{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", "\n", "___\n", "
Copyright by Pierian Data Inc.
\n", "
For more information, visit us at www.pieriandata.com
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Scatter Plots\n", "\n", "Scatter plots can show how different features are related to one another, the main theme between all relational plot types is they display how features are interconnected to each other. There are many different types of plots that can be used to show this, so let's explore the scatterplot() as well as general seaborn parameters applicable to other plot types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Data\n", "\n", "We'll use some generated data from: http://roycekimmons.com/tools/generated_data\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"dm_office_sales.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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divisionlevel of educationtraining levelwork experiencesalarysales
0printerssome college2691684372302
1printersassociate's degree210119679495660
2peripheralshigh school0982045320453
3office suppliesassociate's degree2592949377148
4office supplieshigh school1571280312802
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" ], "text/plain": [ " division level of education training level work experience \\\n", "0 printers some college 2 6 \n", "1 printers associate's degree 2 10 \n", "2 peripherals high school 0 9 \n", "3 office supplies associate's degree 2 5 \n", "4 office supplies high school 1 5 \n", "\n", " salary sales \n", "0 91684 372302 \n", "1 119679 495660 \n", "2 82045 320453 \n", "3 92949 377148 \n", "4 71280 312802 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1000 entries, 0 to 999\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 division 1000 non-null object\n", " 1 level of education 1000 non-null object\n", " 2 training level 1000 non-null int64 \n", " 3 work experience 1000 non-null int64 \n", " 4 salary 1000 non-null int64 \n", " 5 sales 1000 non-null int64 \n", "dtypes: int64(4), object(2)\n", "memory usage: 47.0+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Scatterplot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='salary',y='sales',data=df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Connecting to Figure in Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note how matplotlib is still connected to seaborn underneath (even without importing matplotlib.pyplot), since seaborn itself is directly making a Figure call with matplotlib. We can import matplotlib.pyplot and make calls to directly effect the seaborn figure.**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seaborn Parameters\n", "\n", "The hue and palette parameters are commonly available around many plot calls in seaborn.\n", "\n", "### hue\n", "\n", "Color points based off a categorical feature in the DataFrame" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,hue='division')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,hue='work experience')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Choosing a palette from Matplotlib's cmap: https://matplotlib.org/tutorials/colors/colormaps.html**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,hue='work experience',palette='viridis')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatterplot Parameters\n", "\n", "These parameters are more specific to the scatterplot() call\n", "\n", "### size\n", "\n", "Allows you to size based on another column " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,size='work experience')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Use *s=* if you want to change the marker size to be some uniform integer value**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,s=200)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pU5uW7pynrpevr/0ib++0Zl+vfpLNDUu6zeukN89tlrIoAD8L4GvW2v8QwATnl5Ssel5jr/D6xoQQXxVCvC+EeP/Vq1eXOZWIiOjabqMUY5AU+P7LEV6Pc3RCH+1QAgKY5AXGWYFH3QA/9bh7pVZ8j7sRTiZ5VbaxOgznusSLYYqTSX5umczjboSn+zEKU65ccQ6Vh7d6EfbaZ5s+V/X3vq3SnfPUTyWmhV5bvlI7aLublP1q82qzJ/ttXye9eW4zmH8I4ENr7f9d/f0fwwX1l1UZCqrfjxrHf6Zx/jsAPr7g9XdWvI5z3mOOtfb3rbXvWWvfOzw8vNInSUREdFU3XYqxqu1iy1c4aId41InQCX28HuXXmixpxWZrYJsctxP76EYKn95tYS/2sRv72It9vLPXwmf245Ury4vXflulOxd53I2wFwcI1OootXhj0YkUDqo/X7QR9Cavk94stxbMrbUvAPxYCPG56qVfBPBvAHwTQN1Z5SsA/qT68zcBfLnqzvJ5AIOqHOVbAL4ghNirNn1+AcC3qn8bCSE+X3Vj+fLCx1r1HkRERFvjJruo3MVkyaNRiv04xFu9CIFavWof+gJv9SLsx+GFNwD15tdWIHHQCfGoE851Ylll1ebXevV93deyFXh4uh9fenX9Ip1I4el+vPGNxV47qL52d3ud9Oa47eKl/xbA/yqECAD8NYBfg7sZ+CMhxK8DeAbgV6tj/xTALwP4AYCkOhbW2r4Q4ncAfKc67rettf3qz78B4A8BtAD8WfULAH53zXsQERFtlWa98ibWlTjc9gTMZgeZTqTQidRSz+52KBGps2jRHDC0yk32Id+JfezEPiaZxjjTKK2FJwS6kbqwReNV1SVFrUDO6vcv0okUHvdCdEJ1Z9dJb45b/Qmw1v4LAO+t+KdfXHGsBfAP1nycPwDwBytefx/A31rx+vGq9yAiIto2O7GPJybcaLV7XYnDdadybmJViG75Ci3//PPPG5JzG5tf29VQok0tBvnOJc6/zkCny14nfTLwJ4KIiOiePe5GCKXE0ShdGbAv6qJyFxMwbyNE30cf8togKZa+3tPcIMk1AuXhsBviU7utc78+99UVhh4u/mQQERFtgeuUYtzFBMzbCNHXWXG+jqNROveEYlX7x5fDDB8PpvjUTguPu+tvim6qFIkIYDAnIiLaKlcpcbiLlefbCNH3seK8uEn2ZJLjeJKvPLY/LhB4EmlRLvVQr91EKRJRjcGciIjohl2nbvkqOqHCj/IESa5ngz6aA4XOO29TtxWi73rFublJdpzqtaG8Vg8EejnIEEq5MlhftxSJqMZgTkREdENW1S0DwBEyRL53bknEdd/z1TidG3azOIVz0VVWns8L0XV9dvPG4Ol+fOHHvMsV58VNsv3k/FAOnA0Eavnq3E4299EVhh4e/qQQERHdgMW65UVpUa4cK39T77kfh3gxnG+ZWE/hPDDB3ARN4Gorz6tC9Kr6bAAQ3tnq9EVh+q5WnJubZKe5WTu9dFGSG7R8tVEnG3ZboevgTw4REdE1XXa4z7qSiOu8ZydS2C/9lePtjyc5fOnNVs6vs/LcDNHPT9OlUpDQF9hrhehE6lI3I3ex4tzc7Jrkm3eysY3zLtPJhuiy+JNFRER0TauG+6wq7ahrvi873AdYrlt/MUiXNm/uxyECT6KfZHNlLYAr2zjsBTey8lyff5Lk2IO/dsBQ7TI3I7e54tz8el2mj41onHfVDjhEm2AwJyIiuobFuuVxqvHxYIpRqmeBNVIeQl/Oar4BtfFwn3X9tj86nSJQAvtxOFdDft5Uzrd3zu/LfRlHo3SjAUPN4+9782Ozs8xl+tjEjU20N9FDnWgdBnMiIqJraNYtf9hP8MFxgsLM1y4PAfjSQ6+lkOsSBybAuBdeGJLX1a3XZRi5tngxTLFf+tiPw7ljVoXmVWUYV+kgcxeTRm9Ds7NMHCicJMtlP7WsMEgLA195SHIDwH1Nr9tDneg8/OkiIiK6hrq04cN+gu8fjdceV5gSx+McuuWOP01yPOmtr7s+r269WUyRFQb/7ijHqKvRiRTiQK5dxW6WYVyng8x1Jo3Wv99VK8lFdWeZVuCeYCxuAE1yjWGqUVSvH3QCnEwKnEwKdKPNOs0QXRWDORER0TV4QmCcanywYS/uwbSAkgL9C/pnr6pbrwksB8ipNnir18LJpJiVuEiJuXKWTnhW436dDjJXqbMepxqjtEA3mg/7PyomMKXFfjvAbhzcelBvdpbZj4O5TjbDaYHB9GwVvRfPbzxtB+rGO+sQNTGYExERXUMnVHg+mM4C8iaGUw3pibWlHReViuTarb43Fdoi0xqhUjhNCjzrJ4h9hV7rLAjHfo6TpI+ssCt7m9fqjauvxxkGewU+tTtfm37ZOut+kqE/LrDXWIF3bRbPNqm+GGQ4aLu2jrfV873W7CxTmBLHkxxJrmehPFAC3cifC+UH7bN+8DfVWYdoEYM5ERHRNU0Lc6njhbCAFWtb751XKjJONSa5gS+9pVr2tCiR6hzDxJ0/0G51Pg4UQuWhFUg86yfIdbmyLn1VT/IkdzcJzbDc3ER5kXGqZy0c66BbB/VFdVtH4PZXpuv2jJ/abeHj0yn+nx+foNdSiAIPoTz7noTKw96KIU3bsJmVHh4GcyIiomsYZxo7LX9pBfs83chHkuu1JSHnlYrU0yp7LbX0nkluoM38ucNUIw4U9uJgbqhOf1wg8OQscJ5M8pXj6evJl4thud5EeZF+4gJ8fWPQDOrrPr+7XJluhwqf2m0hLcqlFpdus6hced42bGalh8e77wsgIiJ6k5XWlYX04s0CWl23bLG+JGTd681gHQcKO635wNpcac91iXGm0R9nKLSB9MTSUJ06NI9TvTKU1+quJIALy4Ok2Ggle1roWanKXhzMvec6uXYBuXZerf1Nqb9urUDioBPiUSfEQSdcG8oXzyO6KbzNIyKiB2/TloBXaR3oCYE4kNiJAvieh2FaoNDLK96LdcsCWNt6b12pyGKw7rV8KCkwnGpM8gIeBNLCYJJp6NLClx7iUCKp+p5Pcj0bdgScrYbXq/Dr2IUV/KNRis8+6c42Ua5TB/q6PrsZ1M+T5Ho2jOkuVqavOjSIw4bopjGYExHRg7VpS8DrtA7shK5feKAEALcanmlXlz0bMLRQtwy4Nnzrwmaz33bTqhgYB+49T6cC49RgOC0Q+hJd5SGQ3uy8rDDojzOMUo1e5OOwGyL0JfqTfKll4OL1t4L5B+x1WG5uolxV1hIqD2/1ollpSnPl/TyLn+e6WvybctWhQRw2RDeNwZyIiB6kTVsCygFgzsmLF7UOrEP0fhzOWu+FSuG8HBkqD0/32+def91vu+m8GNgOJEZTs9SOMNUG6dggUhK5tkhygyQ3mBYG3ZaPbijRDt05rgXj8op/pAqYcjI3ZbQOy/UmysWnDd1IYZRqHA3PvgeLK+/rLH6et70yfZnNrIvnEd0k1pgTEdGDc95wnqZxqvG952OM04trheva6lUed92q8H5ns02KP/1W58INjTuxjyc7811Tmu37mvY7Plbtw5xkGoPElbgAQKA8KM+b/VuhXavAQep+HY/zpVAeKA+hL2dTRusa8cWw3A4VnvQivL3TwpNehDhYnpIpNlxhXvw8b3tlur65uoxW4HHjJ904BnMiInpwNt0wWNdWX7QhEXAbL//N8wGeD6Z4OUwxaWz8q0P0fhzirV5UlbUsC32Bv/3ODn7qcXej63vcjfB0P56FxnpaZfPjvdWL0FIKcuEtU20wznTVftCtcI/SAoBFYUro0iLXJVq+h6NhNrey3dRdaBPYHxcYp3qjsLwYeOPg/M2UwFn3lqa7WJm+bFvGww4HDNHN460eERE9KBcN56k1O5zUmyBXjbJf7O0tPYGWr5bqz5v11vVGx+bUzYNOgKd77Uu3/lssFQmUwPNBinYoESl3vcfjDKFS8NVZGcokNch0CVOWS/3OtbFIshytwMM7UQsfnaYABCI1H4h3Wv7KVfp+kuFvhzsbXX+zJKeuxa83gC7V4vse3up15s6/q5Xp5kTQizzZCdnDnG4FgzkRET0om7awW+xwkuRmKZiv6u3dPG6x/vy8eut1ZSibalcdYp70Iuy1g7kAWReVREriZJIi1yWORil8KRBGywGyFUh4UqAsgVGWAxbQZYlclwiUh0B5516zOLfafd5i4N2PQ/z16/HKWnYBf/b0oq5lv87K9GW77Fy0mbUVeDjs3N5EUiIGcyIi2jpXaVtY23Sj4OJRixsT1/X2XrWBcXEQTvsS13sViwEyyQx+1J8gyQzGeYHjYYbMlLBQGCQ5omryZ9N+28ejdoDh1EB6QFENJnrcCxGq80tO9uLgUp1SmtfbT9wQpGYob94I1LXs+6WP/+Dt3pVC8HW67NzmzRXRRfgTRkREW+M6gaq26UbBxaMWNyau6+29bgPjTY1o3/SmpA6Qf/nhKV6Op5ikBYQQ2G8HmKQak4mrMQ+VB201ylKiFUj4UkB6AllRYjg1yLSGKd000kwbnCQFepFdG0LrnuSX7ZRSf21OJgV+4iDGONMYTAtITyzdCITKQ+BJhPLimvRFm3bjWddlp3bbN1dEq/AnjoiItsJNBapNW9/FgcJJo8tKc2Nis/58+bzrj2hfFb61sZe+Kfnh0Rg/OJpgrxUiy92mztyY6mP60GUJbUr4ErDw0Ao9eEJgkhooKRAoD7kR0GUJX1a13BY4HufQLYteY7JoqDzsxcGsxOQqnVKORilagZxN2ATc1zrJNSzczZLbMCpnx1/mZmfTbjzA8lMOom3AYE5ERPfuJgPVuuE8i+oOJ7kuEfpirr58sf68tnjcoovKO9Y9EfirZIhxarDfCL5Nq25KBkmBv3oxnB3Taykcj90mVV95mBYllHfWHlF6HsZTDVn9vV2tiAfKwyQzyE2Jd2IfoS+RFQapLuHLsxX7xfH0l+2Usm5Tbh3UV7ns1M9Nu/E0j2cwp23CdolERHTvrhKozrNp67v9OAAA7LXm+4WvK9JYPG7ReeUdR6MUz/rJUjgdpxr9cYFcl3gxTHGyoq691uyl/sHxZG68fRwo7LR8WGvhex4WSsqR5m6VvjAlOo2gHUgJJQWUFAir10JfYqflV91kwqVQfpVOKZtuyr3qeZt242mqgz/RtuCKORER3avrBKo6HK4qDXmyc3Hru06k8Ll2Z2ny56oijf2Ov3I1u2ldecd5TwQWe6gfT3L40lv7XkejFEoKnKyoge+1fOznIXKdIgrU3OCk1JRQQqDly6VQ7UsBWOA0yWZtC0OlkOsS09wsrWhfpVPKVad3bnredYI/a8lpW/AnkYiI7tV1AtVFddm7Ld+NpL+g9d1iiUmz/jz0BfZaIaQncDzOZrXQcaA2HoSzboV/Wui5Ve9aP8nXBvO0KHE0TNeOt99r+yiMRVeXOFEZkszddWgDKOnNDShKtcEk04iUxG7sY5S6Y4dTwFcFepGPJNdzn+dVe3hfdXrnpufddvAnugsM5kREdK+uGoxejVJYuz60pUWJtCjxZCfEpwJ1buu7VS3yjC2hpIDWmBswVDtJCgTKm9WFryvvOO+JQJKbla+vW6mujTK9tjtMPWgI8PCk20LacuF7MHUr7PV547xAXli0Q4Ve5OOwGyHJNYapRqFLFNrieJwjDt1Gzev28N50U+6q8zZx28Gf6C4wmBMR0b26SjAapxqZMThoL9d8L07cnBYan3vSw5Pe6vKLde0JY1/h//3x6cpe5rW6LvzABHi6v7vyY533RGDdqjeApZXqRXEgcTIpVv5bL/JxPHbXHSmJSEkIIVAUBgftAKV1teWdwK2ed6vV+ThwNyxZYZAWxtXaW+BRJ8Dbu62117KJTTflNl2mlv22gz/RXeBPIxER3aurBKp+kuOwG8y9Nk41+km2VBpyMikwnBb4u+8ezK32XtQzPVISVqwfHR+qs/8LHecFfvhqDF+elYnUbQBHWQEPHg674VLQXlz1br6PhUUcypVdYLqRgoCYG2/fFAcKRVximJzdFHRCiSAO8LgX4cVwiqC61p2Wv9SzPPTlbCPop3dbVy43WvS4G+FZP9n4+FW17OtupG47+BPdBf40EhHRvbpsoMcF8WQAACAASURBVJrmBkLYucDaTzL0x6tXjwFglBp878UI7x7GeNyNNuqZ/v+9HMMTgC4NThJX3lGra7APOyHagUJalHg+mOLpfru6QTgrfRkkOYapxqtJisNONNcSsV71diUk8yPqhdD4CCkCJbAfh3M154+7EbSZYj8O8WK4un59Jwrge97s43ZCHwcdH5nWKLSdm7a5Tqg8tAJ56baFi+bCtAdM0vVlOrXFWvZNhk/dRPAnuk8M5kREdO8uE6iSXM+1LazbDW5y3stBhiwvcTo9//hpbvBqnGKYaBx0ArzVi+bKOwSAKJDIdIlxnmInCpBri+eDBJNsPjhGvsQw1RgmGr7nAvuBCbDXDtDyFaaFnpWdzJ1XbdJsjqjfj8PZKu/jboS0KLFf+ms/f+kBLV9CCIN392O8vRPhr48neNwLl6ZtrrIXnz2VuEr3knVh2pQWL4dTtIPlTjeratk3Hj61E27UjQe4+iZWotvEYE5ERPduJ/bxxGwWqA66AdDY9LnYbnCdei36ey+HeNI7v1761SiblYEMU404UHPlHbUXgxSFKeFXQ3sG0xI7rfkSm9CX8JWHQpcYpgXiQM1aIgLAqjLzQHlL79UfFwg8iaf7PQBnXzMACDw5V8bTXIEPlIef2G/j03uxux7lzTq1nOegPT/s6LKbdM8L051IoRO5mxLpAXvtYOWmXODyw6ee7sd4uh+vvCEAVgd/om3BYE5ERFvhcTdCKOWFgSrVBkdDF9TWtRtcRcCthI9Sg15LnzvB82R6FgQLXSIrzFJQzgqDwrjrHKYFYAUif/VG1l7kpnIW2iLTGqFS6Cc5AIs4UNAti0FjFb+7plWi52EuUDa/ZnXQ/XiQItclWkrirZ6Pt3qtuYAdBwonkwLTwqDlL6+ah8rD3ooJpJfZpLtpmG75CqYEYl+tDcpXGT712SfdpS4764I/0TbhTycREW2NVW0LFwOVysRss+i6doOrxIFCkuvZeauC+TQ3Vb16jnFmEFR9v9MVwTxt1JxPUgMIi1awejJoM3ynRYlQAaM0B6ybttlr+VBSuNV5Xy5vxqzCchyopVrv5tfs49MpJpnBbuRXtfvLwTsOzj7+TsuH52YLQQBrzwEu173kKmF6VTC/7vCp+hfRm4I/rUREtHXOC1TNzaLntRtsqjcxTqpgvnhevWFzNC1wNE7RHxcYpK7cpOUrKCmws/Axmx8jNyUAi8j3sE4dvuuzXOAUs8C/Fwf4yUcdSE8gyfXasLyu1rt+7VFn9c1BreWrWTeXaWHwdD8+93jgct1LbmKSa43TPOmThj+1RET0xqk3i64bsrOo3sRYH90872SS48cnCYZTjcKUGKUFirJEoUtMi7JalS/RDhR6rbNV3ebHsNbCV/MtFFeJA4W9to84kLCwSHMDwKLlS0S+hPQEWoE8t2PJulrvywTiupvLRYOMapfpXnKTYZrTPOmThsGciIjeOPXGx2mh1w7ZqTU3McaBwklSIK6C6DjV+HevJ3P13XXgjgKF1+MUmS6RFgajVOOn3zobVBQpD8PGOevqwhfFgYQxrmymMBYtCEwLdxOwOE10lWatd7Pk53icbxSyAbf5su7mctEgo8t2L7nJMM1pnvRJw2BORERvpNnGx2GK1+PibPhP1dFk1SbGViDRa50N7fnwNJkL5YDriPJimGKQFJhkGq6U3GCSG4yzE3zmIMbbvQgHnRDWWkwyjVBJeELMNnaukmmN0gIfn05xmrj3jFa0LBylOV6NUuy2fOy2A8TB/JChTqhWtiF8PU5xmmgEykPLl3O143GglsL3fhwi8NzK/SpX7V5yk2Ga0zzpk4Y/uURE9EapV4kHSYHjSYZ24GOsqh7j1iItDAJ/dWcRAPjpxz2cTgtMc4PXo+X+4afTAv1JDlMCvpKIpUBZWhjrNo2OpgUG0wLdkyl2Yh9KeWhHEmUJHA1z+KpALzqbptlsXRgHcvaegfKQ5AZCuNX3VJfIdQlRFdwMpxqT3CAO1GzI0GEvwKTqx75ICFeb/mLohiHttPxZ6c26lfhOpPC4F6ITqhvrXnKTYZrTPOmThj+5RET0RmiuEi9O+izharybYfLFMJ0N8qk92XGTOodZgR++GuHlKIWwgJICQghMC43XoxyhkkhyM1t9BwBtSujSYpprKCmRFBqfDlvwpQclXZiuWyIej3MUcdVKseqHvtPykRSui0yqDYy1KEyJQVJAeICtsqeSHtqhRKQkhlPXQ70eMhQFAtN8dUjNinJuUNFgWkBJMfua5Lpc+TXp3HD3kpsO05zmSZ8kDOZERLT1msNqVk36bPkKp0mG47E7xlo38TIrDHzpVrS1KfGDozFyXaK0Fs8HU7yugr6FW7U+nuQQEOi1FA7aPhodEaGkB4sSeWnRa7mw/nyY4u/99KNqwE8Obc76kde91nuRj26kIIXAYOrKYwAgUgJSSSRS48UwQydSCKUHbUoMkhImtGiHatZD/aAd4OPTbGX9+TjVSHIDXwkUjb7udbBvqocbdSJ1a6vLNxmmLzN8itM86U3HYE5ERFttcVjN4qTPJNc4GqU4nRTQpUUr8OAJgXFW4OU4xatxip867M76jg+rUpSjUebaHArAmBL9iUaSa0S+xCQ32G256ZRprmcBPStK+J77v05fCoTKg8DZJMvDTohXoxQn0wIfn04RKm+2WXSQ5DC2hPTEXPtDC7dqXZgSoTxrtzjONKQUKK3FW70I0hM4nuToJ9lSMK+/Jr3In1s1L8zq4Uj9JK+u93ZWlzcN09NCoxMqJIVGOjSz1ftFmw6fYiinNx2DORERbbXmsJrFSZ+DNMfzk3SuRV+hgYOOj3FeIE0NfpRMcTIp8BMHbZjS4sVgiqSqLx+mBeJQIvIVMp3DwvUZN6XF8aTATmmrjZfGBXth0YsV9jo+As+F3eNJjr3Y9Q5vBRJPD9o4LDSUEEh1iUh5EEIg9T3kYwtTWuS6RKA85MZAG4tQeQjhoRNKdw3VRtZQeXh7103urJ8GuP7jZ5NL+5MMr0bZ2ebXhTKSVJdLwTzXJboteatB9rwwPU41JrlGO3CTP+u6+yNkiHwPj7vLIXuT4VNEb7pb/UkWQnwAYATAANDW2veEEPsA/g8A7wL4AMB/Ya09Ea4/1T8C8MsAEgD/tbX2n1cf5ysA/ofqw/6P1tqvV6//HIA/BNAC8KcA/qG11q57j9v8XImIaDOLware9Lf4WjtUS725m5M+k1zjaJAt9c3WZYlhms9qsdNcI801ksL1Kc/yEuNcu3rxwiDXFjuts4FBhS4B5X6f5gYHHQu/KjEBBJTwUJYAqsXtslzuapLkbpXaWIt+kiMOFEZTjWHVjWUCQHkesNARxVosrYZn1effPDLJDYxxK+WvhhmG6fzXwFQF61J4S8OUQl9grxWunHx601aF6f4kh5Ji9iRhUVqUeNZP8MSEeNxdPobTPOkhu4uf7P/UWvu68fffBPDn1trfFUL8ZvX3/x7ALwH4bPXrFwB8DcAvVCH7twC8B/e/S98VQnyzCtpfA/BVAH8BF8y/CODPznkPIiK6J6ta/NUTNwGL/TichdJ65XRRM2QO07N67UWnU41QeihMiUluUJgSx5Mc2loAFmUJSE/AWmCU50i1hi8FCmORlYBvSnhVcE5yg52Wu5Y4kBDCfS51DbjnLbf5m+YGH54kGE5zdCIfT3qLEdzdQEzyAh68WSvD1Y0L3avNdzlJcsCKtedI4a43Cjzstn3sthSEENWmUvc1vsshPHWYHiQFXpf5XCnPOi8HGUJ5u6v6RNvmPm45vwTgP6n+/HUA/xQuNH8JwDes+1/dvxBC7Aoh3q6O/ba1tg8AQohvA/iiEOKfAuhZa/9Z9fo3APwKXDBf9x5ERHQPmps3ayeTHMeTs3roF8MUcSoR+t6sLGOaa8ShQst3XVJOkgLDanPlJDXQK1ari7KEruq1k1zjJMlRaAMDAcBWodWiMK6kpDAlUlEiVBKmLGFKIFACke/C8DgrID1XU+57riWhhUWSaxzYAAftndl7uxuNDM+OE7wYuBIcIQyOhjmmWsNYC9no1y0gkBQGnndWr94UNLrC1MORkrxqh7gwzXSVNC+xGwV41AmX/m3TfuOrnnBcdcW6WZa06fEM5vRJctvB3AL4v4QQFsD/ZK39fQBPrLXPAcBa+1wI8bg69tMAftw498PqtfNe/3DF6zjnPYiI6I4NkgIfvEqqQOuCZGkxN9in2ev7oBPMaoZfDKZ4Pcnwdq+Fg06IvCgxnGqM0wJH4wzalK7VIQR85cH3PBSNXuCvxxnGmUGo3LSdTJcQsChtCV1VxZQWsGWJHEChXdvFwlhoo+F5bpVca7fps5+4kB4qCV96OEkKjFIN35PISzPrFpObs6cCQbWh0xhAG4vMGsRVGYmvPEyLEmmuEaoAwcLAoW6kZsG7Fchq+FGBvdZZu8PIl0ulLLP3Vh6SQgNYDuYXDeFZ9YQDOL8O/DyLZUmbSIsSk0yzdIU+MW77J/0/ttZ+XAXjbwsh/uqcY1fdutsrvL4xIcRX4Uph8PTp08ucSkREGxgkBb7zwTFGqZl7/cUgBQTQixSKspz1+gaAYepa/A2nBSaZQZqX+HF/CqUEdqIApizRnxY4TQpkukToC0RKYVqUUJ6r026HCpNcY5hqeALwPA9ZXrjQLgBrz/4vRHoCZem5MO+VMKaElML9EgJSeJBSIPQlCuNW1F0NeYlP7UYYTTVOkwLaWPRaPrLCQEBASbcyHygXzAPpIVQeprlFVq3o+54H5WHW9aU+FnB9z+NAwRMCx+MMFkBaaOQLmzlDX7qbCb0ceruRWtosClw8hGfVE46mi+rAV1ncC7CpMYM5fYIsF/DdIGvtx9XvRwD+GMDPA3hZlaig+v2oOvxDAJ9pnP4OgI8veP2dFa/jnPdYvL7ft9a+Z6197/Dw8KqfJhERrXA0SvG9l8OlUJ4Vrua70CU+Op3i+cl8eUOhS5wmOQZTN61SeQK6LPF6mOPlMEVRWhhjGx/PDeoBXMDNtOt0cprkVUAWMGWJsgrj5YpFW88TgLCIfAlPAqHvIfIV/Gq125cuCDcDcawUIl8i1SWGqWvBmOQaaTVEqB1KtBvdQtzn4urJlQeoqjY9qo6p/x4oDwedAEoK9CcZjic5ThJ3IzJKNULl4cUwRZKfBd3eigmndbAH5jfNAuf3DV9sT3mel4MMg6S4+EBcvab9Lmvhie7brQVzIURbCNGt/wzgCwD+FYBvAvhKddhXAPxJ9edvAviycD4PYFCVo3wLwBeEEHtCiL3q43yr+reREOLzVUeXLy98rFXvQUREd6AOd4uBEMCsnzhwVr+c6vnjXo3PgmG9WjpKCzwfTBEpib3YnwVZwIXxWidSbmNortHyPQRSQhtXHy09b21RtoAbzhMoiThQ8D0BYwE0arF96WGnpXDYDbHXDjDJNLJCz4b6DFM9e3T7pBstdR5pRy7YS+Gh21LYiwPsxwHe3o1cPbnyECkPSaZxPF7eJLkb+9htBUBp8dHJFB/2E2SFQRwo7LRcWUkd7HutszKT5qbZi4bwXKUOfBOb1rTf1HlEb6LbfDb0BMAfu8wMBeB/s9b+EyHEdwD8kRDi1wE8A/Cr1fF/Ctcq8Qdw7RJ/DQCstX0hxO8A+E513G/XG0EB/AbO2iX+WfULAH53zXsQEdEdqMPaYqu+5mt1D2/AbeSMOi6E5tqtpkdVvXXky6qveI6w6v29GwdIcoPidIq8tDCl63LSC320AokkLyEhIJSHsjAoLeAJIPI9JLnF8mW5zaBFWbp6dAiESsATrtQlDiT2qomb7UAh1cZtPjUlRplGUK2oF1Xf8madvJICw1TPPicTWowzV5ISBxJSeugIBV8KlLA4GmUYTAvsxmd15KEvEHgSL0fpbIBQ5EtkusRJkqPb8vGoE+LpfoykMMgXylqEEBsN4bnNOvBOqHCEzVbiF88j+qS4tZ92a+1fA/iZFa8fA/jFFa9bAP9gzcf6AwB/sOL19wH8rU3fg4iILnbdLhzNcCdWrHbWrzXDoy7L2dCdcaZRlGfnB9KDLz20g7PgHkiJ/U4AXbqSFQDYbfnYb4cIlAfpCSS5Qa4NhHDh2BOus4otLZJG+DTWVnXnbnW2LluxAOLQR1xtuuyEalaaEimJqCPdoJ5IIZDebLjPbsvHtPHx48ANwMkKg7Qw6EYKaVXO01y+34sDhL6EtVN0WwoegONJBuUJCM/DMNGQC8+5XU26QDtQyE2JrqfwdD/GNDdzm23/5qd6ONygFvw268DboVoafnSRi2rhiR4a/rQTERGAm+vC0Qx3cSBxMpmvQY6UhyGWV9NHaQFAYJDmCKSHpPrnCYDMlNhr+ehGPkIlEPoKXevaKPYihUyXiANvtroaKQ97sY8XQ1fi0gkkokAiK0qUgYAVBllRQtsSdQtFqdym0LqcREqBSLmbAgGBcaYhPTFXXtKJXFmLaARsN1gIS6vWoS9nNepJ7oYdRUoiLQx85eGtnQhe1Y5xONXIquD+o35SfU6uE4yx5axPOQA3NKlwA42OJzl86aETqVlv9FbgbRTKgduvA3/cjfCs+nw2cV4tPNFDxGBOREQ32oWjGdJavkKgBHJ99lrou4BZr5wXpsQodSv0cRUm/cWlYesG/XhCoNeKZvXUu3GA/XaAo2E2W2UHgEBJ9CIf1lpMqvN86SFSJUSqEUgPZWhnA4o8T6AwBu1Aoh36VUtEb7Z67kt3rZNMzwVzNw5ezqaMAm6Fej8O8GK4vvZ6mGrsxQqhcmH9rV6ETqTww6PxrFSl5q5RIFKuK0xhLFIzv0KdNjq19JN8bnroqnC77qnIbdeB78Q+nphwo82lF9XCEz1EDOZERJ9wl+3CcdE0xsWQth+HSyG111I4nqQYTAtMC+PaDyoxKwcZTAtEgURYBfR2oKBLOwuTTXGg8O4jhYOOjyQzSAoDWGCQBthpKRyPcnz/aIzClLC+h9l+TlvXr5cwpUXg+TjoBvCEQG4sYl8iKQyUJ2Y3Crq0s5KbuuvJfjvAqzKb3XzEgVutPjDBbIBSXcZiUdfQG4TKBeaDtqtdH6duGFLTWR3+2ftGSmJcFkgLM7tJaD59yHWJaW7QCuRSuL3oqchV67kvc97jboRQypXXAWCjWniih4rBnIjoE+6mpzEubvLrRAr7pT8bvgO46Zz1BM6sai+oPA+xL9EKJAZJgXGqUfoSh92wGuaTw5cCWbFcNhH6AntxiL0YmBYaSW4QKNdLvP1IYZxrnE40dFlCSQ/j9KytoeuGIvHOXguAGwJUWotASuSmRBTMd0axOBuCZFEiyQxsNTCp1ygh2WsHyHSJH/UnSLKzrjHjTM9aIT7db2Ov7TZ59pN8qWFMsxwm12bW57wT+DBlCV+5TjK5KTGYFrOJqXtthc+91Z37Pm3yVCQtckzyAu1g81B8lTrwndjHTuwvrdy7JxCMJvTJxZ9+IqJPsNvowrFqk99+HCLwJPpJhtOkwDBx5++1fZwmGqEEdtvBbIU8CiXS3I2ql1LMeoDHoZyrqa7ttUKMU41+crZyHSoPsa9wPMmxH7vJl8a4qZyh9HA8dkE/VB4edULst0Ok2mCQFNhrB4iUxEHHxzgzsNa6lWvhBgUNpxqvRxkedUO8KFKkusQgzTGtNlx+aqeFwpQYZxoH7RCdwCDVJay16MUKkZIIlcQ4c9fcUgq5LpemeDZXwhdvR6TnIZQSuc4BeLC2dE8cAgFrz264dmL/Uk9FbCkwTvVcOcx5rlMH3r7kxmKih47/NRARbYHrdkK56nvcVheOVZv8OpFCJ1LIihF6kaqCZgRfSkjhyljqFd995SHXLthOMoNISby9G85Cd7Omer/jIy/N3Io8gFl7Q196CJQHKywKXcKXHqy11YptgXbon7VmVBLxroTyvNnq7cthiuenKXRVw/5q5KZwKgkMM11tFnXlPb7n4WiU4tnxBC1f4cmOC62hL9GLFfZaITJtcNIYytMfFwikmR3XnOLZ7GqzuJpefz/328FS3b8QYm5fwKZDgOrvU3N40XlYB050sxjMiYju0U11Qrnqe4yyAsKKjVdHaxd14Whu8mu27su067G90+jRvdMKql7fxWxQD+A2gEopkGuDbiSxG4cYTotZyUboC+y13Ep4XcOeFW5lerflI9MGMhezG4LDTohXowy+AgIp8e89Fjge57P67xIWoZI46AQwpUValBhOC+S6RDuSmGQuDIfK1ZwXxkIbA2NK9CIfO5H7nOJA4Uf9CfpJhl5L4lN7MdqhRKTc11jmYi6YA8DJNJuVj/QiNdsAGigPk6wuuTl7QpAWBuNMIw4kuiu+d3Gj/OaD1xMYg0t9j+NA4aATrH2iwjpwotvBYE5EdE9ushPKVd8j1yVOJgUOTIC9drDU/7reyLhoky4coXRlJ6/G6WylezDNMZxq+NLDYTdAL1IYZS6sSwhoYavQbxH5Co93AoRSoRV4iHyJ3VghyQPEgcSjqoTiWX8yazEohOuUYgGcJAVOkgKB8rBfrZ4/PYgR+R4+tdvCONP44asxTiY5At+btTysO6ykhcHpNEegPHSjAI+7AoMkR6Ak+pMMgfIQ+B4Cz/UzT3Lt+pVrDQ8CndDHIDX4G/IslANAq+qLPtfH3QCZ1giVW6XXLYvBtEAgJZTUEBCz+nIAs24y9QbUua+7L9Dyz15LcoNJZi598yU9gc8+6d5IHfhdPBEiegj4XwUR0T246U4oV32Pus/4j08SvBylUN58m8LFYFu7qAtHfUPgSw9P99voTzKcJAVM1TdcCODVOIcSwMm0wCRzUzQBQHkC7VBBoMTJRKMXAbtxhIN2OPv4P3nYdu8zTFFoV6Ky1/YBuJXu0ySbdXgBFF4MUxyYAFHg4Xhi4HlAJ/TRDRVeDrK5PuS1YeoCcaEtWoFAJCX8boThVKMbBXPH5sbgo9MpDjsBxplBbgwCKVHoEs8HU3w26s4dX7dTrFfrM11ilJY47AKhUui1/NnE0MUAm2tXS74TKzzqhFhUP0WoWWvnOrVsqn4qcp068Lt4IkT0kDCYExHdg5vuhHLV92j5Cmmhq42QbsjNolyXs2C71w4u7MJR3xBMC41XIxfItSkR+R6k8DDJcrwcZlCeBwEg1QbSOwvGunSrxaa0aMOVdXQihUed6pob769LCwvAV65rS7MUJtclcm0glYdQCjzrCzzqhG611wKhyvFimGJaaFiLuVXgrDCzOm8AGCYaQcfVwhfm7PVRmuPVOJsFz2ESQkkPhSmhpAvVw2mxMhRPC4PXo7Mbp7TQOBoCvirQi/zZxNCfPIwxLUqcjF3Xlty4tomB8uY2wAKu3n5xZbyuU09yfalgftWe5rW7eCJE9NAwmBMR3bHb6IRy1fdwbQPdJktrLTwP2In8pcAHYDZV8ul+79yP+cNXYzwfTPF6lGMwPaulHk6BqTY4TnKE0sOk0BinGpESaIfLNx0nSY600AiUxItBim6kcNiJ5rqAvBpnGKQ5hsnZZsVUm7kV+GSSYZqXiKuOJz/5qI3d2Ee/6hne8t1mx2nhSlDSwmCQulX8QHoIpICvJE6mGUzpAn8Ji49OExyPCphGvX1alJCegBRALw6gjUXke3Oh+GSS43iSo+W7evbh1E0B7UY+CmNRaIvjcQ6vB7y735kF7XHHdXA5GrobgWZteV1vv6pcpX4qsm5XwLrypav2NAfu5okQ0UPEYE5EdMduqxPKZd9jnGr86+enSLISEBZJZqrNkK6tX6AkIt9N6Iyq1Vnh2ZUBqq4hfnY8wb/+eIjSWoxTs3RckmmkuUZZ9QgHgFRbtANbTf0BMlNiPC2QahdyD9o+QiXxvRdjtJ+qufc8mbhQnusSuXE3L0lu4Eu3QTMz5axmPCkMvGmB56cpfM+F7aZBohH6Ap7wAOtWzcdpAV9KtKMS2ljk2oX2k3GOSWGWSn8ACwGBUWZQmAx7cYBx6jZqHnRcS8d66BCA2ap4Vhjstn2keYnTJHfDlRaur97EKj2BfV2iFykIIeY2lq5ST19dXP927SXzuVp3wJUv9VoST/fjtR/zInfxRIjoIWIwJyK6Yxd1NLmJ8y46tp9keH46daEcbmCN8jykhQvndWvAepNeqgQOvBC2FHMr980a4nGq8b2XIwynrjQGwrqe5lXArKdYRoHC6SR3JShV3/LclDjsRfjoZIrjcT63Ct2NXFtH6QGTzMzKH6wFTibF7Hoz464BAKYFoASQl6UL2pU0N8hNiZOkQCeyiAM16/QCABACb/VCjKYFdOlaN+qyxCBx5SOTapPp6bSAsUAo7ULAd0ONpCir3uYF9jv+7OP3FyZ71nqxwqd3XRBuBuZ+ks2tgrcCDz/zzi5ej1d/nHX243CuXKhetV8n9v0rl5ncxRMhooeK/wUQEd2xq9buXua8844dpxr9cbEUnoyxbohPIJBr11PcwiLwgUi5cPy9lyMESuDn3t1fqiHuJ/lso2Ed7AdJAR2V6AT+bGU2lB585WE0LeZG3Q+SHJl2tei6rDqzBBJ7cYC9OECuS/yrj07xdL+N47GrYe9P8lmD7zSfX6FPTVn1QLez0py0MBilBeJQYnBa4FE7nHu6UGiLkyRDppeDZa5LpHmJJC9QGAtjLQpjEZV21jHFlEBauGs3ZQltBAoNSCFwkmRLq9O15obNemW8LjGJA4lOpOa6oYwvGX4PewF6LR8vB9nSqv2iZp36VcpM7uKJENFDxf8CiIju2OLI+sucdxPv0U/c682pkql25RZ7cVDVVUuk2uA0yXA0ymZ9sQMlkRauhtuX3izATXMz6xaSm/nAOEldyUfz/UIlkPsSqCqbc20xSjMo6UFJD5EPRIFCKD2Y0uJ4kkObEnEg8ayf4PVY4scnCQAB5bkWhy7Mn9GmhClLDFMDVWjYEoAA9mKFJNWY5AanE3dz0I7kbGX/+WkKIQQy7c73pVf1hDPwcAAAIABJREFULS+RaYPRVCNrbDIdaQ3pCXge0I38WXlLWVpk2mCSu9VyF4aXb5hWbdgEXFvFVhXKn/TmV61XDXA6T91zPJQS3/ngeOUx6+rUL1tmchdPhIgeKgZzIqI7tmpk/aLFDXkHneBSq4nr3mNa6FlP8eZUyUlmoORZr+z+JMPHgymS3MCUQDuQUNIDUGCcabwYTPHZJ118Zi/GXjuYTYqM1HwAP/v4bkJmTcDVgLd8CV8JJFWpSst3q+mwQGEsjlO3sturJnjW1/x8kELAVvXkHoyZf8/ClJjkGklmkGk3CEhJVys/nPqIAx+FKVEY17pxkJRIPI3cWCRF4Yb9CGBalJgWJZQnMM01MmMRKIG0+hrq0kAbNwgoku7rXZe3dCMfnieQG4ujSYpPq9bck4zzNmw2rQqszQFOF2lO51RS4EmvhV7L1eLXk1bPq1O/bJnJXTwRInqoGMyJiO7BuhXPdRvyQiXx/ZejWd/nTQa2rHqPpFHuEfkehlNXojEtNFrKwyjNMUh1NYL+LBDq0qIupS5LgxdDDV1anExyvPuoXbUmLGcj5bFQVqKNRfPyfOVhWpSwsFBCzlalpechSTW0deE6yQ3ageumooRbRc51ibQw8JUHa937GFiESsAYYJJrjHON0bRww4uqm5NW4EEID/1pDm0BXf7/7L15qG37nt31+XVzztXs9jT3vHtfvVfNq5SmxD+0MHagEYVoRUtETUgQESEIikJQQyFCFCOGmKghYiWmbCE8ExVTQkFANAiiqIkkWJWkqnz1mtucc+85u1trze7X+cd3rrnX2mfvc/bt7313DnjvnrP27Fa3z/iNOb5jJJaFZV4Ymj7ywkesvva9l0aTnKH2kcZHrrqA1eIhL21m3QmRVwq0AqO3thyYa0XpDPMheaXUhsoZ5oW518DmLu4irI8PKkpjbs0J3z7fm+2cW5vJzNm9EqLX4cPYTD6LO0ITJvywYvoWTJgwYcLngNsUz92BvG21fM6Zk6XDaEXrE7/67hVaX2duN/5a+ayc4ZsPFrx5PLvzHPt2EkvMLU9XLSlmgoZNE3j7rGbTR4wSAq249k1brak7NXicA21Iktlt4ellh1aS/tH4sEf8RMHOdDERIzgjFhRRzhW1z6Qo+23RhYTRgJKMb6MVL9YdpVUYbVBkZoUhJrmrECJUpeHFpmPTSQRhH+SHCoVP4FImRlHaQ5KkFYUiDK9L0yfmB3a85kzGKDjvAiD56luiLHczMmTx4xsFpdVorVFKiGZpReUvneHhomT+Ecjnqwjr0dzdulC7q53zs7CZ3OeO0E28Lht/woSvCqZvwYQJEyZ8TthVPJ+vhJRvq+V9TBRWcVA5clK8c9HsFeEsS0sf42hLEQSeXna8eVzxNz055GjuXlJVd+0rl4NNZO40cVDDt7nmIEkpdS8tmYvCoVQmKFGPY4JFaXixanmxaTmuCpodIrbpPFr3zAtLTuJhr6yS5JeQsEaTUuJw5lBK0XSRbrCj2CE9pAuyONgMh50XorKf15HCKp4czlhWjhgzTR9Z955nq5ZVJ57uPPR5Cr3OaIQw+wRq8I+T4dmqpbSayhmUkuHVOsbxjkGIskCIQch/SglrFVYrCuOEtKpMHzLOwkFpsFqzDUEpjOawssxLOxLn+6DxgZThqhX70Ktq7O/bzvlZ2Uw+igd+woQJEzGfMGHChM8VW8Wz7i9QCvoQmRWak8JSmutf0XU/RBACZ7rHqttbOgHevWhJCX7ijQWPDyqsURzOHFp72mBo+kBKisoafvTBEqdr3rts8TFx1XjaEAlRvNNaK3RWohxrSR0BiDnzom5RWRYPC5exWo1ktrCGy7rn2WVH4TSLwgJKEldywndCyvuUOa9bQk7jQGXHoJznjC3EhlFZPVpMAOousmoDy8rShoTWiraPvNi0aGVovWSbx5zJWYilyoqYM3UXqBF1Ow6JKrWPxAxGQeNbDqoCAKshZchZvVTQs41h1EoNSrkaPOaJZaVp+kguRG0urdhlThbutUqy2Jk6+pB5cljxfCXv+ydRY/9Z2Uw+qgd+woSvOiZiPmHChAmfMzadDCnmDMfz8tZtrlpRgdsQuaw9RzPHyfz2hk4Y8rKfwa8/W+ND2mt1TFnx3lU9Wk0eLkvOaqmWX7WeLkR8EJU5xYxVilBoYjSgwGhF3wV8FG91HzKtj5RDYguI2t34hLOaEDM5J5ZVidOao6pi0we6GHFBc1BaLlLCaFHicxYlO2ZFTNKIuUvKrVZ0QZTsy9rjjBBjY8BqQ0hZFhCDhcVoICsKAzlLgREMXvIs284Kw6KUa/VRLCpVYSArzjc9TZ/wUZT6lBW9l8VAyvIa6J2ioYtGctUrZygLw2Hl6GPinYuGkBOPD8qx9Ojl963jbC3v9YNF8dJg6Metsf8sbSYfxQM/YcJXHRMxnzBhwoTPGesu8N5VzVUTxpSMymnKYTiwCwE/qMmbYXhv04m/+y5i/oMXNb/67iUZeLQs9o656XvONp7KJsJMjhuTVLfPCsOq8WL/GGwX1prBUx6ZFw5nFT5KcU9Mmau2Z+Yk5lAB6z5wWUsF/ExrnBEl/WhQobsghP1w5qRkSCuqYDiaFbR9pPYBpRMppj3Cu4U1mpR7Gh8wRoYxl4UZ/ep9jFKmkxVE0EDhFNaYMZ/cGhlodQAmMy8MOUPlDIVJrNphsBNpJq17sZVUTlMYTcqZlKCwas/mEWIciH3k0bLkW48We1GHfZAm0nlhSDnvEdZtvnxpNSfzl0n5Lj5Ojf1naTP5sB74CRO+6pi+FRMmTJjwOeKy9vzKO5e8fbZfYX7VgLOew0pi/eC6OROEVHY+wuxlYva9Fxt+49kaZxXzwqIVFMaMxwQpE9pEIdso8YtfNWK7CBk0CpTCGoUZ2i/7mLExiVcdxuFJa0ANhurSmWuPdxaf+qJwLEpDSAmjYN178lDOMy8MPmQKa1BInB9esXCGzeAd6XwaFXMfE51PGCUlRK1P4JO8FkrOn8k0PqKjRqs8RjMqlFwrovprJST/ZF6MzyeljDGyfecT1ihSTvQxDmq8DOQuCkOzk+ISE4QsdyZKqzicWX76zaOX8se3efB1H/nG6Rxr1EhY153n6yczqjsWWzfxUWvsPw+byX098BMmfNUxfUsmTJgw4RW4TyzhR8W2OXOsg78BH/JYbS8lPPt2gK0lYxfPLlt+49mKkMEOZTZ9SBTGjMdctT1aaYxWXLUeozUPFgXzwhIibAVgqZbfH/rzwyBkyoo0tHtapUfVOMREzkKQU0poJcU7frCdFEZzWW+TVyIXWqwmJ/OCZWnHRQhIW2bM0rApZUEZnzLLyiDPLo++bz+8Nn5oL12Wcv56sNb4kEiIUp4R3zjIwsFoqKzhqk0kEqVzg7c8sOnEq27G5wddjoScmVnDsnJDIkyi8ZmykIbOh8uSyu2r/aVTe0k1769afvKNAxalZdMFluWHI8Afp8Z+splMmPDFxETMJ0yYMOEWXNb+VtLySQzgbY+/VSy3jZN3Yd0E7C3FPaXZJ351H/j+Wc02qGVLqW/up5SotPPCYJR4vEurOZw7Hh8UhBjHAp29/ZCYQzKSaAJYC84pQpRs8biTfe6MobBCrjddYmYN7Y3FRUySguJDx/yR4aCy+JAIGY6sZjMUF5EzpdM8KB0xSenPQeVIGVof8SmxKC3rNo4xh4UxlDlTdxGfJDmFuH3NMlpFZk486SFLCo7VYkTvQiRlOJ47SqcH7720i5qsKMzWy544mhWEmMYVTRcyyMu0h5PZ/vzAllgD/ObzDc/X0jg6L8y9M8Y/To39ZDOZMOGLh+mbN2HChAk3sFWy78LHHcDbnmOLWSGlPD7cPpBXWLGH7DZnOqNf8pc/X/U0Pu5tA/sNn3I8zaaLXDSiYI/XYQ0PlxW1T5xveroQR8XbGTP8WdP1gZBEwT6wlmW5Hc7M+JiICQqj0FoJ8R7sN/UwIHoTRms6H3n3rGFZ2TFT3FnDW/O55LSTh2QXuGwCPkb8QLLnheFkPmPd9TRdZNMzLBDykCwDxJdOK4Obg5p/UXucVeM5tgkx/ZAlPy8cisC6kwHQ7eua0vY5X9Pwymo0am9Rd7p0L3nG123gr759wbJ0PF93XAx3Es43nsIqTucfrRX0w2KymUyY8MXB9E2cMGHChB3sKtmvw80BvPvaXjZd2CNt88JyWNkxDvEmCquh2yfX89JQ7RD1zkc2fSAjtg8Qm4aPW+vHzvGMwZpA3YtXvI+Ji6an7hIhJZxWzJwo9D5dDzlabcRaQiYmadqcFxarNaWV4U+Q59/4BCHJECYMtpeXSXlIiaaLhJjoU6aNEYUeFPnMo2XFrDCECJves24Dmz5I/KFSVFbaQuelJiTL46OKF6uOi8azarz45LUhmkDM+6+h0Yqc4KL2HJSWNmQ6LZnokHFWhmVTzmNe/KI0YqkZXuPsNDknjBZrUGk1MydNpl0MlE5xMnuZYG/TV47njmV5fXdjiz5knl61nCbH6R1JPSBRjZ+m3WrChAmfLaZv7oQJEybsYFfJ/jDbfxjby7YWfYtZYTieF4SY7/SbL0pDiDKMWFmJ4NtVzNuhpn7dejZD6kfrE1bDuo20Pg818GY4nuWq8dLI2Qmh3w5JLkqL1gqrPW0QEmq1wlkFITN3DqO1PGYUZqipB7CDPN35QB/TYH8xQ6ShkajD4Zp9kMWEj/IalEbhfSZmP5Lop1ftcHzF4J7BGY1PWYZANRwYUEN5UIqZk3nBRetJMPrgjdJsX66tM73UGmMUp4tyWPwEYpLsc4DoE6VLzAtH3XeklNFaFgTi6MkYJZGJy8JwUFqUgoPKclA5nhzOeLgsX7KlbNNX4JqQzwvLef3ye3+29hTa3Kqcr9twa2HRJ2W3mjBhwmePiZhPmDBhwoCbSvZ98N5Fy3nd3+kJvs32cpv94HRe0Ach3ldteMnWUllDUYk6XfeRgxtEbdV4Vq0H1F4ZTzVYMyTzOxHLLFnW1nC8cLx/2eGjZ14Y6sGikrMUHWmtKKwo9oXdkvqMtZpV43mx6aUQyZlxv03ruWq8pMaERE7gjdg7rmrPybLAKEUXI7UfogWVxBDmJIOeWmviYH/pk5QRxSz55YVVKGWHFJXMVRPJqae0htNFydPLlova0/owNIhKokxWsNXsnTbYIXmlcrIQaX2kcpouZGZOrDBagR08132MPL3sxsQUrZXklDtN5ewQq5h4tCx4uKx4sCworaHu40ufjXcva1ZtJOfMzEnx0KwwFFa/NOALoq7fJObnm55171lWi3t/7iZMmPDFx0TMJ0yYMGHATSX7tdu3gRebnhPca4f1nl12hJgxWvHBquNsLXX1syE+b1lZHkTJ+Z4Xls5HWh9pQ6IP4s1+46jiaGalvKeXuMQ2JOo+8PZ5TYiJ0mq6EGl9oCoMMSbqKHGDzmjWnWR/V1YGDLtQozT4NnHVBHofh4x0sXPMS8uidMQkpBsFj4oSpTSFMUNyClxsxN+uUMwKS+oCmUDImVINrZgx8WLdU1ixX8j2cDikkXQxUxghwjHBqvX0UaIQ/VACZLNm3UlMYUhCbPuo+PX3V8xcTUZR9x6FQmtRtDVSPpRRhCGbXGtNG6J4+4c7AmGw53RBY7R4153R1H3AKMWiMAzrBUqjsFoPdwgkhWYxFA4VRo/Dk7uDt+tW8urfOZe7LIXVND7yzkUjix9zOzHvQ6bxYfyMbT93Tw5fT7g/Tt75hAkTPntMxHzChAkTBnzYQbqzWjzhN1NPbmJbsf7rz1acLgoaH3h21VNZzcHMcTqUyZwsCpzRnNU9dR9oQhqUc0UXEilnKms5msmwYN0HSWJ5scEPSSXndTcMIipmIeGLjDOaxgv5rJxh00VizJzXojTPSkuIkeeryGXrCUlaLTOK1mfCoKhHEjEqnAksCsOTwwqrFU9XDc1gj09k+iAWC6s01oq67JMsMJqhvn6bgT5zBlA0fdwbUl2UVghxVJKRPiSgxCRDpiFBaQyNT7QhEiJ8EHtOFw5rDEUWf3sfJepQaYXVimgy6y4Shwzy1id86FlWhtKawZqTh0x1Id11l0DBrLAUWmGtIibERlM5Cqs4mhXMC00f814ay/Y5nW96Xmx6rprrxd/uXY8+pCGWkZH872JXeT+r+1uHSe/CR807nzBhwmePiZhPmDBhwoCbXt1XoenjqG7eTD3ZxVnd8fZZM9pT+qGts/GBqyZzXnsu6p4fOZlzMlSw+5hYNZ6ZkwFPpRRHc8O3Hh1wvul5eiUseFlZQkqUVqL72oHExwwaIaBNH1lWkpwSUpYGzxCZO0MfpZ0y5sy7mx5ZXwyRgXuvixBDa4ahUKC0hqOZ5WhWUDqDVRsuamiDEOxHBwVdkAbNnDLWaHpkcdEPCv7hTJEzo4VGBicd1mh8DANJNsgYaEQrLb5uQA3Dlj4k6jYSc8ZqxaaPFEbjrJIkGa3IKdNFSYcxQwNqSAk7ZLvHnLlsAg8WigeLkpRl8eBjoukD1lyT9GVpKYzYiSqnB6Xb8NbJjMPKcdV4LhtP5yOlM8wLw7oNvHtZ0/phyLaNPDoob40kjFnO0ce0p55fL/7yuJC7Lz5O3vmECRM+W0zf0gkTJkwYsCwt73O/RJa6v1Y+t22ON7FuA9/9oB4HOvsYeX/dcjAQpD5Kht+LdU+IefSFv9j0lM7sDXc+OahGC8P2/C/W/ZitDUImYzIoIl0EqyFnxeWg0m4LbC42HrNQPDmuMFpzWXsp0FHgDPiXogXF273lhiEm0hCXuOkCTR/IKJw1uGG4dGsF6UMkZy1+7CS2mz5GiKJgG60JMZISA2FXPJgXPN/0VBZWXUBrzcxBiJmcxSvufRxjCmXoM5GUovNCvE8XJVopmj6wagOFGRZPGWaVow+R7ejldvC1dJoff3TAe5ctYVg8eCMe8sop6j6ybgPWaObO7EU/1n3EasXhzGGNZLeXThEj/Mp7F6K6IwVP1sodjKdXLYe3ZIb3MfGN0zlNH6n7QAYeHZT8+KMFqzbAPT+ju/g4eecTJkz47DB9SydMmDBhwKK0VE7fawB0q1/ebHPcxdsXGy4bTxvEtx2GCnqGxBFp4eyEMDXw9kV9q4q6tS18/6weH7tq5bjvrzpKo2n7IMOMVq5MaSGtlTPEwUZiKidxepXlzdOKNw5m/ObzDT6Kki2pKeJR73zCpzimjnQhkZJkfj8+rAhZyGgXJAN803rU4LeW82UqJ42gzoqyTMxohKz6HNHD6ycXnDHK0PSJqy5QGE2zkw2+JfC9j2zfHRGURREHdZ25rg1KyQBnSBKLuM0Z73OGEIfHhihKBltKWdCGyI+czPjBWUNI15+DLmRikoKl5VDItMW8NPgg/vkwyxzOHMdzx6NlydvnNUZpDitNVcjw7PvDHY/dfUqraYfMdKUUB6VYm7YzCD/2cMG8sHem9rwOn0Te+aeNKfZxwoSJmE+YMGHCHh4fVHsE+C5szSs32xy3aHzg+dqz7j2b9lqCvumjNkax6SIhJd49z7xxWI1K+W4G9q51pgsBHzIXG8n1XmexkFitKJ3YN7qgxqzxmCRqMaQk8X2FYe4sfZD8cB/zOGQaUyJE8WcbbfAxU/dBjuU0Oim2nNTHjDWKwmoSijyo6H7ILw9RssABLjYdfRTSabWiCYnaB5rhGozRlEZKf87rntJoYpJhWWLGh0gfIxnISbaT5ZGo09uXtbJmVPc3XaDzkW7HtJ1SYhPEq78bHn48c5RWU3eBJ4eiTn+wEmW6Dz1aKU4PSxaV3Xs/l0PCzRaXjccaxdeOSzJQOYnC3IWzHj/korc+8mLdsaj2j/OdD9Y86ipO5wWPDouRoH4Yu9UuPup+nwU+7ZbdCRO+TPjQxFwppYFlzvnqU7ieCRMmTPhccTR3vBHL15YMzQuL0tzp9T3b9KzafVIO7DVtghDJyho2XeCs7imd5kkx43ThOJmXNL0Qt7O656r2VM5w3nieXjac1Z4Q01BbL/ngRom3eVla2j4QB9JrtEZrjY+ZzboTz3HliDlz1fY0wyDp1sYScyLESEjgB8tN7iEYzUUdeLCUqEGQkqB+SIexWmGMJmaofaCylpgTXYxjC6fSCoUQ+8IqCiM++m3/T0yJHkUfJLUlpUQfEzlLxCEaUpZ4xgwMJnS0EmXeao0G8beT0EpaVZWSNJYcxZOus5zr8bLkaCbkOedM6xNHs0IiFa2WWMJC6uur4a5CH+JOhOTO+2tloTIf7qLcplMfVo4X635UiAE2Xdw7VkYGQp9etTw+vF78fRi71S6WX1Dl+bNo2Z0w4cuEe31TlVJ/BvgXkFLjvwQcKaX+WM75j3yaFzdhwoQJnwVuu4X+jVNzq4oHMCs03zid3/lzEJvH5kb84lZd3oXYXEQ17mIcKuDhB2cNv/ZsxcxZjFI8u2pZd4Gmj6x7TxgUV2skinDruoiDxUSrSMoypGm0pLo0g1/ZKkVL4r2rFTnJ8KO0Wcox+iB57jFJ82dG8r+jknSSVdujldhAjmeFFBsNz7ULia226bSo2Z1PaGXEJz6ksVRO44yhMEqiC/3WZx6JWVEasZesuyg+cvZV323TZogZrTL9kFqTkVz055uOPspdBKXAGE1KmRgTpbVoDSdzJ/7xnRkBpdQ4aDkvLG8cQufnzJyU/CjgcVFSWkM3vE5b+0lVaEpjyQi5nxXmpUbP7XGvrGd9df35CMOw5/bzsd3vdOmo+8hl7Tmauw9ltwK5c5OyWJ/WXfhC2UM+TsvuhAk/rLjvt/O35pyvlFK/F/hl4A8gBH0i5hMmTPjS4j630K1Re6T94Maw3l22l95Hwo3cu8UN//iuYgoQoxT7bJM92hDZtC1loSArzhuxrrQ+sOkl23xZWmZWs+mvn0NIidYnKqdRQUYbQQp6rFJUhaHtA6tGiHrvIxetJ8RMCAmfklhuMoMqnclaYZS0fMYs9paml9el7YWc+phJWQYpCyvbrtuATwmyIqqt/x2OZyXzQgp9+phwWtHHTIiZwmi6mFloIdNWKypr956jG+88yPuilSx6cso0PqGG57zNVY+DzQaEGC9LKSQC8aJvc8yLIQVni+N5wYNFdWvGfWktt3Hc0kr2+awwdzZ6khVHczfOHgCDCi/P62jueHJYjXdkdiMP72O32kZ09iHz5LDi+Up87V8ke8hHadn9vK95woRPG/cl5k4p5YB/HPgTOWevlPriT5JMmDBhwh249y30o5I37ihyeaXtZV8YFy/yTspKG+JLZM8ZRRsSl43fI+2hlYSTthNJ2xpNSkEGAbMkdsTUD3GJjK2hTR9RhWXLYa3RzApDHxIXjcfHxPnG04dIFxMhCzEmg1IZTZZYQqUxOuO0kuKeYSDUaMWm81SFqPZ6zC4XkmyGwp08HDcPXnBnNEYxFCwxlA1BIo0lTKRMIPNgUdLHJBGKSdJrtBbSD6KO58yYQy4WkIjRGmsURm2HO6U0yGjx9i+GAc4tWd/mkR/OCo5mltJp3jquUErR9hLluE3EeRUeLApiTqOF5bZGz25IlNnamPrhTsm8NBzOLEdzx7ceHewddzfy8HV2q7O642ztx+u5abf6IthDPkrL7hT7OOGrgPt+uv8k8F3grwD/q1Lqm8DkMZ8wYcKXEp/kLfTHBxWledn2cjRzQ/Z1ZlHsk3IQT/EWPqahfVISUVatp+73vembPoi/IYPV4qXuo8TpGVOxKGTos+7jWFAjSqzYVLSGnDRtH8nkQXmX80aEDAcvErnMVSoCoGOiKISQpyyKeEoKbaDziQ9iT2E0J3PHZd3ThYyPcSS9ekwpFEXdanCFZKFLo2dGKXmNFoV425elRA56H1mUjtoHVq3HGc2i0GPiCmwTWBTH84I+RHn+KWM0LAv7UllPac0QdSjX92BZioXEad44qDAm8/WT+fh+vdh0nG88hdW35otfH1dzMuSLv9h0e+by03nB915saL0Mr65aTx/yqI4XxlCYgZTPCp7cQZZ3Iw/v+tyt28DZ2u9dz134PO0hH7Zld3e/iZhP+GHGvT7dOec/DvzxnYe+p5T67Z/OJU2YMGHCp4tP+hb60dyNtoSt7UUpOHvs91TWPsgQY+8TV60U+oSUhxxyWJYKrQzvXbSgJNFjG8vX9Alr1LjtvJCkFmPELrIsLSEHSpuJSdOHTDIMBFBRGEMXMy5lLuqOdSdJK4XVBJ/YhpRfW0Dk/zOZ3kspEnr4gZLnt+oCmczcWZSSoU+T0hix6KOkvORBNS+sHLULCYXHp13WnNAKTueOh4uClOEiJVatpyosbx5ZVp0sWgqjsYUo4lZLmZBRitZrKTAaiPOidDgDl40schaFJKRsX9OQ8ujrPppZCqt5cljtLaLmhRnuKgghf7AoqJZmzBdXbGM29/fZTrKKpUTy5q9aIaOrNgyFTZpFeT1AWjk9RmM2XrbZ+tfnhSHl/XSX2z53687z9ZPZSwvBu/B52UM+anzjlyH2ccKEj4P7Dn++Afy7wJs5539YKfVbgb8L+MVP8+ImTJgw4ZPGp3kLfbEzWHdYOVZNIKQVz65a8RIPRLTuAxe1px1iBUurOaoci8KKh5tMM5Ctg8pyWDm2TvG5M9Q+4ozm4UHJpou0PkhRjTO0PoiNQ0diFvvGvDSEAOWQotLHhFbi+bbD+ds+oiTwRDh63tJyNeaGV9awKGWYVClNCImNj/Q+cbIoh8FC8dLHlKl7RauuvfYxC8l3NqP0y2TQacV5HTivVzw8KDkoHb2RNBU15K87o2SwchjGPJ45DirHi3VHCB3OyFDpQWWYOcvRzHEyF9tOaV9+/zKSLZ8Tt9bcz5ylsIp+GLZ9sel5cljxYHl7TCbA6aIgZ3jvoh0XZtvioasmjB72EBOXdSKWmcdHJd88XQLw/bPNeL4tzjeemGQRdJNIbz93my6MJVL3xedlD/lhjH2cMOGTwH2/if8F8J8D/8bw91/OgoXBAAAgAElEQVQD/hsmYj5hwoQvGe57C/2mYrksDT/2aLm3zasKURal5eFBwQcrx7NVK2bowd/QhTT6wbewVtHFSNeKwmy0pguJ5+uezkvNvLWKeWEpnSIjKvGl9TQ+4GNiXliOcsFVI75xckZrTYiiNDqjsApSGjziSoOCudFoFPSRoDJWqTHhZKtQFlZzvCjGAdaYEnWWRBQUlFZRuZKUE4U2kk+eDH3MFBq6GGk7sXKoyJ7VwyiFswofMusuUA6e7FzKeeeFZVEaOp+4JHNYCck9nhej2lxYzdG8YF5arIFF4ThdlJwsHKUVhfuDdUfdhfE9LZzmwbwkkfjmwwWn89vJ9um85OnV9V2Ws7p/pUXk0bLiqvEvedLnhR3+p3nnoh2vw1nNN08W9CmO3vDbYJR+pTf8y2QP+WGLfZww4ZPCfT/hD3POf1Yp9fMAOeeglHqptHnChAkTvuh43a3w3TSLXeRcE1IeCdF9ClEqa4gZ3jqecdUGNm2gD5GLRjzJ1ighlhmumsDxzI58VZRfTYiJmIX8GqU5WToKLWS0D4lFaUlZYgwrazieO74bIz7KNovCDJGB4kO5bPq9RksY7BiV2FH6kFBafO8aNTZkGqOEvA8wSiHLA1Hhn286lmUUtVyLul9aTYiyCFgUUlYEw1yskvPOnOSrhyQ56EpBVWhSghAyh3M7tG06lqXYe9Zd4GjuKKzmcGYl3lBlykKzLNxorzmcXavH88Ly5EBx5XoumyBlRQmMgeOy5OHy7iHIZWU5TW4kzX1INH0cWzl38cZRydHc8f6q5XTpbiXah7OCuhd/P8Dh3HLe9NhOv7TtFqXV4/nu8oZ/mewhHzb2ESSmdPKXT/hhx30/4Rul1AMGjUMp9XcCl5/aVU2YMGHCp4RX3QrfTbO4CYXc9v8rP7ggq3ynurqbeNGGyOnSwVqIYTeLXDZeVGTjcVZI67oNzAqNVnrHOCKwQ6TKvBAlOCXGxJeEZIQfVKLOK5X57ouGiyaQcmJZWd46nku04UCAfMqElEaVf4vKmiELXJEBjcYYUeVRQrSNlihGH2SYtO4jmz5ig0Qotl2iKSMJhTNSK384K1i1HriOWzyYGXKWAdDt02mHYddlaSmMIeZMSJG5qyjcNWHdtqV2QQp5KqcprWXmLO+vOh4uHcezktWOelz3gasmsOr8mBkPUCO+8TcOM4XdcDovMVrt+cclOcZwOi8ptBkXbds4xC1mhebRsho9361PL+2zi8OZZdV6DirHvLA8vWo4mRVj6+tNnNxoD73NG/5ls4fct2V3i0evWDxNmPDDgvsS898P/BLwE0qp/w14BPyTn9pVTZgwYcKnhLtuoW/TLO7CvLCs2zDaEwptXmln+O7zDTGyR846D11MOKMwRnLCQ4wsK0s5EHBrNNyqImaO59XYELm10VgjtpPLRhJRLjbSDlr3knry7Kodhx2Bsbo+D2ktY6ygVixKiyK+lAhjhuHDmDJ9zJRGcdV6Vq00jiYtJL+Pkb6WaMPKScvoQWWxWhNzxhjF3BkeL2f0MXHVeHwIKGtIOTO/kV5jjOFo4Tgs3bCg2RYwZYxSVE5TOcvRzKKU42vH1ZhN7oZF1jYT/mZmPMhdiYOZpe4jPzir+f6LhlmpOaquSfB5LYksp0PCyXYws3KGhwfFrdn2u+fZ3WfXGvX104qmS7zY9HQh4EOm9fFWYn5X5OFNb/iXzR5y35ZduL4TMWHCDzvum8ryl5VSfx/wU4iI8Ddyznf/CzZhwoQJX1DcdQv9rL6bHGxtBN8/q+l8pPWRs7rjwaKkdIqZs8wLGTbcQpo/4w6hEuU5D5OVhVGc1z11H3EqUBUGZzRWK4kwHOwmVuuB6FqxxsTMVetpBvKsEEW4ciWbtieTcUZzPBef9qaPhCSFO6WTrG+jAkZpUpYklJQzXUgsC4NWQ3xjSugEUYNRkrE+KzSlNZzXYgexVkvSSmb0sceUCENbaGUzqxYWTjOzlnkB8yEqcZuD3nqIUXz1PkbowVnF0cwJIS0M1ihiTsMw7Y7ynDvmpeXxQcmjg5Kc4d2LhnlhOZ2X9D7z9Kq5MzP+6yczrFa8d9ny7CpwNHP4aHBa7xHtPiSeXrU8iAUni4KZszw+vDvf/jZryMzZvc8HQGVlcfCdF2t5Ord87l4VeXjTG/5ltIfcFfu4xe6diAkTvgp45bdRKfVP3PGj3zLUFv/3rzuBUsoA/zfwTs75dyqlfgz4NnAK/GXgn8k590qpEvivgL8deAH8rpzzd4dj/DzwzwMR+Jdzzn9hePx3AP8R0hb9p3PO/97w+K3neN21Tpgw4auBm7fQGx9eshrs4mRe8HzV8f2zmlXrx7bG87moqc5qDivL8dxxOi9ZVuJ77kPivYuGzUCiS2spjFhZ+pBZtYHLRgijUQqtJXXFDHnk1mg6IoviWulelJbLpscajRraNo/mjj4kQkpC7o2mNJouJhS9EB6V0TFROUvpAn2UdBCtxR6jjZhowtjeCVpLW2gxxBIapWm92HEWhaF0evClZ5RKxJhBazKZEBPZmsEKA2+dVITE0FIaCPHaupKBZijdUSmyNAWHpaNyhk0fWbURo/SYOd5HUc2tUfgQeXbV4ZNYR5SGdy4aCqupu8CTwxld2LAozd7Q56NFxeHMcV73I2nfdKKEX7V+j5hv8WLT44wWFfwVZFYrRdPHWy0xN7GsLG8eVRgUpdMcz92tEYy34bYFwJfRHnJb7ONtdyImTPgq4HWf+H/0FT/LwGuJOfCvAH8NOBz+/oeB/yDn/G2l1C8ghPs/Gf57nnP+llLqdw/b/a4hmvF3Az8NvAn8T0qp3zIc6z8G/iHgbeD/Ukr9Us75V19xjgkTJkx46Rb6TevGLh4sCnxMfO+s5rzu2LTX224r1H1IvFj31F3gg6uOo4VDoQZlWdRfgMu2Z9NFVk2g9lGq5p0QyGbIG1dI1OK2AEdSRjRNH1k7T6FF9f7xkxnPVx3aKJaFYdUFTpYOkpwXoDSaNw4rNr3Hh0QTEjOnOSzFlhNzwiTDvDAUVtH6SMyZysriwGgZ7dwS0Zgyz9ctKYK10IWI1WYoEdI4pwf/urw+ThtRZAsZLLVDMZDWmuN5SUhp9HuXVlJojNbEDOd1z6IyYwb7TdS9kOk3DmcAnK3ltdlah969rHnvshXvPmqMESys3iN8XRDrTYhpzDUHTRfCrfGKZ3XPo8PiTpX5svY8vWx556LZe/ymJWYXSsndjLeOZ7eS97twmzf8y2wP2Y0bnTDhq4pXfgNyzv/cxzm4UurrwM8Cfwj4/UrCW/8B4PcMm/yXwB9ESPPPDX8G+G+BPzFs/3PAt3POHfCbSqnfAP6OYbvfyDl/ZzjXt4GfU0r9tVecY8KECROA/Vvo+RblcWsjAHh61VL3YY+Uw7X1oA1iW2l8YGYNxYViWTmeXTUczUucEQJ1VYehAGf/OFprSpvIZGaFIZN5eFBgjSS2KCVNomQZqjyaFcwKyTG/VhSVeL41I9HcYlE4FgfiS79oelBCgmIj1xJSprISneiMYVkoQhJryeHMjYkqq87TelH7Q1bEJCnn1igKK4q6Vnps+4w5AeIxX5SGTR/odx0lEieA1RIladT1++BT5rzuR0W3DZFNK7acLiTWXeDBXLzntY8cVpazuhs93Q9CiY+JD1Y9dvC2V4UsarbofMSHxKI0XNbyevVRCodan7iNI/YhjZGRN/H+quXZZYdWai/7fHffXUvMFvPCUHe3p7y8Cnep9pM9ZMKELy/uvTRVSv0solqP971yzv/2a3b7D4F/HTgY/v4AuMg5b381vw28Nfz5LeAHw3GDUupy2P4t4P/YOebuPj+48fhve805bj6n3wf8PoBvfOMbr3kqEyZM+GHD9ha6NYrvPa9H24HW4oFuQ+A3n2/wMY/k3FmN0zJMqRD7w4u6p+0DIUGtAkfzgk3fcdVEfGwJIeKjeL/fu2hYdYEuRGIWn7DVEhlohshDIdaZRSGe828+WKDFyk3jIz/+eEFKcM71qI+CPZtH3YcxchG2CrMiDSWflTPElLhqMgrxrQMsC0NhHJVTnC5KDmeO1mderFua/prkxSQDmKIyZ7RK8jyUvH4gim5lxZu+LC29T3gkJrDz8vwBbGEIMRNyxvuEG1Ty3ktqio+J87of4wWvWo8zhqOB3G7vWISYeXRQMnNijymtZVlG2pA5upFqAtB6WSBV1hBLyVDfLtJuW6x1ITArLB+sO7Tez62/rP2eSn0z+3wXu5YYEP/5k6MPl4zyOm/4ZA+ZMOHLifs2f/4CMAd+O/CnkUSW//M1+/xO4P2c819SSv3924dv2TS/5md3PX5b4Ourtn/5wZz/FPCnAH7mZ35m6vmdMOEriscHFes27mWY133g+brn/asWHxNXTY9P218wmcIZcnasOo/fEcBDHoYnowx6rprA+caz7jw5Qz0omClJPnndRdSQMHI4c4SUsYbBF95zVBX4lDiqnAxv9uKD3nTXJ637wGXjRwsLgEJx1QasVmitMApCzjQ+MissbhgwPZw5mj5w0QgxT2QWheHJ8YzOS+FNnxJNCPgUx9+wOYMyYIZ+UJ8g+4gGZqXBGUNhJHoxI22g5kDz/fN6zzpktBJPPNIMmnUkbXPTtea9q5rO53HoM8RE3SceLIzcwagYS4YuG88Hq45vnNrxHwKlxIfe3ZJ4svtLfxvDyM5+u69v4yMzZ0gJXqx7FGovt/791T4Jv5l9fhO7JUVvHJWUxnwq3vDJHjJhwpcL9/22/t05579VKfVXc87/llLqj/J6f/nfA/xjSql/BFHZDxEF/VgpZQdF++vAu8P2bwM/ArytlLLAEXC28/gWu/vc9vjzV5xjwoQJX2Hc1dS5KC2b3vP0ShTP3Yg9AB+FeJ5vepSGwhjakKm7QBdEOS7dtTrtYx6HGY8qx/fPai4aj9XgBhKptab3Aa0gpEwXIr3XFEYPJHSwlyBEsPMy2PkjJzPqPo7Ec3utSqk9C8usMGijaPvIB6uO0kIXRLuwOo2tnrK5Yl64cbFwNkQuKj2U6QzWmxiBnElD1nqIMhSaB1uLTzKQWXeRyoEzFqMVR5VlXhouGo9CElFE/VZjlKMzmkUBujLMhhKhy7rnxTqzKOU1s1oDmaO5xRnNZdtx1SpOFpJdDuLl/sapDFue157Kaa4abo0ivKniVNbw+ECOc7wQn/9lGzBa8WBR3rpf6xN/4+mKJoSXsu1flWMuXvbMN04Xo6Xky+oNnzBhwieH+xLzrRRQK6XeRAjzj71qh5zzzwM/DzAo5v9qzvn3KqX+HKK4fxv4Z4E/P+zyS8Pf//fh5/9zzjkrpX4J+DNKqT+GDH/+JKLWK+AnhwSWd5AB0d8z7PO/3HGOCRMmfAlxF6G+77Yh5lc2dVbWkJPQra36DNd2hm0GtTGK1ie0SpTWcFF7nNWgNXUfqWymdIY+RFofmBeWkKXQRyuG4UZRgkHUYmUNcyPWmU2fMNrzYFlJvrhVe9cxLww+iZr/cFHxzkUzXiuw55XeQlo+E5sukxXMrKUPiXUbyAq0SjReFOGcxX4SFLx90VAaTUiQc5Jio+GmpFZCxGMGRUYbhUMPr7kkuch/pSvUDZ7tF6uelIU0hyjedCkUkuHHRWVJCc42Hee157L1zEZPuLwWIUMOGfL2eWaai466j5wuSkKU5zMrLIXVgMVZTxsiNP2YzCIZ6Iar9tr0XlgtdyWc4q3jOes2cJHCni9d3of9z17dBxnuvCXb/q4c80VpeHy47/OevOETJky4LzH/H5VSx8AfQeIHM/CffsRz/gHg20qpfwf4f4BfHB7/ReC/HoY7zxCiTc75V5RSfxb4VSAA/2LOOQIopf4l4C8gcYn/Wc75V15zjgkTJnyJcFn7VxLqxwfXJOWubf96fcWLVU9pNfPSvhRd1/rErz1bcVBKbvauL1gpRRfSeEyrNaWRKMEtMSVk7GBfbkNCa0UADiqH1ZqzdYfRaketlQxzAKMMMW/r7WGTAjEpzOhhl+0Kq3mwLEZCmLOcv/H7Q6S7Xummj9RD5nphDTFFUhJ7Te0j7TD0mbMo3dfzqBmtIjEr8X0PLaGF0RTWEnMENJsQMYMXP4WMMVmGPzUUznBcOVLObPrEcVVIhOKwwLAallUxlirtLrQ2XjLWC6MwQwHQybwg5mHo1Mvz2i6Ctlg3st/x3FH3kZmznM4LvvN8TesjTZ9Ylteq9VUjeekxpfH1PhhI9cmgvt+Wbb/NtN/F9qjb4dPbcFuO+W1xh5+GN/zDLGwnTJjw+eK+38y/DsSc8383xBf+bcD/cN+T5Jz/IvAXhz9/h+tUld1tWuCfumP/P4Qku9x8/JeBX77l8VvPMWHChC8PtgkXd6H1ie+f1bwRhUTdtu2zy5Zf/2CNDzJEWDoZQlQD0XnzaIYx0IfMu02DM5qcMm2IaBSFkdxuqxUdUkk/H4YItzaXOJTqbMld5yMPlyWL0lJ3nj5ljFYwDH9qDcWgwMaUaLzYR3LOQ2yh5JOXhWFRGZzSHFYOHxJXqSdnsTI8u2rG9JNdLEpLSInLWpR0qzWXraf1icIo1m0gkKi9ZLEnoND7IztCthNBJWLKVM6QskKRcNoQVcRZvTcgGSMoK4q6NJuCVZqffvOQk2WB1rA8l2t2N8637sQugpI/+5iwxlAN+enboiSr1fhebBdBW/vQ1inS9nI34MGipE+REGXB8GhpaW4s2nyQRUkTPG8dzaWYaOlGhfu2bPuTW4ZIt29DH7Ko9e5+/7TeFne4xSfhDf8wC9sJEyZ8MXDfb/2/mXP+c0qpvxfJDf+jSPzgb/vUrmzChAlfWdxMuHgV/r9nG4CXlMqzuuNX3rvkbN2x6SMxCTF+eFBSWcNV43n/qpNYu5jZtIFVK1nTSinImUxG62v1e9dcXDk9eLQHj7lVuKFcp7B6LPoBUbc7L9cgHnVNYQ1Ga4zK+Cj54bPCYbTGx0SJpg+ZLnveuUjUXuwwh5X4q33MCFVO9CGPA5AAIcHDg4I+Rs42HqNEDS6N5qLpCV6U0xBlUZAUaCOWGa3UqNT3Ie9N2WutqZzGJ7k+o6CLiaEriJwyrjBj7vjf8uYRP/XkcHy9Hh04nl709ATUQOC3xHrThbFFqe4D684PfvtE20ZiQhZHSo3Kb+fjuD8wxC7KEOi6DZytvcQ9loZZYbmoe67agA/XRPWwcpDFBvTksBo/R7dl2z9Y3N7CufWzb/e7LzF/VUnRx8WHWdg+Pvj8S4YmTJgguO9vhe1vqJ8FfiHn/OeVUn/w07mkCRMmfNVxM+HiVTireyDvEaZnly3/73uXfP95Tb1j92h8oouJt45nVNZw3nS8fVZTGM2idGz6QLETMdiHOOaIL2dSyrOF1RqjM0ZDaRWVE990HqIHZ4Vh03nWrR9U8YQPWQYKm4DV4oN2VtEGWTRYrfEhchkj2ijWQ276B6kbz6mVNFtW1nBYWb55uuTZVcO6DVirCBEqpzDa4OvMg3mBUZqYM62/vv6UxKYSEwQiDiXFQDlLnrkaPONWjd5xoxUza0ilGuw8iSqDDxGfEjnLNoczw08+PuBHH84BIdrPrgIK8ZxvlevGg1VQFRY/LHp8koxypzVHS7F0dDu57zFnUsqSkW7N4FXXzJ0ZPOVC3t+9bEZF+q3jOcvK8mhZSsJKL1aemTNUzkgiy7AA26rLu3cDtpn2d9pUhjsdfUi3xizevs+r4w4/Dj7MwvbZZUdpzKScT5jwBcF9fyu8o5T6k8A/CPxhpVTJ7XGFEyZMmPCxsOnCrYNvt6Hp45BuwWghOKs7fv2DNefrbo+Ug0TttT4SoyScrNvAug/ElHjzSKEUQ974sH3K9DETUmRuLHNnxmNWhRmaMqXGfp0CTks8oNOK91cdb1+0tCFhFCilUSZROT3us2oDB6XlsLTyWEqs+0BlNasmELOQXxDCuygU6yYQIpRO4WNJEyI+ZAprOKgsq9bTebhsOg5Kx0HlyKrlbNMT0lYRF6VbFGqx0fQhY420jSoFXoudh6SIKmOHNBqlrptMu2HINSVNQhT8g9JyWDm6kPmN99c0faQLSdRhpXAOQhNpQiJlGaIN2yHSYVh0UVhKa0Yvd8oyOBuHyERrhATLYKsMXJZG7nRsyfmq9RzNij2Ve1aYV5b4vHksLaLrLpCH57MoLZV7ffHP6VzmE9Qr7Cm7uG/c4UfBh1nYbrefiPmECV8M3JeY/9PA7wD+/ZzzhVLqa8C/9uld1oQJE76qWHfh9Rsh0YXfeb7movFopNTm8bLivfMWHxKbnYpJKbQR20ZIibqXhIyUM1orUsw8VS3Hs0J85DfIW8qQYuagchJB2EXmhaEPhrN1D8YwLzUzZyQusA+s6khhNE2fiIA1iqN5QWUtXRDVNqQsKr3VzAo9xC9GrNIEk/ExE7NYZbRm8EMnQg5cNeKl/olHB+N1tiFxULkhhz1KrKKG47njqvGDH14iEpVYuslZhlg18ndjFJohMUYrUsqkBIrEzGnmhcFZQ+cjPaDQaB0ptWFRWB4dVMyc4b3LmqsmEGLCWck03/Tia7daYY0o9Ks20PhEaTXLUvHooMIZRd2LTeWwsrRDVGSIWzIOpTUYrTieu3GItDCag8rS+kgiURi5U/Bi3e0N/L7qs/fGYcWitDKLwOZen0UQK9WDWFAVr9esPs24ww+zsN2i9YlNF6aB0AkTvgC417cw51yzk1uec34PeO/TuqgJEyZ8dXFbUsUunl62fO9sQ91FVq0fvcCr1mO0orKGkGDbSN/5SDuo6j5EupgxCpo+kBCbQhcSqpW0Cp9EiZ8VBmf0aLvoQ+SgmnFQWfKBkPQPrlq0Usyc2WsEfbGRoh+j1UB8E6ApjRtyu6WoJvlIIuNj4kBbuuAhS0HP1ktdaD0OlsYkhNvoNEQyRs7mPYWV/HMQgr3uhmg+ZPsHS8dBZXm2aoYFCZDFtYKSWCsGoj5zhsKa4bozWWcOK0NpLfPSMnea2ifakMbyIGcMhVUclo6qEKvOqo20w2Ko8fJ6lFZSaGKU6MZFYUa7iTwvOB3aPPuQmJeGENV4p8Lu+Pa3OCgdi9KSyXzr8RJnFM9WLVpp+pjoh/jI81rmB05fYUnZ/eyJUq4/FMl986Ti0bL6XOMO77uwvW2/iZhPmPD5Y/oWTpgw4XPBXRFur0qq+M0P1nz3xXU74q5twCchd0/7Dq0lO/uqDSMpDynRRUlQWftrVTFGGfDc9J6zjeZrRxVXracPEWtlEFMBGM26D5zOizG6MAOPDkuer3suGs+mD8SYSCnT9DLQWRhFG0UhPq89hUlkEilLLKLRMhgZkiTHzApDThmPeL3NjQSTzkcuG4814AvLs1XN6bxiM/wMlVl1kc6noZMTPli3VFZzUDhWTSBlhsQZGcJESenPvDBUhaEwGq00IUasMTw5KpkXhqYXRf6qbeQ1D7LIqZzhcCaWjxTlDkUcyor6oXXzYFaQMpRG0UWxzmiVOKycqOEJNl3k+brl4bLia0czIdZqpyypi2Pk4hYZUat/4tGS0mpebHo0klN+E31IPL1qeRALThYvp6topfY+l3C9SLsPtqT7k447/DB43cL2k95vwoQJnywmYj5hwoTPFK+LcLtLtXt62e6RchByuTUbqCFNWqE4W/cczezYgglCIrsh1zukTIyQycQoxUFaKa4az7wwJMQWsk3N2PQRoyLrwvKjDyVWr/PSvtkFGeqETIxZkj+aQMrSbDkvLeWgdPdDlnhIjFGHWst11F3AakVhDY2XIcJEJlpJeclA3UaaIDF+GSGzF3Wg7mrqPtCGLGkxMdMnOX9OcpyjmSOmhFKS5WL10DKaJXmlsAal1TAQKc+76SXr+3jmePN4Tibz5LBkXhqeXrW0XjOz0upptWbde7GqGM2W5zXDHY3OR4lMHJRoHzI+pLHRtLRANnyw7vmpJ4fMCzu0moI1AdCUc1ko+SiJOc7IQupv/tohzugxg14U6bsXeC82Pc7oPeV83V6T6F00IfDBurtVaW/6SN0HMvD4sMSa630/ibjDj4JXLWw/jf0mTJjwyWIi5hMmTPjMcJ8It9b31H14SV383tnLft/CaqxWg9qcx1jEGBMvNj2lNfQxEnd85VqJyhqGFBGt/n/23uXJkjRN7/p9N3c/t7hlVmZWV3dPT6tHM4wAaSEDrWWYMay0YQHaaCEz/Q2wgyUbtOFiph0bTJhhhqE/ADBjAcjAhASSmJmmp6e6q7oumXE9x4+7fzcW7+ceJzIjMiOrq7qnCn/MyirzxLnFOSciH3/9eX8PZXFRFi1f7hSbxk0TZVEpE1KgsqJ2ivPW86ur7sD8KxKZ1svkWylAZboJ6SdZ7Svvx7vEainRUT4Vooti2PWSv05i2ocQcdrIwURKDFEiJHuf8DHivUFpza6PaJ3ZD4aQpMWztoaQEgrFzgjpZFzujFly3aZw1q3RLJwm51uDdrKw1E6zaSR68XRdUznDX/neCceLls+ubpcMfUqorKYMuFaw6z0+JYzSDDGik+IyBiori6S2sMutVqybmhDFzY+v6dHCYY2UAL3cShzGGT0t5z7dVHz/dMHpquLj89uDthdHC87bnpu9nDGZ2j5LsycIzWc02he7ge3gWTerNz5jZ8uaSgfO2x4fE6erSlCM7VDY+IrTRU1K8LMvd791Pvi6tnzB44gsr99u1qxZv33NP4mzZs36jeh9EG4pyQTz0Di1/Ztc6c5H+hAJJbc8TuFDhut24HRVUTvF5U4M8qicMylnci4l87EsPWrNrhfO9aI2fP94gbWGjZL7X1WalBNtH/nFq47rvS+NlgmLRkn6REx8BmeE/R1Le6bR8uRSlgk9CpZWE7IY8H0p/YGCYyyTfK0TfRhxhABKctpk+rI4aY1BYI2Jxlm63tOFgI8IFabPLKwsp/ooERkFVBZMQUSOjaS1UZysKlaVLTGTDDb3Ph0AACAASURBVDozhEQfYsm/J4yG/SAHIZXVEx98O3iJEJWpfczCOjdorIkQjESFDDKlrxqeH9Vc7DxKCYf8aCFRk2Vl+dHTNcum49XNMJnsD9Y1Tzc1H2yaO3Ses7UY4raPfHFz9/N2jRj7o4UFrMSNUubVbuDF0cOUlHVjp9IhOTMRWNWGZ0eyzHv3M/nb5YN/lWz8N4lunDVr1vtp/kmcNWvWb0Q/f7Xjor01VsvKPFjEsm4su8FPf3+1e9PQjxneo6VDZcVFO7AvN1lWhssWrrvAk2VVktZlOp4lOpKz/NkqMeVGSZNlSApFRg2ZLiQ+Klg7ZzR/8GLD+W7g//70JbW1jGXsIUAX5fn4dJvV7UJCB4mSAOz7UjKkJHiTMwwx00fhq++H8ZoQU8BmibCkJChBo5QY98IaDylTGehDJuQgRUfGCMtWabrBk9FEQKsMWdoyU06QJfe+cLKQua41tTU4rVk3jmVlsAasERSg0oovtz27LghGMkQyilUtmfQhSMvmfgh4LxjErdEkH/BR6DfKlNMO0/coi6c+ShzIGsWmdpyuqokLPurZumFdCXGlcYZlZamtZlEZXm37aXLto+TIrdEcLS3X7d1lSB8Tr7YDYZE5XTp2Q5zaPt+lGKW46odnb07WX9dvkw/+bNPcOYPwLn2T6MZZs2a9n2ZjPmvWrG9UV63nz1/t+NmXd6MoFztPZRVny/peU7SqHE/XVVmgu/u1cVJ+vHRT46XRir4UCDmjWdeWfQiykJmkgKj3CR8TWimcVsScqa0hlRKhGGUinTKknLhsPU83idpojpeWPiR+eblj1yc2tUJVlqu9RCxCkon9WNITckJ6ccqSacr0QTLm1ig8kd5DajLeJ0KJmIzZ7JQVMeWJfJKiEFIAslKoJIuXuhj04CWSknKgsoIiNMZMj6e0TKdDEnPsNPgokZemMuQk0RelwJgshttp1pXl+dGCq25g10Webiqu9/IY7RBprBT0fHETuOk9ex9vF1Yz5KxKZGc8npADAkFAKiJy2bYPbBpLZeW9++HZ8k6GWwHfP13QOFMm15EPjxtOlhWr2rDrI9suTEQcgOOmwmnNdefLHsDB53Lv2faeJ6vmUaYcKPGVPDHz36X35YM/tBD9vjpeOp7H+lFnqL5JdOOsWbPeX7MxnzVr1jemL246fv5yxyeXey7bQXK+Tpdps1S+f3bdcZYcZ8v6jdtrrfi95xsu24Gbzk/T9qwSjbt7/cYZPjpb8PJGssAvjmr23km7Zcx0IU4UF6M0xkmUJOaMTkwmWCNWOmX52mdXe56ta272ilc3A9eljXM7RCqjGIe6IWa6EAhBHqsbImjQSL7cR4mjSLSjxGoU+DZM5TpGK1JMU8QmlViLUlJ+FOItghGVMWZEQ8r1ZPKcGKKGLK+fHr+XmPFIDMXHTEqq4AcVISYuQ8SnzAdHFStn2fVSDHTSVLRD4LqVaNHzo4bPzB4fMin3cpYgJoYoU/y9TzROojhWa0By/UZptJYIjVby3MpLgFJSFFQ7mXI/Wcl7+1Ah0MJZfvR0NUVFPr/ueLnt+dmrLYOPdz5ny0r+64OQeKa8eaXRWj/alB/GZdohPsqYP5YP/q6F6K+SWX+2aaiN+a2iG2fNmvX+mo35rFmzvhH94lXLP/vkkiFkLlvPTTG013tw1nPUuGnB83zrqbR5wySNCLffebLilxeyaNj7yHW+v8SlsYbTZTWxnH/wxLHtPB+/aul3Ca0EjeiU0E9SlinlkDMhlqVIJO/dU3jbwOmq4pPLjuvCTTcocq45W0sOuh0CL3cd2/I9diEypEyOYFQEsrRbKoml+CytknKckNFKiyFHTPjEEE+gNBiVJ+54SkIjyXJTUpnIp1wMuoIcZA5NLCbUWbISgozVGmdkiq0KK90Zw2h/r9qIVQPHi4rGGtohctHKIu2mvD9HjePVdmBVW65az6ttz7pxcsCjFD5klE1UzlCZQCrpFVMy7CFK3t6Ups6cZTpslObZuuav/uDk0YZSdhc6fvbFjlc3t9Py1z9ntbW87o+Vyo/GIbYHhVX5PdCC7+KDP2Yh+qtm1n/b6MZZs2a9v+afzFmzZn3t+uKm4599csVN5+l84qYb2PaxFOEYfMi82g74ZeK4EXN73vZvGPMR4fbsqGHTGCmtCW9falvVFmMUfYhsasdlO7BuHCFlrroBa4xUy6MIxZD76KHkzn2UZkwrQ2d8iPzqsptMdR8iIUJ/kdj1niEkrvtIKFGJadFRKZTOEjMpi5oKTS5GekxaCw1GqDAlqAKqTO61RFVkTVOBzqisyDFhS/NlKs855ySlSuWqSilMmUoPMeKQSbXRoJXw04dikH2UAwqjxKAeNmAOQSI9PzhzGKW4agc5gNAZjcI5Tb/L1DHRWI2zis6nQo1JrBox90ZJjh9KVCglmtqydJZNcxvZeHH8eBb4aGqVkljS67rvczaqdoqFs7RDeJQxP7z3Q37+u/Q2Pvj7LET/Opn13xa6cdasWe+v+Sd11qxZX6uuWs8//+U1H5/vplzvEKQ8ZtdHrJEJYmMN160g/JaVvTe7e4hw+/3nR/zvf37xzmll5yOXrefZUYXSmdpqad5Uwj2PSuIgex8nw5yzQqHISgyjVoLzA3neKQ9SumOALEU1KSf6aykR0kg8pA+h3KfkprXSVBoMEZ9k6dQoVegqmpQSJa1SlkFlUdQohVIaRUIpobMISUaVGIimsnqKqYzZ9IRM1rVSWEVpyRRueggJWygvOSf2vizhGovW5YAkZ4zKGC1Nm8cLec6N03y57e4sYwoeMtENgdpKlVFlZYG07SI+yeNVVhjnfZDnprQcHCyc4cOjhk3jaArC8HeeLvnwZDE9wtsM5eum9nghU/z7dPg5G3W6qDFG3t/H6NCKLx9ZOARv54N/cdM9+LWHrj9HT2bN+m5rNuazZs36WvUvP7viz8/bO8t2t7xxiQ5c7z2L2rCuHJnMD8/kV9Fhdvd1hNsPniy5GTz/+GcXDz72+a7n5c3AydqhlS5FP0L/0Mj/hyBMc1mOlAy21mApWEOYpukxRGpr6HwkZ0UoJk4r0Mqw6wPkjDEaq8WEhRSLWZZptjUKYw06ZYaYSkb81lBT0I1qtH4lX67LZFtriZ3kLBjGjBxYGCVmWmmFyWUOX0y51qp8b4oE6BKNcdpMmMiYwBpZGDVaYTUcLSROElKi85HjheN6D5et4G4WLlIZwxAKTz3nMn2PnC4rFLAPiVVl2A9izkFRpYRSkf0QSAlWVcXzYspBokI/+WDDi+Pm0UU3r5vadW05Xjiu9p4hSh58zJNXVhZAR2N+SGEZ8/nv0rKyXLR+mrQ/Vg/xwXd9eC+kITw+sz5r1qxvr+af7lmzZr2X3kaO+NXlnl9d9vdOtY1WvNoNhQoiS4JDk9n1MtV9um44Wd7+SroP4faHHx5jUPzPP/2Str9ras63PZfdIJSJRcV28OxK5vto4ThZODJ7vrwZAIUzY919ZlUZtkMkjTEWU5ZCs5qIIENMpLJouaykfEjKe0CPU+kkrZRitCEoCFHjbsmKaISOkhUMHsYQi0RdJHeulERpoDDIEYPvlBYee75dTiWOpl4xgtSNUqgDMqE2oJLgCsepeyITIlOZU2MNtRUcYYgw+MT5rp+aOwFu9gGIU4kQyFLk3mc+v+p4uql5vpGiIGc1l7uBy3agQ7GpLafLCpngS4TmuHG8OKn54ZMVOWde7XqeH725BPy67jO1y8pKGVFO3OzvPsddH7npAkeN48dP13ciUz96sprKi96mRWWorOZ0Ub3zure3eZgPPu5BvK/elVmfNWvWt1vzT/esWbMepceQI37+SpCIr2dwd32gD0kq4NOt0euGQL2o2PURhSwTPl3fItzuOwj4/Q+P0Frx6eWei9YTk9S6DzFythZT14U4mXKAdWFepwwvd4MsHpYlyHYQfGJOGV9aMMmCIDQKBh+xtcGHgNEGZ8Sch5RLXEUWUoeQpjZRiZWICYeMirJ0mjNkJQSZPI7Gy+0oXxtNtlJaTLlSUwbdMmIGxbyrg2S6KobcGAnHC2U8Y5VM/5vK0FhTsuUJjcIaQSQuKjvFM6xW9CGxGwI/f7XjB6crdkNkP0QSiVV1N0rhjGLvoQ+RT873HC0tPmbqpOmGSFNZGqTNczwoEzKLYuejLJfuZCKfc+ZffHrNT7/Y8sGm5nsni3tN6H2mdh8C1/uAUZon6+rOVH+cmvuQGFJk/KdvUWk+PFlgjHpU1vv3X6zZD4+fcr+ND/627Pnb9FVvN2vWrG+HZmM+a9asd+ox5Ig//vx6uk5jNdfT1+JkpBaVQWtFNwRChpCkyj3ncSkwc7Jw1Mbwp5/fPHgQ0FjD2armrGD1/uTz6ykTDnIgcKhlLaY05sRxbTiPGWdUWfTMxJKPjjkTy2Ug5jqkTDdIxMVoKcrxY8kPUiI0TtMBoaJkyqKlmhYTVVZURuGMQby/oraGkBI6K2ntLM2huhBLaqcJMZOUEFqiSlitOFo6fEhl0TSjydgSeTFak1UmliiRM4pKSc47jsVCymAdU2NnY6X5c1QoyMY+RE6WjpgzrY8s3Js0HGckK98OiZgzIctrufcJnzPb1ssgXx8UC0VBMaJgVRus7vExc7SQuAjA59c9n17t+d7x4g1c4OvmdNsFzreeo4WdcuaVlRz+oTJ3CUCjcX4ftOC7fhZGvYsP/tjIztd1u1mzZn07NBvzWbNmvVWPJUe0Q+SyHXBWluyc0fiY3jDJtdXUthLmdhRDuVk4fnC24CcfbPjkquVy/7Ch6Xyi8wljpBBo78OEYgQhkOx9xAcpqF/XjtETaqX58GSJUh03XcDHwNiFQyomusRKQBWDLJNcZ8Qk92WJMhXj6mMi5TEhLhNso1WJuJRFz0JI0UZhtLSN7rwwx0NIB5wWQSaOBUc5C0nFFvqK0nBUO8mcG4WNoI1MnyXNXab4RmGdGNNlbeVAKMmSqnjzRAiZhRO2eCZz0/mpldRohS95+F9edFTlIGbhNO0Qp9iNM6WJFCYqSkgZh7S3Xu4GYkz0MVMZeT4hJYyWBUqF4rPLji9vev7V7x2/gfAbTXTn0x1c4Ovm9LyVz+eysoRF5mrvuU/q4Pp/6fnqjnF+LAnm6+KDr2vLFzyOyPL67WbNmvXd1fwTPmvWrLfqseSInDONM1y0smR3tLD86rKb4guvyxmNM7CsNM82NS82C7Zd4LPrno9O9DsRdjHCycKx7f2Uae9C5Iubnm0XsBrhd2dpGbUmkLM8rrRHRipniEFaOtMYs1AQy7KlREJkqh/K96diobKkhD9AIWbAaYVVCmVUWeJUxSzLFD3ETG1uLXwoG6AaibGYJHQYKd9RDCHS1IYKqae3RmOMprZixkOEyiohxigpbEqMC5kyEW+sZulq9j6UGEaeFkD7mGj7iA95osMYpThalLx2koOPGBV9lNeodrfvy3WXUDlTO5m6dyHhymsXYsQazcmqohsifYxolVlXhrosT/ZBYkSNMQ9GNEaM5iEu8NDU7n1gOFg0Plo4rFFc76X46FCNM9RWc7qsWD3A8X4MWvDr4IOvakvj9HstgL4tsz5r1qzvhuaf8FmzZj2o9yFHKKXEtClP76OUutwTfXhdlTV8eLJg3Vg+PpeM+mPZ0l2I/Ojpiqs2sB2u8SFRG4VZ2NI6yTSZz2Q6n/AxcN56+hBZWItXkTAkfEpoBDFoyAw+lwiKHHQYJdPhIUVikDhFX/CB4wBXan1kadRqQROmJJluNBgksrL1EhWprRayipL7CxRCjFE4I2U9Vmk2tZE20gSN05wshT6idSnmKd/rfgjELLn4EAVzGFNm0RiGoIlJzGosUZshQM4RrSNOSwto7Qw+ykJsBm66gX2Ck6UsPaac0EqXKb4gIXdDwGrNB5uKFKVM6aaLOCPtn+tGc6IdVoNSZpq4kzPLYjS/3PbTYxzqEKM54gIPTW07vIk7nNo+vXDvcxZs5l96tp7QjA8tUb5tufl1/bp88Gebho/P20df/22Z9VmzZn03NBvzWbNmPaj3IUcsK8PFznPUWLqQqJ0RhN3SsevuUjJGOaP5gw83nC3rEkmRQqJUuOPLyrwVTdf5hDWR2mpyUmwahwJ2Q6SPia6PhDFiERM3neeLm56cZBmzsYaQskxcC/e7L+ZWUIa3fO6YxLRJ1ESy6OP+Zj5EH6JQWSgtTssBiy7scmsV3SDs88oaWeLUihAkwtJUsrjpjCwrWqOoypT4Zh8JWl7XhROs4RAjnU/EslBrtJraSp1V1FbMvUKMeM6ZPuTp+Tqt6EqFvarkYAJkyg5yUFNZQ+M0m1rQlk5rztaOISQu2gGFYllVtEOiMoa61kLfiakYc1Vy5Jp2CLiSs/dTG5LIh0Tv452J/KgRo3mICxxN7du49rUz0/29OGomUw5v5tQfs9z8dTPEj5eO57H+WjLrs2bN+m5oNuazZs16UA/FC/ZDpB3ChBJcVpZFZansyA5hqpdvrKFZm3spGd8/bfjRkzXbLvCzl9uDghiFVp6LnaeySpZGS1W9UuquYc/Q+jBl2itreLkdaL2YVR8TfUj0IdL2QQxglCVKlCflTEr5Ntc9tvVACajI9xGi8MnzGAWBks+WSfaIMByNojUlDqPyxB2nTMalBVMy7TmLKdflYaUEyBBzJgeJygxXEQWsG4fVmst2kGIebfHBsz8o/vFR+OGV0oBiWdspTuSsYYmaIh66TPElsy2vrdISpbFGJuFPlhXO6rIsK7GeIUgpU2UNPiRSzrRDoO0DT9YVnQ8TmSekzK4LNJUlk/HFsAN3Fk6VkoMElJzZGN/rxmlyvv2napx0j6b21e7dpvbJqnqwVRYet9z88Xl7J+f+denryqzPmjXru6HZmM+aNetBvb5kt+0C5+3wWgMkXLReKBjGMITAydJRW8kNX5dFvENKRmU1m8byO2drztue862/c5/jxLYdAp9de3zIHC8cRwsxJ6NhP1vWBfOnJiJHQop8gCnKAFLP3odIkvi34BML9tAYBVFMfC4lPfKdi2Efxil+WeYcqSsgk+dxgTSXI5WYBZFoneAUx1z4eKBTGSMoxhKxGSfqIWeiz/SkaWHUaE0IGWcV7RCJKbEsyEJnNGdrOdsgX8uQNdpqlMoFoQhdTGgt8ZichY6jkCiQVrLYunAGZzRVMcsLZ6htTSylUHt1+/58cdPT+UDvZYKfUmZfDoSuOz/FaEaFLIZaqUxjZWrdOHOn3CflxOfbjoW9+8/S9V7KkBprWTf2zsHis01DeJ75Jx9fvvGZpLzHp8s3TTncLlE+drkZuJNz/zr1dWTWZ82a9d3Q/BM/a9asB3W4ZHexG3i1e7iIZQiJISS0Hifohr/cbFDA9d5P0/WmMtTWcLYWc3O+FeM+HgJUVlM7w1U3cN3eRmmu9h5r1GRUhpD57LojpMjZUrjVYZF59XKgqQwXu2Ey5THJtH4kk6wrK2U8iAmvjMGrQMgKFbNkyrWmMZJTDnGkkgsbfJwwj3hD7h6/yHQcKdGpitEcD3JGpnpGoUKgGxRZJ0KUaXuSFA/GapRWVFYMuiwrZvY+UZlISJbicVk4O51B8FGaVVOGk4XFWg2l6XSzsISYp8msM5KJP3x+Q4w4IwcUCi2IRqOmqXsXgmyqIk2k150np8ymcYJpLAc7MeXp+Y3yBe34bGPJ3GIth5RgEGrOff8qGaX47LrjLDmevVZA9L2TBbs+cLHzd87iSA79/j2FwyXKxy43jxpz7t+Eft3M+qxZs779mn8DzJo160GNS3Yvb95uyg/ljOLD44YuSP75w+PFncKh2ilOFzXrxvInn19z00Vyzmx7z0Xr+WBT89nVnl0f3+BQX3fhjQnitg+cLAxPVhW9j6wqAzlzeXCdcYEwlEXLyhpiSsQx965kMu40eMbMeEYpjbVacuSFJR5yafZUt0ufY9ZcjS2d2pTYSqG8jK2fJcdujJ5aR/eDmPKYpHVUjL4qBUQSM1lWhkVl6EMUHnmSaMzC6cmIOqtxWnO991zvpZW0D5mYI0ppco4MXg46cvkeUhL2eAxCjqmdwSSggsu2pw/w0WnDurZ8ft2x94neZ2orefQeSEnY7jKRlzMBmwZebv00pR/VWM2qNqxqy7YLtENgCNKeqmo7TesPNR6ogRzEpYMp+6hnm4bOp0ctDMPtEuX7LDePOsy5z5o1a9bXrfk3y6xZs96qZ5uGP/l8++jrny5quhD5veeb6dT8ZiG571VtaKyYsj/94ppPLrqppTOksagn08eIUePi4O3k8/UFwdoKVvHTqz1PVhUhp3K54WxVofXA9d4LxzsIMz0kWSbUxYwDxJwIWSa6I0oQrQiF6DJmyiMZpTUmA2VyHlNC6TGWPk6S85QhH1ccdcE31lZ46LvOl8x9Kqb87jJkOjDQ48GIUpplJYZ/O3heHC/eeP27Et8xSrLkQ8E7DjFitLxuMSUyI4s9YZUwyRdOT4SXPkjEZQgJs1R873TBx69aaqtY16YY7luT3HvJwa8ax9m6wqdENyQ2jfDKnZW4jNUy/VbI690XDGQ7BG66wKoxU9wFYHMQQ6mtvnch+asuUb7PcvOhHiK6zJo1a9avq/k3y6xZs94qaxTrxnC+ffdk8WztMAY+udyjNaxrYU4/PzqZqBe/uux4tRu43ofJuDujJ7P0cttzvQ8snUyJr/ZSfDMaoe7AmDujOd/1fHLRse08V3uPj4nrznPdBZzWnC5rQkSSKOX2PkwYFWGSZyVlP6lg/BDzGnPGGo1FF+yefHWclMuk2Nya+bIcatQtLlGNr2FtebKuuNjJRHtELeZym5hzMfBSbGSV5MtTLk9dKypkaTZEMdP7IbA4OIPQh0Qf4/T8QpKlTB/BauhDwCi5fx9kmdWqEtHRTKYcSgZbiaHedZFFpVk3sjsw5rOHkNkNgxxUpYw1CmMkC7+uK3wY8CGzqA2unCHofEapjNWa05Xlyxsx942zhJS4ahOxlvf7eOHunCE5XVYPTqy/yhJlyvmBRea3T94fWoqeNWvWrF9XszGfNWvWW7XtA2fLmkobztv+TpnLqNopKm2manQAMjxZpzu4uWebhot24BTHrhQDna6qOxGG8c+tj2itpimp0YrGmWlGa5Q8t/2QuOoGtp0HJabwpgtc7T05JawR3F/rhUOeM1PDZcyFc56YjPU4tM5ZTHJlDZBLXl0Y4AaJkMSYMKV5MzNGOrSYcQXryrBZOJ6tK5rKcrHzhJRLv6dorKpXKFRZTCUjC6lAZSQFfrZw3PSxvN6Gp+uK44XDWTMRTNqhQyt5zUAWXmOSCE3K5YxDBmsKSQZpIh0PIIySHQCrNUeNlbx5MeuX+0BtNM/WNVpJ+VEisx8C20FoOFbrKbpSG81xI4hFzVgopaitmigpn1zu2XXjWY7bz0AfEh9szLTsC3fJKg9NrN9nifKq9fz85Y7PXpuyj4vMZw8sjcKbS9GzZs2a9XVpNuazZs16q8bp4LoRKsZIABnN4Ko2tEO8NeRFh/Z9xM292nUI2SSz7SOVNW/kihdOs24sXR9lOl4M264PU3PjurZs+8D1XqbkdcH2aZVoh8DVXg4ghpBAJYyS1s1UkIZSDS8scmN0We4sbG+jJFKTM5UySDmnIqZcCnVG/67ufKNaaZwGrYU+s6oNf/n5mg82DVopXt70tEOg81HwjNxOddXBn3KWEblCUIGnS8njj2VEXZBK+y5EtKk4XTqGGNl2kb1PUuhTyT1ehAFnwMeSdzeKFLIULhWyzMJoiedoLSx3rWmcGOxNY6fpc4iRTXUbK6qspg+Zyhk2Wgmh5bWdgEVlaJxi3TguW4+zElOpnWFZWT46aXi6qul95KYPhJionHwmfMkZ3UdWedfE+l1LlCMe0ej7DfYQEp9ddzyJFaerN0uP1nOMZdasWd+Q5t8us2bNeqtenw4eEkCAu1PyAx3eatsFPr3a88nFnifrCqPUtOxpjS7ZczF8Silqo6mXI5dcsuZKKY6Xlp882/Dlti8G/PZxfcz4IbHvAz4q9j4yBMlwp1LoE5OQUqw2JB8EeVjIKjlDQirox0XOkBJDiFAWPW2pm5+m9kYVg17u12hcmQi/OF7w0fGSP/jwiP/rlxe83A20Q2Q/JGKZVoeQBJFYJvi3r5zCKIn3NAUHiVJlgi/4wBAy3ZDwTUahudi3NFZztKlpfSQn+b6v9pAR9rhRmmwifRi55mLK67I46qOcNjhuHHWlWVcOqwNdiBw3DmfufhaGUmzkjGblDE0l03uUoirG/sm6kgbSCInMprG8OKp5sq7ZDY6LnbyHL+BOU6dS8jreZ4x/nYn1IR5x4YS9f99ZIIBXuwFn9J2DgkOiy6xZs2Z93Zp/u8yaNeutOkQm3qfz9v6vjdGBEbN408mi3XXnWVhDZQzWyJT0MFdcWc2uvzV8zuhpQjnGKoaQuN4Hhhi53Hu2nWdVO1JOJMp0uxBXfJmUa5VYOMMQ1MQkt0ZMdSIXVjkTV1wpVRY+IRWaiy6T7JQli+60oAxTViX6Apva0TiJYZytHVrDVSff56LSdB58wQlmBAVIeSxjFBqFtYraKVKSLPiqMiSkqMgZqbZfVpYPjxpWjWWIiXVV4U2iqcRI/upyj1LwZF1Lo6qRgwxrDEZrfKGhgMSHrNEYDT/+YM1PPlhztfcopXh2JCzzl9uObRen93cICV0OS2LKDEAD0wGGj4nrved05eh8mgg7xwvHR6dLQF7r0ZjD3aZOeHgy/utMrF/HI54taz67fhiZeN4Od4z5SHSZNWvWrG9CszGfNWvWWzUiE+9bqNv7cGfa2HuJnzgrlI1dH7gsU+2xEdOHjCJO933Vyte3fcAYaQoVw57v3A7gaOFoh8BF2/PZ9Z7dELko9e+dl+vFLJGKdhBzOOL8xKwLW3vwI7sbQpLsdSx5ZKclMx5LI6gqjZ05S8zEainfGKiHfgAAIABJREFU0Qq0Nih1+/yWzvBkXbGpLCcLw6Ky/ItPr8kZVpUlRDGzmlwWTcXI6krjg2S8l7XFmbI8qsecu6bSmsVCs+0CjbMcLRwfnYnBvdpLLtrHxK6LHC81zko8xRnNqrIYLa+LDxkIKOR7WFWWVS358GdHNf/aR8d8/3TJx+ftndKeH56tuWh7tNLknLnpPLXVrBqh7Fh9t8kT5CzDtouFlS6G/TDu8q6J9X2X/joT6/vwiOvGcpbcvWd9QA5A9kNkUZk7RJdZs2bN+iY0G/NZs2a9U882DR+ft29c3g6x/D9w3UndPSD0kdbLJDKPmDvPTRdQQOWkJbSxhtCImQTY9ZHGmjuGfZzAHi+kjv7n5zt++sWO/RC4bAe6kEv7p2icRDfOsB8iQ8yYLAuqfRBkYEJMsNIw+FhMOyQlhrmxYmg9gjLUCCrRKCGtjIuoi8pKDAWJyjxdVzzf1FhjOFnWbPt458AiA9pA7MFaXUIwYlqzlty3MxqrNdZQ4iCyzLiuG5zRNOuKnOHF0e3kNudMZTS78vddHzhbVqQE3RDAGbRW9F7oLFbLe7esDR8eNWwWjpOFTPpHWszZsnpjkvy7T1dctoHeR7647rlohW1faUV1T5nPshjomz5gteb5UTNdNuptE+v7Aiu/zsT6ITziu5abE4kfnm1mUz5r1qxvXLMxnzVrFsAbJIv1wQLdQ5zonPO0gDlqRNz1PnK+7bnYe5kUK8HrWaNKdEJxsqxKjlmzK8t/Q0h3DPu6thit+Pym46Id+HLbc916bnrPeetZOA3cmkKrNdswMIRciCowFAziojKgFHGQbDcxE1JCvKiYc62E4d2FUNovJWoyPkJWwhM/bizOGowGow2rSjCCuyFxtrJ0Q2QImXaQJs5Xu56YMgtn2dnE4OMUXTGFVtINsSy5arSy1NagSkHRiJRsrOHZpmazcNNEWyl1J4u/rA0Lp7npNLWthDwTM7mxU8lS28sU+EdPV3cm3bUrDaWN5UmspmKp2ikaa9n7jpc38j7sy/R56QzWqJLhl9sf8shXtSWlzNHCvWG23zaxfp2k8utOrN+2NPq25ebvny5nUz5r1qzfiGZjPmvWd1hvM9ujRr7466f4DzGHx0t3Lye6HeJkyiurJyxdOwT+9PMtn113+JjovURFUpbp86q2ZDJfXHecrWtOFo7KiKlEZTaN4WhhCavM1ns+vxywRnEZEzf7wMtdx1XrpalSa9oh0thMXXCKIUkEJHnBJVoDlVWsK0sfElXjuGwHtkMkJ4UqAEPxlJIhTzkRymWuFPOgxobOiNY1y8pidFk8DYmXoS9xm8irXV8q5zNf3Hg6L6zsMdttjLQSJQWxvJ5KS4QFlJxVsBKfebquWNWWJ6uKH56tOC6RHo3QWY4XFnJmXWIlo2whzkhW/+5no3aGk8bdMeWV1XcWe09XFc5oPr3ac7ULfH7Vy3KuledmvaKpDPV4HwpWteZ02dA4OSPQVIbaGj673tP7yLJ6sxTpvon1WB4F9zPI3/dzDo9bGn19ufmxt5s1a9asr0OzMZ816zuox5rtERv3kEbM4fNY82zT0IdIHxK7wdP7RDcEjhaOxmnqMh293ns+v+m43A8TZQOEcNL7SEaVPDd0PvP5zcDxwnGysFijGIJlHGwareh8whmZdrZDJKSMj4l9QeytXORo5eiCmPE+JJxVRC/lQEMUhKDRmqxg3QjeURZCFYlUMuWSic4lW54ppBYFAbmPW8l0OKRMznIGwGjFMES+vO6pXaApOMGYMrs+sB9CaRqV2yhNyWpIuY8o44zh6brmd54sWdZCOWms5aPThiermi9uOl5t+4MlSTGNIWcWzmAWjqu9l2x5bbhq7y+GenHU8MG6vnO2Qw6sbh38tguctwOLSuNLcVHO0tD6/LjmaOHktSrTZfm6XEcpfedzcdQ4Us4Plve8PrH+8LjhZFndyyAf9djP+fQY71hkfkgzHnHWrFm/Kc2/bWbN+o7psWZ7sdXsh/So5sN/+vEV7fCSlG8nh72PfHHTsxs8H6wb6rWZEIa7Xto1R1PuQ6SP8giVhpQy+5jF5IXMFz7SB0dtDLWLfH7doxATHaOY+n2IbLtQym0ynU+EnOhCZOcDJ4tqqrBPKYtDVMIdn+grCVylCVEWTQnI5YBWQm+JxWSORwcZCkZQau6d0dMyac6JkBTrpqLzgXbwpJincHRMiXaI+BgZokzlU+EtqoJMdEbQiKMKvptN4/jh2ZLzdhADet1z1d5Ow52VEqDRtC6c4dVWDnKerCtZWEVY7YfZamsUq8ry4XHDspKDoet9YFkZTldumhZf7Aa2g+dsWXPe9tTWcutPe246ec0ykpeXKFIun43EkzVc78FZz1Ej8aYXx/WDn8tRC2f50dMVzzZvz5K/70ElvH2R+cHnM+MRZ82a9RvU/Ntm1qzvkA4Zze/SP/n4kj7E0oYpZlQmnPZO8+HPXm7585ctzuo7C4edl4VNozV/9nLHPkSs1gwhEWIipINJebzN9jqriQlikse2Rho5R6TfM1fJ9Dkk/uzLXggoRnG+6+lLDGRs5YwSf2afIkPouNprjhYOrXUx5bnknNW0aBmkMYhVZSDBfpBGz5QFo6i4Nc+HkWQfM0nLBUtlOVm6svyZoDSI9j7j7Ih0jFx3gV3nGUqBUSyuOx68HpBRRgx/BjYLy/HSUTuJ6EjmPXGx87w4vj1g8iHxajsQFpLdXlaWsMhc7T1P1hW/92zNrov8+XlLO0jUYzywOKy6P11W/PjpGqMVpys3xWEWteZ0tXqDvAO3C7lawee7nv0QqK3BFR56SFLuVBUKzKvtwPqp5ccfrGmsuXfKDe+OrIx6n8/551c9tTHTfT60yPyQZjzirFmzfpOajfmsWd8yvS1P+zqj+VCHk/E/f7XjTz7f4oziyep2ink44RxCIl4mPr2U+/RBoihjhGK0ao01xDrzi1ct68ZilcLHhFIKo2B/YOoqq6RcR4mhTylK3lrLpHpdGzaNofdi3FFw1Q0opQrWUO5LKYmhuLJwGFMm5swQZaq9WUqJUVNbVpU0Sd70gdoqmsqWx1ScLjP7ELnZRxJCXLmzIKjK8LsgE0ERcsYnifRULqFQdCGwHyJay/dotWS7fUi0IbLv421OuTSHysEQpKTocwIyJ4uK7x0viCnx2eUejsUED1EaUEezOwSJkwwh8vl1xwebipNlTWM1T9YVKacpK60N02Jlzpnaapa1vAYyQZb38/nx7WT5T7sbGiufqZG8c6ics2Toh8iuL7GgkNl7wSY2lbDVK6un3YOU5EzJ8dJxvHRvfI7fFll5XW/7nD90/dGYP7TIfJ9mPOKsWbN+05qN+axZ3xK9K0+7qu29U8gxJzwSPD6/6vjjz2/Y+4gtFfRHzW274jjh9MvEL85bantL1+gOjPnhOtz42Jf7gSfLGl8mxFZLntyo0jKJTI17L8SSlAFVaChaYZTiog1lui2xjv0QQYM+eMSx4MdaDYVBDjLh3vrAiapYVAajFSdLx6pyVGagdlruObvp+6m0whozZcan702NS395ivnIAQHkJFGJlAPWyDJk4zSmoA5DSlzsBvYhMngxrjGl6T61kpbRsbTIaWn1rJ3mpvMMIeHKUqsvRzJXe09MidoadoPw4sfne7X3PFkFVo1hUzt+8mzN86OaDDzdVGyPA3sfy3mDu3p9Sv066zvnTB/kspzz9NggFBmQ72lZy+fCx0yICVTi2VE9ZcwFmXkbqVk9sKD5Lt3HIn+XOp/Y9WF6vPsWmQ/12Mn9rFmzZn3dmo35rFnfAj0mT/vJ5Q0adafCfGzdHNUOgV9d7YvVhJDh1XbAqDdztJ+ed1ztAysHzfrulByEE359QACprGKRbOF7GzIZpSwnZEIZug4h4lOeyoAAmaRmqI3BGs1uCJIRVxBiJCRp3mxcMbRZginjPYQoU2s9TrWzTHmbypRpuWTfl43GGcPVbgCEdtL7SGWlkr71cVr4BKYjj8O8+Tilr6wsZfqYqK3lyaZCZ8WXNz27PnLVDex9JKdc4j1y32MXUSKPEXhcWUy1Wg5CfMEZJuT+q8JUP297Prv2LJ3ldSsZkkyrQ0osK8O2D/zivOX7pYDoaOH43onQUN41pT40z9su8Ollx6utfIa6EHl50+Oj4CRv9oHGyfvmY2JZ2Vv6S9ZTdAckMnPRDvzZyy2NM2+lp7xND7HIH3O7w8f6Oib3s2bNmvV1a/7tM2vWX3A9Nk+bc+ZVKzSOMSd8aMoBXm6H0jh5OznN5Dutm6N2vacbArW5jVAczltrJ5nisVRIHdzfunblMTw5u5K/jqQk5vzO8wYqo1g4TSxNnSA57L2PhJhIOTOUJc5Ubp5TYkiZjMIYeQYambqnLNGbq9ZL5MRojnTFVR/YDkJz0UrhQ8IYwfL5mIhREUfLX5y0RkMx0E4L5tCUybnVxVw6y1UrU+nLbqAbEj6lKUuuylmBQ0OdyKgsplrpRIiKfU64lMtrLd9HV84uCP3FcN17yXMXRKHk+TNGw9N1zVXr8XHLZSss97FO/iFSyesaozznbc/51mNKBKcLkU8uW/pyUNX5ROcj+xBZWIvWluXB/VRGc915lpWlsXpCIbZ95Mm6fq/ndN/ze189dLuvOrmfNWvWrG9C82+jWbP+guuxedpxIe+8HVg3lvP2rinvfSxcbYmvjJS80aTvuohulNBDcqb1EhlY1mnKC4955N5LnCFnMfWKzBAzuyGwqCRXfHvfuXC0Zbkx5EhxvWUZUR5/xBnK4qdMi0fyCgWxSBTieEqyrKoLyjBGiUooJZN7siAIq0qQhevaSBW8gr2P9F4y8DmlaVJaOS2TbK8nEzdGV6TaXqGVlutaI6Y5JHad58Ya+hALqUWiHOPkW3z+9IfxRUcjWXSrIYRMJlMZWFSGdW2wWhGSvAZXu56mkqXcde2AXPL7gZSEV+6M4rrz7IdEbTR/8MJw3g4Yre5Qdy52nh99sHyQeqKVkvhTyaXXzjCExMubfjLlooyzphQ0Jdo+0hgpLbJGTQcXOd/Sebj7KgD301Pepq/KFJ9Z5LNmzfo2aDbms2b9Bdb75GmXleFiJ/nki91tpnzUaKSh1L4rWWR0VtNHmS7vfZgmsTdd5KId6Mqke1UbYs58dt2x6+VxOh85bwc6n2iMZkiZ/RCprGHbBZQ+oLEYQfp13jDaM6MURpd8uVZYDV3KxJTISO46ejG4EQVG+OcxZVTBHObSDBRzRqPIKZO1UFVSUiyrg1ZLI1P/VWVofUJrhU5yT0YLsYSc8BGULgcWKRfTr8hktFa35BZkCn7RDWiEuR6ifD86A1kRyNMBSk6QTZ7wiDFl+nIGQCsx4kMQnN+2D6AUvQ9sfWIfhom+0nt5vpWxU+mpTLBlibTzil9etmx95AcniwPmOVy0ni+3Pf/6R8f84MnhjFu0ri3n7e0ZmnYIU6zmruR7EkY8nC4dGTmwenG04HTliClz3XmOF9WdW92n1+kpD2lmkc+aNeu7rPk31axZf4H1PnnahbNUVqbNr3Y9r1ugzO1UHaCpDd0QCCHTFvShj5lEouujmMSYgcjLbYfW8KvLPT4lUlISY/ARqyXvfTME4XMrIbWcrCyfXHSElFhVtrDAoTKGIZbJvVUsrMEX89t7yZQ3lWHX3S6BkkcmN3hkIm2MxiBxEqVlidJqRVaSf/c+Y7XQTMZSIpDp8ovjht4nztthel7jBD8rA0YWSkcsI8jyZkqgbSbkhM5aMvF95MRotkOYHsNoRYWWSI1P05TY6DK5zbcLpSnL89ZlMTQUw9/6WM4yqClOcrX3pJSJWc4QWMMUEwr5NqIUU+STy46rNmAV/Ojp+s5nYQiJf/bJJXWlH5hS3074r7tAYw2ryrL3t2dhrFb05XUJMeOTLKw2TvHiWO7zs+uOxt79HL4tv31IT3lIM4t81qxZ32Xpd1/lq0kp1Sil/rFS6p8qpf65Uuo/Lpf/rlLqf1NK/alS6r9RSlXl8rr8/afl6z86uK//sFz+x0qpf/vg8j8ql/1UKfUfHFx+72PMmvVt0/vmac+Wdbndm19TSO53VG0EYzeacpCYx7YLhJxpnJ1iJo01fHq55+cvWz697Ply23G596UFVKIhVms2jWPduGLGHc+Payqr6cp0fTfI1D7nzMIpKZ4pSENnNDFnnC1TbzKVMTRWY80tynDMVIeQ6EMk5Vzy3xL/GE1sH4UjftkOXHe+VNMrjhaWH5yu+MmzDT88XbKspF6eJNN4ZTKQ0ZRsOGJktdbUZWkxZ0VtDQtnp3bRoTwXiXEonDGl6IiCZ9TCV0fy5brEdlTOKMSUG62ptZ4WXLuQ8DGxbixGy/t6ufeFES/Lq+0QpRRpbABN44FAJuTMJ5d7rg/aPUcNIfPzlzuu2rtf2/aBs6X8yux9nHYIlpVhXVtGn52BPkT2XqJG+yFitGbXJz4+33HZDviQ7hwM1lY/2PwJt/SUd+kxkZdDzSzyWbNmfVv0jRlzoAf+Zs75rwJ/DfgjpdTfAP4T4O/nnH8PuAD+brn+3wUucs4/Af5+uR5KqT8E/j3grwB/BPwXSimjlDLAfw78O8AfAv9+uS5veYxZs75Vet9c7LqxnK0d+p6bNc5QWY0tX1w1hspKDbrVqmS675qik8ZxvLR0PnK1D1NWeNuFqUAIhEHeDpFNY8lJmh83C8vzzYKffLDhdGlpKkNtFevG8uKoYVU5nBbWeWU11+0gyMKY2Q4RpaQI53hh0SoTcyLnREwSWYlZJsdKKUEnGqmEV0rQgts+cr0PXLQ9N13g85ueL2+kDOem81y0A7Uz/O4HG55vGhaVJSPxEmfFhFuthaSi5GDBKGnk3DS2RFoy68awdKa0h0LjNMvKYQubfXTm8qqXKbzSaCUlSErr0piZxdBPC7hZ4j2FXlJbMfohZXyQ12l8P8zBG64AqzXjI3Yh8vNXW3512XK1H+jD7XvcDvGNHYaUZWH0yaqaSqQAKis5/eNlhbMyKV84MevHS8emcZLjB3Z95FdXHdvB07jbf2ZOl++ekTzmLNHxUg76HqOZRT5r1qxvk76xc3tZwqzb8ldX/svA3wT+drn8vwL+I+C/BP5W+TPAfwv8Z0pGLX8L+Ic55x74M6XUT4F/o1zvpznnnwEopf4h8LeUUv/yLY8xa9a3Sl8lT3u2rPn+yYL/57ObO42NI0XldOUYopjbXRyojaZeCHt76Sym5LCd1SyPaiDzf/7iChCjOYRIlC1O7IHPOl04fMy8agdWleF0sQKV6Xzig41c8dOrDjIMMfHqpmeIqZjMRMiZvU/sy1TdGkWXMqvakVBctII5HIf+uVTaq3EkjfxPli7VhD0cAlQ2MkRN7iVjHRLTVBhg1TierDPhSia8h82cziiMUWhkObWyik3jqIwsNjpriClx0jh6a9CjD82WmGA7eFKQswRWK1AjOabk7LVCG1kEdUZhDdTW8GRdoZUUFYUoGMR2CORQ3ocYMdpQOzVtVFoNfZieANve01jDZetJCZ6s75ZInSztG4zv8WDwdFXxtKvZ+zRhG0ecpQ+wrh2Nk4OF1sc7walxl8GHzBhNf7KqJkLM2/TYs0Qzi3zWrFnfRX2jobsy1f4/gJ8g0+3/F7jMOY8jkV8CH5U/fwT8AiDnHJRSV8CTcvn/enC3h7f5xWuX/5vlNg89xuvP7+8Bfw/ghz/84Vf7JmfN+gb1vnnavQ+kDE83S85WFUNIBy2TipOl5bINXO89n1zc1pL7mLBacbS4O9F8cdzwcidLh9s+4GMuuXMxh+PU9HhZsaktV+0ASlEbzXU38MFmwRjtPV05nh01fHqx58ubng9PFny57WVJVMkiaGUUVLqYwUxtpY6+cZYP1oqbLjDERO8TOYM1UDmJu2QlU2RrBGge4hjoEESf1YrkLEbBZeupjGJdO7ohYFAsK8Nm4WiHwJ44mfOcgQRKy9JmOyQqG6iNY9FYnNbcdImsVJngw6qyKKUxWhFzIiUpSVJKmk+VAiNoFhbWCNNcq0Ka0axry7IyWCN7AJ1PE3nFlGXLyhqOGyG1SIY+T2c8Ykr0QR7fjljFlCfs5VgitWosT9d3Gd+HB4Pr2pY8fqQLCWsUf/bSc9zY6X5BcviVOZjaF3O/rDWdj/z46fpRphze7yzRzCKfNWvWd03f6G+unHME/ppS6gT474B/5b6rlf/f99s4v+Xy+2I4b7v+fc/vHwD/AOCv//W//tXguLNmfcN6tmn4+Lx963Wk3VM40S+OGl7eDJAV5ztPZRVny3oyRlqL6dr1FX3opsXIxt3+OrBGFvhOlo6Pz1uWlRidzgf6UsSjFBwvK56UXLuPiVAaenxMJXt8q5wztTHsvSxWfnq157INrCqJjPRKsIwhprIwqPBRsuakxLpxVFZztQuEOBQaiPDPT5cVN11Ak1BKcIeJRIqlXdRKkRE5I2WVgS+3chYhpNsJ74ujhpASL697vtz1aK1IKZM1RDIxSL699nC8cHR9xJskqEcCrgSwt11EkVlUhsUg+fk+JPqQ0ErMoyyrasn9K4jpdlq8cAaFKmczKjaNEFeOFnbCPzbOsirm06eE34spP4wYjdGSUSP2clTXy07B083B2YODg8FlZbloPbUz1M7QOMVVW78RN1nXdjoQHGLiyaridOlIyPTfPBwrf0NfhZ4ys8hnzZr1XdFv5DdZzvlSKfU/AX8DOFFK2TLR/j7wabnaL4EfAL9USlngGDg/uHzU4W3uu/zlWx5j1qxvnY6XjuexfrBkaCyCgbtxgXVjeRIrXu0GPrvuOEuOs2XN2bKm0hKLGKeo69pKzb1SrGvDk3XNsrJc7YeDKkxonL1j4JsDk9dOVe2Sl/4g3s0AK6W46nq+3HX84tWeXR9QBRE4mswhyDR876XYaFE5KquED05mWVsUEi1pfcAoTWVl6VOQgIaYJG6TS/7cGXme40qks4rOZ266wMttR6UNqixeWiNtlZtlRVKZq1ZQgWShvqiSbd92kVd6YN04vA8srBhpqxHz7BM3XaCymmVt2A8ZZwxWB4ZSamSUEEq0hhDB6BGBqMvzvH1tG2cwRpNz5mSh6UO8UxLlCg8dbhdNm9IYCkz/zwfvZVVy9Odtz4/V6s57NR4MLirZSxjRm51PrGqLMYpdF6eDgGVtpvs8XTn+8MNj1o3l4/OWISTaIbJw7/7nZqanzJo16//v+sZ+AyqlPgB8MeUL4N9CljL/R+DfBf4h8HeA/77c5B+Vv/8v5ev/Q845K6X+EfBfK6X+U+B7wO8B/xj59+f3lFK/C3yCLIj+7XKbhx5j1qxvpe7L0+594Mubni+ue2qreXG84P9j79125MjSLL1vn8zMD3Ekk8zMqsqp6e5CSzMYAQL6raR7vYBeYwQIuhHmWje60gu0MMBA3ZpWa6qrsqoymSTj5OEHM9snXfzbLNyDEWQwD92qpC2gDkmGu1t4RDrW/m393zpbHEZRzhZVqXPvuVx7Km1YNrLw+cuzGX2MOCPZ8D4kTuaW2tx9LOSci+G9m5DOnOG29YSUIQsdJSRoQ6ALucQoEq9XLTnDZ8uKyhp2PvBfXq95s+qhcLEF9adZNkmoLEliGEopupCBQGUdVVmIrK2i9wlnFXWWfLNWim6P2S57kEqQiSV+sb8cabWmNpkuivF+ttRoFDOr2YUkJJQQ8VGWL2f27v3Y9J7eZ4zJJfOeOZlVMnVPCWsNc+c4bkrzZedpnKXznpTBWUNdligbp5lVlk0X8CqjtcEoaFwpZdLCl297Yctbo3lxXLNqI5veCzM8ylQd4KgcyEKSSflgxu3AZ+cuYtIHIdRcb3uUUuz6wwn4/mHwfF7xatWOvw8glJ5mKcVDjRMzrRDM5b86X4yHw+Gx+Ym58YmeMmnSpE9dP+Vo4gvgfy45cw38h5zz/6aU+nvgf1VK/Y/AfwT+ffn6fw/8L2W58xIx2uSc/04p9R+Av0fcwX9XIjIopf574H9HKjb+p5zz35Xn+h8eeY1Jk/5sNeRpv73e8buLDa1PXG89s0rM3utVy7c3O05mrmSUrbRIFiO+6yMxJ2qrudh0zCvLi6OGPmS6ELi47bnZepYln9uUUp1FbbG6J6RMyhlf0IcxQ0oZX9iMbS8ZdKUVjZW89M3W8+q6pa4UX50veLuRqf/go2POpBi5aRONFSRgTPIcQGnTtOPCJ1lY4EbJsqSxcg3sRSVSyjgDKilsZQRFqMXsDgbdWYPS0pDZhcjcCSFl1RZOeBqy6pL/jkneo7aXC1dZoifXu0Dj5P33ShVDLK9xPK+orCAga2O42fXMKyNZ8pJpd0aiLFdbT8yZo8axqC1nc4vSsNsGfMrMa83ZrCo/i0hKgnF0WrGcWc7njtoYLnc9v/1uM7LQgbGtdXhvLtadHFqixkeZ6v/uYouPmRdHd8uS+4dBHxMXm/4AfVhZzbNldZDlvr/gOdy1SXtpwp0PbMuCr1LyPsycnegpkyZNmgSop04yfu76m7/5m/y3f/u3/9KXMWnSe/X6th0jLTsf+NNVy7YPrHbhoJnxZOY4nkkm+3xejcb8m+sdtROW9LwyxAi/fbtmtQu8Wu3GhcllyexmEp3PfHe749ubTmgtRkOpWR+M2q6PbPtAHyPWGH5x0vDLszldkAbLZSMT1TdrmbxebTy7PpKyTMEHvnfOmettP6IHyYqzubDRQb4W4GLjSUnY4kYpZk7RRzHUMUmtfUawgkplupAwSo3PYwqm8aiR4qPKCsXlu9uOtpdlTbkxkYUcEyUeEwo90O5RVE7mjmXtWDjN2aIeM9zrzo+LjCezii4EbneRXRBjvd/G2QdBUR43FbNKYijXu8CuD5zMHJ8tG45nd6a1sopvrzvhxTcypZ5Xluttxx+vdny36ggpM3dm5Ib7KJnxeW1o7N1rP1tWfHna8LxMq1+e1O9wwjdd4JvrHV9fbvndD9PIAAAgAElEQVTDxbagL++eo7aS839swfPZsuLVjRwc90lBw2M/P6n5y8+OJmM+adKkT0JKqf8z5/w3D/3dFOabNOnPRDdbf5Az3/aRt7ctb9b9OH2sjJYFyZ0vE1/Lb9+uCz5QSBzHM8vJrBJz7AO3rZj6RW15u+7wIbHpPSe+wlnFm3VH20epuIcxNhJiImZkgh4SKUtTaMyRLkTebjpyhmVlqY3m1apl00lhza6P9CGhFMRshBGuFV2IOCuLkqEU/vh0uES6rB05SzNmO8RanAEl5lmMcSYlWb40WrGoMovaklIiI7n2mDKfHTV0IZUoh8RCboKnj2LCnVaEJJPmEKWt0xRuutZgjOTfa6uw1vDlqUyc3972pRBIKutlMdKyqMWAb9tAHzPOKJzVOC2GvC8trDfbnp3PHNdi+nc+4lNmURteHolJt1rzh8stm1ZY5L9+tkQpxcmsYuaEPa8LSbEPkVnlOG4Oje/JzDGv7MEk/LubjtqYA5O8qC2/eXnEb14e8Z/+cM3lph837WVZ9PHtzlklBVHOCL5w24cHH/v15ZaX8d1DwaRJkyZ9SpqM+aRJ31P3EW3Ln5gMsV8Es24D//jdLb+7OKS1bJAM9aIxrNpAiJmb0voYi/kd7pJt+8DFWirWU5YWzRDySFNZtzus0WglmeSzhaP1spwpJjyx9VEm3xGUwEWotRA91C6Qc6IympnAAVntelov1xGStHwO5TpKCTlFIei9EBWJRGNNmZQrzuYV88rQOCMFQTYS02DWPZ3P46LiQEiJKXNU29LeOURkxEz3IZGKSd/2gZtWsuBhREIqtIKoxISHmNFaYa1iVhkao8fJ99wZfMyczWvO5jWdj3QxcrHuaUNEazhuKo6Bfha53QW6EKmd4ZdnM5zVvF51oMAHy/Na36Oq5AO+1LNljTOaN7cdPmYap5hVDY3z1FaWe1dtwAdBJ+5PuCurD5CC83ttnK9v