZgYlDOQS+XYJrTb8e0ztt8TocCGUu7PHhmHx83xkYmitaJRM5qX6VPckV+zEJaAf3lY4+4qrft8a8nEjmYJR2JRPmYjstMfqOawcFBZAqV869frU0Js99LugowCpV9H0yUYTA2o/FwqjZW/3v8mNMSYDCnOa/t73vEHBKJMiQzC5WlkUpnkMuWkRgD+uXpC0LYNPv5wkn/wADS6Sw0sYT+fhMqgN4GAMiivz+LmNe02t0/6z4fjz0mFFUR/a6Jg83eIwUUSiaOHC0gkShCqho7ACCVSkGRa1+rpsnHnLaOjBaRyBgYlPMoeSXksxloIjAwOARWVDAyUkIqoyOp5iHqtfevQ8MlJDI6+rUCsu6J18HAUBYwdShgznVp94FNvb6Yrv/WdHkAVkR/f7rud8Z/f/zfZZ2PAaOJElxiEWO+InLZHBTvxLlu9Xf5PauAbK6IdEqHYQKJdB5+l4iBwUG4rYg7+3OyJMAv5yDoBoYGS056dy6bR6nMMDgwsX2iKKKlZfrQPxK7CGISTJPh+QMpPPzcMB57fhTlKhNISQSuPoenKP7qoSMIWEZ7Qa867SoEQRCnJrGQC//8mpX4r3t2YveRDO575ChesDqK9rgHV21uxoHBHPweGY9tH8Vz+5N47aVdU3puEKc3W7Zswc0331z3va985Su49NJLZ7yt6667DhdffDFCoRAAYPny5di3bx++//3vz1rsisViEAQBBxMjaAhq6G724Zk9CRRKBpZ2h7C8l3sEzTRlrBpTyePwUA5NzRGIgoDM4TRCoRKYLELXTcTjkWlXY2ONzKoaeOr7XPJ0H4Yzl9emVBhyHkXk0NDgQVODG4wxHEpy8aepaWbpF6acR9bIIR4PQ1VE+IIFRHwKRkaG0NjYOOvI8YOJEZTKJvKmiJaQH6FselbtmQljxRSaYlxgO5hQ4HXLx+QDliqnIWVLaGwM1KTS5go6hnNJyJKIpiae7urOlpEophD0qgh4ZRRYDg1RN5qmiQwcTZcwfDSL9csDM057C4YNdJQMhHwKhN0JBL0KmppmVyTCNE30DwygP62iOepGX48bWYNXBm5qCjlpVE1N/POPPs9TFzvbQseVnpcopaDkymiMedEWZ/C7FTTZPzJpWxkOJ0dhSiUsafMjHHUjMJqAplb6v5qymMPAWAFNTZX7YjavYySfRCzmrykyMVsOJng/jD9fBa2AsXQJTU0BHEmNwRALCAe1mjYc72+Mf900TQwODqKxsRGevIGxQgoBj4Kmptqo71S2jLFCCo2xQI3X0GgxCegMTU2h42pj9b8NOY9S1Zgzm201xLzImVk0hF1oinvxAncBh4bz6GubvRk4wNO7O4YleF0Smpqm9picrM+H80loioimpqkr2GetMcHjktHUNHGsGcknkSvqaGz0Y7SQhiTyc9c0TRw+MoBAIABNleqez+PJswwgFxGL+dAQ1HBhsIztB1Loag8g4FGQZxmwqverkVwFsP4sOtvCdY3h94+OwOPREQm7nOvyUHIUfreMlFWYo95YPdNzdrL3xn9u/N9l3UR/Zgx5s4BQyIX2tihWpVSIojDlb5bKJgYyY8jqeSzpDGNgrAD/KE/nbIo3wm35B5bKBgYyCSiyiFDEg1Q5h8bGoNNHupRD/2hlTKn+DYrsIohj5NBQDg8+O4xHnh9BMlvmIcmsEsUlSwI8moQXnd0CBuD8tTHy8SGIRYLfo+A9r1iO7/5mL+554BD+vGUQmXwZb7iqF9df0A7GGCRRwFO7xnD7z3fhzOUR3HhZ9wkxyyYWNmeddRa2b98+J9sSBMERumx6enrw0EMPzXpbosj9RARRhKbKEEURxTKDIIjwuI4vWlEURAiCCFEUrapqGhIZHT2tfng0eUYmwQsp+39Jqx9lw5wgPAW9Ko6OFBD0qs57gmBX05rZDg4kihAEEZLE+7M56nEW00RRnLXYJQgiTGZCEETkCsas2zMTGoIaXIoMkzHrdyb2zYzaKgrWeSTUfF+U+PklCJXXReuz9neEqnNwKoolEyYDIAgzbuPBoQxS2TLOXB6pnOfHsH8lnUEUBciyBFWR4dJkFEtm3e3Zx+nwcMHxxjoWz66GoAuZvAGXpqBs8GIF07VdFIH2Rh8gZJErmnhmTwrpvI72eLDud+3rvvq9fJmfc6msjkhgYrXLmTLZ+doc9aA5yoXN1T0hSxyc+TEd/xuKPPG7k/02P15s0nPB61YQ8mvwupWa95a0BsDYsV17rTEvFEmwxvFKu0TBumZmcT5Xf59fQ3wfYmEPYuFjTyNnYMgVTbhUadq2LGkNQK8zhhomgzmDPpKstk+23/GoG/uOZuF2KRAEEZGgVjumWGPMTPpMEMWaY1357cpr48enyb47Hq9bQcirwmXdkwFg84oGAMDWvVwMqve9yc7Nqcb36ve6m/01x2n892SZn1ceTXbaL0nStL8pivzvhqALsZAbY5kyfG4ZgsDHPef3rOtHEETEQm7EQu4J26w+trXnLIldBDFj0rkyHnl+BA9uHcaBgRwkUcDa3hA29oXx+8f7sa8/B1UWoZsMhsmwfmmYTxYAiLM0+SMI4tRGkUW8/qoeNEXduPsvh6ApIr72i1144ZE4Lj+jCc8fSCHgVZAtGHj0+VHsOpzGP7xkKbpmucJPEDPltttuw5NPPolvfetbzmvPP/88enp6jn2jjJu/2t5YcxFIlbZWoMEAVBnSyqJ4Eir0nXyiwfqm0gGvgo194VNuIcz2zi7OsmLgTAn6VHQ2eXFk5BhyF+sw3t6tXlVL+zO170xv5py0ztV6huKTkcnzlMLRdAll3cRQooju5tmP+3Zb3bOI1KoXDTIbGsMuNIQ0GAaDYZgzNpVvaXCjKeqCAGAkVcKeI+lJPzuSKmJ8d9qV7VwnYUHIpUozNhifjLJ+jOU966DIIpa1T/T4PJ4IvZPhZVgoGXh6dwK9Lb5Jx7ipYIynwM6kJyfbfllnUOTjPxaNIRcaQ1xkXb8kPKkJ/LGgWxk/dqGSqbactcaObEGHqkyMcBSEyv8m/I7JIM2yK1RFnFHlwsbw1AK07bE5ndfmZAwnizg0lMWKziBaom4oklhzjdpj+mTPH4WSMWFMmS0kdhGnLbph4tm9Sfzt2WE8sycBw2RobXCjvdGDg4M5dDV5cfefDzolcvMlExv7wnjpBe3OwEkQxOJEEARcdVYLWhrc+Oav9kCWBPz+8QFsP5DGW65Zgo64B0/sGMN3frMXY+kyPv2/23D9ee24YnPTgki/Ik59RkdHoWkavF4vLr74Ynz961/HHXfcgcsuuwwPPPAA7rnnHnz7298+rt/IFysV2SKBY08xsuls8mIsXXIqtZUsUUU/DdP7j1fo0hQROcOYExHyZBO3npGOtepjW4MH+WIaPnftNGW6vvB7+OdnMsmL+lVkcvqsjlNbzI0DAxUfHfk4FzvtiogzmUd2xr3ojHuP6/dEQYABhu5mX401x0y+B/DIvYhfnfQ41NsPW+Q+WRUSj5fZivIzk3QWFoUSPy9HUsVjErvcmoS2huMT5c5cPvcWEccrGDtYhzzsV9HXPrP03IaghqFEcdIsgHzRQL5owO+ZeD5F/BqUSUS69kYPvK6Jck5XkxfKHCy22M+zsxWc7DGiVDYwnCwhmU2gp8WHyLjzyRbRJrtV9Lb6ahYkjiWqlcQu4rTj4GAWf3t2GI88N4J0XkfQq+C8NTGk82U8tXMMiiyiIajh7r8cch5k4mEXbrqiC31tVIWNIE4n1vWG8eGbVuP2X+zEgYEcBscKuPUH2/CKizpx3toY7v7zQciSiVxBx0//chC7jqTxhit74HXT7ZU4Pl72spfh+uuvxzvf+U6sXbsWt912G774xS/itttuQ2trKz73uc9hw4YNc/JbG5aGZ12KvB4uVUJztJKGkLMqQp2oSKLFTNCrolDMz1l0WHPUjZ2HuGmyIADxiAvKCYpMlyThuCarXreM9Uum99CpRhAE+NwKzlgemZHfnJ1SO5seCHgU9LT4EA1o8GjycYtdw8kSWqpEgXqRa3ONIACaIsGjHdtviVMImOuWhCYE1WmKiOUdx+b9dCwEvYrjcTRbJEk4dtF/AYrSNj5LLAmcQkV3TsaioSxx64r2xpmJyPVaVE/oqqcL+T3KtEKNW5Pqbq+9cXLhsPp+W002r0MUheN+FpVEARv7wth5KO1EsM0GhooIPpYuTfAys3WsyY63KAjHnUFFT+PEaUEqW8bDz43gwa1DODSUhywJWL8kjBesbsDyjgA+euezGEkWsbo7iN1HMxhO8qocQa+CGy5ox6Zl05vqEgSxOGkIafjAq1fiR384gD9tGYRHk/C93+/H03sSuPHyLvjcCnxuGU/sHMNP/ngAH/rvp/CGq3qwfimZ1xMz4/7775/2tUsvvXRWpvbT4XFVUn5OVIphc9SNQslExH/8UWOnI3MZM9Le6EE87MJTu8bQGHLNKPrpeDgRz0z1tjg+mmimhRVyBS7EGrMIWTg6ksdIik/YTpZ4s6IzAN3gBZNSWS7iHEt0g419XE5EPJIoCBMOkiyJCHiPf3zxeWRkcvq0n5NlwaloOVuYyWbdMceY3XVK4XXL2LQs4kRi2pFC06W4LXQEQcDyjsCMPc7s/hFOwO3SrUlY2xueUtiaDYeH81Bksa4Y1hx1oTQL4UqWRMiSOKuUbxtNFtEcdWEkVar7fbtPgzO8Hz22fRSmyWY1BpLYRSxadMPE07sT+NvWYTy7NwnTZOhp9uK1l3VhbU8Qj20fQ19bALIk4oxlEfzfQ0fw9J4kOuMe9DarWNrmxyUb44vSZ4QgiNmhyCJee1kXlncE8N3f7oMkCnhufwqb+sJY2RUCwP1cXKqEXNHAf/1sF1Z1BfGWa3qdqjMEcbqhKRKWd1BE9LHAGANj3A9mrp5DVEU8LqFkOk74kuAc/kD2GMQuzUrFG0keW3rXdNTT6fxWtE22oDti15z8xgJTaZa3B2Z0rNI53Umfni0mAwbGCuhsmn266Hwvhx+vtlydcqzIJ3acWKi0xTxQZPGELN6UyibcmoTYHNrkTBaJNdNItmr8HhmGURH4Z3pP6mjyoa3Rg5FUCdHAxDFTVUSs7Q3NWKA+FsGNnsCJRQVjDHv7s3ho6zAefX4E2YKBsF/FFWc24ZxVDYj4NTzwzCA++d1tSGXLMAwTqiLivkeOwGTAOSujuPnKnmP2mSAIYnGzaVkES9v8+M5v9mLL7gQe3DaCnhY/jozk0Rn34IrNzVjXG8IXfrIdW/cl8d7/ehI3XNCOizbEaVwhTilyBQO5gjH9B4l5YaF4HNXjRAXCz2Wan8+tIJ3TZyUk2p4/U6XyHQsz0Z3aYp45MSe3W77QEot51bzp+z3sV53sjNnS1eyt63/U2eSFMQuPs5NFY1jD4Nix7SvA+/RYxIPTFVEUJk0bBHBciqdhMqcAxqlIJq87hvxre0MzTuGu/tRk/nYn+l5HYhexKBhJFfHwthE8uG0YA6MFqLKIDX1hnL2yASs6AhAE4L5Hj+K3j/YjndfR1+ZHoajj/x45inzRwIrOABqCGl5ybhtNSAmCmJKAV8HbrluKB7cO40d/PICP3fksZFnAio4g3nbdUgDAe1+xHLfc+Sx0g+EnfzqIJW3+4zYXJoi5Jh5Z3GkqC5kF6XNmPT7NNJVw1pu3NltvyjTbn2yLuRENqrOaaFVXdpsPTMfM+dj7105jjC/yFLVjYbJjO1VfBbwKokH1uA3Zj4WuJt9xPVes7QmhpNOCx6nAyq4ApBmmU86E5R2BOfHhtFnS6nf+PZMxs3qIsoXikVRpTiPXZgqJXcSCJZUt48ldY3js+RFsP5iGAGBZRwBXbW7Gxr4IXKqEsm46K0G/e3wAZcPEjZd14XeP96OkM4iGgb+7uhdnkCcXQRCzQBAEvGB1DGt6Qrj7L4fw12eGsPtIGn98cgA9LV7sOpzB5uURbFgSxnd/tw//8b2teNkFHdi6P4lLNjZhZWeAxhxiXhGEEydKEMfPSIpHbCywbDMAJy6ya6rfmu1CpSAI8MwyxdyuHDb3Y/f0B3nbvqQT+XG8KWZnLl+8z7wDo4WT+nuiIKC3xT/9B08Qx3McVUWcuwqF45ClmUXiLUqOYcz2uefWQ/FEejI+8twIwn5u9zMT7O6YTcr4XEJiF7GgGEuX8OTOUTy+Ywy7DqXBADRHXLj+/DZsXhF18oGHE0V881d78PTuMfzLTavQ3ujFCzc04o9PDeK7v90HgK/qveGqnmPKXSYIggC4n8rNV3Tj/LUx3PXng/je7/fDpYoolEz0NHsR8qv4yOvW4CP/8wx+8IcD0BQRz+xJoqfZi2te0IqVXcFFO+kgTm0YA4aThTkzxCXmFieKaQGqXSdqkltvqAx6FbTFPGgMz72H1niGEkXs68+it8V3XJ5dtjDn89ROw6a6FYT96pylOdE9hzjRbFg6u2qqx8vCGyUXLmG/ilhohuOfAMePq2meoklJ7CJOeYYSBTy5cwxP7BzDniMZAFyouubcVmxcGkFLA8+fHksX8dWf7US+aGD7wRQEAF6XhMd3jOKrP9vl5PA3RVx43ZXd87oSQxDE4qK72Yf3vXIFnj+Qwj1/OYg9R7PY25/Fp767DWt7grhkQxwHBrPYsjsBtyZhMFHEbXftQE+LD+99xXIqhEHMC2WdpginKh5NRrFUWljChHU6ncyADkEQnOfAE000qKFY5l6wx4OdreSyqqEuafWjf7QwZXRac9Q9tV8QQZxCLKhxa46YS0/BU5mZRnTZyNLcFTw4lu2Q2EWcchRKBp4/kMK2fUls25fEYIKLVJ1xL156fhs29kXQGHZBN0z87dlhJDIlrOwKoqwzPLlzDC5VxFVntSDkU3DXnw7iVw8dBQC0x9x47WVd6CGRiyCIE8TyjgA+8JqVeHZvEr99rB/PH0jh6T1JPL0nidXdQbz9uqX439/tx1i6hNYGN9oa3I7QtW1/En1tfsgSCV8EcboT8MgYS5cwhzYuJxw7S+VETXTnewIticKcZAPYwXplg/uy+T2KU3Vx8u9we2dKPZ6aaFBFOnfqGn2fKKJBDYOJIhpOQJVQYnacrktIyzr8KJdr9/5UGK1I7CLmHZMxHBzIYeu+JLbuS2L3kQxMk0FTRCzvCODSTU1Y0xNCNKhh+8EUjozkEQ1q2LYviR/evx+qIuHzb9+AWEjDCzfGcXAoh4e2DmM0XYIsCVi3JISXXdiOeJhWxAiCOPEIgoA1PSGs6QlhYDSP3zzWjwe3DuPZvUk8uzeJeFhDS9SFw8N5JDIlSKKAnhYf7vjVHoR8Ci7eEMcFaxvhddMtmjhxuDVpQVf8W+zYU4aFlMVoC3M0dk2N7V0jzyIEbuehNBKZMtb1hqDRdTspAoST6hl3qqApEtYvObmpgwRRTdA7MeJ1rq/FR54bATC7CC+6GxEnHcYYjo4UsONgCtsPprH9YAqZvA4BQEfciys3N2NlZwA9LT4kMmUcGMg63gg/e+AQ+kcLEEUBqWwZXpeEeFjDD+/fj2f2JjFkRYGt7QnihgvbsWFpmKIkCIKYN+IRN266vBuvvLgTD24dwm8e68eAVSrc9jH4w1OD+MvTg3jx2c3Y15/D3X85hF8+eARnrYjiuvPaTqjRKHF6czpOChcKXpcMv0ee04paJxpNkbCiMwCv68RML+yeUBd42rcsCVjWHoDHNfOxvafFh1S2TELXNKRyZZQWYiVTglhEnEqLNCR2ESccxhj6RwvYfjCFHZa4ZYcYNwQ1rO0NYWVXECs6AlBkETsOprGk1Q9RFHD/E/24/4kB/MtNq9He6MHZq6L4/u/2I+BR4NYkZAsG9hzNYv9AFss7grh0UxxnLItOGw5OEARxMlEVEReuj+PC9XHkijp2HkrjmT0JPPD0EABAN4F7HzoKlypCkQQ0RzQ8s2cMr7y4AwCw72gGkYBGwhcxZ+SLBvJFA2id75YQ9fB7FKzoDM53M2bNiXz+EkUBS1p9C/4ZTwBQLJtQVRMqZibcyZKISIBS1KYj6FWQzJbnuxnE6cjCWZc44ciSgIagdlIKh0zblvluALH40A0TBwZz2HMkg92HM9h5KI1Ujt94ogEVa7pD6Gv3o689gLBfxf7+LGIhDX6PgkefG8Z/37sHl2xoxBEr+stkwO0/34liyUDKEsnGMmWIooD2Rg/OXBbBBesbZ11CmiAIYj7waDLW9YaxqiuIjkYPVFmCbjL85elB7DuaBQNwYDAPAPjonc/Co0kYTZeQK+hY0RXAmcuiWLckfMKiJ4jTA1EUED8FHkRPJ0K+hS3SnAosBsHHMIFD/RnEw250NfvmuzkEQcwBAY+CgdECvC6KvhQEbs9xKkBPysRxYZgMg2MFHBrKYf9AFnuOZLB/IOtUeGoIaljVFcCyjgD62gOIBlT0jxagSCLCfhVb9ybw5bt34qwVEVywLo5UTocoAvc/OQhRqJidDiWKEEUgHtawrD2As1c2oLfVN+9mpQRBEMeKLIm4YF3c+dulSrjz13tQLJuQRD4hsqvI2mzdm8LWvSkAe7FxaRhXv6AVTREXpWsTxCnOxr4wxJNZppA4ZbFTfCglce6x7UyI04RTaEgN+1VsWhaZsqrqQkCRF3b7x0NiFzEtumEinS4jkSlhLF3CaLqEI8N5HBrO4chwHrphGW1KArqavLh4Qxy9LX70tvjgdUl4bMcojg7n4fcoeHZvAt//3X6I1kTO5uHnRvHwc6PO325VwpkrImiPeZHMlrC2J4TOJi+JWwRBLFrOWBbBmu4gtuxO4JHnRvDs3oQj+AP8mU6WBBgmgygKeGLnGJ7YOQZJ5Ia88bALfe0BbFoW5qngNF4SU2CaDANjxTmpLkdMDwnShIM1NC/0SfGpiCILzoI7QZxsFvo1vbonCOUUvlepijhrTz4Su05zCiUDY+kSxjIlJNIlJDJljKVLjrA1kiogVzg0oYxq0KsgElCxrN0PCEC5bKIt5kFJZ3h42zB+91g/ANRM1ICjzr+qhS5NERGPuPDS89vRGHbBNBnCfhXKAjcgJQiCmC2aKmHziig2r4gim9exdV8Sz+5N4OndCeSKBgzGYDLANBh8bgmFoglNFcEYcHg4j8PDefzhyQEIALqbfVjS5kNTxIXeFj+aIi5aMCBqME2aFBLEyYZZoV2ZvI5GKqA3p6zpCTnVLgmCmB2nuiXQsVQcPbX3iJgxumGipJvOSfrEjlGMpEoYTRWRypaRLerwaBJUWcJwqogDAzmUdbPuDUFTRJR105oU8QgCw2RQJAEMDLoBJLPlCQaQOw5lEPIpyOQNmAyIBhQEvSoyeR1lw0Rr1IPGsIamqBsNQQ0Rv4ZoUIWmUBg3QRDEeLxu2RG+TMZwcCCHTL6MWNiFrXsS+NEfDwJgyBYMAIAo8PQYTREhSgLS+TJ+82i/sz1B4FXMGsMuLG3zY+PSMFqibvgWuNkzceyoCi0qEcTJxk5jzOT1+W3IIkSWRMg0rSAIwoLErgWAaTIks2UUSgaaIi6kcmX8/IFDODiURyJbQi6vo6QzeDQJXreMbEFHzpr8HAtFOzyQMQgABMG6KwuAR1WgGyZyRQPNUReCXgWMAWXdxN9fuwRhv4ZMvgxZEqApEkUREARBzAGiIKCzqZJu1rixCRv6ItANE4WSia17k/jNY0eRyesolE2gjJr7gD0UF8smDg7mcHAwh/ufGODbFgFNluDSRDATWNkVxJJWPzwuCUOJAs5eGUPQp2A0XcLegQJiMROiKCKVLSOT19EcpYixhYgsCQj71PluBkEQBEEQxLQ88twIAGDziuiMv0Ni1wmAMQbDZDAMBt1kKOsmSmUThZKOYtlEsWwiW9CRydkpgzxKKlfQ4fMoyBcNDIzlUSyZYKisAE1HrmggV6wVudyqCEUSkcrrkERAUySIooBsXkckoCLiV8EA7DqcwXlrGrBhaQQjyQLue6Qfr7uyE345B6aE8MzeJM5fG4PPrSBb0FEsGQj51bqeMD43RQkQBEGcaEJVQkVbzIMrNjcDAMbSRTx/IIXdhzM4NJTDYKI4IYJAFgHdBFyKCCYAhbKBfInfP/62dRh/2zrsfPauPx8CAKdoyE8fTCDoVVDSTQyOFbG0zQdFEiGJAiRJgCQKcGkSNFmCyfg9UOQrJ46XrKoIEEURy9sDcGkSBIELevGwCx6qMnlS0A0Gc6YPGARBzBn2o/NiM4ImCII41Tilnij3HMlgKFEAADAAz+xJYDhZtKKLBOSLOjRFQneLDwKAAwNZFMr2QzQgQkDQp2JlVwBgwOM7RiEIgCKJKBQLgJiA3y0jEtBgGAwHBrNgTIAJBjCGbN5AIluCAAEmYzVeFsz+f9Z96cQ9H+Zr/hIFQJIE6AaPslIULl4VywZcqoS2BjcCPgWPbx/D8g4/br6iB4os4D1feRJXbm7GSy9oR7Fk4KN3Potrz23F2SsbkCvquPdvR3DWyig64l4UywYGRgtoDLvgsirDXLShCaZpor8/j+YGN9qqDGy9LplK3hMEQZyihP0azlkVwzmrYs5rhskwkixiMFHA4FgBA6MFjKRLSGdLSOV0JPQSjGnua/YtMZ3Tkc5VxLOdhzLH3NbqNEsAWNLqwz+9euUxb4+YHeTZRRAnH1UW0dXkRSTgmu+mEARBLGpOKcXiS3fvQHYG+et7+7NTvJvFU7vGJnlv+nK0ogCoqgiY3JtqAtM8FzYEVYR9Kg4M5pzy8ZIkQtdNmAwI+xW4FAmJbAmlsonmqBtel4yBMS7yfei1q+B1y/jy3dshixLeeUMfAOAr9+xAxK/i1S/sAgB873f70NLgxkXredn6nuZ+tDZ4EPbzlf5bXr8GIR+PsNJUCZ/6u3VOGz2ajJdf3OH8rSkSOuJUjYkgCGKxIokCGsMuNIZdQPfE9xljyBUN5AsGCmUDhZKBYslAoWRCN0wUSwYyBR2snEUwGMKRkTyGk0WsXxpGJqdj2/4k+kfyKOsmygZfLDIZg2FUbptuTcLZK6JgAJ7bn4SmSHj5RR0wGcPXfr4LuaKBSzbET2a3nNacuTxC6acEMU/EQi6IInnmEcTxYGcYkf/z6cGq7iCM6VZmx3FKiV2ffNNaZAq6k+YgQID1f4AADI4WoJsmAAGMMZ7iZ1r/ZQyMCfB7ZDRH3WCM4bn9KcRCKqJ+DQeP9mMs74IkipAkXqa9pDMwxqwoLgBgWNIaQHujB6lsCVt2J7CsPYCgV0EyW8aR4TwUWYAsiRBFQBQFqLIITZGgKiJUWYRL5WmCx8v/e/mKmr/ffl1fzd+vubSr5u9LNjbV/N3S4D7uNhAEQRCnB4IgTBu1y6N9+9HU1DBhknb5mc2Tfs9J7TeZ80CazpUhCJW094+8fg1MxhAgs/yTBgldBEEQxELGpUpY2uaH33NKSRrECeJYMstOqTPD45Kn9OqIBrRZbe+slQ0A+AN6xKdg5ZLYjFdRAl4V569tdP5uVCW+Ik4QBEEQxIwRBAGyJNRUyPKPE7XsqGSCIAiCIIiZQs8PxFRQ/CxBEARBEARBEARBEASxaCCxiyAIgiAIgiAIgiAIglg0kNhFEARBEARBEARBEARBLBpm5dm1UM1MBUGAKIoQBGHB7sN8QP12bFC/HRvUb8cG9dvsoT47NhZLvy3kts8FC/34nc4slmvwdIaO4cKHjuHCh47hwmemx01gjM2ufiNBEARBEARBEARBEARBnKJQGiNBEARBEARBEARBEASxaCCxiyAIgiAIgiAIgiAIglg0kNhFEARBEARBEARBEARBLBpI7CIIgiAIgiAIgiAIgiAWDSR2EQRBEARBEARBEARBEIsGErsIgiAIgiAIgiAIgiCIRQOJXQRBEARBEARBEARBEMSigcQugiAIgiAIgiAIgiAIYtFAYhdBEARBEARBEARBEASxaCCxiyAIgiAIgiAIgiAIglg0LCqxizGGN77xjfjpT3866Wf++Z//GcuWLZvwv5tvvtn5zBlnnDHh/Ww2ezJ2YV6YSb8BwCc+8YkJ/fLd737Xef+Xv/wlLr30Uqxbtw5vf/vbMTo6eqKbPq/MtN+eeuopvOpVr8KGDRtwxRVX4Mc//nHN+9dee+2Eft2xY8eJbPq8MtN+O3jwIF7/+tdj/fr1eNGLXoQHHnig5v2//e1vuPrqq7Fu3TrcfPPNOHjw4Ils9rzBGMNnP/tZnH322di8eTM+85nPwDTNup+l8a3CbPoNoPENmH2f0di2MCgWi/jQhz6EM844A+eddx6++c1vzneTiCpKpRKuvvpqPPzww85rx3v/+9a3voXzzz8fGzZswIc+9CHk8/mTsi+nGwMDA3jXu96FzZs34/zzz8enP/1pFItFAHQMFwr79+/Hm970JmzYsAEXXXQRvvGNbzjv0TFcWLzlLW/BP//zPzt/b9u2DS9/+cuxbt063HDDDXj22WdrPj/Vc91sn4eIUxi2SDAMg33sYx9jfX197K677pr0c6lUig0ODjr/e/LJJ9nq1avZb3/7W8YYY/39/ayvr48dOHCg5nOmaZ6sXTmpzLTfGGPs9a9/Pfva175W0y+5XI4xxtiWLVvY2rVr2d13382ee+45duONN7K3vOUtJ2MX5oWZ9tvg4CA744wz2Oc+9zm2d+9e9stf/pKtWbOG/eEPf2CMMabrOluzZg175JFHavq1XC6fpD05ucy030zTZNdccw1773vfy3bt2sVuv/12tm7dOnb48GHGGGOHDx9m69evZ3fccQfbsWMHe/e7382uvvrqRXmd3nHHHezCCy9kjz76KHvwwQfZeeedx77xjW/U/SyNbxVm02+M0fjG2Oz6jMa2hcPHPvYxds0117Bnn32W/eY3v2EbNmxg//d//zffzSIYY4VCgb397W9nfX197KGHHmKMHf/979e//jXbtGkTu//++9mWLVvYi170IvbRj3503vZxsWKaJnvFK17B3vzmN7MdO3awRx99lF122WXs3//93+kYLhAMw2CXX345e+9738v27t3L/vjHP7KNGzeyn//853QMFxi//OUvWV9fH/vABz7AGGMsm82yc889l/37v/8727VrF/v4xz/OXvCCF7BsNssYm/65brbPkMSpy6IQu/r7+9mNN97ILrroInbGGWdMK9pU88Y3vpG9733vc/7+61//ys4999wT0cxTjtn22/nnn8/+8pe/1H3v/e9/vzPAMMbYkSNH2LJly9iBAwfmtM2nArPpt+9973vsyiuvrHntwx/+MHvPe97DGGNs3759bPny5axQKJzQNp8KzKbf/va3v7H169c7NyXGGHvd617HvvjFLzLGGPvCF77AbrzxRue9XC7HNmzY4EwWFhMXXnhhTV/dc8897OKLL57Rd0/n8W22/Ubj2+z6jMa2hUE2m2Vr1qypGRu/8pWv1IyfxPywc+dOdu2117JrrrmmRuw63vvfa17zGuezjDH26KOPsrVr1zriPTE37Nq1i/X19bGhoSHntV/84hfsvPPOo2O4QBgYGGDvfve7WTqddl57+9vfzj7ykY/QMVxAjI2NsQsuuIDdcMMNzrPaj3/8Y3bJJZc44qNpmuyyyy5znnGme647nmdv4tRiUaQxbt26Fc3Nzbjrrrvg9/tn/L0HH3wQjz76KN7znvc4r+3atQvd3d0nopmnHLPpt0wmg4GBAXR1ddV9f8uWLTjjjDOcv5ubm9HS0oItW7bMZZNPCWbTb3ZY+3gymQwAfr41NzdD07QT0tZTidn025YtW7By5Up4PB7ntU2bNuGpp55y3q8+39xuN1atWuW8v1gYGBjA0aNHceaZZzqvbdq0CYcPH8bg4OCU3z2dx7fZ9huNb7PvMxrbFgbPP/88dF3Hhg0bnNc2bdqELVu2UErGPPPII4/grLPOwg9/+MOa14/n/mcYBp555pma99evX49yuYznn3/+xO7QaUYsFsM3vvENNDQ01LyeyWToGC4QGhsb8YUvfAE+nw+MMTz++ON49NFHsXnzZjqGC4j/+I//wEte8hIsWbLEeW3Lli3YtGkTBEEAAAiCgI0bN056/Kqf647n2Zs49VgUYtcll1yCz3zmM4hEIrP63te//nVcf/31aG5udl7bvXs38vk8brrpJpx33nn4u7/7O+zdu3eum3xKMJt+2717NwRBwO23344LLrgA1157Le6++27n/cHBQTQ2NtZ8JxqNor+/f87bPd/Mpt/a2tqwfv165++RkRHce++9OOeccwDwflUUBX//93+Pc889FzfeeCOefvrpE9X0eWU2/TY0NDTl+TTd+4uFoaEhAKjZV/vBerp9PZ3Ht9n2G41vs+8zGtsWBkNDQwiHw1BV1XmtoaEBxWIRiURi/hpG4DWveQ0+9KEPwe1217x+PPe/VCqFYrFY874sywiFQotqvDoVCAQCOP/8852/TdPEd7/7XZx99tl0DBcgl1xyCV7zmtc4HpR0DBcGDz74IB577DG87W1vq3l9uuM31XPd8Tx7E6ce8nw3YCYUCgUMDAzUfS8Wi9Wo7jPl4MGDeOihh/Av//IvNa/v2bMHyWQS73nPe+Dz+fDf//3feP3rX497770XPp/vmNo/X8xlv+3ZsweCIKCnpwc33ngjHn30UXz4wx+Gz+fDZZddhkKhUPMwDQCqqqJUKh3XPswHJ+J8s7f7zne+Ew0NDXjlK18JANi7dy+SySRe/vKX413vehd+9KMf4XWvex1+9atf1YgUC4G57Ld8Pj/l+TTd+wuJqfotl8sBQM2+2v+eal9P9/Fttv12uoxvJ+Jcs7e7mMe2hcxkYyUw/XEl5ofjuf8VCgXn78m+T5wYbr31Vmzbtg0/+clP8K1vfYuO4QLji1/8IoaHh3HLLbfg05/+NF2HC4BisYiPfOQj+Ld/+ze4XK6a96Y7flM919U7fnTfXLgsCLFry5YtNdXEqvnKV76CSy+9dNbbvO+++7BixYqakEcAuOOOO1Aul+H1egEAn/3sZ3HhhRfiD3/4A6655prZN34emct+u+6663DxxRcjFAoBAJYvX459+/bh+9//Pi677DJomjZhACiVShNWLBcCJ+J8y2azeNvb3oZ9+/bhe9/7ntMvH//4x1EoFByh4ZZbbsETTzyBn/3sZ3jrW9967DsxD8xlv2maNiHqoFQqOTezyc63QCAwu0afAkzVb+9///sB8H2z08Hs/Z7q2jrdx7fZ9tvpMr6diHPtdBjbFjKTnbsAJkwOiFOD47n/jb92q99faOPVQuLWW2/FnXfeif/8z/9EX18fHcMFyJo1awBwAeV973sfbrjhhgnVE+kYnlp8+ctfxurVq2siLG0mOz7THT+3210jbM3meYg4NVkQYtdZZ52F7du3z+k2//KXv+CFL3zhhNdVVa1RcjVNQ1tb26Sr4acyc9lvgiA4E0Gbnp4ePPTQQwCAeDyO4eHhmveHh4cRi8Xm5PdPJnN9vmUyGbz5zW/GgQMHcOedd9b4AsmyXBNRY0eXnO7nWzwex65du2peGx4edkKKJzvfVqxYMSe/fzKZqt8GBgZw6623YmhoCG1tbQAq6WZTXVun+/g22347Xca3uT7XTpexbSETj8cxNjYGXdchy/yRb2hoCC6Xa0EuDpwOHM/9LxQKQdM0DA8Po7e3FwCg6zoSicSCG68WCh//+Mfx/e9/H7feeiuuuOIKAHQMFwrDw8N46qmnahZjlyxZgnK5jFgshj179kz4PB3DU4d7770Xw8PDjielLUjdd999uPrqq+sen+mOXywWQzweB4BZP3sTpyaLwrNrtjDG8Mwzz2Djxo0TXr/00kvx05/+1Hktl8th//796OnpOdnNPKW47bbb8PrXv77mteeff97pl3Xr1uHxxx933jt69CiOHj2KdevWncxmnnKYpol3vOMdOHToEL7zne9g6dKlNe/fdNNN+PKXv1zz+e3bt5/259u6deuwdetWJ5QYAB5//HHnfBp/vuXzeWzbtm3RnW/xeBwtLS01+/r444+jpaVlgteADY1vs+83Gt9m32c0ti0MVqxYAVmWa4p3PP7441izZg1E8bR8BDzlOZ77nyiKWLNmTc37Tz31FGRZxvLly0/eTpwmfPnLX8YPfvADfP7zn8eLX/xi53U6hguDQ4cO4R3veEfNIsyzzz6LSCSCTZs20TE8xfnOd76DX/ziF7jnnntwzz334JJLLsEll1yCe+65B+vWrcOTTz4JxhgA/gz8xBNPTHr8qp/rjuXZmzh1WRCRXcfL6OgoNE1zUncOHz6MbDY7IcVHEARcdNFF+NKXvoTW1lZEIhHcdtttaGpqwoUXXjgfTZ9Xqvvt4osvxte//nXccccduOyyy/DAAw/gnnvuwbe//W0AwKtf/WrcdNNNWL9+PdasWYNPfvKTuOiii9De3j7Pe3Hyqe63n/zkJ3j44Yfx1a9+FYFAwFkZUBQFoVAIl1xyCb7yla9gxYoV6O7uxre//W2k02lcf/3187wXJ5/qftu8eTOam5vxwQ9+EG9729vwhz/8AU8//bRT/e2GG27AHXfcga9//eu4+OKL8ZWvfAVtbW0466yz5nkv5p5Xv/rV+OxnP4umpiYAwOc+9zm88Y1vdN6n8a0+s+k3Gt84s+kzGtsWBm63G9dddx1uueUWfOpTn8Lg4CC++c1v1q2kSZwaHO/97zWveQ3+7d/+DX19fWhsbMQtt9yCV7ziFZR+M8fs3r0b//Vf/4W3vOUt2LRpkzMGAnQMFwpr1qzBqlWr8KEPfQgf/OAHcfjwYdx6661461vfSsdwAdDa2lrzt/0c3NnZiWg0is997nP45Cc/iVe96lX4wQ9+gHw+j6uuugrA9M910z0PEQsItsi4+OKL2V133TXhtS9+8YvO30899RTr6+tjxWJxwvcLhQL79Kc/zc4991y2bt069vd///fsyJEjJ7zd881M+u23v/0tu+aaa9iaNWvYlVdeye67776az991113swgsvZOvXr2dvf/vb2ejo6Elp+3wyXb+98Y1vZH19fRP+d+ONNzLGGDNNk331q19lF110EVu9ejV77Wtfy7Zv337S9+NkM5Pzbd++fey1r30tW716NXvxi1/M/vrXv9Z8/o9//CO7/PLL2dq1a9nrXvc6duDAgZPS9pONruvsU5/6FDvjjDPYWWedxW699VZmmqbzPo1v9Zltv9H4Nrs+o7Ft4ZDL5dg//dM/sfXr17PzzjuP/c///M98N4kYR19fH3vooYecv4/3/ve1r32NnXPOOWzTpk3sgx/8ICsUCidlP04nvva1r9UdA/v6+hhjdAwXCv39/eztb38727hxIzv33HPZV7/6Vee+R8dwYfGBD3yAfeADH3D+3rJlC7vuuuvYmjVr2Mte9jK2devWms9P9Vw33fMQsXAQGLPi+wiCIAiCIAiCIAiCIAhigUOGDQRBEARBEARBEARBEMSigcQugiAIgiAIgiAIgiAIYtFAYhdBEARBEARBEARBEASxaCCxiyAIgiAIgiAIgiAIglg0kNhFEARBEARBEARBEARBLBpI7CIIgiAIgiAIgiAIgiAWDSR2EQRBEARBEARBEARBEIsGErsIgiAIgiAIgiAIgiCIRQOJXQRBEARBEARBEARBEMSigcQugiAIgiAIgiAIgiAIYtFAYhdBEARBEARBEARBEASxaCCxiyAIgiAIgiAIgiAIglg0kNhFEARBEARBEARBEARBLBpI7CIIgiAIgiAIgiAIgiAWDSR2EQRxUvn973+PM888c062dffdd+Paa6/F+vXrcfnll+NLX/oSSqXSnGybIAiCIAiCqIWe4wiCWCjI890AgiBOH5544gm8//3vhygev85+991344Mf/CDe+MY34rzzzsP27dvxxS9+EaOjo/jIRz4yB60lCIIgCIIgbOg5jiCIhYTAGGPz3QiCIBY3pVIJd955J2677TZ4PB6YponHHnvsuLZ59dVXY8WKFbj11lud177xjW/gc5/7HJ588km4XK7jbTZBEARBEMRpDz3HEQSxEKE0RoIgjptf/epXWLZsGX784x87r/34xz/GsmXL8MADD+DPf/4zvv71r+Of/umfcOONN9bdxk033YRLLrkEAHDw4EGsX78e73//+533d+3ahdWrV+Pzn/88TNPEueeei+uuu65mG93d3TBNE0eOHJn7nSQIgiAIgliE0HMcQRCLEYrsIghiTviHf/gHPPXUU7jvvvuQz+fx4he/GFdddRU+/vGPY2BgAG63G4FAAF/60pdw5513TlgR3LVrF0qlElauXAkA+Na3voVPf/rT+N73vof169fj1a9+NfL5PO666y6oqlq3Df/6r/+KX/ziF3j44YdpRZAgCIIgCGKG0HMcQRCLDfLsIghiTrjlllvwohe9CF/60pdw+PBhBAIBfOADHwAAxOPxab+/ZMmSmr9vvvlm/PKXv8QnPvEJXHvttdi6dSt+9KMfTfqA9MADD+CnP/0p3vCGN9ADEkEQBEEQxCyg5ziCIBYbJHYRBDEnxONxvO9978PHPvYxMMbwP//zP/D5fMe8PVEU8clPfhI33HADPvOZz+Ctb30rVq1aVfezDz/8MN75zndiw4YNePe7333Mv0kQBEEQBHE6Qs9xBEEsNsiziyCIOeOKK66AJEkIhUJYu3btcW9v2bJl6Ovrg2mauPDCC+t+5te//jXe/OY3Y9myZbj99tsnXTEkCIIgCIIgJoee4wiCWEyQ2EUQxJzxH//xH4hEImCM4fOf//xxb++uu+7Cc889h6VLl+KjH/0odF2vef8HP/gB/t//+38488wz8c1vfhN+v/+4f5MgCIIgCOJ0hJ7jCIJYTJDYRRDEnPDXv/4V99xzDz70oQ/hPe95D773ve/hySefPObtDQ8P4zOf+Qxe/epX4z//8z+xY8cOfPOb33Te/93vfodbbrkFl112GW6//XZ4PJ652A2CIAiCIIjTDnqOIwhisUGeXQRBHDf5fB7/9m//hvPOOw9XXnklTNPEj3/8Y/zrv/4r7r777hmFpI+v4vPxj38csizjH//xHxEIBHDzzTfjy1/+Mi6//HK0tLTglltuQSwWw0033YRt27bVbGvZsmVwu90nZF8JgiAIgiAWE/QcRxDEYoTELoIgjpsvfOELGBwcdFbsRFHERz7yEbziFa/A7bffjne9613TbuOjH/0oDh8+jPvvvx/3338/fv3rX+M//uM/EAgEAADveMc7cO+99+LDH/4w3vnOd2JoaAgAcOONN07Y1j333IMVK1bM4R4SBEEQBEEsTug5jiCIxYjAGGPz3QiCIAiCIAiCIAiCIAiCmAvIs4sgCIIgCIIgCIIgCIJYNJDYRRAEQRAEQRAEQRAEQSwaSOwiCIIgCIIgCIIgCIIgFg0kdhEEQRAEQRAEQRAEQRCLBhK7CIIgCIIgCIIgCIIgiEUDiV0EQRAEQRAEQRAEQRDEooHELoIgCIIgCIIgCIIgCGLRQGIXQRAEQRAEQRAEQRAEsWiQZ/PhgYEBMMZOVFsWPaZpYmBgAPF4HKJIOuPJhvp//qC+n1+o/+cP6vv5pV7/C4KAeDw+zy2bP44ePQpBEOa7GcQxQOPJwoeO4cKHjuHCh47hwmemz3KzErsYYyR2HQeMMZimSf04T1D/zx/U9/ML9f/8QX0/v1D/T4T6YeFC5/PCh47hwoeO4cKHjuHpA0mZBEEQBEEQBEEQBEEQxKKBxC6CIAiCIAiCIAiCIAhi0TCrNEaCIE4suaKOoyN5jKZKSGRKME1AlgW4FAmNYRdaY254NLpsCYIgCIIgCII4PkzGMJYqIRrU5rspBDHn0KyZIE4wjDEks2UMJ4solgyIooAVnUHn/bF0CQ9tG8YTO0ZxYDCHqVLHBQANIQ2dcS/OWhHFso4AXKp04neCIAiCIAiCIIhFxaHBHPpHC5BlAUGvOt/NIYg5hcQugjiB3PvgYfzuiQFk87rzWsSv4t//fj12HU7jaz/fhWS2DADojHvw4rNbcP+TAzhzWRQ3XNiOdK6Mf/nG0853GYChRBFDiSIe2z4KAIgGVLzm0i6s6QmdzF0jCIIgCIIgCGIBU9ZNAIBukFE7sfggsYsg5pBEpoTfPtqPF53TAq9LRsinYsOSMDoaPWiMuOBSJeQLOr780x14ek8CoggIAsAYsH8gB1WRsLoriHVLQnCpEjRFxBfeuRGqLEISBRgmQ7Fs4uBgDn/eMoindycwkirhd4/3oyniQiJTxpM7R/Hic1rhddHlTRAEQRAEQRAEQZx+0GyYIOaAYsnAvQ8dwe+fGIBpMizvDGBNTwjnronh3DUxAIBpMvzu8aO45y+HYVi5ipIoYnV3EH3tfpTLJv62dRjrekNY3R1CWTdR0s0a0UqWBMiSiOUdASzvCOCJHaP429ZhbD+Qwi3fehbdTV4cHsnj+vPbAQCFkkFpjgRBEARBEARBTESY7wYQxImDxC6COE627U/iO/ftxWiqhLNXRnHNuW1oGGfymMyWcNtPtuPQUB4ATz184aYmvGBVAzxVYtYVm5thmFwIe2jbMH70hwM4b20Ml5/RjLBfxa8fOYotu8bwgdesBAA8tWsMg2MFfPxNa/Hd3+zD03sScKkiMnkdfo+Mf/76U+iMe/GGq3oQ8lEePkEQBEEQBEEQBLH4IbGLII6TPz01CEUW8U+vXoHeVv+E97fsGsPXfrELusHgc8t45cUdOHNFFKIwcSlFEATIEn99SasfK7uCuP/xAfzxyUGcvTKK1pgHsZAG3TAhSyJe9cJOKJIIRRbx9uuX4vePD+Cevx7EJ7+zFa+/shumybD9QAofvuNpXPOCVmxeESXRiyAIgiAIgiAI4iRhMlZ37kecWEjsIohj4OhIHpIkoDHkws2Xd0NVuOA0nr89O4Q7f70Xsizi8jPjuO68NsjSxM9VwxiDbjA0R924anMztu5NYHV3CI88P4ruZBHve+UK57MerXIJC4KAS89owqruIL76s5348j078YoL27G03Y9f/O0IfvKng/jJnw7i5iu6cZ6VWkkQBEEQxKlHOlfGwcEclncGaIJEEASxgElmS9h+II2VXQH43Mp8N+e0gsQugpgljz0/gjvv24slrX68+2XL4HVPvIzyRR23/WQ79hzNYnV3EG++urdGmJoMw2T4/I+eR2fcg1dc3ImuZh8++7aNcKkS0rkysgVe1XE0VcR3f7sPV5zZjL52P4SqB+HmqBsffO0qfPP/duMHfziAy89owltfsgQPPD2EH96/H9//3T4USwbOXRMjPy+CIAiCOAV5bn8KAFAsmXBrdK8mCIJYqBSKBgCgWDbhc89zY04zSOwiiBnCGMN9jxzFT/9yCEvb/Hjdld11P2cyhu/8Zi/2HM1iWbsfb7tu6ZTRXIwxHB7Ooy3mgSQK6GvzozHsct63BSm/R4Hfw1cDBhNFHBzM4XM/eh49zV5ceVYL1vaGnNVftybhH16yFD/+wwH85rF+JLNlvO7KbqxfEsZ3frsXP/zDAfzsr4fwglUNeNULu+aohwiCIAiCmEsoqIsgCGJho1lzOU2ZOrvnZDA4VoDXJdcN1liMzH+PE8QCwDQZvv/7/fjpXw7hrJVR/L+XL6vrfTWYKOB/f7sPj20fwyUbGvGeVyyfNm3xj08N4uN3PoujI9y8/iXnteGcVQ1Tfmd5RwCf+rt1uPGyLqRyOv7rnp349He3wbTM7QFAFAS84uIOvPSCdjz83Ai+fPcOqIqIt71kKW66vAu6wRDyk38XQRAEQZyqUAojQRAnBTb9R4hjg7Ha/84n+/qz2LovOd/NOGmcHpIeQRwnhslwcCiHKzc34/rz22rSBm0efm4Y3/zVHjAGXH1OC655QWvdz+mGice3jyIecaGryYczl0cgSwIEAFt2j2E0VUK2oIMxHvXlUiUEfQriYRdaGzyON5gii7hgXSPOXRPD4ztGkUiXIIoCGGN45PkRrF8ShqZIuHJzM4JeBXfetxef++FzeOdLl+H8tY3YtCzipFbe9acD2Lg0gu4W3wntR4IgCIIgpifkU5DIlKGeApEAxNzz6POjaG/0oKXBM99NmTWlsomyYcLromkkcfqwvz8Lj0tCLOSa/sPjSOfKAIBcQXeydIiTA41SBDEFumFCN7jg9J6XL69rQs8Yw28ePYq7/nwIAHDVWc249ty2CZ/LFXR4rAeDn/zpIHpbfOhu9mHrviQODGSRs/K5qxFQu9AiCkBTxI2+dl6pcXlHAC5VwublUecz+weyuOPePfC7ZVyyqQkXrW/EOasa4PfIuP1nu/CZH2zDP75sORqCGgBg79EM7nu0H0/vSeCjb1h7HL1FEARBEMRcEAlokGURjLG6C2fEwoUxBoDh0FB+QYpdT+0eAxiweUV0+g8TxCLh8HAOw8kiXnxOKyRxdmOyz0oZdE/h31zWTR78QOP9nEJiF0FMgm6YuOPePRjLlPD+V62YVOj6+V8P496HjgAALj+jCdef345CycDgWAEdcS8A4M5f78GuIxl84NUr8PC2EXhcEp7YOYYndo6hI+7B5hVRdMS9aGtwIxrU4HPLzmBXKBlIZko4MlLAoaEc9g9k8dC2YfzxqUFIooDVPUGctTyKtb1hqIqIriYfPvDqFfi/R47iZw8cwn2PHMHFG+J40dkteM8rl+NLd23HZ76/De++YRlaYx50N/vwdy/uxcquoPV7OlwqDQ0EQRDE4iJb0GEYDAHvqb+yvudIBgDQHvNAkWnyYzMwVoBHkxZ0dIS9iLlgPXNOgVQsgjjZJLNlCADGUiU0hLRZfVeS+Bg+mY5lMoYnd46hIaShp5mybOaSBTrKEsSJxWQM3/r1Xjy+YxSvuqQDkijAMBkEAKIo4MBAFn/eMghZEnH/kwMAAK+LpwwCwB+fHMDdfzmEL757EzRFQmeTF0dHC/jA7U+hbDD0NHvxyks6sGFJGJHA1AOmS5XgirgRj7ixYWkYABfi9hzJ4OndCTy6fRRbdiXgUkVsXBrBuWtiWNLqwzuu78PhoRx+/chRPL59FFef04qeZh/e/6qVuO2u7bj1h8/hndf3obfVjzOt1bnhZBEf+Z+nccayCF5/ZQ+tLhAEQRCLhq17uU/JQopIORU8Xk4l9vdnASysYzgeURAgigICHpqGEfMPN1IhpkMQAEEUcCzdVSybAADdmHpAH00WSeyaY2iUJYg63PWng3jkuRHccEE7LtnYhN1H0vjCj7fjXTcsw9I2P1K5Mh7aNoySzget3hYvvC4FumUQv7Y3jJYGDw4O5PDbx/vx5M4xaIqIc9fEcMG6RrTFji9sXZZE9LUH0NcewEsvbMfOQ2k88twIHts+ir9tHUY84sL5a2I4Z1UD3vTiXhRLBhRZRLFk4Du/3Yurz2nBbx7rx+d/vB1vvXYJ1vSErO0K0BQJD24dQbFk4vVX9TjVIAmCIAiCIKYim9ehqeK0xXlOZxhjME0GwyQlc67JFnQk0iW0HudzNkGMp6wzZPLlY5IG85ZVTUk3p/wcDQlzD4ldBDGOPz01iN8+1o813UG0xtwAgNYGj+N7BQCHBnOO0LWs3Y933bCsJs1RN0z84ckBbN2XhNcl4dpzW3HxhvgJMfMUBQHL2gNY1h7AKy7uwBM7xvDAM0P4yZ8O4u6/HMK6JSGcv7YRKzoDSGbLXPD6zT6s6Q5CFgV85Z6deMOV3ThrZQNCPhW3vnU9/vjUIH78xwP41He34h9eshTNUfect5sgCIKYHfv378fHPvYxPPHEEwgGg7jxxhvx5je/eb6btWAI+RSUp5lsEMeH/dyzqjs03005ZTGsU3A4WUJX0/y2ZbFhR2+S2HX6cGAgi8aw6+QszjMcU2SXyyo0os1BwRHDZLP2DDudIbGLIMaxtjeEkVQztuzmotHq7hBcqoTXXNoFgHto/fbxfggC0NHowduv73OEruFkET/76yE8vG0EPreMl13YjgvWNZ606ChNkXDOqgacs6oB/aN5PPDMEB58dhhP7BhDNKDi3NUx/MN1S/HkjjH8/K+HIQhAY0jDHb/ag0xBxws3NkGSRLxwUxMkScD3f7+fC17XLcXKzuBJ2QeCIAhiIqZp4i1veQvWrFmDu+++G/v378d73vMexONxXHPNNfPdvAWBIJD574mEWTmX2cLEgjtEBXue6l9gaYy6YeKJHWNIZEoI+dT5bk5d4mEXBsYK890M4iSRK+roHy0glStj9QkW2GVJgN+rHFNkl6rweaBax/95NmQLOrbuTWJJq29aGxyCs7BGWYI4gQwni0jnymhv9OClF7Tj4g1xBOuY2A4lCijrJhpDGt51wzK4VAmZfBn/99BR/OGpAQiCgBed3YIrzmyGW5u/FMCmiBsvu7AD153Xhi27E3jg6SH84m+H8YsHD2NVVxCvuKgDj+0YgSJLaI668MP7D2A0WcINF7b/f/b+O9y2La8KRVsfcaaV91o77xP2iZWLClhASRaBshAkKAo+Fa/4QHyf16vXcJXrfZ94H89P5fIpBh7KVRAEtAiSiqIKKMo6p04OO6eV18xp5B7eH7/e+5xzhb3XDufsfU7N9n1V++y15xpzhD76GL/WW2s/OA7Dux6ex9kTLUQpx4/94kX8ua9/GF/x7uX7djxTTDHFFF/MaDabePrpp/HDP/zDqNVqePjhh/GRj3wEzz333JTsOiRqZe+WNpIHBQ4jS8tbiZuzFpy30D7fDzgOZXaV32IxEYV2NAzi4oElu1yXvaXumQcJUwfd4XCzBZM0F/sKHIxl+W6ty1zLQqcK5cNjSnZNMQWA7jDHP/mZ1zGIC3zTl57At3zFKSzMTD7IX7/ewx++2sDr13uoljz8je98GqHv4jc+v4lff2YLaS7wFe9exp/4spMP1EuA5zr4wBOL+MATi2j1Mnz21QY++2oTr17rYbbi4cNPL+Gj71lBOXTx289tY7uT4Pu++TEcmQ/xt/7MO5DmAv/6ly/jp3/zGtr9DB//8lP3+5CmmGKKKb7osLKygn/+z/85AFLQPP/883j22WfxD//hP7y/O/YWwjDhSPO3huroS55YhALeUnYVo+x66+zx/YFUCrMVH5U3INrijYSjRSkPcpZrPyqgFI3FLyYVp1IKa/UYxxbLCG7XKvfFc5ruCgWXiBJ+4L83exmubg7x1JnZPR1/ze8lmbirTrKevgnD+3gP3s9cxvOrffguw9mTM4f+nbfWLDvFFG8ACi7xE5+4hCwX+JNffgpf+b6VfT93frWP5y52UAld/PU/9SRev97DL//hBjqDHO99bB7f9tHTD3y21dJciI9/+Sl87CMn8fqNHn7/5QY+9UIdn3xuBzXdAvuVqz38k//0Gv7atz2JI/MhSoGLpbkAc1X/Ld3qe4opppji7YKv+ZqvwebmJr76q78a3/AN33Bbvyul/KIqAsfR7pO9Scq3xqo4AyDHlABmvx/U/RdCQikJgL0h+yiV0tt/cM/BrSClhBBAu59hvua/tY5Dn3/fY1BKPpD7zpiy+/ZGzXMP4n3YjwtstWLEKccTpw9PBACAktKeswfpmA4Ds+9KOre173dyDZVS8Dx24HkaxjmUkojSArXyJBk1W3Gx3ZYI/P3nRikPN7cVQkApiYKLO75WdzuHvnqtg/lagMdP3d44uxcYxDkCz7mt+3tKdk3xRY+f+OXLuLoV4a9+y+N4/+MLe/5dKoVhzPHCpQ58D/jmLzuJn/iVy9hsJnj0RA3f981n78sNfzdwHIZ3PTKPdz0yj35U4HOvNfH7L9cx1CsP2+0U/+inX8Ff+zbqPvnk6VnMVnx8lSYCr24OcXqlMhHKP8UUU0wxxZuDH/uxH0Oz2cQP//AP40d+5Efw9//+3z/07zYajbdcQXMrpLlEKbj186jbjQEA29vFG71Ld40b9Qz9WOCp02X47uRLfb1ef8O/vz3g8D2GmfLhFQQFV+h2EzAGbG/n93yfpKTtA2+Na3gz9Pt9bLkJRPrGLiJmBd3r9ywYWxZI4xyqcB7Ia5DFBbrdAlvbOZw3mNR/M+7Dw2KYCHS7GXjmYNuPbut3W60M3aFAw0vAk9ujBqRUAMMbfq4PQppLdLsp0sDBdjk51O8UXCErJGpl97auYZZEKIRCo9FAFu2dF5vtHN0+R9mJobLJ+9pcn0YpRVza+7uHndvaA45uN8d1EaFYujMX0d0+BytOAVek2N6eHGe9mKPgCkdm792cxgUt9nj6Gdhu074vV1I4joMTJ07cchtTsmuKL2p8/vUmXrnaxdJcsC/R1exl+LFfvACpFDqDHMcXy/jPv3MDRxdL+Kvf8hje99jCW36FfLbq4xs+fBx/7EPHcHF9gJ//3VWs1WOkucSP/udz+Mg7l/BnvvZhfOipJQDAVivBP/358/iq967gO776zH3e+ymmmGKKLz68+93vBgBkWYa/+Tf/Jv7W3/pbCILDvfguLy/veW7dK8uPVApCqDd1IaQfF1hb7ePh2SqW50s3/exatwUAOHZs6c3YtbvCWreF+QA4ujJvw42llKjX61hZWYHjvLHneHvYQbnk49ix2qF/Jy8ktocdMMZw7NjiPd8nISQ2+h0Ab41ruB+klNjY3MHs7CwK5rwh52kcz56nMW/e4e4GQkhs9jsIywHma/4tr8GF1T5WFkp7YkHeSOROjEwlOHZs8Z4TMMOEo1pyoZR60+7Dw6IfFehkfcxWfRw7Nntbv5uoIZSXYXm5hiNztxd6/vLVLmbKHh65jXniXiLJOBpxD5XQw7Fjh2uk9cKlDvJCoFbmt3UNw6sCjEusrCzviatRSiFFDOGkWF6u4ujC5LNou51iPouwsDSDxX3uBykVNvptADef26qzBSLRx5ljN3/eFVyCC4ly6E387OWrXZQqDkqBe8dz6LEDOsiunZ98vnYGOWpl767eB3bPX+PP8Kmya4opDoGTyxV86KlFfOtHT+/5t35U4J/9/Hk0exkACm7sDHP8WR3U/lbK0TgMGGN48vQs/rfvfRc+92oDv/Y/NtGLCnzutRaeOdfGl73rCL7sXUfwr3/5Mj789CK+6SO3ZtOnmGKKKaa4N2g2m3jxxRfxdV/3dfZnjz32GIqiwHA4xOLi4Ypmx3H2vCQ+c66Fo4slPHS0elf7eH1riGY3wwefuveF5kHIuQJjDpJc3rJoYYz+/UEpUG8Gs6/Mcfbsr7PPz+41uABa/QJnTx7+e5hD14KxN+YcU2D/ra9hlgtc3Rri8VMz9zRXJko4rm0P8Y6H5rDRjFEOvdsmBwwch2F5vvSGX8d7OebN+ReS/rzVNgeJwDCN8KG5m5PQ9xL1Tkb7xhw49/A9PU45zq8OcHyphJNHKLKEjp/h0voADx2rvulZZjd2Iuy0U3z46SUwh40d9+1da+Y49nre7u86jAGM3dbvdQak+rwXJKjZd+Ycfh+EhB0bt3PMjDFwrvb9nSsbA7T6+YHnMecSjDmQ6qB7UR3qXvV9F4w58D33pp97/UYXBVf48NMjQivOOJRi6EUc5dC/4znhmXMtHF8q4/RKZeLn4/vPhcSVzQi1sod3PHw4EnI/7D4n438/LNn14D/tp5jiDYAQEi9e7uDEkTL+8sce2/OyEmcc/+znz6HRy6BA3ZD+2AeP4f/9l96Lr3zvytuO6NqNj7xrGf/HX3oP/tkPfgm+5PEFCKnwB6808KM/ew7l0MX7zi6gWvKQFQL/5dOryIq3RuDvFFNMMcVbFevr6/jBH/xB7Ozs2J+9+uqrWFxcPDTRdTPUO+ldb6PTpyJGvYltvao65HuueuvCaa7q23zKtwzuc4u0OOVo6UW/w+KN2uXDjqs4ExjEHHlxb+26/bhAnArkXGKrlWK7fTjb1G4ofYaquwLqo5Rjq5VM5LQ9SDCWojg9OKR7N970I2GT31twedvjdz+Mjn3yfbcfF+hFBVZ3bs86eC+w0777Oft+4NL6AJfWB2/6997YjhDdxtjdD2G4P6HZ6t/ctm0UVnfbgZXrjqiFuPmdpZs22u6N9xpbrcPNfQ9CQ5i32BN/iinuDf7VJy7j5atd/JU/cRYfeHJSxpkXEv+fnzmHzRY9RE6vVPA/fewsji4+2OHz9xqMMXguQylw4TgMSiqUQhetXo5/+d8u4QNPLuLRE1V88rltbDYT/MC3Pn5fOnNMMcUUU3wx4N3vfjfe+c534u/+3b+Lv/N3/g42Njbwoz/6o/j+7//+e7L9e6HEMpt4UJeDfM+B84ASCQ8qXr3WA0ANbm6JN/jUHpbsqpY8nD1Zu/2udLfA0YUSjsyF8FyGwHf2kFW3izSfLESHCcdaPcbyfAjnDbyLXrzcwUItwEPH9ldySn2i72ZOMJ053yy265lzLRxdKOHYQgmNbmYXpS+tDzBMOGar/hdHzuybPPmmuUSa5zh7CLPHdjvBWj2GlOqequ4OAy4kdjopmv07Jz4DzwH4IcijfSYqkzl1szpJSDW6bw6AIY+S7Oak3ZG5ABuNBM9f7CDOOE4vV7A4e2cq1LvB3d7+j52sTSi4SoGLyj6ZZzfDF8FdP8UUk3jlahcvX+3i/Y/N4/1PTK6GD5MC/+CnXsamZqz/+IeP4X/73nd90RFd4/iOrzqDx07UoEATseMAH3xqES9d6eDnf3cNZ0/U8Nr1Hn7y164+sKuRU0wxxRRvdbiui3/5L/8lyuUyvuu7vgt/7+/9PXzP93wPvvd7v/eut10KXJzaZUm4E5w9WcPRhRLe1ChL/dg5zHfea/LjjYTZ1ze7KLwbqD3/cY+3f0i2yzQW4rdQPxwGzV6GZ861IKVCziV6UXHPlIu71ZRLswHee3YersOQZOJQ71RpLm5buZQXVPgfhOcvdvD8xc5tbfNBwH6qnVyTE/fqmr2d33KjpMAgvjdNB/a7V4cJh1L39xzezmzKhcROO7EEU84lkmx/pVLOpR1r+29L2W0ehOvbQ9zYvrlC0DwXZsr7h8BfWOujpQm9ETEmbqk8e8Nwlxd7cTacsLueOVrZk4d2K0yVXVN8UWEQc/yH37yO0ysVfN/HHptYtXr1Whc/8YnLdrL6i9/0KP7IO47cr119YFAte/jr3/4kfurXr+ILF9qolT08e76Nr//gUZy/McCVjSFKgYPnLrZR+x0X3/11D7/lQ/unmGKKKR5EHD16FD/+4z9+z7f7nrPz92Q7c9XgUHbCewmjQjnMYyfLxYHFyhsJqRReuNjBoydqh86ped9j1DRHSqUzUkZZQW8GXJdhruqjfYgiSSqFzWayb/DyvcRh66YkE9jppFiYCe46R8kUjEIq7HRS7LRTVB+dR15INLoZHjl+98HcccrR6GUIPYbVeoL3np3DK1d7WJoNcPbkzbt9v3K1C6UOqbw7JA4i2cwtVn0ArcCPnayhFLq4sjGEkIo6R44RxW/319J7QeZd3hhippNN5DzdCTabMdYbCT7w5OLENTi6UEIpcLHeiO92V98U5Fzixk6Mhx1yuSh18L2xoY/poPkg1c+dNBeYqRzQrfAQ19DUrQepFPtRgWrJQ72TQbwNBAjXtoYARud1s5XAYQxPnTl8x8e3zhLXFFPcJZRS+L9/t4lhwvEdX3naThRcSPzCZ1bxY794kQIEAfzVb3l8SnSNwfccfN/HzuLrP3gMtbKH9z+2gN/+wg5OrVTwt7/7HTi+RC/gn3mpgV/+w437vLdTTDHFFFPcDi6u9W0zlrtBq5/hwlr/0AqcewHzVYdR8bT6+X3JECkKCSEV1up3nuszSO4ua+Z2sTJfwlz1cAVFp59js5nY4Om7hZTq5qqmWxAXhgC9F7Y1Yz9i7O7zdg6CCRrPhYLnMphD78e3vuZvZj6eQfAG2gHTXNwRGbIwE6AcuJaIezPnoPuN8WMdvzWubQ0Pna10pwh8B0fmJ4nW7XaKXpQj3WW1q5U9nFgqv2nNS24FKRWePd868ByZzL/e8NZqt8B3EJr5YZ/jM4scoX/4OeSVq909CkxDYBUHqMiePD2LI3MhFmcDhG+AkvnQ6lqpECXcfj7NxYH7fDM0uhka3dG7yTDmt5279uBR81NM8QahM8gxSCWePjODJ89QW95WL8O/+dXLuLYV0QuGVPh/ffuTeOqhO+8c8XaFwxi+46vO4E982UmEvoNf+ewGfvV/bKLVS8G5xMp8iGY/w699bhPDmOO7v+6hqcJriimmmOIBh1IK3WGBOBN33FnO4Pp2BCEUpAJcBqzVI3AhcXql+oZlOqa6QcogKrB0HzJJ3ii8fr2HYcLx3rPzeNcjc2963pDDDm+hXJgJ8J6z85BSYaN598X1S1e6KLi8bYUJF6S2WpwJ8MTpmXtiW421IkMpYHk+xJH58NDFequXYa0R450PT14/T5/XWU0mWgWGAvgYyTdXO7x64c2A7zk4uli6ZV7Q3eDiWh9pLrEyX7qt6/fs+TYWZwPMVHw0kd0XEvB+4aBDbXQzuC6zC9K3g9WdCI1uhg88efvNT2plDxdW+5C7uI2tVor1Rgyp1L0jvO7iOhtH4U4n3fcc+fqZZZqaeC6z9+y+u3GPB12SCdzYjiZse4YwGiZ8XzXnVivBfM2HUrivNVijm+kGHrTvL1/pwnXYHY2n3RC3aU+fKrum+KLB4myIH/oTx/BDf+oJMMZwZXOAf/wfX8NGM0Gog0b//ve+a0p03QKlwAVjDDvdFPM1H5c3hkhygW/7o6fxw3/+3SiHLj7zUh3/5GdeR3d4nzziU0wxxRRT3Bbudee67jDH+dUBLq4NDqwBrm4O0b6LwOC7RVYIrNXfPEvN7byiD7WSSwGolLw3neyqd1P0owJnT9awOHtze6KjbT73qrg6SAFwq1qy3kmxVo/R6mdoD26u4ttsxofKJxrqz0ipkGQCjW526HzS7XaCvNib5eM4DJ7rwPfofJnjWpjx8Z5H562arHpA57edTnrHFqXuMMcgLu5I8cMYdQB8I9WRd+q8UkohK4S1i31R4Ba323sfm4cQ6paKy/020+ofzgaXF3LPeDjo95Jcz2mHeNSk98FyXnCJV6527TPJkP2HIV2zbGzs7ZtXRvNIMZbZdX1riGfOtW5rH41y0YS0F1xOqK0GcYGcS3TG5r/7Qfxm+n1ifCzcL1vllOya4m0PLiT+0yev4//+rWtwGDHdz55v4Z/+3HlwqZAXEpWSi7/93e/AqeW7D+j9YsFXve8oci5RDl30ogK/+HtrcF2G7//4Y6iVPdzYjvB//PSreO16737v6hRTTDHFFG8yCi7hMLIXHkQONHsZLm8M7+p7jELgToiWVi/HVitBVrzBRdVdcEBCZ3Zd3zr8eap3Uzx3sX3nXwqg4AqNboal2RCPnZxBkol97SMbjRiX1vt45lxrgrh8I4pVpenCg05noVf8k0yg2c1uSuCuNxKcu9HHMCmw0z6Y+BlXJNY7KW5sR7aQG0eUcjxzroX4EKonIRW4kHv2r9nL8fKVriV8cr73vulFOW5sR1jb2WuJ5ULeksC7uDZAtg9BcRhYC9WYsqLeeWPJr8MiDBx0BwXq3Unb1+0U+s+ca+HK5uAe79leFFxivRHfO6vlAZuJUwHXubO8soWZwJKxB8GQ0uEuIp4LhYWZAI47+fvHFso4vVIBOwT78PKVLl652r2tfT4Mxs+F2nXilKK5w6gr5S7LIBcK/ejOAvzNnDH+LKyP2fMOOxJMBprDGGVBXurgCxda6A5zSKVV1Q6d4DdD13VYS2HgO1ievz/K6ynZNcXbHp/4gw185sU6zq/24ToMn3xuG//2V69gpuwjyQSW50P8vT/3zru2b3yx4fFTM/jbf+YdtJoLhkFc4B//x9fxz3/hAr7hw8fwD/78uzBX9fEvfuEC/tsfrE87NU4xxRRTvAWQ5sJmHt0rSHWLDKa7QLVEK921yq2TOWarPmbGPrc4G+DsiZq1qzyIMMVZfBvEkbGTjkMqhfg2s04AUgLd2I7wytUuXru2d/Gq1c+tcmR83IwXq0k2qaCLEn5H+S2HrQgLTRKVD1BGjWOnneLGzsHqPvNu6DjMBkvvLpIB2HNwmHwfky+3O4fNdRk8l1nyaL8cPWMNK/ax8lxcG+DcjVtn5s1WfRxbPHxHM6PeMfudWmunwvXtCOdX+3t+581+40syAddlcB0GIdUdz2Gt3hvvSLi6NcRmM7HqzTuFITNyLu01GSf9L60PICQwX7v9xhFKjWx+B8F0/ds9FudqPu3HrktQCl0cmTu8Dfh2IKTCje3ojp4zZncMmWuui1FkDg6RnReGLsqlg59BFf1v1Zt85jAwCzM5l5bIvboZ4eLaAAzAOx6mzK5bEZV3izBw0ItyvHatZ1Vr49iPSLy2Nbwn2aC3iwf36T7FFPcAl9YH+K1nt/CV713BP/oL78bnzg/wC59ZR7XkojPM8XUfOIp/9Bffg9k3uXvU2wXHl8r429/9DhxdLGkLg0LoO3j6zBxOHKngL3/sMZxcLuM3ntnGz/5e6w3NeZhiiimmmOJwkEphp51MFMW+56DgEi9f6WJ1rP359e0hXj+kQtcbW8lfmgtxYqmMI3MhLqwN8Oz527NrvBEohy4q4ajYYNBWlTcp2uRO6m+HMbzn7DyeOH3zrnzj8PbJ2lrdjvDqtd6hbF7jiqyLawPsdNIDCRTHAeZqAd7/+AIWxuyOc1XfZt1sNGNstRJLcL12vXco1fdhVFL7oVbx8PRDs4cKUl9ZKOHRE4frqLg0F+LDTy9NjKHdGD9NUbr/uTaF6Pyu/B8G4gdev07k0dIt7KO7sZvMPMiqmObitpoJvH6jh5evdA/8d34nxOUdYJgUE/t9YzvCZpOIyrV6YgPZV3ciXNu682YQ40hzgc1msi852xnkuLQ+wFojQnYb6raCS/BbMUmHgLnLN5sxru6j/My5xIuXO3jh0u2rPA9j1zXE2m61U5ZLtPsZcj55TrZaCV641LkpGfvcxfYdWWzb/Rw7nRSNXcq+24EhSJMDFgWoQ+3kPamUQrOXQXA5ug/2IfOYok6Cd3uvmPl7tzWavpZhvZGg2UuxNBtaZd3tjDWp1E2vD2MMj5+aweMnZ6wy1SjJJrBrEwWX2GmnuLo5OU5vRcy/+9H5u+4WPSW7pnjbIssFfurXr2K+FuBP/dFT+PVntvE7L/UReAxRKvDYyRq+86sfmmiLO8XtY74W4H/500/jb3znU/hf/vQ74HsO/sUvXsBaPcIz51voDnJ8/MtO4Mp2iv/zZ8/v6SwyxRRTTDHFm4utZoIbO7FVMcxWfZxZqdiV7f6YFareyQ5UIMQZnyh0ji2UMEwKDJMCDmNQzLyAx7i6ObylXfBObD3bN7GgGTxzroUbOxGgMLEK3epnuLQ+2LeQpbDzO3te1bvpvsXn7cAo1ZJUIE75bQX8G9XORJaLVlN94UL7ljlp5riVUthuJ/sW8nHGsd1OEKcC3UEO12Vguy6f+etjJ2fw4aeXJnLHDpMRt/u6mO3d6q1NSYXtdoo4o85dN1OROQ676XtgU5+r12+QgmGzmUAqBcZwaFvO7q07jDK73F02r7mqj6fOzKKq83hKd9j90Zyn3SqKKOFY3YkwjIvbsphWS96+Kjl7ue+xUkcphY1mvCfj5/XrfVxaH9kMdzop1htE2s9UPDtPMbaXgLkVDppHskLgCxdaeO16d8+/RSlHs5cizyXq3QxcHM4eem0rwo3te0PGAToDbh8lj9JqzsOqaczZ3m4nh/qdg461089QcIkbO5Mkt/lzd3D9OIRQd5WjeBA/l2TiljnCdzKKW/0cVzeH6MXFaJ7Z5znWGuRIUo7rY/bjNOcTGV6HQaC7Oc7X/D37K5XCMOEQkrLBpFbcRbehIPzC+fbEPbYfFmYCVEqj++2mc8M+eOFSG+dX+8gKgWfPt2/6nD23i2hv9jK0B7enDpuSXVO8bfHfPruOZi9DN8rx689s4Vc/twmHUQbCkbkQP/Ann7jfu/i2QSlwcWyxjGOLJTx1ZhZpLvF//szr+O1nt/G3/sw78E1/5AT+/NcsI0o4fuQ/vobXb0xzvKaYYoop7he4pNDiOCvAGMNTZ2axNBfe9sv+q1d7ExamWsXHscUyPNfBIC5wYbWPQVIg1i/FWX7wi/1mM8az59u3bUM5rBVop51CKDVhuTHKhP04tmtbES6uD7DZjA/cpzjl+2YkxSlH7y4btLzjoTl8+OklvHi5jd97uYHLG4fPElqaC/H0Q7P75phVy+4tibPtNhUfCzMBooRPkJ8GG40Eq9r+N0w4vnC+jVZ/dMy9qLitIutQOOTQyDgpl7ZaKZ6/2Mar2n4p5N7Mna1WMlHcqV3KhjltXcw0obHeiJHlEq7DDm3HKu0qBrlQqJU9qxIxX9fqky1oQdvOjDLu0LjF/jgOQ+i7AGOH7rS536ZtRzq93/d6yXiYcGy1Emw0Dkd6NLoZvvzdR/Aljy8izgSEUBC3QSJwIe1Y3g0piShx9lGvrMyHePQ4qQIHCceLlzs3VcAZHJkLsTQX3pHSMyvEiGTSF2V5PsTJI3szh4kEc25p005ygWtj5PzqDuWJ3cwK1+im2G7tT1IwhyEXEudu9PD8xRF5cnSxhJNHyri6PbylsnDnkISbQSmgY6yWPLT72R5r3fnVPlq97KYLKqNA+v1JZiEUelEOLqSdR0YZWvozUu5LJJvxOE78Xd4YYv0mxB4RhtHEwoC5D8fncHNEQihwLpHlAq1efsdW4u5NrNhSUYbkta2hzeu6aW6X3mHfG3WyLDjNw67DcGq5bC2erV6GZ861JhYn+C6LbJIJpDd5j9gPU7JrirctvvK9K/iOrzqNr3rfCn7981sAiPFfng/xv373O2xHiynuLZbnSyTRlgqlgKFa8iCVwrWdDN/11WewOBvix37x4m13IJliiimmmOLuIRWFY7f7Ga5rdcHr13sT1pHx18vZqodhUhxKdbXVTPDK1S44l0h0QZZmAq4umm6moDFhvbtfbm8FU1gcxp6300om7PSLswGeOD2zr90t5xJRwnFlc7ivZQQAzq32ce7G3ryieiezuVEAMIiKQ3X+2w2lyTml1G11yxxEHBvNSaWKUnTtnzw9OyIrboHl+RLOnpzB8vzefKfTKxU8dWYWtbJnSZlWP8OVjcEecvDS+gDPnGtZO42UB1tlxn/O7pBGMcHul9YGePVa1xZPVzeHOL/aR8ElskLobomT4+bZ8+0JVd44KbQ4E8B1GZRS4EJhsE9WzX7YTYpFqcC1rQhyH4mL5zKr9mgPcgipsNNJsdVKbqlitN9ywC3kMCo6F2o+ji+VD7XvqzuRVfCZS2MUaYe9UzuD/MDrvR+RbD56q9wtM+6ub0eodzJc2xpiRv9seAARvR8cxnB6Zf8GVYHvYKbsw91nKGaFRJyO8ssOk9cGEIl8JzlaAPDS5a4l1MwubbX22sMAwHcdGrMOu+n83erttSwKqSbmsN24thVhrU7PDzOfmE6fgedASprLS4GLQtD91h3mKIcuHEwuUqT5XtXVMLm9BYNS4OKhY1WUQxeXN4Z4/XofccZxdWsIpdShOgEaG77JdTSKpTl9fJ7roFzycHl9aBd5zO8YMnSnk+2rjJqvjbYBAJc3BrdUH/aiApxLdMaUTLtz8wDYG9FziVBq9FIEnnNTsjzNxU0bcxwEM+aGCbdj+HYsvOPIC4mdTor2GKnpe85NSeCVhRBHbtPePSW7pnjbgQtqw3p0oYQjcyX87gt1AHSDLs14+Jvf9dShX/SmuD0wxvAnv+IUvuePPQylgEEs8E9/7jxevdrDK9dj/OynVvEXvvERPHFqBv/u167gd57fvt+7PMUUU0zxRYVXr/bsCysXylofNhrxvhIN33VQCb1DZfy0BxlWFkoId7VqL+uV8v2sNvcKu8O+98NWO0G9M9YBS43Owe2QSQZPnJrBk2f2Zmn5u8izq1sR6p30tr7jxcsdPHu+jXc/Oo8PP7WIp87M3vTzXEhbsHaGOfrRJEEppMR6PcYLlzp7SIDOIMdmc2/hU3CBgksIKfHOh+cm9sF1GAJ9nedqPj741KIlBYUkVYjDgJevdCbGjpQK17aG6OxTyEqp8Oz5g22WNvR4F3m03U4mcmnmqj7e9egculE+oSYsxsi2YcIRJRzl0MPjpyav4XhI+TAhG1izl2G+FuADTyyiom19+xWTccZR13ENDx0lAmV3MRinAu1Bhl5EY9YodTabCRgjQoMLiVY/wwsX2/jUc9vYuo1A84NqxayQ6AxzDBJ+qEwmKRXWGzFeudpFlHKEgYPjSyVLWh+GAI9SjkvrA2ztowKKU34oW+1+aPUye82VUnjhYgfbndTee9vtdF8iel8wumfHx7SB6zAwZ397XL2bodFNoUBzyVzVP1Q0SqN7uGypwzZxaHTSfRcJMi5Q76S4vDG0as2Cy8Ndt0OMNXOuzCGbBgml0EWcckipLFl8YXWA5y+08euf39wzPl++0sXFtbvrgskYLKm1Mh/ikeNVXF4fotnNdnVPPfj6MEaWZqOINdOMIas9l441HSPIo5QjLwRCz0EYujYv8WAyn/401/Z2hRdGIbafmooxhhvbEbrDAoWQewi+8fG00Yhv2phjHFHKcWGVyEPGGN71yByeOD1jn/O7lauDuNhjcS242jt/MSJNr20TUbs0F+L9jy/suQfHEacCw+T2yLWptGWKtx3+86duYLOZYBAXdqXY0dkKf+6rFi1DP8Ubh4++ZwWLMwH+5ScuYaud4Cd++TIeWgmQ9iT+3a9ewf/8XU/hZ37nBn7uU6sYxBzf8uUn76ht/BRTTDHFFLcHLqQtQMbVBQfVvZ1hju4w33e1dWk2mHjpzgqJ7Xayx2ZQLXtYmA0PFRh+M5DFDLdtwbL7l0s4zuhAmr0MN7YjzFU9xJnEB59aHKlwFFnNHjlRPXC/TXe+3ViY8dEes/TNVLwJAowLaVUPB8EQY+sNyi6arwXWqrMfnr/YQTl08e5H59EZkLJMYVTajV+/Ri+b2HejRDhxZFLt0+qTssjzHFTLHhhjGCYF1usxopTbbm1KKQihJoLbyyGpurNc4MhcaEPgpVQoh+6B53S26u/b3Wv8GKRUtpDuDnOs7sRIMwHHYRA6q2Z1J95DFizNhhjGHI7D7PVwHXZT0ifJOLJCgIFyoHpRgRNHSnjnw3MT49AUt1c2BliYCbGyULK2Ti4UxtO9wsDBXMVFZ5gBGIXjey7DQi3AubyPdj+H5zr2/hJ67AOkoJndp/solxLtXg4pJVxncmy9cKmDSujCdRxwLvco2g4CA6lmqiUXDmPYaadIMrFvSP/qDnVm/Or3H7XqL6HVa/t9n1FlDmKOhZlg4j1Q2f8jDJMC17aGOLNSRZyS4nLi2IUkImKPyuTWxI6UyiqjdhMEeSHRG+aolFz4uzQioe+AOeYem7zfxvcLmLSdtfqU37TRjOG61X079A3iAudu9PH4qRkszBygZDFT1UGHqX82U3ExV/VRcIkXLnVw4kgZp5b3V7LZY7vJXGNg5q9sF4lvOsE6DrOB7ELSnAd1a8XenSDnZEX1XAcPa2vpOMF6mCeGvVb6vjbzh1Up5xJxxq1gQimF16/3sNNOkXMJ33Pgh/t/U193dOT6fjDNJxiAV652cXTh4O6o42drrhYAO/G+OVlcSHgeQ1ZIXNsaolb2EM65UKBn3Ykjh+/AOrHvet6biwpUQg+B78BhzCrTds8F5270J5R6o6y2yevuuw6yXCCzXS8LNLoZTq9U9iwYSaXQ6KTYbiXoRDm+9B1LWJw9XGbiVNk1xdsKr13v4fdeasB1SEqqFDHxywsl/I3veBIz5TsL+5zi9vHOR+bxv373O/HxLz8BqeiF8n/62KOodzP85H+/ir/4jY/iK9+7gv/+PzbxH3/7+qEkxlNMMcUUU9w9GGOYqwWHygTaaiUHqrqkmiwOTSaQY1e36ee9qMCF1d5thWIbJBm3XfnO3ejjCxd2dRbTtcVhFBVLcyGOzI1ekH2XYXUnwktXdI7k7oB1RQTZQcH6r1/v7dvpTCrKRTPgQlnlxbWtIZ6/eLhsH4AsWpfW+vjkczvY0OHor13v7WvRMue3MyiwuhMdGCAtbmEVNcV1d5CjFLg4sVTG6zf6eP5iG5c3hriwNiAySReHw4TjhUsdu90opcYFw5jj/Y8v4sSRsu3M5jgMJ45UUCvvJQodh2lr5K0XJU2GmSmguFSIEo7r2xGG+vtrZe9AYtTYj9r9bA9xMo5QqxJNwbjVSvDchQ4+8dn1CevvVitFmouJgo7CoiUavUkVz9XtFJc2hji2MEkuDuJJEsd1mC1qZ6o+Zise+lGOVi/Dzj7KoJ1Ois4gswRZvZNiXedeFVwi55LC73Vm1zghO44o5SPLJCNSx3WoW6tU+zQX0Kf4CxfbaPUytPeZL/YbcebYamUPz55v3zSja6uVQkqFNBdwXYaVseYAvufg9NEq5ir+odVv47iZdTorBBSwb+7V0YUSHj9JakcFul92v8s+e76NT2uHicGJxRKOzIWod0bqs0Fc4JlzLXsPm2t4O/bnKOVYq0eWaHAdhsBzcGSuhErJs/frYVS65dDDYdcUxolrz2VQIPu7wwAwmkMLrjBT9bG8UAJ7AxqDGVtfkpGarR/tVRfdEvp5NlJfactgPmkZHN97Q8pIpe+xA9S7hVUh0t8D34XnMnQH2to5NryUIuvyfjcNs3/uIoZB45gxpslsaVWtWS7QG+ZoasVqlPA9nVtvhqXZEGeOVrAwE0BKhecvdnB5Y2DPy24V4EPHqlia29u1cjfMOC3pObbdz9HsZfsqGj/3agO//NkNRDnf02jmVpiSXVO8bRCnHD/9m9ewNBvg0jq9LLzzoVkszZbwP3/nU8SGT/Gm4vRKBR/7yCl811efweWtDL/++S185J1LOHejj5//9Cr+zNeewcc+cgK//3IDP/lrV6aE1xRTTDHFmwApqZucb7J3lJrIstoP++VWdQb5RK6L0koeIRQYqAhijKHZzdAdFocKHL6xM5zIdPyVP9zAJ35/HRdWe1jd2dvB7ITOHroZcSeVwpWNAXyPYWVsBX1xNsSJIxVbaOx+AkUpxx++2sSvfW5zX6JumPB9c22a3WxiY/VOap9vphhaWRgV63HK8cy51gHFmYKUpOyJEo6cU4e16zfp5pbkdC0Pa4PajUWtOnBdBw8fq6IfcwzjwpICBZdYmgvw9JitUSkFBYqQGC/QN5sxfuEzq/iNz29Zq2W9k+5bbEmlsFaPJsZiq59NNEEw6GlVwbgayKgmjBJjdxD/+PkY5U/dvBRanA2QZgKzFR/L8yFKgUMh4ZlAa8x+J5XCRiNGuqvYJeIxtuPnpStd5FwhDBzIXSPOdRl1tdSHVC17ljwThYSQo2Eldw0VkxllHA0AFZPjFsp+RA0pFmcCnFyu7NsxtDPIsd1KMIg4ttsppKTxu9qIkHPqDGrmgt31a5YJxBmn62fD62+S7zUW6r3dTvCFCy0wRtd2t83PGVMx+a4zkSNnxqXEuOpz//fJnU6KZ84fPjO2EnpYqAVjBP5ou0kmcG61b79pYTbYQxA1uumExRYgdY7CZBC4IR5NM4iD6CBDrpi5FhgdaWeQ4cZOZC2BrkOLGo1ueiiCaxyG2MwKceA8YhRpZjGgWiJr73zVR8GVXeg2CFyHFkOAm4bf3wnsOFMK17ejiTmDYXSOkkxgsxnv29HPnkdNwlRKo86HAIXgV8ue/ZwCWRpJWUc/HR5AIplzZQjeUuDqZhHATNmbIAw7gxw3tiP0or3XLNbzyH7P49B3cPZ4DUcXSnj4eA1zer+NyrI8piTmUlnC/1YIfAfHFssIfRc7+lnWHRZYmKFnWLprMWh5PkR1TO11kJDPKMCN0m+m4qEUuHtUXQAAxuD7zr5K5VthamOc4m2Dn//06oTV4ru/9iH80fetIEmFfmG4s5e+Ke4eX/neZfzmMxs4vzYA1gb4wBML+L2XGji6UMLHv/wUyqGH//LpVQDAX/rms4daoZ9iiimmmOLOIJVCd5Bb9UBnmGMYcwx0htD4i6QpdNbq8Z5Qa89l4EIhzjhKgYuZio8TR8qolByEQYD3Pb6AzVaCVi+9ZU6MKfDr3Qy+6yAvJHyPWbXQi5e7SAthrQtpLuAwsn1tNhP7Qr/v8WrCYKORICsos+Zdj8xjsxkjK7jNCNm9BaaPX0iFGzvRntysdz4yd8vco0h3aXMYw+OnZnD2ZA1CKqsYAmBJwO4wx7HFyXO8MBOgWpJYmg0PNGTtZw9JQAWI1CRIVshD24fMSrtSChfW+vAchvc/sQiA1HVsjHgAiBA6vVLF779cR6uX2WMouMAv/t4qOFdY0tdNSIVBXOwhAABSnG21UrT6OU4te2CMCr9+VODyxgDBWIG8+1opNdqh+ZqPk0cquLwrLN8Ud4yNVHBzVR8PHa3e+pyENL7fc3YB51f76AzyCfsOAykHTyyVcXLMIrZQ83H21AyubQ+RFxKNboook0hzhd4gx+nl0Xc7jAg6qce8sQ8BQFJwlIubq23MsfouQ2eQY6eTTliVuZTYaSdQCyXEmcCpfTr4mUK/F+dYb8RgDBAS6PQzfO61Jp4938ajx6sHNk0YxJTRdWZl8pxe0YHc73tswf7MKk8KagZhCKUs53vH+lj6flZIvHZ91NVbKYWddoLeMMfC8RqGUqLVyREvc1vwG6ztRICi3zkoPkNINeqy5zAIqXBpfYCFmQAzlZHttNnLsNNOxghTolXqnRQLMwGyQiBKONxd8Snb7QSXN/qolnycXK6g0R2R4eOTL1n/Js/xbMVDziU2mgnWGzFWFkpWdbY0G2L3bdXspSiHHlZ3IjxxehZRyvcoVXefhYJLXN0cohQ6+KXPrOHIXIiv/9Dxic+cXqkgSjna/dySFlEqEPhEoiSZQBi4E4vY/bjAvG6OYOZcqbuf7r4WQeDYeegw4ELC4cw+rxZng5FycWzTkV4oYAxYrpYAZ7To0NBEsVl08D0HTz80i1LgIko50lxAjWmqNhsxVnciCEFEUxi4qIREYI0fTz8qbNdF89tRyhGlHKXQxY2dGCfHLOQ3m6bNtRNynCqnpjMbzQQvXO7AdZhWcNKc4HvO/ioxvYsXNGH71JlZdIf5nhpsEBe4vh3h2GIJN3YiNLopdV3W8/FuG+PLV7poarLaPEMBItjGr7VUCmHgkrVVKizOhnusie99bB5CUiZfmgmYUr4fFXjxcgd//Nixg0+WxlTZNcXbAlHK8dLljp0gyoGDpx+eg8PYtOviAwDHYfiBjx3FES1r7UUFPvDEAn7h02t48XIHX//BY/iOrzqDL1xoTxVeU0wxxRRvErZaKRho1XlxNrDKmHFISXO2UeLkhcQz51po9TI8dnIGDx2t4NWrPdzYjnB8sQwulFW3mPyrtJDox3xfgmM33vXIHM6eqMHzGAY650QqWhEft9+du9HDpY0BNppURNwsD8wUGGku0I84XIdhs5Xg9Rt9bDQSCKGs/ccorBRILXZ8qXzgAky15B2Y22UQZRxHF8oI/FFHylYvmyzW9Z+cSzS7ZOMwmS6uLrYPwk47wR+80gAwKirGC/ztVoJL6wNcWh+gMywmah6hs692w6geuKCA8kYvQ+A7kHJEcDR7OV6/3kOUcsyUPcQphxC0PWPZub5NhaDnOnjPo/PwXAeuS+9lc9W9anvHYViYCbAwE4ALidWdCI+eqOHDTy+hNywODCaWUmGzmaCjlTJxKnB5fbBHkVLso0gquLyp3enaVoRy6KHeSdEd5nj1WhcX1/p7QucZY5ivBajssiS5roNayUM5cFEKHDR7GfoRKcWiVGCrlViFWOC7OLZUmswCk/SOe3mDwrbN9dqvE6SjbWsAkQ1yzJIFAA4YenGBvBCUpbTPsDY/MmOeAXBdgDEHr13rIc0EdjoZrm0P8dKVDoSQ9r7c7327Vvbw7kfncWyxbJWkBoZ83J1Z5TjOHtXJSLmzv4WpVvYtgaL0ZZdK3ZYCxGBcdVhwiWFCYeuDse55O91ilOmkidNGN4VUNO4vbwwgJC0E7LZ1doYFspzIiryQuLYVWcJ7fHcb3QzXtkjBKaTC6k6E5fkSTh6p2IYSXCj0owJSKbT6+cS4ePfZecxXA8Qpt9tZb8S2gcJumOuYc4nAdxDr+22wj1qpFLj7qoHzQmJb23tdh+3J89rpUGMBo7p85Wp3306Sp5er+3aBPQjNXoZ6N4XrMjxyvHpgJlkpcOC5DnIu0epP7v/ujpB5IamxCJd47VoPm80E17eGkDp37NLGEAw0bxf6f/thtT5S4Rbazm2IOCkpVL/RSxFlHHws1L8Q1FBivOmFUT1d347wrFFAK2C1HmOjEaNW9jCMOV6/3sPljQEKnQ8JwMYBAPQsNKrkXlTY/K1WL9szPuJMIMmE/YzZXleP691ZknkhJ657PynQi8l+Pa5mrJU8zFV91Luk3h3EBS6tDyZI9Feu9vB7L9bRGmSYrfrwPOosutlKbmnHN5iyAFO8LfD511uIUgHXARZmQsxWvbsOwp3i3sJ3HfyD730n/vf/8Boubwxx8kgJKwsl/NrnNvGes/P4+g8eg8OAn/vdVSgFfN/HpgqvKaaYYop7jWvbEd47pjRgjOHoQgnPXWhjeX5v4KsC5eQkOVmUXr3aQy/K8dLVDr7sncuQilbfk1xgZaGE40tleK6DXpTj4lofhZDo6RfcmUM0iHn1Wg8nlspY0tlaSSbQjws8fmoZkS46ASK3fJchSrWV54D33n5U4Lru9rQwG4CBIc0lTpQ8+B5132r3c8xVfUs6mGJXKioKDtr2y1c6SHMKthdC7W+/AFCruEhyOk+X1wdYrcf7kmQ5V9hsDfHUmVmcPTmDsyeBX/y9VTQ6KYRQqJVnJgiKNOd45VoP9U6K5fkQzW6G9z42j/laAIcxOIzZEGnPBakOMLJivXK1i7mqj6wge9p2O0E5cG2ws+MAUHSun7vQxlo9Qui7SAuJ0HNwdXOIwHOQ5gKeyyxpZPJzHEbkSzl00e7nOLlcgcPYHvWageuQ+q0zyNEeZFTsDUixv1fpMzoR3ShHlHBkhQQDtM1QapXg6HOdAY1DIRV6wxxpLvDcxTYeOlqdsLcehPaA1E7dKEeWSTR7mQ3eV4pCznfaHo4ulvHhp5do34Y5XrnaxXsfoy5jL1zqYJhIcFUgyQSygorIhZkAw4RIZXOszV6GXpQjLSSYHpPuGJPWHyNfFCatfq5DiqnxYHjHZaiEHhQos+tm71i+5yDjAp7DUAs9lHwHrBqgM6AsNEPwrNZjUmeArp/DmLU30WWi3DHfcw5Ud5r9MGRZkvM9FtTxcT++lVLgYKbiIwxcVMs0drlQBxLEu3+6Vo/3NK4y+/PylQ7a/XykjhnDVjtHrUhRK/v7doKtlDx4rgMhFAqMukZuNBMcXyyhbXPc1MTBre7E9v7gQlnSYKuVYLtNAd1lSw4yxClHLyoQePo8ZLSfjW6KrXYCXxOAge9gmBRo9TJgbnKeN/dtu59hYSaA5zJ4roNKyUWSiX0tlTd2IlKWjRFSrsPgeww5278zZaXkIvAd7HQzS7Rk+f4E0WYrwSFddva7pVKYrQS4vDGwVmwAExc98F0szQbY7kyS1fUOdcislX07Z+YF3eP7NhLR23QcBwA1fcm5xCDh6A9z1DsJVnQm3/Iczc0AUAiFejcd2VUZcH1rCCElBjGHCEc7S/evxLXNCDMV31og98uQDPR8/MiJKkLfwU4nwYxWxtmcLzYydLoOs4sSt8LiDNlzXZehPmYvtiSadlAZPHy8Ct+lAPutVopBTPNaKXAsMUYkcgHHYUgzjvOrfVTL1PX5xJEx5Z9UZMFlFBugJBDnAtvtBEfmDkeGTsmuKd7y+A+/eRWffaWJaslFIRT++rc/iZX5cNrd7wFE4Lv4+9/zLvzwv38Fm60UtbKHv/ldT9nV/6/9wDGAAT/3qVUEv8Hw57/x0VFnrCmmmGKKKe4JxmvOflTg+YsUsi70O7RZWX3teg+tXk5dplzHrvhGKRVAl9YHtuhdmg0p7P1yB8ePlFBwWq1mGFlL0lvkghk0upldmTdmDeryKLBaj/C+xxcQZxxFpGyr+GFS7Nu1bDy7JcslThwp46mHZpEXEtWSh5PLZa2y8ieCqtcbMfoRERKM7RXBbLUSNLrU1fDKxhCdQY5Ty2WsNxK0B5SVZNQa6/XEdqWrd1PUOykeOjZm89JfWwpdPHVmllRsUoFziTjliBKBKBVQUBP78eq1Hhod6o5nisZhTCqgvJB496Pze+w044XfXNVHteSh3k2R5xKff72Fcuha65vrODh7coaug1RY1B3zrm0NcWSuhFrFQ56TMqpW9uHqcGpDfpRLHoYJR6uf47XrPbzjkTl7Lfcj+6RSeOFiGxfX+zh5pIIveXzRBngDVJBWdKE/fh6IoKOV/nLJI3I2E7ar2n7IucR6M8Hjp2oTBMggLiwpaGAULCvzIdbqLnzHgfAmaRNzT+10Uhw1ZB6j72GMYbuVwHGYzbxyuMR6I8ajJ2uIUo5mL9OqMKbzkiQGQ7q3FmcCPHSsosPZR98pdP6ZIYaFVMg52VUHCbcktcFOJ0FnkOGJ0zO3XBBWCthppTi+VMYg5eBKoSgo5P7kkTIchyErBLKxUP4oFSiF7gR5lBUCz5xrYRAXqJY8bLcSeJ6DI3OhnWf6ukOmed9TEoA7SUyZvVX2/wiFIItxu58jTjmOLZWwrsmnKBWYrxHJ1O5nCHwXVzaGCHyGDz21iDjl+j6eVLKY8TtMOJQie2qzl9mfA0A34ihQYJgURNwoTJAipcCF7zo4c6xqrYXtQY7NZoJhQrbvXBxspQQoWNxs0xCFrsu0qormpfEOpYO4wCDmUErhuQttXNkcYlaHwj96oobAc7EwE8B3Haw3YuRcYq7io9ilkGGMgQt5UzK04HKUe+cwvHqti9MrFVLNNmNkBTUSCD0HQki4rgOpiJB1MMqeOgjJbQSoA9TF9ehCCZWQRkqzm2Gnk4KxyQ7EnFNHxXERMwMppbrDArWyb+9/ISn/a6eTThD0dOyK8vVA83Y5cG3n4krgIh/LchzP8XIdhutb0cT8RVZZmo/HGyGUAhdKjYfgK6SZwHo9husynFnRdmIucXqlCqkUHjpaxfMXOzi5XMbCTAipyOKo4KAcuPaeW5oNte118tqHgbvnuvueg5YmfYHRWFyaDTBMOJJcYKMZozfMMVcLsDgToNFN9LkSyDlD4DuYrQbgUqHgpNrtRwWSXNhst1Yvw0Yzxpc8sTBxngGgKEhtmOUCvuugWrr1wpnBlOya4i2Nn/nkdXz2lSbKgYMoFXj8ZO2m7VunuP+olj387e9+B/7xf3wVgevglatdnFqp4g9fbeBjHzmJr/2SY8gLif/6++uolDx851efmRKXU0wxxRT3CFxMEibnbvSgFClQ1urRqFAHhYsPU473PDqPmYqH7qBAnHGEvgMu1J7Q9kFc4PhSCeXARVFwrTyhF92CS/ju4TNYDFw9/0cJt0Xiy1e6eOVqF5XQw+JsqFUxty6OusPcknRLsyE4V+jHHJWSh9mqj6XZEIOYviNKBAZxAc919l10WavHKAUu3vnIHFq9DK7DsN5IkBUC17eGNsfs/U8soBDSqp0ePzULx2E4tUyZN9S9TNuHCoHz9RhPnJ7B5Y0hpFSoBB78IIfnMkgJvL6RICw56EXcFipKkXVQSGVX3oWQuLwxQKuXY7bqTxRfo/NRgAEo+x7iNCNlUcYt2aUUqfp8z4HrMKzuxFicpcXEmYpnFXDLcyEePVHDp55PJraf5sJaziol1+Y8Xd0c2sYC4xhEBc6vDrDRSOC7zrh4C704hxQKvu+Ac4mKVhLQZxiWZkNSFA4pQ+hdj87jCxfbEw0ESoFjVSyFkFBSoVby8fSZWQyTAp5DhK7nOWh2MyzMTpKn1ZKHx0/O4Orm0Fp4XrzcwcNHq7Yok1JhvRlDvkaB/Qs1H7NVD3VtQRRSEbmQS5QDF+uNGHFGIeBu2UcYOGj3MgziAlIqLM+XkBcSeS6RZGKig2JTf44xKu7NPZDnElFK43pckXR1I0JnQCq4nYQfaPUCtMVVkQ1PCIXOoMBM2YXDgCSXSHOO7qDQap6ReogUhaNzzoWC5yqtDKWieGWhhC9717LNkMsLYZtmAKBru1sFNpY7P2HFFUT4bTYTMAacXK7Y7ZiivdnLaMwtlzGIC+q4N7bN3V9lfs9Y2MqBSySuPzqXOVeQWp1jCApjx2z2iARfngsR+u7IXqm/Z7UeYZhwHJndq6QdHS/twyAu8MKljrU1O4xNdu4DqXrkWOC4VJR1J6REPyrgew6ilCMMHDx8vIrAc7HZTJBziZe7HWy2EiyMZbsx0ILHeiNBoO/93Xj0RM3O/0IqxCkRn7M1H8OUI80lSiFlMA5TjpX5EnpDUvgY4ineZ/FDKYVGL4OUpCytd1K0+hmefmhu39NUcFJ/1souwsCzJJrrkP13mHDqwKvPfZQKDGK+b8C7sSab/EeacxVmyr7talopedhsxPB9B6dWKlaXl+QCMxUfMxUf1dDFibEMrk4/n2Dncy6xthORDU/nVS3NhdhsJrobJJGzBZeYKXsTlt66XkDpRdRxd24msPl8AD3PhVAohQ7mqgGUpHl+puph92OsHxV47kIbQkqrGFVKQUjgpSsdvPfsgv3cS5dpDFbLHvKCzrlZsKmWPFzdHKLZyzBXC/DqtR4uro0WKY4tlLBaj7DdzpDlEiVNSJrbTil6PnChcPJIxao6X7jUsQtshsgXQqIQEsO4OHRHxinZNcVbFr/x+U18+sU6PJcevA4D/uzXP3y/d2uKQ+DIXIgf/LYn8f/9z6/jZ37nhl41Z3jy9Cw+8OQi/viHjyNKOH7rC9uolj187CMn7/cuTzHFFFO8LWCKjcB3EQYja1Gug9gBKiA+91qDurcp4OJaH8eXyiiHHnpRjrMnZjBX9ZEWAt1BTnYxj6EXFXjtWg9nT84g9F0cWyxbK9nMWKMYo/LoR4UlegB66Q88h1a4PQdJJiBMp6aqb4OQAXpB5rogBw7qvTYJrgsc3yULxyDh6PQpnJ8tjYrIejeFlBKlwMXKQskGF++G55JFa7xw5kLtUdQszQY2fwwAOv0Cr17rWnXBynxo865qZQ++69hVdAmgH3GU/QLdYY6tVo6lBQqiPnuyhu4ghwJld6WaQDFIMoEk46iWXbR7ORTofBn7ykNHK6Ta82hVHcDEgiEXCtvtFE+emUWWC+SCSItjSyVkuUCjm6FW8eA6DJc2hig45QdxobA8H+osISKZPvjkEmXlFHReK/vlqTLqyBUGjm5x30Yp8CAEZZnlhUCobY3jRFTOR1bTRo8UHS5jKLiCGlMuzM8E6A4LOIxhcSZElHB4HsMr17oIPNdmyrUHGa5uDfF0MNmQYLudYL2ZUBaW/tkVnaW13ojApUKcCWSZQGeYI9FNFISkc2AaQjgMmK16cLXVx3cZMm0FXZoNwRyGflxYUqA7zCGVQjlwsZSNbLumo10hFK5tDSElEUeFIDsndUY0lp+QlEAgElKqEbkUpRx5ISeUka5D46fgqf27lKSSqbdTNPsZSr6D2bF8uBNLZSQpRy8ajfVqyYPS+z7QHT1NKLkpas1+2AYCetwbtPoZLq4PoDCWbyckttspji+W7M98z0EvKhBpRZa5F+aqPqplDzvtFIXuCErfM8pGqndSHJkjwtQE1CsQmRZnAoJLxBkRdsOEiMg0J3WTVBKAh0JI+JpwvbzRx6Mnqri2NdyjYkwyykwjm/CkjXE3Ut0N0RxjreJjrhKg1RuRnuXQBQNGZGdB1m8pgVrZRV8TI48er2G7Rcd5/EgZSSYwTPieRgOMAZ7ngEuJkuNaEm+7TepJytRT9l42WGvEWEgDa1v3HIZBXKAzzJFmAr24QC30LLH56tWeJTEMhgnHICowSArMVX1c344QJRyDhONdj8zZMHRjjQPIftnsKjR6Ob706SU8drKGz59roR8VE/l3AFm5l+dD9Ib7d6dUSiFOOApOhLHS52M8o0/pTUpJC0e5XkAqBwxlHcovhIIA2V9nKr5Vd3GpkBeCiH8hwfT+tfu5fUYoEFnZGxaIfZpvTZ1k5zNF49acgzTjVtEKAM1+hryQeOL0nFYJk/JPKhpLhkQ6e3IGnCukksZBlHL0I1IHGrIryWh/x4nzKOW2w2c4ltllFjSiVKDkO5BK4eL6ADkX6MU5qmUXpYDmmcCjRbBCS8qTjKMzLJBk3D7rO4McjsPguQxh6CNKOHxXAAwHPpd3Y0p2TfGWxO88t41f+v11ANQlhjHg7/y5d+LEPp1lpngw8ejxGv7SNz2Gf/0rlwEAnqOwpAPsGWP4U195GnEm8Muf3UAl9PA1X3L0fu7uFFNMMcXbAlEq0B3mmKv5EAJIpCGAHFt0xBlHs5shzjninKMXS/ieg694zywGcYDuMEc/ynHmaBV9h+nCjSEvJDzPQZRQUZvkQtsYFKKU49xqH9WKjwurAwCUK1NwiTUd4DtIClRKniUuGBuFij9+agZJKiwhEQakODBqC393xs8+mKsFCHwi0U4uVxD6FITtugztfoZYb//6doRCKJRDD1E6smlxIbHTTu2q/Y2dCApU1N2sr0qaSxsc/dzFFjaaMSpld6KL1WYrRlpwZDnZ2xyHYbbioxflUFIhybklS0qBg8WZMo5oG4rDAOY5qHnORNbRMOaY1wRG4DMEvod+RHYU+ZDCaj3GbNW3JGfgOXBdB0tzVEwrNVIBMkYqByEk8oK6SfbjAq1BBqWAmYqPrOBYnA0gJbBejym0XipUSp5ehS+jHLp4z9l5OA7DhdU+klzYDn2e42B5PsTars5lEgAUhb2XQg+dfjZReOWFxEYzhucwCEG2wSihHKPdQfIGSU6dvW5sR6iVfTx+aobIDakQ+g7ag8zaWpm22D13sYMsl0jyURh1Xghw4ZL1a5daJMsEooyjN8zxwScX6X7LhCZEiShZmg1xfYsyeaKUY3VnPMx676DqDEYFXuAR0TCIChxfLIEL2rfNZkLd0nQhfXVzSN0OAa2Yo+MZV1AopfDR96zYbdO7tYLnMHieAyiFxbkAnWGBQkhUSyNLnEGc0Rht9bIJe9RGMwaUQrnkTwRXG7vYbCXAI8dr1pYXJRy+7+C16z10BjlKgYsso6YRBZe4tD5Ab5gjK4iwdhjD8nwJUlFDBa6bDtyoR3h3dQ6B78JXCg4jy7MZ1EaxVA5dRAnHwmwAT3/HWjvBTjvFXNWH1IU+5xIbjRicC7QHHA8dr6Hezay1Nk65bbwQ+i4yTT6PK8IAIr+jVCDOdJc6QSH4oe9aAhMghVFZWw+hiIRdq0dYWShNdHPtDXOcWqlCKFLb5pxUgOPZatWSZ0nD7jDHTMXHdoss10YROp6/5bkMLnNw4kjZkqOrOzHyQmCj6eqxSKpRLigf74gm9Y/Mh6jWPcpj0sT/TNlDmglUQ9fa5QEiXSiXb3Ksp7mwdtisEKgqUhRVtBju+naEJBM4tkj7HGUCJZ0xtlaP0dWZfLN6G4ae9j0Hj5+axeWNPqA71vYjjm6Uo1LyqDNxwqEYsLYTQ0rKTauWPXSHZJU9uVyhrrIRR3dINn+HUXagVEQ8/eYzW2AM+IYPH0dJk5EGC5p0913H2nMHcTGR3uZ5DsDIyr66EyP0Hbzz4XmrTDW3l+tQ5mY/LjCIC5T0eCOSiEIXGYgYcxjDRiNBL5rsuMilxHYrRWeQod0nkv6YGo2FZo8yI2erPjoD+vcwcO1zMd5lOX30RA1brYR+rkCkXcZR8umZZ/a90Uu1HZdhs5lgvhYgSTlu7FCEQJoL29zhsVM1IsYKBsYoF7JWPpyVcZrgPcVbDp8/18TP/e4qAJK4KgV8+1eePlTr6CkeLHzgyUV82x89DYDyvP75L1zAJ5/bxk//5jUokFLv/Y8v4D9/6gY+/3rz/u7sFFNMMcXbAApEQiWZ0Dk59POcS0RaGdAdki2i3iECCDo3xHXIpmQUAYOYI045JEitokAvoS9d7eHcjR6GMalobGZXLidejJfnS+BSYauVQikiUKDIomHUBr7rQIHao4PBdujinFQAjsMODhHehUrJw8PHajY7qlr2cHqlgp12irVGTNtjwELNR+g7iFMqZkzhvtFIsNFMJjppXdscYk1bXAxKgWvtlwCREUrSqverV3vYbKXoDgusNSJ9TUg10xkUKIUuGp0MDb3yPlv2qfABEUidiIqBK1sDNPqZzRI6ulBCNfQmOl6aLKN6J0M/1h23GEOl5IFzhXLoohq6lkQzKoYjOgOq2c8BxnDueg/NHimrttoJOsMcXCs8fNeBUlTweK62ziidVeUQedTu53j+UgdckHLg1WtdtPv5xHUGtIWpk1nSdVz1R/8OLM746EWFDXwGqFAcfYj+6AzJxjVhHzJdQh1gqIvDgkskObfXs9nLECUCnX6OS+tkxQk8ByeOlDBX8+E4QCV0rFrn4WNVPPXQrCWWjGXNfK0hG65uDdHoUTA1l6SUCvxRYDMXClku4Tqk+pqrUig012MvzUnlKORo42nOtSWOCmVTRArd0Y0LNZFNZO7ThZo/kRm3006xpTvomf2mrDH6nSTjyLhEq5sh5wJ5IXVXRPo5ADxzroXtdkpEAWDVg0muCdwmZdVJpZAbhaaxEUJhtR7pMTZJGHKhMF8L0OpnYCBiJ8k4CiExV/VxZD6E71HGFBcKM1ox6DjARiNGlHCsN2Jc3hggKyRmKx7mdwXS+66DlYUSPDa6hvVOhmrZw8pCCUIqlEIXOzofj84xkVFJxkddUMc6jEqpkBYclbKHY5qILLSipxx6lgDrxQU2GglavQybzRjrjZEVuFLyUA09zFY87HRSdPqUCbVeH5tvFLlbdjop1nZidIY5XMdB4DvoRwV1S614OLVcRpRyrUjTXRYTrlU7I4tlmgucX6Vuo3HGsV6PJ7qAcqEsMWXmmu6wQJJy9BM+8b3mvJT8kX0YoOwp12G4skEdU+dr1JzBBK/vDk6frfp4+Hh1omvn0w/N4v2PL9i/h76DcjCm4VGkUj2pRRBGFXh1e4hXr3UnLHDb7QSDiOzAZG0n0uj00QqYzqYzcBxm75GMU1fV2YoPLoA0k2j2UihQx9B+VKAzyCfm5KomvlI9hpXe5m5wTplptbJnM6nHiW5pWo4qCrKvhC5mypS/VgiF+SrNVc1eZnPuqmVPK7gpZ8zAcxwcWyrDYYw6HjrOWOdahZ1OCsdhiBKBrXaKflSgFDi2oc14nAFjtEjDGOzc4HkMgc9QCVwEnoNGl5oBCEH217ygHLVhwlHWSlAAE52CL68PATAszgZYqAX7dn49CFNl1xRvKbx+vYd//+vX8NDRKrZaMXJOUth3Pjx/v3dtijvEN3zoGOqdFH/wSgOV0MVnXqxjp5OiUnLx7V95Bt/3zWfx4//1In7qN65htuof6NufYoopppji1shyge1WgoKTZZALaQtqRxcgg6QA2Ej5MFv1kWQC5673EOviaBCTsmKm4qM3pADy44tlKJB96NETM9aKYLockgWD1DfDlNRj3lgATZYLVEoe0pzbF15TCEQJhXhzoTBT8ZBzgX7M0e5TDkjg712/jVNuFVUA0ItyG8Z/dLGErBDoDAt7nHMVUj+0mwl6UaFDiEeZNVKRQq07zJEVlGU1W/VxdXOIowslq5QpBa4OF1Z44WLHfv9aPQYXCrMVD0uzATabo8KWC4k0l2QX5NKSII+fmsF2J9F2KSLFSDFHKg/GyGqVc7qO48quKOVo9FKUA49sNY7EICoQ6uLzxUudieysgkuEvmMVVYs1H1e2InguQ2+YU7aUkDgSepipeGj2M2QFBaIfW6Jw/iubAwS+izgD+nFBdjvXsQRDXkjEqUCzl1pSreASjW4KhzEMUr5XjaVrnlY/s6SS6WYmpESl5KE9yOG6DhbnQngOw+mVKq5tRxN5TOY6OoxZZcxMxcdxfQ4cTQQauy2XpGzKtDpFSVLIDKICSUbf3xkU6ESFtd3NVnycWqkgSkjV5rn0XZfXhwCje6M3oIK0rRVqTZ355vsOfC/UZBLZ/UyhnRekVtpuJ1odIW2mlMmUs/yqopydSomuuykMlSKyot5JIcFwUisUPZeBMceOmdaA1H9KER8VpwLl0IUXOnAZwyAp4LoMnQERTub8VcKxcGt93g3ZFiUcM1odw7VlN9adVLNCQgi1NxtKmXEpbM6W+YTv0ZisllybIQQAx5ZKcHWnSS6AjVYCKLI8Lc2GiDMi3xqdFHM6p0pIicdOzmC7ndhxABCJ2vSIvDmqSfbxzouG9DbqNqVGgfPDhOMPXmrg4voAUiqcWk6xWo/x0NEKXrveIyt3mbKOPNexJJ3QxAgDEThrjRifemEHjxynrp+jnDGlcxAdCClttzwU9G8OY5bMoo6p0mZRGSQZkVKuwzBX9TVJQw0l8kJM2FrHlXppISaJJXNNXCI6TOC/IT6HKYfvudr27eHEjI9S4GE15SiHLgouUe9kthmF2HX7e64zoTozKPjIkuo6lPtk9nOm4qHdz8HMIFJ0XpRQuvEIx0NLJfTH7OVRwjFToUYll9YHSHUn4Erg2GdZSdtxA9/BynwZrsO0FVSgVvFwYqmCYcrJiqvvYbKcjs59e1DYcSI1pT9fC5C204l9lZIIT9d10BumuLQ+tHOTmde4VOhqS2aaCWRcIvQZXIcs41FCCwqh7wBaOcm5nGhQwaXCdivBw8cqKAcjdeEz51oAow6h9W6KMCAl2hGdRWfmpnGbrlIKv/P8NjYaMRgjFdbxxTIa/RStXo65cTsoiNgsUhqby3MOTiyVJ8g/TysqibxOwKCQ6y6l5fBwNNZU2TXFWwY3tiP8q09cwrGlEqSUyDl1Bvonf/l9E0GAU7y1wBjDd3/dQ3j6oVnEmUCrn+KPvGMJv/XsNn77C9vwPQd/9Vsex4mlMv7VJy5jY9cK+hRTTDHFFIeHkAr9iIijRjdFLyowiKhwNzlTaU5hw8eXSlhZKCHnZNuqd1PkhYDr0Ms5Fwq9Ya5fqjnmagEY6IV3EBd4WKtHTMHb6pNd5fp2hGY3Q5RxtAb0gs9AnaCilCPJpC0qpbbSUZc5AIpypLrDnNQ5CcfDx6twGOVWjePVaz3U26NOa71hga12giQrSGWUCPSHoy5Tvu/g2GIZa/UYvahA6Ls4ofNSACrmexFl0IB2BRuasBpXZBRCohBUxMQZh+uS0iTJOLJCIs4FbmxHmK36E/adnNPvOQ7lS/keQ72boRsViDNhi/BAFyOh76IcemAAtlsJ6m3qPpZkHFxQQcN0wMy4fezCah8bjRhzVR+brdEzlZRGriUOXNdBknKryqBCSSHwyS40tIQTqZKkJMJuEBfaajUqMxZ1gLw53nDchsilDfcPPQdlrTrYbeLjQqEbEdHY6NBYfOVqz3a9FEKi1cvQ6GW4sTNENfQmijpDogmpsLJASi0xpnRxGDBT9iAkWZLEWJe6ZodyuYxtydgoe1GOZjez1jmhqBDLuUSzn6E7LDBMyP7kOdSswfcY8pwImmYvs8UdAxGi9W6GKBVwTKaUDuGOUo5+TARClAjUu5klN8159T3qtNfophjGBTIuUCuNwvyFUoi1ks1kZHGh7LEO4mKUJwVmrZSmkYJR3UiplYG7FBbmXtkdAG6UbJyTjCjOuM0NMoodcyxh4EwUvNQtlb7T2LGMUlKMKY2EVEgyqTO3HCzM+CgFrs1368ek0uzFOa5uDbHZjEnBohheuNyxXQmNEkcp/Z1c6mYbkzAEbcZ1TlJvMkPIdSmnrdGlpgcMRJZkOpBfSeoyZ1SghrB+6XIHF9f6eO1aj7L01IgqMX/2owKtXgalFALPxUzFR15IZFzorqg0byoQuR7tspoVXKI75GPXeux+06ToxHXV3+ztIsyubA7BJSnLBklhFwPMd2S5QOi7KLjQTU1oDnRdhrMnZ+B7DnY6pIbKdQdHAzO2BnGBT7+wg2hs4eL16z184g/WcW1rCCEV1uoJXr/eQ+A7ePL0DK5sDrHeTKzqdr0RY7OZoqnnNs9z0I/5RO6TyZ4axgXWG9REIE1HVjqAxoNrs+YY2v0cW63U2mkdbetfng8hpMQrV7u4sRNhoO3jjV6mMwYVhdMLWgQaJ1GNLbQQip5FQ4oFaPUzvHa9h0JIa4Enoho4Mhtipko/kwp2kefYYhmB7yDwXbR7GeWQqUnrIQN1zvVcIt4nxopW/TGt6PY9B3FGnYafv9jBViuZsJQLqah5B4N+FtFn40TY/DvzyCvp58NQ2x0dRvNEXkj0hqT8NdZwz3EQZxypXggID6HkNpiSXVO8JVDvpvixX7pAK76ZwFqDuq58/7c8tqdbzhRvPXiug7/yJx7DscUSfM/BOx6aRaXk4r98ehWff72JUuDir33bEygFDv6vX7poH6RTTDHFFFPcHsqhi4VZKvKzglrbmxVSrgvbwHdsZ0Ko0ap+teThHQ/PYWEmQKTzeUjdQ0RMKaDsEiEUzq/28ZmX6mgPMltE5Zw68Zkw/GHMbZdCxsguUujW8EnG8crVjg1ODzzHql16mnBgjKEoJNr9HJ98bhtXNyMdTk1FQnnXC/GRuRCuw7DZSlEr+yg4KXZKIWUCbbdT3NiJKNNKErFycX1grVWz1QCV0MXR+RAOY8i5RKefUZD+mFWFC4myLpzqHSqEslzqLmACnNNxdAc5NpoJtloJusMc7UGBtlbBLc2GKDgVOFAjC56UQJxJhIED32dk/0g5hWjrzJ7OIEern4OxkV3F85hVE3ChcG0rwrkbfXSGowIy8B2EPhWfWSGoI5iYDL13dJczypsavX/VO6lVPxhFUEnbVgDg5asdxCm3pEFaUGetVp8KdjAq4HMuJ9RpJuAaAGplD5XQQ6az4bJcWnJ1N0x4drmkiTOlNInEcWl9gCjh6A3JamRtqSDlDhcSWT5qe+95DsLAxUwlQF5ItAa5te7EGZ/IwBnEHI1OSqHaMQcXCsNEoFr2UC174EJZFc5M1UcpIBLEcynzbphyuIyyjhyHUbMCRSorSGCu5iHJ6HrHKUe15FkVYJrTODx+pALHARyXkTLN2DdBKqQ0J4uUOc+UOybx2vUe4pRyjiqBB6JMlLZaOViepyYV5ZCuw8p8iGAsOypKxR6SxEAqCtKHtjufuz6wKksDYVU6zCr4AKASUo5fq5ehpW27CkA/5lhvEplxdKGEasmz74dJznWnSoZK6MHzHAgxUm0ppdDoZnj0RA0LMz6SlNvwb0PwuS4jNZCCDRgf53rKoYcwcFHy9xbetbKHfkwqtvaAFgROLpfwhQttHJkr2Sw9M4YAysBq9TKcX+2jp+8TlzHMzfh7upJ7HhEYUi8sdAc5SoGDwHOx1UyQ5dKSRaXAxenlykRuVKOXIckF5mq+zcaCJNLc7E8pcLCk1ZcjEmq3+k6h0ONrEHG0+qSgq+kugpTDNlLxAcBOm7KhpFT2OJW+7qTQpfNvbPXXt4d4/UYPz5xrW5JmkHBLDlL3QcqQWqj5OL/ax1CHzJs8tY1GgkJILM+GZMlLOXoR3S9pLrQKc0Ri5bnCZjNGPy7Axo45zQUqupvg6k6EzrCwJNxON8V2O0Gjl2GjmcBzHChJ6uTWgJSxW80EUcKt5dgKIZVCd0jznyHX0lzYexMg5VqlRIo1T6vo5mo+VuZLehwHKIejOXdWd4dk+nuSjLLhSDWmbPC8Ibgurw8ozH7XPRwEDuaqdN8vzga2S+UwoRiDceLMdRiOLZVRK/tW+dXopUhzocluaRfVckMqS4VBUqA9zCEkLXA1etmEbbOjF9WUArJcouD7ZzHuhynZNcUDj2FS4F/8wgUoRZ1eTLtnpXCojI4p3hqolDz80Lc9Cc9x8F9/fx1ZLuB7DD/1G1fxytUuFmYC/LVvexJRyvHj//XihP9/iimmmGKKw4ExNmHtMsHWAOwKf5ZL9IYFmr0MrX4G33HIttbN8NKVLrpRgSwXGMSFDrSVEErhuQsdDBKyQeWFgJJkxTAv9FxKnYk0Cls3K9Qms8vkfjV7GbbbKXXUA2ibXBMQej99n2GnneDcjR6RckqBS3qZ3mollMU0VptlhUDoO1jS3Q/jlKNS8lBwiVwoXN4YIE05ERMlF57DkGTSqlkGcY7Veowbjdh2cDOt7scXYbJc2uLJdRi4PgZPE3RKKSzOjix87X6Goc64KeluXpfW+ugOMlJoMOpGFWdUDJHyTmIw1CHsBbWoDzzHqmDoeEdB6sYaY56dGRfwfa390ONhmBCJEiUF1usxtloJVubJFkbdACkXR0oFISWOLVLgvMsY4lTY7CzHAXY6lN/keWQkGsa6OFWkYsgKgc12ggurfVxcG+DofAn9qMD17QjlcFSepLmwxdRsxYfnMqSZgMNGljLfcybC5GkfmFUttgcZLq5RUwQTyt2L6Hr1NMEGkDIs1sQhjUnaB2OLGw/bNnk1RxfLOL5YGimRxm6uCdVeQecnSjkKQYSwaXjgOGQNc10GBgbTe8/+NqNzKpTCXIVCwIWQkNpWGWpCU0oFqW1KjW4Owenv/ViTeVqpVCv7OHO0YvdvYYYaN0QJt+HTOR/tBX2XxLWtAVk6MyrWb+zEk2rKseMVXNksNDMWlVS24+F4HpuxObd1cRtnpA5crUdIMo6luQBxxrHdThCnAgpKB8BTVzapiDztRTlW9HWx4ycT2GjENjTfEHnXtiJLiLiugxNHKhOqJd9zUA1dLC+UMFf17RyQFdI2Akg0KW/GT3ksB4nmMYnQd8E5dct8/kIX9U6G0HcQGEUeJkm+kg7+NgQvc0Y2SSJj6H4qBQ7ma74lpsy+5btIAN91MEwpO4yBmmk4DkM1pHzEoe50GGcCrjtpV4wSgXM3etY+yoW09uH9IKXClibvh5rQYYyyGh2HOuAqHSAVpxzXtoYA9PjzHLKQ9/d22HNdxzYW+fSLdQAUUN/sZXAYw/EjZVRLHs4crdIzRJM5AFnsZqs+TF8C6rSrrLJUKiIZCy7tgkI5dFApuVjRnT7HlUuB79hz1OhSjpzhhqQkwl4ITUBGOTaaMXZ0Hl4YOpip+hONScolTVjquWyYcDx/qWPPJzCy8ldLvg3k9zyGUytVlAMPaS5wZXOAYcThO/SMOb1cxeJMSM1QSi6CwIE7VjInumPnRiPGZitBFHMbBTBf9REGLq5tDfHMuSbyglTVmSbgzf4Ya/p4PcYYGy1M2Wg+Rt+vM8gqoQvPIyIQIDKtEApJKrDWiODvUg8CumGC7pA6W/VRKx0unB6Ykl1TPODgQuLf/MoVdAY5Pvz0Il673oPjMjx6vIq/+M2P4tji1L74dsKR+RA/8K1PYJBQu+CC0wvNT/zyZVzeGOD0SgV/5eOPYb0e49/+6uWJh/IUU0wxxRS3Rrc/UrIAtLpqVloDz8HyQkiZOqDcF99zcHy5jM6AXt57UWG7LZpMlyQzKhna7lzZnwhrdnUQfpZLPPXQLBZmAkhjZwtGlrXxl+a8IMKoHLpEDOgOY/VuhnqbAtc9hyEtlG11z4XE69d7YGD40FOLODJfmvDCdQZkB9xupXj2QgvNfm7VRMyEgWuFUU93xyLQy/eVzSGOzIZwwFDvkGUw0ARdZ1hYdVfgOTag+dRKxRYHaU75OXNVH/M1elmv6ID4TIf3JxnHMC7Q6GW4uh3p5gDMknbj2WTGMjiM6Rh2r8jPVn3EKUeaU35UktPKPp0rCgpXCrZjGWUbpXj5apfyonRHTZMF1o+5Dbmulj28dr2nu2lRUQ69m6bI4ULBAUOss3noTDKb11QUpLzIckEr90IiLwR2tPW02c1Q76Q2E6bRTdHqZ5BKQWj1ndLp2qYwXJwJsDAT4NRyxVpfOzoMfwRNCgnKrTu9TCHW/YgaBFTCyYVUpYiY8hyGmiZHuaCcqc4gx7WtCGkucGQ+xFzVB+cU6gxFRZrQllYuFOVt6X3tR5wC63U4PY0nx2YWUSaRHoG60YOxXSnQOW/2UvQGOYSQo3ciRhlu5ZIH3yXrYJRyHWJP5+va5hCxJoIC38HTD8/ZMXpjO0K9k2oVHrP7PiJr6Z4HJsOpx7HaiLHZSKAUqRNNtlvgOZZ/FlKhPcisunPshKMfFUQ4lTzMVX2EvotqyQOXdL8PEyKyi0Jiu5Wgobv6SaEQZTTepaLjNWpC899h4GC24uPyxgBfuNBGs5fh1PJkVtDyfAilgGaPFDlmjunHOTqDScLHkGQlbcNebya4sT2k7CZGc9x6PcYgznFssYR6N0W9m+IgKKXQ7FCn2jgVuLYVgQuJh45V0Y8K1DWR3OimiMYUUw4jQsCoOYcJhaBHyajLZyl0sVALEGekGCq4RMH1+HYduj5sdH2UIhJtq5XgmXMtXFzro9PPJ5SsnWGuxziNv9SoUJWyWXDj89P4eTZKpGroodHNcGM7tl5Y81xKMoFGJ8NM1bMZg51BhmHCsdmK0eilpMYsJLr6GWTmSfNsmqsFWJjxJ0Luzbkuh66uOWi/N1vUiKDeTvVYnZxX84L+Pj/jo1JyLRl2bKGEJ8/MWpVmltOYtw03JI0Rzx8df5wKNLoZKqFLDSGksnZrBlogkZL+bPVTXFon0r7dz/H6tS662u53dStCe5ihn1DnQyGJ/E1Sgc6gAOdkr56reqQS1Irt69sRWj2KFOBCYXm+ZDst0n7TednRzSdavYzst3xEfO7O7Npoxmj3Rx02KyUP5cC1IfS7GxD4noPTy2UcWyrj2MJ4huTovJuMRS6IlBzP4rwVpmTXFA80fuHTazi/2se3fsUpfOr5OhxGk/n3ffNj+CNPH7nfuzfFG4BHT9Twl77pMRRc4cRSiTziLsOP/9JFrDdivOuRefzZr38Yr1zt4ec+dWNf+8IUU0wxxRT7g4Psi57noBR42G6ntvjOucT51b61YC3MBDi6EGKnlZCdSedqVEIPizMBVhZK9kVfGu8agEFK1rNK2YXrUDFIViIGX8vHqiUPrraTEEjVwAV1tFqtR0gzAddhVr3gew6GWh3DuQLnCtWSi3Lo2iL90toAv/fSDm7sRFirR1ZlMEmmabuSzlaSkvJtAtdBL9IdJnV3xFrJteG+N7YjXN8eYrOVIC1G2SO5VlC1x/JgzMnoDMhO6HuODf0ephwv6NV7oQAuaaXe8xzknDJJlQ43N0ouKcnaaAsiHToceKR6GGq1XOA7kIqupeswDFOOdl/nT40tEMUphTHXyh7GegQg0uHKeSHBOWWnSakwX/O1sonDc0cWI0BndhUSSaKL01wgKyj3zXzj0cWyXZ0PfEeHSVMI95mjVV3A0DbTXCIrhA5ll1YxVox1DOWCCuVr2zGavRF52+hmuL4dYbOVUDdGPa7zYpJQcRiNS2PLrHdSvHq9pwmqsTENo+xgiDJOpJwmCBq91ObdDROOmTLZzeq91O6vGW1ZIW1elwHZFx173/SGBTx3RDbQuZUQArqAVRNFnhm/jsNs19RCq7oUFNKcI+MCWSG10oboiO4wRz/mCDwHL17uYK0e4/XrPdQqHhyH2U5xRvXmuw5Z0sDsOYWi46od0BUtGevwCQCeQ4X9ViuxxS4XEp1+PpERNNA5Y77nAAp45WoPv/2FbW3nUvYzaoyIUVpB5LkOBilHnAi4joO5io9ySGREOaScOamJyyQX8HQn1yQTeOlKZ6IL6GZTZxGZz2fCEqZJxlEJSeFTK3mWmK93M2w1Y7h6XyijiMhrz6X8vVh3bxzExR6V1Hh+XM4V8mLUfMDZZWMc6GD1cYuxVMqSm/Q79PNqyUWWS0RakZfmAmkuwMDgMKZtbgyDuIDrwto+ja2zN8xxfTuijMaowFojxqWNgf3eVKtfPcdBtezZbqxbrcRmLgFEOrQHOQYJR72bIghcDKKCOk1GOQKfyE2T9WdVqAUHlwqDmKMf53j5SsfaIrkgNVlnkGOjEePC2gCA0go2WGIyzTkC38VcLcBsxbdToVSw19YsBDDQfVQIGmOFIHI950RKB8FIaVcKHDuvui6D64w+DwDHFyt4+FhNZ00mWKtH2GkltilMTy8gdfV+hoGLed04Qel7REhp9ynLidRr93OkhZzoKmlEfUoC9U6GzjDHUZ3ZlRXUQbmkGwtwoVDvUndYV6tlX7jUQb2TYLudINUWR2NVdx1SZmcFda+9th3h2nakz8NobPbjAkVBFslhKmghhwsk+Yi4ByjXzBCPaSaQ5jRHr+5E+IOXGwBGZCdAGWTG4h7o595hMSW7pnhg8fsv1/GpF3bwDR86bll+qajDxvzM4eWLU7z18IEnF/E9f+xhbLZSHF0I7QPQrCB+9D0r+MYvPY5Pv1jHJ5/bvs97O8UUU0zx1sLiTIhK6GJpLrCFEUAER6uXQyoqYn3PQZJKm/njOrQi3OxlaA9yNLopXAco+S6WZkL7kk4r9BEGEYeQpJgaphxFofDa9a7Ok2IQUk3kfZiivB8XSLWKy5BKpcDFbMUjYsgGfTvUjUwplAIXcUo2s5xLfO7VJtYbCeJMoDPIsNVKEHhUtLe6OaolKuhck+njUHEqFQUQm33pRoVVEBlV0zDhaHUz5JzUWOZV3wS7cz7Ke9pqJxCCQq7DwEFaUFCvybdK9DYLLpHnpoCTkKCCpNFJ4YA6AkIpnVdCQc/9uNBt5z2EvotK6MFhDFJKHUCd0zVhdL5MftVs1Yfv0XkruLT7YmCsowAApXB8qYTtTmptSINYgGkVCWCCwUkBJnUnOECHoY/lEQGwHQmpqyRHZ5Bby5YJPS8FLrpaSRPq0HyAxqTrMgS6E1i9Q/Y0o+pQICIkLyS6gxzlwEOu1VCXNob2+NKcirAo4zbjrB8XCFzHWmULobC6E6M3NCoWsuVkhUSrT4U1KWvo+BwGXNsaojMYBc7nQkJqgsZznZGqRA+YY0tlVEuuPV9JTgWpGU+uw0YqJn1dbLMACa1uI6uaYqPuZp7LUAlou55DRM/RhRJ8lyxG/ahAoQklE36/2YzBOeWzlUMPrmZAo5hIMschEs7k+9XKHioldyJfbRyGyGFj48mQqmwXgWOVIYqypISk7ccZx043wUYzsePBjKUk5/Z6Ow7D8nxIhLIChJIoCoFBQlZsx2W2A6TDGHoR5ayZE8206nRcwMMFha6Ph9/TGCVFnjls16PCu96hhgBKQVu9YG2cBZfYaCaYqfrYbCY4MldCOfT2hPgbsLH7RyjqeGk65RqYBYpxg0O17JFCVZOJZp9D38Ujx6voDQukWl0jpQIcmlcrJc8S1jSHcmQZRz8Z5ZgZFVgpIBLRfK/vOVic9eG7Dpi2qc2UPfvMGF+ONvdFnFIuXqxVSFadqUhRt9vEZhZUusMcm81EH+do7qH9oz/P3+jj2fMdDFIOz6FnRKOb2Pvc94igMkS26zDMVn14DrM2P4dBNwQZWZFdl2GYFESW6us2TDh6Q24buDR1VleccnvPmnHf7BGp2xvmtP/m39go+F8pUvrOVj1LeJcDqn0KLjFXDfRCijmryp7nWtlDrUzXMgwc+/xoDTKrql6rR9oyX4wy8RiNN66fxVyreft6Ho1Syr6jTsESSlI2n8NgG1+M57G9eq0HLiV1b3XJ/p7rLsMzFfq87zLMVHykegFCSsoNM4rz/cLnlVbJQqkJ6/lhcLiejVNM8Sbj8sYAP/PJG3jnw7P4kscXoEDdiR45VsP7Hps/8OE6xdsHH33PCpJM4Bc+s4Zy4ODbv/40zp6g1ssFl/iWrziFRjfDL3x6DcvzJbzvsYX7vMdTTDHFFA8+HBBZlXOJh4/VrD1wPG+GC4lBTKRKP87BwJAWZOMaphw+Z9rKRaRNxiUavRSirRVTQlJQvSRSxrwM+76jySTY4HlSUFHAt1mtTXM56rCnyThSN5GSK/BdygSDsgQBABxbLGGzldiFkSQz1i3ABayNaml+pJBamA1Q76YQSmGQFvA9l6xkQ3qZLgoiUurdDIOYipgo4wg8d0+miilBzIt4knEszYQQXOksLDHqRqitLK7rYJDklG2m81DMdl0dbFwOXEgFNHWeDdM5RaRCo9yi+aqPVGeFVUIfvWGh1V8KDih0OC8kKuGow1y7n+PYYrjXRqbPd5xxVEMPr1/v22vjuQ66UY7VemRby/fjQisaJLigWPMsJxLOdYhoGMQFCq4gtP2F1G6jbmvVEhWcOVcAFApB38d1IQRFhV+rT90YXcbwh6+1KMuMa7KQa6uLHHW1VFLZTm+5DqzuDQvsdEbZQEpnCClQLk1f20KrJRcvX+2iFLh47GSNGhFIibxgKHTg+cJMgF6Uo1zyECWkHhGZsASd68ISYqQeKWx3PSElFmbCURi5w3RTAceqYxij4tA4f4Qk5cggzpBxT/9MgeltmuyjcuDp3LgR3WC6hFZLDmplH1zKCRvc5Y2hzScb76ooJeV2DTIKzF6YCVAuudjZTlEJPZsjJKRCWhCpYCy7jDEM0wJS6kgvNirwy6FLdq+CSOpy4KLRSYl4caAJKiI8exEnd4fDMIwL2saYsn+YUMi4w6BJbSKvjRKwH+Uo+R7mar5VEGY6S8rkRHkeqZsurw8sqVgKPcxVte1W39eFEOjHAsxl+prTWDXkYc4FWn2yrBp7Kt1TNIeGvkPKsl21jFGn2W6kipqGVEIXUhMIZpwYpd+4YtEozMy1SHJBDQkKygWk7L2xvGOpkEkFNkbKUfg4LBGYFvS99S6RyjOhj/Yg1zlvLqKkwEYzoUw5SXa3Qih7bcw8G2iCSUhFCkFBYysrJJZmqeFHlBTYbiWYq40s8J0B2ebI2mq6PCqrWgOAuUoAITNUSx5SHeg+V/EhJXROXoE0Fyi4wstXOjo8X6s3pcQwEfBchkHMsTJPqrpy6KIUOujFnDKkLLlHFsXAd9Ab5lodaoL4SXHneQyBZs62WjERqdDZVT6p7MbJ//EcrCjh2GolcB2GuSp1E52p0LxH94uAVGTXLvnumAoVKHkuoixHwRVKvmOzyADKI6yUXLKscoVSSHbiSkiN34JAN/xgCqHnagUkzYumoYyQlImZ6vFiyKtML+AUnBRoUaqzGjO6d5WUtllJtUzPhHLg2tvX9xwkubTPz5myZ62wBq7udDlIOELf2WNHvRmmjMEUDxwGcYF/8yuXcWQuxKmVCn7kZ17HT/73q5it+PiBb30c3/DhE/d7F6d4k/DHPnQc3/xHTiDJJc7d6ON///ev4D998hp+5D+9jjQX+Avf+CgeOVHDv/vVK7ih5bRTTDHFFFMcDOo4V2jbGxUB+wUsM8YgdYKs647UAgAQeJRxsqgtDnb1W79VzlR8lEsU8j7uNM9ygWNLFcyP5Xk5DtDuZ7rwEfbFNC0kqmUXpdC13eYGCafuV2mhO1cplANaJY8zjvYgR+A5OLZUwtmTM6iGHnyP2VV/smAIMFAeVDxmTQKoWHRAxVQhiHQxxYjJkSqECTJWYIzySNzxymsM/ajQmVZMfz8RAOWSh5kyqVlKgWMLEi6lJR8ZYP9HdI0myQLH2kl7UU42tZzUWYVQ8F2GcuigptUy250U3YgUJ0a5ttVKiKzUxebxI2V9zUf7rpSxS2oSQR+jGQfdYUFZOVqRNlvxbZA2QHlSccZtR65SQJk0nkf7n+aCgtaNhbag7C8hSFGXFwKPHK/BdUgp2I8L9KLchkg7DsP8TAAhFRVPoYtHjtUos8h3MUw5klToTob0Hc1ehlLgoNlNrbIh9KkIW2/EljQ1VVdvSPl2Rn2Yc2GvNRcSXJIScqbig3OJ2aqPMysVzFV9soOyyXyigsuRGqIQuLQ+sOHsS3NU8AcedUtMtdIoK4iQMUqrXAf2jysbTFc1BSIQYm1ZLAceHP17O6ZbplbbbTRjXLgxUgoB1BBqmBRWOWFUPWSnGv13zkfZb+Yz642YOoIKsk8aNY6jJSxq7LwCRHK3+qQQXW8kNlfLfGSYCEQJR+g5dI1cBi7JtklEpsnBk5rwLpBpokNKupf7WmlF+8EARh1QE01sKn3u1hoxZqs+rm9FqHcTvHS5Y98pk5RjmBSUXwUikXoRR14oFJzIgNB3UC371qKaZBL9KNdd9xQC34HjALFuALDRjEnRpI82zgQaPSKjHAfYaiV0LHpBge5XhcA3yh2X1G2Z0ATsuH4KdnwCNF/FKcdvPrtlFZTj5LyxaALa1mtUd44J0NfbVgq1ig8uyD7t6WyvjWaCoR6P/YhPfDedP0EEFFd23BDpSp8xCltAk/eaUAVoPjp3gzpTSqUz7hKOFy62R9+hgG5EiwVSKRt6LtWIeO0NaR42z5GsoPugMeDoDgp4HrNKXnPO8kKi1c1xZI5IPfOckJLywOJUIPRdMJ1ryRiF/p89UUOt5NmxYLr2EhlI6sI4E/D0vxecfmYI5jQX6A1JYdWP6fnsuwxKKt25lo7P1R0RzcJInHK0+xk1Q5EjG2WqVWFJRvfTvFYJpplAKSRCPPAd22DlyHxIXVxdslwbYpSB3g+Mkrgceri+TZ1QZyo+rm8PcaMeUc5dN0N3UJC6MSOy1HUYGl1qTrPTTtGNcjiM5v1hylHyHSzrzp9N3aiCAbZjp7SNMhSiVNy0UcJuTMmuKR4oSKXwU79+FVHK8cc/fBy/+cw2HEYvOl/+rmXUylP74hcbPv7lJ/E17z+Kz77aRKuf4zMvNlAtuQh9ymH4f37L45it+vjx/3pxtFIyxRRTTDHFvjClt+cytHoZ4nz04j0eNCvHLFK7g8+ZVmf4JrNEo6qf0Q6j5/lsNdBZPwTXYbi6SQX2km4BX3CJuVpg1S/mJTbLhA1czvSqr68tHHlBpE3BJWoVDwszAZJUYBDlOhh+RHD4LnUtc3QXREB3QBxktgPXqLtUAAki5VxGxcSMtlM1uimSnGvlhrSr+WM81MgaMoZhwpHxkdUk8BwkKbf5XnkxypNyQEVXXkjUtFWoFHpIc4lAF1YKRJAZgsV3HYS+gzjTWWNKt7AvKEDddOhjmjnLORU3cSZQDj1rBTVkmCmmAm3PSnOJOBNWDQN9HcYJPuYwxBkp70xxnO2yRgJEfrm6cAt0hllZhyGbTClDRkLbAkfd7ygDxkBIhZ12atUhDqMcmCjjSAvqGOg4DK7rTGR7ciEBxuC6DOXQg4LCejOxpFxeSLg6gybwqaAXUuLS+gBXNiJstVJoVyOyQkLo6loputarOxF2OimihNM5lQqlwIHnMVRC124bICtiZ5hT+LvuNGYC602xmnFpA6dHv6dssLg5F8rYnnwXA03ApAURB4ZMGAXlU1GdFSMCQCkKve5FBakyBYVrm26AhrxiILWlyRiq6jkjy4XtJjhfC2zIduA7CAPKvUu4QHdQoNPPMUgKJBnZpKJ0RCaZDKqsoO0NUo5eVKDQGV1CmCwlZTN9jMLG12ouk4dU8kmlOVvxycKr7x85Ng+4LtAdFHjxUgedIdmr24PcBsjHKeUX2vw1TTTb7oIgwqIcuDZHSwvYAKtulVaBk2ZETnuOQ/YurcaSUtlGBV1N7ljrJ2NwXDaySUsiQ13XmciaynWGG0Dzswn1pusjbci+6XrJ2OR8FWekcJopezbzKvRda1Euhw4WZwLKpNKEkNmElNAEns5U09sU++Tq5oXAICpo3ko5dtoJpFSYrVCnvnHLasGJVM5yga7udDgOM99lhbCkHWNMz/ew45DOG103LhSijBpktLX6KckpE86Qskqr0Fo9suubea3glB0WpTSXMcZ012GF7Q7lXya6s2W15GFxNiDlks2L06SxtAcAYNTowXGYHdeMUUfZ86sDDFOOfsTh+2TFTzKB7W6KLd3p0TS3GJ1jUp+VQtde55xLRBktbpk50nRYNE/pTj+3lnmlgPmZgJRwngnwp/01DVi4tk0DsIowozjM9TPANMHhUursM7JE5lza7rlpIVEuuQgDF41OZpXddowq2AgDY/ncbMd7xtZ+mJJdUzxQ+K1ntvDqtR6+9StO4Zc/u26l+kfmAnzgycX7vXtT3AcwxvCdX3MGH33Psn2Im5WMXpSjUnLxg9/6BHIu8X/90sWJbl5TTDHFFFPsRaC7nJl8IBMab+oSzxnlMY3zN2altd5NEafc2r3Kvocjs6Et5AcxRz8qsFaPbYEFUOHXGVCOjoIp8KDVRjHOXe/ZMPJcSGy1UvSiUeFU8h2MqDMqSEz4vIRCOfQof0YobLVTW/Q6DgMYbNHR00oAADoDykHZd61lC6DCoRx6GCRUEFBuF5EnJd+lgtAlkokrY7UcERJGbMEYZXgJSXk4kc6wMueaAuxHGT0FVxCKAvMHcYEsF1QYF5QllWUU+k7FGG0j1AHcldBFb5hjmGjbjiArHhRd06pu1+7ogiHNOdJMoDfMkRZEaJnzn+acbFee6Z44IrsKHX5Px8fQjwpwXfi7zv6lRZxyJCnH515tYqbqoxx6NgS90aVMtW7ErTqs4FQ0hT6pJkhRorPadGA61xlinBNpstqYLH5ch3LhBjHHIKHste1WaomtJKPjz3OBUuBRcDXIbuTqYtlzHa1oUdaSRVYiukZKKQwijkrZRXeQo97LLEEGwIbsA6QCHC/kcyERxZxI4K0hZY9pEmo3wWwQBjROiWQRUFKhM8yxqlUWaUHh7LWKD0eP+dBzsLxQsgSaKRbTXNii0vwcAMo6i0sBSFNhs65mK74mCEnt6bsOxukS16Xzvd1Osd1JR8lCikjGKKHzJkFB6p0BdWkkJaVEJXSRczr20HdRCGm7PgpJ51+BrvcwIVLbNL8w+10KXUDR9pKC9r0fFxDUvJFswkphoK9DZ0A5TEYJmGQCc7XAHj0z8zoAANtNSURBVFes890seSNp33wXKHlE5KW5wI2dIfox5bs5+r6olSgL0HNoHMzVqHtfGBCRbMkCx1i0iokgfqXH4lyV1KPNHuWCtXoZ8kLYuVnoY4wzASnMtXTsOKex56PRHTUjAQAwIrNKttMdERGDhFv1r9R22ijhSDIJCYVWL0OzS11R+0lhCa+ioC6k48H6wMi2aj/HFZjDsFZP6FgVNJnm2YWHcQLccyhfUCqyyc1WfZR10HqqSZTx71MgFRhzSHVliMnxUHRTT1AOJbPnMs2ocyxjRPaNny97Xcx8n5HKMuMjC97rN/roDEmtyBi0epXIHiEVlCZ81puxOTn0h7Zch4EDX1sjjWoy0rlmNNapO7GjiWWjvFqeD3FssUTbweiaKYXRwoSi+ACGydy8QVRgLKURUim0Bzm6Q8pUM4tFaS6wPF8aNYxxGVq6wURgyHVOimxHzx8AMIgKbZGlRirGEt8djjo2SimxUY9tnEGhc9AYA+aqtPDjMFpYMfc0L/afI3djSnZN8cDg8sYA/+0P1vGhJxdwdStCZ0jy4yNzIX74//EenNKtoaf44oPDGP7c1z+Mr/3AUQDApY0hfvaT1/AP/n+v4Cd/7QqOLZXwVz7+GDZbCf7tr17eV9I9xRRTTDEFIfQdnbdFhEiiyZxWL6UCzXNQDlx4OuOFCjYKIA7GlCBJRnlZacGx1oyt1c8UWbQqP3qNDn0HeUHB2CaM1nWB/jBHnkvkQqIXm8DvSdVBlpPdIfAcVMYybVr9HJ1BjigVqJZpJb1W9rBQ8y3Z0RtS9zYuFFyXoRQQ0VIreViZLyEvqDBudFOt9qAiyahZACp0Ih2sbLJ1TGaJeWHfbMUYxAVKwSjPq1py9Uq3RDfKLcmlFJEwphAzMITD4kxgA34VqBgAgELoRgL9nNRtQqKnvzMtBNabqQ0t9twROVgIhSgtkGTcNiVwXSq6u1rNUwqIWDKKFQagGk5mo5irkmQcoeeCgVmSK/AcS/IoTCqCACqw6t0M9bFgd66VS8YaZEizvCBlkdQqCymJTJyr+iiEzpDR2TqBUZ8IiZLvwnUos6kQCg50RllB5Nl8LcBMJbDnSCo6NznX3zemTiPFB7dFbhA4emwwBB6NwYeP1nBssQSXUTdN1yFFTa1CVl1z/JyrfdXnQl/fNBcTxDIArbiAJQAZYNUaACZybowqxfeI5NhqJRCSxgc1fBiRldDfmWn13/i1FYIylRij85Lo+1Uq6iCY5NyGmRdi1CkTIBdGd5CjOyS1zLXNIV663CGyWNH2Zys+5qq+zibzUAocuA6pQlbrkQ3ypkYB9Dul0KEsLtchIq/sWdViqjt+Og5Dlkn4Oq/LFPOm015ScNvh1GEMkVYrxhlHqlVp7QGpWvJCgI0RpUb1aJAWAmlBCrIsGykCO/0CrUEO5tAcqEAEve+b4r5AlHA9tmmfA88Fl9Tx0ViRxwkWY5s04fTUGEJbWo39WdvUuJDIxSgfETAdA114HuXhEUFLtlahyX2mb1EplW2oYFRhBZc4uljCw8eqSDKBjUaqCUNo27GyqjcwbZsbUya6mlx0HAY29mpOCiiuyU9gp52iPcgwjI1lWNqsR6PECz0z7gWqZRdzVbJOH50vYWkuxGOnalbxGwYOSproGsSjnDwzXqkZBRGvNB/Rd200SSnle6T8NMojY5XnYtQ1NteB/a5DZJmxIXouWW8HMS3sdAaFVsM6iDI5pjZT1qqeFaQ4haKYAYdRJpZR1wlpsrFIETVX9W3zDiWpe2h7QPmarsNwZC6E5zLbXdfcI55u4uCA8rqYQ6S7bSoypijNCoGNRoL1RgKlYAlqs1BU0g1Pmr0MdU1yFoW0al2l99nci0qrXF2tTItTgWRMrdsa5DYMfxAXttNkVkgEupmMsbEHHrPz4K0wJbumeCAQpRz/9lev4Mh8iCfPzOELF9r2377/449NSDOn+OIEYwzf+VVn8I1fehwA8OLlLrJc4LmLHfz8767i6TOz+LNf9xBeudrDf/n06n3e2ymmmGKKBxf9uECkrXRRQi+bRr1QKVO2krFF+Z6DSsmlTCBFpEHou/A8sgcB2tgw5lpbmAkn8psMTBaQWRkmYolICdd14DA2UVQGHhW2gU+fSTPKfyG7DREphlwZxBzrjRirO5S18+iJGbJAmhwfRfYZzhWGSYFBTCvy7X4Gz2U6d8ejMG6p0ItyDHWRJHRuiMmJyQuJRi9Do6tVMXqXfR1YbcgSskxBZ7JoIsRzMVPxEelCW0hlj3k84+naToRqmYgmQ3gNEoHAIwLEED4AER39qNAh9yPV2JHZkT3UWGjyYmTZMWRk4DsQElZNk+osICJExIR6x1wd13WQcQEJKm48l+mcM4KnSTx/TOmV5nKUyZbrrDEu0RkUGMQFBlFutx94OjAZsAybIVcBIkMr+nq5OvS7FLhgIMLQZYBUEkIRwTlb9aB0J69+lCPU75XBmHLMbJsxBqFoDABAu5chyTllSPlk+cy4QHuQ4/rOEDudFP2Yo1KiorQXFUjMeZfj3fHkhO3XHJpSytoxDUJ/ROp6ulAuBKk1qiUPJd/VXSj1/ZsJQKtwlFIY6iYANN45VndiS6oaG5rpShmntM1eVBCBlXBt1VRWzZnp5gdK0dgzY8IG2RejboZ0r5DN0GQdGave+DjyXYaCK6zVE+RaLTieQVQxkRWOY+24DtMKSDGyRJlg8IwLSN2l0ip1xtT+SSEwGBaolX0EWrHo6i6srsO0UpSKcGMJVIq2Na58yce2aX46YbfS3SebvRQZlwh9F44DDOOCSLaYI9G5Zr7eD2N53U0+0jFw+3fqiOlOfLmrlWFKjazUUoxslxTOPuoQW9EkBXXsI6LMqsSgtLVZkx96PugOcktMcyHhOrAEJux2uFbEuva7zPg086oZM2YsMtA1rVU8OGC6KQOzBFol8KCkyb6ibLr1eoxmL7ekYT+hrK/1eqJz2KjbZFqYZw1lUB2ZD0fXTSnknD4zTjKXQ7pW7QEtojCMFF2UY6kQJ7qhQkhzua9zCEmF5xMxM6bYAiizUEi65+JUWHJJ6f8ZUjDOBJTUc3rMqbGDVPBcB41uhoHOPEsygdWdGBuNGFzfB41uRh2OM+o2amzOpGwkgszOjy6RYoUen+a+m9OqOVqYovvcNJEQEri2FdE94TAMY24XctJcwHMYKiUPaaGzHhXdo6YLrFDU0MbYYscxq3M8m/3MdvRNcyJj24MMGSdVIdfP+zSbdmOc4i2Gn/2dG+hFBb7/44/hJ3/tCqolF1Eq8O5H53DmaPV+794UDwgYY/jWj55G4Dn4xGc38PjJGk4freJTz+/AYcB3fNUZ7HRS/Naz21iZL+FrvuTo/d7lKaaYYooHDkYBYv674KOV3RvbEb18M4ZQd0wa6A5yUim7UntiqYRK6MJ3HVt40naJjDH5PaajnCm6DAkWeA7AYG1KccoxzqpwSUHIRuVDGVnMMjlcSHsMnuuAC2kDmIlQoGDnJBUIA9cWVwoKue7M5bBRJynXZViaDdEZjELQJYByyUOScXieA5/rY9XEn+liaTJWhKJzafKqTh6p4H+83oSUCp5HNsKcE4lixFxZLmynKmPdcBhDo5sizbhVp/maDEy5HOcVbVaLKSRrZc8qIkz2U+AzZIUaWQ0l2RgrJQ85pw5qSTbKJTLR+I7DrAUvDBzEI8cbhC1WySI6SIqJXClDfPGxnzU6CZijs9EUKWNCnd2VF5PFi5TUwTEIXEsAOFoRYP69F+cocqWtTIqyYUy4NUht5muVT8GhFUkjoqLsu7qD3SR54zKyMfreyJqDjH7WizgCnXGXFQJSOiiKAsfKHpq9wob6j+fkKGVIYyLnDC/iu6SyMNY4o7g0oftUGI5b6Oi46t10woYE6PtHqQl7qbXqjpFI5tw4WiFlCL56NwP1ZFD2OlZLHtln7TWVWl3m2vNoGi0MkgLQRAlAdiPTrbUUOIj0+OpFBRyHYWWeFEBpLlAOHQAMvufaEGwuydIrlcJON7WKJC4lZEz2VtdhYHCQ5JxIBuFYu63DGJjL7L6XfRdJQTbiUuBqYlcg1PdOpu2fLhvlOgWaBC3G5hqA7nPGYAt2c0wKlHtl1DqGGOxHBaql8oQVEoC956olTzcnYFppNZoIXYcyxd5/dtF2sOVc0Xw0tqBwZC5EW3e1BYBeXMBzHEvkDCIKYvddB0oCRxdL6EUFMgUARC44NG2iMIovENHai8gWXS171ERD0FiMx+ydhc4x5EKi5E42JoH9DM2DpIIiKVR7kGOu4hPhBliiLVaay2Ok7DOdPjMuUQ5pn5OcFFxJxsmq7ZKlWinKgBrvCEnqWAXHZVCGEHU02Q2GtBCohJRN1ehSJlc5IAt4IRSQScxWPCilnyEFjevxxiWh59DCDB/lQHqug7mqP9EIJckFQk3mc0E/LzS5GrgM5ZI3YWOWoGPLOS1Y+K6DTd0BU2FEIo67WrJCwnUczJQ9ygXUCzamey/XCjHXBk/SeNxqk7ow8DzbmMSMxkJIOy9yQYTzMOH4/GtNSAX4AS0+JanAfC3Qm6VFJeaMOrwaMMaskjnVz0GjenMcev8w85wUEpBjG2CU1XcYTMmuKe47njnfwjPnWviTX3ESv/XsFhQUCg6cPVHDD3zrE/d796Z4APHNHzmJ+VqAn/7Na1itR3jnw3P45HM72G6n+MFvewKNboaf+90bWJ4P8e5H5+/37k4xxRRTPFBwQNkfhUs5HIkuYscXW4Uy4eakOqiVPQi9UqyUQr2TkYVFUEj6TMW34fLtPq3EOlqKYAofKqLov8kmo4sRAK7HbGiv4bTq3dRmkgAM1bKLYTxWBOgV713v0Pj9lxtQSqFW9tHsadKhkCiHHpJcIC2kfWE3Qc9cSLx+vYcwGFkjXIfpDlhERox3GTMWUF+MCs7uMEdWCBuynWhFBgXx00r9+DYUyILEFSlnxu2M5vdMAVMIiZrjohAAnBEv6DDKX8t1eHCUitH566WoVTwkKSkdQp+UT65Lirc8F8g5rCLIc6lwLPkuhkmhLVAOBjHfo0gCY2BGvZFLq5RyHWeS9OKjznlXtiJISSoOxoC1eowMwPwM2drGQ++NwqikFUih78IBkHJhr7mSDMyBzncdWcrsuZU6QFsA3WGGmQoRKYyRWiIpBAJNGJRCD7NVH4OYSAGhFDylKLsHVIRLbQtMdY0VeFoVFDgIvdG+B75D3eHE6NoppVAJXWy2EmvPKwQFlfuuAymJJI1sRhVZV61yCAwKStszSUVliOZCKDAoS2qVAhdHF0LdfZJstHKMfSDCYfKuMcoMb4xAiVKuG1RIbR/2JghDzx0NRKX0nKGz5AL9wyTjyAraJuWhUWG/1kiQ5qRS4YLCz01jC4By6IzycWzI0blRo86IpgBnWr1DKillyVZfk7qxzifkXGEoSIFUDV3bKAIYZQLNVX20etQBVFrCZHS+lN6XskeZSZEmGmncOzAnhemmGOXQpYwtrUD09X6mOlPM050mpaQupuabjN1MaMIPYJT9p8dI4JGlVSpl7XdGOVMUFOxuthXnZMcs+S6UuXYgmyU0cTcb+qM8KkMKG/WYzpEqB561jma6mYTrOjZfahBzeO5kAwsDIZUlHkyDilrFg9THanOt9PyZ5tR1j7GRuspMLalWGtqAfCUnwugN4Vz2XQhFJGx3WOhMM7JOSq4wW3V19hudj0Ynsw1DlCa6mCa+elFh51D6Dgp6Z4xZcrM3JHUkBAD4ulPqSN3pONDWcT3uCrITkpBSwXMpPqCnCSp6Tklrczb5eUIpuIyeYYHH7H6Zu8Vh2v6t5xqplH0+0wLASAFsMiKNyswoTQPdcbMcUpOWQpNW4/ekUgo36jEqJRdJSs/E+SrZxBkwtoAy+r5ARwQoRYpuc708h8EZc3KZ62s6WhrC2XTzZIdsWjf1hk1xX9EZ5PiZ376Osydq+NKnj2C9HiMviPn/Kx9/bM/DeIopDL783cv401/7ELJC4fxqDyvzIV671sPzF9r4i9/0KM6sVPFvfuUy1uqH69YxxRRTTPGgY2dnBz/0Qz+ED3/4w/joRz+KH/mRH0GWZbf+xV2QoGJwkHAkGRX8nuugKASWZkO92jsKLKbChApBW4hJslwAsLlApPCSljTb5VSA6zgTSh+pFUs36hHKumObUqOOgApUACXahtOPKfsk8DTBpYsIQ7h5zigfqRdxrSoZkVdCZ5PMausJAB0wTUU3hWWP5f4A1splMngMxkm28T/zXNoC+sJa336e7DAj687CDHXp6iccnX5u1WEGgedMFNi+66DYJ5BXSPo+U9xQJy2deSWhc1OUVfBBZ2xJSQVumgmbJZXpIlYBtghJNAlnFF7/f/b+O9q25S4PBb8KM664894nh3vOjbqKKCCJHBoQyCbaBpv2s3HoHqZt3D383G/Q9hu4H37mPWS/h/GwB1hgk2zAGIMB29AYDAYkJATSDbpJN558dl5hpqr+41dVM6y19tnn6kpHYf40ju45e681Z82aVTXn76vv+342iaXEjEMbVohLnCr31xrJ29gfkYn2yzfHtWqNWhNAVAVaNGavVWvmEkcCSZSRYtLvp6lCHMga44XDMgLJM2nQ9bEyCJzfkWXRUH9pJ4kDyLdGa6LxcFAbBWPGa4kStsAXUArYNcyN5lurbUteaGzvZzPG86FP7K5xkrs2lb8juSJjcMUfqiCCBXtJVsZM4QGOw3GOq7eJcTJJchyOs1rhAA7yXLKsLrr+ggzr9+vriRuznGGc5DVmXFX6aSWO5KVFDLvCyJHsmPArY+FgnKETUpGH2BSCeO7KoRtnubLeYczNBQsGC8bgecJUa+XwfeFYRcz0gcsfGMlfJ1kBITgmGYEPh2OScdvEGaB1bPcgddJfoATYcsO6BAjETI0HXFiR7Nl7o8zoVQYszbLSFzHNlPP0or0A5gpj5ErVQMnQyIvTTOHFGyNkZv2y1XMtAJDlyjHaqOgDzWdPcHBORTmsx9w0o7X0qZf2keUK00pFRcbLIhvWs+tgQsBg6BFgZ9k+AK0nGiXL1jMegAfjrJQsmmvRKOeaZTPSGCLG6XiaO6Zc1TyeAFwCrj1B17rvWFLEDF0bhOiGXm39IBCZQZl2WmayA51Mw6j6qaqDcwa88g1TqSoBlYZhTAA7AVXkDcad7Nv1n5ljo2lO0n9BRU/mhf1eoTQOJhkYZwh88hzrGjl7lisaD8Y30rI1GbPrMXPefIEx8B81GNOCMeODSD+OjKRV23tVeXbninwqrc+ZBfwt0zb0RO255drDTdXUinG//UvgkWdXkhfGTzM118Dc/WeAW2ss+GbHmQ071o4TLdjVxj0LpTV+7NeeQ6E0/uLXXsDKIMDKgPTU3/alZ4gC2UYbR8SXvnEDf/rdp1Ao4PZ+gpNrEX70V57DP/8Pz+BNl4eIQ4kf+oWnsHtMqmsbbbTRxmdqaK3x3d/93ZhMJvjJn/xJvO9978Nv/uZv4h//43/8Kg5GEpTEVJWTkpOEyvgN2RdUC0wVxuvJvnQGkjy7kkZyDtBuNzEfyjdsVjmeLzkCn0y0c7Ojrsx5tw9S81JrkkfGXJIAaCNPKZyvCxf1xN+2d3+cQZhqfdXkMTFVEa3nCedUfctJcQzLxFZJg7mOMJAzIEb1xVsZcMkzviQA/ftgVDJT7M9t9TOtSnCpmoS5PjP+ZZyxMtHncAwim8xzI7XaG2VIMioDb1lNnDEkqXLAkdIak4z8bSxQmebKyeaKigyuMNLULFeGRVWXykjjIaVVmWhxVkpVfElttoDn3ijDKMkxmlLiNJrmLokDiO1jJa30feH6FtqaQ9cBQSmY8QIyhvySKphxTpJDe02W3QMAL94Y4RNXR5AmUbKJUKEU9g5TV3mzGspUUyOpLXNMuNwY2Ge5wuGY2HMKZN5uj6F0dZwox/qzMUoK2KS9Gtbw2pqY25hWwKZCaycndf1o/j2aZCZJp7FkWYZ0rRp5bvuslAITmF0f6Zwxl3AGFdaFvc9JRmw0K0PV1V+itPKzwI41Qyc/IAKyru9MsT/KTAU8C7TTehMav7LqPC60xuGoBNehSA6Z5hb8VI5tk6YW3GBujimlHQtNmuqqFtxRIKN9C7jY09piEGlOPnMwfTKaGvNxwYzdeF1OBpBcNzWG/tOsIKkdSEpaKALxx9P62LZR9Qk8nORgDK76JABjTG/BtrKzo1AaZigBWjU2joIpxEDj3gKWSaIcU5JXwB9bLEJw5kA1wUoWke1TqgRq5KuWHeXamaPSPHddI2NS7p45uUKa03d9SUVArO+a9bXSoLlOgAyQ5oXxlCr7KjDAtAVMsoLmnp0fSsMBVnYzw0p2bd+kKflZSc7d52wxgdE0xzQhrztmDOo5Z4gC4dYejRIAJYmywnhC3nLV52OhtHvWESON2jCa0JpiC4rUgHI7LisAofVZtP3d3C4YdHxTaZXmnRQcRa7d2AfIzy3yhGOJ2rlPhRHgWKLk0UjPhl4kITmDb55t06RwckcAzl8TMOvFJEdhfO00CLgKZXntGjRfBWNQRbntUZ1Wlm16nGjBrjbuWfz2R27giRf28U1ffAr/4Xdfxm98+CpeuTXB1kqIdzy8dq+b18ZnSXzN207gS96wjkIBL9+coN/x8Njzezic5Pgb33gZ42mOf/oLT9XozW200UYbn23x3HPP4SMf+Qi+//u/H5cuXcJb3vIWfPd3fzd++Zd/+a6PRdIHbnyCBLJcORlcVgGIJKeqjIWusw7SvCD5XQPscqCWSVQDK32r5M+2JPo0pYTBJeGVF1l7Hlv50TIHqmRvW3ULoJflopIMW4Nbe63aMAks88smlqEv0Anr4INts2D0si85Q55bAK/8nC+tHMgmuKrGzMmVcpXxbIQeMVAmWYHdUWqYAcRaqTLZQ5P0HEwyVxjAMoQK43NlwRHLfLHXbeUj9t9VhlSV+RB4nCp9ydJzjb5Dvy8KTffZ+HxV7zSxA0pWgTKyMaU1fFOJzJojT9PCGUYzMBS5Nobw9G97XTuHGaZZKYe0TIosL8dd9R4DwP4or4E/ylQPTAyryHqdgTHjKUashMJ46oSeqBklp2bs25+ElSTQSeiUcu1IDJgkDJtomhXOZN5+JjMeO77H0Y28GmBkr/NwUiAMJJQufcYsU8mxqRqZqz2OM7rWGtp6fWUFxoaRR/LUOoClTfsKRUxAy9axCXr1PjsgOFPIc5IVBV7pyRR4ZFR9OM0xTahyYzUHLRmAZOrvbiEj1qYFgQDyZrLggJ3TudI1oK4ayrAuJ1lRsrNyAtEIfOAVsKEuT7bhyzojp3rsaghB98WCi4Izw4wkA/e8IMmmYwyaz2gN49PWhBEJMLLtonksHKsWqINmJPUUpfehYVJJbiRrKIE5aKqK6K7FAMLCjHkpjYl8dezndB+kYWla4FkaRt94mpMhuVl3GWe17zuQ1fgMztPl2E/bzRUbk0rfWx8oa3x+ey9198Ku9+Mkh2A0Rg4nmSuIkFbmnvXwc+fW1IeCl4xcba5PCALGciMlrsrJGYipVG7slIUWNMg3KjN9VxTaFbdIMgIxfY88u+zmQm4YkFVw2469JCsARlJRrcv+sps4niRZuZ0bWpfgW+SLGemo1lT90K5J++MMk2nhCjtkhTLm9iUwOZ4WmJoNkEJp98xSmjy/LLMtqwCoB5OcNrk09Y31Hay+D1TljLQ+lYVPskJhkuVU9VlYOTx5dh0aKXUVHLRt3a1Ugj0qWrCrjXsS2/sJfv63X8LD5wY4HOf4wBPb+Le/+RIYA/4f33z/vW5eG59l8We+7CweOttHJxTYOUjx0Nk+/vQXncaptRjvfddJvHhjjB/9ledmXl7aaKONNj5bYm1tDT/yIz+C1dXV2s8PDw/v6jh2FQx8XnvZtEliNdmyO7qLjuFYPoKjH8samALAVXpsLr0kdyqTQmA2uQSItWATAa2BUIpaEmXZAc1vprnC4Tij6ouFcjv/VKWvrBo4nha4vpvUEmF7/MAX8D2O1Mjlqgk+AOfrYnfbm9UnaYe6wRDSusZeyo2HWVgx4m1eT5V1BlUmSy5xFJSI276fJoWTvCmla2BeN5KIfEmeMQcp0lTNsPOs35FNpixAaK/XersIk/QkBgi0v08qrDh7PPv5wpgQScP+OJhkjn2ntZWGGolUUTLkOGOIAwlfCtcehrpkEihZSrU+Nx5TaV56+mgQU60KlAWewKDj19kqFUCvZBiWEUgBwbmRhpXHqo5RBmJApJnCwThzckc6LnMyPypaUDIPrQG060fTMgvANUG1NC9ZKVKUBQsEZ4hCMbc6qusb2z9G4mbDsp8AAgILrcHB3JwUjLlCC75k7vxN+bKTjjkvK7qv4yRHrpQxUi+NwzVK0LnpY9fsZDu2stxIWI0XkGN9gaSiWuvafbFjyib1AIzMTKBvKupVL4Ob81jUk/HSd8pet71WCxC741oWIScWWehL03caSV7QmDZAgf2ek4SBAPUoINlWkhuAMLdSNporaaac/HJ/TAyw6tpJfl90P0eTnCr0aY3IyN0c6w3N9Yf+NUkLktYZ1o9WGrmC81SqPhOmWTHXhqbKmLTzWJjlKQ7KgimuH40/mf2sHeuCM4wTYoJaxpVGvZKlbUu56aGQKQWvUrQAGgYUpfU+8mV9/JtryXIFrcrV3PdKxlJqZLDC+LNZJqwde+QrVzJ3lSYW4rQBrjomndaOWVctNmH7plqxNVcEZE/SAp7H4ft1/0rBGEYVxqDW2vlz1Temak2peXbZzQYGuOIJ9ppsm7QumZVSErgnJHcefXQe83kzBtxmTeW8ShMTmIz3MfMcaYY3xxduXrRgVxuf9tBa4yd//XkAwHd85Tl89Vu30DMVLr7+HSew3AuOPkAbbTSCc4a/9t5L+Id/9Q34kjes47Hn9/Ejv/QsnnppHx94Yhv92MNHntnBv/utl+51U9too402XlX0+328+93vdv9WSuEnfuIn8Pa3v/3uDqQoMZgkOSYZedlY5s5omrvqSxpAXnl5r+6G29/Zv2dGRpeaJM/9XJGEzv7Pfl9pDW0Oan2fGKMEofp9jRJcGU9zjLPCJGN1Q12bbFgJn21fklGVvkJZuST9VgqS/NhWOW8QADuHKQQHJK9U8Wp8xjJjLKCltUbSuHalqTKbBpxRdGEkGYwRaHEwTrF9mGKaUtJvvzvNqGplsy8sUyHNlLtviQENLNiQm6QgCoQxWi+/vz/OTNJAf6zAsdpvtr327zbxsEmwlQZanxt3vbXva3NvS3BDQ7tKnWlBZmL2e5Y5onV5XQCNPbpmYi0ppSFEeb6Sa1GyLKKgBHbsf500hgPQZBSf5tYPBg6sKyxIYcZ2UqkkmhfKjW/BiJHGBeB7DIHkmKbK9U+1L7KigGBAkhIzxrFhFM2DojKPqn+gNUJJsiDrxwYYqaaZA9zNH2J9MOONbn2o7JjZOUghK/cKpp32emDnZOXaF/2pzvtcExigock43IwLJ300fW/nqpTEGiKAtDyObwoCHCa58/o5mOSmrykxDj3hpHP2uOX3ie0yTYkR5EnuPltoTb5/FVldbmSM44SYgTapzox31O29xIydcp1JChqbgeQEOufaeITV+88zDDDbtsgYhxdKmXlFv8k1/VEa8DwGBWIiWYBlkhUIfe4KEhRaO7Nzu54mWYHRNHfM2/I+afjGCF8woNAlyJMbv6c8JxZgmpX9bMFNC+xo0Jpl55Q1pGecrmeSEtjkABQ2O06q6zSB2hW2IoiBpUEsTcugtRJEDQIq7XPBjvXcMNUUaJ0+sRoh8oWp4Gn6QdP1eRb4B6AVzPqiHQCSFdpULqRnQtboR86AyOduvFppsDCyWPtcZOZ5kmbKzX9bvXg0zeBLYn/aCsMz86ry/BhNcoBpsy5rhJKZOUbralqoci6YCbw/ymrrsQb5/E0rXpPV+2CBKDnznCn95iZZYea46WvzDFWqPn/tNxlsQQpifmfueV3269jKSnOzbti2MnpWWV84W3mTmXnR7C9PcOddd6doqzG28WmPD358Gx99bg+PXhzg+euHeOqlAxyMc5xYjfC17zh5r5vXxmdpWBPi97zjJK7cGuPDT+/gj5/dxYUTXXzPtz6A3/rjG/jPf3gNa8MAX/yGjXvc2jbaaKONTy5+4Ad+AI8//jh+7ud+7q6+pxWxnKaAe3n2BWWk1qTbJvgAAKacZ4hS9HtPlrvj9nfW1truUNtd/IxRIpnk2mXa2uNIEm0qBHLkGZDmurbzb4/FOFXN0mbnHAAKkGRECObOb50ZGbMMDPJcUeb3RV6VyhRQBUc255wKwK6tNicZVE5JhzXgtpHkoCpmzPxcUSl7257mMW1IycA0jHSU+kRX+9t9p2w7N/4p06KA7zFiKDUIL9NEw3JRDsYJ8lyjGwkcjDJ3nLTST4DxvCo0Ck2ZkzIyOMbKnfhJXmcgJKDrJlbXLDvBFhig5J4KDqmC/ICyLEdeaKhCIzfXBACTMVFEppl2bZWe8VzLNbU7K0vS2+8JztCNOPbHBAIoACkj8FEyAJqST18Soy9JM1e8gIHGVc6V8doCdg9KbyDLyuGCvIFGEzoH5ww5AJVpyILV7nfgMUQex+6oIiGr3XtlqrQBSs3ew+q1KVl6TGmtnURq76A0kC8q/59BQSuGPGsc1MRh5V7loITdVovkZpw3r/2oqK4R4/EU01Qhyw3rUCt3bDe2GZ1XcYbckBuZZRpNS4+zRKnanKTxqpA2ijNUx3HGtGO8HI7Ib0tw5sYZh4LKlevuaUGy0JwzcF7KcrOc5hjhwRyqmF0fppX2FYXCeKLgC1M9M9d0japc/8ZKQQrqA5VrTJVCmuauf+y9sfc+N/Oec4a9w8TNw+3d6YwcFYoYknbeO28nrtELJA6LnNYYAMrKLyWD5AXGGQE59vgy4ECRIVWMNj1AfZJzBp4pJFojyzTSzK6LOQoNKMuEasxLJ4uuNhdACoUi1yhQguyq0JhWxuc4L+BJKgqR5+beakCzck1knINDI8syHIyon3IFx0BKlYIQwHhqrk8y9EKFg1GBnJWS3CIvwKGwbwZU9X5nitqQ5eRJR88hQCvl+s33qCJiUpiqmrmCNtL5qVKIA/r9KCsZVMysn7WxZcZinmsUkoBXpej+BB5J+NNcu/XVjv9EmfGXa+we1OeOG8sAPEkVgS0qKUCswGlRwJfMzS8huQHMZ8d+DoU0Q4lgwvhNZhqMaeOLp7F7cOeiOUoyZGkGZe57ZtaJiblfdlwdNtYDd215Af+YKFYLdrXxaY3DSYZ/8xsv4Mx6hCdfOMCfPLsHAPiqL9jEN37R6bb6YhufdDx/bYSnXj7EQ2f7eOrlfdzYmaJQGt/6JWfw0Wd38ZO//gJWBgEeOT+8101to4022nhV8QM/8AP48R//cbzvfe/D5cuX7+q7jAtobkEU+lkOgGuACzjOv30ax7GHtCK9qjJ9OAC+4E3SHdu8X3NBn3eMHPNyn2kg9gVSVbjv2JCM3qq5NM1ixJiSHqek0JzfE6U0Eeb4oeQoNMDlbPLPAQhB5zREDffz2qcZHV8BYGK20h4ASCFILqPL9iyKyBOlP40G4pA6k5gb5edCj2OaKXfdyvQnNyAZt51p2kyyNQUFhtgXBrxR8KSE0gq5rveBlUZxMChmQABW3rPAE9CmWpz9ZlApSCAZQ671zP2yx7bf44YdB073jLxfFPqRIG8cpRB6HJwRWCAZYCEJzjklYayAxZOIfVK2UwM4SAAmSnkrfZZYAoHZ/ZceyXH6kUfSWiO9kpL8ZbTS8Dh3bJEoEBgnBUKPI88JkBGojw1uxk31fnu+QKr0zBjwBXeSYKUUgKJ2D6thr81KJonZxiBE2afzQoHGtO+Rn9Ii+Z/HGTyPY5wU8H3ynVIAgoC7QgOWnSIZMAe7dT9nIElqpo3ZtSbPtcSMXRu273LT0NCMBaFJHsYBgFN3MMZooFci14vnFQOtIdyY+EehBzWl6pOME+glJUdXAmMjY+Ws9KYLA5ovWaYgpGGZgOZ1rgt3jyRnzuSew4CVjIABVWmjglnrBIFomdJgnLy1CpRSweb1cJRrq/2dLzkUU4bdJhCFApOEiorkuYbvSyBXlMxrYIyC1gNPYG+iIaVEbs4pOXNzPlMa4GaemXMVmiEOA6SFQuiXQKud9zRfTNsZA5ccTAGZLEGq6rysrqu1e1k5p1t3zb+lAYEypcHNmp4qwJfSrP3atYFxjtBjkFJgOkkdE0+bdniCQ6lyHNKy4CMICEjkhYJSNA8ZY5CC2GhxQGuvDQVgnAEcvNZuLs1zjXN4nGR9Vt7IdMn4ikIfgjPc2Etqz4/as6ByLukBWcGQa17ef8HBBa0Bk6yYeQ7FsQSmxNiza7T9jDBztTbmDLirzZxTlfk1zelnnidm1hC7lldPwAEwQZUvCwVgznPcRnPe5Y21koHGLgAErJRxS26eSdC1e5PPW0DnnfdYn2qjjdcofvY3X8Q4KfDed52CUjQxT6xG+FPvOtUCXW28JvHoxSG+4Z0n8fgL+3j3o+vgnOEf/uRj+Je/8hze8cgKupHEv/ilZ3Hl1uReN7WNNtpo467j+77v+/D+978fP/ADP4Cv/uqvvvsDcGOebAyTjfLJSEYkpDHwtX+yXNf+bT9b/a89Dm98zj7Vm5+HNtXm3OfYzPcYjKzGfsckfHRMBq/SzqKYbWNiys1XfxZ5AtIwz6YmadCNPrD9Qol8eY7QyJGafxTIx4T8pur90exLe87yMwy5MgBe5bzWZL7Zx4oZ5gGv9C+jZN4aYE/SAkJwRJ5ApqgqW/Ua4kCaa2FOYsZQnt/2jb1v9hqUYU1whprvSyjr1zjzxxw3z8mQ3gKWqFzrJCXpWuCT8T4DSZWUInCrej/svVo03uaN1SQjL5gkNSZDILZWkil3v7uxxKDrU/JnxpPW5bX6cvb+h5LkXfbf5DGn4Iuyna5qpSbvJgseMX50u6m6aNVfZ/4cqY43AE5iKo3Rvd8Yl7mRgzLAmUgzkIzKmoLbMVfo+eeq/tz3BEkYwVxlVTQ+rxv/znLb7+WYs5/zTfGFcE5/N6/XfteO0U4g4Xt0b8tKoAySc2Llue/TeSNPIM0UiqK8V74xwzaqzPKaKz5a4MTC64QSsSegwWpjkdhtcPcvL4hJtGjMUvW+0iPMXl9iJeSmPZOUqoLCjMvJlCraTpKCPLVMHxaGDZVUJOiMMarYlxXOv0wDiH3pxoUFEqTxK7PXYvsMKItsZDn5OrEF18TZ0eN1di7R5oTts2rfS8kds1aD1ipbfTBX9vz185G8shwbvuC4sTeF5ARgOxBTllVo7Xo0r33N9d3+zPrrSeM51/x+lmvnK1b903wWVMeOXXPsmkt9wdw9me3vsh28so4D5VxF5fN2oNn71Jyf2ozZmTVJz38OWgZasuCaqtfmrj8tFvQ19WNe0DpqJcG2+Efz88eJFuxq49MWj31iF7/3+G3cf7qHX/zdV1CYSTxNKtVZ2mjjNYive/sJvOPhVfzmH93AV3/BJpb7AT7w5G38/uO38Xf+7EMIPI5/8vMfx/b+nam2bbTRRhufKfFDP/RD+Jmf+Rn84A/+IL7u677ukzpW1fTWxiTJUfFgBkB+SscJ3TjWUSEEdx+25vChN1tNShpDZ4BelKumvrZCVfUamgbi9jpsxcIks5Xn6ka+1XaT1wv9vrqz3azWZkMpw26pfNb6zTQN1AF67wk8gU4gkealiXaz0uA8Q/F5obU29628ojwvK2NVjf+TrKiUk6+b6zfPb8O2z/V342PVCpTzv09fKAxriDOGSUIG2tVrpP6qH69pOF31mFo03qJAOgAKjNXGlL1F3VCWVfN42aa8KL26mtfW7B9m/s+XfGbcVceCUopAIKBWnKAKbMwLhdKeYVFY7zCA5lT1vIVS5H81h+GVLpA6Vtt13MgyY2xvKrDmjfM1+wagPgsDCc947lQ/M7Vm+bmVlFJ1z9CrF3GofscT1A/jJMckmb22g0lWr9pp7uXUrAd5ZYxXq9E2w/qZAcbcP83BTKW66vyrjmtRMVe3Y7bZJ5wz1wZ7lGoLCqWR58rdN4u5paaaXpMrYOecL7kDcwUrZadl8YKyWqz1mpOC16osKkUm9taPyxZOsBV3bVs5qxc3sfPF3rM7ARPVQhmh2ZQQnCMKZCm1FGVflqERBRJRIOBX+1VrU/jAtoc2F6ZZPee01VgZZwvXXAtYVtsnTLVUt2GwgE1J1WjL4h7VKoyLwo4lpRU9u8w6UK0CWe1ru66Evphr5N6M6mbFcU3egcXPJG1QrOaZjzpytdAIUN7bLFdurmbGF3JRiObAXxAt2NXGpyWmaYGf+C/PIwoEXrg+wovXx6ZcNfDtX3kO3jEmfxttHDcYY/jzX3UOD5zp478/dgt/99sfwrnNDm7sJHjfzz6Jv/g1F7BzkOL7/vVjmKbzE5g22mijjc+kePbZZ/HDP/zD+K7v+i68+c1vxs2bN92fVxNVIKZaaS4rlHtrnakwiHJHG1j8silMlTn3vcbnrFk2UL6IJrma6xU0L/G0iUezfXY3WprqhGWBK+2q1QGlEf680JXfO7BswWfp2ASK8ArwcFS6YZNJW879bsOa8s7rewvypIUyVRE10rSegCVZYYz7yz5YWPFuTjiQZg5YeieGPmNlUm8TfGaq4gEE0tnwJXdVJReFqIChgJELmuTfl8KBm57gtWqa42kOX5aAp9bEhDmcLC5l3wRxiDFGbAP7u2pbqp/zTYXAeVH9afVqJWd3BAgKXUp98mLW2+aoMV6NeZVEjxv2fnrG26x57Ga/AaaKXVpQIt8A6ZqntuvU1DCSbFS/MzVgm/05q1xTvaLlbARz7hmwGNyutU0Tk/JOYGfzmpp9QqCJmdeLABfG3HpWvc2hL+DLerVNBY3QEwSmG5AtbwDHJVvHAGMVI/0qMGiZgg60rjw3REWvZostzEQFEDtu0PnN9RpDdACOlWtDCo40J1P68bRwwJVtjwUvTUPgN+51dZwnlTFU+4w5D6+cO8kL1x+BJH27NZgPPFFbB7NCucrDFkgXDWCQ2lI+P+yvaFNCuyqy1fk9r6+PuzFF10OMqbRQtXUraIDK1cgKVQNH7adsW3xZBaD5kfc8q/QJUFZnbs6No+bhcXG6FmFo49MSv/i7L2N7P8W3fsmpsgwqA95y/zJed2F4T9vWxudmSMHx1957H77nWx9AFEj8j9/+EB45P8D2QYof/ZVn8a5HVjGZ5vihf/fUsV5q2mijjTbuZfzGb/wGiqLAP/tn/wzvete7an8+2UgaPiCLQBDLTLAvpAvZQLrOKGrSt6vJ1DRXpsLVHFBLKWewDJQJrE00sjmgV7V9zQTvTtF8d7ZNOuoouTFiVxXgoXrtspIQCkYeSWmhcDDJ4BuQUcwBNhYBUFWCleDk6+JL7irwuaTZAAl8QUbgmfPOizvlEIxZsUujbXcA72wlM4DujdZUHGHeppNSGvwOLWkm5rmp4lVlBtG5lAO+8kI53yHfE67KJhnz189XBUIWMrBUHXSxUe2JLFfHYurVvlNJLI8bxxntNN6oZ+3YtACRDcuQOYpV0YzUzOF5gB/MuSwIwBkZmBemwmX1LIEnZvrqbvthHmBkAdVqMNA12jbfjTTKMlksm625FsYBScKPzXjV2lX4s+FV7oPvVeZr5VxaEaustl40WLBAuVbbYzSZp2mmsDdKcTgpaqAFMH8t8sRiALd2WXf8RBlN8CwrqtVZZ59TAM2trKBKl9X1p3neQtHxas+KOY1rgp8acDJkAE4SC8CAg/XCJXleb4cUHHFUH3vFHGBQm+tlbLZARMnUO5rpedywBURsVMdK0gCVF0WhdK2PPcFnQL6jojnXmpsozQg9MXNvsmMU0gBasKuNT0M8e+UAv/Gh63jHQyv4+d9+BQAw7HroBBJ/9svP3uPWtfG5HHEgEQcSSVbgX/3aJ/Bnvvws3v7QCg7GOT709A6+7UvP4OlXDvB//PzH5+4+ttFGG218psRf+St/BR//+Mfn/nk10ZSXaE271PNkR59sHPVKqisg0aLf21iUfM/7fjUBDT1BO/DHaKdlmzTjKLZLk3FQa0eF2VFYMx/XxpI1cdyk0FXr05oYaJqS+1L6ohFI8tWZZnmNDeAJquq1CJCwsYhtBBiJpjb+W8eI6niyz1kCO+jvSSM5tIl2VpCB/byosgurYY8zA1pW/m69lyzDzYYnOPqxrI2x6thrskIA6scokDNjw5fc/UwYz65C6Voyf5zes0nucfu6GoIz59tVO2aFUTFPCgyUkrI7VWW0YJGFPgXnZZsbnVIFIyxjz56nCQxmhbqjRMn+niRv3LG5rLeSXROYacu8awk8gUlaIMst25A78PlO6wVnDJ6pXDovLHtyXsybU5zPSontNRRK18CJ6uemWYFJWmf0VMdZtb32WDY0gMiUtCuUQhyQf9ciaXLgEZOSgK7Fmx2vNqrXOK8CXxM4zI2cchFAMu/4TfBfsHKMAIuBVfu96tetZ1ftHI0+yQuF6fTOYG2VZdoMDQLUFm0m2K4SnNfkgYt6pcbOe438sidJgWlWHPt480BgUnzVN4rs0aaN9fpuogW72viURl4o/MtfeQ4A8OzVEQ4nOV5/cYjv+Mpz+M7/y3n0Yu8et7CNz4fYO8zwJ8/t4n3/9kn8qXedwpe8YR2TpMDP/fZLeMv9y3j65UP84L998ljltttoo402PjeiLi/JFbFhPh3A/7z34aOYRjaabIVmSD6fC5TkRe0lWiz4HGA8u+bI547K6+4oA2xccORLiArgMy+a7Iqjzj1JcshKm5XWTlJW7bPMGJdPs8KZeAN19lkzqpctbFUB3JnF5b5T9fFRR3+XmHyValvzJHCGLTPvd5wx59nFjU9b8/gAZrzMAEpy07Qupa23ZX7yDcyCC2mFwVYoVWEklmDfnXpv3vicAUkqPkNNZoUFSOaxM18ro1yNOsOjej7rfTcvskLVJFeiArxbsMD+VxoJqvNhs2G+Q75bCtyAinlev2YnBZuzdlhppDunaT+NgaP7SCmNTGmE3ixjTCwA12zwZr/cYS0AiHk175hzx8mcH8o5a5oneG19GCf5wjWWgczXq0yqu4FJGI4PrFgZun0eCMbmMv7scSOfWD/N+U5gbPkzztjMOCh0KTVujtdqa+16k5n5zJgx0zeeaEdtEi0WzZfRZEm5NjDAFwKTNEeSF3M3Yux49z0Oz1aEPMYaA+COUvG7DesHBhyfJWmB6uaylCs1d5PBxlGbTNVowa42PqXxax+4ipu7Cb7w4VVc35lipe/jr7/3Eh69uIRHLy7d6+a18XkS60sh/ta33I9JUuAH/+2T+Nq3n8CXv2kDWa7xoae2cW4zxjOvHOLHf+25V+Wh0kYbbbTx2RbVpe5OTB8bdrf4KHAEMBUNzR9P8Jkkp7nMCk7yvkXsi0WvtFFDmmR9qESD0aJ1HZA6yrMLIB+e48ZxErjqbr0UfEb2dFwzeqD07GqG0mWSSwn7/OS5ZItUgJw7JNpARXpm7tE8f655DIuqnHCuYX/lO8d5/FbbKjhz0hZpJJ3KyESrDBWGupeO7fvqNWgAkyPA1Hltd/5ndwA7Pclr7xaL3jOqvbcIKLIhDYuq6lXVPO6i7qyOvUWj97VgfCwag5OkPv+qwFZzXFkJalY0vtNgpTXPNW9O3YUqs2aYvigYgGma14AZYEExg0o021qY6vRHxaJ7aa+zKSFrrul5oWc+a4sKzItmexygeYRU8KjQle/e6TbkpoKZXWsUgLQiZ6yGENxU9isZerVzVoz/rQzQwrNNz67mfdGYfda5Z4mmfgzlLPheXdMYZgtCzJvbVcCsBtbqer/JIzZBJknuzOqPm8ukuTJVikvQ/DhMuXnrf1UiW/3vvKj2a7X/moy0I9lcxxyALdjVxqcsnnnlAL/8e6/gvpNd/P7jt3D5VA9hwPEbH752r5vWxudhnF7v4Lu/+X7sjTL8wM88gS9/0ya+4s0b8CXHC9fGeOOlJfz+47fxo//x2RbwaqONNj6v4k6MKRuW73AncKTQGtr8Oaq6mfu80guTrmqS0/TsSE27my/nhVI1E+ejWAUEzB1vF3reMeYxJqpRq8xmPHlqlRsXZOAWqGmes9r1lvUSeMJURyt/dxxQ8m6ieQ/n3dPjeL00404MtqOuoVAlY8eywuy/m4BDkhUzbfaM3NAyQJp3YpF5eTWO875Q9ew66mqrR6r7D9n/lXEcgHJeeII7BqRlyc2LQpdV/hg7/lg6DkimFrSdAAl+bFZj87tHRRTIuSBDaCo9AkdLlReZ+NtEvQnUR76cW1lxccyKVY8yvrdhj90ch801XWO+p+BsK8yc/BS+Bh/n0FVWpWBUmXEeqJxXni/2uPNuozbH9BubIM2YAQkXjFUNAk+nc0BR3QAEmx5y80DgRWxV+/nAExCcz5jQvxa8rElFcnsUAFqN5hjyPX4k06rJSGueoQmQNY8UzmHu5cd83rRgVxufklBa41/80jNQCnj2yiHObnawPgzxys0pTqzG97p5bXyexoWtLr7nWx+gykjQ+JYvOYPv/6434OHzA/zR0zuIfI4PPrmNH/+1T8z1C2ijjTba+FwOX9YZUa+VwOGTWU2r363uJltmCzAfZKn5khxh1F5ojciX6HXubKswz6NmEQPEAiXW/NtKtKpHYECNnXOcc1afTTbJ5pzVEnlbXdNWO3TnM3+NPHls5k7zc3diHDXjTsBFdedeilmgY1GyeZRnVzMWjT8yYy4T18ATteuteXbNuY7IEyRJrfRJExSy5uEOaLA/X9CmO13LccOXHFEg5wImltl4J8DMFWjQ8z9b9TqycRz2zlEAW5qrhZ5R1aiCxMJUd5WcQ+lZLyXJifHXnGeBJ2peQNzI5aw0rRrzKl2KOZ+zMV3ARJp7LYyB43iVLJtxN5VU50XUkGFyxmqVa5vxaoDIVxPVuUdFQI5/nQvHl5oFJTnqrKrjbvwAtJ4eBxj65K0B6oxUG6JSwZHaM1vl8dMVWh/Nhkyb3mZH3E+7qdZkeDXXhTsVMCk/10Ybn4L47Y/cwO5hBs5oAmwshfidj93E17xtCw+fG9zr5rXxeRznt7r43u98BGvDEBrA3ijDX/q6i+hGEpNUYXXg4/ceu4V/+avPtR5ebbTRxudVpA2/m08W7Wom2taLZZ5M4jjMkaoR87zkhy942Z9lU9Vfk0OfI59T9bEZx+0OYnDVaVb2X1Xp3WvxhMmtZ1elydUKYTWWgfnrJMuPLaOsfk7Yl7pXGYLzuUCCO1dxPKADmJ9AMtSlrUex+WzYa3cVGyvXV21LVRJpw/62yu5rnlJVPGxqP5/bsrsPe76m/CjNFQpj4N2M1+rNRmNxsv9qzlHM8VIDygqNtfup698DaE0o1Ow152p+ZUv7MyfRU9pVlWy2Ygbo1sQsCY1HnA3H5jpinswAxuzVm70fZ03y5awfkmUzTrI6U2hRO+x5jjs/533/bqp73k1YP7cZzy42y9Sa2TyALa7AjvTsqv4s9AR8wWt9UTWGfy3D9tu8KomBL5BX8pRQiruq2PhatrWaL93tca0nWzM0cOSzMvKPB2O1YFcbr3k888oBfva3XgBn5JX0Xe+5gD96egcXT3TxDe88da+b10Ybjh3wq39wFf/fn3gMT7ywh7c+uIJ3PrKGW3spVgcBPvDEbfzILz/bVmlso402Pm/DvlvbNdO+xN6J3WMZDxZ8qAIK+QKZxKKd3qiRTNZ+V5EKAaZCodY14+550fTs2j5IndcJsJgtYdkcwNEv9IWuV0+rXq7gbOa50vQpeTVR6JJlkxd3x4Q4DjskDiR5dtmKevM8u+Z8r5oQUvXIOpAQyNKT7W7T/Sa4GXgCypo1y7K6HaswdoAy4RWcOcaOZRPciRlRTSaTrECSFrVEb15fzhiSvwZh22nH1jz50SJg4rhj7dPNEZkxoQfdO+vZxXh5v18NOFS9t4vu891KcadJTn559vvH+M6sZ9d8QPQ44cnSa6ka1Y2GrALU2j8agNKfPFuqGfPWRyuXnXedr0X139z4uTXHu9ZHM7WO49nVfNZp0DEtU8k929RsZdFFMe+aLfjYjKPkjZM0r4HDkyyfAS+PinltbRa6WBTNDatmUYi7iUJrZHkp1aTj0++O8uw6rrl+C3a18ZpGoRT+8c89iSwH4lDib33LA/CkQOgL/OX3XPyUofpttPFq4oseXcOZjRj/4peeReBx/PmvOoe//J6L2N5PAAAfemobP/zvn8b0LsyK22ijjTY+lyLyZ8GIO1UOs3I9WylwkYSwGvNekAVjtepqzV166+c169mlZ2RHdzLdXQRINNkCNsmeV4VtXjRZH2lel9JwxiDEYu8kT3AHAoRe3f/Lm/Hs+tSxkSdpUevDeWDDqzo7O/p7RwGBFty0v59mhZPS1IaoqcbX7B8p+Mx1HAWiCM5qhvvA0clo81yvZRwH7Jk35r0jxloz7OdsZcvX6hqa7bL/spLc6nmq94zfBQMqkNwVJmCMQPPaOlQB5I93vPmMGQJxZmV/TQnpnc7D5zAeq9UIF4VdSpogaz4HfNCVP8BrVpSzFvPuT7OYQDUWzZ27yRbv5jKahUvuFHd61h1no6AJRC5iWx51rmbRFeDu79+iMVyNRR6bzftRnZcMd1/QYh4Dtgo4hp5AUHn2zqvGeTg5Xm7Wgl1tvKbxnz5wFWmmwRkwmubICoU33LeEf/CXH8VKP7jXzWujjVr0Yg9/+1sfwJe8YR2/+gdX8X/+u6cgGIPSAOckbXns+T387//mSeyPsnvd3DbaaKONT2nMY0Mpre9owm6DNf5r48iKSkdEoes+O4v8geYyxZrAxh0AN79R5dC+vC9ix9xpBz2c49k1LzdRWh8JllivIY16VS/bN0VBTLZqYh1WqmsBpbeSbUccHA+oq4YtOHA3gMcitkI17jQ2qsn5UZ+phmCsxmxb9P3muW310HkhTDXKakS+ROiLubLI6jGttK46wu7Ui5/s1rDgjNrW6P9X4/GktEahSGb6ybTLtsXOV8YYOGM1k/VC0XyYlztnc2RjQNnn0pjvS8GRGN8pDoAzjqIhZQYWj615INjdeqhNknwu4DQvBGdOTgeU12bH21EA33GA1qNAveiYlXjvNmqA5V1+d9FaeacQnNcAknnRHAOSM0SerG1qcFO05LUCdz9ZXzWAwKHmvW7ObcH5keutBeqPU22xGdX70SSuaNw903Lex2sqZQ3kqizbYNmdiz5/VLRgVxuvWTzxwh5+8XdeAWO00/DQ2QGefukAwPEq2rTRxr0IKTj+3Fecw3d+9Xm8cH2E9aUQb768DKVoQecMeOXWGP/opx/Hzd3pvW5uG2200cYnFUe9+M17KU8yhby4s8ymWtnNMiiacggno7mLd+3qR6ueXc3fAfMNzm0clXAEUtQ8tjzBX5VBeDXRqAIp1YR+kT/JoqgmEfOuIFcK4ySvAS5Z0ajdx+DkgxqYqeh1lOSzcghiBtxFtxDrrn6M6n8/2Zh3nKp31XE8u2qhFxcLsPeheu/sGJFmzM07rn6Vnl3zktajzMHpuivtVRqFMaN/LcKyl457++eN8UIpSMNUpGIYbLHnl/mxJziBtw15VfV7WaFcpdO84tnFGYFIhZr1grP9Mu/ezLvOReMibsisjyUBm3PCpiH7JxtVFqwn62y+wCvZupNXuRFxp7D3wM4JzpgDSarXv8ir6bhRLRIwbz9j0VrrmQ2cXGkoaDJ3NwdQmjwP5wGJnLFaBc9mWz5VBvFWqlmNZlVTTzB3XUfFcRjA845iL+218DOuHr8pyQaIpVsohdBf/KysMp2PihbsauM1ieevHuB9P/txY1YJXDzZxWPP7+GF66N73bQ22jhWvPN1a/hfvuv1OL0e4y993QVcONHFaFoYfxWN3cMM//CnHsezVw7udVPbaKONNl51vJo0ioD/MqkQnNUqWAH1BM0mtJbZY5NBJ6O5i3flKJBzmUi+pCS4+tKcH8PgfF4ymuRFLbHJ5iQWzZiX0xSKGCmsAm75Dakc56zGUJkXxwGfmpEr7a6tWXXsTv19HOZBGEh0IgHbtOMCdovkVDaCxj2826jeT5uAMkbHrfqLVft0EQvhblO4JCswTvIaA2eRZxcDO5Ip0hxP89iUdtxUvW0AmmPk2VU/3t1WNZxt0+zvGGhM3ynSfD6IkhcKnDNXdfFOfW4LB+TWs8u0907yU8EYMccaP3utY5Lkhv1KZ1okAavOl+Yn7sSKOU67PcNqs+er3rsaI66yFh83jhy3R3xPcIbC9I0yZU+lkdHaYffJABEMtJ7aa8kKNVMRcBFz1JPcNT4xFTnngTjN54XSGtOscF5gtbWaMSjjGflqr+duotnaarvuJmpVjk0hiHnAevVz1bZaqf3dRHX9KrR2m0DN54rd4GoWlQEAdsxTtmBXG5903N5P8E9+/ikAMKb0AZ595RCvuzDAt33Z2XvcujbaOH7YHYSPv7iP564cohdLpLnGSt+nF7NM4X//mSfxe4/dusctbaONNtr49EVhvJFKz67ZamXVsJIDa9R+HM+ueWHZGuMkdwwPG9VkeZ5Mp5kfCm4rQZY/q0qhFiV0i2Qxizy7tG4kBbyUD0rBZzxRrJSrGlXAxCYSgjGEHncgiAUUu6EkQE0pk2gZltFd9DljJRDT/JZt2yTJsXeYIckVuDENt2ETpFcDJsyrfFdr25w2ue+iXu1wasadBmqebQqLGVvVuBOIExvfp2Z7jufZxRCHAsGcc/hitlpeNqf6o/1I00x7HntL6xKUtsfwxKzMySb4c82xTaO4SUTjQML3hDPnPiqa11MdG6kZO5E/68MjOHNFCyxo7Mb0HCkpMG+uM0jB3DzjjM14dtnKsIvGXvMez2PyANZraVaKHAelNE6jDjzOZc1glrknXZXBOwPCWaUoBW0oVMDuyucseHg3cdT4Xjh3K/fKMwVDeKU4h51Fi5hlx2HIAXcvEfQlgYLjpAD0nYGQRQxf27rq+S37sVB6RtpMc+/oazqqkMVRrOVmiDlrlN0AuFPk5rndBA0ZyrVCcl6bdE2g/TgxD/C1oGOtkITps8CbJ9E83hhpwa42PqnYOUjxv/3MExhNC3AGdCMPt3YTXDrVw1/9+kutIX0bn5Xx0LkB/sJXn8c0KSAFw+39FK+/OESSKQjB8P5ffQ4/91svzhggt9FGG218PsVxq9UmWYFe5M393VH+IYXWLklUuv5ZyUvGlEYdrJJzwAPG6tX36HtlMhyH9UTAlySHa77022hKKmvnQpkcJ8ZEHyj7qyrJ0lofKZnMjWcXJQPKyS0ZKMnICl3b4VZaE4BQY/kcDUSxStuaSWb134U5drO9lnXTZKg0GS02qkbJ6RxQpxrH9exiqFRGq/gzzRsLzTa6v7OjWXXjJIc2QK9lLTZZVk3AjDFbhRI4HOdIbD9XPzPnXdlynl7tW4ZlSljmSylBmj+em5Ko2u+0Rp4T6FwFSo77hs8ZQ6/jlZ5dgGNxeM0CEEojyc2c0boGSDeLA7jjg9XuAQPNW601uKDEv1rowl3XnHc4V0m2MWfuyPRs/Huc5DWAaxH4ZL9bBcSq41iD/AGdDPqYeVWhNCJ/FpCf9+27YeXcyYOv/FwF3Cw0PMlrvnWvpppmM17NEdK8XqmWcwJCm+uUBUPnReQJhHP6thrVNTIz69Gd5H9HSY610jNMzer4tGtt4FFRuOaZtC5Zbs0xcBzJvv1E6Ak3N6uRK3UkQNkct0ddq++LiuSV/jtO8hl573HllC3Y1carjt3DFP/rTz+O2/spACDwBd79+jWcXo/xf//Tl+AfU0vbRhufacEYw7tet4bv/c5HsLkcAgD++NldcG49Jxj+8wev4Z/++6cwSdpKjW200cZnTwi8ispJYHXvpTt8verTYmOaFqVnlztOfQd33mHJ64UD0DWAqdCN6mNKwZcEPszLBy2jofp6bF+W43DWsyvNF1c3XHT5VYlQVU4iKrJGgJLs43qCLUqSLUulKDS0KvtS6xIcqxzkyOTSq5jzNz9nEwzL7lmUX2g9C2xpoNavNoF8NX5o86IJRjTBDMsMbEZ1/FbZElrPHmMes8+CE5IbJpLHEfnE5JmXZDJGfbzIf23e23Iv8g0Tcf5om2FuNP5daI2sUvnTqMhmPl+VGB8Vx6m+Wb0fgSccwB14nJhqRtJGACG7YwVRjXL8Cc4XJtOF1jWwzn6HMZprTXmpb4CXJsMSgDOKV5U54wm+kA0VGQaXb8b+ojZWf9pcf3XjM0exlY6b4HdCCcaIYdYEvaz8+7jsqeq8Pq4HnAW2CNinnwnOjTdWvcrevGDGG4tk4YvX3Crjbh4Qt4iZa0HpXBGQqxpsLDWHrUfnWNwgWWFv3e0KdyfT+LlVLuc8GxjuLFt/1QA65zSf5lQfvVMcdX3VMWCBaTvOgzlYgh1XCx9GjWjRiDZeVeyPMvzgv30Se4dUoY4z4Lu/8TLe+85T+Dt/7qFXVemnjTY+02JzOcLf/faH8WVvWsf9p3vwBMf/7U9dxvpSCAbgY5/Yw/f/5GO4cmt8r5vaRhtttHGsKGA8MuYkBkfu8OuqwfisZ1c1pCw9POw7rpWX2T9UOY25KomLXoZDXyDw+EySN+PgoWnXniRei5OjecnP4STHeFoCabNVn0jmZ5NEy0wB6qbrtoqcFAyRkcX7smSgWWClCfZYADAy1fN8uZhVAACyIhEqlEJaKFN1rn7VVRnVUZHl2l3nogg8AW0SHftv23bXjqyYrZhZBSEKVWNd2eNEnjhSwrMolC4TVIaSlWOZGtVksMoQWpQMzrv8JrGvOu4Tw3bKcoVpSkyeuZ5dxj/KHp6b4jflOfTM50eTDHmhZqqIMtSZce6a5lzLUaCJHSu2gmE1qnNkHgQtnVS2wcqyVRZBCavdDFQaGHY9ApBMmyZJjiQjxtudIJdcKSeHXrRG6Uq7rFxTNORWdnzMu/8WdKuCb3ZsHcVgpaqLGh3DDJ0H5ArGHBgG1EGKO1175MtjMa/CBsPQnkGr+iaBlW7WwPcj0BGG+Qy4O0XgCfhS0BgWdo237NqK9K+YXQupnQzTrCCQVi9ew6pzZx4Qt8i3rhMKt2HgmFeV8buoTwrTnxNT5MPeG8GJQVqo43l2NT9xHNP4O0XyKj27qmto6ImF7bfPGvtZG7bgRDVY4zPzhrD9fWqki6En4HuixuCakVOajaN5hv2LogW72rjrGE1zvO9nn8T2fgrOgI2lgCa7GbWvVanWNtr4TAhPcvyZLzuHv/ktD+Dv/V9fh6dfPsCXvXEd57Y60Bq4vZ/if/mJx1sfrzbaaOOzInzODLui/kIrGDtyR7iaICnjszTvpbgfSScZIvYAnyunsQwke855L6/WewcovVaqMpjqS7oFSxjKSlvVsKyi6rtz07Nr3it+IAW0SdKnFWYY58RQcEmlbTMjFpoFfarG/vP9hpir1sgYA4x00zINOqF0yXvkCfgemQeHPiUYoakGVzSMkaVL+GeviplzVdkd5Bu1eABM0hxZ1QfLMoYA5ymmcXdJG903SmoXyegsicImyr3IIxmRkdMUxrPL/l3DSH5M0mcvvymBsb2S1KRm9epuQD2BjgIJVpHC2s/lhumw8P1XA6FP98oySqpDoQloVVlFVcCqbHM5DptAVfVaCHAogVPB2MxmdJoV8Ly6H14zwbTsoNgUi5CCGQBnMShbaO36XHKG9aUQ3cgjuZ4BRalts551y73AgZfV+yHY0cCTZSh6kkOYccMZEHkSnVDWzMw9wzA7CkiSFbA4qvRP3KgQp7TGaFphcnKOKJCITF8XuhyPzbDXvghg0FpDSn5HNm6a1ytvJimdr+mJlVU8uyygcxRbbB5j8jghOCtlp7pse9MMvTovLZB8N9yoO0npm0exwIyVtDfn3nHPbNd32zdWrgxQf1aLBfhm86f6jLkbaMvOhSagZNeSeSNj7rPMVDW17Z0XxNyqt64Jaksx37OLsfL+ajQ8yBoXbDc47DwstCZJv9LmGTr/mqrVbefJv+dFi0q0cVeRZAV+6BeewtXtCaG0DLi5l+DkWoSt5eheN6+NNj5lITjDsOvhmVcO8BP/5QV84uoIb31gCVlOO/nv/9Xn8K//8yeQZq9Nme822mijjU9F5Iq2yZs5gk1O7+TJUk26qlW+rEcQTBJsj1kohUma15JFC7IQ0FMyMSJf1pL3QmmMJrnzs8mVqiUMVc8ui5pJweHPMbPVWkOwxTIcWUmEO4YZxFAyB6reQowRo2PesQQnQ2nbBxYgE5xXpBkCkU/n0A2JoS2UYgGPNLN+LwqTrECaaefnlOYK0yR3CVde2XW3DAprllxNvqQBtqxcC4Az0q/1SQMQ0MazqypNAug+Mc5mqsGFnkAUyJlqiDX54R2KHThWhy7bE4UCcSgWJo5ZpcrfPGaSJ7jr52ryHUcS/hy/G9t2x+Ywyasw7bEgrC+5AziqUWiNaWrYX0a6F1bkOc3zkXR31met6vVmg7ESFGoew1b+tJKyQuuZYhGFSTCPAjzSjIDeKqOlMD5ezd61wGOtWqRg0ApuTmiUjE2wOiOMARhNM3BGsk+F8h4lc6o3MsDdA/vLJCuI7cgZQl9gkhFzswraaE1JcN5gFjV9kGzY+S/5fEljlaFUKIVJUvaVvWYbfsUPyh63WvSjCpQXSiNNCzdPF4FeTSZSda2pMWxq0nHu5ueiqALiR52/GboyntKC+is3vlWLRppGCaInmbqjtA8oGabzJJnz2pqZir0TAwbmSrv10gYD3aPqM6sakS8XFixwx6gQQCzj01YiPW4ws25Ls5lRZakJzhCYNUyb80XGs8v3+Fw0K8kKJwtsejECBOYLwWa+Wv1naJ5ZzbeE0mOrDKVUWT1V1SXjk0aRDRtScHgen7v59Gq5by3Y1caxIy8U/vl/eAbPXTmkh0eqkOUaF0/08De/5QHEYStdbONzO6Tg+J5veQDnNjsAgBevj/HnvuIsOCfK9X/7k5v4X3/6cdzYmd7jlrbRRhttzA9iEVGiOo8V0nwBtS/17qW1wiCiSnjlK2nJGCh3o915OTOm73DG2RxAaiQkvsdrkhcXhu1kf5otkC8o0GdCXyArtDOcL4GaWcZKXpHkeV75ch343Pl7lbv1JXOnyjCrhie4M8ZOsxIIqErGAHqfImnR7JU0mQp3478iTIKgYYzxdfmZaqU2y7qz4UsCCpoJY14o5Ln1TCo9u8jvqPycMrvyg47nzuFL6sOiUFAgjzILnNkr9D0Bxhm8OwCs0jDo8kLjYJIiz8n7qWluDhjGGmMIJCWrxRyQIPQJrGomuXqBXqoJkjDjN5UXxMDzDMilAddftfab+25HDWfAtLIx1gSabF8t9YOFFdjcHFTE/GkyrJTWNTmiPcPhhOxHLCuiH3uueirDfCmzNvdXa5MQG2DUMjps31rGHYGSHN3IA2MMK32fzglaT5Z79O9ppqBUmZdb9mhRlNcnOKusHfOBAs4JYC+lvRb4LseWRsmyCXySSk2yAnboLTq2raRnwRHGgCo+FvkSa/3wjlLDOluw9IOSletyfk/m/ttrq1XCPaaPoB0PvdirmakXWiPypAG9gWmSO/B8Xhdo1IH+Jqg2D+TgxmjLSuKq4J0FzAFaRzoVcNj5DsIw7ySfkcM1w56fMzYzB4rKc+OoEKagR3WNkLJcp6prhLeAAWvnjgV57f3NCuXmMJ8DSle/3wx7nur6YDcuiobvo9Zk7G7bG86ROtvzuE2JCjNaCo5uJNGLPXDMlwvbDZtC6RkpbnXjy84zzku5PWPzJaV5oeCZ9Yuq3hfIDUAPxhBIVrNIsx6egvOFfmzNaMGuNo4VSmv8+H/6BD72iT18xZs3MTZ03dffN8R3f9Nlt0PWRhuf6yEEx9/99ofwPd9yP6aZwr//by/j4lbXGdlf357iH/zrj+EPn7x9j1vaRhtttDEbuaaXZAtA2KgyUqpJg+9zxKGovXArpZ2PlZUO2ZdfzhklDgbUkIKj3/EhJDOm7zCyNY1OJOFJDgaGNFO1pIIzhkAS+4MxYmhUwbnIrzPFGIiZNTLeW74zYabPuKRswY73aJrDM8yZnYO09vvAE/BN4sxQVvCyLCcbnuQIZOkFY0EfZRhu0rCfPOP/JVzSYc/DMez6CKtsqpnWWgCsTPJsVKWgtp0AMWtmjlH5e5orJHnhQIVqOBmpMV+24B/n9fMXSmM8LUg+ycqKdnlBkh5fCidvtUlcmlHRAs/ncxkPkptjmV8VykhjBcPN3SnSXNWKIdj+7MYSYYNhVU3Y84LGPmfMAVnCsKnsse6UYNv+ywpVslh0CYzVmGwV4KZ2HGYrJtaBBs5oPoynuWNvWMlXobUZU6ZPTF82QVIGkrKJatJauemBSTClKBPb6liy/nRCUN9ZlgtjNP81ZiWUk6wgxoYZh9O0AEfFgJoxiMr5bILMG7Ilwct+LEwynOY0f5pJuK781/avJ2geBR53lUoZgLVhSGypStLtGUDFAQtVlmVAxS6qZuWdSCIOyrUnLxSEAIJgFowrpZpkYG9lZ4UZewymL+f4hdmrtOvgnSLwRE2i6gBEreqeXZxDadu3dP1OONhYbOwcrkZzPWp+h7u5b4DLiocV5wye2dRwXldVGWuFeSiMvNkCoPYzgZEgCs7QCaQDUHI1yzIMPI6N5bCUvVX+aNDaFnvC3Vu7TmqgVnlUKe2k2pmRs9tr8ARt4HADgNs1al6RNoY6cGXb1Sxg0ozquGCMIfBprDWVJNO0IOA6U2B8FkCz0m/L7rLHteC0BZajQMwAhwCtv062Wfm5FLz2jNGmndW52ovr1Zj7secKemRmg8j3BKTkjm0nOUNWaASyBNB9yUsPv2OyDFuwq407htYaP/ubL+IPHr+NYdfD73z0BraWQ/yFrzqHv/4NlxZW0mijjc/VYIzhgbMD/D+/7UHkSuOJFw/wHV95Dl/48ArSnBbgf/HLz+LHfu05TNO2WmMbbbTxmRO+AVxIRsdNMkVVlqTxM7EvwYJRIlLzWbE+VXrWiJcz+k6Sm4RXa2il4QkGv5GwKaWRZbSzbyvd0mF1TWaWGulSFAiEAXcJmO+VyWUnkvWqTRqYpjlQ2U0OfAKYSD4l3G42QC/u3UgiCmUNyADgKscFRg5VvpzDsZyActc7yQtMjTG3b8AzxuyuP4MnmPH7Ygh97oycpeBIMoWDSe6uGaCkadj1HbDAjbwtkASUrAx89GN/5j7bSn62SmBNvjSHYRB6gryOGnIe+5eJSfBg+t/KjWx/Cs6gQDvyvsfRjSUBSvZ4umRaSF4aGmsn05q5hIpMtfRn63d8LHX9GtPFggqAARcLjf1RikKVLJLCJFCurRoOSLLBDYXA4LVlP7DS+J6Z39d6z/YlK9lLnNe92gYdD3EojYSNue9xxuBJUQMNlNYuWe4a1UReKFckIit0LQFOsqIO0pikFoxh2PVLMIsDw45P90ByxIHA4SSHtFVMOTNsTZh7x1EUpv1dD3Eg0Y89JzPyPALCZQMg9SSHNgBRoTXGZj6s9H1Ak/2J6S5XbQ8oAULPyBsF56YNpS9SlWUnzTrhqomy8j4OOh7JPrk9BzPJunbnijzh/PJq7TdzRxVGOsbMvUdZUKNqbr43omICdp208y7yBcmvDUMyrbS9ykRijLwBJS/ZTLZNSmt041Le7Yl6QQE7xpKswLgim+QcGHQ8jCZFjcGYK+XkoHE4ny1nQTkNwBfsSIN6pbUpykHAj5VfW4AqMH0M0Liw7M9cEVhkgecokAh9iTiUBGz4DcNzMx6EoHWWMwYp69VWmxU3rew3rMj9OC8rZ+aFhjRj5yhfNCk4skLVK6gaYMiyG31ZSowtO5HaTT55vjRzpQEKAXWAtRvW1yRfMqwOArdu5kphmhQIPZKSW3BR2A0hwSENG6qJdvkeMVB9fz78IwVDajZ+Jmm+0I8v8mfBMAu0CjMOiC1aXtc0LYgRzcpzWemvMAywJCuQ5gqem2Olhxuxvrkp7mEqdR4TxWrBrjbuGL/yB1fxGx++jmHXw+5hhmmi8Nf/1CW869H1u9Iet9HG51qsL4X4jq88BwD4Z7/4DG7sJPiKN28gyQrEgcDvPXYL/+BffQzPXz28tw1to4022jCRKwIgHjo3wPowhCcYElPFkIHABJvcVNkwwrCahCjlHtUkKPAEAl8C0LVkrdAaB6MMkW/BHkrWbLLAeGkeT34hzFXHSnMCWIpCYecgxeGEmC7SvBxbs9osU46lZklPFpCqpmlWymSZKazS9jiQBsDSWBuEbiMvNRX3rIzJGgVP0tKzi5gG5U55HAqXxNuKYnYXm3GGfsdDryMhOHd+Sl6FVcVZmcRlmUKaKRSGjaEUsfKyQpkqVhxWpSQ4d8CMqCQMytxzyyQK/HqlQq2J1WAZA9V7XmX8ZbkiX5hKYkdMBW3ABOtbJbDU8zHoeIh8gUHXJ6aBAZEcUGnlW9R55TntJqpNnM19Wer6kIKSumq7AsnRiz1IbiRihnmotGHbeSXAtMibSumyqEAVeKLxWlYAAyiBHXR8J6OpYF0Ije9Nnis3fxiAvVGGaVo4wCP0OFU3y1XN38ge3/dIVsRYKSW20iCb5AIlYGuLEQjOjZcoA+fEnrMSRaVKM/3DSYa8IMC6MMwK7hJRjqIoK29mxmtpnOTYG2VIsxLASTKFLFe15Lfpt9MxgJ2tpOY+ZwAG2682p5hMC+MrqOCJUgaX5bPstbVhQFJI1A3Xd/ZTaG396eh3SaaIqQUCE/WcY1pgW3AGLpjzkbLjxjJY7Npnr5UzVgPsJ2nuwCdr5k/3XWB9GGLY89CJJLXDgObWU82CqvY8o2lWkyFHFWaZZdjZfhWGORoHEllBx+tEnvtODShjHL1olrBQZemkxpdWcIauaW8z7HyxRTXoHwSC5UXdnJ/AXe42Cyx4aH3JJknuCpNUCytYLynLUgvN82QR4SLNaXzuHmZIMoXQs1V9ad30OIFl07QsomA3RiwobtcYe32CE3DVDalIQzUHniRFjSldaGWM6RnN+1whL8o1popFVRlQ1XVNcFojrczP3jrLvjqxGrl+ikLh2Fl2/DR9Kw/GOdKsQFGQ/YBlEGeFQpKSn1ialXO5ulban4WeQGIYZXYDizGgF0lAE2tMSo5OKNGLTF+ZNYlzWgsCT2AyLVyRGc8rAVxh2H+2wIqssO1s4ZkoIGA+OqaqrAW72jgyfuuPb+AXf+dlDDoEdAHAl71pHZutGX0bbQAA3v7QKr77my5jPM3xzJVD/PqHruOr3rKF0Cdpwmha4B/+9BP41T+48qrKN7fRRhttvJZhq1BduTXGOCHpGmOUBHmSYzTOajvUzcpzSgGDrocwkDVD9CQrkKQFhr0AG0uhYdCUsh0w440lyUCewC5AmaTaE8TIsZHnCqEvZ0y5p6lN3ss22gTCExyRL4x3l3SJkC85sqysQmYZAPa/1t9rmubGk6T8rNbW4J0SnV7sOaaIDQLeyp8lGQFtNhmyrJJuJLG1HCHLFfZGZJhtd7ttEuvJcvebvmvuW2MbW2sGzjgmSY7MEDo6oXDG81mhqLJjplAoA1gYM/K0YSwuzC67UrTjbvstV8rI/eAM2VMj47GJXV5ol/ysDQJEgYRSQJrSPUpz5Zg5S13fScCYuS+MM/heCXxVPeOc1ImX/TqakrzIkyTvsoyCw3FG0hlZN/7mnMaC53EHWJ3Z6Dj/OK8CzCgjERQVgIVXJHVuzBkpsGiwbDRo3Crjp2PbHxomRTmmiBEnGIPSJDmqJW5aIw5k6fFVYYnBjLNSskdMTd8kvYzRfPPMPc2yEiQBgCS10kGGOBDoRB7NJ1aRpjY2siO/zjxjZi4rrd391Eoj8uiaslyBGSAiNJ+z0Y0kVgeBua9W0gfTppKVVp1fnBOg2WxX6HPkuS4rg1ZxqwpYZMOOaym4M91vkldCTzjw0Sxb8KXA6iBAL5Iz/k2+5Fju+wtBFwbm2IcMBMJ4kkD/KBCOJWPlqYFPPyvHH1XJtQBzbu5V9XxxwOGbcewJhl5MnlzjaY5eJNEx9ygyklliqQHdSGCUFDM+YFWzfXsvCkXrQ5Gb54G5nsAr2yolK9mhpt2czxlPtkqlUg6EswbsVlY6TRWGXY/AM0ZeX4KzUgqqSomkdNfe9K2zVXMtm5bYvXFAoJ00oJonaG2Qtc0d5uT6Zb8QMO2YxSBGnmc2aiwoBQBM071OzVywwQ2z2gL+dnPAbwDnANAJPTfvN5dCBxpr0z/22rJCITX/5gCtp7ouf6ze26LQ0MbGIFd27tPv41A6zzQnrzX9Qcwy+l5WlOu61mUhF0OORT+mdYXYl8TU1BpQBT0zhGHU+R4BY7Y/tNbOs8sTDBdPdsu+q6zvQCmxv1O0YFcbC+NDH9/GT/2X5xH6HHsjArrecN8Q3/Zl5+5tw9po4zMsHjw7wP/47Q+jG9GD6D//4TV87dtP4PKpHkbTHMOuh1/4by/jB3/2SdzeT+5xa9too43P5xCslA4xZhMGkp0BVJHOJb3mOwQAlEbnWlNial/sq6/UZ9YjMFZ6VYWeQC/ykOXEALEMESlK8GhtEBDwVTEUtqynvFCQkqP52t5MoD0piBFmJDqBR5Ig3/zxKrKw5iuy27kXlDQqXTJnGIDlPiXnSmknW4l8YUyUCVxjnNgByz2/BnIt9Xz4giHLqYLVaJpjkhQ1GaUF/wBgdeAj8EvzXSt3tMwu54lmwEKbdBILqH5lGka+x0o2HucMWlFiPeyS/JF2+ukblu1jI8sUOobJYOUmQNk/SikERoZ3czdBnivjHUPtTbPCgX8Gf3O/K4y5ez/y3FgLZFkN0QKxlrE0TnJsLUe4/3QPnJFcdqUfkPwOdVCIkljm/m4lgPZ+V8hkDlBlBqgZdj3jUcZrII9jGWjywyoKAqo6YQmCWGAs9Ep5X16U/kedQKAbEaARhxK+FMhyXbM8IDCmwL4xkwcIsEvz0rNLSuba7AmGSUZ+PaWsln6XV8CeYY+klPZ+9TuSwDIjJyuUJlZe1yMvJ8YcsHtyLYJvGBudyEMv9ohlWfGhmhg5pdYmsW2MFcZo3pTm+saDyBimExuNYdD1ZnyKciNds4AGYwSaJA3fInuflno+4lBACAIUQo8YoZwzZGY8ApZdxF3RicDnLrlnQIXRp51kz4Zdb2xFxyprpxd5JCH2iGnVCaUrDpIZwCjPNUbTvJ6M63oBCc6YM/pXWqMTSgJKK3P0YJJDCI7Ql0hyhYNxKWeMQ4GDSY5JohCFAiuDwHmWhb6smX9Xr8vGbPVP+ncvEsZUvHAys8iXiEPhJMl2je42/JosG8lza1zJgOyE5fMny2ntL5RCKGn8CzsvK4BkFHB0IgJpROUeEPvKMrXoHIOOh37Hg5TEagtM9VXL+DK3wHl2aQMILfd89Dse+dIlJFW348VWmSwKku5GgUS/6ztJavX+KmXHkBmXQcmOkoJjfSly17A29LE88MEYw+YqkUy6kXTg+d5h5tZ/R6gDMJoUOLPRcRVd7e98jyEKpVuXioKez+SDVsrkYe5nFTwMrFdWodA1Y7n6DI5DOVOoLg6kK8YQ+fR8tv6VgccdUGo3Aaz01I6frFC4tZs4uaJnxoIFY5uVVBdFC3a1MTcef2EPP/Ifn4XvcUfxPL0e4a98/X33uGVttPGZGafXY/xPf/5hbC6HKJTGT/7687i5k+BtD61g5yBFN5J4/uoI//OPfQz//WM35+64tNFGG218qsMyOlYHIckeGO0GT5IChdIIfUGyt4rMrBvL8mWYsYqMofIy7HF0I2ImDbq+M17WWmPY9QDQDnSeK2fqy5gBqoxsShm5kSe4kxkFkuPsRkyAgpW92STcnDsOBVYHPoTxgupFEtOEpCNZTi/HvchDP/bQ63jOs8VKM62nUFmWHabNQCfyCDgxTKBeKEmaWKlKZf1qcgMcWo8YBvK/6ZpzHya5azQlN8TCsD42ALGBR1MyFu93fHQjiUHHd9W1Qo9ADvJfIbngsF9WXLN9EphKh/3Yw7DruQSHgZh5USAReiXYNuj5SDO6X5mRLtljdSLpKqvZ/reJThxKI3sqJWQaGmlOfWpZF75Xyus8wciMWJAfTZprB6pUJVSMM3NdzDEPpGCIQ8+wisgXTIq6obzg1D/W/LobkqQr8DjWBgGWe74DgaSwhswM0gKCjBnwl9gmUSAR+6Uxua3+B8CxOmzfMhjTcyNtDaRA6HNsroSmyIIBDBkxLzhnCLw6mBub9lRVSNYTyhrHZ7k2fmncsSRskAk5/b0bS7cRV+QKkgNpTlUID8YF9kcZ+h3PeQ4pBfQ7HjTqlewsS8P2dZZTwrqxFKAfV4zRzb2GYX9khXJG4SdXI6R54TbQOWfoRbJWWIHuH3l1WSDNstMYSiCGg1HiXTm3LUpgfZimCUm2soLG11I/QBQIxBGBfFFAIG6hlJMJOuAKVAgBgAOZzm910Y99Bzba+2JZrVaS14k8B4ylGfWBLZxhgWr6K4HLaaFMMQ6BLC8rnUrJHHtu2PURmc2BKhjl+kwADDR/q2y2g0mOQcczcjqFyZSktJazc3IlmpEm9uKSUSQFQycUbu219z/P4UBNy6qKAu78EAHzrPEl/AYDx5ccg1hite/jYEJy8DiQtWJnJMclr7vAE+CiWgyj9M8iWR5VxaQKfuYcRqLHwdCJyjFSrYJ6OC1oTTLnq57fGtILzmisVVleZq2Skta0Tiix0vccGB759DwTwjDJQukAz8JI6Knar4bkNKftenxiJXIg4GiSu2vePUjhSZKn1gu5kA9ZXmjkeenlt7EcOvkuwCrAq1mXDMuaGNa0mWWjqMxHy6TrdaRjFAqzDnSj8rl1ai1G3JDELvc9TNIC00whqYD5geQoFEp5q2Gh2evyjWcfA8PuYYZ+7OH8RofeCVS5xg66dRB1UbRgVxsz8fzVQ/zwLzxN1MhcQRiTw7/5zQ8sNKtro402gJV+gP/3dzyM1983pIcMgK988ya+51sfQGh2NbqRxI/92ifww//+aeyN0jses4022mjjNQ1uy92T0XWuKNlKssL5LxVGpmWT8aIgtob1fLIhJHOyjF7sYWs5RprRbrFNOnJFfkWCE9slCgUGXQ+SMzBO1Za4MPKdgF6kya+LABdlGEPaJImC0femqXLmvKNJTsm/x9EJBDqhJB8SU80rN8BUkiqTCJaSCw04uZgwDKF+x3Pm5eMp+RRNswKDjufKu0+ywiUivdhz70dRILCxFJCxOANGSQ4NDd/nrgBAv+OhF0pAUdtv7iYQnNgoJ1YiBJJhkuQocmWShcKwFkwfCPr9xIB0o0mOw3GGwhQZsDIbz0hcGJhLTjgnv6maVM8Aj8t9v0zENSVRcSRxOClBOrq3zJlPq4KYRstdH55HwJ4UnOSuHQ8XT/Qw7HkmQSGWmmXvhL5AauSlWysR+rE0CRglRKFPMk0hiBVWBdz6hi1ClfK0Y0gABiRQVE1vczmsMe2UgqnQVv6MZDjk5QQA2wepAwwsIFqtXsoYbXChzH1d9Ds+csv4ybWTN5EXDvnjjaclsDI1HkSxT/42cSDBOEOv42Gp47sxlhXK2CNQAr42CKAUgbi+JGaS4Bz92MNK30c/lujHEkmqMJ4WBAR7svR2YgyjKRVcGHZ9LBuGHEDyKevtZkHPQhH7bG+UYTTNMZ7myDKFncPMAHbCAB6SjOhBzI5Bh/7eNe2s9hZjwNogdJ59kS/gewRWK6Wcn50Fai3IY9cgDeCB073S646TVG9tEOBwnENpkuhqrY2PF82zNKM7rZVGmukZhmroc1eJMfIFtlYiMMawvZ+CMaBvZIKB5OTd5gkolJ5uSVpU2F7l2PBMUYleLNHveFjq+nQuTyA31ysEw+qAPO5Wej7J5sDIv9AAM1YGGhhWDsz81po2D5b7AZb7gZPIBT53oGcV0FEKeM8Xnp4BmQgQsQw6gnA9Mx+5YQxaCRwAZ0h/OMnLaquKrj3NC4yTAp5gDixeHQQERknypbOedJEvjB8dIAXc30sWULkhIY1M0lb0zQvLQCVWbG6eH1EgatdXvR8kPadjnl6Ly00KxtCLPaz0A/hSYNDznOQ0DiSGBhz2JPlGdSPyp6quB5YF6Xkco2nunkcd421l/Ss9wXFyLUJojs05sf8Aw/DMad6HvsQ4yV0l3k4o0O9QoQ6ltbNO6UYSF050MYg9V2xFGkmmXUumKTGs4pD6bpoWUAo1maT9b15loglaf/bHqVlzmBnXHLf3pjixHDk2LfUjdxWIlTaST7MZNk2K2nlKWSz1m+TcyWIBYNAti7AwTp6I43QW9J0XLXLRRi2u3p7gn/z8U8jNi+awSw+8v/1tD8yUDW2jjTZmI/QF/vp7L+Hrv/Ak3vvOU7h6e4L3/8pzePh8Hw+e6ePWXoLlvo/Hnt/D3/+xj+FDH9++101uo402Po/C+tpcvT0xFRgpeSEpk8JoUrhEJzbJ9944I8aBOUY3kugExJ4iOZbAwZhkH+dPdHDhRBf3n+5hueejF5GsZdAhcMNKFax/SmpYUoNYGi+RshR6J5ROblRNUvJCkYeIZGRuDmCSFlgdBlhfCTFNCwS+cAwu3yMJnC0Nv9T14QuO0KOd8tVhKefzJcfQMKqAitE74BhrNjxBZuE7hymU1ujHlAid3+oCjACZh88OsNQNsLkcIvIp0c1yhf1JDukxxx4BaHecACHpfLc8wQFNAE7gkyzL+s9EvsD2QeJYdNa/xfqerBmfFzKzL2U6nuRY7lHCbP1jslxjbRBg0PUdqGCBpG7kQQhKqEmKqlxlRcYZlvsBHjzXJ4aaAzmJCbQ68Mm8WWkMuj42lkiO04uI2WGrN24sE6MhyxW0IomaJygZjirsEOcPJBhWTNJPY0ITgNDzjQl4gAtbXZxci0pPHA0keYFzW11srZYMik4oEHjE3uDcSkeFO48GHAOCPi/BOQdD3UMGIM8uazhuwaN+5GHQ8ZwErRuX45KhZPgpTayKJC3I4LnjOWCDAYhCqjxoCyBMswKH08xIsyQ2loKaDKwqa1VKwRZEtUlv4HMMuyQx9ivssEFHUj/63EmZBrGP9SGxuKzhf5KRLtUQ1dDveFCGHTo0BQoCjzvACwDObMSmncLId4GN5QDDDrFAiClTSlntPOrF0oFSkjMMez4ePNN3oFInlMYEm9plfags+4QbRl0cCvQ7ngO6O4FwvlGdUNaq6nFG61Y3ku48VQ9DIciT7txWF9KwFW1VVpv0CwNOEnuKQOKVno/xNIcCAVZhIIxXIK3H1XPR9RTGw8rHg2f7WOr6BhhmiEOStflSoBvTumzZWKuDAEtdH93Qg9LkmbfU87ExDAEAGysh1oblHLLXVSi6tqUusdhG09wAs6pk7JrPW0kb5wTwTJKCwMiKTFgI5oAV2ycAsROF3fTISRK8OgzRDSV8j54bzo/RFDNgIHDWeU0KBk/SHA0NWOYqsxpWlZ1rofFDsxF4DOtD8hn0zPrq5kDXgxBw6/qptbj0sGQMr79vCauDEGc2OrhwokNrXT9Av+M5WfJ4miPJCKAMzdjwBEnSLXvZN5LU/VGGcUpglvUR1NCApg2X3LD/AFojRtMCUhifMk1ycOsZdjjOcHMvIaDTo0rLSV5UAH4jETXybiuVJzYcMR4jX7rqmgCwN0rBTZEAu9EwTQtT7dJWZ6X+ZoyeVwdmA6ZQigA384yqMmNpjkp0QumKmNjPcE7vAJb57JjZ0lTrVC3Y1cZdxu29BO/72SdrFNqdwwx/7b2XWkP6Ntq4i+CM4eu/8CTe8fAqtlYiJFmB3/rITSit8Vfec5F2FY3vxj//pWfwI//xWYwm+Z0P3EYbbbTxSYbW2plq28RKckqgA2Meb0ncVAlNG6YGJTl2d359OUS/45FheEp+QfujDLf3EkyzwnkACU5MBU8KdCLyJ9ofZcgLhaW+j15MyeQ0K5ArDa00hh36uWWXK7LMqYU07IPcSJkYSDJ0OM4x7PoGUCMT8yxTGHZ8rA599CIPaU5sNus/ZZOcMBAYJzmmmTKm9AS6DbtUOU0K8uSyQJgF5mBN7E1p9P1xjtV+gNV+gKV+gF4syw1DI9mw0shuRCwP25a1YYhOROb6SpHJMRj1ARmFa5JMSYbYtMP3SZZau88oZXXE4jMV+hgwSXKkeelHk2YKqZGZWNNhAI4ZkefkWRP7JI0UBimwQE2hFG5sT3Ewzgwjp7xZk1RhmipkiszSLZMiyQonH418gTddWsJqP4CUxGrinJKUlV5A7CLOnC8PQCySPFcu8bKcoTUDDtlkOPAkNpZDZ4LuS44Xro0wNZXyfI/83HrGF+nESoTNlQj9joc4kFShEiRftQDG2iDA9n5CRs3GI65aP4DYKhJrS9SWg0mG81s9LJmxEwccG0shtlYieJIqk20fpJgYmeuDZ/u4tZtgNM2xsRy5CmuB5O56R9PCzeNeZNhFBiyxICAzYA1DydIQnFiUNO88Z5Z/ai1GFAicWosQ+BLdmFhZgw6N/U4kcHazgzddXsYb7ltCHEhEITE4hQGYxtMcSV5gf5y5og+cM3TiEkTohuQt1wkllns+zmx0MJ6WY0FrutfWj0xwhn6Hku9OKDHsEpvlzEaMRy4MaV5KYql5ggCNfkyFEOJQGKknAQprw9ABLfbYzDCEAOoHV+DAsNQYY5gYkEcKZu65hgLJn7NcYTLNIQUnxo+gqoWeV4I068MAG0uBYY4SEJcXGkwTSM9ZWXETmoo7AHBgT6E0upHE2jBAHEhsLoduzYqDUo426HhYXwqxOggMa1fB9wRu7ydUgdAjCTHjjDYrpgX+0weuYpqUc94C2rYgQGEYQbZS5NpSgKWej8in4gMTA3gQeEOsWsfYMYy6ahEHYZiloS/w+otLEEbKaqFWy/hlAC6c6GJlEFARjLRwcl9bdXDQ8U2FQYVB7FE7PCqkwTgBfpvLIWIDyAUeRy+WrlLsUocAncRITW/vJa7dt3cT7I1yABq39hJwxsirKyuQZgX2DlPsmI0GKgCiMU4KFLl2skm7BtvrBgOyvEDoE+tymip0AoHtg9T42Un0YmJ4Drs+Ir+UX2oQWMkZMR05B3xBQO3KIEQnIq89C1pnxi7Agr3EkLTMTYn1pRAHI9rEOrvRcUULBl0fl0510YslVoeBkwxKQdLTXuzh9HoHK4MA2qx19no7oXDrLgAs9XzDRObYWAmRFVTZODdFGuy8pA0w8vC0BUfshk2SFY7JmZgNm46xPkjS1rOrjbuI/VGG/+3fPEElhXOFzWV6afrOrz6PB87073Hr2mjjszdOrceUvIQCT754gI8+t4vves8FPHRugJ2DFMOuhz/8+Db+5x//KD763O69bm4bbbTxOR62CuLaMIA0Mpc4FPClwMm1GD2TNPiSY20pxKm1GA+dGyIO6SXcMzv9t/cSI+Eg1oAvOFaHAb0Yc0og4kAijiQBCaAX48BUS9QgLx6lTSWuzFbWoqRAGnYNGRIDnkcmxL5HUsDA444Zs7USU6W/igxjkuRkMpwX8H0DLizHWB2GDrTIcyp1f3ufJOUkGYJjL/hGlrc+DAEjY7q5l5jzC0yd9LOsZgVQwuj7nP5IjvWlEA+e7Rs2GklIhWBu152BrtdmRsqAhP2OxPoSeUwNux7WhwGZKgcC2sgEl3sBVno+erE0ckRKFEkOB6wMDKsskDUZy/nNjmO+MVYHkqxZ97BDctMz6x1MEgIkLBMr8KncPRlvA5OMJFiW/WHZFSt9Six7JiHaOUgRGEN+ZapYThJi4m0uRy7xDYwUdmeUYjTJy/tuzJlzWxXOjJkorPvFHE4yAAz3nezi+auHxELiwIlVkgztjajyZpopLPcCkl9yAmEePtsHtJF3zth3EyOqJo1CyZiMQkrgrMTJBvkzKYwmOVKTpGlTNXFtKYDnkcE4yaR8Z+ptzagLZZLoigG3JxkYGLYPEqpMWFjpZdnm5X55rNyw8gC6tmlCssQwEJgkhbEvIQCPgxhKvgEIGGMGECPfoW5Mbd1YIjCOPH2YYTbBGe5HvsDOQWm0f/sgxcE4Q5IT8w+MGJXVRFwwApWXup4B34ltFQXCmVP7xvcnL5QD4Addz0iftZnbBaZpgY0lYuDY4hoMNHfOb3aw3CvZmmPj8+dJAri1Jgl2mhamWhyM91LpS5UX5E0WBwJTI48kbzZqU5orJLnG/ig3jDuGlX7o1oDIF05CFniCjPh5KR3khu2y3Atc0Y9e7OP+0wSektchbRJsH6Rk4m5Aql7k4WCcmbEG3N6j9QsK6MWW8cQQBqUfI2Ckn+b6Qp+8uEKPrnulR2CXJ0mWaOf5oOvhK9+yYTYdCuojToyuatU8ZqR1g46HMBCOuej7JZBLx6N1Q5oCAxbwtrJaxksDfCtjFoJhtR9gfSlAJ5Doxx42l6NaHhsH0j0/DqYFDibEmspz7TZIQk9AGT+twBfwOMkJO2aNcWxjADf3EkymBZZ6AbG4OI3JtaXAMBw9rC0FOLkWYWBYX5FPgFw/lrixOwUAx5b0JD1Hs0LhcEr3TkqGiye6OH+iW7I1NcAEAWArPR9JqrBzmEKDQOLLp/voG08rIRj6Hc+xNB88O8DGMDQgPXWoGXI0dgq6htCw4TgD1pcCt1lCTD7mQMe1QYiLJ3s1D69OICE5nff0WgSttZNWWh8xV1XX51gb1lmGyiCFk6TAzb2E3iskgerdyLBgZ8rWzI8W7GoDk6TA+372SdzeT6E1cGo1wrXtKb71S8/gCx9Zu9fNa6ONz+rgjOH/9WcexPf9D4/ive88id9/4jZ+6jdewI2dBH/1Gy5CKVPhK9f4P//dU/jR//isezlpo4022nitgxm/pbMbHUSecImilbjZSmZWZpBU5G82wxt2fbd724uI/WJ9de4/03eSiklaALpMdPICJoHgxpeFYW0Y4Ku/YAuXTnWxtRzizGYHp0zlqdh4FHErc2GGKWK8WbQ2ZsqMTOofONNDP/bQjYzBt0m+u5FEFBKDaqXv482Xl/G68wPcf6aPXuw5X5fAFxh0feexmBcKO4cJru9MwSov1oEnXAUpgIyx+xWTeW6YK4wx7I0y3NpLsDoIsbkSOTPnTihxYoUqV46TAmFQJtCCE1gnBUc39Ax4oNDreEgy7ZJem+wdjHNs76dUYEBSIlUoZTyWUlONjrvEUmuNlUGAS6d6TvZmgRJPcmdg3O96+IZ3nXKsOy4YeqYS39owcDvunVDigdM9dALpZICDjg8wuj8bS8REsWMEANaHIfleAVhfCnFiJcLWaoSlboAvfuOGaWfJeEkzhbVBQF5noOrg3/qlZ1w1vGGnbrXhS4FLp3o4vd5x8kNfcpxai525umVBMABpUbj+lIJjau5vFNRBNBv92HM+QtWQgiqYczP+PEkG9s+9cojdwwxCMPQ61J4buwmSXEEpIM8UJmmOybTA/Wf7OLkaYWMpdJVPldauMASZrXvOv438tJRry7ap+rzU84mh5HOc2YipCp3xwhGmuhpADM7AFzicEOOPfJaI+WYlR0udAIUCbuxO8fy1EcZTYnNuHxDovdYPsNIn2Zs1Q7cxsebsFuWGrR5KPwoDjk4gMex6GPbI3D3wBKapwqn1DjYNi9R+79RaBIAZU3hKuPsxFYGwskENGoeRLzBOChyMMqSZcoB4aPzIJmnhKlR2TVXNwOeOOeV7HEMDJls2iwWUQo/jwokuzm110Ykk8lw5b6ZuVMpgI7+Uy1KVSInN5QiRL3D5dA9SUrXJ0OeIQ2LR0QQwFfN8kq9GRma5uRLC9wUk5+jEEsu9AJZMyQwo2I3IUH/Y9Wog4cm1GBsrIc5tdnHpdB/92EdqxlUnJLZWPyaG2MnVCKuDgOSWvsAj54c4f6KLMxsdAGT2zhkBvCdWIjx4bkhgjGG5ntvokLxawLFhV/q+A1xtaE3VK+M5c42bQWIZQ57xJNwYhpCCYWMpwMZSiIHZDFhfCjFJFDSzoGEJvFbnqgWNxklhNicEIp+k4Us9H6+7sIROTMUx4khiqetDawLLVgY+hj3fbXQAxLCzGx6JAdAtS44Kigjnv3Vylda95Z4PX9AY8I1EMfC4G19SELjfizx0IoGdg4RYvloj8EVZERdkhp8boNqa1JOvGbE5J0lh2L20PlzfmeKtDy7jIcMiLZTGSo/kxp6gNb0TEpMr9AWUedz1zfN2dUAsXN/YDdBwLcF2W0XSspQnSYGtldgUA+EOAE0yBc7KDTQb/Zh80GLzbM5y5RiCwrAYI2/+2jwzho71qTY+ZyPNFP7pLzyFa9tTnFgJ4UmGl29N8A1feBJf8ebNe928Ntr4nAhPcnRjD1/3jpO4dKqH7f0Mj14cIPQFvvc7H8IXv34NoyntXH/wydv4e+//KP7g8VttxcY22mjjUxLdiDxRooAACJINSkySAjsHKcl0DBC/c5Di+vYUWpdeKGuDgNhOlUjSAkmqcGNnCq01zm12cGYtxiMXBu4z2tAqfGNI3Y08rPYDDDo+OpGHaVYQg8AkRmT8TjvV3dDI1Rjt5Nvqfkpr3NhJsD/KsNwPcOl0H8u9AEMDWgUeeSslKcksX3dhCM0IPPKMifBy1zd+Tx7WBgFCnztDfJucDzseVoeU0EvjH2N3ygPD+rChlDaVtIBOJHD/6T4mSYHTa5Tk+J7AaJIjDgXefHkZq4PAGT8PO74DZ1YHPrYPEoynOQKPEjHBQfer45GXl2DgAs7vJyuIQZSkClCULN/aSzBOckyMGbrSGi/dGFFib3bnfY/h9EbsKnIOOh4m0wIfe24XSz0ySo+MZ1iSFdjezxyYNej4CHzh5EK9mNh8p9ZijKY5VaLTGksmmWKM4eFzfWwsh04uxzkZh5/eiHE4zqj/rU8XN9XxjIwKAFYGIU6YpFFyhlduT2vj8cGzfbzuwhAAnFl75JO33M4BSRALBWeyPJ4SS+/AWApY8G/QmfWrZYy80QqlHSjl7r9GyQABTHVQkqkqBZxcibE+oH7oGGaMrUboSY4wFLh6awJPkqmz1sDZzQ4unew5xpYnyGtu2PWx1CfwZND18e5H1zDoeK7t+6MMe+MMk7TAzn5W83USnGG56+Odr1vD6bWY/J165CvWiwggue9kF1vLEc5vddGNibEmOXMVLSWneXJyPXbSvEmSY5oWbm404/xWFyfXYnQC8uMjX7eQDKgNw2TQ9TFKaNNvaynEUs/Hmc0YK33D/GAEVmmtMU5zTFPlGEDUz8Q8W+r5WF8KkKZ0byPj2aRBct3t/ZRACkZMp8DnuO9UF6fXO5Roh/R5K2ncWA5xZr3jQBRb+dVWyCOpMzdVQuHm2iSh4hbkhSQwSXPsjlJkhUI/Jo85TxCFi5hRVDm0KDTuO9lFz4B4J1Yi8ijUwMEox0o/wKk1YqeR/yCtl4EnHEi6NqQqoIIzZ6R+38ke3nz/Mt5y/zLJTc3YDT0BzTROrccYT3OkRqKrClpbLp3qumq+gGEcnephazmE7xH4Mux6WO550Epjc4kYpaEvDPgPDDq+e4446aKZ59XiJ3uHxOhURv4cm76zb8X9jiRpr1mrhh0fSgPbewn6sUQ3KCWA9rhVf73lXoDzGwEePNvH+a2uyYG5q+gJABvDEKoomaqBYbmdWe84WakUDGFAmyODjofIpwqxeUGVXMeJwr6RC06SgqR9xvvKyp9Pr8dGek/9cDAmj7ROKJFmCgeTDLf3UseKLgoaUzZF2DvMXDXbWjimMPlwT5ICvZg2KzzJEYcelnr0vFvpk1/jxRNdDLu+syHIcoUkU676beDRRlZRKAS+wEo/wJbZnFruESA46Ph4w8VlnN3s4OKJLi6c6Ja+aEa6ePl0H92Qiims9H2SZVY2TyKzPvQ7Hs5uErga+AJbxtuRC8xUEV0ULdj1eRx5ofB9/+qjeOrlA3z7V5zFua0uslzja962ha97x4l73bw22vicjL/0tRdx/+ke/ssfXsc/+bmn8Pff/zH80TO7+JvffD9Or8dQxtj2R3/lOfwfP/9UbaejjTbaaOOTDQ16iWWAYwqQnITAK6V1bYfWhgVjAGI2ZIrKbe0cpJgm5ENzOMnx3JURpsZn49xWpyb3AkgquD8pzeKV0tg9THFtZ4IkI0DAMg0OJ5QkfOkb1tyuOTcG0ONpbpIXZnyGyJtm5yB17bZAhtIaJ1Yjl1CPpwV5PhUlY21/lGHQ8XF2s4sTqzEun+rh3GYH958Z4PxWB1/9ti2cXo9x4UQPr79v6BhhS12Sh2wsRWWCb/spU+iEHt5waYnYPqY9WmsnBzmz0aHdcpBkaGM5MN4yHjxTvapQlMwTQChoR91IwPJCI/KlM92uVgzsGcN2zkj+YdlmgnP0Oz4+cfWQQD/BsDIIEUjr+8RdW/dHGYZdH6fWYnQjSr5oHGgEkiMObMU+5mSonUhix1Qbvrmb4HCSIw4lhhWZ0sGkwM5BhtNrMfqdshhANV3jjOHhcwPyeTLtsVKZcZLjA0/cpuTeJyZftWJXXmi8cH0EAHj9fUsk72QMh5Mcu6MMypSwD3zhkjXGWE1OameMjTik+70+DLE/JlBsNLWMSO4kuJdP93FqLXLmzPvjDKfWY6wM/FpBAi5IRmxUPQg8jjgUGHZ9quRm5FvL/QCn1mIn80pzSl4twDOe5tg7TJHmGnFY9nGhNKZJQYbtSmM0zR37iTFgZRjQvwXHmy4t4eFzAwx75HcnOcNSL8CZjQ5evD7GizfG2FgK8NC5Ac5tdXF2q4NBx8Mg9rAxDLF/mGE0oeqOGnCy0sDn5X3RcExNoExWyeOMI/IlkkzhwTN9BJIAEveZkIokTNICt/fS8rYoYt95kmN9OaQ1zeNOquxJjjMmWbbSQYAYJRqAEBwnViOs9AnAO7UWm7ko0A09bCyHuO9UlwB2Qfdj2PWJvZaRDC4xRTaW+wF6Efku2XVPMJLY+j6xQXumGt9Kj7yopCCpsZQMHieGrO8xrA4CrC4FJBlrYBh7o4zkh6bghR2lgw4xrIa9+jxgpq+rLEXbvofODshDy7AUi0Jj/5CAxt3DDIfj3IEwK316Riz1Alw+1cflU32oQtd8my6e7IIxkr9d252SP2NeziHO4CSHNuw49z2Oiyd72Fiqb6QwDue3VfqqkdfaNKUNGgDOF7Hf9bG5Gjk2YGDk5NX1YannoR9LbCyFjqXa63gYdCS2ViIH6FlW8e5hiiig6qbTtADnDOvDCOc2O2U1Xs0gBUyhDw+B5Agkgf+RL9CLJLTW7vlm/diefGEfaV4YcIk2BTaXQvhSEHhmiHArg8AUaijHhDV0n0xzU2FRYNkY5a8bWaBdO4WgDYX1YYBH7xsiDgTefHkJ60uRGxu2+mZs1txeJE2VVALK+x0P3VBg5yAl37MeAWQArVNZTuxJbry4Bh0fUUBzwlYcBmicvfvRdXzTF50i/8lA4sJWx7F/lSKw8HCSI8sV1pdCwFTEvVsaQAt2fZ7GNMnxd/75R3B9hxLp//TBq/jvH7uF977zJP70u0/PosNttNHGaxJLPR9/4xsv4y989XlT5YbYBr/1kev4zq86j7/4NRfcrtcTL+7j773/o/iND12rVQBro4022vhkYvcwxen1GElKydfGcogkK3Bmo4PQo53yXuwZPyTr50IvqMOej52DFNt7KVUONBWffEmMrKUevfgXSiErKNm2Yc2n+x0JKQUxUBjwyu0J0kRBKYVpphCHAp7HkRUaq/0Aw571F5Nk8G2q4cWhwKlV8kW8eKILaCvhMgmDkQlag2cr47PXd3I1QuBxrPSJASIFx6BDYMBbHljB/Wf6OLfZwdZKjEmicOXmBC9eH+HFayOzu62RK2I4eIJjue/jgbN9bC2HVDFRcLd2rw7qVc98j+QcVj5JfcywvhShE0qs9H3cd7KHU2sxlrokz4lDgbUBsTesOb0NT5CUa3UQkDw1knj7Q6u4fLqPTkhm5Mumwl4cklTp0LCYPMlxYsX4qpjKfhYY6JmE0fo32YgqIJGVGJE0leQ0lnaw0vdN9UcfmytlEluYaoXDru8ArLUh+d5Yz6ROKHFrjyw2Il/gLQ8s4/xWF295YBlf8MCKAzlCn+SJYaV92/vESATIq8i289KpLu472cOgIyElR5IWxBoJBLGWKok242W1RcaAYSfA2jBErhQunuiiKBR2DlKMkhxn1mMCE0GSYA4CdboRJXk9Iw378jdt4Oy67/pgqefjwsku+oYht9TxMehSsmiZgPujFK/cGtdM8AGgG9elX+c3u5gXZ9ZjbBgWCmCkUhlVvXzuyiEVTJAcPcMyAsiL6OWbI3BO3mCCUwVEXkFeGIcpJkDm74HP0Q0llrrkf7axFBrT+PnppmWm2AI9qwM6f2DkfL7ktfM9cp6AT8uG60QeolBCCIZB18MXv34d95/uzTA+hiYp31gOsdzzsdzzEYXSyEQpqd4fZ7ixmyDPNS6dIj8sMODiiR6Bw7GEENyN+aWedGvlha0ujUOPG6C4BJY8wyy9uTPFNC1weoMSeg1iuV040cPtvYSqUJoqt/3Yx+ogwPowwJnNeCYnG01z9CIPK0MPJ9di8mWLBCapwun1uDTh5wzXbk8cmJRkCqeMdNhKYrkBNGyV3M3lEEIQkCYNi9MyjUqZbOqqbQpO77ETA/oejgtMktwY0zNTyZLOtTYMqb9OdHHKjG0ArppfltPnfJ87AO3dj67hDfctEXM0kDi32UHfAHx9IzNMzfe2lkN8+Vs2cXotxpsv0Rpxai0qi0iY89k5raFNxU0fQtAzzMoML5/qmTFKlQ77Xc+NR98TWO0H6MYSWaFxey8x1VTpLNKA2H3jSxb4xLzcWA7NM9LHm+9fRuALbCyFyHKN1UFg3v01zm11XBXHaVagG0ncf7qP+050HYvQUsM8ybG1EmK57xsfLYEve9Mmzm50jM8cbUD0I/JNTE3FUt/IQauG8iQPBl53YYBeJMFBa4xdtzeXQwLcOj7Ob3UReAJrwxDDro83XV5ya5HgwCeuHuKZVw4AUIEOpahAhgUmR9Mcn7g6wvowxOVTffQ7Hk6sxchtlUjAyThtNVRb7ZPdZTok7/yRNj7X4tZugr//Yx8l7bDHEQQc13cSfPMXn8ZXfcHWvW5eG218zgdjDO963RoePjfAz/3Wi/jgk9v4o2d28djz+7h8uou/9a0P4A+f3MZ/+uAVZIXGv/nNF/G7H7uJP/cV53Dfyd69bn4bbbTxWRxRQN40WtPuKWMMk0lBiVvXw+6hdKW/t5ZDpBkl9N2YJGoeZ2QmrYFACkx4jsDn6AiJsxsdvPXBVdzcneKZlw+QpAqbKyGu3p7QyQ1pZmMpcuwUkkv1cOXWGL7PcXo1wv1n+yiUxovXx6biITGJuiEZ1isN7O4n4AzoRpQwPHvlEP1YOpDJyiCs/PJwkuFwQuXXPcNICnyJy2f6yDKF0K+/EgcmYX7l1gRFobAyoN3y/RGxHqoJ1KnVGMOuh6U+mV2fWCPv06r/YpUlB8ac0fqtfSoRL3iZtL3u4hB/9MwOtNa4cKKL564c4sqtMQYdDzsHOYQnEPpkstyPBXYPM+wdpuh3CeyaZlQlLlMKr9ycYJrlZBbc9TCcUNLFGEkClSJzZxtLfWKcvHJzbCrJhY5Jlxpz4KWuh1xprA9DvHBt5JLApb6P1WGA6ztTx16g6l1U+ODsRgf/DTcBAOdPdHE4LZwfD0CsNM8w2E6sRbi9m0Ab0G215+PiyZ7zqemEEq+7MMTvPXYLo2leStxMdCpsE9/jxlSb4+xGF4Ouh8ef38P+OIdnjKF7scRokuPcZgcH48wUSODYXIogODGFhj0Pt3YTd/5u7FHVNI8S2GdeOUQ3lri+kxDTzFQVHXR8PH/1EIMugRj5JMDD963iT57fBwf51l3Y6uLa9gRPv0xsu7fcvwylNG7sTnHl9gS7hwlCnzz2Cskx7PoYTXLsHpKcdGs5wqn1GB/7xK6ZaswY5ZOs7vy5DsaJwoNn+/jND18D5wx7oxQdwwSzgEocSmiQFDAxUl+tiK3y8RcPcHs/gTQeb8KwLLXW2DSMoqsGXLFFPW0CXo31QYhr2xN0AoHT6zFevD5CliusDUMy2j7ICDQ0bBcpON764Aq01ri+Q8CCBa9v7k5xfpOqySWZcsUdUmOAn2QKN3cTkvZmGu94eBmdUOK5q4dYH4Z4+uUDBIYM5wmG6ztTnF6PsXuY1Qh+3cjDWx9cwXNXDum6GMm2NpfJi29lEOD2Hnkf7R2m6K5FxsSdfI92D1KqWCgJZDhrfK+koAqJh0ojyQvEpiKmJzlWBgG2TfGMagw6Hl4eZ7i1m2DvkMb+3igjo/+KfJSBJLAawDglJuzaIMQL0xF2DlLnmXcwIanrUs/HidXYrKEMk2mBNCNwJDJSSIDAz+2DBNe3E3Qjic1eiNPr5npkhbnIgCQrMOiErj2hqbgnKxsBjJkKkL7As68c4NZe4piBp9Y7uHJ7ivH0EKuDAJ1IYn+UYXVAUvU0N5JtEBMtVwTYa8CwgYDHnt8DZwSOhYHA7sGsL64vOS6d6uGFayNTwIW+mytiVJ3f7AKaIc0KnFqLcX6ri0Ip3DLqC84Zzm12cGs/wTQl3yzOGcZJgUGH/t2LPAzXfOyPMyc1FZzhzGYHnmFdFUrj0skebu4k2FwOcTCltWiaUpVTgMzbuyEVL5lmBdaHAZQCpum0VtldGD87ITgiSTLTwCdW1s5BilPrMV68PsaNnSm2ViInf7bycKWBYddDN5YYTwrnzaWgsdQL0O/4jqEnBa8VDNhYDp1XWm4qQ2ZFWTxhqefTM9awm89sdHAwyvDM+gExxw1jcHOZjP33xxkubA2ooqpgeOz53Zl7uChasOvzLJ67eoh/9FOPQxlPgTiU2DlI8ZffcxFvfWDlXjevjTY+r2Kp5+O73nMfvuQNB/jJX38eV25N8PEXDwAN7Bym+PNfeR4f+8QuPvjxHbxya4J/9NNP4G0PruCbvvg0hhU6dhtttNHGccOTHJsrEV65PaFE1BcYTXPEviAvqPMertye4MbOFJ7x5wiMybM1iF/pEbAwmuY4tRbjhetjAMCZjRg7B6l7aS6UxtogQBxKjKc5uqF0TK+TaxGyTBmgwcN73nESv/WRG1gdBji93sETL+wjDoQDgIhZEkBrjYNxBsYZlAIOxhl+96MEoCz1Bji/ReyWB8708UdPbWPQ8fDAmT5u76c4HOd1k2JQRcDVQYDEmJZbyUiu4MztezG1e7nvY3+UwfcEfGMkzBjJ5KZpgUlS4KWbEySZwvZ+4lgnAByLinOGSZJDFQQo7OynWOkH2B2k7lr7sWeqxAHXt6cYdDwkaYjQ5zix4oN7EXYOMviSpF9poNAJYzAG3N6fIk0JRAwMA0Ypkr4p4wMTGV8azpiTOiYpJTPTpHAgXZbTdQy65FM2MWOg1/FwdqNkEXmS45ELA2gAJ1cjfPjpHRyOy6RrcznC2Q2qhLkyIIDNEwQgccacDEYKSvBPrMQ4mPi4Fnl4/trIVdCbpzl4x8MruHp7gtt7qRvPgam++fA58ouzlRw3lsmXJzDMjCu3JsgKja2VCB95dgdxSGBmJ5TwfY7cMAJv7SXkYVNoLPV9XDrZw8s3J+iG5AWmNUmlBKcklEEjDgmM2T1MsTYMcDAWtSIGYUBecbuHGUbTHK/cmjiGz46RkXHOsNT1yVPNgAiRL3DxZA+TNMfOPvk+fdGja8403MoqO5HAoxeXnL/O2c0u+h1iy60vR7i5M0Uvllgdhq6CJ40JmmsrgwAXTnRx/+k+hsac++rtiTOd9j2O3cMU0sibGaN7HwUCV26N0Y0kzm11sLEUoRNJvHBtVPotdT1c254AjGFrJUIYCBRK4/lrI6QZzSNtxkPVupQxhpNrEQ7HtO5IU2Vuf5xhbRjg2u0JtvdTMlT3rEE8FcoIPAK4r29P8dzVQwy7Pl42APJSP3Bj79xmh+7TzUlNamfDiagYMVVuNawmuhEZ66eZQi/ysNwPkOYKw55PY5gxPHCmj9/92E1XsbAbS4ySAtr42pEnIXOAezWsh1FeaIynBQZdz1UhnKQF4qACdhlWz6VTPZxei5EXykmGV/r0Dqm1BgMzxQqo4ufZ9Rh/8ok9jCbE0BKcEdvWMKICn2N7L8UkyfGOh1exNgwc2GzXS5JUEyh8brOLN9+/hMef38dJwx4CSEbLOcMzrxzg0qkeVfqNclNYI0MnoDVkue/j2Ve083AEqPojmZuX/bR7mIIbmWnVPD7wBZSmdSvyJVX35AyvOxvj6kHZtxMDzlj/tW5MFYhPrcU4uRZTReJIYtDxwDmwOghxcy8BZwyPXhhi9zDDh5+6jRs7CT1bNMkS90YZzm/1kJjj2zHtS440K7A6CFxRCQDICo0zGx0smWrtWa7w/LWRA+wFo3E47PkYdn3HlgLomfuhj29j0PWMVYB2knczgNGLPUwzBV9y5w0c+AJ7ZiOnutDe2k0ReGVxEY3S6N/Kom34RhJsK5Ku9AMUSuP8VhedeIrnr4zM+FYzmxMA3Z8ve9MmnnxxD2mmcHV7im4kcfFkF0+9dIDNlQgXT/Vway/BY8/v1jeQjogW7Po8ijQr8P5fec6ZJk6zAowx/O1vfQAXW7ZIG23cs7h0qof/z194BB948jYkZ/A8jsc+sYv//rFb6MUSb7l/GS/fHOHadoI/eOI2Pvz0Dr7+C0/iy9+0UTPcbKONNtq4U6wNSLqzuRRikhSIjITucJLDkwxckQfWeJqDM+aMiq0shXPyzeGgas5nNzrIi0MEHiWS01S5RAogf5kve9MGfuX3rwAoWTyeMe4WgmPnIMUnrh6iF3tul97K6FjBHCPMkwyDToAokNg9zCAFw/pyhIfO9PHY83vYO0wxTgpjlEsvO0s9H0u9AJ7HMJ3Wq4ABlAzf2kuQ5gpvvLSMgwn51PiS402XlxyT6MNPb0Mp4N2vX8dLN8bYOUjRiyU849V0ZiPGx188wPowwOogwAvXRggNyAKUFcG2VkK8dGMMxgyCMwfCubmXQKsyqVgyjBllmADd2MNyP8SzRiYiOMPGcojr21MoTawM8nMSOLUeQ98YI80LbK5E6IS5Y03YKl29mBIy66eijbeSUhrjpMCwR62MQ4FbewkOR3mtvVmu8MzLB8gyYjpEvsB4kmOpWyZCVqoZeCR73TdVKjeXy+T31Frs5E3URkYl5pWuydmq8boLS3jk/BC/+LuvYNj1EAcS3Ujg4fNlYYRHzg/wxPN7DoQFiPlFhtkSyz0f73hoFX/09A52DlKq7hlQNbJCE2jQM4bn9HcPwARxSEk0A7DSp6pwUnKsD3z0uwEevTjEL/3uy7ixM3VsiWoMDNi1Ngzw0Wd3EfgCl0/1cOlkCSQKQcUVtlYIzKwyNwpNTJ68IGnZ6iCE75EU88RyCCk4vuCBFYyTHB97bg9nNzuOnQEAD5wdYPcgRQUXMGxLYs09fG6Aw0mOK7cmePBsH+vDANd3Jri2nWBrJcIkKWoJJ6usF3FASfUFA2S+YEBLAM5vyMoNrRk2jKTwwokOnn7pAHFIBRmqUbV0iEOJB88OkOUaOwdUfGKp52M0zcEBnFiLcGI1wsWtDrYPU3QCiRevj6jKofEtXB0ECAOBm7saj5wf4oSRKXYiOeM3WI2NgYdnb+S43WBe9WIfy33mfNKowAaxmNaWqAKqdOBUjtjnrkIuN+DUNDMVIs35aawaaaLx+lvu+3j6ZV1KviRHz1RiBeAKOQC0fgQ+xzMvH2JiNhuq4EUUSlflsBd7WBmEgCbAQWsCXlb7JYvnxEqM8aTASzfHpqJuKf3dXI6wuRxBKTi/utsHCUbTAl/wwAo4JwYWUF/5xtMCcQhX2OLUBhAbtu36MMSyAUdWBwFuDQhco42aDE++sI+zmx03NpZ7fs3nLPQFSVfN8TqhxJsvL+HatWu1ezee5i4fTlLydWQMDkQ9sUpS75dvTtAJBZ67euhYnwzE1lsfBnj+2siBoJ1Q4OFzQ6p6axD70ACSb3lgCc9dGZliC5WxtRSCGw+zMxsdJFlhvOI8JFmIl2+O8dDZAQHjFaCrF5PPnxQEtFlWcxwIB4KPjNflG+9bwvWdKR4818ft/QTrSyEunujhcJLROJQcea5w4WQHcSDd86B6zy6e6NZyEM45lnoBDicZoEtbvftO9iAEw+E4h1YESt7YnSL0xYwfHQAnr7TRCSUuneohCoidtj6kSqGjyezzfF60YNfnQewcpPjF33kJj72wj73DDEs9DzsHGVb7Af7GN90/U1GpjTba+PQH5wxvf2jV/fvdj67jl3/vCgJP4I+f3UGWa3zDO0/iv37kBvZHGf7db7+E/9+Hr+FPv/s03vbgysJEoI022mijGoxRta8zGx1IwfHyzTGSvMDLN0eIfI63PbyKoiAza8kZDiYZkpQkh5C0c/uhj28DoJfxg0mO9WEEMODh85QcL/cD3NiZUuWxhBI3G49eGIIxuDLig9jDziGxwbqxdOXPi0I7/5HIlzi72cXmSogi16YUeRfTtIAvOS6c7OH2QYrxNMfuQYplcwzOmUvGOWMzTI2q1e1okkNw4P7TfYwm+cxGwusuDPHHz+y6hKoXSdoJF2TCfn6LfGhevjnGoOvh9EYHgsMll/2Ohx0jZbIm3twYvbt7Y/57dqPjKmw9cLaPlX6Ag3EOxjS6UuLh+4Z44cakdg3kJcOxuRRgEEtIzqhiliewPgiR5cSCsNK+C1tdJFnhzLWl5Di9HuO5K4dYHvh45eYEUpIX1uowwNYyyVEHHR/ntzpYHQR4+eYEMJ5ok6RAmqtav3kVppwFVU+vE2gjBSU0qprlVaITShyMM7x8c4xbe4kDmuYFY1SpzkY/9mtAxYef2gFQsuvc/dfAeELtXl8KwWDAxIgKBkySAoUqvY2a5w8D6Qz9AfK34QzINUx1MQ5PCudJNhOGsjboeDi1HuNgkmG1H9YktdKwMgKPmEfPvEwA5/nNrmO8PfvKAdaWQlw+3cfZzQ4ORmSabiMySeVoSte/NgyQ5wpXb09wYychOZu5NAvu3ney6xJnTzIngapCFIGR007TMulMM5KVnb+vi4fOlYAjUFZzPblKzETr8ZMbRuPFk11cvT0FYwyrQx/b+ymaw8O2b+8wcwz3c5sd5AWxGZcNw0lpaosvObZWY2wZsHHY8xEGEldvT3BqLSZQqtDY2U/wWx+5jj/7FeewvZ9gNMkxrshjLUtwyZxTcMDj3LGKquN+NM1r1ShPrEb4yNM7YKw06H7j5SVIQd5puwcpyfg8GnfDjo9zWx2sD0Os9gM8dK6Pxz6xB1R6f9Dx0I0k+rGHaVpAKYWrt6dOmhh4orq0IM3IWN2C7hMzFjhjeON9Q3QDCc00+ZiBZMs2Qo/D93lZ/ZUReL0+DB2Y6e4Ph5HbStzam+L8JvnRXbk1wc3dBIMuVbwFCKzc3k+hlMb2fgLBySh+0FAu9A37FABWhwGG2+Tz9/TLB9AaeOOlZSz3ieEkJZvxektzhYNJjqxQC6uEAqj11zQrGZKBL5Dm9G8qHDJFVmjc3KVxEgYCr79vCQAQBQTA/u5HbyLwBM6Yyp72d2++vIQPPbVDEtONrmPI3tyduvsR+gKn1zsYTYjBqLTGG41v2f4oA+MEdDNGtgT2GRMHEhdOdMFMpWCSUHtY7gW4sTuFFMyxt85sxDixGoExhne+bs0UrWBY9ujefMuXnMEfPH4LWUFWB+c2O4hDicc+sUfPQEHrqa14S9cnsLUcYn8soEGMQKU0bh8kuHJr4opM7B6mOBhlWDes0mpYRt54Wq5fnuTu/tsQggOsBbvaAPDHz+7g/b/6nBs0gcewc5DhrQ+u4Du+8tyRuxZttNHGvYv3fOFJbCyFeOOlZSit8Y9++nH88TM7eM/bT+C3/+QmXr45xu5hhvf/6nP4ld+/gm/+ktMmiWxBrzbaaGNx9CKJTkRyreevHUIKjmlSENtgaKp/SeZ2wS3TitgQBJ6c2ejg2vYEg5gqAIY+VdGy7BXHPmEl4PTGy0v40JPbiALh1qnXXRgg9EnCtLEU1pIU35g9W4PviQG2Hr5vCAD4rx+5ju2rKYZdklftjzKs9H3c2E3c8c9tdlxy10yarZ/LeJrX2CmCkzQqLxQ+/NQOVgY+Lp7oOdDBsnrsZwdd3yV8WyshfI+M6l+4RtLOlYFvu8LFUrc0Fq/JKs0/VgcBzm11cGs3QeAJpIYxtTLwsbXsIQyoYthHnt6B4AybKxGU0sTkWosd+2bPyBHjSDigwcbqMEBwlUAQKTnObXawuRKhG3tQBuBZ6nq472QX01RhayXE9Z0Eb39oBRvLEW4b2Y1lhNi2r/RpDMVBmWKcXI0cS8X2dRSQHGjRE+vWHnnfcCORey0ebSsD3/UDVcJjWBoG6MUenrt6iFVTnfDiyS4KpfHE83vgjEFrjf1RhosnuujFngNvt5ZDvPn+ZUwThVv7lMjbipKDrofAEzhrKgHOi8wwzUJfGknq7JjQuqRIPHyemFgA3b/nrhzicJpDyrL64Gic48NPb+PSyR7OXbBVCBnuMzIxANhaiZAYqeuGAcls2Pn38s0JHjhDIF2Wa5eE2mlkR9M8qFJwqkDIGzfNkxxvuX8ZnDNs7KWOlXRqPYZWGm95YAV/9MwOikLjzZdX8F/+8GrNgwogSdvhJHeSXwA1eaiNvVGKvFA4sxHjT57dxTQt8NYHV9DveAT2FQqTtCCgKZIOYPnAE7exsWxJABV2iQEslvvkr/axZ8bO1Jz6zVyjYLi5m7k2MQNU+h538wqAuy4pqK8mqYIGw4nVGA+dGzhPq+2DFIExGm/GzgH1IRUOsKAbm3tj7DqYGhCnCgZNkgJhwPHmy0s4uRo5b6hqXNjqgnOGN11eBgC8cH2MfsebuT+7hxnyguSYX/SGNfzOH9/E6fUYZzY7uLEzpaqHsYfXXRjCkwwv3xi7pmbFfODbxvowQBxIvPXBFWS5wqDj4cwGFYaoMpyubU9qAEmaFhhPc0ySHF682AJk2K9XsQQIOH/PF550IFkv9vDGS8vIcoXXXRjig09uGwbc7PEkZ3jgbB+vv7iEDzxxG0BZGbEZzty9siGjofHsKwfoRMTY0lrjkQtD3N5P0O/4+IIHliE4wwef3Hbf8T2O0+tUKfWDT95G6AucP9nB1mqEw0lO8mHQmuBJhmevHOD2XorX3zec8dYjLzV67o6TomTwHbEWb61ExvKA4cGzfewdpgikQOAJvO7CEC9cP8QL12ij4KhYtAnirlPSu8FxogW7PkcjSQv8/G+/hP/6kRumXDXtnuWFxrd/5Tl80aNrbVLcRhufwcEZw9sqTK80U7i9n+KnfuMFcE505v0xVTi5vjPFP/2Fp3FqLcLXvu0E3nR5uWV6tdFGG3NjdRCgUMCTL+4jyZSpQEim5ZdO9Rd+Lw4FrLPPqbXY+Y985Vs28cfP7gKghGp/RIbZQnBk09xVIbx8qu+MgX1TDc56R0ljSv7ki/vQWuPBswP0jaH5sOvjYJzh1GqM1X6AZ68cYHM5wpVbE+wdpogDgZdukMnuyiBwxs+DjoeDcT6TjNmV0TNG0cQSm90hFpyMwy0oJjhz3qbrSwGev3qIrCAzZHuNjDH390cvDmvgnd1RzxX54nBjUr07SrE/yhcnEJr6/kvfuI7AY7h9i/zJhl0yg+9FVA1v9zDF2lKAh84NcOXWGJMkRy/2sL2fOtBhdRDg2vYUWmt84InbWB34yPIuslxhYzkCZ1RBb+egNF1+8qV9xIHEidUIb31wpdYuAHj4wgCCM+weZHj9xSWsmnL3VRbVotfNwCNPJilmP2DZCue2Onjl1vhoRgbIo+1wkoNz1IA2oJTLKVWCFjZsAndrN8Gg4+P+Mz3EgYTWGqvDABvLIV6+McbmcohLp3ru3TkKBF65NcbV21NcOtXDrf0Ey70AD5zp4ckXD1AUJLk7nJAZ9VGWA3ujFPvjHIOuJPlPQ1YIkPF3HJSgTBxQNcH9cYbtg7QGZhaFRuBzp9zIcoXxNMeS8dp76cYYN3aneOT8AOc2695rdi7YQgydULqxXA1t+uHWboJe7OH8VgcXT/RwZiPG/ihzsrNm2PmwboB1gN53NAf+8OPb2B9lOLvRweowcJKy6uuMBSHWhvOPb8O2VzCOLC/BmxevjXBzN4FvrvXsZgecM2K9aQIRC3OOTQN6VSsHAsAXPLAMlh/i49fKdSP0BM5sdvCS8S+sMko5I++1eXOcc4Z3PrKGx57fo2q3Xd+tWVmu8NyVQww65Zi1408Kji3DZnzo7ADjzRyrAx9rgxBXbk0X9kcUSLzxUsfNOa01okDirQ/2HCsMADZXIngexwYCbCxFx7bMsIUprMRubSnAyiAwlRTLsRYFAlprrPTJ5P/WboL1YeAKGzTjCx5YruWtWtOautSnIhCBJ/Chp7ax7Afu9zZef98Skkxhazlycj4bK/2ACp4cZgikwOXTPQcoA1Y+z91YTdICu6MMyz2qSDhJCuwcpJimhavAOS8evTicC4jZ8CRVIG2+ugcBPZ/+8OPbePTiEKEvsNQPACNpZ4w2Zy6d6uFgQkzEZuVf64v4wvWRk/dXf1f9bzPiQGDY9bBZqVLrSWY2XqKZzy/3fUzTCBtGRh2az9hnx8UTPeyPcjx/bbSgH+gtoxNWPMTmxOZyNOOXtyhasOtzNH7q15/H7z1OKLI22vSt5RD/w9dddC+CbbTRxmdP/E9//hHc3J0AYPj9x2/hdz92C0rRg5hzoFDAte0p/sUvPwvBn8OlU118xZs38eDZwYznRRtttPHZHWma4hu/8Rvxvd/7vXjb2952199/5PwA17an8D2OB8708SfP7i60NFjuB+AM+MS1EQQnCeHtffK4GnRJTnJmPcbV21O8cG2EPVMpC0DNI6kaa4MAr9yauH/f3kvwrKlyZkPpchfcvohP0wK391L4ksCfX/ydlwGQd8g0LTDoeHjihX2sDgJsrURY7gf4EwPEuTDv9KEv8Mj5AT72iT1sH8y+NDPGnNl9M86sd/Di9TGUAUTmRZM5X0tiNEn81paostT+mBLt0K9XUrMhBUe/49eYIQDwxa/fAOfUf1pr57lz/9kBVpdCnFnvENjFGS6dpmT22naZCG8fZHjgTB87B2mNzbHUC/DGy0vYO8zwwtXRkb6uvuS4eKKHg3FmWG9lDLs+yUrnAB+jaQ7GGe4zbKlmrPTJyHhzOSJGxh2S7X7Hm8vwAUiCdnNv6kAvukYfG0vhTGI46Pi1v59e6+BDH99BL/awN8rwyq0JLp3s4ZHzA/ger90zgMbNWx5YBgOQZArXt6cYdn2sDGb7YOcgBTQcSyVJCwSemGE1rA4DnF6b9fyKQoGDSY79UYaBufZu7GFjKayBg1mh8PJNMpePgghJWuBglGFtGOKJF/ZwMM7x1gdX8PqLQ7x4Y4QbO+V82B9neOqlAzx0ro9uRNK566BkFCDQaZoqdEJin2wuR8aL5+gNNyuprPaLUhqclyyksxsxAl/UGByWwbMIOHj9fUNc255AGKYT4/QzC2DZBNnKzlIDBEJTWy5sdfHsFZKKRoFAXugZo3jGGE6vBXj2ZuKAKcuU2VqJ0Isl4kDgcJJjayXCpVM9quK4oM1prnFqrYNBV9au1X7cAr9AyQBqhi+5q6Q4L5b7AS5zRmzKxr3phKI2jj3B0Qkl7jvRhZQcL90YzxzvwlYXbM6UfOT8AFmhcHNnCqUVGOc1T7hqMMZw8WQPe6MMgnM8YqTiiz5bjdyshU++sI+d/RT3n+njpGEWrw7D2nq70g/wNW87AQCOYeWu40QXnHP382GXTN+JucqQFQU++MRtnDR+gjf3SJKntUaSKWwuh+jFEsNufe05sxFjkhROBmufB4sYS73Yw9ZKNLM5c2o1RmIqLrpxaGskWB83kCS0uatg2YZxIPDslUPyyWystee3ugufc/YcVebnidUISz2/5v3X/PzJOWvV3cbRvC4q3FKdF0dFC3Z9DkWWkx67F3vYWo3AWAl0fdVbNvHed51qzazbaOOzNKJA4IzR9uf///buPDiO674T+LfPuQ8cAwxAAiRBEiAFggBIiqIlyrS0luQSRV+yk11FPir2ylGYWHbR0eGtxEm460vZ2KXYFXNXtuXYW0mUVYkx5UOW1pZjW6JIUSIs8aZIiiCAwT2Yu2e6++0fPdOYGwMSIIDB71PFkjDdM9P93utjfv3e72kMLx0fxn3vXYVwTMXrZycwMBaHReKhahoYGE5fDuP05TBEgcO2jlrctE6Cf4H3gRBy7RRFwb59+3Du3Lmrev8Kny19Y2z8bZWF3B47abVuI2dOZiiIw6qYQ3IC43FMhpNmz4KWBoeZY8QqG8O5hifjsMtCTu6XDAbkRHMyw+1qXDI8WT8axoIK2pqccNiMiTomw0kMTypIqhpaGlxY2+yC3SqizmPBu7sbcCkQgctu9ETJ9NrKx2V9cfYPi/weP+UIgjG0TtONbayEyyFhPJQ0hx22Nhq5q3xeKzSd4e0r4Zz1M1vJytz2Z4I3jbU2c0ZMwOjlhHSS+W0baqGqRhCB4zh0rvEgpqi4OGg8Wa/zWIoGYm7u9EHTGd44N1GwrOj+FQlYWSQB20rM9N1UZzPbTzH2dM6uyXASA6Pxgt41s5FIahibVNBcP13fnWs8iCfVojPuZTMCGMYskkPjcUTjRj4sWZIQiatF21gm0COJPG5Y7cGKehsuDBX2ZMgEg2ucMjavlcxeI/n36h6HjOzU0JkJIJrqbObQo/ygWza7xZgVNNPrRhSMYccOq4hVjQ4zgMTzHFobHDnBLoHnpofGwQgcuO0SJJHH9o11CEzEcXk4NxhycSgCqyzA7cjN2ZXN6Dk2/bkcx2HzWg9OvRMyzxmNRXqOZHpMBSPJgjw+gNHm1jY7wXMRY+iVx5hpUcyrJiNxPAdJNAI7viLBfo4HoJX+4d1YY4Ug8OZecDACkzaLgHAsBWd6+Fmx7czmdkiIK8ZwsexZBM24SFZuv0wC/XxxRcPZ/jA6Wl1Y6bPD45TMPF8ZxWbx5jgObc2unN6VdquIzjUe2C0CRkuc30oF+e1WERtb3Rgej0MWjRlBy/V4ysgMV6+Uqk7nKswMK87kr8ok8Z+N3vU1OZMf5G9Lpl48DskYmicJuDwcMwK/WRMIZLQ0OOCvtRXttQpgxvMOMF3/FknA6qyAlNshmT0vAeT0gJoIJ82ZWW2ykf+s1m3B2FQyp21lqJqRs04uMVQ237Wch7PxXPHhx5l6TSi62XutGJ/XgrG8ySFKoWBXlbg4FMFTP7sAr1NCPKmb3QO9ThEP7FmPdTTbIiFVo63Zia//SS8cVjE9iw+gpEax7w834rXTEzj4234AxtCXWELD4ZPjGB63QOWdWOlzwGWXcp5wE0KWhvPnz2Pfvn0FQxFmIxPgmZhSSj5xB4CmWhucNhEDo3GMhxRYJCMZcyShGjOVxYSCH08OmwiHTTRydqU/O3ud7nQQ6vj5yZz3rWp0oLnOBlmaHi7S1uSE3Tr9IymTgB0AbLKIqWgSHG8EFAbHYuA4Dit9dvi81qIBCGY+Dc8uC+OPFXV2c9r5SvAch551NYjEVEhXcS51WEWsbZ6+L8vkRUsWGU55NTV9ZSQGXWdY3eQEz3GQpazcQ1aj18nFwWjOsKV8kshDAsweMqVw5RK4XKNM4nOe58rmiZmJRRJQ77GYM9ABxo+o7rU1Jd/jtBkTCmTyj41NKQW9aja0uov+mD1yahw1LhnrV7rMHkTFgl0bV7kRiqXA8RwEZgRE85Nz5x/q2YHpSExF/0gMDpuI1jJ1CQDrV0zn7BL46cka7FYxZwKJYj2DVI0hu1PhTA/Om+vtJX/kZ2Qntc/IBO5qywSHMj2m8nvkZeN5DqoONNZawQC8fnYCqsaKBvWLyWyHyHNIgZU83zbWWNGQF5CzWwRE4ypUjaHOI6NztccIInDTye3zOdLDbkMxFQAHnzdvhfT3S2LhJAnZ22y3CrDJYk7vxEqOmzcvBtFcZ8sJZOT33Mk/zi8NRYzgaJHRQrVuC7rW1hjHzzzfatZ7LOZ5rHO1B5rOcLY/BFHkiwbxS8lv01ZZMGb79drMPHOAEdTvXOMFYATI3jg3CbXE2MtixwnPGTP3Fgs85ivVC6x9pavotQLIvb5tXOWBv9YGt90Y6t7gteT07AWAS4EoJkJJdK/1mnkV51OmHHd01hcN3HqcEhpqLNB0I+9bb3vxc3Sdx4K4Qgnql4WYouLgb67g18dH4LKLGAkmzPHOt29pwId2tlyXxksIub6yZ3dqrrdjW0cd6twW3LW9CRMhBW8PRRAYT4DjjO7tl4YVfPvg+fQYfyP/wQd3rjRzeBBCFr8jR47gpptuwuc//3n09PRc1WdkbhDLBbqA6cDVhcEInDYR7S0uWGUeNotozNYYL+yxFUuomAgnzaE4+ffqmfuR7BmkgPSP77x7lWI9B1x2CRtXueG0iTh6egIiz8PnTc8KCBQdBjKtcId5nsP2jXUYGI3lDKushN0iQknpcJYYzpFvIv0UWtNYQS+TzI8lLWvYp6/GipEpxRyeNhuRhJrzWfk4jqv4h//VyAQHij2Uz6/7cmrdctn9qJQs8QVBJCB3qCmfnjksw+OUoKSMXiJrmoyHRBeHcofaXhiMwGYRCh4o17ll+LxW6IxhbEopmUjZKguwygImw0mcuxLGmiZHQQ8jqyxgVaO96A/37NkVsx9gyTKP7ChHStUxFU2aQ6q2lPgBWYzDKmLTGm/BUL5yGmuKD4n2OCtry6WSeAPAZMToxVKsJ2Eps21BbruEsN3IO/ZOIFqy1+cNqz3ged5s7xyM8+ZoUEE8qSGl6uZ7WxsdRY8HAOZMfxta3Dm/2TK9Ogvnay0kSzw2pYMwGd3rvJX1cGKlh4WWMpLu8VUs2AUYD2Uz+epmcjUppIu9h+eNGV4baqwlewR1tXkRVwqvXfmssoDVfseMebY2r62wjLP4i/RYLMYmF293PJ/ba7nGJUNJGTnDsgOdDMZEAuZwxyKbmamf653nV+C5ouUmCjxW+50YDSbBX0UPvWIo2LWE9Y/E8MQzZxCKpbDCZzNv9iwij31/2IHVTdSbi5DloHd9DXrXGzevOmO4MBTB+hUufPbDHfjp4QH86o0RMBi3SZluzK+cGMcrJ8bhr7Xijm1+vKuzvsyPRELIYnDfffdd82eEYknouhWMpYNeevmno6v9RsLp7J4jjOmIJ1Uwpue8PxhRMDAaQ1ebF+0tTpwfiGA0mEC9JzfQsKrRjmhCnfG7i3FYjcTG7SudCMVSaK63wWkToCT1op9X65JQ65ZxcShqbm/+vltlHozpsOTNmFaOKADv294IjuMqek+Lz4orYJhIf3/2e3TGwNI9SDKv22Qe29JBicxr+f/Nlr1PbX4HGNhVla/dyiOhTG9frUtCpEhd6Wx6P/KX1bllxBIqGryFecZsMg+tyHuKWVlvA88b7Sqzb1drpva+Zb03Z7nHLsJhsUPXdXPYIGMMLGu/JYGDLHJmGWReX9NkBABUVcPFwTB83sLjLXs7nDYBtS4JHodYdPsyydjzl4mCsV8XB8Nw2SVsaHWDMYaV9TZsWuM110+mVAyOxWDJyzFWqsfS2mYHkqqxL6FoCmf6Q9jQ6i4aYNJ1o0w0vXx761nnSQcUjXU6WpzmsZMpm2TKOKdEYyno7uI9X5IptWhZZGOMQRYBMAaBA7rbPNDTx9bqJoeZc6nU/jttAjpajN9QvvS5K+d4zavDTLto9tlhk3k011lxeTgCWZw+n6xqtMMmC0W3ezSYSJehDl2f/nEvcEb91rpsCEzEwVjudszUpjMzdM503DhtAixS8fOY2a7zzlkzfTcHY+bfSo7Z9pVOjE0ZwY3M52Z/fzGyyIExHfWewnNM5ngt9l6LxMEiSUWPw3yMMcSTGo6eHkNTnb1oT1hZrKyMZ8LM88f0cSQKRt2EY6myn7+mydiuTGAos25CMY6nsakENE3D0HjcbPOZdVbUW7Gi3lp0Hyq9R5gNDsC2jtzrWr7M8aSj9LWVZZ03ZkLBriVI1YzZkxq8Fqz0WXG2XzUDXTdvqsfH71ozJ5FQQsjSw3Mc/tvHNpnniV09jfjlGyNY3SCjfywJTTdugDJTPAcmEvjhLy7h//66H52rPeha60XnKk/JRL+EkKUtNDWFQCCGeDQOJcUQCJSe8QgA3h5KIKbocEvTeXkuXQkhHEmBU4WC9zc6dQQnRpFUdQSDCcQiHGoshQmOASAQuLZ9EQGMDIcAADyAQGCqYB07DyQiwGQwDk1jGB5OQokpiCf1nG33OXQo0RRKTBI1J1wicGnKKIvs745HUohFYwiLKQQCM3exGBkZKXgtGCz83KtRawFgAQLpyolHUlBVhkAgd/jLZERFMJgEVAF2PlLwOXYeGB0tfH0wkDDK3l44Y1y+M1ficFh5BCNGz5dr2bfZls9YKIWhiRRuaLWZvUQmJxOIxHWM2BKIWAQMBOJw2wWImgxe1RAMKphyJRENTd+D19t1yHoSHlmHLHFm3eXXoZ0HxoqUVzmaztDgYDg7kEA8ysErxzA5GUciyTA8osCa1RvLIahIRpMIxCv/fRAIANGEhkg4iZGRBKLWwl46KY0hFk2AORQEAqFZbT8ARKam62YokEAwqCCVCMOCcNH1K6nHiYkEeE1DjUVGKDiGoG70kcrUY70NCARm15OzmOw6bPECSE4hnDTORdFoFKLAmccRD0BJoej5RVOSCE6pGBlRCma9bPECqVQSwWAcFolDIDCdQ2uujnmvDKjxGIoVSTxpnMe9lgQCgek6CYViEHnumr87QwIQCITMfcoo9/ktXiAZnbimc3axc2lGMp5APK7B7haBZOqq2nelwnHj/KEpAgLS9A55JAa3e/p8XIrOjPOAzy2izm3cv0cTWvp44hFN5AaGKqk3p6giHNfmrI4rxRhDMBgHxwGBQPG8XBNhFVNTlKC+6sQUFT89PIi+80F87iPt+OmrQzhxyTjxiAKHR//LDWj100yLhJDpvDxNdTb89091ITI1jtp6H/75xXfwRnq2G6dNRCyhQmfGMI0Tl6bw2hkjGXFzvQ2dqz24YZUb61a6KuqKTghZ/Da0NcLjkOFrYGZi2nL6g+OQbYDfPz3s7WbRjXhCw7qVpXuQJ1MahiNBOGwi/P7Siaqv1kQ4ibiiYUW9DVdGY+CAsrNADYYmoek6mvw1WNHMgWFuhkjMVmY7ssvT4U7hrSuD8Hhs8PsbSr5X13WMjIygoaEBfF4ynP6gMZtY9ufOBX+JmU08ioaIGsS6Fa4ZE3Bn6w+Ow2KvbDv7g+Nw2SUwMZXelqvft9mWz2gsCK9Xg7+xBkL6euqt1RBLqPA6ZfA8B5dXhZAeUuQH0N428+eWq8PZCkaSGJtSsLWzHhaRN4bQxYJIJDU0NnhzEoOXqseZROIphFIRNDQUnzUTAFpWXN1nZ2TqZk1rLRSEsMrvKDnb20BoArrOytYjb0ngneEoOtbWQBJ5vHZmAowx3FhisoTZqqQOV/o5JFUGfwUFz1sSSHFRNPlrSuZDk2xx1LjknHux+Trm861pLXytsTE9dHOOz6GZfcqYr32rpA59DQxKUsvJaTdfPIqGoBLESp8d/jITd5SiM4aBqQnEGQe/vxYAoGk6gskg1q9w4Ux/CFZZMGc6raRcF3JSq6geRoPXWvLBu2BNQEFlAWsKdi0Bms7w29+P4se/u4JIXMWaJgce+9+/N5e/q7MOn3xf25yfcAgh1aHeY4Ea5+G2S/ive9bhTH8IIxMJ/LpvFJF03h23XcLdNzXh50eGEE1oCEzEERiP44XXAhAFDutWuLBxlRsbV7nR2uC47uP7CSFzw+u0GBNb8IBUwV2gRRaRTOk5Pwg0HYgqWtkf66IIcByPeo/1mn/UF3MhPZtgc70do1PG09+WxjJTqPMcOMaDF4RZzfo117a010JnLKdMOI5P1wlXUVnxPF+w3sZVXmMWsvnOCJ3msPHYvrF+1vee3etqkVL1irazscaYOTQcN36gXcu+cRw/q8/Q9HS9ZJW13crDbp3+8XVxyMjnlD3ZQKWK1eFsKSmGYETF2hVus03zPA+OYxCEa/98AHA7LNjaMb+5PTevrQVjDKIoYFNb+XxiXW01iCXUsvvmr7OjsdZmtk1R4KFqbM6PjXJ16LLL5jozUVRmtE+u9PHfXF8sEbwVoWjquh3z10PmOM2Y730rV4fGNfL6POh12Hj0rK+96gfLHDPakNMumvvD8zxu3FAPAOhc44VFEvDGuUlz2UyCkSTCMbXsRCbzpb2l/AMyiywWtJVSKNi1yMUUFV//51MYHIvD57HAIvPmjC5uu4gv/OeNFSe6I4QQUeDRudqLztXAe3obceLiFP7f6wG8cW4Sh0+Og4ORVHhdswtnr4ThdkjY3ObBO8MxPPubK3j2N0bOnPYWNzpa3OhocaG53kbBdkKqVOdqj/k0OCOuaEiplWU0nq8zQ+caDyKxFDgOZs7CsjKzMc7T9lSK5znweVsRT2oAA+rdVx9UWIih51dz3s8kZa+Ev86W7n03j2NLr4FFEha017PPa4Hdmhu8rXHJiCvxBQ3ozpbNUnkZVtp+sttmReeHOVbjkiver+kJHWZXZzaLkDOpQrVZQk14TlzLuSTT3r0lrgPZk1pVajSoYDKcXJBg10y8ThnrV1bWQCjYtQjpjKF/OAZ/rRV2i4imWismQgpGp9IzXzTY8endbfDXLb7GRwhZOjiOw6Y2Lza1eaEkNbx5cQqvvDWKk+9M4eyVMBwWHqFoCi+/NYaedTWIxFKo91rgskm4PBIznxC5bKIR/Gp1oaPFDX+tlYJfhFQJSeQLhtaEYzPPZpUxXz/FHFax5FCnpWhNk7PssNDl6PTlkDkbZVNd8Rn+KtXgtSCWrCzHS6XiSW3GYcDzSRT4nNnXAGBFvQ31HkvJ4XDL0ULcj6yfxbHc2uiAv9Y26zqzWRa2l+p86mh1wUrpM2ZNqyD4KQiVtZm1K5xzMhvufHE7Khs+Xz13CVUgmdLx6qkxvHhsGMMTcYAB/jorBseNJJ48B+x+VzP23LxygbeUEFJtLLKAbR212NZRawa+jp4aw5sXp6BqDK+nA1uZab+b6qy4Y1sjkimGeFLF2wMRHDtr5PtyOyR0tLjMnl8NNRT8IqSauB0SQtHySWtFgUfv+hqIFd5Yz9ZYUEEonsIav6Oi84t5y74IT0XGsCwOSlKn/IhZrLLRc2r7xmvP27O6qfQQ12K8LhljQaVsb5vO1R4stksbx3EV95wjiwN/lXUWiqYQiatouoocT4tdfhCXVGZoPIGWhtL5uze0umGRKwuq8hwHXlxkJ7irQMGuRSAST+EnrwzipeMj0HSGWpcEWeKRSOoYHE+gxiXhvv+0Gl1rvTTLIiFk3mUHvlRNx4XBCH7/dhDHzk5gPGTkxhkaT2AoHYh/3/Ym9OyqQWA8gSujMfA8h/MDERw9bQS/vE7JCHy1utHe4oLPY6HgFyHX6MyZMwv23e0tLrAKHvjOZ++SC0PGzHWr/Y6K4lcbV7kxEUouyvuozNP4Sp7KLycbWt0L9t1eh2T0aijTXKj3FFlIa2YZwCVkOc60TsGuBaKkNPziaAC1LhldbR78um8YLH1NnQgbT0sFHtjV3YCP3raqarupEkIWN1Hg0d7iRnuLGx95TyvCsRTO9ofx+rkJnL4cQjim4udHhnLe47KJaKqzwuuUEEuoaGlw4PTlEF49ZcyyU+OSsaHFlQ5+uVHnlin4RcgSwnPcgveQ2tTmQSyhVRy8qrZhj2R+1botqL2GHGqEkNlrabCbEyeR2Wuur75efteKrvrX0YWhCH59bBK8FMfrZ42pc60WEf/nxUtQs9II1DhlfOjdK7F9Y92ifAJJCFm+XHYJWztqsbXDmNpYSWq4FIji4lAEh0+NYzSYQDiuInwlYr5neFLJ+Yy4ouLomQm8ctIIfjmsAlb67FjT5MSaJidaG+2odVEAjBBSmt0iwm6pjttYl13CRChJDzYJIctaNQ7JvF7mYrh3NaqOu4RFKhxL4eSlKWzbUIufvDKAn7wyBAaAQ9TMHZFKJ3m1ykZuiw/f2gKPk8YpE0KWBossoKPVGKL4vpuaAQApVcdoUMHv355E/2gMg2NxjAQT5uxtiaSe8xnRhIYz/WGc6Q+br3EcYJF4eBwSalwW1HtkNNXZ0Fhjhdcpw+2Q4LJL9OOQELLkWaTMVPELvCGEEEJIFaFg1xyKxlP4ze9HEIlr6B+J4e2hMJIphn96/iJSWbMZMBhDFFf7HVjhs+N925tQ77m2WWYIIWSxkEQezfW2ot2pE0kNg2MxnL4cwtB4PB3IsuCl48O4Mho312PMCIolkkpBz7BsFomH0yamg2Iy6twW1LhkeBwS3A4p/V8ZVpmnnmKEkEWJGU9CwVPwnhBCCJkzFOyqgK4zxJMa4gkNUUXFVCSJYCSF/pEozvSHIQkcQjEVUyVmJkppDKLAYaXPBqeF4caNjbhxYz1EgR7hEUKWF6ssoK3Zhbbm3Gm5d3b5MB5SYLeIEAQOx89O4KdHhhCKJhFT9BKfBigpHUoqaSTOH4qWXI/njF5oksBDEjlYZAFWiTdm+5IFWGUeVkmA1SLAln5NFnl4nRKsFgFKUofIc2iqt8EqCxAFjoJnhJA5kdJ0gAEide0ihBBC5syyC3ZF4ypSmg5veqjg8fMT+NlhY3ihqjHEFBWaxsAYQ1LVkUzpuJrJcRxWAf5aK9Y0OdGzzot1K9wAGAKBAPz+evB0Q0MIISae5+DzTvdw3bHJhx2bfACM83ZgMo6h8TgGx4x/A2NxhGIpfOruNgxPKnjhtaGC4ZEAIAkcVI1BZ0Bc0RCHVrDOVW9zuieGrjNwnDHlO89zEDgjB0+tW4YocBiZiMFum4RVNgJpNouAjlYXWhsc0BkQmIjDZjGCa6LIQxKMsrDKApIpHSlVhyhwEEWehm0SQgghhBBSgUUV7BqbUnD6cggsPZ+1zgAwYGtHDZw2Cf0jUZy7EgaD0eXbWI3hPT2NkEQepy+HcGkoYubD0hkg8hzu2t4EAPiPvhH87NVBxBQNHS1upFQdbw+EkUiV7jVQiiQAHqcMl12E2y6jud6GVX4H2pqc8Dikok/8dZpSmhBCZs1hE7HW5sLavN5gmWsFx3HYvNaLkxencEuXD6FYCodeHsClQBQWiUcwkkIiWRjkEgTgT/asx3OHB3F5OAowwGETwBiQTOkQBA4WSUAknip46CHyHGSZh8BxCMdV6DoAMCA9ZD2eVDASzBp+OZU7u9DLJ8bK7jMHI28ZgKIPXGSRg80iIKUyJJIaGAMEngPHA7oOiAIHBkDXGHTGwGD0qhN5IyDXWGMFxxnXXSWpw2ETwfPGd9W5ZNyxzQ+O5/Dsf/RjMpyEzhju2OZHR6sHfCawx3Hm/3OccU3WGUtfn1nW/2f+nl6evV723w1eK80mRJadYDgJwJipW5boYSghhBAyFxZVsOud4Sj+6fmLBa+3NTvhtEk40x/G07+6XLD85k4fJJHHm28H8cKxQM4yUZgOdl0eiSKp6rBIPMamFMgih9ZGOzrXeLHSZ8fxc5MIRpJQdQZZ5OGwCqjzWLHab4fdKsJll+C0ibDJAg1fIYSQBZZ9Hl7V6MCqRgcAwO2Q8OAH1uesyxiDktIRjauIJlTEkxrAgI5WN7rX1eDwSSP4tOOGegDAD39xEROhJJKqjhqXDFVjSGk6VFVHSmNQNR2962rx8bvWAAA+8z+PYPeOZrz/lpUYDyl47H/1zbj9q/0OuO0SxkMKBsbiqHFKEAQOsYSGmKKlH+gUl1QZkmpuAE3VGZB+dqMViZDFlemAX/6w+0hi+rOGJxI4+U6o4P3P/mYAwMCM+3UtfF4L/senu+f1OwhZbETRCHAJAt1bEkIIIXOFY6zc7XSuQCCAWaw+a8mUjmhCTQ8HATgYF32HTYTAc0ipOpKqbi7L/M6xSEbiYVXTwRjM4SQcYCT8XCSBKV3X08MY/TSMcQFQ+S8cKvuFReU//1Lpa5Mo8NB1hmhCBWOAqmkYHh5BXb0P4DgwPd3DSWfwOCU4bRKUlIaxoII6jwVWWUAiqSEUS+X0nBJ4DqLIQeR5iAKXk8iapXtu6XpuL6mCvxnLeU3P9LjS83tepZfpRXpj6Vnvy3s/x3NZvb5y/8sVe53nwGN6Oc9z8KbLZK4Ua/scx8Hv98/Zdyw1g4OD9MBukdF1hqloCjWu8rNx07l86aM6XPqoDpc+qsOlr9J7uUXVs0uWeMhS6Qu9JPKQxNINkhK+E0IIWQjZ1yae5+CyGwEbXReQiIio91hK3lBZJAErfHbzb6sswCoLFX935uEOT71CCFmSeJ6bMdBFCCGEkNmh6BAhhBBCCCGEEEIIqRoU7CKEEEIIIYQQQgghVYOCXYQQQgghhBBCCCGkaswqZxclNL02HMeB5/l0Ml4qy+uNyn/hUNkvLCr/hUNlv7CKlf9yrwdqi0sXnU+WPqrDpY/qcOmjOlz6Kq23Wc3GSAghhBBCCCGEEELIYkbDGAkhhBBCCCGEEEJI1aBgFyGEEEIIIYQQQgipGhTsIoQQQgghhBBCCCFVg4JdhBBCCCGEEEIIIaRqULCLEEIIIYQQQgghhFQNCnYRQgghhBBCCCGEkKpBwS5CCCGEEEIIIYQQUjUo2EUIIYQQQgghhBBCqgYFuwghhBBCCCGEEEJI1aBgFyGEEEIIIYQQQgipGhTsmifJZBL33HMPXn311ZLrnDx5Eh/96EfR3d2Ne++9F2+99dZ13MLqVkn5P/jgg+jo6Mj596tf/eo6bmV1GR4exmc/+1ls374dt956K77yla9AUZSi61Lbn3uzKX9q+3PrnXfewac+9Sn09vbiPe95D5588smS61Lbn3uzKf/l2PYVRcEXv/hFbNu2DTt37sT3vve9hd4kkqXY/Up/fz8++clPoqenB3fffTd++9vf5rzn5Zdfxj333IPu7m58/OMfR39/f87yp556Crfeeit6e3vxxS9+EfF4/Lrsy3JT7rpLdbg0lLt+UB0uLQ888AAeffRR8++Z7reee+45vPe970V3dzf27t2LiYkJcxljDH/3d3+HHTt2YPv27fj6178OXdev276QOcTInEskEmzv3r2svb2dHT58uOg60WiU3XLLLeyrX/0qO3/+PNu/fz+7+eabWTQavc5bW30qKX/GGLvjjjvYv//7v7ORkRHzn6Io13FLq4eu6+wP/uAP2Kc//Wl29uxZdvToUXbHHXewr371qwXrUtufe7Mpf8ao7c8lTdPYnXfeyfbt28cuXrzIXnrpJbZlyxb24x//uGBdavtzbzblz9jybPt/+7d/y/bs2cPeeust9otf/IL19vayn/3sZwu9WYQVv1/RdZ3t2bOH7du3j50/f5595zvfYd3d3WxgYIAxxtjAwADr6elh3/3ud9nZs2fZQw89xO655x6m6zpjjLGf//znbOvWreyXv/wl6+vrY3fffTf7m7/5mwXbx2pV7rpLdbg0lLt+UB0uLc899xxrb29njzzyCGNs5vutvr4+tnnzZvbss8+yU6dOsfvvv5898MAD5ud997vfZbt27WJHjx5lr7zyCtu5cyd78sknF2TfyLWhYNccO3fuHHv/+9/P9uzZUzbY8m//9m/s9ttvN0+Kuq6zO+64gz3zzDPXc3OrTqXlrygK27hxI7tw4cJ13sLqdP78edbe3s5GR0fN1w4dOsR27txZsC61/bk3m/Kntj+3hoeH2UMPPcTC4bD52t69e9mXvvSlgnWp7c+92ZT/cmz70WiUdXV15VwLv/3tb7P7779/AbeKMFb6fuXll19mPT09OUHwT3ziE+yJJ55gjDH2zW9+M6f+YrEY6+3tNd9/3333mesyxtjRo0fZ5s2bWSwWux67tWyUu+5SHS4N5a4fVIdLx+TkJHv3u9/N7r33XjPYNdP91l/8xV+Y6zLG2ODgIOvo6GCXL19mjDG2a9eunHuzgwcPsttuu+167RKZQzSMcY4dOXIEN910E/71X/+17Hp9fX3YunUrOI4DAHAchy1btuD48ePXYSurV6Xlf+HCBXAch5aWluu0ZdXN5/PhySefRH19fc7rkUikYF1q+3NvNuVPbX9uNTQ04Jvf/CacTicYYzh27BiOHj2K7du3F6xLbX/uzab8l2PbP336NFRVRW9vr/na1q1b0dfXR0MyFlip+5W+vj7ccMMNsNvt5mtbt241zxN9fX3Ytm2bucxms6GzsxPHjx+Hpml48803c5b39PQglUrh9OnT87tDy0y56y7V4dJQ7vpBdbh0fO1rX8MHPvABrFu3znxtpvut/PprampCc3Mz+vr6MDw8jKGhIdx4443m8q1bt2JgYAAjIyPXZ6fInBEXegOqzX333VfReqOjozkHJQDU1dXh3Llz87FZy0al5X/hwgU4nU48/PDDOHLkCPx+P/78z/8cu3btmuctrE5utxu33nqr+beu6/jRj36EHTt2FKxLbX/uzab8qe3Pn9tvvx2Dg4O47bbbcNdddxUsp7Y/v2Yq/+XY9kdHR1FTUwNZls3X6uvroSgKgsEgamtrF3DrlrdS9yujo6NoaGjIea2urg6BQGDG5aFQCIqi5CwXRRFer9d8P5kb5a67VIdLT/7148tf/jLV4RLwyiuv4LXXXsOhQ4fw13/91+brM91vjYyMlKy/0dFRAMhZnglqBwKBgveRxY16di2QeDyec/MJALIsI5lMLtAWLS8XLlxAIpHAzp078eSTT2LXrl148MEH8eabby70plWFxx9/HCdPnsTnP//5gmXU9udfufKntj9/nnjiCXznO9/BqVOn8JWvfKVgObX9+TVT+S/Htl+qzQGgdrdIzXSeKLc8kUiYf5d6P5kf2dddqsOlJ//6QXW4+CmKgi996Uv4q7/6K1it1pxlM9VfIpGYVf3RdXPpop5dC8RisRQcMMlksuBgJfPjT//0T/Gxj30MHo8HALBhwwacOHECTz/9NLq6uhZ465a2xx9/HD/4wQ/wjW98A+3t7QXLqe3Pr5nKn9r+/MmUn6Io+MIXvoCHH34452aJ2v78mqn8l2PbL9XmAFC7W6QsFguCwWDOa9nniVJ16na7YbFYzL/zl9tstvnb6GUu/7pLdbj05F8/7r333oLZE6kOF5dvfetb2LRpU04Py4yZ7rdKLbfZbDmBrfy6pPpbeqhn1wJpbGzE2NhYzmtjY2PUNfI64Xne/MGT0dbWhuHh4QXaouqwf/9+fP/738fjjz9edBgRQG1/PlVS/tT259bY2BhefPHFnNfWrVuHVCpVkDON2v7cm035L8e239jYiMnJSaiqar42OjoKq9UKt9u9gFtGSpnpPFFquc/ng9frhcViyVmuqiqCwSB8Pt/8b/wyVOy6S3W4NJS7fvh8PqrDRe4nP/kJXnzxRfT29qK3txeHDh3CoUOH0Nvbe03HYGNjIwCYwxmz/5/qb+mhYNcC6e7uxhtvvAHGGACAMYbXX38d3d3dC7xly8Ojjz6Kxx57LOe106dPo62tbYG2aOn71re+hX/5l3/B3//932P37t0l16O2Pz8qLX9q+3PrypUr+LM/+7OcgMlbb72F2tragnxI1Pbn3mzKfzm2/Y0bN0IUxZxJEI4dO4auri7wPN0CLkbd3d04ceKEOZQGMOosc57o7u7GsWPHzGXxeBwnT55Ed3c3eJ5HV1dXzvLjx49DFEVs2LDh+u3EMlHqukt1uDSUu35s3bqV6nCR++EPf4hDhw7h4MGDOHjwIG6//XbcfvvtOHjw4Iz3W/n1NzQ0hKGhIXR3d6OxsRHNzc05y48dO4bm5mZ6OLkULdAskMtC9lTSjDE2MjLC4vE4Y4yxcDjMduzYwfbv38/OnTvH9u/fz2655ZacKW7JtSlX/s8//zzr7Oxkzz77LLt06RL7h3/4B7Z582bW39+/UJu7pJ0/f55t3LiRfeMb32AjIyM5/xijtj/fZlP+1Pbnlqqq7MMf/jD74z/+Y3bu3Dn20ksvsZtvvpk99dRTjDFq+/NtNuW/XNv+X/7lX7Ldu3ezvr4+9sILL7AtW7aw559/fqE3i2TJvl9RVZXdfffd7HOf+xw7e/YsO3DgAOvp6WEDAwOMMcb6+/tZV1cXO3DgADt79ix76KGH2J49e5iu64wxxp577jm2ZcsW9sILL7C+vj62e/dutn///gXbt2pV7rpLdbg0lLt+UB0uPY888gh75JFHGGMz32+9/vrrrLOzkz399NPs1KlT7P7772ef+cxnzM86cOAA27lzJzt8+DA7fPgw27lzJ/ve9763IPtFrg0Fu+ZRfrClvb2dPfPMM+bffX197IMf/CDr6upiH/nIR9iJEycWYjOr1kzl//TTT7M777yTbdq0iX3oQx9iR44cWYjNrAoHDhxg7e3tRf8xRm1/vs22/Kntz61AIMD27t3LtmzZwm655Rb2j//4j+YNL7X9+Teb8l+ObT8Wi7GHH36Y9fT0sJ07d7Lvf//7C71JJE/+/cqlS5fYH/3RH7FNmzax3bt3s9/97nc567/00kvszjvvZJs3b2af+MQn2OXLl3OWHzhwgL3rXe9iW7duZY899hhLJBLXZT+Wk5muu1SHS0O56wfV4dKSHexibOb7rWeeeYbt2rWL9fT0sL1797KJiQlzmaqq7Mtf/jLbtm0bu+mmm9jjjz9utguytHCMpfv3EUIIIYQQQgghhBCyxFHCBkIIIYQQQgghhBBSNSjYRQghhBBCCCGEEEKqBgW7CCGEEEIIIYQQQkjVoGAXIYQQQgghhBBCCKkaFOwihBBCCCGEEEIIIVWDgl2EEEIIIYQQQgghpGpQsIsQQgghhBBCCCGEVA0KdhFCCCGEEEIIIYSQqkHBLkIIIYQQQgghhBBSNSjYRQghhBBCCCGEEEKqBgW7CCGEEEIIIYQQQkjV+P/+FO3Yzv2dHAAAAABJRU5ErkJggg==\n", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2021-03-02T16:31:36.170398\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.3.4, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -103364,9 +457,18 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Got error No model on context stack. trying to find log_likelihood in translation.\n", + "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/arviz/data/io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ @@ -103402,50 +504,50 @@ " \n", " \n", " Intercept\n", - " -0.536\n", - " 0.262\n", - " -1.043\n", - " -0.060\n", + " -0.539\n", + " 0.265\n", + " -1.050\n", + " -0.059\n", " 0.002\n", " 0.002\n", - " 14479.0\n", - " 16189.0\n", + " 14866.0\n", + " 15766.0\n", " 1.0\n", " \n", " \n", " x1\n", " 0.616\n", - " 0.211\n", - " 0.223\n", - " 1.013\n", + " 0.212\n", + " 0.217\n", + " 1.012\n", " 0.002\n", " 0.001\n", - " 14573.0\n", - " 14635.0\n", + " 14543.0\n", + " 15529.0\n", " 1.0\n", " \n", " \n", " x2\n", - " -0.865\n", - " 0.221\n", - " -1.285\n", + " -0.868\n", + " 0.220\n", + " -1.290\n", " -0.466\n", " 0.002\n", " 0.001\n", - " 12761.0\n", - " 14415.0\n", + " 12583.0\n", + " 13164.0\n", " 1.0\n", " \n", " \n", " x1:x2\n", - " 1.790\n", + " 1.794\n", " 0.335\n", - " 1.162\n", - " 2.403\n", + " 1.178\n", + " 2.431\n", " 0.003\n", " 0.002\n", - " 12686.0\n", - " 14676.0\n", + " 12910.0\n", + " 13870.0\n", " 1.0\n", " \n", " \n", @@ -103454,19 +556,19 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "Intercept -0.536 0.262 -1.043 -0.060 0.002 0.002 14479.0 \n", - "x1 0.616 0.211 0.223 1.013 0.002 0.001 14573.0 \n", - "x2 -0.865 0.221 -1.285 -0.466 0.002 0.001 12761.0 \n", - "x1:x2 1.790 0.335 1.162 2.403 0.003 0.002 12686.0 \n", + "Intercept -0.539 0.265 -1.050 -0.059 0.002 0.002 14866.0 \n", + "x1 0.616 0.212 0.217 1.012 0.002 0.001 14543.0 \n", + "x2 -0.868 0.220 -1.290 -0.466 0.002 0.001 12583.0 \n", + "x1:x2 1.794 0.335 1.178 2.431 0.003 0.002 12910.0 \n", "\n", " ess_tail r_hat \n", - "Intercept 16189.0 1.0 \n", - "x1 14635.0 1.0 \n", - "x2 14415.0 1.0 \n", - "x1:x2 14676.0 1.0 " + "Intercept 15766.0 1.0 \n", + "x1 15529.0 1.0 \n", + "x2 13164.0 1.0 \n", + "x1:x2 13870.0 1.0 " ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -103493,28 +595,48 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/pymc3/sampling.py:1708: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [1000/1000 00:02<00:00]\n", + " 100.00% [1000/1000 00:07<00:00]\n", "
\n", " " ], @@ -103535,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -103556,14 +678,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accuracy = 0.787\n" + "accuracy = 0.800\n" ] } ], @@ -103582,1101 +704,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2021-03-02T16:31:43.037016\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.3.4, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -104735,28 +775,48 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/pymc3/sampling.py:1708: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [1000/1000 00:17<00:00]\n", + " 100.00% [1000/1000 00:32<00:00]\n", "
\n", " " ], @@ -104796,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -104820,11229 +880,19 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2021-03-02T16:32:01.568565\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.3.4, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAESCAYAAAB3rTvMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABXx0lEQVR4nO3dd3hb5dn48e852pItz8RxnDg7J2RDEkaAAGEmZbSU0rAKlBa6W2hpgZZu3r5ddP3oSylQaIHSAqWMsvdoWIFASMgD2Tux41iytXXO+f0hWfGMR2zJTu7PdeWKz9BzbsmWbj3jPI9m2zZCCCHEUKYXOgAhhBBif0kyE0IIMeRJMhNCCDHkSTITQggx5EkyE0IIMeRJMhNCCDHkOQsdgBgaDMMYC6wHXlJKHdfu2B3AxcAwpVR9L8p8FLhfKXXHPs45Hvh/SqnpncSzFliR3aUDzcBvlVL/7GkMnVzvMeBbSqlVXRyfC1yjlDqnr9doV94GIAHEyDwHB/A7pdQt/VF+N9euBOqUUtpAX0uIgSbJTPRGHDAMwxijlNpIZiMAHF2geGJKqdktG4ZhjAGeNQzDVEo90JcClVKLuzn+FtAviayVC7LlYhjGaOBDwzAeV0pt7ufrCHHAkmQmesME/gFcAPxPdt/ZwEPAN1tOMgzjcuBr2fN3Al9RSn1oGMZI4E5gJLARGN7qMYcAvwMqyNROfq+Uur03wSmlNhqG8X3gauABwzDcwM+B47JlvgN8TSkVNgxjMvCnbAwW8FOl1D+yNaVzgNXAX4BJ2ePLgCuABWRrioZhlAA3AbMBG3gcuE4plTYMIw78L3AKUA38Qin1fz14GmVAhEwtE8MwjgV+CfiBJPA9pdQThmFcApyjlDo9e15uO1tTDgMzgNHAe8BnlFLNhmGcDdwARIE3Wy6a/VLyf9nnWwE0AecrpZRhGC8ADcAUMr//bwKjlVIhwzA0QAGfUkq924PnJ8SAkD4z0Vt/BS5qtX0xcEfLhmEYC4FvAycopWYB9wD/zn7o3QS8ppSaRibZTck+xgncT6b5bg6Z5PMtwzCO7EN875L5EAe4BkgDc7KxbCOTYADuBe7LxrIY+B/DMIKtyvkEUJyt+c3L7hvf7lq/B3ZnrzcXmAV8K3vMA9QrpeaTSY6/MQzD20XMdxuGsdwwjNVkEu7NSqk9hmFUkHldvq6Umknmtb7LMIxxPXgd5gCnAYcAY4FPGYZRBdwOfDL7Om9sdf4ioFEpdZRSajKZRPeVVsf3KKWmKqV+BDxH5gsNwAnAbklkotAkmYleUUotA0zDMOZkm8SKlVLvtzrlNOAfSqm67Pl3ADVkPlBPIpv4lFJryHwoAkwGJgC3G4axHHgR8AGH9iFEm0ytA+B04CzgnWy5HwemGoZRTibx3JqNZbNSaoJSKtyqnFeAadlayTVk+uLWtLvWIjK1NFsplQBuzu5r8VD2/7fJJLdAFzFfoJSarZSaAkwEzjcM4zzgCGCNUur1bJwrgVeB43vwOjyhlEoopVJk+hXLgWOAFa36A//UcrJS6n7gDsMwvmoYxu+y1yhqVd7LrX6+Cfh89ucryNTohCgoaWYUffE34EKgLvtzaw4yzWGtaYCLTKJpPdgg3eoxoXb9X1VACOht7WweeweFOMjUah7PllkEeFtdNzcxqWEYBrCpZVsptd4wjIlkPtQXAs9km0+bWl1Lb11GdtvVajuWLcvOFE+3Ay2y132YTHPmY+3Kb32NRLvy3O3Oi7X6ufXr3tnrj2EYXwQuB/4fmdp0A9C6Btjc6udnAL9hGCdm47y4u+clxECTmpnoi7uATwGfJvPB19oTwBLDMIYBGIZxKZmmuDXZY5dn99eSaaKCTJ9LzDCMC7PHRgPvk2kq67FsP9j1wK+zu54EvmIYhtswDB34M/CzbA1sGdkP4ez1XgVKWpX1RTJ9Zk8ppb6TLeuwdpdsKV8zDMOTfW5P9ybmTp5DgEwz6xvAUmCKYRiHZ49NI5M8XiDzRWK6YRhewzBc9GxQyktkapuzstuXtDp2KnCHUuo2Mr+PM8h8GehAKWUDfyRTs71HKRXvzXMUYiBIMhO9ppTaCnwAfKSUamh37GngN8BzhmGsJJMwTldKWcCXyTTzfQDcBizPPiZJpjnwc4ZhvAc8BVyvlHq1m1B82b6m5YZhvE2mCfNapdR/ssd/Amwg0w+1ikytpGWgyvnAuYZhvAs8AnxOKbWjVdl/JfNhvsowjGVkEt3v213/a2QGkKzI/lNkBlf0Vkuf2TvZWB9VSv0le5vDp4A/GIaxgswXh0uVUh+SeY1eJDNQ5SXgre4ukm36PT97vbdpW/P6FXBF9vV/mUzT6MR9FHcnmcElf9rHOULkjSZLwAghesswjCXAxUqpRd2eLEQeSJ+ZEKJXsoNihpGpTQsxKEjNTAghxJAnfWZCCCGGPElmQgghhrxB3WeWTKXteDK13+VYloWuD768PRjjkph6pquYTMvG7dSxAZfDgW6Z2KkUJFPgHNi322B8nWBwxnWgx+QuCdaT6dc8aAzqZBZPpnjjgw37XU44FCJYUtL9iXk2GOOSmHqmq5hCsRS1FQHSFtSUBfDGIphbt5Peuh2tsnxAYwqFw5QEg92fmGeDMa4DPaZRp5y4sfuzDiyD66uJEEII0QeSzIQQQgx5ksyEyBO7vqH7k4QQfSLJTIh+lrY67nNM7MmqLUKIvpJkJkQemGvWD/gAECEOZoN6NKMQQ5mjuRlLkxl2hMgHqZkJ0c+c2XeVWVQ06O5lEuJAJe80IYQQQ17emhmzCwjeCYwFTODzSqnV+bq+EIXkmDhO+s2EGED5rJktBpxKqfnAj+nbIoZCDHppCyqLPG32SSITYmDlcwDIh4Azu3x9EOh20kXLsgiHQvt9YdM0+6Wc/jYY45KYeqarmKIpiHogZMYJ+LxY8SjpaBQzGoVNUdKlAzeFkmmahMLhASu/rwZjXAd6TKP6pZShJZ/JrJlME+NqoBI4vbsH6LreL3PyDca5/WBwxiUx9UxXMdmxFMGiACkLAoEAXh1Mv5+03w+ANoDzAQ7G+QZhcMYlMR148tnMeCXwpFJqMjALuNMwDG8ery9EQUkzoxADJ5/JbA/Q0i7TALgARx6vL0RedDYDCMh0VkIMpHwms98AhxmG8TLwHHCdUiqSx+sLUTAynZUQAytvfWZKqWbg3HxdTwghxMFDbpoWYgC0H5ovhBhYksyEEEIMeZLMhBgA9c2JQocgxEFFkpkQQoghT5KZEANA+syEyC9JZkIMAGlmFCK/JJkJMQCkZiZEfkkyE2IAeFyyiLsQ+STJTIgBkEilCx2CEAcVSWZCCCGGPElmQgghhjxJZkIIIYY8SWZCCCGGPElmQgghhjxJZkIIIYY8SWZCCCGGvLze2WkYxrXAmYAb+KNS6rZ8Xl+IQnJMHIe5Zj1aZXmhQxHigJO3mplhGMcD84GjgeOA0fm6thCDgSQyIQZOPmtmpwIrgAeBIHB1Hq8thBDiAJbPZFYJjAFOB8YBDxuGMUUpZXf1AMuyCIdC+31h0zT7pZz+Nhjjkph6pquYoimIeiBkxgn4vFjxKOlolFQyiR6Nkg4P3FvONE1C4fCAld9XgzGuAz2mUf1SytCSz2S2G1itlEoCyjCMODAM2NXVA3RdJ1hSst8XDodC/VJOfxuMcUlMPdNVTHYshd8foKTIg8flxKuD6fdj+7yYfj8k0wPW1BgKhykJBgek7P0xGOOSmA48+RzN+ApwmmEYmmEYI4EAmQQnhBBC7Je8JTOl1KPAO8AbwCPAl5VSZr6uL8RAC8VS+zzumDguT5EIcfDJ69B8pdS383k9IYQQBwe5aVoIIcSQJ8lMiAGmVVehxeKFDkOIA5okMyH6UW1FoMM+e/tOIHPTtBBiYEgyE2KAadVVgAwAEWIgSTIToh9t2h0pdAhCHJQkmQnRjzprZhRCDDxJZkIIIYY8SWZCDLCWASBCiIEjyUyIAeBx5XU+AiEOepLMhBgAiVQ693PLaEYhxMCRZCaEEGLIk2QmRJ7Z9Q2FDkGIA44kMyGEEEOeJDMhBkAsFuPev9+D+uijQofSJzrgiURw727AlUqDphU6JCH2SYZcCTEA1ny4mu9c/U2OnT+ff/7ljtx+x8Rxg36ORodlw/sf0Pjks2BZOILFFJ//KRIlxYUOTYguSc1MiAEwrGoEJ518Ct/88lcKHUqvORtDND/+NFgWAGa4icjDj+HKbgsxGOW9ZmYYxnBgGXCyUmp1vq8vRD6MGFHNbX+5E28sgjXEkoDVGO6wL7VtB4FEEnzeAkQkRPfyWjMzDMMF/AmI5fO6QhTCXX+7kzffebvQYfSaXlLUYZ+zahiWx12AaITomXw3M/4KuBnYlufrCpFXH6xaxXevvYZvf//7hQ6l19JlpQQWHgvZMR+6z0fRmYtJ6dIrIQavvDUzGoZxCVCnlHrSMIxre/IYy7IIh0L7fW3TNPulnP42GOOSmHqmfUyRVOb/kDON5nCiO3Q+dvoZfG7JEkKhMI5olFQyCYAejZIO9/9bzzRNQuGOTYR94Z5qEJgwDuJxrKJi6nWw+lh2f8bVXw70mEb1SylDi2bbdl4uZBjGS4Cd/Tcb+BA4Uym1o6vHhCMx+40PNuz3tcOhEMGSkv0up78Nxrgkpp5pH1Molsot/5K2oKYs83NLn5m9fSd2tr/JXLMerbK832MKhcOUBIP9Xu7+GoxxHegxjTrlxGXA3H4pbIjIW81MKbWg5WfDMF4AvrCvRCbEUJZIpfn3A/cxqrSEE449tsNxu75hQBKaEAcraQQXop+0XmV62Vtv8u1vXcWV112L3q6vyTFxXL5DE+KAV5CbppVSxxfiuuLAZqHRGDNpiqUo8bsJenV08tOMDm1XmR5eVcWFF32Gz5+3JG/XF+JgJjOAiEFJQyNp6yTSJg6Pr0ePeHdziOdWbM7tOXX2GGaMLMbGxkYjnLAJRZMUe52U+JzoDNz9X6NH13LDz37e5j4zLRbP9ZsJIfqXJDMxCGnsaE7z0BtraYqnqCz28onDJ1Di0bC7qGk1JW2eb5XIAJ5+dyPjhk2n2K3xwY4Ijy7bO43UwumjmF1bijaANbcH//UArmSCs884A626SlacFmIASZ+ZGHSiabj3lQ9pimfGu9c3xblv6RpS+/hzjafMDmnJsjP7m1PwxDsb2hx7/v0tNCV6n8h0TevQB9aZl198gW987Sud9pkJIfqfvMvEoBOKpki3mwKqMZqgOZHq8jFBnwufu21DQ5HXRdDrJJ4ySVttE5cNxFqtBt1C13VStgMTR9v9mkY4Aa+ta+C5D3YS1XzYdD2T/OjaMVzxhS/xyhNPdnmOrGsmRP+RZkYx6Pg9Hf8s3U4dr9MBXTQLenWb846ZzMNvraM+HGd4iY8z547HrdsUe50EfW7CsWSb8kp8rjblJSyNd9bWs2zdLop8bk6dVcuI4sw5jQm444UPSJmZJLts7S4uONZgRHHnbyFj8iSu+971eGORTo8LIfqX1MzEoBP0aBw/rSa3rQGnzxmPfx9fvWxsyrwaFx4zmS+eMp3zj55IiSez363ZnDt/EpXBzECSsoCH84812pSnaxrvbNjNq2o78ZRJfTjGPS8rGhMWGhrrd4VziazFSx9sA61tDa5FLJHk0Uce5s//uLfPr4MQouekZiYGHQ2bQ8eUM6EqSFM8TcCtU+53YfVgthoHZjZJ7T3XxqbEAxceM4l4ysLr0nFitSkvYWksW7urTVk2UBeOUz7c3+nM9+l0J/uyu55+6km++sUrAPj8pzsOzx8K65oJMZRIzUwMSjoWpV6d0aVunKkIXTUv9oYDk4DLxoHZYVSkQ9Mo9nWcFd7jcmDZNuOqgh0WWz5m6kg02yIU69iXN3HSJK765tW8//77+x23EKJ7UjMTAtAxOXVWLXe/rHJpbnjQR1XQA9iUeXQuOX4qb6zZQSyZZs64YdSUenJJseWGaaeeqZ1NnTKFqVOm4HXpEG4qzJMS4iAiyUyIrKpiF589cSr14Tgel4PhQQ8ePZOsbGzKfRqLZ2XmI29s3IODvTdAb9odaTMDSHM0xssvPMfqVe9zbavVptvfOD2Y52h0pdJojSFwOrFKiknLLQZiEJNkJkSOTalHo3SYL7fdnmWZ2UOdN3u29Jk99ugjXH3V1wHaJLPWBnO/mScSpenu+zD3NALgnT0d98LjSLnkI0MMTvJVS4gWmk5zSqM5pYHWu7dG61pZZZGHqdOmce1130Mp1eVjBmsic2ga8VeW5hIZQHz5+yAzmIhBTL5mCUFmNOMLq7bx/qbdaMCh44dx9OQRuPW+zd84abLB9GnT2vSZtZ/Sal81M03X0TUN0zT7dP39oafSpNZt7LDfqquHMaO6rJUKUUhSMxMHPQ2NtTubeX/TbiDTuPj2ujo27Y6g7WOWj31JJOI88/RTfPe73yUai+3z3PYzgXhiMfR33iP18OO41m7Alep65pOBYLqcuCdP7LBfHzFcEpkYtCSZiYOeruus3LK7w/6Ptjd2O69iZ8PyAR584H4uu/Ribr31VqLRaJePb7+2mSuVpvneB2l+4lkS739A+P6HSC19C0f7+wIGkGXbeI6ah2tEVWaHBr4j50HVsLzFIERvSTOjOOjZtsW4YUE21bUdQj+6sqjTm6Xba91f1uLQw+bwgx/+mIs/cyEB0+pROQDa7gbSu+ra7Iu9/ialc2dj+nuyFE7/SPh9+C48F38ojOZ0ki4uIpW/fCpEr+UtmRmG4QJuB8YCHuCnSqmH83V9cWCx0GlKmNg2BL1OdPret2TZNlNHlbFy827qm+IAVJf6mVAV7HLJme4YUw5h5owZeF06jlAYZ7gZnA4SmtbpumZaQyP6sArszprxbLsgzXsphw7lpXm/rhB9kc+a2YXAbqXURYZhVADvAJLMRK8lLI2n39uC2rYHgPFVQRbPrsXj6PsHvt9pc/4xk9kTSaBpGmV+F05t37WprpoYAaLRKK8vf5sXHv8PX5o9l/JVH4HTSdFJx2NWludSr26DJ1hM5PlXsHUN9+FzcJSWYDaGcmX5DptFOuDv83MT4mCQz2R2H3B/q+2O628I0Q0NjfV1zblEBrBuZ5gPd4SZNSrYo/kbu+LSTIYXtbwl9m8V6n/8/W5+9tMf43Q4+HT5CMoB0mman3iGwFkfw8wmJ9euOkJ33AOA2Rgi9t5Kyj97IQn1EakNm3DPnIY+YRz5HQIixNCTt2SmlGoGMAyjmExS+153j7Esi3Ao1N1p3TJNs1/K6W+DMa7BHpPb7Wbtjo7xqW17mFThIplI5C2meCRKdYmbUKvXS3M4CZlxps+YyU9++GOWRJL4yjMzfKQ+Wpt5bDhMyOfB43ZhvfZm7rEtNbLYuytIHDUPDp1BNJXCSsQhEe9RTKFwuJ+f6f4bjHEd6DGN6pdShpa8DgAxDGM08CDwR6XUPd2dr+s6wZKS/b5uOBTql3L622CMa7DHpKExbrjF6q172pwzqboMv8+H1+vtrIgBicnv8xNK7x0AkrYyN0wDzDv8CI6bPx/9wYdJrd+IY/jekYAOv4+SkiAO3dF584Sm4fP7sUwTj8fT45hC4TAlweD+PK0BMRjjkpgOPPkcAFIFPAV8RSn1bL6uKw4sNjYTqooZN6yY9dnRh6PKAxjVJVj2/jUNQmZgiWmB25EZ5diVSAr87s5HMgI0hcO8u+ZDHn7pGS4sqWRaNpl5pk7BLs18YJmWie+IeSRWf7T3gZqGZ8Y0EgW4WVoc2JYtWzZc1/VbgekMzduyLOB9y7I+N2fOnF3tD+azZnYdUAZcbxjG9dl9i5RS+76jVIh2PLrFWfPGEo6lsYBSnwvHfoxmBNA0jV0Rk6eWr6ehOc7MMcM4cuJwPI6uE1pXiQzgb3f+hd/e+CsqKyv5+I034pt8CL4FR2GVlZHaVYcWi+NwOUms30Dxx04luW4DZiRKYOJ4UjKCUAwAXddvLSoqOiQQCOzRNG3I3f1u27YWiUSmNjc33wqc2f54PvvMvg58PV/XEwc2BxZlvpYvl/tfiwkn4e6XVmNamff4W2t3kkiZnDhjJC4sYqZGImXidztxdTPKEeD4E0+iurqaiy+6AE3TSIebcveatUxrpdfvofml/wLgrKkGyyL+7grcJcUwvHK/n1NvOGxwhpuw0ynskiApp9yCegCaPlQTGYCmaXYgEAg1NzdP7+y4/MUKAewOx3OJrMX7m+oZVxXE73Hx8BtriSbTlPg9nHPkBLRuZuSYOnUah86atc/zrFbTXKW3bs/9rOW5idGVTpN65TWaX18GgLOynKIlnyQhtwMcaPShmshaZOPvtIl0KLabCgFAytbYHk6zti5GQ8zC7uM8ipBZUbq9gMeJz+Pi/v9+SDSZGaoRiiZ46t1NaE7XPstraGhgxXvv8tWvfpWXX365w3GtugqtqGMzpXvSePQpkzvM1ziQtJ31xLKJDCBd30D85aV0fEWEGLwkmYkhKY3Ok+9t5Z5XFP9+cx1/ef4D1tZF0fswh6FDdzCs2ENtZVGb/UdOqaGhKU66XY0tlkxTVty21pJu1/J4+623cPri01i6dCk7d3a+dIoZCFB8zplo3syIRWdtDf5TTySdfQp5SWiahllX32F3au169LTcCiqGDmlmFEPSnuYUqt3w/CeXb2T0iVNzq0N3x5lKo2/dTvKjtXirhnPetHGoWBWN0QQuh4P3N9UzbXRFh8e5nDoex76T5llnncW0qVNZcu45uX16q34zAFuDdM1Iiq+4FNJprICfuKbhSpu4RwwntXUH5u4GqBjAlahtG31YJ89x/Fgs6TcTPXDttdeOO/nkkxsWLlwY+vDDD7033XTTqN/97ndr8h2H/LWKISmR7tivFE+ZpE0bTw/aG3Q0rHfeo/m5l3L7HMMqmXzhEv6zbQ8rtzSgAdNGV3DSzFqeeW8TAJVBL4dPHIFuxoFMTc6h6Th1m0Sr2tn06TOYPn3GPmNoGQiSAuyiAJqm4d29h6Z/PYK5uwEtEMA/fx6pyop+m5vRATgb9mDu3IXmD6CNGI5dNQzfvMOIvfl25pzyMrwL5pOf28/FUHfGGWfUP/TQQ8MWLlwYeuSRRyoXLVrUsaqfB5LMxJBUHvDg1HXSrWo646tK8Ls06MHkwK5YlHB2JGELs64e5+56TptVwzGHjEQDAm4NbBg7bCoNTXH8HheTqwKEQo1omo6nYQ+xV14n6fNSM2ks2oRxpNxONm/dSjIe4x/33MWIESP40pe+1GkcrRfsdMWThO+5DyuSWTLGjkSIvrwUr89H2uVCq9zPGpqmoa/fSOM/Htz7Oowcge/TZ+M44RhK58zGTqWwS4MkpFYmeuioo45quummm0bX1dU5ly9fHvza1762tRBxSJ+ZGJICLrjwOIMRpX4cusb02gpOmz0aradzKlpgWx1rd7ZlgW1R5LIJuGywLcCixKNRHnDiddq0JEt3KEzjbXcRj8WxGhppeug/WCtXoes6f/rjTXz8zNPZuHEj27Zty5W/z/XRmppyiSwXTzyBs7ysZ8+pG+5UishjT7fZl9q2A+rqMTWNREkxycpyGZYvekXTNI4//viGG2+8cfTs2bPDLperICMm5a9WDBkJS2dXOE4iZVIZ9FHpd/Lp+ZOw0fDoFlYnyakr6YAv07TWahSfHgigVXTsP4LMDPntb5K2dtZBuu0UwNGXl1I0bSqf/NS5HHPMMXz8zNP3HgwWQ7jtmmkttFgc2+EAhw5mq4Ssaeh+H46qYZhr1u9X7UwzLcxIpOOBRLLPZQoBcNZZZ9Wfd955M2+++eZVhYpBkpkYEhKWzn1L17AzlLk3yxhZxsTqUl5dvQ1d0zhh+ihqy73oPVx/zATc84/AUVlJYvkKnKNG4pkzm7iv7VyI+1rmRXN2HLyuuVzoOhxaMxpHVTXu7TvRKsqwG8PYoTC2240dLO6w0KVWXYW5YxeBMxcTefDR3P7AqQtJFWX75iaOw1yzPnN+H5Ja2uvBd9hsYm+9s3enw4Fe2XkCF6KnTNPUDMNonjRpUvczYg8QSWYiTzTCCZuG5gQ+j4PygAtXL+7f3BWO5xKZU9epqSzmP8vW544/8NoaLjjWYERxz/+kkx432oypeGZOxdI04l2sBt3VtFVa1XD0oiJMoHRHppugaNHJWNt2sPqW2zFHVaNt2cwNby7lhs9cwvjdIRzDh+GeMgnnlMmk9UxGa91vpk2aQMnll2KFw+jBItIlJVitEp9j4jiAXFKDnic207ZxH30EmtdD/O13cZSXETj1RBIlxQVZ/FMcGB5//PHSu+66a+S3vvWtDYWMQ5KZGHAaGptDSf756oe5etOUmjJOnVmDs4cJLZHa24Q4urKIddsbO5yzcvNuaqaPxLKsHq8QbWOTtun0w3xftTKAhN9L8SXnE99Vj69hFO5J49Eqymi65U7+9NZSlj66hXs+fi6JpiaSAT/sziwVk1z9Eb7qEVC2d3WCloRmxeMkyoJQtu/Z01vX0uz6hh4ntKTXg37MURQdPgecThJa589diJ5atGhR46JFixoLHYckMzHgkrbOY8vWt0kvq7fuYe6E4VQV9exPsDLopWWcYixpUlHccWmUEUEfrt27SW/ehuZxo48a2acpmVonsX1NJgwQ8fvRxo5Bn2mQtCw80RhWc4Tzph/KGccvZKI/wL+WfIaiSZNp3rQdc1ddZjmYTtZd06qrMj9ka2m2b9/L2bSupdn1DTijUexkutvEZtkWlkve+uLAIn/RYkDpmkbagqZ4x1pOPGkCTjS0bmtSpR6d8481ePLdTTQ0xzhu2ijU1sbc0Hyf28FsZ5LGP98N2Rk79KIAxZdcQKKo5wmtJZF1l8Rg76wfFUXu3M3Qps+LZ9IEpgC+QyaTADybN7Zdt8zjgWGV6Lre5ibqFi21NC2W6X7oaVKzQmGo252bOWS/h/ILMYRIMhMDJm5qrNyyh+Z4mglVJazd2WpFZg0qi300xNJsb4ziczsZWerD6+gqqdlUF7u48JiJWLaGxwGfXXgI2/ZE0XWN8aU+4g88kEtkAFZzhNSmzZhTp+DYR7Js35zYk0SmOTJvnZbFOFukNQ3faSexzeOgadNmpk+ZwqsjK/nKknN48sLPUmMYBBafTMLh2GfzXpt+tFi8Q0LTbXCFwlj1u8HrgWGZ9dJa19b0+gb0VArb4SCt6wOa3HTA1RjGamhA8/uxZYi/yDP5axMDwkbnieWbWLszhAacPHsMAGt3hijxuTlj3ngaY0nufUXlHlNe5OG8Yybh7WI6KhsbBzYODSwLit1gVGVqXS7TItrUcdh5pLGZpR/sZMGUqg79c71pTuyNRMDHb59+jPffe49lr77KmA3rOem003Bd9Gm848cTb7nXLDtMv7Mamq3phMur2B1JUBZqoNhO4GiJ3+/DuXU7obv+kTvfWTuK4Omn5rYDI6qIPPEM8bXrcQyrwDt7BimtY/7sjwSn6TqOdRva3IztmTEV9ykLSXcy4lOIgSDJTAyIpoSZq4nZwFPLNzK+qoTLTpxOkUdDR+OvL33Y5jENzQl2hRLUlrl7fT3T6cB31OE0P/rE3p2aRnRYFe98VMe00eVUFTn3O4G1NC2WeByUFHXst2tx2RVfIh5tJmxrTJw4kT/cdBMA7RtbW26ibp3QNF1n4+449y/duwL1tNpKjphUha9+F/7mKNE3luGoqcbMLh2T3rQFT0MjZnERLtOi+cFHSW/LHDPrdhN54RVKvnApCf/eJteWvrb2epvgXPEETY880WZfYsUqvHMPzfu6bGLwsiyLG264oXbDhg1+l8tlf+c739kwbty4XOfxM888U3L33XeP1HXdPuWUU+o//elP92parF4nM8MwPEqpXk/bZhiGDvwRmAUkgM8ppfI+GaXID13XaT+x1LqdIRYcMhInOilbJ5LopB8tZfaoD81GozFusieSJOBxUhFw4TMmEuBU4q++Dj4fDfOP5fWQSWWxl1Akgddh9ziB2eg0Jy1M2ybgcrSZWaSyyEMotO/baWbPmgmA17V3xo9t27bx4osvct5552V2BIsz/7eqoQGkswNmWlu5qZ7qsgDPv1/PJ+ZOoDp7Y7WjpnrvSdkbuLVINJfIclJprIZGaJXMWpokIZPYWkZIdjdbf/tkp6XSWNGOC8bbsYLdciT6wTPvbyt/8K1NNY3RpLvU705+Ym7t1pOmj+zzUg5PPfVUaSqV0m+77bbVb7/9duAPf/jDqBtvvHEtQCqV0m655ZbRt9xyywd+v9+64oorphx//PGNVVVVPV66octkZhjGGcD/I/Nl8rtKqZY2jceBhX14Lh8HvEqpowzDOBL4NXBWH8oRQ0CRW2POhCreWrt3+ZNxw4sp9TsBC7duc/ikEby0au80bpoGSdMiYoJ/H61TuqahdkV5+M11AFQWexk3PMiM2jIcEyezNVhFXVOCTTtixLMTEk8eWUqJp2fLwyQtnZVb9vDc+1sYU1nMsKCXeROrcOt2hz6yrqx4/32wTGbMnIXf7cAZi3PLb3/HXQ/cz4knnsjw4cP3ntyS1LLMPc3UVAT4aHuozf60aWGaNg++uZbLF52Kftc9ew9qGvqYWqxYHNu2cYwZDel0rubmqKlG8/m6jLclsbVOcJ3pLNmlALcxCXPnrr07dR3boedGWRLc960GYnB55v1t5Xe9um5MyrR0gMZo0n3Xq+vGAPQ1ob333ntF8+bNCwEcdthhkR//+Me5b5YfffSRt6qqKlFaWmoCHHLIIc3Lli0rXrx48Z6uymtvXzWz7wKHAhpwn2EYXqXUndntvjgGeAJAKfWaYRhz+1iOGApsi/mThjN2WDEb6poYWR6gtsKPI1vDsW2bQ2rKSaQsVm2pp9jnZva44bymtlHuH4O/JLP4ZSiWIpoCu1XzYNLSeOOj7VQWZwZFpEyL9bvCzJ9STYVPp6IkwBPvbCKeNvF7nCw+bBxBjwO6mbexpQlxd3OStTtCjKnMJJk1O0JUlRZx5ITyXKeTpuukcZAyLbxOHc1uO5XWb3/9S7Zu3coTTz2Dc+MWmh58hG+VVnHuJZdT63QTB1atWsXUqVM7xOEuL2F4sG3i0YDKYg+Tqkv4aHuISLCU4XMPJfbOezhKSyhafAp7vG78leVYuk7RwgU0P/VcrubmmTIZ0+vJjZCE7kdJdqarZFc8soroUy+QVB+hFQcInn0WsUgzjgnj4L2V/bo2m4zSHHgPvrWppiWRtUiZlv7gW5tq+prMotGoo6ioKPdG0XXdTqfTOJ1OmpubHX6/P3fM5/OZzc3Nvepw3VcySyqlGgAMwzgLeM4wjE30ZEryzgWB1l81TcMwnEqpLquRlmURDoW6Otxjpmn2Szn9bTDG1d8xuW04ZLgHy0rR0NDY9qDTQ104wrTRFcRTJm99tANd00il02yvz0y4W13iprjIie7Y+2diOv3Ekm2TR8q0iMaTOHHSEEkxc0wFJ0yvwaNZWKkY4dDeZrCWkYidqQh4qAtHCUXbtqSr7XuYMTJAOhFDdzhotj3c9+JqGiMJJowo5YSp1ZBozp1/5VXfpKm5Ga05QvjeB8CycOo643UPTf98kGeqyrjkC1dwxx13MH/+fKLRKC6XC5crk8SnTRtD3art2KEQRR4XI8eP4rnV22iMgVFTSrHPRXrBUfiPOZJUOk29ZZJOpUiFwgB4RlYROPcT0BiCogCJ4iIirQaZOOp3Q7TtpMY9kXI6cWUX7Ww9WjEE+E45Ht/CYzF1nXrbwvJ5IBTGHD2SZr1/BoLoGzfDpt7H3aEcyyLSGN7vctKlQZyNYdKl+1/zNE2TUHj/YwIYtZ+Pb4wmO+247mp/T/j9fjMajeb+EGzb1pzZv6GioiIzFovlkmcsFnMUFxf3fLJV9p3MNhiGcSNwvVKqyTCMs4EngdLeXKCVMNC6PUXfVyKDTB9CsKRkX6f07MKhUL+U09/6ElfLAIYSn6vbGSr6Ih6J4vf1/kbjrkyp7rqPStN0cDjbTEs1ZVQ500aV4dD2fvCGQiFKWr1OFg5GlhexrWFv8nDqOiVFPl5auSV7/xroOiycPpoif9sVpKHjkPrWRlU4eHNN29Whxw0PUuTzYnvdNKfgH8+sxMrW0tbuaMQ0LZYcPRHdtkik0gzPzneo724gOrq2TVmejRs4/mMnc8MNN7Bw4UI8Hg9///vf+dnPfsbKlSspKirizTffJLZuA2edcy7xNNz13LvE0+Bxu5g9awKBMg+2bUO4CRdQAkSjUfyt+sTsYBBGZJoz3dl/uVGTJb3/8M3dKjBmdO7nDlw6DiDI3uQViUYJePv8GZi5ts+bqVVOmtCnGmV7oVCY4h6+Bq2nDoO9s6/k/p85rcM5fdH+91dIpX53srPEVep393lW6hkzZjQvXbq09GMf+9iet99+OzB69OjcN8xJkybFd+zY4d2zZ48jEAhYK1euLLrooot29Kb8fSWzzwIXApcC/08ptdkwjOOB/+3LEwFeBc4A/pntM1vR3QNMy+6XD+z2zVSDRV/jqq0IsGl3pF+Hk0OmmS3qgWBR1+WmLXDqe5vkWutsf2fn7WUxYViAS084hOZ4Gq/LQdDnxLatzBRTWZrD2a4ckzPnjGX5hnq274kQ9Ls5fGIV9eEYOxvbfmt/f/MeTp89ClcqgdbQiB2NoVeUk9A8XbYx1JT5mTyyjA+3ZZrrK4p9zBs/HC07tL0hkswlshYb6sI0RpOU+zJvqWVvv41lWcw/pGMzoubz4iwfzoUXfxYbiKcs5syZwxVXXEFRdlLhBx54gPvvv58ln/4UfqfG5hfv5eGHHuSdFavxu+AXv/gFy5cv5+677wbgrrvuYu3atfzgBz8A4JFHHqGxsZGLLroIgBdffJFkMsnJRxyZiW/5cizbYt6hhwGwSik0TeOQyZMzz2fjRhxOJ6NragDYVVeH0++lvCyzHE04WITD4SCQ/fCNxePomobHk/mSkE6ncwNanPE4jux5Lcm0s6VwOruBPKdV8tT6YWCJK53ucTnO1oNsAGLxzL72/+8nRzSKc5Aks0/Mrd3aus8MwOXQrU/Mre3zWmWnnnpq41tvvRX83Oc+N8W2ba655poNDz/8cHk0GtWXLFlSf/nll2++6qqrJluWxcknn1xfXV3dqw/HLhdXUkqllVJ3AHMNw7jbMIzZwMPAhj4+lweBuGEY/wV+A1zZ3QNikSaK9BQjywI4EiFWvf4CxQ6TkWUB9HiI1W+8SInbZmRZAC26B/XWy5R5NEaWBSDSwEdvv0qFz8HIcj92827WvPNfhhW5GFkWwGquZ927rzG82JPZbqpj/Yo3GFHiy21vWvkWI8sCjCwLYIbr2Lp6eW47HdrF9o/ey22nGneya92qNtu7N6o2241b1uS2k3t20LxzQ5vjzTs3ttmO1W9ts53csz1zbQtSjTtZt249aSuTMNatW8+GDRvabG/atLnN9pat23Lb69dvYNu27bntDRs3YkUbgcz2xo2b2FW3O3d827btNOwJ5Y7riWZ82t6KdaS5iWg8QWWRh8oiD0G3RpnPmdvu6t+wIjfjK3zMrClm8nA/Y8r9Hc4p8Tg67Btf6Wfx7FFctMDgk4ePY/ywAM2xjhX9xkgc3TRJPPEsodvvInzvAzTefDueHXV43E48nUzr5NEtFs8ezaUnTOXi4w/h84eNpGjVSuwX/4t7x07Ks0tZH1JTlvvn87hwtfqA/uXPf8bPfvpjTL8X32Ez9xauazjO/SRpT9vrzpg9h6uuvoZ4yiKesrj2ez/gueeeI56ysG2bxaedwje+/nU02ySWNAkGg1RWZoa9x1MW7777Lq+//jppS2NzY5Jb7ryHm2+5lbilEU9Z/PH/buZXv/pVZrBJsJgbfvc7fvjLXxL3BSBYzLU//Qnf/Z8bcse/+O2rufpHP8xtn3f55/nG9d/LbX9syaf5+ve+C8Fi4r4Ax59xOlf+4Pu54/NOXMiVP/g+uq6T8nmZeczRfCe7res6M46ezw9v/HXu/Bnzj+KXv/997vjsY4/h//35llzSm7vkU9z29JM4aqpJVZZz5IXnc9eLz+OoqSZWUsz8z1zAP5e+iqOmmpDfyzGXXMSDb72Bo6aa3W4nx332Ev7z3js4aqrZodss/sqXeHr1Shw11Ww2U5x4xed4ce2HOGqqWZ+IcfIXLue/mzbgqKnmw0gTp37pCt7avhVHTTUfhPaw+KtfYnndThw11by3u46Pfe0rrGpswFFTzdu7tnPmlV/jo2gTjppq3ty2hY9/8xtsSMZx1FSzdPMGzv7WVWyx0jhqqnll/VrO+c63qHNqOGqqeWHNh5x77bdp8Lpx1FTzzOpVLLnuGsIBH46aap5c9T4XXH8dsZJiHDXVPPbeci78/ndJVZbjqKluO8K1j06aPrLhwqPHb2ypiZX63ckLjx6/cX9GM+q6zvXXX7/p1ltvXX3bbbetnjRpUvzMM89sWLJkST3ASSedFPrLX/7ywZ133vnBhRdeWNfb8rsdmq+UusQwjL8Ay4ArlFK39v5pgFLKAr7Qm8ds27IZa8cWaitLeG/lcr5/9dd55uH/UFtRzLJ33+R7V3+Tlx5/itrSAK+9/Rrfve4alj7zPKNLfLz0+stc+8Pvs+ylVykJBvnvq8/z/Rt+wvIVKykrC/DYX5/ip7/8OWrZcgKuAA89/Rg//+2NrHtvJW6Xm/see4jf3PQHtqzO3Otz90P38ec7bmfdisxyPXc88Hfu/uc/WPVh5u6Cm3/1dx55+N+sWPoGZlERf/jZnTz39NMse/lVAG782628tvS/vPramwD87+3/x3vvvsuLr2RWO/7xt3/L+nXreOrZ5wH43jd+QV3dLh597EkAvvPlnxKJRHnwoUcAuOrzmW/g/7j/XwB8+eJrKC4u4m933wvA5edfRVXVCG6/468AXHLOV5gwYSI335L59V1w5uXMmDmLP9z0RwDOXXQxRx41nx//9H8IBAKcdeISTj75FH72818CsPjYMznr45/gxz+9AYBDJs/kgos+w/euz8Qx8bBDuPyKL/Dta67Dtm0mj5vAlVd9i29c9U2SySTGxHFc/e1r+NJXvkpzczNzD53Jd665jksv+xyNe/aw4Jj5XHvddznvggsJN+5h8Wknc+113+PsT55Dc7iR8889m6u/fQ2nnraIbdu28o2vfoWvfeNKjjl2AVu2bOYnP/4RZ513GYfUjKRh13aeeeCvHH3a2Zw4wyC8aT3/fOYJTp11GDXlFeyJNPPsvfcy79LPEKyoQLMtTDONr13zqt/lxplIEHv2tdzQ8+TrDQw/+ghOP2zs3hlNNLjgGINir04imcbjcvKjH/0EDZtY2sI3rpaiquFYsTh6wE/E6cTOntcikdqbiD0uJx6Ph+HVmZ6PeMriyKMXcOTRC3LnXPzZz+eOocHPfvhTzFSKlVtDrNqym/OuugHLNHn5g+3MnzSC//n5r9CxM+cDP/7pDcSz65jFUxbXfe8HaBq549/6zrW4nM7c9le/fiWBQCC3/cUvfYWSsrLc9hVf+BJVI0bkti+/4ouMrq0l7guQjkS45NLLmDR5ciZ5AuedfyEzZs7Mnf/xs89h6py5ueOnLFrMuKnTifsCWJbFMcedQPWEicR9AZIOF3OPOILKMWOJ+wKk0Jg9Zy6lNaMy10uZTJ91KCUja4j7ApjFCYxp0/APH5HZLiph3KRJeCuGEfcFsItLqB03HldZReZ6xSXUjKnFUVKWPR6kqmYUWrAkc7woSNmw4djFwex2McHycqyizLbpK8JXXEzaX5SJz+fH5fOT9Poz2x4/mttN0hcg7guQcHsw0Yh7fOzS3MSdLhKmSdzjI+4LEHM4iSSTJLKPj6DR2Bwh5vUT1dzsSqRpCDcR9/rBu/9NsC1Omj6yYX+SV75pdjczZhuGcTfgA34O/BZ4WCn1s4EPDZp277brly3H6/HQFImwo76O0SOq8Xo8hJqa2FFfz9iaGjxuN41NTWyv28WE0bW4XS4aQiG219UxeexYkskk8WSCbXV1TB0/AafTyc76enbU1zN90iR0XWdHfT076uuYOdlA13W27drF9ro65kybBsCWHTvYsbueudOmA7Bx2zZ2Nezm8BmZb93rt2yhvnEPc6dNR9M01mzaxJ5wKHf+hxs3EGpqyp3/wdq1NIQaOfqwOQC8/9FHxIv8HD4ns718xQqSyWRue9ny5Zimmdt+8+23sW07t730jTdwOp3MOyzTbPTKa0vxeDy5ZqQXX3kFf8Cf2372xRcpCQaZe+ihADz57LNUVlRwyOTJ+P1+Hn3iCapHjGDO7NkA3P/QvxkzujZX/l/vvZcpkyblrn/zX25n9vQZHDlvHrZt89v/+z+OnDuXow4/nHQ6za/+8AcWzJ/P/COOIJ5I8PPf/IaTTziB+UccQSQS4YZf/5ozTjuNow4/nFA4zI9/8XPOOfMsjjrpRDauXMWPb/w1n12yhKOPOJLNoUa+9rWvceWVV7JgwQLWrFnDZy+7jHMu/yYLjjuBh59+iTv+55tc/ZNfc86Zi9jw2L85/ctf5J5PnsfRtWN5ZeN6LvjXvTx23/3MWXAszz33HOeddx6PPvoo8+bN47XXXuMPf/gDN9xwA5NtnU133k04Hmd0SSmapqEHi3FdehHbU5BK2xR5XVQEHLm+utZaJ6mBoAGuzVtpeuBhEics5LZt6Q5NoBcddwjDAz0bgFHfnGjTn1jf3OtbSjuIRiP4/f3bJL6/DvSYjpo+YRnQZsT4O++8s2HEiBG9uhF5MNqxY0floYceOrb9/p4ksy8ppf6Y/dkN/K9S6qoBibKd5O4Ge+eTz+53OV11rLaex66zIcdd7e8PWixOYzJJSbYTuj/6AfpDJBrN9YPsr9ws8K3kBhG0OtbVhLstx3raMd6chFdWb2NURREOh04skWJmbQXucCN1jzyO1+nC0bCHcCLOhmI/0z93Kf5gMevXr+eRRx5hyZIlDB8+nJdeeokf/vCH3HXXXYyJJrjlBz/immce5+VLv0BtaRlbEzGKLz6PYE1tl7G8+eYb2LbG3FmzcDt0LJeTWLL/E5snEmXDA4+DZZGaN5en6jpe42NzxuHSejYwrLN+T2cnnREtfac90X4AT3c27c5MS9bSJ9x6u+XnzrZ7IxqJ4u/DigoDqb9iKvG5OGnuIZLMBpNkKGzvev3N/S4nFA5T0slNm/1570tfDMTopdbrXPUlEYdC4VyC7U53s7r3V4IO+32UlpbgSqXR0mlMj4d0J3c7appGcwp2NydwOx1UBFx4HJlJefV1G4itUpBI4KgegWfubFKedoO12t28DOBpambFL37Dq+vW8unps9A1jZ+tV/z1qSd49913CWb/ruIpi0TawpP9hP/4madT5HLxp8WfJF23G+/MaXiOOYLEPm5c7k5ntSRnwx5iz72Mtm4dumHwdO00Vu9syt0j53U7OGnGKJya3ePk01775NJ6X0/05UO6/Wjd1tudHeutwTjCuT9jOhiT2UE9N2Ohb75Mh51o/Tgzgl3fgLlmfe559WW4sB6NYvYhwXaWOPtjCLUWi+NuaEDfup3m15dhRyI4R43EPXsm6XbJyAb8QCBX67OwrMyt0tqEsfhqqtFSaUy/L7MoZbvaoJ6dVgrIJbZUsJiZV36VSa++hrm7Ae/hc7hUO40pxy/IJbL169czbty4NlNX/faG/yX+6muktmVGF8eWLceKx3GdfhpmL6YdaJ/A2ickj8tJfH3m92wpxfG1o6kaV8Gq3XFGVxYxb0IVXkfXowR7mpRKfK425/YmgWhJCPYh4bS/RuvtviQwcWA7qJPZgabDnHl9SNZ9SbAtSbSnelNjtH1e/LEYTXf/M7e8i7l1O9buPXjOPiNXQ2tZJkWLxTu/B6q6iqTbBe6uPwTbDBvPJjYLiDsdOI8/BndREWldY6xtUzYyM2Ls1Vdf5VOf+hS//e1vOffcc4FMLW3ssCoSlcOJ1TXmyk+sXI3vxOMw/V3XzrpLXu2lgkUULT6F5seeAtvG8dzzzL/gXOZMm4RuW2ysb6K79oeeJgZJIGIwk2Qm9ltvk2ZPE18u6e0JtVmnDCC1Zh3+WIx0NjG01AI7qw12luA6689r0b7/Ttd1TNvO1KjaNcsfccQR/OiHP2TRokVtzn/8+RfwvbqUmVUj9+73+8DVMSH0NoG1iVXTYPoUSmpHkQqFcZWXsSZhY9ftncVFkpAYTN5+++3ALbfcMurmm29WrffnfdZ8IfZXT5NfS9KzGzrONap5PVid3CPWmU6bO/uQ3HLNkMFiHLpOKAHvbNhD9eEfo8n2EkBDx8bndvDLP/+RUU4Xv22VzBwnn0ja6wEzMxij9cjBvvRntW0i1Inixp/IJFtJYGJ/JZ96rjx1/0M19p6QWysrSbrOOWur+5SF+zXQ4NZbb616/vnnK7xeb5tvjAM6a744eDgAZyyB5XR0OjNDobQkvZTXjbOmmnR2BngzFKJowSISm7bkKkq9HezSOsG1rrl1l9RyTZAJi7/8dxWmmQlg6dsreO/hW/mfn/yAGTNm8Js//pnGxggJvw9XIkG0KIh/VDVOs+2owr4OfW9JZK2TVl/7poRoL/nUc+XJO/4+hlRKB7D3hNzJO/4+BmB/ElpNTU3iJz/5ydobbrihzRt2oGfNFwcBTyxB7PmXaH5/FQ6/n9LFp2AXFXUzv3x+RSyLytNOwlu/OzcdVaokM0BDIzsqdc16NNPEdDozS6D0sl8O9ia17hKapmnsbk7kEhmAv7iUDZs3s7OunhnAvJkG9c1pXl+7C1wwdVQ5AZ/eoZmyNzWyvg7AEKK3Uvc/VNOSyPbuTOmp+x+q2Z9ktmjRosZNmzZ1mPNxoGfNFwc4h6aReHUpieysJmYkSvN9/6b08xeTKC8tbHDtpJyO3KS5rWm6jkfXiT77AubOOjyzpuOYOJ50q365nia2XG2t9TyA+0hsE3ywNjtVqjdQzLd//3dOPGYS2Cb/eewJSsvKWDA7c5O5ZVltEll9c6LHiUySmMg3e0+o05mhu9q/vwZ61nxxgHMkUkTefb/Dfmt3AwyyZNYVd1MzoTvuwU5l7juK/vcNvM0RnItOouWd0NmAk30luO5qarZtU+Rx4tB1Wq+Rdty0UehY2MCPfvB9Zh96KL/8zewO5fc0kW3aHUFDI+DzYtuZOSPbz+4xlGhoRNOZiZqdDp2AJ3MfoFu3u11ZXOSXVlaS7CxxaWUlfZ41f18GetZ8cYCznTqO8nLSu9rN6bmPoeODjbW7IZfIWsRXrKT0+GMwW5JStu/Nrm/A2r4TvbqqR7O7tB7qr48cgaZpucEgTivGiTNGMaGuiY0JjdnjhtG4bT2HLvw0P//5z7nrnntxuzt+ie1NH5mNxrZQghf/u5a0ZXH0lBqm15Ti0gdTI3DPhZI2f3txNfFU5mvGyLIAE6pLGVVeRE2Ji8E8gcPBxnXOWVtb95lldros1zln9XnW/M7056z5kswOYildp+hjp9B4599zNxC7xtXCsMoCR9ZzWidD3XWPB7uTgSxaZTmOVomtJzOl2D4vnmiM9NI3sZojuCdPwBpZjWVaeHWL6TUlzCwJkjZN/COGc9RRR1FWVkbtmDF9npexpVkxntZ47O0Nuf3PrdhMkcfF5OH+oVeT0XRe/mBLLpEBbNsTwagp54HXPuKyE6bilxbUQaOlX6y/RzMC1NbWJm+77bbVAGeeeWauvJNOOil00kkn9XllYElmB7lk1TBKv/BZrPrdaF4P8aIiUvu4sXiwsSsrcNWOIrVpS25f4LQTSfm8HWb46Mq+amnuRJKme+5H82aG0MeXLSdw4vG4DpkIZNft2tMIwWJKSkq46aabAHjgwYcYUV3N9JmzO5TZVRNj676xsoCH5R/s6nDOW+t2MnnEBLB61Z1QcKatsX1PxxWio4kUTodOYyyJv5MvJqJw3KcsbOiP5JUvkswOcrZtkygOQHFm3r2mcJjBNWPdvqVcTnxnn4Fvxy6scBOOEcMxK8qxO0lkrnQarTEEDidWeRlpPTN9SEstrdMpueobMn2IgKOmGi3gJ/LiKwQmjW9TN9I1DWcihe3UiVkWP/zB9Rx3/EJu6CSZdab9UHvbsinvZDXsymJfZgRnj0odPJyaxfTaCl5dva3N/mK/h2giTcAjiUzsH0lmYshLedwwZhRoGma7fhdN13EmkzjiCcL3PoC5O3PbimfmNDwnHk/K7USrLO86odl7k6K5dXtm4UPLJGnrRBMQ9Og4U2msN9+h6dXX+M1rr3D7m6/x+NPPojvb9pn1ZOBHKJaixOfCxmbC8CBFXhfN8UzXgduhc/jEKqwhViuDzJem2WMraGyOs3JLAy6HzuETR7BhV4iF00cR9AzFFC0GE0lm4sDRLpG5kimsFauIr9+I7vflEhlA4r2VeKZNgdrMAphdJTStogLN78POLs4JoM2ezb9W17GlYQMnzhzNoc11pFd9gB2Lc1hpOda0WVT7/OgVFb3qN2s/7N7vsvnMcQZ14QSmZTMs6KXYxdDrL8vy6hanzaphwdSRmLZGPJFkSk0pJV4dbYg+pyHGsm1b0zRtyL7Ytm1r0PltsHlLZoZhlAB3AUHADVyllFqar+uLg4um61irFM3PvIDvsFkk13Ucnm/u3IU2tjbXJNk6oUFmYEjK76XkkvNJvLWc1NZtpKZMYXuwEtfOOnD4efa9zYyZGKRlauYFYyewYOwEHvjnPxl7+Lxcn9m+RjG2NDG21Mpa8zlsastaaniDN41pmk7a1nBpNpa9j75K28LvBLApzk1HNlif1QHn/UgkMjUQCISGYkKzbVuLRCIlQMf7ichvzewq4Fml1G8NwzCAvwOH5fH64iDiTKWJvLEMgPS2Hbhra4k1tn0POEZUkWrXt6a1G+3omDiOeHER+okLsFI2d7ygiO7aw4TivUkn6nQTdLkInLoQLW1hWSbXLzmHJedf0OkAkNY6m5ZqqImmNd5at4s12xuZMKKUeROG4XcOuc/KA55lWZ9rbm6+tbm5eToweOat6zkLeN+yrM91djCfyew3QMvXUyfQ7cqNlmURCof3+8KmafZLOf1tMMZ1oMTkc7rQg8WYexpJ7diJb9Z00jt3ktqZuafOO+8wYqUlRLoo1xnNjLyzQnuPOzw+nI62i5E5dI3y4aV4m0YRX6V44ZVXuPBf9/L7y77Aws9dRiiUGWkcTWT6uWyzbbNjNJIk4IJwP9yKapom4VCfRzb3icPj419vbWFXONMM+9banWysC3P23FFYiVjB4urOwRjTnDlzdgFnDtgFCmxAkplhGJcBV7bbfalS6k3DMEaQaW78Rnfl6Lre6QrRvdXVStOFNhjjOpBi8px4HI133AOWRfjp5wgcdQSB008Dt5t0sAgNuh65GQxi1zfgaLXqtqZpnHPUJP712hrAYoqeYPb8mRQHPVixGCSSjCkt48ojj2FGTS3F9Y34ZtZgmiapbDNj+wEgoXQkNzmwhkbS1kilbbwuHZ3eDfQoxOrJDTErl8ha1IVjJCwnFdlYDvRVnfvLYIxpKBmQZKaUug24rf1+wzBmAPcC31JKvTgQ1xYHBkd2wmDL7PvIveSwSkovvwRzxy40jwutqoqEr+Nw965oleVt+s9s26bcq3HxgsmEoglKNAtXtAG7rJp0Y+YbdW1JKd846lhuX7WCPS6NWTOn5cprn8ha31emobG9KcUjb60nHEtSUx7g9DnjKHLZueORNDRGk/jdToJeB/ogmA7a2cUqC+1rsEIMtLy1mxqGMRW4DzhfKfV4vq4rhhZn2sS1fiOpfzyI/fwreMLN6FrfPhhd8ThWYwjNoaOXlmVupO6llj603Npqto1Ts3CmY7g0G23EcEzTxDN9KgD6sEoS6TQ/uv/vPPPBKsxuknFLX1lTCu599UPCsUx749aGCA+9uQ4TBxoauyImtz67ir+/8iG3PbeK19fWY1L4hFHs0Zk9tu2MMbPGVBL09GrCcyH2Wz77zH4GeIHfZcZ/EFJKnZXH64sBojscaIDZbmb43tJ0HXvVKpoefzqzY8064u+8S/Di83s93s0dTxC5+z7S9buzQWqUXnw+ieH9O1VXy0TE9uiReJ1OPnz2eeb/4Zf85Itf4tyvfr3H5TRGMsPvW9vRGCWaNPG5dR56cx0pc29N7L9qO5NHllLhK2w/vobFgikjmDSyjB17IowoC1Ad9KINglqjOLjkLZlJ4joAaRqecDPJd98ntX073tkzYVwtKWff/qxciSRNz7/UZp8VT6DvbsAs7V2fmb19x95EBmDZRJ5+Ht9555DS+6dG0zIRsaZp7IhavN8I9twFXPr5r3LI6Wei+f1djjpvu0o0+D0dXzOvy4HbqZNM2YSiHYf2R+JpKnwDsiJHr7h0m9pSN2PLPNlZ/SWRifwbisMzxSDhjsZouvMeoq++RnLdRsL/egRz2bvoWh//rDSgs8f2IfdYkVjHfY2hPs1pqFWWY4fDnS4lA5DYupN//vcjQrEE4WiayiPP4u4HHuX1t5aD1vU9Zq2H45f4HBw+ae9SMxpw+tzx+ByZwSDVZYGOjx9kM/MO5eVpxNAnM4CIPrPrdmNG2k4eG31lKSWzZ5Dw9L7GkHK7CSxcQNN/nszt0/0+rIryXpflHDmiwz7vvMNIu909noC4NX382MyK1p2Ip0yiicyUU7ZtE4828eDtv2NUQOcYvw931UhSbg/7ujnYgc38ScOYWlNOJJGm1O8m6NGwbBsdkzPmjuOBpWvY3RzH7dRZdOhYSjz6PssU4mAiyUz0XWc1Jk3v88erbVlwyCSCxUUkVqzEWVmBa9oh1GNR3MuyUuWllFxwLpEnnsFqjuA9Yg6OWdM73CTd49i6SGQAbqcDl1Pno+0hJo4I8oevfoIjF32Kr33mYtLvf0CqLoxr/BgoC2LtYzCLA5sKv06Ff++MHy2KXTYXLZhMcyKNx6njd0pNSIjWJJmJPtOGVeIIFmOGm3L7AscdTcrr6fNAkLTDAWNG4ZowNjOjv2li9eEmbgtIjh6J/7MXoJkWKY+7z4kMup67EcDjgDPmjufB19eiaRoLl3yRLyxeAK+/RXTFB/iBxnUbKDnmcJIjR3ToL+uMjYNY2sLtyEwRZWPjwKQkOyGvJXlMiDYkmYk+S3o9FH9mCenVH5LavgvP9CnYo0b2y4rBZrpvC1u2YdukdB10vU9Ni+21JLQ2l8gOAhlX4ePzJ03DMk2Orr6Ev915G3ppBZOAxhE1AMRe/C+e884G9j19VSSl8fjy9Wysa6LE7+HMueOoKnIO4pkZhSg8GQAi9ksi4MeadxiusxaRGltLuo8jGYc826LYZVMRcJHavomf334Lb69bkzusrVuHnUyidVOlMnHw0FuZRAYQiib4+yuK5l4tIC/EwUeSmdhvtmV1e3PwgaL1rCCdsWybs6+5mo+ddAoXHndCm2P+Y48i3cWMGS1iKZPte9o2Q6Ytmz2dDM0XQux1kH6NFqJ/tdw8DfCtq69m+LBhlE6fTVh34nD5KDr8MKxR1Wzc3bzPJkaXQ8frchBPtf1y4HPLW1WIfZGamSgIp2XhbmjEXd+Aqz/6xwrIbjdN1mmnncYbb77J2xvW4TprMa5j55McO4q0MzPFUyjWdZuhz2Gz+LC2A0zmTBhOqU+mhxJiX+Trnsg7VyJJ4vFnSKiPAHBWDaPo3E+Q8PsKHFn/2LhxI7/85S+pqBzO5EOmYWL3+I1m2TbjKrx8/sRp7Ikk8HuclPudOGTwhxD7JDUzkX+bt+YSGUB6Zx3Jd95D66Y/abDQKsvRN27u8vhPfvITZs8+lE+fd36nx7tfiNMm6IEx5R6GBRw4ht6iwELkndTMRF7pDgepLVs77E+tWYfv6CMYioP2tFjbdWYvv/xyIrFEm4mBhRADa2h8FRYHDMs0cY2p7bDfPWVytyP9Bqv2fWazJ0zkveVvs+bD1QWKSIiDz9D89BBDW001vsNm5jZdY0bhmjktM53VAWBd3S5+//vf89GHHxY6FCEOGtLMKPIu5XbhOOkESo+Yi21a2CXFJIZYrSxdGmwztZXt88L2nVBTzf333ENZWRmLTj+zzWN6Mo2VEKJvJJmJgjA1MIO9nT54aDj3E2cz95gFHfbXVgQkoQkxQPL+ddgwjCmGYYQMw+j9GvbioOdKp3HvrMe1eSueaGzQjIDUYnG06iosy2LkiBEsX/4OavUHhQ5LiINGXmtmhmEEgV8DMjeP6DVXMk380SdIfrQWAM3louSS80mUlxY2MPY2M2rVVazdsJ4//+lm5s07nIpR43PnSK1MiIGTt2RmGIYG3AJcBzzUk8dYlkWoD8t/tGeaZr+U098GY1yFjsnpcFCcSEG4Ca0oQMTrzsVUviecS2QAdipF5IlnsM9aTNTM7ywipmkSjUaxQntfK1c6jRkK8/bydwGYOHkK0WgEOxtbNJIk4IJwcuBiCodCA1P4fhiMcUlMB54BSWaGYVwGXNlu90bgXqXUu4Zh9KgcXdcpCQb3O55QONwv5fS3wRhXIWPSdB3nuo2E73uQlgW7ik45AXvSBHxFAbRtOzs8Jr2zjqDLhSvgz2usoXAYv98Pdbtzg0C0WBytJMjiU05h5MTJDB8+nHD2xjmnDqF0BJue3DTdN+FQiGBJyYCUvT8GY1wS04FnQJKZUuo24LbW+wzDWANclk10I4CngI695OKg5YrGaPr3f2i98mTzU89TVDsKsyiAXlnR4THeGYdgetx9Xgx0IDidTt56YymTjcn4K2vaHBuoRCbEwS5vvedKqYlKqeOVUscDO4BT8nVtMUTEE1iJjt2pdiQGgFleRvHHF6N7PAB4Jk/Cc/SRmAVKZFpleaf7N2zaxO23386mjRuBTK1MCDGwZGi+GDTsIj+OkiBmq34ozemA7BB+U9fQDjEoHjsGLW1iBnyDciRRLJ5JvsOHDy9wJEIcPArynVEpNVYpFe/+THEwSblcFH/6bBylmX4DPeAnuOSTNLWq2tiWRdLjJhHwMVgXjjls5izuvPNOamvHFDoUIQ4aUjMTg4dtkygvJXDZhWiRGHg9pHxe0o2NhY6sV4YPG8ZpE8YTT1k075Hh+ELkgyQzMbjYNimnE0qys4MM0fka46mhGbcQQ5V0TQsxALwueWsJkU/yjhNCCDHkSTITYj9oleWYa9Z3e55MZSXEwJJkJkQe1FYECh2CEAc0SWZC9CN7e8cptyBTM5PZP4QYOJLMhBBCDHmSzIQQQgx5ksyE6EdadVWhQxDioCTJTIh+Yvu8XfaZCSEGliQzIYQQQ54kMyGEEEOeJDMhBoDMzShEfkkyE2I/dTYLiMzNKER+yTtOCCHEkJe3JWAMw3AANwJzAQ/wQ6XUo/m6vhADxa5vKHQIQhz08lkzuwhwKaWOBs4CJubx2kIIIQ5g+Vyc81RghWEY/wE04Kt5vLYQA0arLJfamRAFNiDJzDCMy4Ar2+2uA+LA6cAC4C/Z/7tkWRahcHi/4zFNs1/K6W+DMS6JqWdax+RszPxvhcK40mmc0Sgp2yJt60SjEWwzTTSSREsOfEzhUGhgL9IHgzEuienAMyDJTCl1G3Bb632GYdwLPKqUsoEXDcOY3F05uq5TEgzudzyhcLhfyulvgzEuialnWsdkJ9MAOEqCaLE4Dr8fgsXEUxb+JDh1CKUjBAd41vxwKESwpGRAr9EXgzEuienAk88+s1eAxQCGYcwCNuXx2kIMGK2yvNAhCHHQy2cy+zOgGYbxGnAL8IU8XlsIIcQBLG8DQJRSCeCz+bqeEIPFpt2RQocgxAFPbpoWYoDVVgQKHYIQBzxJZkIIIYY8SWZCDIRwU6EjEOKgIslMiIEQLC50BEIcVCSZCSGEGPIkmQkxwGQ0oxADT5KZEANB+syEyCtJZkLkQckAT2UlxMFOkpkQA6HdAJBQLFWgQIQ4OEgyE6KfWZYlzYxC5JkkMyH6ma53fFtJM6MQA0uSmRBCiCFPkpkQ/cyyrEKHIMRBR5KZEP3EXLO+0CEIcdCSZCZEP3FMHFfoEIQ4aEkyE6KfSM1MiMLJ2+KchmGUAPcCASAJXKiU2pGv6wsxkLTKcuz6BgDs7TuhprrAEQlxcMlnzewSYIVSagHwD+DqPF5biAFl1zfkmhm16qoCRyPEwSefyWwF0DItQhCQKRHEAUWaGYUonAFpZjQM4zLgyna7vwycYhjGKqAcOLa7cizLIhQO73c8pmn2Szn9bTDGJTH1TIeY3E6cjWEc0ShmKIzH4yZmQTQaIRqJoiXzE1M4FBr4C/XSYIxLYjrwDEgyU0rdBtzWep9hGP8CfqGU+pNhGDOBB4CZ+ypH13VKgsH9jicUDvdLOf1tMMYlMfVMZzHZyTROvx+iMRxlpei+AP4k+BMQzMMMIOFQiGBJyYBfp7cGY1wS04Enn82Me4CWrx27yDQ1CnHAkT4zIfIvb6MZgeuBWw3D+BLgAj6fx2sLIYQ4gOUtmSmltgGL83U9IQqls4mGhRADS951QvQzmZtRiPyTZCZEP7J93sxN00KIvJJkJoQQYsiTZCaEEGLIk2QmhBBiyJNkJoQQYsiTZCaEEGLI02zbLnQM+1IHbCx0EEIIMcSMAYYVOoh8GuzJTAghhOiWNDMKIYQY8iSZCSGEGPIkmQkhhBjyJJkJIYQY8iSZCSGEGPIkmQkhhBjy8rk4Z8EYhlEC3AsEgCRwoVJqR4FjcgA3AnMBD/BDpdSjhYyphWEYU4DXgSqlVHwQxFMC3EVmdXI3cJVSammBYtGBPwKzgATwOaXUmkLE0iomF3A7MJbM39JPlVIPFzKmFoZhDAeWAScrpVYPgniuBc4k83f0R6XUbQWOxwXcSeZ3ZwKfHwyv01B0sNTMLgFWKKUWAP8Ari5sOABcBLiUUkcDZwETCxwPAIZhBIFfk/mgHiyuAp5VSh1H5nd5UwFj+TjgVUodBVxD5rUqtAuB3UqpY4FFwP8rcDxA7oP6T0Cs0LEAGIZxPDAfOBo4Dhhd0IAyFgNOpdR84MfADQWOZ8g6WJLZCqA4+3MQSBUwlhanAlsMw/gP8GfgkQLHg2EYGnALcB0QLXA4rf2GzIciZFoTCllbPAZ4AkAp9RqZmnWh3Qdc32o7XahA2vkVcDOwrdCBZJ1K5rPgQTLvt8HQEvIh4MzW+AfLZ9OQdMA1MxqGcRlwZbvdXwZOMQxjFVAOHDsIYqoj86F8OrAA+Ev2/0LGtBG4Vyn1rmEY+QqljS7iulQp9aZhGCPINDd+I++B7RUEQq22TcMwnEqpgiUQpVQzgGEYxcD9wPcKFUsLwzAuAeqUUk9mm/YGg0oy0zydDowDHjYMY4pSqpDTIDWTaWJcTSa+0wsYy5B2UExnZRjGv4AnlVJ/MgxjJnCXUmpmgWO6F7hPKfVAdnuHUmpEgWNaA2zJbh4JvJFtmi04wzBmkOn3/JZS6vECxnEj8JpS6p/Z7S1KqVGFiqeFYRijydQ4/qiUun0QxPMSYGf/zSZTAzmzkH3VhmH8L5kE++vs9rtk+vJ2FTCmG4GEUura7O/wOWDGYOirHmoOuJpZF/aw99v0LjLfrgvtFTLt5Q8YhjEL2FTgeFBK5frtDMPYAJxSuGj2MgxjKpmmtE8rpd4tcDivAmcA/zQM40gyzVYFZRhGFfAU8BWl1LOFjgeg9ZcgwzBeAL5Q6EFXZN5zX88mkGoyA8J2FzYk9rC3abEBcAGOwoUzdB0syex64FbDML5E5o/l8wWOBzL9ZP9nGMZrgAZ8ocDxDGY/A7zA77LNnyGl1FkFiuVB4GTDMP5L5vd2aYHiaO06oAy43jCMlr6zRUqpQTHwYrBQSj1qGMYC4A0y4wW+rJQyCxzWb4DbDcN4mcwIy+uUUpECxzQkHRTNjEIIIQ5sB8toRiGEEAcwSWZCCCGGPElmQgghhjxJZkIIIYY8SWZCCCGGPElmQvSRYRhHZO+hEkIU2MFyn5kQ/cowjG+TmSxa7gkSYhCQZCZENwzD+DJwtFLqfMMw7iSzPM5a4GzgbwUNTggByE3TQvSIYRj/BhoBj1LqvOy+sWQmZj6ycJEJIUBqZkL01P8CS4E5hQ5ECNGRDAARohuGYbiB3wJXkJlP013YiIQQ7UkyE6J7PwceVUrdAjxOppYmhBhEpM9MCCHEkCc1MyGEEEOeJDMhhBBDniQzIYQQQ54kMyGEEEOeJDMhhBBDniQzIYQQQ54kMyGEEEPe/wdrhBA1INktgwAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -116070,32 +920,44 @@ "**Remark:** Note that we have computed the model decision boundary by using the mean of the posterior samples. However, we can generate a better (and more informative!) plot if we use the complete distribution (similarly for other metrics like accuracy and auc). One way of doing this is by storing and computing it inside the model definition as a `Deterministic` variable as in [Bayesian Analysis with Python (Second edition) - Chapter 4](https://github.com/aloctavodia/BAP/blob/master/code/Chp4/04_Generalizing_linear_models.ipynb)." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Authors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Watermark" + ] + }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Mar 02 2021\n", + "Last updated: Tue Dec 06 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.7.6\n", - "IPython version : 7.15.0\n", + "Python version : 3.10.5\n", + "IPython version : 8.4.0\n", "\n", - "patsy : 0.5.1\n", - "arviz : 0.11.2\n", - "seaborn : 0.11.0\n", - "matplotlib: 3.3.4\n", - "pandas : 1.2.2\n", - "pymc3 : 3.11.1\n", - "sys : 3.7.6 | packaged by conda-forge | (default, Jun 1 2020, 18:33:30) \n", - "[Clang 9.0.1 ]\n", - "numpy : 1.20.1\n", + "numpy : 1.21.6\n", + "matplotlib: 3.5.2\n", + "pandas : 1.4.3\n", + "patsy : 0.5.2\n", + "pymc3 : 3.11.5\n", + "seaborn : 0.12.1\n", + "arviz : 0.12.1\n", "\n", - "Watermark: 2.2.0\n", + "Watermark: 2.3.1\n", "\n" ] } @@ -116104,16 +966,27 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + ":::{include} ../page_footer.md\n", + ":::" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.7.6 64-bit ('website_projects': conda)", - "metadata": { - "interpreter": { - "hash": "fbddea5140024843998ae64bf59a7579a9660d103062604797ea5984366c686c" - } - }, + "display_name": "Python 3 (ipykernel)", + "language": "python", "name": "python3" }, "language_info": { @@ -116126,7 +999,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6-final" + "version": "3.10.5" } }, "nbformat": 4, From 95369ab4b4f3e599ab90ba5e7aee93d329b0b372 Mon Sep 17 00:00:00 2001 From: reshamas Date: Wed, 7 Dec 2022 09:02:16 -0500 Subject: [PATCH 2/2] delete GLM out of sample notebook --- .../GLM-out-of-sample-predictions.ipynb | 1007 ----------------- 1 file changed, 1007 deletions(-) delete mode 100644 examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb diff --git a/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb b/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb deleted file mode 100644 index d984eab4e..000000000 --- a/examples/generalized_linear_models/GLM-out-of-sample-predictions.ipynb +++ /dev/null @@ -1,1007 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(glm-out-of-sample)=\n", - "# GLM in PyMC3: Out-Of-Sample Predictions\n", - "\n", - ":::{post} Aug 31, 2021\n", - ":tags: generalized linear model\n", - ":category: intermediate\n", - ":author: Alice Abat, Bob Barceló\n", - ":::" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " We are particularly interested in the model definition using [patsy](https://patsy.readthedocs.io/en/latest/) formulas, as it makes the model evaluation loop faster (easier to include features and/or interactions). There are many good resources on this subject, but most of them evaluate the model in-sample. For many applications we require doing predictions on out-of-sample data. This experiment was motivated by the discussion of the thread [\"Out of sample\" predictions with the GLM sub-module](https://discourse.pymc.io/t/out-of-sample-predictions-with-the-glm-sub-module/773) on the PyMC Discourse forum [discourse.pymc.io/](https://discourse.pymc.io/).\n", - "\n", - "**Resources**\n", - "\n", - "\n", - "- [PyMC Docs: Example Notebooks](https://docs.pymc.io/nb_examples/index.html)\n", - " \n", - " - In particular check [GLM: Logistic Regression](https://docs.pymc.io/notebooks/GLM-logistic.html)\n", - "\n", - "- [Bambi](https://bambinos.github.io/bambi/), a more complete implementation of the GLM submodule which also allows for mixed-effects models.\n", - "\n", - "- [Bayesian Analysis with Python (Second edition) - Chapter 4](https://github.com/aloctavodia/BAP/blob/master/code/Chp4/04_Generalizing_linear_models.ipynb)\n", - "- [Statistical Rethinking](https://xcelab.net/rm/statistical-rethinking/)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Prepare Notebook" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "\n", - "\n", - "sns.set_style(style=\"darkgrid\", rc={\"axes.facecolor\": \".9\", \"grid.color\": \".8\"})\n", - "sns.set_palette(palette=\"deep\")\n", - "sns_c = sns.color_palette(palette=\"deep\")\n", - "\n", - "import arviz as az\n", - "import patsy\n", - "import pymc3 as pm\n", - "\n", - "from pymc3 import glm\n", - "\n", - "plt.rcParams[\"figure.figsize\"] = [7, 6]\n", - "plt.rcParams[\"figure.dpi\"] = 100" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Generate Sample Data\n", - "\n", - "We want to fit a logistic regression model where there is a multiplicative interaction between two numerical features." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
x1x2y
00.993428-2.5217680
1-0.2765291.8357240
21.2953774.2443121
33.0460602.0649311
4-0.468307-3.0387401
\n", - "
" - ], - "text/plain": [ - " x1 x2 y\n", - "0 0.993428 -2.521768 0\n", - "1 -0.276529 1.835724 0\n", - "2 1.295377 4.244312 1\n", - "3 3.046060 2.064931 1\n", - "4 -0.468307 -3.038740 1" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "SEED = 42\n", - "np.random.seed(SEED)\n", - "\n", - "# Number of data points.\n", - "n = 250\n", - "# Create features.\n", - "x1 = np.random.normal(loc=0.0, scale=2.0, size=n)\n", - "x2 = np.random.normal(loc=0.0, scale=2.0, size=n)\n", - "epsilon = np.random.normal(loc=0.0, scale=0.5, size=n)\n", - "# Define target variable.\n", - "intercept = -0.5\n", - "beta_x1 = 1\n", - "beta_x2 = -1\n", - "beta_interaction = 2\n", - "z = intercept + beta_x1 * x1 + beta_x2 * x2 + beta_interaction * x1 * x2\n", - "p = 1 / (1 + np.exp(-z))\n", - "y = np.random.binomial(n=1, p=p, size=n)\n", - "\n", - "df = pd.DataFrame(dict(x1=x1, x2=x2, y=y))\n", - "\n", - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us do some exploration of the data:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(\n", - " data=df, kind=\"scatter\", height=2, plot_kws={\"color\": sns_c[1]}, diag_kws={\"color\": sns_c[2]}\n", - ");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- $x_1$ and $x_2$ are not correlated.\n", - "- $x_1$ and $x_2$ do not seem to separate the $y$-classes independently.\n", - "- The distribution of $y$ is not highly unbalanced." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "sns_c_div = sns.diverging_palette(240, 10, n=2)\n", - "sns.scatterplot(x=\"x1\", y=\"x2\", data=df, hue=\"y\", palette=[sns_c_div[0], sns_c_div[-1]])\n", - "ax.legend(title=\"y\", loc=\"center left\", bbox_to_anchor=(1, 0.5))\n", - "ax.set(title=\"Sample Data\", xlim=(-9, 9), ylim=(-9, 9));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Prepare Data for Modeling\n", - "\n", - "I wanted to use the *`classmethod`* `from_formula` (see [documentation](https://docs.pymc.io/api/glm.html)), but I was not able to generate out-of-sample predictions with this approach (if you find a way please let me know!). As a workaround, I created the features from a formula using [patsy](https://patsy.readthedocs.io/en/latest/) directly and then use *`class`* `pymc3.glm.linear.GLM` (this was motivated by going into the [source code](https://github.com/pymc-devs/pymc3/blob/master/pymc3/glm/linear.py))." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Define model formula.\n", - "formula = \"y ~ x1 * x2\"\n", - "# Create features.\n", - "y, x = patsy.dmatrices(formula_like=formula, data=df)\n", - "y = np.asarray(y).flatten()\n", - "labels = x.design_info.column_names\n", - "x = np.asarray(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As pointed out on the [thread](https://discourse.pymc.io/t/out-of-sample-predictions-with-the-glm-sub-module/773) (thank you @Nicky!), we need to keep the labels of the features in the design matrix." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "labels = ['Intercept', 'x1', 'x2', 'x1:x2']\n" - ] - } - ], - "source": [ - "print(f\"labels = {labels}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we do a train-test split." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "#!pip install scikit-learn" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "x_train, x_test, y_train, y_test = train_test_split(x, y, train_size=0.7, random_state=SEED)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Define and Fit the Model\n", - "\n", - "We now specify the model in PyMC3." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/deprecat/classic.py:215: FutureWarning: In v4.0, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n", - " return wrapped_(*args_, **kwargs_)\n", - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (5 chains in 2 jobs)\n", - "NUTS: [x1:x2, x2, x1, Intercept]\n", - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [30000/30000 01:03<00:00 Sampling 5 chains, 0 divergences]\n", - "
\n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "WARNING (theano.tensor.blas): We did not find a dynamic library in the library_dir of the library we use for blas. If you use ATLAS, make sure to compile it with dynamics library.\n", - "Sampling 5 chains for 1_000 tune and 5_000 draw iterations (5_000 + 25_000 draws total) took 136 seconds.\n" - ] - } - ], - "source": [ - "with pm.Model() as model:\n", - " # Set data container.\n", - " data = pm.Data(\"data\", x_train)\n", - " # Define GLM family.\n", - " family = pm.glm.families.Binomial()\n", - " # Set priors.\n", - " priors = {\n", - " \"Intercept\": pm.Normal.dist(mu=0, sd=10),\n", - " \"x1\": pm.Normal.dist(mu=0, sd=10),\n", - " \"x2\": pm.Normal.dist(mu=0, sd=10),\n", - " \"x1:x2\": pm.Normal.dist(mu=0, sd=10),\n", - " }\n", - " # Specify model.\n", - " glm.GLM(y=y_train, x=data, family=family, intercept=False, labels=labels, priors=priors)\n", - " # Configure sampler.\n", - " trace = pm.sample(5000, chains=5, tune=1000, target_accept=0.87, random_seed=SEED)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Got error No model on context stack. trying to find log_likelihood in translation.\n", - "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/arviz/data/io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", - " warnings.warn(\n", - "Got error No model on context stack. trying to find log_likelihood in translation.\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot chains.\n", - "az.plot_trace(data=trace);" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Got error No model on context stack. trying to find log_likelihood in translation.\n", - "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/arviz/data/io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
Intercept-0.5390.265-1.050-0.0590.0020.00214866.015766.01.0
x10.6160.2120.2171.0120.0020.00114543.015529.01.0
x2-0.8680.220-1.290-0.4660.0020.00112583.013164.01.0
x1:x21.7940.3351.1782.4310.0030.00212910.013870.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "Intercept -0.539 0.265 -1.050 -0.059 0.002 0.002 14866.0 \n", - "x1 0.616 0.212 0.217 1.012 0.002 0.001 14543.0 \n", - "x2 -0.868 0.220 -1.290 -0.466 0.002 0.001 12583.0 \n", - "x1:x2 1.794 0.335 1.178 2.431 0.003 0.002 12910.0 \n", - "\n", - " ess_tail r_hat \n", - "Intercept 15766.0 1.0 \n", - "x1 15529.0 1.0 \n", - "x2 13164.0 1.0 \n", - "x1:x2 13870.0 1.0 " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "az.summary(trace)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The chains look good." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Generate Out-Of-Sample Predictions\n", - "\n", - "Now we generate predictions on the test set." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/pymc3/sampling.py:1708: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [1000/1000 00:07<00:00]\n", - "
\n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Update data reference.\n", - "pm.set_data({\"data\": x_test}, model=model)\n", - "# Generate posterior samples.\n", - "ppc_test = pm.sample_posterior_predictive(trace, model=model, samples=1000)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "# Compute the point prediction by taking the mean\n", - "# and defining the category via a threshold.\n", - "p_test_pred = ppc_test[\"y\"].mean(axis=0)\n", - "y_test_pred = (p_test_pred >= 0.5).astype(\"int\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Evaluate Model\n", - "\n", - "First let us compute the accuracy on the test set." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "accuracy = 0.800\n" - ] - } - ], - "source": [ - "from sklearn.metrics import accuracy_score\n", - "\n", - "print(f\"accuracy = {accuracy_score(y_true=y_test, y_pred=y_test_pred): 0.3f}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we plot the [roc curve](https://en.wikipedia.org/wiki/Receiver_operating_characteristic) and compute the [auc](https://en.wikipedia.org/wiki/Receiver_operating_characteristic#Area_under_the_curve)." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.metrics import RocCurveDisplay, auc, roc_curve\n", - "\n", - "fpr, tpr, thresholds = roc_curve(\n", - " y_true=y_test, y_score=p_test_pred, pos_label=1, drop_intermediate=False\n", - ")\n", - "roc_auc = auc(fpr, tpr)\n", - "\n", - "fig, ax = plt.subplots()\n", - "roc_display = RocCurveDisplay(fpr=fpr, tpr=tpr, roc_auc=roc_auc)\n", - "roc_display = roc_display.plot(ax=ax, marker=\"o\", color=sns_c[4], markersize=4)\n", - "ax.set(title=\"ROC\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The model is performing as expected (we of course know the data generating process, which is almost never the case in practical applications)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model Decision Boundary\n", - "\n", - "Finally we will describe and plot the model decision boundary, which is the space defined as\n", - "\n", - "$$\\mathcal{B} = \\{(x_1, x_2) \\in \\mathbb{R}^2 \\: | \\: p(x_1, x_2) = 0.5\\}$$\n", - "\n", - "where $p$ denotes the probability of belonging to the class $y=1$ output by the model. To make this set explicit, we simply write the condition in terms of the model parametrization:\n", - "\n", - "$$0.5 = \\frac{1}{1 + \\exp(-(\\beta_0 + \\beta_1 x_1 + \\beta_2 x_2 + \\beta_{12} x_1x_2))}$$\n", - "\n", - "which implies\n", - "\n", - "$$0 = \\beta_0 + \\beta_1 x_1 + \\beta_2 x_2 + \\beta_{12} x_1x_2$$\n", - "\n", - "Solving for $x_2$ we get the formula\n", - "\n", - "$$x_2 = - \\frac{\\beta_0 + \\beta_1 x_1}{\\beta_2 + \\beta_{12}x_1}$$\n", - "\n", - "Observe that this curve is a hyperbola centered at the singularity point $x_1 = - \\beta_2 / \\beta_{12}$." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us now plot the model decision boundary using a grid:" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/pymc3/sampling.py:1708: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [1000/1000 00:32<00:00]\n", - "
\n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Construct grid.\n", - "x1_grid = np.linspace(start=-9, stop=9, num=300)\n", - "x2_grid = x1_grid\n", - "\n", - "x1_mesh, x2_mesh = np.meshgrid(x1_grid, x2_grid)\n", - "\n", - "x_grid = np.stack(arrays=[x1_mesh.flatten(), x2_mesh.flatten()], axis=1)\n", - "\n", - "# Create features on the grid.\n", - "x_grid_ext = patsy.dmatrix(formula_like=\"x1 * x2\", data=dict(x1=x_grid[:, 0], x2=x_grid[:, 1]))\n", - "\n", - "x_grid_ext = np.asarray(x_grid_ext)\n", - "\n", - "# Generate model predictions on the grid.\n", - "pm.set_data({\"data\": x_grid_ext}, model=model)\n", - "ppc_grid = pm.sample_posterior_predictive(trace, model=model, samples=1000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we compute the model decision boundary on the grid for visualization purposes." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "numerator = -(trace[\"Intercept\"].mean(axis=0) + trace[\"x1\"].mean(axis=0) * x1_grid)\n", - "denominator = trace[\"x2\"].mean(axis=0) + trace[\"x1:x2\"].mean(axis=0) * x1_grid\n", - "bd_grid = numerator / denominator\n", - "\n", - "grid_df = pd.DataFrame(x_grid, columns=[\"x1\", \"x2\"])\n", - "grid_df[\"p\"] = ppc_grid[\"y\"].mean(axis=0)\n", - "grid_df.sort_values(\"p\", inplace=True)\n", - "\n", - "p_grid = grid_df.pivot(index=\"x2\", columns=\"x1\", values=\"p\").to_numpy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We finally get the plot and the predictions on the test set:" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "cmap = sns.diverging_palette(240, 10, n=50, as_cmap=True)\n", - "sns.scatterplot(\n", - " x=x_test[:, 1].flatten(),\n", - " y=x_test[:, 2].flatten(),\n", - " hue=y_test,\n", - " palette=[sns_c_div[0], sns_c_div[-1]],\n", - " ax=ax,\n", - ")\n", - "sns.lineplot(x=x1_grid, y=bd_grid, color=\"black\", ax=ax)\n", - "ax.contourf(x1_grid, x2_grid, p_grid, cmap=cmap, alpha=0.3)\n", - "ax.legend(title=\"y\", loc=\"center left\", bbox_to_anchor=(1, 0.5))\n", - "ax.lines[0].set_linestyle(\"dotted\")\n", - "ax.set(title=\"Model Decision Boundary\", xlim=(-9, 9), ylim=(-9, 9), xlabel=\"x1\", ylabel=\"x2\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Remark:** Note that we have computed the model decision boundary by using the mean of the posterior samples. However, we can generate a better (and more informative!) plot if we use the complete distribution (similarly for other metrics like accuracy and auc). One way of doing this is by storing and computing it inside the model definition as a `Deterministic` variable as in [Bayesian Analysis with Python (Second edition) - Chapter 4](https://github.com/aloctavodia/BAP/blob/master/code/Chp4/04_Generalizing_linear_models.ipynb)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Authors" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Watermark" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Last updated: Tue Dec 06 2022\n", - "\n", - "Python implementation: CPython\n", - "Python version : 3.10.5\n", - "IPython version : 8.4.0\n", - "\n", - "numpy : 1.21.6\n", - "matplotlib: 3.5.2\n", - "pandas : 1.4.3\n", - "patsy : 0.5.2\n", - "pymc3 : 3.11.5\n", - "seaborn : 0.12.1\n", - "arviz : 0.12.1\n", - "\n", - "Watermark: 2.3.1\n", - "\n" - ] - } - ], - "source": [ - "%load_ext watermark\n", - "%watermark -n -u -v -iv -w" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - ":::{include} ../page_footer.md\n", - ":::" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}