20en1//q2eLAyH9ItTHjgXJWmfc2fz50KJg0adKkT0mTMZ80aU9PMds3W/9gqclrOhqnD3K6P9brb7owvt7Vpudi03O1fbdmHQSXd7NNbLvAsnYjVeO29Txb1qOpenvbsekCGx/Ydonny4ovT2fcttKW2frMcWOAzNUu4beBo8ZglOK2ZSwDavuEsYqq5NErK2SUnAVdeLGRJck+RDZdZCgJqowwuwflTGF+C6NbqURIesyFDzlzH4Uis6zFCHcxFeQi7EpTpSnRGKMVjdNordBZSX19ErzhSYmGhAy3XeBi3Y1xIF1oMSFGmfZqTYwZa+TwURmF1YqQM3UWbvmsMoSU6XzcwwvKtPyPV+1YbQ9QGcOzpRBPhkXQ1ideLGt+dd7wp0spXxruhOwvcw53Q+aVlcm5Uax2Qrj5xemcmDb0ITOvLGdzae/849W2PJfsKhw3d0vCtVPvEFPulw7t60OUoH29PKm5eeT39DG971AwadKkST93TcZ80iSebrb3M94PqfXpe92S/9DrD1q3gYtNT1diCu/T29uenGWy2sc0ohFTznx9ueX1bUcXE+s2EGJi1XrOFhULZ1g0gvHrQxRud1mS7CJUxrLuW/qSlTYGKq04njmM1tRGauZ3PuG0NGO+Xff4KNEVEMPsjH4nbwzgUyaXMLdgEKVefsxFKzHxi5Jndlpy3vGs4flRzf/7WgqHG2fQKLY+EmIsD82su8izuUYrxeVGrksrcMaw6UJZ1pS/90qY69ZIac0Q4xneeqsE3diGRBcTZ0bThkTtZGKtFPy7F6ecNBXfXO9oBwY8HOS0X612HDeOX53NebvpqKw/4I3f16oNe9NuO5rwF8c1tdV8c70jI3Gn1c4Danzvb7ZyEDuelcfNHq62Xz9izOHprZvWqCcZ+H2971AwadKkST93TZ98kz55PdVsz9aaXf+0Bs6PuSX/lNd/u24xSnNbil3akKiMwZowxi725UvF/aaPPOMOc7fuPVWr2ZTnWe16bnfSpgmSH3da0ceEQnEyszSVKeQVyVnHGKSZM0nmWia5itYHrDb4KAt9lZX4ilHQRWnqPKptoZzLVNuZiI8yKY+lDEgDfYxoJaxvjeKLk5rKyEQaZPF11fa8OK75y8+OOZk5rFb81QuZ6P7xasemjVzvPLE8JqQ0YgJjyqzawKr19F6WWJ1V1JUZGejDQULKfgDkjsCwY2uUwhqD0RqlBipNGt/r1S7w118sy5JrZtlYYs4YpQ4WP7sQJL5jNWeLirebu8jSY/IhjZP5QbPK8PK44eVxQ8iJf/hWDigPrff7mLhY9yyf20cXNtMDYID7d3S+PJ0BPNq6+d3qw9/LQ3rfoWDSpEmTfs6aPvkmfdK6v1D5Pv3Dq/VIOHmKnnJL/qmvr5Tim+sdMUtEYTB/i9o+GBXwQ0a6mFGlFF1MGC1GLufMxabj9aonludKKdGnRCytnceNxRqYZUvnI32MDIWPTis0iqyEhELOxKwwKmKNoASHAhyfEhpFHyONtXQxjmYeY4gp0oU89hhZrchZiCeLylI7ibw0zpBy5nrnIWehzhhDbXQp81HMneXZvGG1DZCh9RFblkqVsqQqs+0jXUxs1y0xK1xZ0mz7TKUVxtmRp77rI7FQW6zRWK3RKpfDRGZuJZZjtaZxlnUXaH0splmx6xM32934c5lX8l5uC21lWVu6oCErNm3gj1dSyNOH9N6JOcj3tm/MB475zdYTo7SYXm67B6uQK6s4ahwpyV2Yh36n9V6O/PvGtx4y90/R933cpEmTJv25azLmkz5p7S9Uvk8DReRy273XmN9nNJ/MHC+OH4+0vO/195+rC4nVzhPhgKLRWENoEps2Hjw2Dy2XRksNu9ESn3CGPka+vWn50/VuzFSnBCmDzZk2REKAy43HGk1IsOkjfYmXxJwJMcmrZFkMtVqPKHH5sogPjBGPxlpmlUZpsGhCyswqDUHY6JXRZDJWC4awj3IweHE84/nSMa8Mm95jlObliTSX9lEILF9fbfAhs+49nU9EpGWzDxlrtJQQlcz5aufZ9hEfxJyfzhwhShTFGgVZ47SYcqM0Sid6n0goahSZKN+rlvfealmqnDtzsKgpGEgzLqLuazDTPmZ2feRi23NZlnBRHY1T3LYByO8lnuxb19rqMTo1/E4N/Pplbfmnt5vxd7Kp9EGJ1OW2f/B3elkm1j8kvqU/Ykn0x3jcpEmTJv25azLmkz5Z7S9Ufkjb0ozYh8zOh3eW5dZt4HLbvZOZ/vtvVtzs/IMTxcde/7Hnump7tl2isZqZM6zKny8rQedturtYi9TDq9IYKRzpt+uWdefpt3lcdGy9YAF1oY7opA8cX9snur7jtgs4Y9BKppkhyX98MdaJjEGRyKSYy7ULVjBE2KRAYx1JI5PanLnadnS9UE6Ukq/WCrLKvDhuOJ07KqM4nVfIUF7hU5boTeiorKEziW+vd8VYa3Z9wBqJhMQs9JitT6zbfryLEKIcdLSSiXYiQ1bSzGkiRhmcUfioBI2oFbn8PcjbY5UsX748qTkuC7YKMcPHM4c2+cD8PqSbtucP2zAWEkFpWrWO04Xl7W3PTYniLApV5v5C6KAvTut3loQHnS9q1l14MM8PcrDa9fGAljKr9Hg35ql3lB6Kby1ry2s+LmM+PG7SpEmTPkVNn36TPlmtu/DhLyratzTbPh4Y88ttx+X6YfJE5vGJ4kOv/77nOq4dq+2Ob29afnE6wxk9TrwbK6UxfYxjjjoDRzPL83nNbV8WAFGsdx6UgqzGwpyUIYWMtqlMKzNGSQV9iLkYfkEEMvi+DEpniAixRCViVqScpdwnynWI6QZVptZ9iBitOSqIQ60UWikaK+jBkowhJ/j1iwWfnzT8P9+t6UJk0wecFlLL9TZw23q2PjJzhhnQx0wfI4q+RDUiu97Thrv3CSIhlZhNTCOBJaOIpdHzdO6orIEs2XhnNVYpZrXlpLGElDhfOr44mR2U9Xx5WpOzsMnfl8bY9kHiNlCuV96b4U7Ii6OGtpdypouNGHRzb9u3MpqUW379bM5fPD969HcK4Hxe8+o9ee9tHw6M+WfLw+n7U/X7iw0vQ3NAFRqIM0/VcCiYNGnSpE9R06ffpE9WH5Nj3bdE+2256zY8aqTvP+7+RPH+63/ouc7mFVe7npyETT6vZNFy0JBNzsCzo5qYsuTAgdU2cL6oBG9Y3LjSh6+vlcRU5BSS6ZOY45jkOWOM9B4qp9FJlUVNjTWSMw+lKTMkWRz1IWGUobIKlcHHyHEjfO9MIiWJnDitOFtUKOQuwrCIqrAsa8dtKxEVHxO3bcTqhNGCPtyVhcvWR3xlMQUpuOkjjdOlQEmQh4JQVDgj5lx+BqC1nFNClBOBcbIcWlnD8axiVsmkeiCzvDiuOW4qlo0cIo4ag1KKL88aGmv47ZsNVZQ4TuM0tbV0QSbZw7T7ZufHDL5CYjwKOZyAxJW+OGv43ZsNN9sIZE7md4hDZzTLxsqiZWPoYgTc+Dv1UO39+dK99wA56OVJzcncfdQdJbnL09OHRBvuDq6vkTsznU9P3s0YDgWTJk2a9ClqMuaTPll9TI51XtmRG75frnK5ff9t+oFOMWh/IfT+63/ouWpn7tB2KuNT5mTm+O5WGjVDmVDPa0tOg1GPxJw4nklbZkiZeWVoQ8RqQ2WkrRNKgU5K5CQT4l0XUWWanchYa6iMYijilFiLUFOGoXGWNwiQEpuq/EVjxUg6o6isJaZMSgqjBR+47QIoocHElGmcoa4Mv7tcY5Rm1XperVpSkjw6KCG5ZNBaE2Ni1XmJ+VTy/u58yYeXwiCj7w4etpQgxZzQSegqrQ+ElLFZ0fooU37EBCsliMd5ZcgZ5rWhMvK9ncwqjhpHHyLfXG1Z7QLHjWUXkiApQ6QudzRAJuRXJb+/qOXPK6MlnrKXJ3daM68tz5AdB2kIVSil+OKk4eVJzdmsZtnY8dC3bgNfX27ejUFtvCx81rJ8e//vFXeIw+H386l3lAau/qD7d5Sc0dx2nqtN4mxRPfQUo4ZDwaRJkyZ9qpqM+aRPVh+Tf51VQgS5bQONU1yUSetjuV2Qhbz7LYf7jOb919/5xzPA+zqe2RG314WA1oplJ6+htaHSd+YvxISzmutNz8msog2RdevHmviZA3ImdV6MJ4qIIuQEhXdutcIaRUwSUTHGopDpeGUl822UEFpSYWWnLEuhjRWqy7KynMwrYnH0tbXUVgzmxbqXinYr0+LGKXzMnC9q5s7yetWx2vasu0Ao0+C+GPNUJvlGa5rKsO0jmz7hrCyjdiEy3FBIGXyIEtnJcmjwMRE8dCmhYy5ISFlYzXh5bqWJWQqJaq2wCo5njs9KUVPjNNrcmdjhbkrjDG1IIzGn7ROhSSwrNy6EhihFULHOfF6MdufvfgdWu3AXUWpk0fWotpwva748bWjs4cf3f361QqHekyXP9CFwvnTMnDmYqP/bL4/57N7i5lPuKA1c/X3lBx53Pq9ZtwEfY7ljcaj7h4JJkyZN+lQ1GfNJn6wWT8y/DrfpWx9pfaD1jtZ7bnY9u/6uqOW+zuYPTwcHRvP+62/7+ODXPvScy9pysemJSZB5X5zOAeh85Grbs+oEl/fZsiGkzNXG89u3GzGYSmrl160vU3PN6ayij4l1J5X2PmaMShijcVYRgsRTnDYyYVZ6zBAvnMWnKEzznMlJljlrJ4eSptLMnTRctn0ur5mwynA019ROY7Sltpp5ZXFWQ5nYX9x2vL5t2faCalRKYZQmFYOfkSx6bRJ1XQn6rwu0fWLZaGJKWA3OSCNoSGC1obYyZa+tGXntAK7cDVAZamPH9tAQMjlHjo5mNM4SgkznT5qKbR/Y9bKgCnI3pbKamKXMaVnb0bRvWnm/7xvXdRdorOZXZ4tx8fd2F8b9AShNoYuKv3i+fDASsm4Dr1YtvzhrxqbXx3S59nx+bHi2kLsvs0q/Y8rhaXeULrf9O3+mHnncspHf9y9PZ49yzydNmjTpU9f0aTjpk9aLo4avL7eP/v3+bfp5ZTlfVKORzzmPRS1hJlxtEIM8K3GRbh2Zl7r2QfuTyOH1H5oyPqSzwlF3RvN3396wB/SgjREfMydNxVFjCTHz+mqLKdjGdRvY9IGND2XhUExUztD5xM7HsrCY6WPGlpKdDNRa0VQGZwxGQa4s6zZAkvbPsGcErZYYhtayFBqNYAFDEmxj6xOtFxpKYwxBC2XmeGZZFIP29eWGN6WVc1CMGefkTkWIEFIUI6002z5gtaIykHIiltdCF+yhSmhkyt84I/l7Ld//0N4ZY6aNSXjolRQHZTJaGTIZo6XVs7Ka1zcd3d7dj6ocLBor/PVVK2Z8UVuMUWxa+f43XTigqTijJRZTIiwD4vBP11vaEA8Qh58fzx7NaQ8GedtHzufVexc95evvsJ+PZbo/dEdpQIje17x6GO8IjP/uvHwPQnTSpEmTPmVNxnzSJ62TueNlrB9Ewt2/TX++dOMt+cttdzAZvNn5sSmyKWSR6xJjeLXaETOcNJZl41jWd8ZleP2LzYcjNc8Wd+VGRiueLWpmlaaxRqayWZVKdqmDv9n5sVio7SKhVMvv1glnNJsuset7uiDkEZV1MbUInSSkMVsdleJqI6STmTNSKBQTgVzKeDLOKhprSYW7nsmcNG58rsEs184QU2LbBz5bSEvli6N6JHG0IdL28vVdkIXMlLLkyctbHnOSFtIMJonxl3y2oA0ro1iWw0nXZzKGxhmMVoW2kulj4rRxUBY/fShxlNLCaQqvXP5Qlk1PZ66UI8H1thfEI2o8nP3r5wverjsu1ne/N401NEsz4g7l5y+vURlNZXVBN94hC2trOJkd3nF5zPDuG+RcGkafxeqdiMm+Buznr58vHo2PfOiO0oAQ3Vft1Dso0fuaWj0nTZo06XFNn46TPnm9OGqojXmn2XCYQtZOjUt2cK+45c2GDOM0+qvzxfj4bS+V775kfi9ue05mjrmzhHQ7ss1fHDWEl5n/+PU1tztB+42TUqs5nrlxUr7/3ADni4qZs2xKk+SgYWLrY5LJdlGIEr1ZdwGtEps+EmIeDW83EFFUqaQHjDYkBJm4aj0hJbRWzMp0O2aZgGslEZZcctw5w6YPLEtp0LwydEGaN1OKHDUOnxMzZ6QIqRjXP15uuek8IWVilmvQWuFDpiuoxRAzzhp0TMQoaMeUJH5TNlCptGZeQRsMupfnqKxhWQvu8CxX9EmuXZGKQU7MK01d0I05Q0qZ2hl8TAfLmbs+Mq90WXLVWCPc+P2JOPAuf9wZnNXj78XQ2LmPLLwfBnmf4d03yMNh8WxR4YweSSn3VVvN2bwa8Z2bLhzES5YlavW+O0oP3eMZl5Pfo6nVc9KkSZMe12TMJ01CJtcDIm7dBdadZ1EbXhxX7yzZDRqKW663siioUKWK3XDT9iOnel87H4kpv8M2X1SyEHkLjADsnEE9bIAyd2ZtWBztfJQcfEhcrTsSpZVTQcgQUiIkieSknPFesIMpZ1ofGKbNGSGX5CxGL+VMiDLFVUrRx4wKeaSsdEGhdSqPkWVQWbJM7HwmZXi2rIWEkuX93fWRLmQ2veSw+5AISYz3m9uOPsrjzDBZtloaO1MsRUBCi8GoUnKUiFmjEQb5cWNLlEauG6SQxyiJ2lilsTNdDh+edRtprEGX2JHRSpYuQ8I5MdonjePZ3KG0TH0zGWcsJ3PLcSPT7cttz7y2d7ScEmE5+NnlxLyy+JR5edSM+er9n/M+BQjeb3gPH3d3cBgOkLs+yoItYviHNtFlIwVC9w+kIJjDxkmb6MuTh+8o3T88nC/dk5CIU6vnpEmTJj2uyZhPmrSnYSmTFTxbfJjhfD6v+fpyN/5zGxIx5wdNOch0dL8C/XdvtvzTmw3bPtAF2Tw8ubc02ofEq1XLs1iNuDnFnVl7c9vxatXiy2R03QU2feRm24NSaCPOPMTEnZ1SaC0xlS5Iq2ZMd5NzrcGghWYSM5VRaK3G5k+UTGpP5xUzJ+QSH4QnnlAYJUU9usREQky87QKrtqcPMpVdt4GU5XrXrcEazaYPhBjHOErjLJ0XLOKsMsRWJuix4BKN0mQTxyms02BKdvyzo1p+HmRmTmIjJ/OKysodjpudHEZeHNXMK8Nt6zmd1TL91vJ6IQmZpimG93LXUxsx+sva4YziZivM8OPGAfYu95/H/zqQUnK3obn3dwd2VWW2PtD7yPmy5gGQyTuPe2yqPqvMO3QggMtNz9v0eNxlPDye1Hx1Pn/HwA+Hh/t3lD6kqdVz0qRJkx7X9Ak5adIDeurtdmOEauH3Mr6r9mFTfjJzzCuZDr+97dj6yHc3LW83neD3kPjIVfYcN+4dUoWQWDJKwbwxbNvI6qbn9Z4pH67Bx0QYsCXpLptttWLXl8bMPhaeuGTMM7kU7kgpUcpZYiRlAu5jFCxizmilqazcJVg2Mu1fdYFtF4TcojWN0+Ny6WonFJgQASUIRmP0WF500wpzPGT5PoySaIjOiq33aGOoy2NSApOlkker4fryyFcPCZxVXO3kIHBaVzw/lkPMpotcbAK3O8nWxyQHh5gix7XlfFkxd4Z5Zdn6AEoWWbc+sOtL7KaShU2Noi9lTT5kLtY9fp5I2XGz8zROcu33oyy/PGs4KhP2bR8ISZjy87JQe7nt6EOmLrGclOBPVy2VVZzP3zXAg0F+Soxk0LoNGK0eNOz39d1Nx1fnc37z8uidyEtT6ZFq8xRNrZ6TJk2a9H5Nn5CTJj2gp95u3/aRk6bCaSnB8TGO2eFBldUcNRaj4WbXc7vz/KNP1E5xuZYstVaMhTUxJ9o+crasONkzcKtd4HLb8m8+P2VmLb9fb/n2upUmzyxLpyATWR8PryGVifOuj1xuenwSJvvOS8HPwDEfHpXLcF2GvrksSAKloVKbkkNPkZwNSgMZYZormcanDEYJRvG2jTitmVWaygg+cdN7uqCKOZe4jERVMipLHnwoMep9IATFUePACkWmk5OHLIAqOG4kF37UGGxBHX5xPKO2RnLcWQqUbraJTRe53HZYY1hUhlllaWPm2+uWeaX5t7844cXxgot1z23ryRlmzvDyqGa+ZyydPfw9WW0D3qeSIU/jz78qufPKqtGUg5jqymp+dT7DaMXrVceisrw4krjJPhWoD5lXq5bzJEvIg2aV4YvTeiTaPEWbPnwUGWUoxhrvKBU11ryXanRfU6vnpEmTJr1fkzGfNOkBPbV8aMAczithMSuVud74Mc/bVILmG5ZA2xD548WWPiWslobJZeNY7DVJGqVBgfeJainV9j4mzpZW+NrjkFNeWyu42npiyoLuM4L529euF0RiH2Savu4CbQj4JMSTXKbjSh0uLg6vsv9sRoshNcjXDkjDEDNZZVIsMXkjLaJDVt2W5ktnBBNolCKkPF6rcNAhJUXKZZGz9G+q8oZK+U8iRDnAxJiZVYajxnEyq5hXhkprdiVmc1RLTb0PmXmlCUGIMdZoFpUrdfWCn4xdIKbM1id+/3bLF6eN5NMVLMrX7Jvy4cB1se7HqXhfaDS/frY4uIsx6Kh5l4DSh0RtNH3MPF8eTr0fWuK8XHsqLRnxoZgHeLJB3vnwUSYeDoux9vU+qtF9Ta2ekyZNmvRhTcZ80qQH9NTyIaUUXQi0PuFMyQ47M9I79pdAWx/5p7cbrneeukxaZQGyI8TEV+d6nHqDVMq/XXccN9UBOm8oI7LacDJz3OzAGokYGC2cbpkYi6G/bQOpLH62IbBuA7e9JyYhjqScx4OEIqOKkR7+UJXReS64QmdKfGFvWBwTGKPQSXPrI1pDjjLtDjGitZjtxhpiViPiTylQZZItU35FTBGUTMmtKYhDJ2SXmBKtl9y3QtFUkqv+7EjuWiiluNh4nFGE1NOGxHFtQcHr9Y7Wy/c6oBO3faQLaaSpbPso/+sjr1Y7zuYVodx9mNeHsY+BptKHxNUeR9wZJfjLrITVXg4kx/OHi3TOl072DuqHTetDS5yozF++WBw831MN8rK2xA+vT7yjxzCHj1GNBk2tnpMmTZr0dE3GfNLPUo/h3z5GHyofWreBy3XP65WYsmfLitXOs9oFnNW4YvyG67naSiwCwGp9QOtYd4HX645n8+rgOr++3PGbF5p6jwyTcx6fty6FNkYpVr0n58znJzNO55aLdVeiKtLGues8mzbQxghZkZOQUIZxeMqgTYmq5Iwx6oDVLnEbJRkWJItuDv5e4VFAZuelBVTJP9JUmj5IlrtxMqFvQ6Lei6uA5NwHw6+0lv9b/jmUyMus0nIQUHI4WdYGozRaazof2PnAzkNT3OfnRw2bLvDqukM8skz6ndE0Vq4jRDHnZ3M9XkvnM9dbT10Qi4PBBtkXCDFzs/NUVheiT8ToOKIfl7WTkiASz5fNO6Z8WJo0RrLvyw9ExO8vcd5fg3iqQd76wNvbx5c+H9P79i7uU42mVs9JkyZN+n6aPjEn/az0FPzbUyd377tNf7ntuFxLgY+zelwY7EJgtQMfEq82HY2Vyey6C2x9lDy0VlhzaMyt1rR94AqZrFdW42MuRUGBF0d3/6p2QSbp31y1hJiorOF0XpEVXG88t63Haam7H0xS56NQUMgYrWgR0gmjIRalBFplklKolKmtHv/OaIXSghzUSmG1QmuN0QqtMje7yG3n6UPeIz5mwTUWsHlIUuxDWVA1SmJAmTLhD1KCBBIVqa0mxjxGV4xSOKdJKmKV5mxhsdrQ+gg+CTqyTLhDCiiluCzlTSEmfIBZfRfXqZ0R2oyWw1tttRQy9VGumcOFxSG+ArxbImQN58WczmtpMn1RVdQFqaiVGhdAF7UZMZwXm+4j1ifv9NAE+ykGuV3F7/FqT9u7uJ9BnzRp0qRJH6fpE3TSz0avb9v33sq/zw5/ih6aQsqkXCbftdX81WdLad4Eamtx1rPpAiFm1jHQBqmOX7eePkSOinGxWtMRMYWCcr0LtEHiHvPaCK+8mD0AACAASURBVMnER1KWmExtDavWY5Xizbpj05VpfB8lM10b9AJuW+FyA6Cg6xOrNpRstSxnVloRkChJRpY9laLQWUCpTEZMudYKo+V6he9tUZpSqEOZ1kvMovWSnafgEgeqS4hJXg+F0QofIrG8B5mAUTJ9T0ZDzBgDcytTcKMgpEjwYqStAWsMc2eojaX1gY6BV36nlCUPv/ORrY/0Uabtx43FR8m2KxQnM8tx46itoQ8RFxW1ljsDi1rzfFlTGUNTmfE1Hqq8P5k5aqt5fdtxPLMH8aNdHw/Kp0Cy3ts+crGWhc/95s+n6H0T7PcZ5KfuTzz0uEmTJk2a9NNq+qSd9LPQzdY/KV8Lgn+rjfmoyfn+FPK29ZwVQsWQCd+nZxw3jqtNTxcT661n3QeWjaMLsmDZxUzoghTeFI7hEE1ph5Igbwilkn7dRf6vP66wRnE+r5jXQvIYjDnINPjVtRwWjmeOBKx2iZPGyhKiyiQSPihMaai0Rop5IAv7G0glenKnzLyyNGVynlEczwyns4qtj7R95Kr37EppkCqGfCjyMWVTNYRUMuqZGEtxUhnZ+6joUsLou0iLKQ2ZWmtSSuDleo8aw/GsYtMFKTeKkS5mKvPu0mptJIeeAZWhC3HERt6vt1eI0e1K0dEQ16mMwRnDorHj+9L5eLDYOUzRh4m0M4KK3FcfMjsfmLlDJCLIHRCtEn+63lFZzfm9ltfH9NAE+ykRrqfsTwyHhmHCf76opkn4pEmTJv0zaPqknfSz0OvbdyeYH/r6j11GG4zJQ2SNfXoGWLSSyXob7yIji0pzFRJdiCgUfUjMnaYr0Ys+RghQWTPGKJCHsvURPPiU+EzVLCuHNWFcTOxCkq9BJty11aSUuVh7+phICVIUvxl8Ipb2H6MKIlEplAKdM3svjS0575gyZ4sKlWUZsY+yWNpFuRvQJeErDrEWjUycrRqwiXLtPkNttDSMKlk8HQp5JBIuy5m1teiCPNRaY21mpmViLQQczbqNtOVwMhxwjFaYwjEfkIkKMcsgcRgfM+7eYNrHzKb33NfRzJXCIXn8ojJA5qixKKVonD6Y1Hc+UlnY9YnWexqrx0XgbR/Z+TjebRn0+UnDTVkQfqhM6jHtT7A/NsL12P7E/UPDoNoY/vG724+Kgk2aNGnSpI/XZMwn/dlr04UP0lPu6zH824c0RFYe0kDPeHvbMa8tL47qQufI+CQxjpgysZhRrWHVBSqjiFmmqpW5m4JarQl6bzKrFd4nNm3Eask935Ta9ra/u67WB17fBl6vhHFulcYqhbWKGDMxyWFBJVnwpFyXGtpAUaiciQPIUIHSyBQ4K1a7SEwJo1UhuyRyyggIJqOtwmhNTrmgFKVkqMTMCargERHEotZ3JlApafys7vHBnTE4I2jEZWOpjcbqrhT3wLwqC53asfPSvnr3WI0rRVAxqXJNd2Y65ZJ7vydnFCeN4+VJzXUxzpteljtP77WzDpx5HxPPltW4GLoqr388szjzLl/+2UIM+K7fHJjhi02PM/rRyfl+7v37RLge2p8Y9ibu69lCJvjfJwo2adKkSZM+TpMxn/Rnr/eZ5Q897qnGfIgIvLrZcbXxzCv7aB546wMvjmrB5eVMV3LXTWXwMbHzEVPQfz4KR1wriW8Mk18AazRzpXBaWjCHmIvkwjOfH88ITeLNqmfdC5O884F1H9m2EVSm7SUmMZjgmAYGopjuGGUZdKCrpCyTc7Si1pp5pTkrfHBnDJvyXsec6fokOMQsy52xjNp9n1BEKmtIWRCMKJnkx/J1WgnxxWiFRhGRxc7Kak5mThCJVnjslTEoJXcBzhaVmHKjaJzD6FCubW+hk7toUGP1+Hcvjhpe3/aEe9nsx5Lap7OK47nl+bJB6zvTerPzB6SR1c5zsysxoj0kojWKVRvwIY1FRS+PZ3KNVnO2F1k5n9fv5NYvt/2jxnxgl/+QCNf+/sTb2/4dU37/Gh97nkmTJk2a9ONpMuaT/uz1viW4H/q4+xGBq60f//NQHnjng9SpW0vMLX0ps5k5w7wyWKO5uO1oQ7ozsmVae9Q4lrUlpMyyFtJKbTTf3Xa0PtGObZcBnyS+4soi5baPXG97YspsukjIWdomFYQs6MKQ5H+hsMkHc57u0IimvCfDQeKocZwuKhaVZdsFlIauD6QEvsRY+sJCT4V0mJI8b+ojxtwdNqyWxVMpMhJii7OGyipqLJXWzGrDzFmUgtoqaifv7awSQstR7dj2kUVlCTExc9IcGpOwza3RIwbRp8xyJuZx0QjzXUp67g4/tdV0DxQBLRrDZ8f1WHN/Pq+ptOFy29F5RecjtTOFmuNLo6c7MOxD6VTnIzelPbQyihfHzQGvHuRuy3lyB+a4D+nBhdD9op4fGuEa9id2/TVnczfy7Pf3J57yPJMmTZo06cfRZMwn/dnrKRi37/O4hyIC88pwtRHz9FAeeJjUAuMoNsSE14ptL/GIs3nFTesFlxjzGLu4wxKCVZpdF7iKid6nd6a6nY+0PtA4i4+RPkRg4I5HIJOicMRzTICWOAkU0njGoECLMU+pTM6Lua2tZuak8Mgo+R5yzlg0PgrT3GiNjxGjwGlN1JEYE0oNufSELlkYVfCKCsXdTYHM+aIa8YMxSklRPebDMzkLX/xkXnHaWLQSDOTOJ6zWzJ1lV3L7XQCjErWTXPfn89KoWlCGAL9+viRnKVqqrSHEfGDMnVHMa8vLo4Zfns8ODl1j0Y8PvLntmFdG7o6cCBLxMdXOcERm5iwo9ajh3Tf/Q6xl24fRmN8v6vmxIlybTrCSzz4EUv/A80yaNGnSpB+u6VN10p+9fgr82xARuE+nmFcy4X0sD5yLyb7adlzvAj4ltJaoR0iRnQerFMvSIqnwktHOmU0nmMVFJYaxj5k+RGIaCCeKlMAoQ8xpbA+9aT1t4X+v20DKYuxTlqiKXFISPnmWSbXRWvjdhUmuFYUfLpGRZWNZOJnwG60xWgxmG3ucEWM29IVarcBKe2eIakimF7CJKt9nRpViH6HCyHtwOqt4fiRlPW1IpDL9DimxbCzPF3VpGqWQQQw+ymHizbpl00dCDrjChQ/l7sMXxzV//eURtbFjM2vOmRfHC/6rz4+42QX+6e2GP15tyTlJtt1plpXj+dLxi9PF4/luZ/nNi4rrrWfunhajEkTj41PwQfvmf9tHzuaOF8f1g0U9P1aE658jCjZp0qRJk56m6VN10p+9noJ/u6/95bmH9F/erPn2ZvcOneJq4wkp0od8YJSGPLBSitXO8+qmG9skzxcV61Yy6tZo0JoQZDpbWU0fNG2I9D7SFETgbRfGCXYfEzFKdhpkEl07TVMZFtZwmRV9iGilx3iOMQpiJgDGyLScBEolMlJ0o5EJtlOZujJUVhNiHhncRitmTlov+yitnSkJQ1yHLNN3JfkVpYY7EOqOsoJM5nNWDD8ZowUv6LTmfNFglCyknswqVOfxQfH5cYNSJd4xr1FK8eVpzVFd8WrVctJoEhIVUcCb255151FYZrXhtKlonCFGwAjhpbayxPjlWcNfvjgC4K8/P+Lvv7nhD1c7+T2qLOdLR2PFGF9suoMD2czd/bxP5g6fnvb7dr505Mx4p2V/Cv6YhtcyWn6mt20gZw5+Z3+sCNdPGQWbNGnSpEkfp8mYT/pZ6DH822Maluce0u8u1vz+4vHnstqwjZ6btuekkQjLMAlNWWgcrY/c7HoqIzXqJ7MKqzXrzuNjGqvmnb5bgKyswWrDrpdSIlDSHCoemy5Ki6bSmbnWHDeObRfpYqIPMhGPOZPKJFtpqJSGDEllrMnkMhw1VlMZM9JPrFFUxrCoFKdzx1FTYVQmZmGeG5XZlMNC8lGWMY2iNrJU6pwiRE1t813sJgFZ4jRGKYyhRGM0p7O7PHbttGAMQ2bZOM4XdfmZ1hzPLWezmmVj+fpyA0AbEp8fN7IgajTHTUvr5bC0n05atbKkub/EuP9zX9SWf/PlCc2e4V63ga9XmwcPZJVVnM/lWpa1JeXM58fNg3hB+b7UeO07H0Zj/iE7u48s/MXpjJyFj38fffhjRbh+qijYpEmTJk36eE3GfNLPQg/h3x7T/vLcfd1sPb9782GDfzxzbPtASGlkXG97KdnpQmRX8t+1vaOFDG2Mmz5wve1pKkNMitlIa0mk4pxDBJDmUGtAozBGAwqVJfPttGbnO9atl9hKvpvg+pBRKpfMOWigMpaYJOoyc4ZlpVFlIntUuzLFlZjJ3BkyGR8zZ/OKPibebjqMPizOkeVN6dD0IY0sch+lTMkauW5bmj1rqzmdVQe4wcoanNYcz+D5suaoMdTO8JcvF2Nt/bBUO+hy2/PV+Zyvns05auxY7tT5SBvSOOl+tnSczetHf+77d1sewwUO6kPm1arlS9OwqC3rLrwTPRled1Gb8dpBJuBDBOp9dnb/Gmqr35ms7yMLf6wI19QEOmnSpEn//9H0yTrpZ6N9/NtDsZb7y3MP6fVt++BEsyuowoFa0Tgpuqms4rOjmm0faaxh00WeL2sUiqtt/+BrhJhpnC1tmGLU+pjovFBMcpIsuDUarSRXrrR8nRZvzrIWSsptG5CuoLvJd6kMIiTovUzSjdYYI4Y85kxtDbPaoAui8NmiIcREGxLLgoLMZM6cYVFbXEjFlEes0XQhjojFxhky0EdDnzIqS8mQipHKaBonzaFNZXi2rA/QhpT3M6TM6dzx1dmc2hlOZ46Ldc+23wEZHyQrP5T17Ge1D8ud7r4GhJ3+oZ/7i6OGv/9m9V5Tvq8U5QC3b2hnzh5EXR7S+bzm95dr2qB5u27ficis23BwDWfzxwuGvrvp+Orc/CgRrp8iCjZp0qRJk76fpk/WSf9sekpd+A/VgH+7/1oPLc89dH2tTwcTzW0fRhb1vlZtIJOorEFrMWYy0M6cziu0Uty2/qDBEwSNOPxZSIl1Wdz0QRYefZKFzQRonwQlaA1HtUMbRYwJU5YhUTCvJRuuYhJzWBWEXxtIOZFyJiRwZLTSJTYDRgsfPANnM0dt4PmiofWR5cxyVDueHVXs+ogPgl48m1Vs+x1WCzlFaw35jl/utMIAxipMUlijOJ05Thf1SFpR9+IPVktW3FkhwVxte1of8YXtXhkx2bdtTx8yp4uKF0c188oeZLXHyXUf2fZhPEB9dT7nLz5bfvB35t6NgEc1lO28vm35zcujJxvaIZ6Ss2LXJ3Z9wW/uRWQut3dT6+F13qfXt+2PFuH6MaNgkyZNmjTp+2sy5pN+cn1sXfiPocX3MP0DnWJeWa62/qA4Zl9tiGy6QCgtjiFkfnk+52rd8+q25bhxHM8cvzqf84er3UgKgTtmudVCM1m1gc5HMoraGXLOdCRSTCQyfRD2t0+Z49pQNYbKGHYhYawcbk7nji4kaisElcoadj7Se4VSGYMsaSotGfQYM0YZbtvAycyitTxf3HnmteS/PztqxDDrwMVaJtEvTmqut50sn1ojiEal6KM0fIaYsUYTU2ZeG84XFVrpMfJw3Fic0XRR6CkK+OKkYdk4vlu1+KDw8e49ArBGyB9KCfXl7W1H20e+PJ1xWn5n7pvx/fKnp/wObLrAvLIlL94X1vmh7pftDLjApxja/XjKr58typ/dvU4fMr+/2NDGyItl82Cpz0NqfcIaxcuTHx7h+rGiYJMmTZo06YdpMuaTflJ9n7rwfykNlIlZZQgxPWjK171n08aDP1u1XsyukWz3xbrHz9MY23hz27HpPF0QxKAzkrded4Ftn0q0RGGUFALZytD6MPLNfUr0MaKVow/Qe6G7aFRBHg5kclEfIkpJyc4uJHovlrXLiZRkQdKWmvhFbbEKbMnDHzcWq/V46JhXFj9PrLYBjeJsWdOWQiNrNLPK0vmAj5lZrbFKExLURlMbw6I2hCQHkbsGzhqNoq405wvHxW3Ps2VF6xPb/vA9DzFzs/VU7m6kve4C361a4Yj38R0jvV/+9BefLT74cx8OZI9N3R8r21l3gZfHzXsN7X48ZX8Kfv91rrdCt3mqKb9/DT80wgU/ThRs0qRJkyb9ME3GfNJPph9SF/4vIa3UaJaud55166msREWgTMrvmXIohT0qH9A9VtuA01Idb/RQdS94Qh8TV23P1aYn5UxjNUYfGj9ntXTdF227yKXqOZo5aqPujK4S42iNZtdHdkFy5z4kIjIZr6uMD4mQEkZJw+jpzJGzYtsnjEl8Pq/44lSmtavWlwm4tJY6rYkpsQtBeNzLBmd6Nr18jVbwfNkws1Lsg5IptgKaoZ5+L8HSh8i/fr7kfF6RgS+P5/znV7dcdO9ZvPSJmJMcXoC3tx21M3x1Pn/460Piatex6T/M2r6P/ZtV5oM4w/3Hvc/QXm67R6vt77/O9dZzue0+ypgP1/BDIlz7+rGeZ9KkSZMmfT9Nn7STfjL90Lrwf07dbD2vblr+dL2j81GMpZIFTms0i9qweaSI5bOjWvLTgDN6jGJ8c7OjNoaYpF5eRamL3/VJ2N9aURmFK1nvfX9olCabSIiQkMXH1ieOZplF7WQhs0ygny0qQsy8XrdcboQUk8hjk2alNIqMT4I4tEYTM8SYIErW/dmiYlGZsUY+k/jiZIbVij9e7/ivvzyisZZvbnb86jyx7QJ/ut5xue3Y9YlZZTlqLE7L96iPJCvfp8QvTmcsKkNfSC2L2vDvfnkMhaO+6yN9jAeRn/epi4nWy+Gj8/Fg2XNfZ7P6SQe+HwMX+JChbfvIi6PmvdX2g4Zn6kNm58MHF0kfugb4fhGuh/RjPc+kSZMmTfo4TZ+8k34S/Vh14f8cGuI2QihR3Ozkuhe1xWjFpgu8XXeEkA8mnNYozuYVz8cIjuJ4ZrlYywLj63VHZRgbL4GxoXLXRmLKOGvKkibjdFKXqbDVBqUSrU9opQk5khPMKsvzZU1lFTmDT5nXq47aCkEl5YzxkWwk6pJiJhvDzMlCptW6tF1qjBJT+HrV8quzOafz4TvRtH1i0Rj+6jMp5BkM48zByazii9M5X19s+MO15Ohn1nI0s1RG04dEdhlnNM+XFSczx8zZMRayrA3rTu4+bPtAZT68fWmUprKam62nqSx9TLSPGPPzpRsnzw8d+O4b6Pe1cT6mh3CB+4b2u1VL0717h+UhDXsNANs+PtmYT8jCSZMmTfp5afpUn/ST6Ck13w/V3f/UNd/3b9GnlHm7vsMans9rXq/u4jeNMzTOcLXtuA4eoxWNM9RWJsPPlndIu9ppTucyvf7j5ZZ1F5g5zbw6NJ211exCxMeEVgqnpbkzZUVMCaMTzmqM0iOaUSGNmacLx3/zy2Mqp6mNvE+dj2x6T0gWpxXOwLYTSkxIibZPZBXRSo3M9T5kakeZnEuz5NeXW2ZOkIYgE/9f6NloErf9uybzeOb4Sin6IFP64WeolaIuRJXWJ2qbSTlQWwMObruAKnPiXL7HZWGDv08ZeH5UlTsM+R20ZSZRG0tKcLHuxvjFcOB7bBH5zboFFOdPzHg/BRf4Mc2Ys9K82heE5tMeMyELJ02aNOnnpulTfdJPoveZkv1mw31dbbwwvu2PnzV/zJBJm+SdIVs2lrOl47Y9NIhWq1IBr8Yp5cleeyXI5Pl8XvHdakdCctXvWkepr3dGo7zGh0i2GmM0mgwefMyEmKhsonJWyoGs5tm84q8/P+K//eqcry+3B0uPz+YNiyry+rajDZFgI0ZrQl+uIEE2uSyRylQ+pSTIQ8BoRYiJP1xucUbQhfdN4kOGccAfVlaz6QLbTnju+xoeNxT0nCd3wOhW3C1ZGqPYtJHwQN29M5pZpZhZeWzjFGeLitoprjbStqqVonGJPsrPZVgEbZzmZO4e3Xk4n9e8WrW8WrU8ixVni8cZ4vA0XODHRmTO5xWvVu07SMkfcg2TJk2aNOnPS5Mxn/ST6DFT8uF2xR+f0vIYGeauTTIfGLIvj+ds2ihLkOXwMJilkISs8nxZv7MMN2D6fMjUVlPbCqXKZDcXQ64lx107jfMKraT1s7IGa8A4hY9Z6Ck6c9RYFpU0YZ7PK746k6zJYOI6H3l923LbBhTwbOFofcBozbYLY27bGE03GvmMVhGtDLUerl0KhULKvLntWNSGWWUPTOJDhrGxmhWyGLvuAovqbln2scddrj1ns2oMVs8ribes2kBjDc3S0IdEH+8aPCurqYw+OOgMaMbXN4dYy9UOnPUcN3Jw6kPiH16tOJo5zksL6H0tG8t5clyuPRebHmf0o5Pzp+ICP7ZRc9lYnsWKpvpwrGdCFk6aNGnSz1OTMZ/0k+ghU3K/2fAhDWb3x6K0vI8Msx/N6Hzkt2/WPG+l6nxo9uyCZOUrqyF3VM5w0rh3TPlQn77r4zihfbuR3LfTmsGbvl23JDIza+gr4Yp3Xq5DinsMi1qVlk05CFTW0FjDi+OGX53f4f92PvL2tuO2DQffS19KkpQCrTVzI2VH+0oZ+hgxWigtjbNjtKSPidhlzuYV873c9bwyXG0On6d2Bmf0yDp/6D5J496N8gwoQpAYx9HMcbXzY5FTZfU7Bl+ey9D5JMY9KFofH8Ra7mMrT5qKmzbgI1TaPGq4z+c1lTZyeNz2D1BUPg4X+H0aNb88a/hs2UzIwkmTJk36RPXEvruPl1LqV0qp/0Mp9X//f+3de4wk+3XY9++pdz+m57G7M3fvi5e8upRFynFM0TYVwbEsCRQpK5IC2IAEw6RpBQoUJcg7piLAiq0gkWwjMGgnlBiHlhjLshhZiQjBDMNQYYIkNi3KsUjKIn0vafLy8u57ZmemH9VVv6pf/vhV91T3dPc8dmemZ/Z8gMb0VFd113RtbZ/69fmdIyK/JyL/frV8Q0Q+KSIvVz/Xq+UiIh8QkVdE5HMi8rbac723Wv9lEXlvbfm3icjnq20+INXQ3LzXUOdnFJTU1TsbzjIKbkdOWtVllkXPYa2lnxlu76Xc3R+ylxq+vj1gp+/SIm7vphSlm+i41UlYb0fVqO1ho9SMfuZy2NO8ZL3hulS2Yp9m5BEGHs0kwBOPIPDwxD1THPo0IlcTPAr8cVAOLngd5gWbnZgXrjVpRD47vYzbe2mVDx4danEf+B57aY4nwnozpBH5Vb3zyX0WcSUcG9XkybAKhK21eBaiUCYmITbCgCg4PGoeB9449WT6Ude5dDLAXa86o9ZTYzaaEZ0jcrujQFhNQlJTUFrLShKyN1ick77XN+z0h/jVjh31b9D33b9dz7OkeUEz8tnsxLy42eKbNldOHBCf9FufUdD90tYKb7rRYrMTc30leqR9UEopdXmcWWAOGOA/ttZ+C/AO4CdE5C3A+4FPWWtfAj5V/Q7wbuCl6vZjwAfBBdnATwN/DPijwE/XAu0PVuuOtntXtXzea6hzVA9KDtJG5qvnHcNBlZbTOqoyzF7qulrmtVztvHAl+FzZQJ8H3Yy9akS2k7iAaDr4rDeO6Q4Nw+o1m3EAdpRB7eqXu3rirlpJMwrGAWPgeawmoUtbCWR8W01C1poRT3USnllr0k0ND3oHk1WbUcDzG03WmxGt2O3zajPg2bWGq0Fe5YuvVN8CBD544m6h5xF4HpmxBJ77HVzAfq0djyeX1s1KBfG8g7z7aCq/fCWZDCLr71X9IqydBDy33mS1MT/oXElC4tAn8j02V2N8kYkuofPsDvLxxcGoHOG0bmp4dbvHN3ZSl6+eWZcznxXsDQ5Smk5qtRmytTo7fWbadHpKKw7Y6iTcXG2w1Um0jrhSSj0Bzux/emvtLeBWdX9fRH4feAb4QeA7q9V+Cfg08Ber5R+xbhjtH4vImojcrNb9pLV2G0BEPgm8S0Q+DXSstf+oWv4R4IeAjy94DXWO6m2+Z1X0qKsHbHWPUqVlUYWPbmoYZLMfT01JHPp0GiGBL+ylhsCXcRfMpKo2MqtxzO6gmmwYeROTGPOiZDfN2Ru4LqHN2KeduOd3Fw+unT1w8NNzAevmSsJWJ6GdBDPbv8ehK5MYFe5CJvJ9wsSnPyzYzwyhL8ShT2ktZlBirAvEA1+wQDczNHOfJCqJq/KGL261xoF6XTsJaKY+t3YH4/zvYV7Qil1+fRz442C50zxoSjPrvWonAatNGacarbfc6P9rO33u9yYvmDrNgPVmxHozHFdvmZXCMksc+AyNGQfn0+UI5817GIXij9qdVjtqKqWUOq5zGYIRkReAPwx8BtiqgnastbdEZLNa7Rng67XNXquWLVr+2ozlLHgNdc5GQcn+nK6O87oijsyq7jJd8rA9pxnK9Lb18oyvP0zxPQgDITe2ylkuxmX4kqqL5bjhjrWsN0OeWo253o4Z5MU4J3v8/FlBI/Jc+obvk2Y5Q+NqbZvSMsxLhqYkLywDU9IIC1aSkKdWQ663Y0wJuTFYhDj0aEUuCH1uo8Hz15oMhofbz4+EvnB7L6OwBbZ0+9VIfLqZe+2iKPA9YaURkBtXjeWgooowNCUPe0OeXmvwzHqDRuiz3owmAsl6NZ3Q99hLDXk16XNoCp5bb3KtHY9LFjZjf2FLe0/kUNDaTgL+wM0Og6xgu+f+no1mzM21BpudmP3UcHdvyE4v42E/O/Sc01YbIZZRyUa3rJ5Cs2jew/Q3I48y70E7aiqllDqOM/9EEJE28A+A/8Bau7egFNisB+wplp9k334MlwrD888/f5JN1QmsNkNevNEmEI9+ZsYHb17AVlev7jKv5OFdhiShx+bK5KjjaNvp8ozDvBhPVuxlht1+NpnXLcLd/SFh4NFJXD3wNC9pRB7PrK/w9FqDVhwcCrIGmaEoLXf2MpLQZz/NJ0btA0+qYN7txyAvseRcb0e89ek1hnlBmhfj9yepRqBvrLiR2r0g5143PZQStDfI6WeGduyz0ysY5MX4NZqRx84gq0aJfZpRSNL0XHnE0lU9KayQBMJGO6Ydhzzs52TGla1sxQH9rDg0qjy6YBnmxbi0YuAJrdjn5mp74TEdGZednBO0fuuzVJHMuQAAIABJREFUnUNB62iUfL0VsZkmpKY/MbI+EgXeOOgd5sVE+kr9/6BFOeezAuZH7U6rHTWVUkotcqafECIS4oLyX7bW/nq1+I6I3KxGsm8Cd6vlrwHP1TZ/Fni9Wv6dU8s/XS1/dsb6i15jgrX2Q8CHAN7+9refLolUHUu7SnU4bXfFeSUPR2alG7TjgC/29w6NiKZVFZRRIDgsSqTW1XPUhXI/zbm9OxgHqKMR5K/c640vBLY6B6kNt3YHbPczOknAN3YGlNbtQ5oZjHUpKpEvjLJ6fBF8hDhwFyyujOLk+xNXEzDbVUfP5zdaEyP/97tDHqZDBI848CktbPeGZIXF99xzR4FPmpekxo1IrzVDwsAjL0oGmQtqG6HHesNNyvzGzoBn1hts97KqIo3QTWenInUaIW+41mK7n5GZkt6woJuaI5v0zGqOc5ygtX6hdmMlJqvmBMy6oDl4D32K2jX7qNLMonkP0xORRy6qO61SSqknw1lWZRHgfwB+31r739Qe+hgwqqzyXuA3asvfU1VneQewW6WjfAJ4p4isV5M+3wl8onpsX0TeUb3We6aea9ZrqAsyq0rLUUbB26KSh9Pu7A7ZrVqbm8LODCgtB3W3AZphgOcLhS0JfFczu5vl7PZdw6OhKWlGLud8ZHQhUK/6kuYu1aQZBePyiHHgsVpVHGmEPhutiCQQmqE3vlDxPJcWMst6Ix6/D6OgtBEGXGvF+OLxjYcpvbRgP824203JTEEjcrXPA8+lqES+8Nx6k7VGhCkBceUSR0F54LmUitSU7PQzdgc5Q1Ow08/5xsMBn/3aNpHv8cxag/VmyFozZL0Z8ux6g+c2mq4GeG3i7lGVT+D0zXHqLehH3TLj0Ge1GbHWjFhtRhNB+cjNVfd6ca3SzKJ5D9MTkeuO09VWKaWUOo2zHPb5DuDPAZ8XkX9WLfvPgZ8FPioiPwq8CvyZ6rF/CHwf8ArQB94HYK3dFpGfAX67Wu+vjCaCAj8O/CLQwE36/Hi1fN5rqAu0uZLMnLw4zyh4O2nZxFG6wd39dNyIp06A3nAyKIt9j8AX3nCtydCU2BTXLKeqApKXdiJ3ajRqfb+bsrue8/RaY5xI5dI7fFab7nVMURL6HqHvRmsF4WGaEwfeuNRhbtzIL2JJc5distGO8f2D96FeG/72bso/v7XLvT33+7Ao6VbB/SA3BJ5HEvqkeYEvbuJqEvjspTnGWArPEFb1E62F/bQg9N1+tmNX0hFgaAz9Yckr97q89WaHa+35DXquFREPetm48kl9gmXdozTHma4NPuv4TotD4UY7IZBsorTkrE6mMH8i8siirrZKKaXUozjLqiz/N7PzwAG+e8b6FviJOc/1YeDDM5Z/FvjWGcsfzHoNdbHqVVqOMgrejip5OEual9zdO5hMOAoYR0Rk3BGzLgl8mpHP0JSHyvzlpsQTOZSvDtDPuqR5yX6aY0qXMjJ6viTwJyaWCi4/upvm3N/PQCyh50bwX93pkwT+OD+6LCHNyvGFyWozJAk9Xt8d8MrdLr3aKHua1XPZPfpZQRJYfM+l0KSZYbUZ4XkuF77bNzSiYFxBxVhLXgjtGHz/oMb46L3PTcnrDwcLO2KOqqps97NDlU/g8VUfqV/gzTq+h/ar4S4m/sDTKxMTTafnuxw1EXlkXldbpZRS6lFpoqQ6VyctHXfatIG7+wfBfz1gzExJagqGRYkpCkwJYZXKYYF7+0OsPRx4RYHH9mA4rnhSl5mSQVZUAXjJbppNVGyZ1cVyoxWPJxcW1tU3bycBm50YrBuVDX2htNbV1c5LtoqY0lq++Po+270hvcxgCgviAmhT1trVe0JqSlYSl9ZhrCvZWJau22joe4SeEHiuc2cYyLg84m4/pxH6eAKvP+yznxZ44v6ilUa4MHBtJ4ErqRh7tOPwTKqPTF/gTR/fife5HXKjE038mxpd8LVjH2v7x56IPP4bNb9cKaXUGdFPGHXuTlI67rRpA0VZjtMxgHEw+fpun2Fe4AMPBwY8wXgeeZGRRCXdoRB6PmHAuDuliLDmhex0c9bm5B6PJm82owCvl7GbZnjijbeP/IPgPDMlWVHSTnxCz8f3XGOewBOK0k3abIQBeWHZ6efs9N1I/BdvAQJZUdLPCgZZyV5V+aW0lmCq7njkT15E9IduEipYktC1pp81+tsd5nzxVkYjCijKkkF1AdXLDA8HOWVpeeF6a+H7347DiYmxj9usMovtJGCQFfQzQxx6XG/HPLPemHlB0IoD3nijjSntib6RmTVpVSmllHpc9BNGXZiTVuE4Cd/zqMf0o3J/nrj63YHv0WlE9KsKLaZ0ZRUDT4AcU0IzdJMz23HAnf0hrbggCryZgZ7FTUY0ZUlZupH+OPDdiDbQw10sgJCE3rgr6P1eymoSsTcwbLRD1md01ry3n3K/m5HlJYjl5mqD1WZIP3N57qYoyQpL7FvCwAX6gYgL4k1J4FkaUUBZWhqhTysJsaVgZ1QX3e5n7KfGVZPJC5qxPw7MBTfB9fOvPcRayxtvzC+LeB6jyo+jNvhp5z0opZRSZ0EDc7XU6hMeT2JzJeZONTGymxpu7aSkpqSfGR50M/KirCqiyLgBUGoMWW7xxHXFzIuCVtwgDITu0OIhPOhm9END6HtYXOAruImEu/2cbmoQgdj3WUlGbeBL+kPD0JSEgStrmAQ+WeEmiaamcB07Aw9f8nH1l35muLvngnL3u6tRnhUFZekuPlaTkN3UAiUWcPM5hWFxEHQbseRFXl2MBKw1InZ6h5vqdIc5D/v5uJygKS1Y14HUlIwnTlrgqw/6NKKAp1YPB6rnPar8KLXBTzPvQSmllDorGpirpTZdheM4GpHHZidhd+AmWP7erYf0h277B90MU5b0hwVIQRL6rDZCHvaHpHlBIB5DU5JEIYHnsdPPGVTNc0rsePs49CgKO87r3h5keCLjyZ6+L2SmrPKswSLjUdzu0OD7QjPyKUt40MtoVY/tDnIK6+qB7w1cGosnVBcC7rX6WYmpXjvwqYLSgtwU9IbFofrbgS+YwhL6kJeQG0vgC4I3nvwJ8LCfk9QqxYDLS0+igDQrxstH32F8bbs3MzC/bKPKJ533oJRSSp0VDczV0jttuoEnwpfu7HF3b4i1lryEgTGEnkcS+3RTlwLRyyz7qaEVhS74TPNx6UNTWtIsB+uR5W6UfZAV7A5yVquR7dD3GAzdqHsRW1pxQImPKQq6ac72IKco3GROVzZRCD2hFfk86LpgeFTasDc0vP6wxPeEvCjHk1+DWkaPm7RqAQ9TQuJ7dG0+HiUvynLcybQoS4ZG8EVYiQMiz6M7NKwkQXXh4Ubj86Ig8CeD8pHY92i3ffLq+aOqTnh/WLDTy1hvHeTdX9ZR5ceRFqOUUko9Kv3EUUvvNOkGX3/Q54u399gfmHHN8lEqSOBBEgU0Q5/dNGc/zYlqQWkc+uPRaMCNLFuLqVJesqLEFC6FJfDF5ZYXrtJJd2gwZYkpXP3sZuxzt+tG4wc5JKHP9XbkAmdxtdLz0hsHhOBG1JvRQSAMrqqKKUqK0kLoEYhHvWllI3LdPQsLRWmxlOTGVWBpx64MJAIiLu2mlfg8u97k5TsWX4Ttfkboz26400p82lHoqtmYYqLCzIPekPVWdGVGlR8lLUYppZR6VPoJpC6Fk6Qb3N1P+dw3dsmMpZ0ErJqQXlpgcYHvaKJnI3KVUhqhT72seeh7RD74HiRhgCkNo5e8v5/ieR6FtZiyZKMZM8gKBnnpRrUFdgfCaiMktB6391JaUeCaFBUH6TSeCM9uJGAN+/vDcVCeF67sYV7YQ5MzA98jzQ1RYAlCjwiPfl6QmhJfPNZaIf1hQVlaytLVMG8EPjc7jSpn3r1+uxFgSzdi/7bn1nn53j4PuocnggYeXG/HtCMXbCeBzzNrDdyXCq4J0moz5MXNlo4qK6WUUo+BfpqqS+M46Qa7/Zyv3uuP61kLVaOftqvL/ZAci8VlWLu0kzgQumlB6Am+LwjCWjOkEfk87GUUpUfglewOcvazgkZoiQKPVhTQiHz6VXOfgSmrxj4eUSBAQJqXRD5VCsvBSHNvWHB7d4gn0KvVah8FzxZLUZakea1xkO/Ril1uu+BG6j1f2OllFGVJErqmRIO8cDXJrWUlDiix5AUEftWkqPoq4PWHKd+81eEtT3foDQ2DvBi/N2F1wVJvtNRpHrzPo0HlzZVEg3KllFLqMdFPVHXpLEo3uLufjgNlAPFctRFrLVaoGulUOdKZIc8KQt+VTwz8gwmarSggClx7+nYcsjfMeNDLiHwhDnxacXCoadCwuhjoZq5qSyMMECCvJl6CC7zzwlVQubObcq0d08sL4qkJl3mVKjOs5asMTcFK4hP4HiJueey7LqHGWMLAIy8KGmFEUZaEgU8cuMZAYSCsJpHrFhq7lBprLdv9jOc3mrz16Q77qRmXdxy9BwBRIKwk4cwAfHPlcHlHpZRSSp2OBubqyugNjUuxwAXde2lObizD3KWdAPRTA+JyzC2uskkUTNZKD2vNgALfTcx0dck9MuPyy01RElblEEPfYz81Lv8bN0qfFa7RzSg1xeLyzuvdOSO/YLuX0R8aiANi32NgCvpZQStyAbgvBaNYOQk8PPEIPCEOgnG1FTfCLYTVaH/oCyuNeCLYD3wXXPeGxlV+KS2dRjDuWvrseovnNgY87OdkpmQlDlhphCSRR+zP/m+i0wjYPMMmQkoppdSTRgNzdWWM8rR304wHVe1vcJMXd/suME+igO7QjOuNA9iqVvdIMz4oNxh6wu3dAdt9V/fb8wRjrauJPixIYjdqbXE53ViX0lKUrhNnUE0I3R24nHXXwEjwPcgLn97Q0IwDV2mlKDDGPU9Qm4g6NCVxVcbQFCWBeOSmJPJ92olHGLi0lW5maCc+rejwBMzR6HcrDvB9oTcsxl1V+5mhEfm8sNHmlaLLyurxKpG8eXPleAdGKaWUUseigbm6Mkpr6aaGdDg5OTQJfIrYjke9y9KnnxcupcRCEnokUYCHa2g0ysH2BDLrcrYBF2h7llbk0058BMEULqd8sxNzazdlf2AoLESejEfKA08YmoJB5qqmRIGw1oiq57UE4tFMfPpDQzsJaJU+4rkUlE7DpanspjndNHfBuYXCwiA3mNJzDX2iEAuYwpKXJbkpx/nia82QJPQn3o9OErDWDFlvhaw3QzY7MS9utnh6I+FLt7pHvtfffLPNc9eaj+nIKaWUUgo0MFdXwGgy6L39IV+538X3XHpJvXnOeKQ4LWhEbuQ7zQz7mUGAtUbI9XZEZtzEzsAT+pkrDehqgpcEvkfsl6w0AprhwaljLdgSxLoheF+k2sZiCjdB1ZZ2nJKCPUidCT0hL+04L74R+qw3I3YHB505Da7Eox/5eJ4bNTe+YBECH5pRSBT4DDKXX1+luhN4QhJ6ZMbyoDd0zZqqi46VJETwaIYBT6022KpSUt5yc5WVKORLd/bYTw+XT+w0At68uaJBuVJKKXUGNDBXl9ZuP58on/iwl49TWApbkhd2HIjCQXWWzJRkRYlthnSGhhvtmJeeWqEdB1gL/dzw6oPBeLtW7HLMAw+e3WhiLYdGpftDQxz6JEUxDoxNCR6QFm4iZuBXOejiRtBD36MRBdisAGtJwoD1VsTWSkIj9NlLXb53EAjXo4RhUdId5IDFr0bUr7cT3ni9zde3e+RFSQk0Qo/I98bpMOBG0nf7OSYpeboqebg7yLCU3OhE9IZmPKH2uWtNnrvW5O5eyt394bhh0VOrMdcvWVdPpZRS6jLRwFydm+kyh+1HaOZydz891HCotHY8Uu6LR1oYumU+rsM9EgUHkzuvtWPe+kyHtcZB98pBFrCf5uNa3SIxQ1MQiIcvHrvDIWlea/5TFvSGBb6UdJKoSikpaUYuh9zzhMAXgqobpylKTFmSBB5rzYjVhqtbnhelq7fetjy70aSfGb5yv0dYWgZZQT8vQIS1Zkwr9mlFAevNkH5m2E8NzSjAy0vaSYApDtd6D31XanGnl+GLN17WTQu6aY8k9NhcOWgStNlJlnZy5+P8t6SUUkotC/0kU6d23OBoemR75C7DQ8Hgcez285ldQC0u1WI0at6KA9K8mGhRXxcFHi/eaPNNm22aYTDex35miIOAonSVXULfY2slYXeQc787xFQNfBDwRDBFie8JzdBzLYGs5fpKRBIEZIVl+i8LqtHs1UZAOw6IAiEvLLd3U0xZkpqSVVxKzGoS4lFN0Axd7fT1VjSuiS4i7KU5Us1kFcFVZYkjMlNgcVViotDlsG/3MnZTw0YzJAq8iQuSNC95dbvPVhGzubKcAfnj/reklFJKLRMNzNWJnSQ4mjWyXXeaYPDufjpzuQDNKMA07DhHOwl9wkBYb0SkZjQCLni4ZjuBLzzoZnSuh7y0tUJvaLBYdgYZuSlZb0bEgc+D7pD73YzVRjhRizz2PTpJQFaUtCKfKPDZHxpaUUBqDo9ajzRDfzxqv5KE+B4MsoLe0JCZonpv3M/MWDqNkFYUTEziHMmNJfI9ekAcuBz0KAnHz5+agvvdlIf9qr57XuIJ1XviKtS0k4P/Cu7sDol9f+kC3LP4t6SUUkotEw3M1YmcJDiKfX/hunV3doeYwuVOLxqBH9Uqn6UZBez0czoNF3DvDVwd8dxYEMtqw6V9pHlBGPqUFh72c1qxz1fuHaRyNEIfrLDaPBhNzsuSduxKLU538Qx8ISw8WrEbAd9aSRiYgqKfH9pHNyHTJw48RGSim+ZKwwXez603WG+GlNaSmZJOI5h4vZF6/fXRhFVTunSedhIwNCUPe5krDzkoavsAjcBnvRXhicftvZSNMmSjedAs6O5+ulSB+bxvSWZZ1gsLpZRS6igamKtjO2lwlBcFoX94hHdaNzVs94e8ut3n+Y2Dah+zRuC7tfb10xqRG4XOTEkzcgHvMC9ITUkU+Ajge8JG6yAAjUOhUVVYGV1UbHcn/8ahMeTGusountAbmolGQXlRIHi0I59r7WgcaA86htQYhtWFRH1CZuh7PLWasJocBP+dJGQ/Nay3Iq613T7up4Zwzsj7ShKOR9fBpe7sDnIEN+m0kwT0UuNeNxBCPKLA5bq7bp4Hp/92Nyfy/PHIeZqXExNCL9q8b0kWra+BuVJKqctmOT511aVwkuBokBvu7WcTgfYs2/0h293RyLKb5NiIDoL56fSEUVOceTaaEbf3DvYzDn3i0Cf0IS8gDiYvFNYbky3lB7lhu59jynI8WXN3YOim+ThfeyVxAV9WjFJjApqRx3PXWof25Q8+s8ath+mhfO927LPenHztZhSw3grHgX0zCrBz/t7RSHu9JGQS+hTViLkF9lLjLlQKb9xgaLx9IzrURGi7P5xIaekuSWC+6FuSeZbtwkIppZQ6Dv3UUsdy0uConxXjdu/1QLuum5paUD7azsxc/6v3+uz2cwZ5wXY3oxkFM9drJwHXiogHvWxi+W5qJmqPA2y0w4lAdLTfAFi3L3tpznZ3SD87+Nt7WUHge7RinyRw299cPZzTHIc+a83IlSocTP6do+B+en+eWWtwo52ML4KiYDKFxY10HwTvSeixd1DZkfVWxEqVxpJXI+314D7whVYUcGMlYlpmLIPcjL9BOOoi6Lws+pbkqO00MFdKKXWZ6KeWOpaTBkd2qt37LNv92ZVVJl43NWz3MzJTcq+bcmMlZqefs9PPiQKPjWZ0KLgeVS0ZbTfMC/yDdGziUFhvxIe2q+93LzdkuctPH1U8qTNFyW6/pIgtT681uL4S43lMXGgIbtQ8M6XLeU8NuSkn8sqn9+dG26XtrDZDNxHVWn7na9uICEnkEfuT+xwHAWGQuzx6YCVxz32t5fEwzN2EV1z1ljhwufFRIMTB7FO/nxXjwNyb8XdfhNNeICzLhYVSSil1XBqYq2M5aZAzCmbnbTXIDZk5/Gg9FNzpZRMj36P1o0DIjJsYeXsv5VoRsd6aHAFuJwHtJGCQFdzvpTRCHxGZGOWet9/9zLDXN64SShxgKekND3fBDHzBr2qUuyA8JvJ8tvtDMmPHo/rXCrdv661wvB+j6jD1/dlajSfyoltxwL/y3Br93HDr4fzc/k4S8qCqGNOMAuLAq1J4Stf0KPC4W1t/1mj9SH10vV0bbb7IuuGnvUBYlgsLpZRS6rg0MFfHctIgpxn57PRy5m01Thk5tJ37J9lNzaF0lNF2G814Io/8QS8bVyKZ1oh8vqm5wrBKq+mlhi7FuLTi9Gh+M3IdN8EFqc0o5PmNNtCjNyzGAfVo9BlcLvdL1X6PLggslq2Oy4nf7MSU1tJNZ6cDNSJvPFI+y7c8tYot98YB/7T1Vsh6K2RYNT1ab0YMa5NCXY69a7w0PVo/bXRB1YhclZllqBvejgPucrxJx9PbKaWUUpeJfnKpYzlpcNQIXeOceUHgrEmNceCNA+Xt/uGgfLRdOwnYKMOJtJHtfjYzMN9ajdnt57y63Sebqm4yPx1GgMkUluvtGGH2Ps26+HjDRutwwLp6eOR5lHqyyGoz5MWtFu3dgEFu6GfFzBH3bmrwPHfB4WfCTq1c442VkGE1ir9Is3r/R3nuy1A3vBUHJKF3ojkOowsLpZRS6jLRTy51LKcJjp5ebYzLA06blbe9XtUNH1QTRxdtN502Mj3RdDQKPSwKdqpc81mm02H6WUEncd1Dk9rEy2YUkDdL9vqHc+1XkmAil346JaWudcoUkM2VhNj3ubuf0ghnj7o/v9EZ56Z3hwZjSzJTjoP36dSgaaPSkVurrlrMMtUN31xJeHW7f+z1b7S1wZBSSqnLRwNzdWzHDY5Go7o3VxNMaemlhyuzjFJdRq61Dkat+9n8iabN2vOM88ir10sij81OPB6FHtVdH43ez0oDGRmlw7j0lQBvRYinumyuJhGh57GXHky2HOV1W45OSXlU9Umhi0bdR8F/EvgTx2t6Uuy0m50Gz280WW2GvHxn/0T7dtZ1w1ebIVtFfKyLhUUXRkoppdQy08BcHdtRwdGoUVBmLNda0TgQLkrLnb0BreigPOEoWBaE9alUknnhc70ZUF0jDGiEAddXIrY6Cb2h4c5eypfvdatmQ/5EXvowL0jzg7riSVXrfLuf0YpdMP5CVZN8OogdNS6yWOLAoxm5yZwvXGvywvX2Sd7OUzvuqPus41WfFNvPzPg9eOONFm+o/uZlrRte/9bgNLn6Siml1LLTwFydyOZKgiksX3vQI80LRIRm5Ff1xXPiwOOpzmQpwvrItu9RtYIXrrcj7ncPp1bMmzA63QxoWjc1vJzuk+YurWUUkO70cqJAKMqSe91sXN97ZC81hIFHJwlYSRoTo/ezgliX1jM5mn7jDHOsH8W8YLYR+dXtcDC7zHXDj/utgVJKKXUZ6SeZOrZ6hY52HOKLRz8z3N0bsjvIeXrV1fOepxEGFCU0w2AcCPq+HBqBb0bBxMRFmN0MqG67P6QRHFRZmU6Hub+fsTtwAXoYyDgVZSQ3JftpThy02WhFM4PYuX/Xkk80PGkwexnqhp82V18ppZRaZvrJpo5lVoWOUcDaywqaUcDDQY7nu4mZRz3XKDCfNaLbiHzXSt6UC5sBjXRTQy8t2Ng4eN16iNjPzLjzZmYs19oRvufSL0bVTUbNe/pZwdOr/olSOS7LRMPjBrNaN1wppZS6GBqYqyONJlHOMl1BZbubE3n+wkB6Oh951ohuEno8HGQLmwGNX7M/PHQxUA8R99LJ0fO9NOepToNZMaoAqSnYWn1yJxqed93wi2xepJRSSi0T/fRTR7q7n859bDplZGgMX7nf5em1ZJx/PmvC5qx85IkR3dXZo/TTBrlhJT6c5jJKhxnmxaGc8txYhsbMbEvfjALSvOTpKOD5jSdzouF51Q1fhuZFSiml1DLRwFwtdFSFjlHKSD8zE2UEfXHlBkcTLzeak+kox8lHPk4VjiSMSGfW9XbpMLtzGhWleXloxLze4Kg7NGx1kid2ouFZ1w1fluZFSiml1DK52tGFemRHVegQYDfNDjXeSfNiXAc8M5bbeykbZThOOTluPvJRExdv7Q5I89nB90Yz4u7e7NH+WZ1HRw2OYPLC4UmcaHiWdcMXpUZNO4/mRUoppdSyeLKiDXViR41sW8vMbpiztqrnn580H3lecLwowG8nAevNiP308P5Ndx6tl0g86nmfFGdVN3xRatS89TUwV0op9STQwFwtdFSA2s8Noe+RF5OB27yttvtDbnSihSPQJ5kMOD1RcdQFdFRtZaMd0ssi9gZmYh+T0ANc+sp0g6PR86rHXzd8WZsXKaWUUstAP+nUQosqdAxyQ2YsnUbAg6lGQdMNeEYyY+cGdKeZDDiaqHh/Pxt3HZ21n51GgC9CakrCAJ7qNGY2CoLlr0t+ER5XOs8yNy9SSimlLpp+0qmFFlXo6GcF4CqZmIYd1wqPAg/EsjvIDuqEhx5xEHCtFeF7h8fTH2UyoAjcnpNLDq6x0YNuRqcZsNqIeKqTLCzneFnqkl9Gp21C1B3msIeWVFRKKXWl6SebOtK8Ch31CZSdRkjgC3f3UgZ5SbY3Gcinuce1thD63qHg7FEmA+72cwZZybVWxIPe7Emg4wuHfs7WyuKg/CrWJV8mJ83d76aG7X5GK/a51jr4N6UlFZVSSl1FGpirI82r0DE9gTIvSzZaMXHgkZpyarTcpYzc3kvpNANurjbG2z3KZMDRtuutiND32O5nEw2PRm6sxDy91kBk9ojtVa5LvkxO0rxop5eNL7ZurESHHteSikoppa4aDczVscyq0NGMXJ1ygKKwhJ43zh+P5+SYA/TSgt1+Pp5UeNrJgKP7I+0koJ0EDLKCfmawuEmo07nkW50YC5eqLvlV6Y553OZF3dSMg/I4lJlNqka0pKJSSqmr4vJ9sqsj9YaGu/vpuEzgShyw2UkeOZA7XKEjoigtgedxdz/FN0enKYya+IxGvR+Q+qxOAAAS4klEQVRlMuA8jcgfNwqaxQJbncsxwnoVu2Mep3nRdq0x1HojPvI5taSiUkqpq0AD8ytkt5/z5Xv73NodHkrniII9bq42ePFGe2EAc5yR2XqFjmYY8KU7ezOrocwyauIzGvU+7WTA0273qNuep6vaHfOo5kWDrBj/+91ohwvnBIxoSUWllFJXgX6KXRF391O++Pr+3AmQmbF87UGf/WHOt9zsHArkTjsyu9oMj13ze7qJT3dojjUZcDo1pRkFj9QA6DI0D7rq3TEXNS/qZ4Y4FNYb8bGC8hEtqaiUUuqy00+xK2C3n/PlO725QXnddtetWw/kHnVkdr3lShDOm3g5r4lPaS2dJJw7GXBUkWP6OXf6OXHocWPl6BSHWS5D86AnoTvmvOZFrdinNyxO/HyX5ZsQpZRSah7vrJ5YRD4sIndF5Au1ZRsi8kkRebn6uV4tFxH5gIi8IiKfE5G31bZ5b7X+yyLy3trybxORz1fbfECqEiHzXuMqu7ufTuTkHmW7PxwHficdmd3t54eWeyK0k4DnN5o8s9ZgvRmy1gxZb4Zca0c0I5/UFDzoDhlkxcR2o8mA03Z6Gbf30tmBfih4IjzoZvSzk+WoX4bmQY86IfayacUBW52Em6sNth5hLsRl+CZEKaWUWuTMAnPgF4F3TS17P/Apa+1LwKeq3wHeDbxU3X4M+CC4IBv4aeCPAX8U+OlaoP3Bat3Rdu864jWupN7QsNPLZwaw82TGstPPxpNET2LW+vUR6Ebkc60dkwQ+vazgQTdjp5/zsJ+z08/5xsMBr2736aZmvN30KHy9Iscs9cmAZenWP67L0DzoLCbEXian/UbjMnwTopRSSi1yZoG5tfb/AranFv8g8EvV/V8Cfqi2/CPW+cfAmojcBL4X+KS1dttauwN8EnhX9VjHWvuPrOty85Gp55r1GldSd2hOPGoMrmvnrPzeo8wamZ0e9V402g2QmZKdwZBetd+rzZCt1YNge9Ho//RkwHYSIN7xUhguS/Ogi5gQu0zmfYuyyGX4JkQppZQ6ylmOmM+yZa29BVD93KyWPwN8vbbea9WyRctfm7F80WtcSaW1nCYcs9aOyyme1KyR2dGo91Gj3SPrjXgiNWZzJeH5jSbW2rnpK091Ejaah/PKW1HI9XY0N5hrRB7PbzQvTeWS06ZkXKVUjpMeq8vwTYhSSil1lGUZYpoVUdhTLD/Zi4r8GC4dhueff/6kmy8FT2Tmm3GU6a6dJzFrZHZUAu+o+tQwOepdn7S42gzZMgmpKehnxbhzaCv2SYLF/1Q9T3hpa+XQRMLL0Dxo2km6Y05vd1UcVVKx7rJ8E6KUUkod5bw/ye+IyE1r7a0qHeVutfw14Lnaes8Cr1fLv3Nq+aer5c/OWH/Raxxirf0Q8CGAt7/97eeaB/C4Ojm2Yxd47syYlLlIM/JZiQO6VfWLWSUJ5zXpmTcy24oCNpoR2/3hzLrms0rgTdefLq2lEQYLOz3OMrpYaJ3yfVwmx+2OWXcVUzkWlVQE9zffaF++BktKKaXUPOf9Sf4x4L3Az1Y/f6O2/N8Vkb+Pm+i5WwXWnwD+q9qEz3cCP2mt3RaRfRF5B/AZ4D3A3zziNZbC4+7k2IoD1lsh97qHmwrNE4fCRitis5Nw++u7c0sSRoHHxowyh/NGZrtDQzsJaCcBg9wce9S7Xn9a0zic43THrLuqqRzzSipexm9ClFJKqaOc2SebiPwKbrT7uoi8hquu8rPAR0XkR4FXgT9Trf4Pge8DXgH6wPsAqgD8Z4Dfrtb7K9ba0YTSH8dVfmkAH69uLHiNC3dWnRw3VxLu77sJl8ex3oi50U7oZWbu6Da4SZq391KuFRHrLdexc9HIbD3F5SSj3vXtNI3D0VSOSVfhmxCllFLqKGf2SWet/ZE5D333jHUt8BNznufDwIdnLP8s8K0zlj+Y9RoX7Sw7Oa42Q17capEX5ZETLzfaITfXEu7up7y240Zkh8YQL8jhftDLCH2PdhIsHJl9HKPdmsZxQFM5lFJKqSfL1YtmltRZd3LcXEmIn/P58r19bu0eTmuJQ2ElDmnFPvup4dXt/nidYW7Z6Q/oJOHc9IDtfsaLW62F+/S4Rrs1jeOApnIopZRSTw79ZD8Hj9LJ8SQjwavNkLe9YWPcOGhUDrGTBIgIewP3+yArJgL3TiMk8IW91JCXJatJNPG8btJmRGtBIDgKHPdT1+xo0eTRulmj3ZrGcZimciillFJXn37Sn4NH6eR4mmCsFQe8MW6Pf9/t5xMj0LMaEjUjNwI7zAuiQGhG/qFJm7P2Z3oyqyDsVF0+500erZs32q1pHEoppZR60mhgfg4uupPjdBrNomeNQzfKfX1GwDy9P7Mms7aTgI0yZLubz5w8WnfUaLemcSillFLqSaLRzTm4yBKAs9JojnrWzFgGuTlUVaW+P4sms240YyLPH1d8qU8ehZOPdmsah1JKKaWeBBrtnIOLLAE4K43mOA2J+llxKDCv789Rk1kP1TMXy2Yn1tFupZRSSqk5NEI6BxdZAnBWOkwj8okCb2FDIju1XX1/TjKZtV7PfNSlVCmllFJKHeZd9A48KU7SMAgeXwnAeekwG83DOd91MrVdfX8eZTKrUkoppZSaTQPzc7LaDNlajY+17uMsATgvHaadBFybMSFzpFkrdTi9Pxc9mfVx6Q0Nd/ZSbu0OuLOX0tMLB6WUUkpdIM0rOEcXUQJwURrNeisi9D22+9lEWksciktBmbM/FzmZ9XGYLvE4cpchSeixuaJlGJVSSil1/jQwP2cXUQJwUSfN8STNrKCfGSzw7HqDZ9Ybc/fnIiezPqpZJR7r0rzk1e0+W0V84vQjpZRSSqlHcfGR0hPqPEsAHqeTZiPyaUQ+W6tHB6QXOZn1USwq8Tjtzu6Q2Pd15FwppZRS50ZzzJ8QmysJz280ScLZh7wReTy/0Tz2KPFFTWZ9FEeVeHzU9ZVSSimlHoWOmD9BHmcazXFG4Uce52TW0zpJiceRNC/pDc2Fj/QrpZRS6smgEccT6HGl0VzEZNZp0xcZ7Tl/26OUeNTAXCmllFLnQSMO9UguYjIrnLyyylUp8aiUUkqpq0sDc/VYnOdk1tNUVrnsJR6VUkopdfXp5E91qZy0sspuPwdOX6pxGUo8KqWUUurJoIG5ulROW1llVOLxJJahxKNSSimlnhwamKtL41Eqq8DlLPGolFJKqSeHBubq0niUyipQlXhcjY+1zTKUeFRKKaXUk0W/p1eXxuOorLIMJR6VUkoppWbRwFxdGo+rsspFlXhUSimllFpEoxB1abTjgLscryLL9HaznGeJR6WUUkqpo2iOubo0tLKKUkoppa4yDczVpaKVVZRSSil1VWlgri4VrayilFJKqatKv+NXl45WVlFKKaXUVaSBubqUtLKKUkoppa4ajWDUpaaVVZRSSil1VWiOuVJKKaWUUktAA3OllFJKKaWWgAbmSimllFJKLQENzJVSSimllFoCGpgrpZRSSim1BDQwV0oppZRSagloYK6UUkoppdQS0MBcKaWUUkqpJaCBuVJKKaWUUktAA3OllFJKKaWWgAbmSimllFJKLQGx1l70PiwFEbkHfO0Mnvo6cP8Mnlc9Oj02y02Pz3LT47O89NgsNz0+y+u8js0brLU3Zj2ggfkZE5HPWmvfftH7oQ7TY7Pc9PgsNz0+y0uPzXLT47O8luHYaCqLUkoppZRSS0ADc6WUUkoppZaABuZn70MXvQNqLj02y02Pz3LT47O89NgsNz0+y+vCj43mmCullFJKKbUEdMRcKaWUUkqpJaCB+TGJiC8i/5+I/Gb1+xtF5DMi8rKI/KqIRNXyuPr9lerxF2rP8ZPV8i+JyPfWlr+rWvaKiLz/vP+2y05E1kTk10TkiyLy+yLy7SKyISKfrI7PJ0VkvVpXROQD1Xv9ORF5W+153lut/7KIvLe2/NtE5PPVNh8QEbmIv/OyEpH/UER+T0S+ICK/IiKJnj8XR0Q+LCJ3ReQLtWVnfr7Mew11YM6x+WvV/22fE5H/WUTWao+d6Jw4zXmnDsw6PrXH/hMRsSJyvfpdz51zNu/4iMi/V50Pvycif7W2fDnPH2ut3o5xA/4j4O8Bv1n9/lHgh6v7Pw/8eHX/3wF+vrr/w8CvVvffAvwuEANvBL4M+NXty8CbgKha5y0X/fdephvwS8C/Vd2PgDXgrwLvr5a9H/i56v73AR8HBHgH8Jlq+QbwlernenV/vXrsnwDfXm3zceDdF/03X5Yb8AzwL4FG9ftHgT+v58+FHpN/HXgb8IXasjM/X+a9ht6OPDbvBILq/s/Vjs2Jz4mTnnd6O/r4VMufAz6B64VyvVqm584SHB/gTwL/OxBXv29WP5f2/LnwN/Iy3IBngU8B3wX8ZnXS3K/9Z/ntwCeq+58Avr26H1TrCfCTwE/WnvMT1XbjbavlE+vp7chj08EFfjK1/EvAzer+TeBL1f1fAH5kej3gR4BfqC3/hWrZTeCLteUT6+ntyOPzDPD16kMoqM6f79Xz58KPywtTH15nfr7Mew29LT42U4/9m8AvV/dPdE6c5nProt+LZbzNOj7ArwF/CPgqB4G5njtLcHxwwfT3zFhvac8fTWU5nr8B/GdAWf1+DXhorTXV76/hAhA4CESoHt+t1h8vn9pm3nJ1PG8C7gF/R1yq0d8WkRawZa29BVD93KzWP+lxeKa6P71cHYO19hvAXwdeBW7hzoffQc+fZXMe58u811DH9xdwI6lw8mNzms8tdQQR+QHgG9ba3516SM+d5fBm4I9XKSb/p4j8kWr50p4/GpgfQUS+H7hrrf2d+uIZq9ojHjvpcnU8Ae6rqw9aa/8w0MN91TePHp9zVOVC/iDuq8KngRbw7hmr6vmznPR4LAkR+SnAAL88WjRjtdMeGz1upyAiTeCngL806+EZy/TcOX8BLmXoHcB/Cny0yt1f2vNHA/OjfQfwAyLyVeDv49JZ/gawJiJBtc6zwOvV/ddw+WZUj68C2/XlU9vMW66O5zXgNWvtZ6rffw0XqN8RkZsA1c+7tfVPchxeq+5PL1fH8z3Av7TW3rPW5sCvA/8aev4sm/M4X+a9hjpCNUHw+4E/a6vvyzn5sbnPyc87tdiLuEGH361ihGeBfyoiT6HnzrJ4Dfh16/wTXObDdZb4/NHA/AjW2p+01j5rrX0Bl9T/W9baPwv8H8CfrlZ7L/Ab1f2PVb9TPf5b1X+kHwN+uJq9+0bgJdxEj98GXqpm+0bVa3zsHP60K8Faexv4uoh8c7Xou4F/zuRxmD4+76lmzL8D2K2+GvwE8E4RWa9Ged+Jyx+7BeyLyDuqq+z31J5LHe1V4B0i0qzev9Hx0fNnuZzH+TLvNdQCIvIu4C8CP2Ct7dceOtE5UZ1HJz3v1ALW2s9bazettS9UMcJrwNuqzyU9d5bD/4IbUEVE3oyb0HmfZT5/LjpR/zLdgO/koCrLm6qD+ArwP3Ew4zepfn+levxNte1/Cjfb90vUKnvgZm//i+qxn7rov/Oy3YB/Ffgs8LnqJFzH5Xd9Cni5+rlRrSvAf1u9158H3l57nr9QHbdXgPfVlr8d+EK1zd9CJ0Wd9Pj8ZeCL1Xv4P+Jmwev5c3HH41dw+f45LpD40fM4X+a9ht6OPDav4PJX/1l1+/na+ic6J05z3ult8fGZevyrHEz+1HNnCY4PLhD/u9X7+k+B76qtv5Tnj3b+VEoppZRSagloKotSSimllFJLQANzpZRSSimlloAG5koppZRSSi0BDcyVUkoppZRaAhqYK6WUUkoptQQ0MFdKKXVsIvKLIvKnj15TKaXUSWlgrpRS6szUOuUppZQ6gv6HqZRSTzgRaQEfxbWZ9oGfAb4Z+DeABvD/Av+2nWp8ISJ/adY6IvLp6vfvAH5LRP488GZrbS4iHVwzsJestfk5/HlKKXVp6Ii5UkqpdwGvW2v/kLX2W4H/Ffhb1to/Uv3eAL5/xnaL1lmz1v4Ja+1fBj4N/Klq+Q8D/0CDcqWUOkwDc6WUUp8HvkdEfk5E/ri1dhf4kyLyGRH5PPBdwFtnbLdonV+t3f/bwPuq++8D/s7j/xOUUury01QWpZR6wllr/4WIfBvwfcB/LSL/G/ATwNuttV8Xkf8CSOrbiEgC/HcL1unVnv//EZEXRORPAL619gtn+xcppdTlpCPmSin1hBORp4G+tfbvAn8deFv10H0RaQOzqrAkx1in7iPAr6Cj5UopNZeOmCullPqDwF8TkRLIgR8HfgiX4vJV4LenN7DWPhSR/37ROlN+GfgvccG5UkqpGWRqkr1SSin12FW1z3/QWvvnLnpflFJqWemIuVJKqTMlIn8TeDcuh10ppdQcOmKulFJKKaXUEtDJn0oppZRSSi0BDcyVUkoppZRaAhqYK6WUUkoptQQ0MFdKKaWUUmoJaGCulFJKKaXUEtDAXCmllFJKqSXw/wMG/W2CtCAGggAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,s=200,linewidth=0,alpha=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### style\n", "\n", "Automatically choose styles based on another categorical feature in the dataset. Optionally use the **markers=** parameter to pass a list of marker choices based off matplotlib, for example: ['*','+','o']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,style='level of education')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "# Sometimes its nice to do BOTH hue and style off the same column\n", "sns.scatterplot(x='salary',y='sales',data=df,style='level of education',hue='level of education',s=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exporting a Seaborn Figure" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='salary',y='sales',data=df,style='level of education',hue='level of education',s=100)\n", "\n", "# Call savefig in the same cell\n", "plt.savefig('example_scatter.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "----" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }