{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example of HeavyDB UDF/UDTF: Black-Scholes Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The aim of this notebook is to demonstrate how one can enhance HeavyDB capabilities with UDF (User-Defined Functions) and UDTF (User-Defined Table Functions). For that end, we will demonstrate how one can create, register and invoke UDFs/UDTFs using [RBC](https://github.com/xnd-project/rbc) and [Numba](https://github.com/numba/numba)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Black-Scholes Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [Black-Scholes model](https://en.wikipedia.org/wiki/Black%E2%80%93Scholes_model) describes the price of an option over time. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$C(S_t, t) = N(d_1)S_t - N(d_2)PV(K)$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$d_1 = \\frac{1}{\\sigma \\sqrt{T - t}} [\\ln(\\frac{S_t}{K}) + (r + \\frac{\\sigma^2}{2})(T - t)]$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$d_2 = d_1-\\sigma \\sqrt{T-t}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$PV(K) = K e^{-r(T-t)}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where\n", "* $N$ is the standard normal cummulative distribution function (CDF)\n", "* $T-t$ is the time to maturity\n", "* $S$ is the spot price\n", "* $K$ is the strike price\n", "* $r$ is the risk-free rate\n", "* $\\sigma$ is the volatity of returns of the underlying asset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Connecting to the HeavyDB server" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's establish a connection to the HeavyDB server" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "import warnings; warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running with rbc version 0.9.1+64.g86ada05.dirty\n", "Connecting to HeavyDB version (7, 0, 0, 'dev-20230310-d961893816')\n" ] } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "import rbc\n", "print(f'Running with rbc version {rbc.__version__}')\n", "from rbc.heavydb import RemoteHeavyDB\n", "heavydb = RemoteHeavyDB(user='admin', password='HyperInteractive',\n", " host='127.0.0.1', port=6274)\n", "print(f'Connecting to HeavyDB version {heavydb.version}')\n", "assert heavydb.version[:3] >= (5, 4, 0), heavydb.version" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook requires HeavyDB version 5.4 or newer and rbc version 0.4 or newer. If the above fails or one is connected to older version of HeavyDB, please resolve the issue before continuing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this notebook, we will simulate a financial Black-Scholes model using using data from the following website:\n", "- http://www.scientific-consultants.com/nnbd.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read and adjust the test data" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FCTNOVLTYTIMESTRIKEOPRICESr
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" ], "text/plain": [ " FCTNO VLTY TIME STRIKE OPRICE S r\n", "1525 1526 2.0 0.059524 121.0 12.3662 100.0 0.0\n", "1526 1527 2.0 0.059524 122.0 12.1061 100.0 0.0\n", "1527 1528 2.0 0.059524 123.0 11.8515 100.0 0.0\n", "1528 1529 2.0 0.059524 124.0 11.6021 100.0 0.0\n", "1529 1530 2.0 0.059524 125.0 11.3580 100.0 0.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "# Data taken from\n", "# http://www.scientific-consultants.com/nnbd.html\n", "df = pd.read_csv('data_black_scholes.csv', sep=',')\n", "df['S'] = 100.0\n", "df['r'] = 0.0\n", "df['TIME'] = df['TIME'] / 252\n", "df.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a table named \"black_scholes\" in the database:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "SQL=lambda query: list(heavydb.sql_execute(query)[1])\n", "SQL('drop table if exists black_scholes')\n", "SQL('create table if not exists black_scholes ('\n", " ' S DOUBLE, X DOUBLE, T DOUBLE, r DOUBLE,'\n", " ' sigma DOUBLE, OPRICE DOUBLE);');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Insert data into the database:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "S = df['S']\n", "X = df['STRIKE']\n", "T = df['TIME']\n", "r = df['r']\n", "sigma = df['VLTY']\n", "OPRICE = df['OPRICE']\n", "heavydb.load_table_columnar('black_scholes', S=S, X=X, T=T, r=r, sigma=sigma, OPRICE=OPRICE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Verify that the table **black_scholes** contains the data:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " STRIKE TIME VLTY OPRICE\n", "1525 121.0 0.059524 2.0 12.3662\n", "1526 122.0 0.059524 2.0 12.1061\n", "1527 123.0 0.059524 2.0 11.8515\n", "1528 124.0 0.059524 2.0 11.6021\n", "1529 125.0 0.059524 2.0 11.3580" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = SQL('SELECT X, T, sigma, OPRICE FROM black_scholes;')\n", "df2 = pd.DataFrame(result, columns=['STRIKE', 'TIME', 'VLTY', 'OPRICE'])\n", "df2.tail()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows: (1530,)\n" ] } ], "source": [ "result = SQL('SELECT COUNT(*) FROM black_scholes;')\n", "print(f'Number of rows: {result[0]}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why use UDF/UDTF?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For large datasets, retrieving the data from the server might not be viable due to hardware and/or network limitation. In those cases, makes sense to do the computation in the server rather than locally." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "HeavyDB server v5.4 implements support for users to define UDFs and UDTFs. The former applies a function to a table data row-by-row while the latter is applied to an entire column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The UDFs and table functions can be defined as Python functions using the [RBC](https://github.com/xnd-project/rbc/) tool that exploits [Numba](https://github.com/numba/numba) to convert Python functions to [LLVM intermediate representation](https://en.wikipedia.org/wiki/LLVM) and these are registered in the HeavyDB server." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the Black-Scholes model remotely using HeavyDB UDFs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following cells will register a function to be called from inside HeavyDB" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import numba\n", "import math\n", "from rbc.stdlib import array_api as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a standard normal CDF using `@numba.njit` decorator that allows calling the CDF from HeavyDB UDF/UDTFs:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "@numba.njit\n", "def cnd_numba(d):\n", " A1 = 0.31938153\n", " A2 = -0.356563782\n", " A3 = 1.781477937\n", " A4 = -1.821255978\n", " A5 = 1.330274429\n", " RSQRT2PI = 0.39894228040143267793994605993438\n", " K = 1.0 / (1.0 + 0.2316419 * math.fabs(d))\n", " ret_val = (RSQRT2PI * math.exp(-0.5 * d * d) *\n", " (K * (A1 + K * (A2 + K * (A3 + K * (A4 + K * A5))))))\n", " if d > 0:\n", " ret_val = 1.0 - ret_val\n", " return ret_val" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll define a function `black_scholes_UDF` that evaluates the Black-Scholes formula. The function will be registered with HeavyDB server so that one can use it in a SQL query. Notice the `@heavydb` decorator takes the signature of the function as argument:\n", "- `@heavydb()` or `@heavydb()`\n", "\n", "In the example below, `black_scholes_UDT` accepts five `double` arguments `(S, X, T, r, sigma)` and returns a `double` value:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "@heavydb('double(double, double, double, double, double)')\n", "def black_scholes_UDF(S, X, T, r, sigma):\n", " d1 = (np.log(S/X) + (r + 0.5 * sigma**2)*T) / (sigma * np.sqrt(T))\n", " d2 = d1 - sigma * np.sqrt(T)\n", " \n", " cndd1 = cnd_numba(d1)\n", " cndd2 = cnd_numba(d2)\n", "\n", " expRT = math.exp((-1. * r) * T)\n", " \n", " callResult = (S * cndd1 - X * expRT * cndd2)\n", " return callResult" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following cell illustrates a usage of `black_scholes_UDF` in a SQL query to HeavyDB server and compares the results with expected model values:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected = 25.00, UDF Model output = 25.00\n", "Expected = 24.00, UDF Model output = 24.00\n", "Expected = 23.00, UDF Model output = 23.00\n", "Expected = 22.00, UDF Model output = 22.00\n" ] } ], "source": [ "result = SQL('SELECT OPRICE,'\n", " ' black_scholes_UDF(S, X, T, r, sigma) FROM black_scholes;')\n", "oprice = []\n", "for expected, output in result:\n", " oprice.append(output)\n", " if len(oprice) < 5:\n", " print(f'Expected = {expected:.2f}, UDF Model output = {output:.2f}')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from matplotlib import pyplot as plt\n", "\n", "plt.plot(df['OPRICE'], linewidth=1, color='red', label='Expected')\n", "plt.plot(oprice, linewidth=2, color='blue', linestyle=':', label='Model Output')\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the Black-Scholes model remotely using HeavyDB UDTFs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the UDF `black_scholes_UDF` defined above is applied to table row-by-row. We can avoid the overhead of multiple calls of `black_scholes_UDF` if we re-define it as an UDTF that takes table columns as inputs, apply the Black-Scholes formula, and store the results to output columns:\n", "\n", "In a UDTF function, a column argument is specified as `Column` (i.e. `Column`). The last two arguments of a table function (with types `RowMultiplier` and `OutputColumn`) define how the size of the output column is computed and the output column itself. For instance, if `RowMultiplier` value is specified as `sizer=1`, then the output column has the same number of rows as the input columns. If `sizer=2`, then, the output column is twice as big as the input columns. One must always specify at least one `Column`, at least one `OutputColumn`, and exactly one `RowMultiplier` arguments when writing a UDTF.\n", "\n", "In the example below, `black_scholes_UDTF` receives five double column arguments (`Column`), the sizer argument, and the output column has type `double`. The return value of a UDTF (`int32`) must be the number of rows in output columns; usually it is `sizer` value multiplied by the number of rows in input columns but, in general, it the number of output column rows can be also smaller (but not greater). " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "@heavydb('int32(Column, Column, Column, Column, Column,'\n", " ' RowMultiplier, OutputColumn)')\n", "def black_scholes_udtf(S, X, T, r, sigma, m, out):\n", " input_row_count = len(X)\n", "\n", " for i in range(input_row_count):\n", " d1 = (np.log(S[i]/X[i]) + (r[i] + 0.5 * sigma[i]**2)*T[i]) / (sigma[i] * np.sqrt(T[i]))\n", " out[i] = S[i] + X[i] + T[i] + r[i] + sigma[i]\n", " d2 = d1 - sigma[i] * np.sqrt(T[i])\n", "\n", " cndd1 = cnd_numba(d1)\n", " cndd2 = cnd_numba(d2)\n", "\n", " expRT = math.exp((-1. * r[i]) * T[i])\n", "\n", " out[i] = (S[i] * cndd1 - X[i] * expRT * cndd2)\n", "\n", " return m * input_row_count" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected = 25.00, UDTF Model output = 25.00\n", "Expected = 24.00, UDTF Model output = 24.00\n", "Expected = 23.00, UDTF Model output = 23.00\n", "Expected = 22.00, UDTF Model output = 22.00\n", "Expected = 21.00, UDTF Model output = 21.00\n" ] } ], "source": [ "result = SQL('SELECT * FROM table(black_scholes_udtf('\n", " ' cursor(SELECT S FROM black_scholes),'\n", " ' cursor(SELECT X FROM black_scholes),'\n", " ' cursor(SELECT T FROM black_scholes),'\n", " ' cursor(SELECT r FROM black_scholes),'\n", " ' cursor(SELECT sigma FROM black_scholes),'\n", " ' 1));')\n", "\n", "for expected, (output, ) in list(zip(df['OPRICE'], result))[:5]:\n", " print(f'Expected = {expected:.2f}, UDTF Model output = {output:.2f}')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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CZ4GBn8u+e5fw+aeEhSV8Fh6uaGpJcHZ2pmbNmixfvpxly5ZRs2ZNnJyckmzj4+NDdHQ0JUuWjH/P2NiYIkWKcO/ePQDu3btH0aJFk8gVT+y8BW7cuMHy5cuxsrKKf1StWpXY2FiePHkie87Sdzih3d3dSZ/IZlu8eHFiY2N5kJoi6FRUVFIdERHQ6ME4qsfsZEA/3Y+ejiwqVIDlheYCEKKz4urVHzyhH4Bwb6Ps2bNz/fp1goOD2bx5M23atOHEiROKJzB06FD69esX/zokJESRAmNjQ7y/0tQ06WeGhgmf2dt/LuvszN/6Oi0tEz6zsBCe1hdp3759vOtm7ty5X+dLv8CHDx/o0qULvXr1+uwzOQHCzs7O2NnZxStMn3Lv3j00Gg1ZsuibghkYGHym6ERHRyuY+ed8y+9WUVH5eTE2hs3vKwAQei71XFOsjBKs5z9jnRdh5cXExCR+sSpYsCCXLl1i9uzZNGnShKioKIKCgpJYX968efOPJnxTU1NMP9U2FNCvn/7xJTJlghcv/l42carcp7Rtq398TapVq0ZUVBQajYaqVat+9rmnpycmJiacOXOGjBkzAvqF+tKlS/FBqzlz5mTnJxP/NLaoQIEC3L17N/7/EsXAwIDGjRuzZs0axo4dm+R/jIiIYN68eVStWhUHBwdAr+wkjjUJCQn5zMJjbGyMTvf53Y2vry+vXr3C1dU1/rcYGBiQPXv2L363Tqfj9u3blC9fPv49ExOTL363ioqKyt+xcWPC8zMXvnPBlO3b9alDjRsLi+ayec5V8mNla4TT2EvJC/zHSHGdl9jYWLRaLQULFsTY2JgjR47Ef/bgwQN8fX0/c2f87BgaGnLv3j3u3r2LoaHhZ59bWlry22+/MXDgQPbv38/du3fp1KkT4eHhdOjQAYCuXbvi7e3NwIEDefDgAWvXrmX58uVJvmfw4MGcPXuWHj16cP36dby9vdmxY4fsgF2AiRMnki5dOipXrsy+fft4/vw5J0+epGrVqkRHRyexHFWoUIFVq1Zx6tQpbt26RZs2bT77fR4eHhw5coTXr18TmMiHZ2ZmRps2bbhx4wanTp2iV69eNG7cOF5hqlChAnv27GHPnj3cv3+f33777bNifB4eHpw8eZKXL1/i7+8v+zeqqKj8vCQuV7Vxxj/c5X4LVqyAhQsViVoYRZGf62SNuPlFj8J/HSHlZejQoZw8eZKnT59y69Ythg4dyvHjx2nRogW2trZ06NCBfv36cezYMa5cuUK7du0oXrw4xYoV+1bzT7XE1cr5OyZPnkzDhg1p1aoVBQoU4NGjRxw4cAD7j0epu7s7W7ZsYfv27eTNm5cFCxYwceLEJN+RJ08eTpw4wcOHDyldujT58+dn5MiR8dYNOTg6OnL+/HnKly9Ply5d8PT0pHHjxnh6enLp0iUyZ84cv+3QoUMpW7YstWrVombNmtSrVw9PT88k3zd9+nQOHTqEm5tbkvTwLFmy0KBBA2rUqEGVKlXIkycP8+bNi/+8ffv2tGnThtatW1O2bFkyZ86cxOoCMHbsWJ4+fYqnp2eSYGAVFZXvyP798IWyDakBE11E8ht9bQRKV8Rx9CjUOj2EWuxib1RFvfXmZ0MSoH379lLGjBklExMTydnZWapYsaJ08ODB+M8jIiKkbt26Sfb29pKFhYVUv359yc/PT2QIKTg4WAKk4ODgzz6LiIiQ7t69K0VERAh9p8q/m1GjRkl58+b9LmOpx5CKyrcjOlqSgtxySy97TpJSyykWHS1JkUVKS5GYSDGHj323cSdMkCR9epMkNWkiJrtiRYLsPLpKUkDAt5mkIP+0fn9thGJe4tJ0/w4zMzPmzp37TYNQVVRUVFT+nYwaBROf34I5cLguVKz4o2eUPEZGYGQQDURBxPeLfE0cDrhrl/LvOURlsh+IpkLTlM8pNaH2NlJRUVFR+Sokzsj8GqUlvhdnQ39hHU1ZvCvtd/PAfCwwDuizWkVo0gT8a7YBYBsN6DLY7qvNK7WgKi8qP5zRo0dz/fr1Hz0NFRWVFJI1K1Q2PUm9DJf4pHzVv5qJL1vTnHV0WliYRF1Jvindu8OK/LPYbNaCQ4fEZE1NwdH0AxkNnwPwQTxsJtUjnCqtoqKioqLyJU6ehEPaMvAChpv86NnI4/p12BNUKv51WJi+9te3xs4OWrsfh+s7Ic9qQLwfW1f7DYT5R+DQuCmQ9SvP8N+NqryoqKioqHwVEteRTC29UffuTXheJ8dD7O2zfb/B4+JuIyPB3FxYdkjG9eB/BarnQ1VeUgFSKuk/ofLvQz12VFS+HR4eUMT4GpiYYGGR60dPR5iOv1zA1vY7Ki9xhIUJKS9PnsCFFyUhPB+FCCLLT1hiN1UpL8bG+uqH4eHhmItqqSoq6I8dSDiWVFRUvh4DB8LA2bXBwQFy3Py+g8dV1/5C4c9/okYNSLt4PDx5Ql4rZb31lHDiBMy+OIQPdKfNGmjRW0y23aX+ACzglaq8/NsxNDTEzs6Ot2/fAmBhYYEmtdgmVX4okiQRHh7O27dvsbOz+2JlYxUVlZTh7Q0D3i8hLMCK2rOht8CCnGLq1IHChWH0aCGxfPkgn/MueHIRDDp8k6l9iUePYNtrffX5Q33ElJckmJr+lM2NUpXyAsSXi49TYFRURLCzs/vHXlsqKirKiYiAnZH6fm2Z73znwV+/Tlo8RQFRwRFoovXNGv/NFCkCM3MvYcS9ZnTVzmbAEC2nK0DevD96Zt+PVKe8aDQaXFxcSJMmjdpVWEUIY2Nj1eKiovIN+VF1Xs6cgbNvWkG0I78+0TfjFWHlu+p05BTRm01YWAU6dfo280zMr7/CsoF3CQiE3OWcgDSyZb28wCvLbl6E2TP9SQM+RJkSGvrt5vpvJNUpL3EYGhqqC5GKisp/lg8f9B2PixaFXKkk9vXECahsegILbRBjx9RBSfqvEvr1g4sv+8BLuDUKVq6ULxsTAxIaotHndn8vD4ytLZwuNURfXnfgHqCG8HekMQnCzdgPayswMHD5+pP8F5NqlRcVFRWV/zJDBkvMnadf/CMiwMzsB09IBpcvwyFtWQBG+2vB0/S7jJvY6vD6tZjs5Mkw4smo+Nff1ascl/2ooDkjksSgLFsZlGa53tRUYsVXndq/HbXCroqKisq/kDjFBeDevR84EaVEfL8Oze3aJTxP1KxemN1uv9GsWcrnI4wS5SUOK6ufMmBXVV5UVFRU/oXMmyvRm1kMrXCerKmk/tiYMfDQuSQPyUoO15DvNm7//hCbrwCSVy6mTBGTzZgRylpdoSzHcYgSNNukgBcv4OC7/BykMi9fiskuXw7GOzdjvHc7i9/W+SmVF9VtpKKiovIv5LffgO59ocxosCr2o6cjizRp4FJMZgLIzOWdhjQb8H3GNTAAkBRFCbdqBa3+11Xv84px/Opz+zv27YPOF8bqXwyHx83lBxrHxkKMpF++JVMzfrpoXVTLi4qKisq/k7h4iNTUnhn4LXgyrVlF/ynfoUHQpyh1v8Tt6x9owQgIkL+toyMUtH2Eo3EI0+9Wp/uDXmze/O3m9m9EVV5UVFRU/s38COXl9WvQahWJWmr08w2L+H7LS2go+EU74ffBWtG0w2NN6WiwhKba5YwZpfv6E/wCBQp8MgeBv7luXbhctj97i4zmQVBa5gU05eTJrzu/fzuq8qKioqLyL+TxY9hGPdbc+oWnT7/z4CVLwuLFwmJ370IB41vUYQeTWt//BhP7MmPHguudQ7hG+NCli3j/MgMklsS2ZwNNOXr4+/Q/K1gQQqv+ShC2RHXqTunS4t9hY5wQFB3y/UKM/hWoyouKiorKvxDPrAY0YBstT3Rm9+7vN+6MGZD/2TayjWzCjRtisrNnw9rIBuykLqU8/b7NBL9ATEzC8xUrxGrLbNoELZ+Mi38d9iH2a00rWawMI7AlBONIBTErkkRGi3cc7b2dS4bFmDD+52o6qyovKioqKv9yUpJJK8rr13BdlwfvACeCg1PwRd8xVbpQoYTn5uZii/i9e7AlqCIAc+nGgYW+X3Nq8lD4B5sbRlG+0AcK6S6Q3kmZmy+1omYbqaioqPwLKVVS4vQZvRWhVKnvN66FBZigxcJER0yMRfICiahZE9KtmQ5hH0hj6P6NZvg5LVqAwbAhmPveJ+2aBYCySnOZeIKjyQ/I3BFUXk6cgOXXewHQrrgZZUDvN0oNlQy/EqryoqKiovIv5NSJWDAyguLFoeTZ7zaugwNUNz4CadORLVuB5AUSUacO1LH6AynsDRGxM9Dp4Ht1cWlmtw98b0KOSYgoL336QPtN1cHaGsdzx79bxtHKldBm7x4Ayp+/wh9X9HEwcvD2huXPKwFQKuB+gvKSRn5/pNSO6jZSUVH5Obh3LyElNjWQktLxKeDaNdgRXYMdzwsoWsf7ho7BEB2Ww/sKx8x8FQSzs2xsIIPxGzI4RWJO5Hfb34m9aseCCyqOa/J5b8slCnH65PeL1fk3oCovKioq/33evNF3Nzz7/SwYX41UVufFiBikj0vLd9a7SMmgN6K92Ec1Nh2yTRIA/K2wtk76WkRR/PVXuFfuN+6V78ay3c4U4RI1e2X+uhP8l6MqLyoqKv99IiL0lgx//x89E2GksPDvspjGMWsWvLbNzuuSDcmSRVw+s8EzinCB8q4PsBALmVHM0qVQxHsNXtxh0wHr5AW+wJDbLajBPhrPKP5dCtY2bw6vyrfgf/Rksd0AmjSRL2tnBzksn5PD5hXuGfQWl9BwQ2J/IuOLqryoqKj85+kw2JHM+JCuTZXvbw24dw904oXP+vbXoEHCwO8lTZt+g3n9DYGBsCaqEYueVeH0aTHZ/v1hdNhAnuLB3ELLZMdwpJTHj+FSRG7u4UXjifmJjpYve/8+7Awqw5FXOePfEzlGYsdPJGzyHEXF8VxMA+jJn3RgSZKMKREaNoAezGFonTtKDrNUixqwq6Ki8p9n6UZrwBqC9UYYS8vvM+6CP6Px7n0AahkzaVMWTEzkyx4+knBvGRT09ef2dzx6BP0jxsML+P0wlCsnXzYkBN5K+rYAuoiobzNBGYSHg62tvG3XrYOxT2YBUMLwAg2qhWNlVV6W7NKl0GHEMAAWOUHHjkpmS4r8a4N+N4ZRfaDaXDDOrfh7Uhuq8qKiovJTEfUd19RNmw04GtsHdsK4GISUF2trCdCnSmf2iOV7GcoTu3pEw22cnCCTwTOI1SkrvKaQkSMh+q+lXPdPj0MhT0CBvwsYZf8/qhTwBDt5ykvizOQUhSZFR+sfxsayNn/5Eh745wFDQ3K+1uBiY/PTNWdUlRcVFZX/PL9kj+LWAxMsjKNwdRXQIH4gq5bGEOpVBIDcU08CNt9l3JAQ+NV4O5ZGWpo1EwjEACZNgklLCsO7d6Ap841m+DkmJjAl3Uzwvw3NpoNtP9mylSqB2aI5kDEjWd6+hTD5adbp0kEx27uYSxG4uIj5yM6ehS33OyJRmQZsJY9fGDbudrJkd++GrhcmArDsALS1sfnp+gOoyouKisp/ngvbXiF5eSENHA4M+27j/u8PLcFFKsFv3TA1bSkk6+kJ8DHXOCqc76W8rFsHm6PrQTQMk+l6Sczt6Oz8wR+E3cxAg7X6wNTviqAJpHRpKJ1mCRQsBecDhVw4FSrAuSJ99Mpao2tC4964ATOeNgRgJv0oWDuKy0pTy62tVeVFRUVF5b+GuWksEAExKal3L05Wz1jCuEe42RtiYlJQsC0VpUv7xzqwkjYQBJ43BJWXd+/0AUkpSVNSGj+i0YCVlVDO8oYNMOX8XIiKYvxeqFFD2dAAHwS8PvnzwzDPDWBoyLVrvzLl8W5Cn9jwVxV9leOfATXbSEVF5efhOysBQ0eZ4EAgGWb259KlFHzRd0yRatoU/jAbzh8MwMlWIG3nI5aahH0sPO1atWDqVOExr1yB5YF1WU4b/N4puydf86AQzud2YLF+CcuWyZN5+xauhWblmjYXgYFi49WvD2eK9MVGE0JO7lIst3ylqUgRmJBtBRNyrSV7drgf4cHLcAfevxebQ2pGVV5UVFTEiImBtWu/e7VanQ4uXkQoDTaOc1dNGc0oBp2oyc2bX39uf4e5ecJz0T6Fd+5AJQ6RjQe0H5b2607sH6hWDdoar6UxG/ngHykku2EDLNM2o4bRAS7ZVGTyZMHBg4P1BQUF2bIF2r0cTzuW47pkHCdOCH7Bx2PZP8qWCJ2p7NhXAwMw1kRjTBQasWbWpEsHJezvEZyzOHfJxfLB9wQnrcfWFqyNwnE19cfgJ1rRf6KfqqKi8lW4cEHfCe/hw+86bJdOsRQtCk1+FS9mMWSqA2MYzR+3qnH37jeY3N9gZCiRltdksn6Hvb2YbL9BRhyhEt5kY9nu79uzJk3oIzLiS6NWpkJyBw/C/Mj27I2pikXEe6ys5MueOAGj/Hsy6FRt7t8XnPAn+PnJ33b8eLC5fYaWh9oA8Iu5t+w06yZNoHHaE9Q23Mvz5womKkkJefsKrWstWkBI6568zF+blmJhVakaNeZFRUVFjLhKWN+52tuSZfp7rW07xQNHTl5KMIGIWkBSwokzhrwhHYRC7hSW4JAkhO/ulaDRgAXhhGFFeEr+4ugoRDozVq0KWm13eA+hs2H+fPlD1asHB2be4WpkLkDsP9ZqITRWr2UdajCfSvfmQBt5Gm5MDKx5rW+QqDuXkNouhFLlJfEBoQbsqqioqPwzdjVLEIyER61Inrz6fuPmyxHB9fvmmBiJ1zyxtowlNEwvk5Kgyu9Jw3o6TA7vIRYDps8wAKqLfcHt25A5s6Lg1zpG+4iJkchYojzgLFtu6FDosLk6pE2Lh/dTfYzRp018/gZzc+Kr1IoqmEWKwBmPlkTff4RFxRIYtjsgWzZNGvAyfQSWlljaGgnVS0nsFgz/EAvIV6zfvYMXIZ5gbExGbuAgoLysXAlDjq0GjYbZm6DRT1jnRXUbqaioCBH8QX/P89TPLJktvy5rprzkJr9wZ/ZhYdklk97yF51ZkmUSab9f+Ah1a8TwG/P4zW2XcKZR5w46dlGHPdQih/0bcatL2bKwapWgEHToANtiarGL2nSpJaadZskCJYwuojWx5jCVOLhHfoDSkCEJz6sL6mkAZgZRWPMBwwixVtg9e8KdbA2402ISxXMGCSkB1tbwsFhrXpCeTUvELB8bN0KB8/MocGo2jgRQc0pp2a23wsLAT+uIX6SDXtFTLS8qKioq8vlergwAL08tcBvsxJsrNqr+AVgEtgWBoV97an9Ln25RMLQ7eJQG49rKv0hJllREBMIpMOgrEEfy0aQQKRawG0ft+1MJwxyvEVHckdmXafBgGLwkm94U0kSwqVJiUpIqbW2tV15kHtg3bsBx/2KAIzWeRWGbUdnQAHtvZyQoSF+lODmsrMDd7A1oDDAwcGby2TKEBkfjsVCiU+fvdEL+YFTLi4rKT0h0tP7CqyRhqEMNP4pxjvK53v6YRnAKF1Tgu6dKX71uQG12UvH6dNnpt19EcN7TpkEt7RYq/tVYKHgVwN0d8hrcJC/XMYlRtr8sjfT+nzAl4gqCknQ6iJEMicEQSdGgEKUzZMCuMnSNncuksfIsRidOQL9H3ejHTK5dFTuZcuWCrhl2JXlPrt7VqhU8K9uGZzV+o359GLq9KBMZxvq1P09baVV5UVH5gaxcCQ0bSty+/X3HrVMzhnz5YNBAce1l8aCHnKMERwftx+g72m77TE5HM9bSZWlRYdmoKHhMJm4Hu+Hrq2DwK1cUdYYODtGwm9ocDS0snpwlSTzBg2OUY881VyEjysCBsCe2OkefZub4cbFhJ0yA65aluE5+3K0ChGR9feF6TG4qudxlBGMZ1lIwBUeSFCkvv/8OxvduYkwMzV9O5bCoZ1GSMDKIZfpeL/6iKzt2Ck8BTZRYW+ly5WB+zjm8rt2Jp26leddzrKKgbgsLMDDQn8chQT9PW2nVbaSi8oOIjIQ2bQA0BAXGcuTo97uX2H9If+pPm67hj2mCwnHmmu+ZtgPMXu0INIMzMC1UdhwoAHe8TSjAY3gFHcfBokUCAwcH6yNC9+zRF0ERwNwsQTkU3V2tOxqziif6F2vhdDcoWVLsO5SMCzBCO5xTFCF8UG4OVwYbmZ0JRo6EFSEnIATu0Z4clUsAnmKDp/C4Wh9RD+OV+p5Fcti5E/a/+h2OZ4h/L1Rm+EiNGvB42lbev4zg9WsFf44kkdY8BOyCQXonEu8bj0YD28ffwXxYH9KMXQx4iH9JKkS1vKio/AvQRX9fc6+9lb61cjaPFLRYVrjIKCky9ymPH4ttX7SRW/xz0WkvX6lhUOwkes3KLOyxmrPQhLS8xsPQV7hgm9/rpLELIp6j6dMhi+YRue1fkDOn2LgAd2JzcIJyXHrslLKMeAHhBg1A88gbzdMnVKwoNoyHB2Q0fhn/WmRfXbgA8wOaMv9WKcb/9pKr5GfP7EeyZLNlg8OBBVhLC0b8lSF5gb/D0jJFqdK1q8dQiSPkcRWPB0utCCkvkyZNonDhwlhbW5MmTRrq1avHgwcPkmxTrlw5NBpNkkfXrl2/6qRVVP4LmCaq/xUR9n2r1XovPkkoVtzZJF6xrfO0bLRmBUO3FxGWHT9OwtpSx6SJ4r+3QaWEvkSiSoS9TYI5vVxZsbE37TTlDwYx50A24fXlxUsD3pCOpzp34eqndrYJ8xz8y14yZZIv268feJvk5lbNoRQvLjYu6Ou8AGg0kpCyV748dDVZSteCl7AjSEiLSKzUPn0qf0yArl3hbqZa/GkxiGW0pVe3GLEv+EjxIjrycx0Pa/l19i0M9O6iCG0KbAGCysu5czD4YQcG32zB1askmCF/oowjob194sQJunfvzvnz5zl06BDR0dFUqVKFsE92eqdOnfDz84t/TFXQq0JFJdXw7BnMmCEsptHAvgFHOEp5Fk54JywfHa0vIa8k6NbROgorwjCKEQ9+XbTHlVW0ZvKJEnh7i8mOGKlBG23IsN/FMyJa1w5iAH8wougBXFzEZCuXDKcUp6jCATq2ETP9vHqdcJkUVZrMzSWsCMUK8Rocm1ZHIaFBQsNkr5VkySL8FYqsY4sXQywGtGQVrwfPInNm+bJt2sB8i/7Mb3SUdLwRWpCzZ094LrfCbWIsDCLp7rietqygTEH543bvDlcyN+JKs2kULv4xkkIgXbqr604mMpQ/Wt0SOhfXroXc5xbiuH0xvz3qzwbvAnxiC/hbrl6FqU8bM/VhPX3F6Di/3k9U60VIedm/fz9t27YlV65c5M2bl+XLl+Pr68uVK1eSbGdhYUG6dOniHzZyHaYqn+Hrq18bvzfPnqG4B8zbt3BPWZuOlHHkCHTr9v3H3bcP+veHWHHXT7VfXlKe4+TNLH7RqVIhhty5YeyYFFhtUpK5A7x+Lba9i5PeTeWeViy4EaBu+RD+YBBj823D3V1MdvUfrzlFGQ5QTXhBf+iTEBooJ401Mfs3hxGKDaHYYGKgzBoAKMuSUhj8euwYrItpzGpa8SFYWQBotx1VsCMQk67tePJEnswff4AuUxYkNFy9qHBfxVWrFdhfrq5QwPweBdK+xNrlYz8DmUpAeDjUdTxNRxbzW+nbQmUD3r+HO2GZCIiyZsGz6jS9Npi9e+XLJ/muKGsekpXL142+ils2NZCimJfgYL0Z18HBIcn7a9aswcnJidy5czN06FDC/+FA0mq1hISEJHl8M8aOhdWrlcnu2gVnziiTPXAA4ZB/wNsbMmeKJVMmiTt3FIx76pQ+yFAQPz/ImiWWvHn1+oAIgYGQ2UOHlxfs3y88NGzdCp07C4tFRsK9HQ+5t/aacGooAJcvQ58+CgQTESUWPxIWBnVmlqcOOxg9U+xWMzoajp/WL6qjx4hbMSZu8GQ8v7Nku6OwbPOKCRqL6NrY7dd3DGIKXWu/EB43nhQqXKKKwC85ExbSxK4+OcTGwkYasYLW7NySgvgiwTlfuABbY+uy1bdQyuJfFe5rbYwRwdgRrTOUbXzRaMBAk8Jg8JSU2gee+ltxluIcPG8j66fPnw9pzu0gDe/YeUGs/5SxMVgZJv1fP8isr1e/Ppwo1J8T5UZRuTJ06W1Kdh5SeHRN4RuKVIukEJ1OJ9WsWVMqWbJkkvf/+usvaf/+/dLNmzel1atXS+nTp5fq16//t98zatQoCfjsERwcrHRqX2T2bElKY+Qv2RiHS/v2KfiCkiUlqUULZYNXrixJ/7AP/o5atSRJf1ZJUpEiCsZt3lySSpcWFpswIWHcX34Rk504MUFW0dE1dKgkZcggLHbjRsKYnTsrGHf6dEkyMxMWCwpKGFejiRWSDQxMkK1WLFB4bGMjnQSSlD+3Vlg28X8UEyMm+2bzSekhWaTnTfpLkZGCA1+8qB90715BQUk6sshH2k0N6VDZccKy0oMHCT/40SMh0QlDQ6QOLJI65LssPGxsQGD8sEULCP5PHz7oBc3MJKl4cSHRzJkTfu6MGWLD+vpK0i3zwtItcknaDr+JCUuSJNnaSiMrnZGyGT2S8qd9Kd25IyAbN/E3b4SGXLNGkppa75YaOx2RrpBfen/ytticvbwkqU8fqVmzhP3m45O82LRpCdtvbLNbbExJkqSKFaVHNXtJY4vvlWakmSSdPy8gW7myJDVqJEmSJLVrlzAPof39lQkODv4m6/eXUJwq3b17d27fvs3p00krIXZOdNf8yy+/4OLiQsWKFfHx8cHT8/OUuaFDh9KvX7/41yEhIbi5uX22XUqJjIS3Mfq7TFEL7JUrsNO3PZHvHPj1EhQuLF925UoYfXoFoGHGdn0DMbm0bAnH90dgShSdOilwAkNCsxABihVLeF6rlphsiRJgYxKBaUwY/SaI2dgfPoShW5vD2xLUWgbt2omNrRRfX6g1rRVEVqLmEIlJk+VbMhLfKUmS8sqWN7zNk9/oE7znHMD0t3ZYrDyDcDpqIiIjE25Y5ZDGPpo0PAKDVyBoiUgyqCAdRmXgKXtIez4Q4ZtLSaIOO3hBBhxapOXwefmiw3qHw6ROUHkgUFBoWA0S5oQTgYVwk8Plq41YxWGORlbE6kIYA8fqU5Hl8PZtwnPRLtpubhBGDGcpwvGbRal0H3LkkCc7bBjsDD0Lt9Jw0KMpGWvmBq9Z8gdXmIZ//TqsD60JobCRqzjVieadzLo4vr7wMjwv+HmQ+BSW4zny9ITaDmcg4D2uZkHiFaclCU/rt4woeB6eL4WiQ5KX+QIlS0LMxq1YZ3fFyqpY8gL/ARS5jXr06MHu3bs5duwYGTL8c3pY0aL6glKPHn059czU1BQbG5skj2+BoyNkMvMjh/VLzARbsly7BmOft2fqw3rcuCEmGxICTyJceBKRTrZJMI4mTSC0VnP8C1WjY0cx2bVrQbN2DZqLF4TbpBctCvd+HcET97IMHiwmW7YsBHcdwtu0eZL0KpHD27ew9UFutkbVYscOMdnEDdIuXxKLAYmKglt+ztwiDy+ei8WtpKQ0vo0NZHDQr2h+78W1gIxOYaTjDTbGKauLodgLo8C0v3CbMz35H53m/CIs/vSVCQBvtPYsXCgm22+SM7uowzUKcNvbREjW/72GW+Tm0lNn4Wr7qzea4IQ/GXnKqK5vhGRXrTPiKPqc4Q+xlgQHJyOQiMSeVxOxnwvAMV0ZOrCUnpfacOGCfLkXL+BOrBd33jgRZWEn5L5ZswY0Tx6jQaLfKIEiPl8gPFL+0jZ/PpR4upYSG3pjbw+97ZYzvNhhHGV4VOvVg9yWjzlBWcotasHlywonbGUl32cURyJNqUMHWOk5hrkl1gjHg6VWhJQXSZLo0aMH27Zt4+jRo2SSkbt3/fp1AFxE0wO+Mh06wOMKHblXsYdwV9lt2xKei1ZufJ8o405R3IokKbKeJA7P2bhRTNbSEnLY+uGh81EU9a90zol9taLKS2Id2tZaLMgwcYDb6rViVaLs7GBJy2MsoT2Hl4qVbjUwAHeHhIu74lL7CrSPnSMuMZduLGlxNIniJ4cjV+05SGXOvvIQH/ekHX/Sk8XHsghbQMsVSri4iyzkAHtPJpiWjA3FFNS/VpqTh1sU2TSQ04Itd/5absJz3HmGB3WLv01eIAkJSrirgR92dvIlx48HH6PsvEpfmD/+EByWhFRpELNUm5mhz64yjUJjaSGU/XLpUsLzmSsc/n7DLzBkCDzJXJHyae9SnLNU+OWdoiy8xo1hVuY5jMu3hWTuy+OJjjUiBFtiYg2VxxdZWSX0VJKBvz/c+uDBrSA3goI+vvmTNWcUcht1796dtWvXsmPHDqytrXn9cbWxtbXF3NwcHx8f1q5dS40aNXB0dOTmzZv07duXMmXKkCdPnm/yA4QwNVV0oc+aNeF56dJisoUKJTxX0Jlej4I5J64+KucO4osoUEDiUTDnEiUSnpcqJQHyzRqJAykjI8SuWolTNIsVjAaMZctaWED7Evdh9TLI3wsQu+2p/ssLsj3ag1nFUuh0WWV3HtbpYMx6L2AMHltsaV8oWZEk1C7yBpgPBbKARQUh2UoD8wMH4SLcE3ApAOw5Yxf/XPQQGdbxLfcuf8DcRIelZXox4Y/YEcjzFecB+W2LzRJVyU1RrLDgyjZ1XBQBZapDlqxUeLcBwxHya4+Ym0NmHkO0Awhed+7dg2iMaMFqymV9RZmKg2TLLlwICzdk0Pu3ToXAhxRkWAng4AAORi84Wn8OLFgA/daBRl5HyFKloK/DcvDIRIYMZROaM8rE1cSfHNzDwskSU1P55//ly3D4aVPwt6JOPiu8dDp04VoMLZN3DaxbB73O68tEr9kLzZujN+X+RKnSQsrL/PnzAX0husQsW7aMtm3bYmJiwuHDh5k1axZhYWG4ubnRsGFDhg8f/tUmnCLMzEhQU+Xj6vrl53JIvKiK6gLv38Pz4EwQEoPbezElpF07SHtwFTx6RNk9Y4TGvXABxh/sCYENab0JGjWSL6vVwj6fX9BG1CHtcX3/DrnY20OLXNcwu3OFvPVbA/Lt3QYGcKLdcsyWzcNu2k4gnZCssaGOGJ0GJAWVbuPulhQoe8Pr3IRt7aHFUjDJmrzAR3Q6GLfFCxgJk6H9JOGh9aSwFPvmzaD09HZ2Ftu+crFQXuMJnjmhm1ggx5Flz4kpVxENEoTPFJKdNj/BaiNS8wRg4vAIAmr9CoBBZHch2YL5Y4HD4KKFZwoXJQX/79ixsD5qHgDjzergkU2+8hLHLT8nFt//jQ/BMdTfLS927vffwW3lBLSBYXiNaQLkFR43/g5RwFxUsybUTDsVylWHLOLKS9/0G+n7pBfUagtF5XffPHMGhj7uBMDQm2BKBAXKG3L2ouyvSIqNjd4k85MgpLxIyZi03NzcOHHiRIom9E0xNVW0wPTtCz23lofwcIxrCziAgZw5YUGOWZgG+pG34RQh2ZkzYcJx/YXWq4yY2yl7dsieYx883Q8FxJQXX1/Y/TwvkBfDNWLKy5UrUH9vJ6ATlBcroGZuDqtrbYA7U6D9r4goLwBlPHyBS5BevJ552ITZGA3pj2aDN6CkGhjCt+VaLey46AE0wuW2PYJGvRTx7K054I7JOyNEHbrl8gZy/IY9IL425skSxrtHwbhlABMTwTuBOBQsyOnTxgC+iuQzuOh4/dYQQ42OggXF3Iqli8cAO4lFQ0RwJyxEAjrjTh4LC71vMzpan18rF0lKeVq5QuX2ebAN/3tQFQD3K/KUF2dn6G+zCAKfQYESKFJeDA31N6kKU6UBvQvnjbz4pE2bYMntaUAgw33PUUps1CRoMSM0WF46fa5c0Ml1D5iZ4elZkfPnoe+xCYSGQpc50LNnCiaSSvhpehs9fAj9rzanh3dvdu1KfvvEGBuDuYEW8+gQ4S666dNDl/S7aWuyjvz5xWQTXzdEMwYAxRevxG5T0diTd+KFYr+M4LwfPICCCzpSkMtM/J+V8HDGhrF6J5XguJIEUw/lowsL6DRZLOMnLAyazC9HEzYyeZ+YW/XT4zBG0DqfqWMFPHhG1TWthWWX9r/DCMYy0WEaVauKyd5YfZtXpOdC+7/EBBPzneu8GBuBCVpMNMqqf1VjH4bEYtW0lqJac/GpYAKKRKNGoNHFoImOYt0aMWti7dowyGg6g4xnYqNVcEJLElYmCYuwaBwqIKw03bsHez6UZY9PDgLMXJUV9UNfGivb3lm4nN6InMLwT57AgaCiHKAab0PEMkFq1YLtuYezvfR00jtHkZfr5Mgo73dXqAALc85kYeFFFC2qPyXOv/XkToQnL1JQQik18dN0lX7+HGbcrAyAzTn9CSoXrRaeR6QnMsQa2+f6VEK5nD8Pe33awPu3/HoTREJ/8ia68ciYUb5cErRaRPP36tYlPrupRDEdIq1OE2dy5coRg8gh9v49nHroBdTF80Ysv8j3/BARAVf9XAFXirwUu+AGBMDiY4WBgeQ6YkpNgbb0L1/C4O0lgBKwH/6KRbiHDQA6sQXGwABW9rjA6z83Y9qqCSAW9BKX1n3L34Vjx6ByZfmymVwiGcsoMHOFMgOExo1HgQKSt3E2nvOetG/fIVzAWZI4QgVukoeInbnp+qs+TkIOZ3e91/uLi5UABAtVShJGJGiHERHy09JfvNQQQRZGXhlAGsqQdpKGYTLdg4m9HuPGQbMW8qfcvDk07ziCGCs7wiPMCQmR31V61y64q+1DyAMP9rZYg9vBJaQbfFT+4HEIKi9LlsD0VwthK6QzqEX+xUHMqCsWj4VGQ2wseIekBcQ9MJooMau+pyd4Op0BV1fqzveG3PlhzFlAZjOqRNf1uMQKS00YIFD3IBXz01heEi+qop6je/cg6/VN/PLqABMnislevAjjnrZiXHh/4Wyj5s3hbdVWBBs58vChmGxEBPS/1pIesbOZPVNsYbS1hWF5djOWEfToILbIFC8OVxpP4QoFOLhG7Ox/8ADqb2tNfbazfL3YXUxi3ezSbbH0GX9/GLy3LIOZysb9CuvpfETk2LKwADcH/W3p3odZhNsxtCr9jIFMo1e5m8IWwcQoDntRoIC89jfiEoU45eOaJBNPDr5+xgTiwP3Y7CxZIiZ77IIFLVhDP2by+54SYlWY41wKCn7v23cabAjBDV8qZHsu5EZt1dmMbHiz/llx/kdv1m6Rn06fOAg9Jlo87cYnNhPG715h6+/Db7/Jl9uwAYZEjWXikaJkc4sgt/aK7JYK9+7BjrBKrKE5N73NFZe5fx2bhn2Pssn1/DBlCnj6HMBz8RAePAB7swjcDV9gJcOA27s3nM7dlVasZJtfUWGrfjxxGRYKA27z5oXoabP5YJ6GKWLRCamWn0Z5+eUXONVmMRfT1CJRTTxZJG6WJapEJEbUfGpkBM4mwdjEBGBiJKaArF8PMx7UZC496NNfzE9vbAwTCm5lBONpVkvsZLKxgQLOzynANVztlQeDzlguliqZNy/kTqO/Wt1/JljIJxEr94uV+DY1BUfLCMwJp14BX6GaGmZm0KRIQuMX0fTfeBQsqqv7XaUY5yiX9q5QCm4SlDT925mGIlyizJbenDsnJps+TcJqtm2r2ILceZQLbxIFcYt4Fa7eMiY/V8l5W54rITH121izjuY8x51D7dcLByknRiSMY/ZsGKcZwRQGMbafYHEaPk2VVtg7y8pSf9GTqbHNmwf1/BfTkjXkHd+I58/lD1WtGoxznImhJqHegNz/OCAAHke78zjYiRw5IGD8PJ5ZeMkqCGhqCqE6C1bRmlXvqvNJmz/5xGlKinxsekuskYON/kf/JM2NfhrlxcYGSmV9Q2EukV4wyzLxRdZasHZS4nb0ixenoIGeoLkoJXfiKRk3JbKKXWMfMTPSm+cjo8QO65SUIHJ2Bv8pSwnHkm2d98lOdY7DzEiHATosjbVCsSexsfDwlRUPycqLNwJBnB9pUfYF5yjBsZIjKFNGTNa9eUnS8IbyEXuEW1rPWJews0V1rvMrE1pYR4SJZoUlzHNH3aVCHZqjtBLXyc/9KE/xvlmJd4+gslelfAytWElmuwCOU5bd0+4LyQ/XTGQQf9C0coCQHIAVHyhpdZ3KHCRvLvkFiPr0gW1mzdjWbifpXAz0B6pC056IWKVKMNx+Hm97jMO3cEPeN+km2xVqaQnOhu9xNv+gj4e2thZSusw1CQeyiFL84QO81DrxMtyeCEOxhpBr1kC+i3+Rb/+khB5ycXchiu+CUhc/TcwLoL/VVXCXmjZtwnPRkvWJa8TY24rVLkmCVotINbHEptqxA0IA+ZWLX7yAM48LA2HkuRNLToVKhRQRKfRr06eHbPbveBJoS1pnCdHa84287lLs1VbMalUlNjab7NgTa2so6fGCM0/1Val0OsSUkBS4FcbUvcq43fmhTUcov0i2XFQUZO9bA6hBuVXPODpaYbVfBXN+/s4cMOc4aahZQ8eeffJ3VmBowiUn8bkhBwtTHQepjBmROE3cCdjLlu3TKoDACXMxJ4I6rhFg31627Ja9CeedSLIPQLmS0bhc+hj1LriID+0fBWPbwKCJMOwkpBP0syk8Lrt3h13aq4AJ56hJ+v63kbuvCxWCQka74ZciXAvJTyilMToWSYmayRebqVYN1swLIjDWjpIZnmFhIX7hcTCPwMEhDKLfyF7dRo6EkWtL6gMhi/8BT631+y4sDDm+owJWD7lIYSzS2ZJ2kPwqposWQb9zmwCo0RzSGyzmw5zizK6RfBkBf3+48UGvgcdX/4gLfAkOFm9/ngr5aSwvgOJU6erVYWGmSSykE3lziaVmmJlBCZvbVOAI+XKJmfO2bAHNrp1okGjbRWwhr14dpMZNkNAw4jex2JPLl6Hpid9oygZ2HhRzwQQFgWbun2iQMCiQT0gW4F6HaURhyvM1J4VlB5U8wxx68UeTy8JBs7+XP8camrO5zynhceNRcGzFzzMF9VaOP8nI1asKhRUoL56uCbeXIUFiFhBnO/05kNnCL0lAuhwMDKAyhynNaXK6iZnXuzcPZDgT6K+ZKbyvj57Vn3vGRAm7jSb8Hs5mGrGZRhhECmbAxCkfcRG+CjNoRH+vvz88x43n2rToMFQ2rkZDmWGlKMtJOveVl/1XsyYEpM+DhIbTTeYgo4D7F8fFyiplqdJx5nUZLpzbt2HH+1I8IDs22neKdYbjx2FRbAfWXckmK2PT0BDMDLSYGUbFX0PWnvPgDwYweZZyt3lq4qdRXmJi4MZbFy5q83D3jpipO18+6JRmB51YjIeL2AJlZgZnCvbiCJWYPEysdHNAImvvio3ijfviSYHrZ8hsMZ/KRaUFlj5ioFF2t/j2Lcw8V4yZ9OHoNfl35HFUz/GE5qyjYV4fYdfPq2BLrlCAMw+dheLt/P3BtEsbTImk/jGxwgyfKmeif3HpoSUpzUm63ukhJgh4Lz1NZnzIwT0yugoq5BMfcIQKrMotqAV8ilJlz8JCuRKgkD3UoCWraLiztVCfoHjilBeBBXnePOgiLaALCwjxl1c7JA57e3DlJa5mARiiE99fHxUBKwu9YhsqomcqbMyYRFZJn6BETN+bk8FMZuyk5M1su3ZBK5/RtGI118KzJ7t9YrJmhYZOJ2jodjFJVpScqffoARFlqxPRuC2NG+vfm7A8A4P4g/GL0/6z8H+En8Zt9OED5BvXEGhI1b6x7D+YAveNQAvewEB4F54ByIrL+yisBQL2vlrciqAikFsgVfibIbgav3gB/Q5WA6rR7eJtRAreR0fDuxArwAWLgFjsBGT9/SH98HZAO1gC5zom7cqdHFExhoAhMTFix6OJCUxveY1lq40wS2MrVJYc4PRdR6A0p99AmbUfy4vLRKMBn7hCflMfIdLRunTeEOAYmIk3cho5Px1BzMaOIMaKWowkiWiMCDF1JeK9OdbByO7bNXlIMEEtuumr80qbxPxzksR9crCGlvAUmjzTNz4V4Xm4I+/IT/h1K4rUk9do8cAB2Im+O+PCWmKhSQsWwILlntCoMax6JaS8BARARKwLBFnSvmEI0QuXkqZ+I0DQjCKovAwfDvOeXCZwih0jCu3D6+1xsl6BgiJNwD/+rzM2u/GKwaRfH8XI2QLyUVFCZSlq1YJaXiPB3Z1n41cRVLEh1qXzkT7vCHnjfTKWrb3+eVikETExX3H9+Jfy01hekqRKR4qXgC99dwEFuEKTtmIWkBUrIPuFlWTnIXsPiN3St2sH83LP40+6s37KMyFZgHsh6blAEc5dFnPUZ8kCVVxvkwVvCmUTC/5yd4c+eY7Sh5nsHSV2m3n2LFjNGocVofy+SuwuJgk6Mdeejw+kn9CN9Lyi7waxdvKfXtdF1lRDQ7Ax198V735bRPiuvF/NB9wiD5fqTxS7SH+CaKf0JCi1gChwVy3b6cgcejGOkVy9Jn7zsZlfcQp4iNuR5axYIV+uchktjdjMr2zRL1CCJM7cEdldXfuaUZTzuPeqR0GuUnpSDd6K9nb8iJKmn32vt6Ee22jUV2aHQvQWgQwR3mQY04mOraOYymAG1BFI0VRoeQkPh8BYOwDGXa5OM98prFkjT/bgQRjt34PRZyrj6wvWcbGzYckvj1WqwOyMM2htsIoAyY5LZ5Vl+mTMCHmdXpLZ4GmSljIijBqlYTMNOTTgQIq63acWfhrlxdQUOld5Si9m82sNsRNDp4PzH3JzjQLcfSDoU0iMghS23zLupTvzaFJe7Kp17hx47Z9BMS5QorO4KeVA5Wl4k41L08ViQHLkgJklNzOTflTPJdZlWaeDsGhTwrBi4s5fhCy/mTJBTif9Ppp3Jh/3xRIz4nkdZJaiTEOR3lf29rC8XUJsz/HjCgdVoAicnpTwvwqLJ76NF1xkzt+2Ijv3yXhtG5MnC46biHLdcgptX6BRZpqzLv61iCckVicxg75MZChLFoppAd0HW/EXXUjPC56XaxVv4pfDvQeGXCSpmUbuOTF7NuTjGgD5MgaI61ySxKFXXuygHvvOKax9ZCWWQTN4MGhevkCDhP2WRUI1U5ydIZvx4yTvyd1XBw/CmICejDmrV14WTg/lGOU4Nv5ssrIFC0LXNFtZGduKdiyn/8AULKlxWU4KqVrTiIYW+6mU/p6w6zs18tMoLxoN/NX3PrPpQ/eWYtaEyZMhRtLb4G4/FOu3kzPRNXbknyko8iC4wvj4KB8qCd8xVfrTrtuBAuUp7O2hvMfT+Nci8XqJEwr2P8wsVEzQ1RVejF3KC9Lj36wn2bLJl4WE9G5IgRKh4D8qkCmQh2TF17kg48eLyQ5eko3+TGMGfcXLuD+z4CHZ8Y12Fa5guntWwkEdoRW7dAWHJlzNf7U9JPQ/aTQwgGn8zkQWLhOzxV+9acQN8vGSDGSQnoskDKLRgAa9lbi9xXr6Fz8r29Xl4QHXKICEhmsjtwuNG4eFqV5RC9caynY7FSkCDQ230TCvNxaOHweVuSAn1nGCoq3wFbj3GToUHrhV5l2vcYyvfoZZJoNo1ky+fGLKVDalHCcokPalrO2NicbwYxXlcOEU/kQIxOpcvgzTfBsz7V7NJHXIsLVVU6X/k8T5jlLQG2XX/x4D8lvLVq0Kmc1e8jgyPe+DUqAOp0CJsDSLQZKMvlsqbTyCcy5YEFp6XWH13YKKhrY20WJLEGaWhkiS/II8GTJA75KXmX2mkPC4RkaQ3vYD8AoQTGUF8roFsIbmmGVwxquJfAd7RASUG1EZOE/hC+/5U3Bcc9NYsvIIou1AsHbRrO0ZiaI/AA8mP+cvgTox7ScmFFj5VFlNjrxZwxnDSJ7jhnnV8khSFtnHdOYMURi/eIyDdTSb0vaABg+SF/pIYLAB0sf7vMiUNOEWDHw9vvuDXivftAmGj4YStcClhPi4ggrmunVwO2YMudIFsOpVRVyWTgIayJLt0wf6/N5S3+Y8Qy+9yVvmguzomKJpA+BkEc7v9e/C/mlQdjJy7s87dYLKa9tBqVLkytVBH9Oo0ci2GGk00Md2OYbB78nYoD0g7yZ140aYf2MmPDCjzw5wiihA6ItgMj8kWeX65EkY+Fhf+jjjzUQVlX8i5eWnsbwAxDsTBRdVNzcobXWN0pzEwUz8jDI10PshtFFi2sP16zDlUUMmM5jLt82Egu5q1YI7VfpyBy985+4WUly2bweTVYsxQcv0nYLFOIDFd0vQgcW0/KuU8N11t7xn2UBjtrfYRDqB3kYAkyseIgh7XnccQSGxVj94pXlHVfZT1/O27D4un6FA0XO1C6c562hgvEuoD0tsLFz0ceIiRZn7pAaH5ZeXSEoKUrQBFu5zE4qncLDRnwtZDX0YO1Z8vJGMYxGd+V/zC0LH9KFFT7lPTs4WHyCsRFRomrAYzRshVqXu+LZAIjAj3D2H+L6OO+E1Gv2CKuJSSIFrb+tWmBg7hOVX82BJGDaEKLrxGTkSMkU/wGlwe+7JaEY1bhxEumQiEDsiC5Sgf3/xMeNTpSVJ9u/Onh2qWp6maqaH2Nsn+g6B1MFp7v9jCkPo1uC1bJnnz+F4cAGOv/Fi1y4odWAE1e9MY+1a2V+RhOhoeGfpgfczk4TaL/9hVOVFBq1bw8mcXThJWUpkF7+7PpRnAC9x5enyE0JyFy7AkAftGMpkCvctJVSB1c4OvGxe4MU9HIzFSvzHxkJ0rBHRmDBgY5EkKdvJcfIkdDrRkqV0YM2l7MInUXHXZzRmE3U9bwtVM46OBv9wC/xx5EOoeCXjzkVusJ/qbK86Hy8vYXE9gspLSAh0WF6aDixmznuBdJ8vcPu2/G0lCRYezMhCOrFDW1W4Su7xKRcxJeG3ivzsZpX8acsyGhjuFBrzM1KSKq1Q1owISuYUq1ZragpRmHCK0mx/V1J5PR7B2iV37sApSnGKUkR/SIHr18hYcap0cDA8jc3I+3AL2XqAqSYKO4Ix1SpQmBKnSoN4/MjHAQMD4Z55AS7ctSYkmeoW48eD5uIFNLduspuaio+txK5rOfuqdm3Y7DWSzaVnx1dxX7QI0lzZR7atk9mZwtMrNfBTKS+1+mYlO/fJ3zQFmSwK3DfpTf1xxQ9HE2VNt1IwtB7BRfXTXjcisSefXue+15xv3ADn6UNwxp+hZwVahn+K4ITDw6HbxnJokNDs28vixfJlIyJg6ZnsLKUDhyPE3AGWlrCtb0Kwr8jukiToMj8/XVhIPXZw4rBYNGfxnEFcoSCXKMStMVuTZPIlx599fVhGeyYzRGhMgGv3zblIYa6TV7kVQ0Gdl7JFtdRmJzXYK25dkyQek5mqvouo/2YBCxeKiccjWLtk8BAowynKcIr6axri7Z28TBwjR8IRwyoc6bUDJ4twxXVxHB0hrZE/nrbv5OvHCrONtm6FXu9H0utgLZ5+0FeKiw5UFvw6ZQp4vT1OsaWdhXoVaZCE9lXv3hBRshIRLTrSpw/0K3GOkZbTqVo1edn4GjEZL5PhYzJY4nion8Hy8lPFvDx5ZcpDsmP1QiyVFmBLQHl8KYl2dQYGV5Jf6mHtWph9dR4QysTL4VSsJ3/MKlXAzewtzyPTkNExlNhYweCEOAQX5AoVoH2WEyx9VFZYPHH59M4FLpM1q3z/jbc3zDjUAPCkyh0T6ssfNikiJirg2TNov6gpUJjqV98wQED27VuYfyZP/GvRTslx+MWk4e1bSCPQF7JczjdcIx9mOTOTtstWZQMDw0cacEpmH5g4cnFX/8TRD5SEckVF6U18AqWQa/XNwisu4oYvvpEbhIcMwZpmpwYTHtGRQgMk/pgm7ySePSoAltXVv4g8Kjyu0lTpLTuN8aM7ByaV4LF3ESKijRi+FNrL6WyQSFnY8ygHA17Kb8fwyy+AwXHuWLdjr0Etws55Ut1fXsX5cePgqHYfzPFk3SkYua+2Pmuh6FJ5g4O+hoCg8nLyJMwJaQtXYE5zMEaLSwV49ip5WX9/CIpyh0BHMkSSxG2cnOUlfXooankLjI2xCwoSmreRERhptGAYjYcHTP/1PNwcDVWU+Msgc2ao5X4T2w8vyJq1hqLvSE38VJYXOzsJOwKxtxLPhZ31pin9mMnQlTmF1sbXr+FiqBcXKUpAoJgdNFMm8C3fFgkNT8etForFeP0aShwdjwYJo97dePw4eZnEDMm1m3MU42rnBWSWH59MxYogdemKhIa/Km8W6rL86hUsuFmCBfzGlge5hW74bG3B3SYIgA2+xbl0Sb5sWBgcfezBUSpyL1Aw0OYTRH6voyMc7bcbgEtSITp1EnPf2FlGk48b5OC+3lcvE40GlnRP8F9ERgi62VIQTxEdo2ECwxjBWP6aK34TAfAcd7JPacfdu/JlxsxPQ29ms/d5Ho5TnuvXxLJCArHjORnwfiR2Du88YMpO6pDe9B0TDYfTpIl82VkLTOnJn+y+4sLdEDeeRLjIrvPSoH7S/1RJJtuSc140DFpC6631eSizVMudO3A8tizHH2XQ3/QIpP9u3gxdgqaQLvYlYwN7cOiQ4JwTEY0JH8Lk/VcTJ0JW3yNkXTiQa9cgf35o43qQXp57km0W264dnM/ZHk/rdzRjHc5NKygvtRC3r2KVZSwVLw67mqxmtUNvqldXOIdUxE+lvJzZG0IgDvguOigkt2ULnP6QP/610gSc9ecyKq9MLmg9OXgQzgXo3WO6WAPhVh9Zbd5QjAvkt38q5BZIQgoyldY8KsqBA/K3z5oVxpU7AsC7KFsh5SUxS59WYPdu+dvb28OkWmeYxBC2u/Wgb1/5skZGUMA9oZFJZLhCJULw2NBooH2Fp4xhJBMYRs9WYtkJ132suUY+HpBN+D/WSLEMZwLjGcGqNWKXnw51EqK/H753EkqqWL7DnuUkdFUN/yC2QNRmF+48J1vnckI3LxNmWTCQabzSOjJUN4EaVRVUiwNMDGJwNgyQ3RiyfXt4QXqukp+79YZRurT4mJamCauw6PUjHgF316FDsDCiFW+ktIyKHMYi+X1K6dcPLrrU5WLbeVQsGUl+rpIvs1g7ljiqV4flJRczO9Ms8uWTJ/Muxp7nuOMfYqo8Bj4u8EXGIhEWBq+19ryOtEt6CqrZRv9RFKZKJ77D61TmvlAFxH79oLGz3tS89VomWU23vkhKUpYRjslM4DvWeSlYENrmSmiOJPqTzQwTLrYiQ+fIAX/V2xf/+ulT+bK2tjCk4iWGMIW6xvuSF/gEc2Md1dhHPbZRopD82JOoKJhzMBtz6MH2wLLC44I+c2cYk2hdXeygLNynBAW4Rg4ecOJ+WiH/euX+v8Q/j4wQUyDGdnnJUCZiSiR2puGKqsYaGegIx5zTm9/IF5IkzBQGKH+GwMo2YkAEq2nB6t6XiBg4krcZC8vPwJEk0vOK/Fwnp+ljkY4mvHgB96QcuNl/YILbAv4sukp2XZyVKyHc1J7w6fNxcyNFfYYiBJR5d3cobHqTwq4vObwznKsU5MgIeQkSBQtCS6tttMx1LcE1ZmOTvM8oDknC2TKMdPiR2SlEdkHAW7dg6esaLH1URn/NESjqN38+uFzYjsvmOezZk+gDOzt9wIviC37q4aeKeVGabZSYerkeYWIikNOKPoI+DpGhw8IgOMIecMEuVIdIWYzcuWFoti3w8AF1WtqSJ0932bKXL8O8sx2AcjT2DqeawLgALz/Y4k1ZtI+zkMcPXGT2drSygoZZbvLuzlvMXB1wdRULYi3l9owd1MEsRyZyNJRfM8XAABzMExYVxYuTAkETo1j28dE/3dsPkOe20mqh18rCQGEMA2O4ehPy5ElW7MukYDUut6YTRztA+fLytr/unbCKLhz/DkgvNN4Efmei8Who0w5K/SVbbvusp0Q1boFR716Yz4yECPkm0K6/O3IEDwBaFfcG5JcPGNYrjHftukHpMnAKvfKSOLXkH6hSLhpYC2V/hbuCqdKJETQF9O4NW3W3YC28LL0A17Q6yNhKlqyJCaCJBBMdT57B8ntN+fDsPWV3Qp06/yw7aBA03dSQBTEdKRG6n9xdJwOC1fXi0pxB9v5q0QJajBwAtRtD1o8WdkELxpqKy+DVKhg+EZx6y5LZvx8GPRoKj2DLVag/uCyveE36SrZcFSiUmQRbW33qZWQkiioTpiJ+LuUlzuYqqLz06gVtNtWEW7dwzigSzqmnkdNxcr09hmn1ijg6VpEtt3IldDv+sUHHRLjfOlExomQoUAAK5F4LD7eCQy+h+T59Cst8ygJlCbp1hYLv9OW35eDtDYU2jiYEczgI605A06byx66V+S616AR5q0PZvULzdrUOpQ67wCwfiPUppFZ2b97ijGnBX7DoIx6UCQgrAVotnLufDiiLE/7kVqhE6DBi8mRk14eQJIjQGgLmGBCLmeC4Xar7Mne3R/xrkbXRyFDCiGiy8ZACWQwQVV40oLegCi7IebNFAJchy8e7WgH5s1f0Nz0WhLGyxUGwkq+81K2mBZZAASu98qLUb5ySTskpMRVZWECY/NolQPxd/8uXMPbyR8X8RPLKi6cneJqcoXzmZ3DlChQbgZDyEmdtMDHRX+sVpkoDsi0v27bB1idjIMSJAcb3yJuCuklvg015izXGMrqAZ8kCdR1OgaUFLi76op6SBHX+V4kATuPWDNZvVzyVVMFP5TbatVvDeMNRjNiSTyj919YW3E3e4M5zzGPFnb+1Hc8ymKn0KXjqsyqSIviJ1cdKIAWWpm2+BTkqsJZ7e0NIdMIF53ulSj94ANXWtaYa+1jwup7wcGbGOpzxxyb6vXA31pAIYyYzmNEh/Vi3Lvnt4wgIgPIz61Ce44xkrNBvNjODP5om5HGK7C6dDiyb18WScCpzSFgR+PO3u+ynKj1tVjAo9x48POTLvtt5nmhMuENu5YuquXnK6ryAciVCQao0QM7Vw7AhGK+KCgPCLS31c5YZzNmuvQZbgtAgsfV5YaGA/QoVoJ1mGe2K38fc2khxwEtiA5NsPUKSEiwGAv/xs2dwSZuHS6/S68cSVfYSuVn8/KDI0i7keH2c7skYrG/ehNUBNVntXRQ/Y3eh46pKFVjoOYWFJZaRPz9kTK/Dgye4Oyf/u+vVg+1ew9he/n+U+Gig1mjg1D0nzlKSq9f/+82NfirLy6ZNsEo3Gg5Aa3+EMjQiY034gCPadyY4aZEd93L1Kpx52QDIS3U/S7IkK5HAp1k+30sRqFIFemQ/yJ8PqigRj0dDLHnyyNePg4Ph9ksPoAQZgu1IJtD/M9kDj7MB2cgeLqblBQbC9su/AG3JFhhJSQHZJ08g87CPV7gYqLcRxT1VRHa0sTF0reiN3/rjmKIld/3BKMlZPk1pLGrqCIuQn/4PUJWDVHV7CV65wKum8LiA8IFVqmMO3nGf9CHvORoxUdGQ+x9mxo+2RG20p0txeTJnN78i9pePPrmIQYrGDYkyIxQbQkLlxzWFhoIOW3ShJiw9VogwRpH2f1H81if5CPo3byEEfeGPhvfGM3YNjBghb9zu3YHenaD1n3BNg+TzAV0MspT6o0fhqa4NnPeixq+wr9NWrFfNI/1QgRLQcQqmgPIyfTrMeb0TlsHgNPA+ai4fVuZibH35KeJxGBvDJd90QDo8n8Qi+x7f1FRoznnzQt60O/W9ADK14+yeQEifGabuAZSlOtvZxBL8AaKjUtBjKZXwU1leEiscogvykBc9cMafDDP7c+2afLmjR6HX4z70Yg43Xok1ZqxaFd6Wb8IDsvG08SDKCsZlXgnIxDiGM/xSXaE529hAY/cLdGMufTNtT9JcMjkKF4b91Waxn6p4F29D/vzJy8Rx9SqU2tiLUpzhr5e15At+grfWnZfyeqoBevN2+221ac8ylgcmY9v+hE/j4rSR8i8alpYwpKr+j9lGA2p1F1HXwMoshukMYCK/07yB/ANao4EKuRNybiO0hmKlceJ+tBILiCThRzoekpXb98SULZ+X+jpNxyJLMP5eQ86dky97/b4ZFylMnT9K0Z5ldJ2VQ3ZMo5WlhA2h2BAqfOGIjoYojPFwCCUnd8mWQf6dedXGNtgThFObmgxam48xjGbZCnmXbHu7pK+VpEqffZwOq2X/w/DaJYYNkye2YAF0iPmLDmv0KcPVigRQMvIIHu7JnxfPn8P16Fxc03oRgjWh/sru1i5dgsVhzVh/J4+s68CsWVD81WaKr+zK7dv6659GI+n7pBn+84nRsyd4e9VlSblVHIgqR79D1YRS+JOgtDJwIq7ve00UxjxZfjL5jVM5P5Xy0r077HJqx8EWK4RM3Q8ewKHQhNb0il3ICgoAOJsEkw1vMhq/EkpZ3rgRCh2fxkjGMeFufa5fFxu3dJoHzKUHMzL/SZEiAvN1hqpud6nKQTwNn4oNmohJb9rzl/x4TAoUgPNt5gOwT1uR339XNu6qD/U5fVr+9sbGkD2NvmR8Xq4zcYT8g8PGBibVu4AX+ui8E9cEixAmXn0FDkpDQzgy6iQtWUV27pMvY4Cy2hQKS+3XZhfZeUi+TmINqOysE9KLRjxux0mB63PdPpkoykWiYxIuebJ3mSSxhPaU5yjFlnYSqrpaoo4jpkRx4bkLd8nF0SmX5QsnwsJM/9vDZK5ra1bqeIQnfSwXMtRuvvCND4CpkY6waFMkxEstxCOQ/jt2LOQPPEqBEzOxJQTPWvITI8qUgZ5Wy+hZ+FwSi7UcPeDpUzivLcD5l+6EhelDZmL2HSYIe7bM+ecqdw4OkMX0OW8jrJn1riUzb1SUXRPnM+JSwuT2UpCkz8yldhltMSbmpyix+1MpL/nyQS37M1R2vSPUN2f9ergb6QmAhZFWyN1UsyYUs9Y3nvn1cFe2bBGYcGIUlK1PgfhXEERYy3Nzg+IuT+Jfi1wEjIwgrUXCSS8ytKsr9C1xAQAtZkIl/t3c4P7g5UhouE5+8mUTj6WIS8ONjJJ/OkoSBIUZE4QtH7BUpFGvojX3ycm14VuFOjzn6VGa3Nyi6cMxwsrL/B0uXEGvtOhiDYQsPvfW32QvCdW3lIa9LKALqzqdwFDA8POMjBynPBf8MiquogwIxUQUKxhDNfZRLf8b1o1/zF6qs2zUU9nynjxmZtopTLQYTxX5eQLx2FlE4ZXGn8KGV/RpzzLo3BkWGv7GwubH9NfJFFgTIiLl+zF//RX+5zCa/1Xdy9ixcKtwe57U6U2lSsLDAmBg/7HWvpx0aUnCwjhB+5d7XOp0EKUzJCrWSB/KZGiovyGQsa82boTKt2dS+eCApDdb1tZ6heYnqPXyUykvgN53lIIFeUuFeeTNK3/7nDmhqdOR+NfCQyssRJZ4MWqT7gC1BLwwb9/Csdc5OUY5nofYJi/wKQrnnCUL/FkuQbsTXY9tTLX8yiZasprSpeTXOXBwgF7FlNeXSYIC4SNUJARrwtfukC0TEgL2vzXFniB+ZXPKJi0oe8fXmjvkZsPrcrhf3My0afJlhyxMuC3uVP6RcK2W/FxjY55x7Ez/Gy1ayJdrVzeAXsxmeAc/upiuoGWeW7KrIe86YsEWGsa/Fjms8+eOpgwnKJ3jY4E9AY1rxtgP7KMG+0adp06NGKqznyKZZNbkiTsHzcyE/98BA6BQ7AWaLKrEiX47uGhQnCEyW1FVqgSdDJbQqeQ9rKzg6QcnbpCHq+eTj/UpWxa6mi0HwJNHlM4l1gQzDhcXyJ32HR7IK7A5axZIHpmQhv2eYGWOK2cuUwmom+kmh4oO53TJwVSW2Wpj2jQwvXAS05WL2LkTdu+GQUyh29qS+Pr+s+zTp3A4uDCH/XInrR1mYKBXYFTl5T+IAuWlfHkY7zKX8fxOVtNkjqovkMY4EC/uUMDWR6jE//btkOvMQjRI9LnRFh8f+bKNG4NUrz4SGpZnHhvfvEsOx49DhSO/U4FjbH5XRr4g+sSEDT6F0CBhcusyI0cKiZPH6RXvcSDM0Z3//U9M1sE8gk00ZhWt6N5FrPS8o0UE0+nHn/SgQ/sUFHhSkI1iRzDWfMA4Rpkp4QDVKFTXVZEsIGzCsDJL2LfPo9Ph7/8PG/8NObnLwlanhAo+AqTjDY08LlPbaJ9QIOboLn7Mpg/jfnulN88L+EGGTHXgLrkwIhpds5bUFuj7uXBqMCcox7HJesue4iynOJeCqP9GgWvPxweuUIgrvs7EmFl9DNwRa94ZR8leBcjHDep2TT7LqmVLmG81EGnAQB6Rlb1DTokNltiNoiS1XKNJ8MLYyrO8PHoEB4KL8SAwDfnT+VHS/KqsHlBf4uhR+CO8B/MvFuL5c2Xfce0aLDLqyh/7civ+jtTCT6W8fPgAzyR3Hr61k108EfT+1N/TLeF3JuJpIn5ENHM+zB1yc6V4DyELyMuXcDdMH8Q527cB27cLD60nBZamfn6DmDBB/vZHj0LTY10AfX8RkZR0ACODWBwIxCIqSMis/+4drLmdlzU05woFhJUIa9Mo+jGT7sylcnnBnjuSxCtceIQnD+/LD9h9/RoyDGtFBp7Tmb+E5mxkBNV+SYhGfP1O/s6KjoYGfxSjAVsYbjRZeF8FbzjARQpjaxJOOsO3Qi6npQPvs46mTGOAcmuRgjovSRBUXuIwJwIDrbJu1qtOuNPDYC4dFhVV5nYSdL8sX2nAcMYx/E1PfSVjgYqrhoZgRDRGBrFg8TFtWXR/fdQCrD7qXHL7DAGKso0+IwWp0gA7T9kziSEM+cvjH6exciVUezKfqrt7cjUih5By6uYGZayvUSbtAxwdSRLKkFzYS58+EFq0EqEtuiZRprdsgc4BUxh0tBr378ueSqrkp0qVXrwY+l7dCldhbSOFKa2CikBkJETGWAG2WEbEILM1ydcYWrFgjhxQKd0tDr/Wl3J/I1BJ/VNE4oOAhIuI4ML26BG03NUEaEIfZlIwMhK5gU2SBLoYAEM0SBhGRiK3iczbtzB6S0Xmo6/b7tIuilcyLfs6HbwMsgKsCNA4QaT8YmCWlrBvwBGKtMmBHy64ONoB8vwgkgTbLmYAMrAtBl5vuczgpmIppYW5TFCnQfpueiPlz7thmXfAx47QkWKtrKevSUc4w7F/lp0eEeKtGOLQWVgTFhCDWZS8Rpq/dwsksN9YjM2NFS+oh645sSq2G5yDQf7Iq/cUdy5oNARGWRJIJsLuGZFTRtryug0GHGQ4PIf/UY+qDWPZtFWegrt5M2BgCvMXQIaPwS5hYbJO5uhokCRjiDHAWIKGtbT4/7kcu6oVAc/kB5ckvXKq0Qjt67FjYY3fMZhry/LqEBOchw9+BmS49bFLtiDL1pmynUmwC3oFyixWa2YOb+Qrec2bQ/M53cDLC0ovIX16qLCjNzauVmQp+c93jCYmYGIYAcbaJKu4nV3C8/+65+insrwk9n+KKgInQgtQgz1UODNOKOj2f/8D+wv7sSeI3a/Fsiu6dIHrxbrSn2mMTiueMRClM+QZ7jwMSSdU4C5PHpiZfxVWhOKkeS+U5ZQ+PbTwPE8LVrPNogVjx8qXPXsWMi0fSSYeMy26l+LuqoCQ8nPzJhiPGY4xMXRjntDBERIC88/li3+tjZJ/h2loCBns9HeHe6TqLDyWRcxSJUlcpCjPcefiXGVZLABLbhQSSi1PUap0YgQV1CmrXRnJOIZe/RXfCGde/XMiyBeZsNQFowd3sJ07kcMyS480rx1Kd+bR2W6jYmuRpVlCcI9cI0b/UVbUYhe1xhWhY3cTPHlMnuF1hG8mQrHhzWsFTT81GgauzE0bltNrqLzmSE2bgmlMGKa9uvDqFUycILGQLkxtJHB8ajTC1rW3b+FhjCcPA5y4cQPKbOpJjed/sXBh8rKnTsHc0FbMvVI0ft/a2iacx/9kpS9XDkamWcDgAoeIMbHgeoC7UG+0xGTODGXdn5Df6Ja8+64vZBtVqQKL8sxhc8FJFJdZxyi18lMpL1mzQiPXM7RKf4RMmcRk38bYs48aHAvMp/jgFM1HNTKCvNaPmcZARtn/j5IC1dMuX4Ya50bgwTOy+x4Scv0A5LZ7QSg2vLPxZOpU+XIFCsDqcotZTSvqxW4VGjMiAp6GOPKUTMykL7u3yd9fHh4wp/JOAGbRlwYdRE0+eiQ0RIcqD35tWk7+ypIuHTyfsJKOmiVEYk6XzVV48ULhwIIF7l7O30knEq7sitZkhanSs+lFMc6Rb3Zbbt8WH/ZDtBkZY3zo1FH+gly2Yxay8YDh8xJig0Q8IS9Iz9LoVsx9WoOLF5PfPo7BE2xozAau+thw0a0hd9r+gZeXPNkzF43ZQy32XE6HpWXCIiXHGzJ5fAyH0KfapMMPZ3slufCw7mhaVtKGrQcFOjsmJi5WR8akR4yA3EGn0AwdQuGoM9RZUJ1nz+QNY2EB9pog7M3C48NVZA7Lpk3QI2AcPfbXjg+U7dYNtjl35mjzxf+YaVWhAoxJN58mWa9SY3N78j/fyeTJ8ub8RUQaQn6BPHmgY77LNDTbQ3qxzhupjp9KealYETaW+ZOV2ScKWTEmTYLGT/+Ify1itcmUCTzN9CvS0Bfd2LhRvmwSBFeXmzfhiH9CWtQPSZXWaoV87SYmYG+qX1FekZ4p0+Qfni4u0KPAWZzRF1+7fldmKgn662spd/1VaxGdyVdFfjFBNze42mclV8nPEzyY2/mGbNk4zDQJ+1ixIUPg+NBowNUhkhGM42LmptyqN4JSpeQPNXlzFiYzmJX3CusVcoGUofdBhlwnHxcoxo03LkLlKNaO9mYTv8a/jgiTP+7jl6Z4o2+NXNzuLpWcbwi16rhNbjr4T6HHkwHsFWi5dfi0KZtozDUfGwo7PsbLQl4GzKeUKAHNzLfTMf8VWTFG+fPGUokjSO3a44crW+Yo6y1i+XGssHB5FkUvLyjDScpkfaV3yRka6uNPZCzIL1/CHZ2+IuZlXX523csqOxh86lQISP8LAYOmULUqDKx0lTGGY2jQQJ78pxQpAvVcLlDe/nryHbklCUvjhIBm4XAqBT2Vbt2CFW+rs8K7xOeZSfb2+t4j/3F+qpgXQFG2UeJ1YZtHX2oPnilbtlEjcB0zjlJ3/uJBVGYuXNBnAslGYdrxpwibEBPHnnzBPClLVpL0i5vMnNTSpeF9p6EY/jkLCQO0keJZP3E1U2Jj5ctmyQKnOizHedRv+OMstKtNTSF/+rfAdf0bCkwYjQy2kNPpHWb5cuDh0USWzIcP0HRmBWAXhbjMaAXjuvECNwcfMNOAvEbHAAxdmROYDJvgIeNIPyea3/rIi6fI2LwEYegz2MwMo4iOlq9kViocTCxbqZndG/MH1/mlWA3kXsJsrXSEvQnA1dOcs/lG6iMiKxyQN7AkYU6CVqlYwRQMFD6wPpCYbDmRVq/FqUVVus4aAhVqgVtB+WPGBWsIHB87d8JjesPh3KydG4hlzbJYzZsPJN86fNw4YFIF6PcnOHfVvylzQTYzAys+8CHRwahkXzs4wNSWt+DwaKg2DJKJNGzVCoqs7QOlSpEpU4JyjK2tbCuIg1k4LYs8wOLSSYpX7CRLZvt2WPdwHLyxZeBlfWyOT1QWgt++w+HBPzfh3bMHhvqMAB/Yfg3cEzeitbdHOFMiFaIqLzJwcoIcpo9Bq8VZ91ooCwbAzCBBKxcZ+u5duPCqKpCBMuE35YS7xVO9OhwvMQzOniGriS+u7Z8kL/SR7duh+465wDTGMpIOAgoIQEysAaMYjxZT3GfF0kugHYxGA3PoiRExuHQbC6SVLwx4kxVjojHYeBIQMCcABbhKMLZkyJodEMzhjTuuFKRKlzE4TZl0/pC1NKSRp7xER8OeG26AG3uoRfDyO4yrnbQZniwU1AFJzASGU2xNNL/1EZPLZXiP2x1mQXmBMsqAARK7u+yGfv2g+zNAnjvj9oa7UKgQbLoKsyz1qV4yyVktI/c5AcBKp37kbjpDtuye5f5EFywKy1bDKjHlxdZGAgLA5uP1QySDJnFcEghpAYsXwy5mwUZ4My6INDwAMwX58OjbBfz1/hAhM9OwqjLxTQS/xLx5MG9DRt51H03Yxj2YlyyAQ1HBHlZxN1mJU8sTR7F+gcKFobDlNshjA06JlBcbG9lRr07mYazqfgHadIbmbZATPH/vHmwMqAQB0OKV/hKSZ0k/ADpOg0WLZA39GdG2TgQFGBLjp7dI/1dRlRcZ9OwJPZc0gBs3wNBDeMic5k+5QgFM7S1xGiG/dsGRI9Dr7gD9i2Bo0xaWL5cn6+ICLk53gJMQhZD1JCICXkU4ADCQP4hdoKNTL3njnjwJA3cP5SL6YmTFN0ULKS8A3Zmnf1KmH0LKiyRhahQLMZIiS9UBqumfjDsD/MNV9gvjKlFegoJg8o5iEDOeX8I+0CJSJGo2KbMO5mJgiDzlRaeDnRdcgXo4RWaidOQ9obG2D7sIEydQD31RvYhw+VauaoUDiDx1kYxm/spNGAoW5CQoTJW2NfpAK8O1kF++8pLOWQe8INAshovavIT5GpD5GWQUa2OlR2Devs81hJMdwtzIhgaDlHbhVpgq7e8P17VeoEVeirgk4WwVgbNdEGjeJmc0+Uw2nsSp5ckoL5/Jor858DfJSPCLUOxe6+PTvsTEiTDr7jF4ZMIW5yuUBuJ7DAiSuAZYcjpT1apgt3AquKQjT57W8e+HhIBt3+5Adyq11HHoyH+3u/RPFfNy5w6U3daHog9XMUP+9ScpChZFC0MtBbhGrpgbpBUzJCQhBXFcQkWmLCwgvbn+ShOIA0tXytdxAwPhon9CFVWtVkGWQxwCisCZM6CZOgVNTDQD+EORBUTJuBERcPapK1XDt+LMWwqMriM7sys0FKYcKsiU2IHsCCkntBjb2oL/nHVU5mD8e3IPzehoaDCjFA3YRvVrEzjpl1V2YCRA3aKvqctO9g47zSEqsXS8/HiKzaNusZvazHWZIPwf+foZ85SMvIj4GKzynZSXvDkiKcY5Ctk9UmylOnjViaInplLh4mT52YqJUqUBIctL+67G5OQ+ORf0pjezGfg/+VUqBw6E9TRhfeej2DiZ6CO8FTY3srEBY000TqYh8kOjNBr9RUigZsq+fTAupDfjTpTRn38pbHJ4+DC4bptLzksrWbDg77cLC4N3OkfeRVgTbSRWE6dbN3iWtw7Pmg6mUiW9u6td6Uf0Zha1qv5zgHX+/NA17Ta65jiRJPnE2hoMDfRZmoH+guWrUxk/leUlPBxOvtAvrEXke1EACI0xZxfN0AY74HFMX3VXDps2wYp7fwCBDI+YQjGBMcuXh8meixji0wkDdLik1SCkbyZekLVa5JYzrVsX6tbpjsmGlURjIq6AfKQmu5k8JS8grzGKjw+suFADSENZjlPxO/VVevoUhmxqCGSnMofoIDCury+UnJdQp97/hbLrpWRgRGSYDgOZtUcMDMDRMpLp9Oe9ZUZMWzfBxaWV8LhhOnPK3vgfE9Ygu3Nw3HFVvWQIcAQyBwGCpgQF7qoC7fPynqdkmRqKNyhSXp6/MWHIgVaEPa9Ihf9BLxkWxfUzX8PeElChMez4fqnSh06YEEBjNKdccLKAkRenExZpRP/V+mq0/0iiU/ZPesImmCrT+KpvrbERClfG52UFnppUJ+xiOsq2JEkmz5eYNg0u6dbCooIsaAw9ekCvE031F996MmrzxF2zBJWXXbtgfuhAOA61XkPjXvl4wBusK9ngk0wGX0QERMVag9YMK50+xjjx7/ynm0YHB8hs/BwszDGz/Xh9lfkH29qCrekbsEoLHw1cS/vdhlN9oW5LIJlSvV+wpms0UKVIMAbnz5Ajf7HkvyMV81MpL4nXbpGGcAD+OntasBbCodki+cqLjw/sCdLnOHeKWSTkvsmdG3J7bGCwT2f9G9M+INfHHxAAL0MyUg5/HHlP0Q4mrNokb85xbDVohFGsFofRi5CrgNStC1K79rBsGRKgcZefC/v4MYy7VB2oTgyGFA+Kijunk8XKCoq6POOCX0Z2UwvXrWF0ryVPXwsMhA13cgO5cSCADimIATE21BEVJc9U6+wMx3ptY+WfISx704bNO0qzYJm+vo9cfuE2WL2DtIVBZhaLkRFMaXadg+v8OfIxnVZxqjQIl7x/hCcHQloRed+Wspf1oShC8q+tKctx6JqTEzKTu2atcSaU4bxeloa1t5yBPNgIlsaJMbEgQmuMFBSLjZ28m4gT50wIoRYPX1jSI98pLJ/fp0QJeQGdv0+24hIbMJgmsaU4nPHXd1mWk05fpaKODMdXsYK28e9ptYhlOmk0zJgB88J2wEq43AsKJhMrfOYMbKcxXIHZWr2SjY2NrBijPXvgdmRv3uwqTwGtGWaRQeS+ry+aKcr7EBPeYUVkYPIX+oEDYe7LOzAVLjfW/0YXF6iX8wE2j69TqNDfx6H17w/9l1WHSpWou2E0T7iBTdP0nL4mPmcgwXcUEoLSPgN7l74Gr9rQ4SToHVn/SX4q5SV3btBOmoHxpLFo5gfJltu9G5a+6h//WunadpxypD8bRaGSgsGgJiZ6t49WS/J5e3q2boVOJ+YAEIAjlvfEe5PUMj+iv4vIocBfZWqKRqtVnCU1iWHMrK0jQqZ43rxwvuVcas+txu7wCvRfC61nyzY2xTOfbvhP8WVldXkXent76Ff6ElEXrlHU+i4tu9lALnmV+czMoFzWl7w2vMiy2DaAQk+Iublwa4FBde5Tb91I/sz9F2YvfShVqqMsWUmCV+/NAFdMomxxFp20JHGDvPTw1QdC/XFcvvLSoOx7QnceYz3NOElZDG5Lsu8F/lidjleMw2BzgklCtidEkgjFCpvVy4BlVP5Vx0GZBe76jLHnOrswXa4jctAqWLUKZGajJCbOC2KsiSYmJvlAkEH9YmBEO7qPdOLD2OmYjRiIsXEN4XETX24UemBkZxtt3AgrI0fDKeBj5/HJO+QpL926Qc0NraFaNTJnbo67m4TWxwebdE5Ikq1QsiToS1xs635YHxjePJkg+o/WonvPLPAmD/Y+gjV1Pk2VhmT3lySBJGlA0qD59Bxw0Mcr/tczjoRiXiZNmkThwoWxtrYmTZo01KtXjwcPHiTZJjIyku7du+Po6IiVlRUNGzbkTUrqy39FDAzAxNIYTZTYgnrhAmwLqQhAQzbTrYt8X2Lv3vAyv76h0Sz60n+QYABVXLlsSFFWiKRTEHsSt/IriR+JkxVQXgoUgIN1/ox/rY02ECkTA4BposwuudPOlQue9p6Jl6G+GcimC+6yjQlp0sD0WseYYzGYlo77FP1HaXlDUScfytpclZ0doNXChgsebKAxp3QlFI2bDW/+V2knU63HUaWKPBlJggwdqpKBl5To5MVDsnL9lqHs/6neqDz8irLO4QsH+bCO5pTOGxI/F8G6j6R1jMF7ylZe4cLKxfIV+rgUfICIMIWVnwVjbfp2CmMmfZje4S7lyoF20AiiPLIzfLgM4Y9/SOHsIZQ3OEnx9M9lZ0kGB0n444h/qCnly8PQtEsZX2h70nTcv2HhQnhGRp5NWoNzXLmkFBRek3se5s4NNc2OUDObN7a2sH9XND5k4dqEfckqLjlzQhXTE1TxfJS0ca6Njf6mUc5BqtFgZQ3mhGNuIm998PaGXYEl2fUsT0LVZJnKy6RJYHjxHIZLF7F79ycfxrVxUJWXBE6cOEH37t05f/48hw4dIjo6mipVqhCW6ITs27cvu3btYtOmTZw4cYJXr17RQGmloG9BXFaI6Kr4ka4soFIp+Vdcc3NwMU5IMxSpXaLTQXSsIdEmlsSiEVIEsmeHjm4HaG22gZOU5vomb9my167BkJvNGBI1hrMUV2Q9eWKcjRvk4fIN+ekCjo5Q2e0+Ha3WU5LTlM/1TqT+GQDdbdewwqwLG1rtlt1XycQEMtoFk834afx7wj85rqS5AkWvvOFJzv86jeOeHWkiL1Oa0FBo+ld5mrKBtm8mc/VFGqGCb/EIWm0S88jXlOw8JH+fsrK/4uCVhMpwG9378+uv/7Dx37Bnvi8RmKFbtkp2UsfKUY/ZQw1WT/AlS+ZYXHiNJfIUiQFTnGnLcgAqcYhCueUfHD3ahDKBYYxp/VivvAi42JrVj6QPs+lT9ylGRmBiY6Ys60ewjUOLlhqc8ce5b0uKFIGJ2Vfwe/bNsqqSOzuDu+Y57g5hGBrqs2ZmXi/P2LddWL/+n2V79YJtFi2YUfsYAwsf5w+nyVStKnvaeuI0lTiXpgxzUffucMC5JQdark7a30tmZ+k4rhwLJRxLXi6UV8Vw40ao4z2DOgd7cOmS/r02w93Izn3S1y+idInSX9AsLP7zyouQ22j//v1JXi9fvpw0adJw5coVypQpQ3BwMEuWLGHt2rVUqFABgGXLlpEzZ07Onz9PsWIi4arfCFNTveISEyO7+V7XrlBvfRMIDiHru4tC7hvQn0/9rf7C6EMgHg07Aw6y5P78E/oc12eTOPOWLlMNGDdf3pilS0PpvH/qS+36+gqtxnfvwpT79QDQEo3DQwNyyMwcfvwY9t8vT/f3ywAw7hlLVFfZQwOwKMMYuH8fBq8Co+QiExMhSZS3vAhRgZAjI1gKtPAG/mc3kqmBAzEb0oc0aToIjQsIKy9RUeDt5wCSF7Yx6cigUIl4HOVGwc1D2d5SH3MkixT0J2pY/CWcO8eWRNVuw8JkNq/7SB7bZzQy3QU5pguNDWBtZwhGOoiQrwhULBIK7IMiH+BVohogMjTcnUet8KYFDubhHIqoAkN9kFvVr0OTDzB4EjQpD76W+n0dG/sxGEQQ0U7JoFypToyS1PKPSkRYGPTbXQGoQP2NEk2b/r0ZpGBBKGi0G8oW0GvnixdDiSHyx0y82hsY6OedXHvmL8nGEWcFCQ7Wm1i/wO7dcPT1QDjpQbeOVmQBxZlZAC/emvCQ7BCg/5q/K32QIQOUsLoBFpbY22dJ8tny5bBJt5PA6VlZVFlvWf4vkqJU6eCPyegOH31sV65cITo6mkqVKsVvkyNHDtzd3Tl37twXv0Or1RISEpLk8a3Q6WDRGS/+pDsb18qP2E2fHgqa36OgjTc2hCq6EExLN43JDKVrIznFDj7nHWlYsd0m+Q0/JYUup1n05ZeORWRvf+MGdD+fUHcgOsZArL+iJCWk2wgoXA8eQOu9TWntN4X1sY0UWUDcjPzIav4CN4v3woUIb+tyMj+gCbOulZXdit7PD3JPakFu7RUGnKkvpERYWsLMpufJyNP49+T+5LAwsGzXCEs+UHNtc6F9ZWAAmwdeZDONmDYmjFYGa+hS8rbs/fVy7UkCsOdU9YkpS2cXzEaJR6NJWsBMVBYUnUuRUQbkGNEIN3ypX1fmCfGlVOnwcFkNS3/rbUJhLpK5dy2uGRXmio+t7HW8cGGJmuymZh5f/f2dpaWY0pTof0rshgkJFLgQCP6/79/D05gMPA20TagKYW0tX3n5Ai2n5qEo5ynb9G+KvACnT8PMgLbMvFqOl+9M9CeIzHmXKwcT0s9jQuHt8dV07Z0MsCMQd4fQf/ya1q3hjFdnztSZ8llrD29v2KutyLkX7oqal6YWFCsvsbGx9OnTh5IlS5I7d24AXr9+jYmJCXafFAVKmzYtr/8m2nzSpEnY2trGP9z+qQvWV6DzosL05E9mzRWMVf4Yx6HDgMgQ+b7yu3dhg39FNkTW5SWuQguyqyuUtr0Z/1qrFYw6Uxh7UqkSHC83Kv51jM5A2H0TR89qD2UrL2Fh8DAoDQ+jPHhvnE5okXj7FlbdLciq0Hpcjc0nJBscDHseZmVPRAVuG+YVkn30CDJP7cIvIWfo9qgffS+34LKSBs+GBkLjmptDn0p3WExH2qc/QLfM+8icOXm5OMK1RoRjyd77nmSM9qZlC/E4jv7dI1lp25MFdfbKdtHZW8dgT5B+URNUAmoM9KIUp2g2IL1+cVN4h3vyQVq2UY8tO+VZXg8t8cWbLFwa8LExmYKoahOjWB742fACN/xeie9rnQ4Wnf+FWfRm1ZLkrz8PvDVcpjBP3lpR4M0+Ci3+jWsyM2BGjZDYTW129z6s/5+srGTv64sXYRe12HXDPd5AvXbAVfZQg2m/y3RjxCmYAv/v779DpncXyTSrN/fuwaFDMEA7ns5bqnBPbg3GT4Jjrj2y4iJFuXxXZs6j4LxLloRhLssYln9fvLtq82YNgfaePBs8/++MPQn8TbR64nPxG9oCfjiKs426d+/O7du3OX36dIomMHToUPr16xf/OiQk5JspMIaGYGQYS4xOWd+cNA9P8Q4HslaL4uFTeTLbt8PvPvqWzjt5QHqBC3ajRtBofh8uv85A7L37WMyYR1wUvly2R1TlBWWIWudCvwryZNKmhbTO9xiZYQmPXphhWrY4Ol1mWXfXBQvCylIL4eVL8j/ZQu5mg8Aom6xxT5+Gamv1StMok0mMVpip9EFjg3+QEdYyS9s8egS11rcEWtLdegV/ah/KHis6Gp4E2CV5T+5fbGUFHYrd4c3FZ2y4XQOd8XxKzIS+fWUPTyWOUKmQlX4ihavLktFo4Be3QMKeB/AYT3zJyOtXCrVTUQuIJBGLhjBDOyLDLTEMSEiOSI7zd6wJpBTshcpOrQk/lZf6L5HVPdfXzxgdHhi9NqbjhEx4sw27sdE0HJi8bEbXaMAHMnxUGkSUro9WCANDDekctGgC3uNoY4ec8vHFajlxhSiM6hsQHgldlhRGogiF50XRKpmEJQMDMCQGXaJLvLDOpdFw+jQ02TSTsAgD+o6BUaP+WWTCBNjJLpgLb0bqvS3Nan+AafvAPYB/qjsSEAARunQQbEVaNxOMoqKQomPQGIsvU+fOwfTADhAIdR/rg3L/jvnzYZ//UlibkVmtiL8JsHfQKwbGBjqiow2/GGXw229QZ10zKFGC9yE9mUZ/wnYXpFNT/c2nIlLYWbpzZ2hzpDV2BGHccKfi7/m3o0h56dGjB7t37+bkyZNkyJBQuTFdunRERUURFBSUxPry5s0b0v1NfWVTU1NMRfNZU8Ci/g8wmjqBNP2mAvKOrufP4VX4L7yL0V9lU9QjUYFwIccnwCVwld8pdMsWGH9qNtdDPnZEWgy9FyDkDhmTdQ28OAZtl4GJvNt6d3do5XkWYr3h6V3F7qoxUUO5ueQBMxqAh0fy2xcqBA/bT2b85hzMD2jC/EVN2F0XatYUG/dQZBl23Ymh2DsSsiX+AUNDcLYM412YJbbGYfyVYxaFK/wuayxHR1jc7Ai+1+eyO7IGm6PrYXBebL6A3gwjYB63sICbk/eha9EKR4sIzMPfY2ftAAj6yhRUQgV4hStu86cAU/i1i76Qoygd/KfAIch5X57yUqSdF294QsZ2UfF3pmGRYr930PYSPGQb0sBs7DgrT6bkr+m4TRDmjc14vfeavkPqnFtA7mRlY3QQgzHoYtFowMpcR2i4ER9k/NWHd0aAjQ07B5xk24oQLBzNSJ++orxJJ8LAAF6F2QGy2/x8jswMml69YE3YA/hYacCMJhStAMdldFQpVAiCV2yDrFmxs8ud1F2VjB5w6xbs0laBhzAm0W88cNAAM1tDDP+3EIy/HAOXMSNktLgOrq70PQqzQkfBMaj8VEB5+dR6kkLlxcYGSGcID5T1o0otCLmNJEmiR48ebNu2jaNHj5Lpk/DzggULYmxszJEjR+Lfe/DgAb6+vhQXbmv8bWhbN5CWrKFKkSDZMgsWQLHHa+NfF/GSv1BUqgQz3fS9COqwC4+GBWTLAopdP+/fk6C4ICyuH9fISH9iiSpcceZMwT5Srq7QOlvC6r3tbnb8ZZ5/5uaQ1d6f3KYJVhO5epOrK4wrdwQNsTyMzkSdHR1km9izZYO3w+cgOTgS1PQ3mtgdEHLfAJhpEvZRpIhFMC62wNRUkZJoSCxBq3bjhyub58vb0TodlB9RivIcpdcQC2HlZf3xdGwlIfswMkL+73238zwxGDKmZ8JclYS9dO8UzWQGM6PNTaGMjmMPXNhBPXZfcJIt9yHMgBBsCQk3Eu4TlDNLDAW5TAFP/UK2YMgz1tGUOYOey55zncJ+LMs7i7l5FpI7eX3pM2xtIb1NCNkMH8mykLVsCRMYxoR6lxJyGmQqL58SiTnhH+S52Dp2hHV23VjXaBsZM0LDhnCy5FCulepJDfHyNgBY2hhiaGOVfNbOx+td4hwOkRpCnyFDedm2DZr7jKX50Y5fvlbZ2+tNWf9hhCwv3bt3Z+3atezYsQNra+v4OBZbW1vMzc2xtbWlQ4cO9OvXDwcHB2xsbOjZsyfFixf/d2QagSJFIDFHqECFUaOBMrK2L1IEiqRbz6rgOlwNycKLdwqsTHFBtwJzNjTU1zzRxppQmYN06maMsbG8ssBBQfAi2A0+2ONi6oqjUlOToPLyyy+wouJKnIIeMeOtPstIdOjMxi+o5HAFM1NIkyaZcqAfcXGB4aVPoLl2leHBAxWNG5/VoUDRc+Q9D6dux2xQT6z/8kZOqdy3byF91/ZAG2qfuM1WR/HCZ0DCsSXTpyBJcPyOM1Ce44vgotUawn1tmFYHWbVi2k7LhZb/AVCbnRQuUA05LhSIsxrGUrv8B1wOrsDCwYz8+bvLkq1fNpDgbUdwKleFjl2toc9UKJMLNPmSlT112ZxwqnDZR796x8ZqZCcrZnaPJvr+I0wzuAkHCq/6XyBsLQyz9gLVaf5rFIzcAF49ILke8ykIbh45SsMl9sLMX9h4Bl6MWqz3Fw1P/qatUSOASVAzM1gWBiBEY0sg7oTekvAq9/eJVoULQ+T67ZArFyd9M5Iu6D5Z3TMh9/gA4q0Ybm7glumFPtMymZYGU6bAmC25oW1b7HIPSPqhnR1yaxA0aQL5Ng7DwiMN+fP3SXb7qVNhwrXjcMuQTQ3058/t27DzXUdC3tpQ95zeUPclbt+GdQHVIABa+ul7HSXB3l5NlU7M/Pn6PN1y5coleX/ZsmW0bdsWgJkzZ2JgYEDDhg3RarVUrVqVefPmfZXJfhUUKC8lSkBvh1Vgb08GnxfKCpGZh+Aa8hJTZzt0OktZ7ps9e2DVnRE8iXGjJZnIf8OaonXlXTQ7dIAOW+vrM3d27oQ880Cm8rJrF/yfvb8Maytr3//hTwgS3ClWpdSFuru7u7u7Tjv1duru7u7u7jp1d6NAsWIhEPK82FACRPZO7+/vmZn+z+O4j3ua7CtrsbOz1rkuOa+OpwVv0VLr4fSV8PcmJECcSsG09304GF0SzQwXDtaXJvE9OtN6+jluQVGhBG4lpog31Gho5nCaZkXfCTtdhQPibYEKVrf4M8tGFM425MrVQtK4gMklqXIzDf7ZE4HPoFAiVuc/UW0GmLH/fRHyB+6g61xBrlzSnH+xQ/PNaKEOMyREml2ATzCHvjSCwaGIlQ5IQZF88RTJeV74IfiKIy/LR72H/e1g9EOwdBWeD5EkostYb95wEoBAPFEsX4C5eWtRtvtXBEOO/LDyDNgm16ya4i4CoXoGpFfQ2NgIbFck7tyFE9SBR8ltVFKSUCW0NtG+rmUvZ07yAQZDeCf9TZ4HDYJBf3aALlOEXbt0aZj6ECgobsz0Xgx7e1HeHnt7sJeHgW1sxi7Wzs4GycuXLxAclweCffDPDgWz3AIXN1EtheLj4UeSHahS29U8eABjX3YGwPu2fvJi7HMPvy9OeGgTPA5oaNRYYqHHvwSSyItGhK9UoVCwdOlSli5davKk/i+hMlOgxJ74b2pEpDQAQt5EPa+ZgmvgzSuTvDbHqs2Fbdtg/jaQtxFl8+IF7AwRsmxvsRimQvBAcbkYP2FC+EYb/eLmsHZBIFsbiiMghw5B8x0rU18IlbjWajS4W0TgbikDixDRh66wMLjzPhfERJBNZUMumXhRvpRxKypuUTF3pOArzy2BvABJGhlxZvYoYxRY/EhbIqoPX75A/dltIK4ytXfaMh0EEqFvddeCuTkUyxrC3Q/Cw/A0PqfoskilEgavKwksJ+/h7AxKGVcE5HKI27Yf2rZh3eww+o2wwdosnsREcR7FeT1foF66HLfajWAtJiW/AsKGbEoShkyWWhUikUS4OSXgGREE8igwYT/YdtSRp0whZpk/M2qISCZPXyotgbzsOWDOFwbCcX/6K2yRm0qYQMgs12iEZ8TGSOWNjj1Cuw/Ujx9GHm/txoxgOtED4Uf4C6XSz5/DhdiOhF/xoe4DoQVJeixYAHM+HoDNcLknlJdQbeTmBnkU70ChwNZWkNYW2xCyf39ov6shFChApsp/pXkvIQFarBN6xFVdoKZRY4m5bP8S/Fa9jQBKtczCfX5g2TKJeCntfrRl+k3JAfnFcFUKJOetgGSPQM6c0D3bGda8F/R67gV6mZys56yIRa0W215RCxLn/OgR1NrXC+jFKPvDzHB/JH3MlHEl3OTgYFh6pgJ3oopzbGENYBr9x8LixcZtVSq4/8UD8CBvaLKUgEgS4eICd8Ye4F7P5ZQyu41CE4dcLk44LSEBVp7zB/xhPnxnMupFnvy1xbitTAYKyyQgnl6d4+l9pztmIUHQ6axRW4C+9T/C0iVQsYRk8rL+WCZU9MTpuD2tbGyQJGKRflO1tUUTHQMinAkD24USNmMlNm27wHprkzfUrXsVHONPOA5jo6T33UpU2BGFEz/ea/BJFAisPixeacklFsIGWOc6icRoJd3mCa16jGHXNjWJLi6wdBkOjm3ThruMkRcdKFsWOHQQhwJZsbQMEGckkbzMmgWHwg7Cam82thHCRi9i/YgKzY3DY8Tl+6R7EK5dgz6vhBvmckM3edE5b5HtcPr0gT5rmgu5BZWEqEaJEnCw0Toc7l0gZ+dNem2dncHZ6is4epO+e62tbWpVbXioGsmJ+P8S/JJI3b8RVlbCA6oyoW/O3Bf1aMtWms4sKXr9mjYNLO5ex2LDao5RV9LG2L07vC/VinEF9tPFfDPDKt2RvHYkJMmJtHAjOFQuug9MmTKwutgKRmQXykDMzdSibTNlgppej6jpdItdWYYR1mM0YtOdrl2DUvtGUur5RtaENjGd6JmbS9oU790D5zljcP78kFEvukqyDQmByefKcyyhxs/XxJrLZGBlnogVSq4/d+IQDThyXNpCU1R2n4Sps4hyzc6sWZJMf2Iq45i9w9f4hekgl4OZnYlicSaIJw5Z6kdvVjJxsSuJCjt+RMlMahY4YQLYf3uJfOKfXL1q/PqB7cOYyCRGdgiUrkis5T2xtUvdHMXcsknz7enKWnouFMJNHbvIcSGcbKNa8fGj+Ck8DPXhabwfX76Iu97ODpyIxMk2ATMzmLSvIINYwMSpxs+6rduAE+E4DWj/M9l+8GDY5TuMNdV3oKfoNC1MEBJ8/RquJpTi6sfMxMYKApCFFvegXMRRJhvpk3rnDuyKrc+ux/nSRIi0PUT6IkdlykAfx630CbiGmxuEmGXifZiD6EKD9MiUCRoW/UzlxDP4Sv9JAsLtmzfoA6vpzl99RX7p/0L8fp6Xkkk43DuFVdECJCZ6i+0QAMD5wLwcJT/cERYfMUQiKQkSNcJt1lhKqwpxcAAHq29M9t8H305AraHgIk7n5cEDOPOuCcOfJydyzoKbzQSSLxbT/Dcy3e4v5BXLQfklxg2A8uXhZPXZ8P69sMjHi6+uioyEW8FCBZvZNzmubxMo/BZR1TtZs8L4Uid5+ETO4qdVeWBtT8v10KWLcVu1GiKU1oA1cTKbX/KO1TU/ScGC4hqyZMsGytlLYNw4smhCacQhPCeoCBSXxmGyZ83GBu5PPQJ/jqW2xz2+BctJVJuRaOQ0nwEppdImiMV1X12KzxzHbqAXe0R2aE7B87dWWKwUnscRkxFF2hoMz004l/Eelpk8pSBaI3ipRPGu5Pv89J01z2VNibuZk5oiS+mnLXUikMVYLsvJH2Oh54mm2LRvioeH8bYXB09Z8zddsTybxCpSo0ZgPJVj/CglIY2683ejScw6mBs7WTRmZuI8c+mx5HAWvjOIHPtUTFxo+NqYGIjECdLzOxEVNFOnwrm4o7A0B+W/OhPECmJnFWCNmBCbjuFS8CMiCUPn9NWrYVXkKtgFD8amkpbixWFdje04Pb1Goea6XalNm0LT0ZOgRmPOfilL3m0LABgzXzi4moRfLJUGGNBTBfPWQr4OgIimVP9C/Hael4UL4BS1ODz4rGjiMmcO+L86xtH3qU0ixO4VXl5QzOYpADPVwxm2tyx6xIYNQ+IGdf06qcQlGZJySTUaLMzUyBUWpoXJwKQEVhlCaeSNiLw0vTWaU6fE2WXLBpPKnmSI60ZiE604EVVetEy/QgG5XYWM08UvauJ89bBoL0bWrHCy83ZOOrTg8djtHDVryMCB4my1YWMt3LM4pQk/SYk5TXI5FM4aQWEesndjDKeoweVxp0TlYqrVsPZMVtbSlaMnzU0SqQO48NSdk9Tmwh3xG+qywa9YT2fG9E4tARU79M2ndlylPHefWuPtDfms31HC7a2kfkzrDrvTLHQ17Q8058ULcTbbD9uxlP6sOupNkSJQ3ekOZd1e/nQ8SUGhQlDb5hItcj0w2lqtWsVEWrOTGe0ekTRzNlFOWZg9W/qYALY2wncWHWP8AfH1gTw8I49XRNqiBBEb8pMncD6pEudfZWbPYUtW0Ystl7OJ8q6tWAGJ7l4kTv6LAgUEotet2nuGMI8W9UwL82XJAl3Kv6JJ0l78DBV3/WqptC6dl5gYDMmav3oFxyPKcPxTAd3J8r9BZ+nfjryY0jcnNBReJ2QFYK1VX76MX4mXlzjb7t3hTt6O9Mx7icvqssy7XEJsSDQtfiHpFqBBtkdi8kAz4leaukmcc506kNSrL9tzjPn5mtShFbLURCaxtgULwvPeCzmZSejJFKF2EB2OsLODmv7vqGl1kfzZY4VEFinNnJI38wFdY5nKWCZ3EJdoHBkJXTdWoqtmLYuvFhESWUzo4VC2kgU1OEP5zB9EVcCp1dB9RXG6s5bRk6xZ9rgic4I7cuSIuPGsGtbCDDVvvgpuy3iV+MzXttWD6cxGureIpHy2T9S0OPezJ4xRaIWIe/eGJ+V7cavKaCpUED08Ntap36vJeaQSEjr3rvjOU/Jyf6mgiNevHxzPO5RdlZel7X5sADIZyGylEcxz52Arbdl6PQcqFexcFMwNSnF+zl2jtsuXaXhGPp5N25+2ZYTIyp8U2NpKC7GZmYFcloRcLvzN5uawZvRr5jGMbo0Mx3BatIB5duOZV+dUxnXdyUk0AfDwgPq5X9HK6kDG0mUdOHYM+n8aRf/LLXn6NPX1LwkePCMPT2/rf062bYO6bxZT91h/7ur6Wn4D8vLbhY2QyQQCI2FTtbEBV3k4WFiQy/ID3orMknOgrOSpG4vYod+8gWehZUDuQTGzj3hJmHONGrA7YBpYWVE87jLZSnpAodWibA8fhvFnZ0OShjHZttHCU3ry65PY7BwPqYjyi4K696CoBG2+gtZvmBhwAEXYV8qX7yveUKMhwPoFgSPmYbVxFTazRLpekm0dZFFkdQjDKi4SZ2cJrlZtTxMIX7CUI71MRr/eahj3F9QsDhjQMk9GXBysv5YbyM36bRDLSLzXJ9Khu8gHM2XOZmYmdZYGCA2X0e9oXaAu7XdCfRFNvJM0oMGMbF7x3A/0wGrbTqC2pHGzZ07k8tAjMGoUDBC3KQcevgMVyqM58hDIL4lEFGvpx0eC+b7OnRmZl2Lj7UTu3O1E2e5c+A1l3SaYLVwBlJAUZsueRQ08h6xaf6PYZoPalUo2yaFQtVqUxPasuXJOshVWQv2ZUKq8BXALXE05dQltP8bdmklkrDkDDIRyN26EdQdcYMoUPjXsR2yxCtj26Yinp0gNI12l0mCUNFWvDtVtV0FZS3BPJ1bk7CycgpRKDLrLZDJy5IDDvY7AuHHQyfjp59YtWPq9FXyH+h8hXz7hdb8BdYinPoW6qnjw1PBn6IWFBQl2zoS9j8NZlXpm/y/h9yMvINmbMG4cjNteTnAN7HwA8SUkD9k3/0UaR2zAqnwJ8ubtL8pm/34Y8WQGPAEYSra131nXEKqIkGvx8wM/zyvCIh0cDvFGlJq0EBYG9yOFRJNpH9rxNeksVR4KbmtjuHoVZl0YzKHPqQJxbrckkBeNhvzWb8lf/KTw6y4ugbwAlrIEPN3VoAoCiXHy0or7vO+aXNI+5J00Y5BMXiIiYN2FoqDqR97LdtQBk4/0o5lJ+bUJdOhu/NrERLjxwh0oh/NTGfklhH7kcljV8w6sWol65CL6DBX+TrHTLuEfifr5S/IUz4Xj4R+QJD3kBAgbclyc4OXSp3qWbt6QBBbJJ3pbW9Gn0rBIOd9xx8M5gVE59wpZlVnFkZf8uRKAe+AfTVQUBMpyE/PZnczfhVJZg9CnviqCvPz4AYk4Q5QFztY2QmV3XJzgKpSKFBsx7kgdc46KggvBws784YN+U0tLQKYEqyRy5QIc34Ht14zaK2KRkvgitlxaR9xUaeNCBJlQPooiW4mM5GXWLNj44RiscWBrawhIKcGXoomTftp2SYSEy4kywLkqV4ZJnsshsy85czbI8P7IkTA7Ogwmw/U6iC6a+DfhtwsbrVwJjZQ7qLWiCe+k7E+/IsWu0ZDHOYiqzn9Tzu1FmsQ7KXgf5SatZNnEOZuZCeq8AA9+5GDwkx5cFtFfBITqVW3iAiZGnSSGnK5ehUyrJpPpxUWmXSxn2qApmjgSbOPj4dV3Z16pc1BpYmXqcYS+g8Udc0JDYdihSgyLn87WPclMS6QHxM0Nnk7YyVOZVh6WSKn9mBioMK02FbhC117mvDTPx4N34kJlcjn0qP6OHqyhc1sVG3tcZjfNGT08UdTY1+Ze5yal2TgvNHnS4u91TJwZMdgQF2+Wmi0v1mOko1RarAckq7cKP16TzTvepF5OKdiyBXLf3UbRo1M4etSkjxAdfqnX2g5XwnDt0pCFZ/Izk5GsWiEunNm3l5rF9Gdx+5sCH7exERYFEzVTUtY7cxKMVy2mJ6giv6OLF2FlXEdW3iqSqoov0vOSYVwteHWuiRffqNlC9+Hv2zd4muDP09BMwqNoayt8lojnumdPuJOrLXeaz0gjRtesZhSd2EDrqvqFBStVgvFeqxlf/Dg5c2Z8X5ujmlr59E/Hb0deHj6EQ6o6nHqdQ3LrhzcRrhxPqM6BJ/6i81YOHoSuH8bT9XwHHiXll7RYly8PU7OuxtM6AgAPRaSYQ2ZGSNQu6dABlI1as7PI9J+vmZJuU8b9NYfzDKdRI3HXv38Pix9XYXFwK26H55R0r1QqCI61J1jtRozaWpiwyFr49+9h4Kl6DAwdz95XhST9sS9fQq4FfckVdoNLj105Rj2u3DDBoZlCnERujObmkNcrgrxmL9g17hH7acz8MdJXqVu3zcgddImAVX1F93NKgUIBHWt8ozl7KZFPYsVRSvmIhO/Yq3lZ7IiheBPfXxIxe/sW+t3sQOdXY9i61fj1F9a+5TX+3Fz39JdKpbWrE8XsybfuW3KOKlx4IOQvPHgADa6MpNK9eaxaJX4KozblYzQzWbJGXJZww/pJ9Gcp/Wu+xMoKvgXJuGddjov3HY0S3OUrZPRnMf23lP75N5YuDbETZqJy95VWgSOBKG7eDL2j59D7YB0CA4XXev7pgT8vydSmiqkC0jg5Ct9fxA/dXhQrK7CXRWFvqRS8exJKvL29oZjNM4p5fEojTrd8Tiwb6MJfbR+bNmnA3x/KOD2lvucd03Id/wX47cJG2mFLqYfzzc+KM+nTGPgEx/+G2iJC9ffvw/rQRhAKLfPvpWC8eB310qWhdOZNjK10RVBDs7GBhntF2cbGQnS8I5ciS7L6bTVQq+lzABo3Fj08JR1fsr7COhSBbylSb6oomwYNIKhZX/j6Fdt8WbH9+4roSr0nT2DgNUF2fcrHs5SQQCIUCsju8J3EuATOv/Jlm6Y1rkcTqVXfuM85KAgW3ykLlMXs4980MzVBORlizTNlgl0dD8PuPcx7sxEnVRCxQ+14UAPyGk97+bkxtqj1A6YchILTEdMp3dIShtd5AsePsdVrOIGBwsIseoFPn08BwgPnKCI0mWx7476CN/KOKM9lp2ULJHsjuywrTjj7yTRIwcptxq/fcNQdJb1wPOZIzkqw7EF5AOyuQztxESABNjZovgaiERet4sEzS+Iohfy5PbkKQ4ccV7CN/U6+fI2N2vYc7cIDzqH4U03cCCFqc+SDELstbqTaqUyJRBxunIKixbj+yhVVgpnJScZTpsCymEuwEm53F0qI9eHIUThGfzgHk+OTBdPMwdzVBoNxEOD8eXiX2BFu5KNSXfimLk3sq6wUCER0gYQ2Ar9b8Bp/iBScRvoiuX36wLrgjzBBzt1GaQXtqlVIIGTHcdxLFgUyZ7CdPh2m7wqAli2h5HQalS1LGJfw6WLNjsPS5wyk/o6M9VQycDhr0wbaHJkGnz9D+YsmTuSfjd+OvIwfD6OOVsSqSlnsSs8QZXPmDFwL6cPM16nJJqZ4Ip6r/PD8JidzKLi6SjSWGEZZvx76X9iZ5rVabyWMp9GQzSaYztnuQtQ1yC2OvCgUoLCKBMsIsMtmcoXUuAvVmCl7RpueiDpllikDb7tMRXnqEtbP7nGDbVSamUgtEUmk2lh4qQhJzCTvMg19+hqPWTs5QYfCD+HFc/J2LUvvZQVR7LgAGJfjtLODFoVewoEDnC8CN244gtqE3FmJys/W1jC79V04PpKyCwezr+9ZbFwUeHlVNmqr0UBCohlggSwBLEz0gCzZYMdW9UbYCpUmiiMvlQtHEHv9PlkDSnLglAdhNCbnVXEy2cOXZiOUFeRcrOKgVpdhKdM+c9uRxttWEptoyYQpgtidMbQZ4skzbuAwPJHIaChTc6uQy1W5sfiBk6F9j4x5QGZNjIPF9eHPfex/FwDDhuIydjogocmYjnFNVtt3cBBYvUp/9uiKFbArcSVsg+HeMOfxCngMW84ZJ5hdukD5nQOgVi28vYUfvYurDBfCsHeWo1TqJ9aJiaDCCnQU661ZrYEdjaHTNkBPWxet/JYrT5wJowJ+DyTIt6fPjbGzE5ixmBwBQ3k1rq6Cu+4/it8ubOToCB62MTgSKao0FODUKZgQOhBlogVVne4yvfAOcSdjoG9feJq3GUMKnWXIq74UOT2LgwdNmPivlCwnwyQeYUqOTwokzjkgALZWWcNkH6E3UrTGTpr+mUaDlVapdLzIHJD8+eFWp6Wc8OwMwGIGcPiwONvMmWFT80NschzIH30icCYC6wwKXcbh4wO5Ld4Q4PFFlFBcfDyce+7NOU0VHn1ITkw04Xtq0kjD5kKzWVl0JQVF9L+Ljwerds2xQkXNJjZEy+wJwoNPb8Qt1l0WFKITG9i6L/UYLHbah6Y94gw1WDsj5KcuTqwJ4YAcOeD2sB08tQxg5kwRBsknXLmZhphEBRrMTA5DSMm16dYqmjFMY2TL94DgjQuasopYhQsrVoibM0CT+gk04QCV8opszpiup1LZstDHfQ8jCx7Hx8ew6YK5SdyhGHcmHk7b30tE8mz6dJcUiLld5cpBZ8UOOhd//LNKeONGCPUqwPtBC8iSRb9tlixQxPwhRby+ZSwoSnEdiewsnaKJI2at/fQJbkQX4Ma3bGk/XiYz2s165kxwfXQe17UzOXdOz0VubkJi3X8Uv53nBfglzZQJ/tupmOU95BLXVdbdHdwV7whw/vzzNcl7jAnNFbNnh4bu14kzs6FboTvUDtqIzfBLomwfP4aTrxpCUhI1vGIoZMK9StTI+Z7gSnyMG9bBggaCMfj4QNuctwgM/8zG+NZYff+Cj08+SePKzGTM7v4CyzVL8ekxHjHtXe3soITXZ2IVt3++pow1rMqZBulLpaV+wTIZY8fC2J1NhEy8QsYbI4WGQrWFDYGGVJ0Ty2a8iH8H2cVWFaQP/ZgYUyjUvhDvCMK9dQLBInLINp3zJYlOACxyGo+iXDG8vEQmRWnh2s7PWFYug83m/UBZo9cvGfKW+Il/YT9sGgqFL8XzxoDqAbgY7/0yZZUH4czl3c5M5HcLwvrHN7y8xDS6gY6NfxA0dzNWDZsBWSSRlwGdfsDEP6FTKcAPCwvw8LEAZTioJcghS/SO1WpgwWnU0FFGRENo2BAaFlwubIa56hi0FfRn7kG2sDS7y/Y7/oQwAPMlSfTV47Hq2RNq7OsDLVuSs3IVonYew0YZRkCAcTViwOTqrHHjYNzi6tB/MOQck/ZNEURCG4+PfUJRNC+Wu04DlQxeu3o1THm9GV7DyZ5QM7lKe8UKWB9zlshZ3myuKvQ7So/YWAhTO4E6tSN1Bri6Ctm6v1D59E/G70leJHoEunaFKtt6QKlSFIgNNOmE6+8UQufsF7FSRpIvX0NRNgsXwoTrx4i8Yk9pjzfUMD9PpbNQrZpx27p1oW6RiYKryccHPn8XXXJ4+zYMfyKIMczLchLfWAXySHEpDZ8+wY2PJXn8yYnJlzoBI+j6B6xdK25sNBq8LEN5PXMvdOsGM9RIdRAOb/8N1iyGqgMQ1Zs+GQpZPJemXkLx5zCcZ58EXCSNK5W8JCZCWJQ1JLmh+AEO1qY1/Tt33QYfvmLRMQmVuIblaWFtLXpxlsmgYt5gePaMQvnLEJKsFh0bJ21xLBGgYkDMDsgbB64iyYvW5pTZzxIIBsTFMVpX/w4TN0HNP4QXUhIrY2ONxqzW7HflI0PxeqLi66ClQtfNQeIy9kf3Coe5Q6FXUSCLye0UfkK7s3QaFTg9SJ+XJAKaZC2eNE0rxXZo1pOHMXx1Lr6yCJ9lKr3kpXp1QL4OyhWAKlWoUn6fcJIqKZK86IIUcTx9G7yzs96y+jNn4E54L7geQMev4J3JGkj4pe84KAhuxQdAPLrVcxF4ib/lB7C2xsYm48kwMRG67qxLaGI2svZIYNma/57Qy29HXt6/hzvh1VBG2VHqFaKUKvPkgTy2lyCHE3xIgHDpcvllPN9RpvJTePYMKosjL/HxEKkWFqsbwX7cwI+k8+LIS8q4gORqI20MPVmLoTyl82Ahj8YYrl2D1lcGpXnN5HBVirEIzZRXr2DF5cYQWJTq9zIJmikSSaaZGVQoGgPcAR+JcQGZjIt37fhKa+KPedCxpvGEzrdvIfekvkBfOvSHTSnaJSJgZwdjat2FU6f4SyNsyAmJZqJkTyIjIWB4U6AilbvLWS+hQ7OVFVyccB5at4ZZP+g/yIwcr05gV7IYYCSmADxbdgF698Jq1RXobm16SXvKhix2k0i/qabUksbEGE+40Tb9BS9VcDA0XNGJmIh6VBkIixaZ8CEiycuwcTY84yhMKcrOEzZE40nseznZROjU5fbXEHn2JuTww8zMLXXcX6i5dXKEryEQGSXiIJJCIiTc6/h4SNTYgMoCa+3fwC+Srv37YWXQRiI2ZmJGXUFfRRuHD8OiiFFwAap+Bu/c4quNypSBwW6bwceXLFlS8ylTqoMcLWJQqXT3gRg4EAauaySUpOroO2duDrtvZkFJdgpclpB/8y/Cb0dezp2DbvfHArDyvDjykgYSicDbt/A+qgR8zkVhl0+4SrB1cYHc1h94EZf152v/L/JWqlSB3SVm8jbKg1HPu5g+LtDSbDelS7cQdW1CAsTEW4PaHoWZDQoQ5i2CvHz8CPP+FhYA66dBkshLVBQ8++oLykJ4RjiQRYLtq1fQYVUXCK3LzcZOwHZYDC1niGvcmQYSynAdHGBao1twbgLq/kN5Of8oirLFUKuzGiUvSUnw/rs9YM/hoxrKmI8n9kciPZZAf3H6iQJkMpYsTIL1jaDfTqClUZNcPjHAK8icJLnsuM3U/CjZR5bJrixckUxuTSQSfwd6Ek4VOK2magfD1+6b+w5Vu85YzF0LMclzFuuK1wrPyeVw870n4EmW1xLCklrjHHmUhWC6INskp8uf+k2u3zHnOnXhHrTvruEQgTAMAttitLPz4nkJsKI0TN4CtsmZsiKVfZ8/h0hKwlt3imlFtiaPjSe+S2echvbHYJhPm0RICLH16QPrwz7CBHjaQsgPevIE9n3tRtR7SxpcRlIriBR8+QInf5SBH4JX2SgkkOo6daCO9xyoUBHypJKXvn2h/8UWyOOiofFx6ZNOhpuzms9BckIlSoL8W/DbkRft7qRSN+TTH3LR5tB44hPMGDsDRo82brNxI0x+swrewMkmK6ipPCZ6vO7dofv6toRlLcKVxNJYXTxFjp6bJM05KtGaE68KE/+jIVlF/oCzZYNs3tcJibXlpKYGVi8eUbiw4Vh3CgICYG6RLfDjB5XaeFFsakvoKy70c/w4NNosHEenHX/OGDCNNSUfLROjlaIe8MePoeymfkA/hhz8yjwJ48bGws3PvkDa/vVKpXHyYmsLDfO9FsRiqMuAl/2JU8podVpo72AUyQv9jJlmML8Z9NwAFp2MmslkkMkhDn5EIrfKxI2vgpry589GDNONC6QSS6keEJkMjcKahGiVULUkIqR5+LorMTShwHUV955Y8J6mxJzzoWkTjDYqjIkzA2yQKc2wAeqPLcRXzuE7QsUnI+SlWL444Abkj4PHNoLMfkKCZM31lOfBmljMZRYY+01Ub5eJZ3zGuqMzr78Irw1c4Mc71uE+N8EgeUk7rrQ+Qenx6BG02TWOqAg1HccJpdP6MGS4nBPchMkQPiTVi9CsvTV02Q5+NdBHXhISQKOxQKY2w1wDsl/wcoHg5B7/vC0AHjf1r30bNsDlqAWwtwBTOgn6KynQ1kjRVeHVvTtU3d4DKlXC3789V25a8Fzek5gjfnRuIi7Unh4WFoCzAwQa+UEaIdCX94ZgV74wzhu2ILUFx78Bv121UdGiMLvYDhblWEDFiuJsQkPhrcqXNxGuhMbbE51ka1pI08KEDs2Ai1UMDQu9p5bslGhP0cGDUPPudAJOzaTltiZ0iF5uvEJBGxoN7lY/ODvqNMeoy6hh4hRUc+eGobmPMjTLHorlTr5JKuluy7Gb89CXpUyYLk5Yq1gxuNp8PldzdGDtPifkJOJQx3giZ3o8/2TLbYpz87b0n4aHBywwG8rKNhdEdQ328YGDnfdz0K4dDRvCkjd1WfulDg8fShzY3Fzwk4t8tpyc4NvCnXzDi/27hfpQhUwpVtMv49iWlpI3mTVbrTG/eAarnZvYskX6sHPmymjGXjquryJKMDJzsxLYEUORJtkAsEsmO1ExIr7n5BujVkPfreXozHomTRCnVluzqw85eUXR7kVQKEB98Aix2HJwjfEQTHConK/4EBiWeuL6KRprZN4ndkQShjNhW45RsiQ0sTxKu4DHJnWzBnjy3ZOPiT4/BeAkw9xcCNUZyK1q0wasEmOwHNibGzfAb+EAvIL+plcv4x+fNy9UM79ItZzvf5JE7WonQ2kvly/Duvh2rLtbOMP0mjWDsE5DSCxWij59MtoWLAiNbE7TKM8LnJ2FJNwe6pUM3ltB/L3SRUAkJAnrQ7YizrgRijz8vymx+9uRl7x5YXjRcwxw3UZhcQUDTJ8Ofu/P0ud0UwDyWb4y3pckGRUqwBiPNTT3u0fLg20p+PEokyaZMHGJ1UYfP8LpsGK8jUn1Ef9y7omptiJDMB4eUNv3EbUdrwOwnL7sOCQu9uLkBGU931LW9gGZfZJIQo5SZSZqQ/b0hIHFrjLQcSPHrzlSktvUH+wnatzChUEzaTIaL2+CgmCQ7Rp6Fr8nOWSkHRmTxANkMpPaGqSgeHFQT/mLOLcsosqG4+Oh5YKytGQnk2cku0sknJBP/+3Gaarz9yNzkpKrfMRGjl5vus5XvDi3NTDN/TXlcN6tnZLRTOeP5q9F25iZwYozfmykM0dPiFs6P3614A05eReoQCYDM3vxORGe7moy8xFft9TvddRQFcvpzdo+dw0+2w72GpyJwNkugSFDYJ9XP7bU35nGq6AX6Uql7e3BxjKBTHwz+lw3bpjEIBYwqOazNF5uQNKGbG4Ob0Od+KbxJCTE+I94xAg449CUMz12kTU5yl6kCBxqtpELnq3pIbK3Y3pYW4OzpxXyCAMlx1pfhLYHUNQBV9+XaOReHTsGg7+OYPDlprzQJ1hoYyOkOfxHy6V/u7AR8Eul0lc6rKTcpekw6L2o66tXh+peS3iSrwV73hQlkjyU/ChxUJnsl5Jui2T5TpePk/DvsgAx7bDj4uBHsqiTg8wGaxDGNuab10bKnFNsRaB0aThecwE8fYrXq4t8C7VEKfVPlsnIlxc0929jlSs7arWb0YrS7NlhYbVDELmPM+6tefraCmW8hOqZ9GEUqSIgMhnlysHNVvOwuX0Rr77GhYC+foXif3QCVWMa9IKVUnWAkudsJpeBrfg5q9VCIiBkIfSKmlWrYG/cfmKXZGd1AyG53RBqTigDnIYNUNzlLdaJUWTKJO4U4emiAr6BaxLNmkHufdOxKVmATJkyNqZLj0oBkURdvo9vQAnAkpEjgWljoHYOjAm3PXqlIIEiWLyxxsZKTYzSnDiRhMnJQY0r33F0sAUsJMnHn9oYKHRY3XgWqApA2y4K6LkSAkqBrKR+43QEBAmVbDPnmvOEjbC8DKuaCmHkmBVbhLLLeQkY2jZ69UiC/kOg/SawThXDSkqCaHsfIj7JcInW3R8yb16owGXI6YeLizeudkpsooNxcfJBzLqVngi4u0ODYl/h4lld4rg/MWUKDNtbFrp0wc9PB8uRQLratIEi+8ZhXywX2bIZjkfOnw/LXhyGj9ZsaCVo1YDwNW18VJ6I7yqybNUt0Hf9Oiz83l7oSP1J8HjrxH9Y6+X3JC8SF/oiRaCt/SHwzYybU6JJJMJKnoiZLAmFJg65XBwJOH0aDr0dTFKYK/Vs48kV54PVRw2ZsxjfWHv1gs77GoKLC4qGNbHovASqzASMuwS2bYPup4TcmtW5H9IdTDrV159amh9cJGsfOzbvk2Z7dOkHZK1bYrtoIyCinbUWNqxVw/aS8OdmMJdWZtmmsZKgOauwrV8PyCHJFjCNvCCsjyWzh8CtRyBCfVmthsAftoAtq1bBa8uDKJdkY31jhI68pszZBD2Ily/hVHxl+CitGKVU0QRuFJsh9M9odkuckdbmVKcO1PHaAvlqgbtx8rJ/2jOoWANmvgAcU3dPEUmodQb48YV7+AxUcXXFY6w6t8Z++UFA346Rihs7PwqMbscloIK0Ds26YG4urF9SpW6leMfOyTlLR7gCy1NUZ8WWaOvxJMyZA6Oe3YBnsKeeEI5JjylTgOlVYNgS8OvN9w1HoXlzmBsGiCgL1wURpdLe3uBt/hI8w3R3ok8hLzp+H+HhEJOQCaIc8VAJnvYKmU+AbzC4GiYvoaHwWpUVVGmXDJUK+u6uAlSh5gY17dqJVFNNh7dv4Z68FaEX81D9jcCD/0v4PcmLlRUaZbzo/iTt2kG7icOgQVOhwF4qedFo8HP8TuKi5ciGDoFV4nJA7t6FJd9awDdY9hzgFbV7JnH8hPENxtISLOWxYGEDtsmJhfHxkktgeiwuxH6O4D3UntU7jF+/cyd03LUJNBpUGkvAnZAH0sle0SIa4D54RIi6/scPeBPiC3F58AyzwgtMEov7c6QK5gyEtpmRRF60TriJMfHIRJSkfvoE3Vc3h6hi1JgDwyVsMHI5ZHaOgvAIPpGZc6oK8EmvHEUaxMbC9H1FgMnk2iKjg434JFSFAj4uPggD+mO1/jlL1qcScTFTH9fyBezaiW+bwfDJNKKXppTW1FJpMzPBCyKRRAih5hdgL1I7JB32XPLgHcOJXZGJCeVM+ghRlT+nLlgSSmtkl31o3ZBfKvH+OSZI05fRgnbiq+hUDm19GjFj6oKDg8AG4uPJGMfSgh7SpdHA7heFCFN3x2ZlHB17p10/x42DpYG3YCHc6SDk3mFnJ4pc2tiAqzwcLCywsEh1RTk4gEymQaORERGahC6vU8+eUH97OyhalDwlhun8/MOHYfCHOfABtt7875GX3y7n5fFjsJ45AfnHt/TubcIHmJhbIJOBzFohbBBJ4pL9dCE+zgRbieGbLFmgYaabNPS8CcAx6nHxhrjKiqQkUCVZJBOXlGElqjum5HBImPPNm1B05yiKvtrJ8pVmwiZsSphN4r0KCYElN0uwJKYztWqBxfOHWCyYzenTxm1jYuDUq+ycSqzKkydI8tp4e8PHyRv5aOUvhECSIebRjIuDqUcCmMo4tu+QsexSAeYylI1rjSdlm5lBZtdYMvMZj0wyRo6EiBI1UHXq8VMh1BAmt33OZCbQs1O8ZC/VwWvu7KMJZ68mf0e/uiGL3GQ61Q+jL0vpWC8sNTlJ7LzThW8WbnRkJLOZuCWn+Dz2dERAbe9EREiCQftxM2xpy3bazi3KsWNQ/ekiyh39gyNHjA+3YWU8L/Hn5dzDqblY2uTFBOTIAdU9H9Hc7QKZDYRwgLTkFER9x4sWQdPojTTd3JgvX1Jf/xTvwRPy8eS2ac+JTAadl5eiDyuYNV/kWd/eXhQpHjMGvuetyPeeY6mkJcZrZgabx75gP41ZNFq3/lLmzFDK+iGlPD/orWjS7p/3CxI9/1j8duTF3ByUiRZoMJO8t0WprBh6uDJ94+aydKk4m1mzwPvpabzXT+XSu+RfrciBO3WC2wW6cLPBVKoVCqY9m6lRQeKkk4mABqF0WAxq1ICDJadxsORfeLkJK6TYHBBnZwhwekeA3WtW/vmJeCx5s19c+cyNG1D/1EDqP5vNntPJv8j/B32V7t6FXKuHk+v9SWYutpY07ufPMOB4XQZETuPUKUhMljGW6lBISIA7IVm5FFOU+/el2U6cCNEFy5DQe0CaRVAMZDIYsL4Iw5nLkpUiF2etU6qdHTg6aLBQmrCpSdV5+asAzdjH0KnJysc2NmhiYlHraKinF8kb46xZkDn0b5ymDefaNcMm0/p+YSn9+WtAoGS12vSwd0o9RRtzGs1b48AoZjB+fWpb9qlTwfztS5wXTtTf0yYdgoPhbFgRroXmSbOx64OvjwZ/XuPvFf3TM73mVBbGM4lxcwzX/nbpIcefl/gPb5hm/65eHU43W8lu70GGSW56nRcQ5V27exf2JzRg/+NcacbNM7AGBXhCq276Q/XPn8OFhHJceJtF51CuTsIDFqZDL6VIEWhufYTmeZ/89C4l2DgSFvYLTSyBdi0TaMxBSmX9ZvhCA2He4sVhRun9rPGdKE564V+G34682NlBIe8QSsjukD278et/QqMhIUnO/LOFWU4fjh4R5wGJioLARA8CYxxRyaR5E7y8oLjdc0q6v+PMjLtspiN/9IkQZfvsGWz+Wo3N78ojq1kDOWry1xBTapCM5EXk791v+I4rz7bdF2VWuzb8XXM0f5fqTc+20ViSgCxeHBH49g2Ofi7M0YhyHL9ozXVKc/6ug6jNydcXeue/TG/XXbx8CV3iV9BmY23evzduGxcHr8LdeZWQnZBQubAgmOC1sbeHIvavKOv6QpS+g78/RE6cT6RzNmbMgBKzWlBJfZ6xYyR412QyrK2T+8cliCMC9vZwetgJTlOdqVM0WFsKN9hkJ4atrWTjoGAZnQ83pVXIEhYskD7kjh1gd3of8v27RXUdbz8lN03Yx4DJ7oAw3c+JXkTGW4tWjwd4/N6Oc1Th6GUHUQ7UJVudmMR4Zm0V1IdHjDRjt3kbTvQ9ZDSCu3a3A7MYxYK9qRpC2lVphjbHob1iWMhAFnR/kmYcU88Ci3Z4MIXxzNnmZfC6L19lvMaf10EOGSMxRhJf58yBVknbabW6OuHhsGS/D6OYwag57qZNGnCwFZ5tQ9/xzJlQJeoQVVa10SlEN3VkFOvowuoBjzK8160b7Hbtw+4Wu/Dzg6NHwXLnZlyvHhL/XOsrlYZfKpfOkwdGVb9HN9aKbiT8b8Jvl/Pi6wsPxu8TZAwnijuyLV4MO77sJGZH6g9XCN8Y536OjpDZIhCsrFh9ISf3GIHrOhndhkqcuMS+OadOweBnf/z8twYz4k1Qic7kYw6EgZn0ChqpIRhtrNtixTquwySIHJpWs0EX8uaF5ZV2wNWrDHBvyZL4NvAIhoYI1RKGYG4OzopYUKmYO8+JI7JnxP/hyaU6GHVxZ80KW5rshQsX8D+xmJJThgp+36rGK4bkcnBQqEAWhYWWizc2WoL6agokhDMtLaF6vq/AWSgqY+3Yd5iNG4Pb6FmAYUafmAjH7/kA9XG/ZUbpygjeiGBpHYuVKjM23i0IFERzDQYPNm46rfNrEleuwb3bKORyN2LUwk4uhjcdue5KJE3Ic034Ebi7g7dlCHZWiZibG96Qf0ImY/B4B85yDv6CqD90V81oY9FmF14xCZdtCYxcLqhX43QGfAuBlbg2IdrIlg3KOD3D3kKJq2sRvde1aqSE3ouhYU1UNQsQ1ak/1k/vIh903fgg6SuVAHtH4b+VKjmJBnpCOtiDK9+Tb0w6URkj5OXqVThAS7gLC+Nh1T5XHjEKxW41M41oAS1cCDMO5IGBA3H36/vz9Wa1YojdtgWv6tUBA62lDaBTLwUM2wD+NYFiGS/QSuTVfh5EpVMZKpUGvffr82f4FpcPgjKT64eB9fE/XG3023leAGGhT0oy0I4zLd69g2vKYjwI9mZup4fcpShr5onzCQ4fDh/z1OJj10kcuuXJKGaxaLVxufs0MCEHJD1KcpOAnBKV9X51XIk6L3XrwvfW/fleog7VqqX+qCUNLZOlEeISY1u6NIT1n0BYzlJ07AgvNLl5H+YoalN0cYF2BR/SzmY/JUticqm0QgH9671lBLNo19j4wOHhMOpAGUYlTGXbNiRX0Gkvmq0axNKCPVQpaDwwrlRCw7mVaMhhxk2xIDAQtgZWYfW76ty+bdg2KQk8u9TGk0Ba9UjtJxQXK04db0izj4xgDp1bxODuDgVcvlDS9jHuJhzM+/WDL9U786JqH6EhoCFo3Str29QlU5yzScffZmcnamfbOCuIi1Tk2IzUE3+zZnCt9mROFhhG1apixhfIqp2jHLlS3O//zj0zTlOd0w8z/fR6zpgOJ6jF1bHHDBak7dmewHfc+b5ib8aWUU5OggtEZJzP1jaVMBnzcjk5gZfsG16OsWmI1ZJ5KtbRjWkt7uu1rVcPRivmM7ryDVx09WK1sRFuoggS4OEB5bN8oLbVeaOComfPwqTgPky6UYt379K+pzS3I1DmzbNnutew5cuhxJudlNg5nDt3DAzi6iqsR7+SG/YPxW/neQHSejGMHZ3SoUyBKIryN3jGIbp8L3nxs7LQoFSJ34y/fIHPUfkgODu54m2E0UQaV6kCS3MtAAcHakytjH/t0jA1uVzTCI4dgwU3JoHMjKHXHARhaRP8zSev2fOJbij3+9CntvHqG0tLcFXEgMUPWrWSUfD8IhTVymFlpeO0YwBDh0K3gw2xKlMUr+ITJdk6OICjLBIrGzlqtbRnAxDIixQZ0uRnQyaDxYPewNFR0LQlYNjV9OMHzDpbDChGiQWgSqxL/Fc55R5DgQIS5/wLeRxPnkD7iz0B+PMQlChh+PqgCAXgSTYSeDrrCNYj++Ow4iliSvi1PQKVK8OjTnPh5Eno+MSo6YvNt9A0bYp82zV+VpGJbDZYpXcugnmMV68sdOgro+CJWVjXqohCUdqo7ZopgcR27I35pDlAgdRxRSREFC8YD1yGgpFp37C3h9cixfVMaHI4cpwl5zkN0yF2nPBIV6hqAZYXwLOBYckVPZ4EtRparK5DBGfJ0SWRNZsyfsiqVbDwQFaYPh1397YsmJOIskp1bKaMAWqJmnsGpMRvIyP1XtK8OTTvMRnqjgEPHd+pTCaQAH3kRcvzkjcvXB6wW6j77q5/TBDIy/SQfhACFd+TJo2hT18ZGzRfYBI8aQn58hn8KP1wdSUBc368Dse1kNRma/9s/J7kRdubIIK8zJkDcw7khJYtkQUkt3Q2YTNfO/YtjPkD5z9mAcbr1jZuhLFP1sITsD+nJj/XsO6eg3N3jY9VqBAU8jkkyMfmrippzl++wOnvRQHwOawiglbEn/SkXV397uIU3LgBa273hHgVa1vYA2tgLXRZKE3jrkcPYPg4qDUeHKSRFy8v8HIOAovPGTzXBiGTsXgxLD5cGNq3h3xTJdkCkjwvERFw+F5+iG9BzutQxkQScfs2dGEgAAvPGScviYnw9psD4I/tF/CRUEFjaYlwit29i2wdJmJjIz4BFSCbRwwEB+Pr7U3enAnAB7COQxR5SQ8JpdKZnFVAELhqHeHt7Mhw5NWBFx8UBJKf6E8qOnUChsyAihpwME5eKhaPA05CiXGAULUbYZWZ6EBrXCNN630jqlNyehLxq5VZIJp0ARnyOORyOPHAkzh8+H5Ld/xa8KB9BNcYkEOpilbAJcjU3vQYgUIhrPe/KLUf7+xJ6MdEHGPSrmPz58PB77uRbfBiVdvkRr8p1UYm6CalQLu0XBfvKl0a+rtshcyZ8fHR3+cmd+/KvCQB35oqPhnJ/f234bcMG/VdU5RObOCPieLKf83MwEymwUymQaYwPYzSrE4szdhH1QDpbT6jYuTcoAx3nktgACn4hdyTDdssacMOOi8rKWrte/MG1r6rxtqvaRs5Sg39AJKUkK9ehQLbx1Lg+W6WLUN6+EZ7sZcQglGrITLOksgkex4+hK6Xu9Dm1WRR/Xq+foWOuxvQMXo5a9YgqQw3Uya4OGAPFy1rMFWLY4n5k8PDIfefLcjNS/r0lRGLDSG48eG9xqh73tISxjR6whim07Z1En5+sLDOCdY4DqNNG8O2ZmbwbsUp3pGDPeujpZcdp8f/QrtExGZsZ52EPT+wtU6+OSaGBkHwLmS6cxS/PTM5dEia7U+IEF4rVc8VOYlYNq5DdDRselqcFeGtOHHC+HAdWicwjsmMa/ok7WFFCnnRAUc7IVwUHS2yiVaKFo8Ignr7NuxLaMC+x/4ZI3K/2CdowQJQPL2Hz7opHD2a9r2XL+GiqiwX3mdPnaadnRAjNfKMdO4Mx7P04njjlRRKp8MZEACNHC/QKdd1nQS3QQNY7PkXiyvv06+uC1glHy5CwuSm9S77B+O39LxsPOdLLJ0ocErFdCmGMhmPPzsRRWm4JaeMiAzukyfh3LchcDUrPerYkRNEb8glSsCgTDvAzY1lL6uRkCCTLhFjQt5Kp07Qem8LMDenReI2Tp5Mjj0rjSfOaqNuXWhyvCeKTq2wtq5m9PrPn+Hq2xIQkpnCzyGPBBIRHQ1PwoVqquBgJG0wHz7ApuvV4Xtmyp6FahJI0/37UHz2WGAsxbrC3aelAMh0R3DeSIKEzVyhgIo5v4L8KpnbgsvJ7Vh/fEHxehMlDgqNOjlyhhDoAz/akTFXIT20VsFMmWBg1cdwbS2UmCttYInkxaVZFZTEULixnOv3MI28JBOBb99g8e3GRH8qSEk9EuwpeLn3EZQsCfvuA4WljZtux9C+t8bSXl6+NSeeAsjf25AvuQT++3cYcrgFP4KLU+ovQStEF5KSIAk5sqQkIiOh0446QB2arhYqAg2hS/tE6DsBWuYGi/w/5xpkmZeotw5kDdevGbdpixnvGA97C/BH87Sah/ePfMGuTAFsNh8FKuufgDZZE5kftGgRbIndDBvh5Vh+5pusXg2rIk8TMc+TTdWhTBkDH6LHS6JNHkTlvqZ8ydHRBkVBc+WCXHZXIJtNBlXtTp2g06YpQhJNPgOTNuLZKVrMDPvnV/EolBmVKotBnb5/G35L8qKwTCJWKSc+XgIVTV6EGgzLxXuu4zEkgaBOxs0uXYJZ37vCd6gVGiiQF5Ebco0aUCPrfChUiJknCmORORNmO/YDjcRNN0kDGli42pa/2YBydnHW1zEuspuqzmtJ7+4yap8ZjqJ5PWxtqxgdt149eFxjCERH47lpNa5ZtkJAfhBBXm7dgtaXhEqBWYchjwQSIZeDnYUS1GoiI205F1WCuGDI+1YQyDKEDx9g/LXaQG1GnoJqUpNfk6GdKCxmP/b0hKUNT8LZs+RpN4smg7PyN+9IapqJjyKLd5DJyJ4d+hS/Dd9PQIGJRk2srKBjmZdw/TpFqnbi/Pm0SahGyUt6mKh0e/WlO+HUQ3ZCTj0R3dJj482IxwalSkVUFIzcX5PYGGfyz9QwcpThRfzQFRcSaYL9FWtq+Amu+L+uVgIq0fGUYfLyEyaEBj98tSCRHMgDrciGkNdQ3/c+9soQcuQwLL7RqI83z3mEY79EIpLXmqQk2HI3H5CPpGsaQPffnc8/EdmD+5j5+2Ntnco0YmNMqGQDli2DUS+PwUvY2xKaNtV93aZt5pxlEuyD4ekEmzPltAdiITJCp+2tWxBEfXiQhZrxwiP1zTKA6JdO5DYxxBYcDHeUBUEpCErqwuDBsCfyMUx14GKTjEq02bNDBc+XuCgD8fVNK6S0aBHMP5AdunfHstBYALouL04Ih3Dto2DDXhGT1EdA/gedpTdsMYcDtaDtZLCSWuL6z8ZvSV4urXqBeetm2K7cB+Q3ev3Vq/DwRzu4V5yIaMENp1RJj2X+iLfiG5mI/2RGVom2Vg5WgEb0Zr5gAQy9eF74x3aATnATlsZK6xDQuDFguxpKeIEI8uLkBE6On0H2QzhNmKhIvGgRrAo+g3KZA9vqCz1DDKF6dYjqNgRu3mRn6XtUWzAZgHkHYcgQ8ePeuQPTgroTf9Od5g/J4M5NDwcHqOX3Cr58oUaTyqwsvR7rVQtwnvHA6FguLtC39D24th6qzmLsSAs+kA1ChE3KaOsKExtCOjjAxq6X4HoPGNyJmBgZmiNHsS7sj1wutTESwuk4MVFI6DDSXuAnZDI6TMrJO47gPiGB4AHGTQpmi0b16j3+2fzRaCxZcUnYxGucVjNylOFs8PbT8xHFPvJNVfGkU9pUt6go/SQASHOfly+Hac/PEPfShk21BbJuCNW6ZuUNb3DrnkBIM6hYESo2WgNXrkCt+0b/Zkg7Ne0NPDJMjb4lfOPCCNhTCuYdJcG+Lku73sVm3WKy9l8KGAk96yqV1iK0JkeOUiavZ0OeOhUOcxiWQPB4QaJiyqcTsBlOdcCg0Frr1lBo9zioXh03t1SC4eQEZqhxsIgjIUF3fmN4OHzR+ECk7kKoypXhUse1sHcvNEibKG1hARYowTLpJyc8dsudIBqQ5boIbQpDsRwnJyG2bIqtNjw8xEsZ/IvwW5KX/Pk0wEtwEtfXZPduWBg6BU5Cg+qx+J1ZiV2jhohJuu3eHWpt6wTFi9N3dh+e8A26QkIH48mvQGrSl0SdF32QZK6de/IrSrciCVehQjC/+FYIDeV8wYEcOiQ0LZO0WCaLtqVAzH5eoAAcbbwa7tzhaJ6V/HlO6CybSwR58feHE202CdnVwz4K7DD+ubQ+csn32d1DhieBWLvbEx9vl+bvSA+VCl58dYWk/Dh9gsy/kOMzdiwwvxO0HA5uow2a/fgBmXu2BBpQrbUF+w6AxtYOFZaovsVgn0U/eUlKgpEbCwCzyb7GKjVqpBR3ELi9+IYQ81j+kUQtBh4Tpbv/i04kD+XuDqdGnsF+1p94Tr+I7o58GREfD18SPACxbZH0lEqLeKib14ri2/J9WNesCwgid1ZW8HztVRy7NcNp/U3QdwzSIiAWFtC3SSCs2wjFZ2CUvOhA3rzQJvMV7JMiyZlTP2P7a6KK0MpNYeQorKwqp33TIrmrtl5vQloSKUUzpV49qGe5EKo6g3MqeenVC/pcaItZRBg0092zw8UFfGWfwcEBc3M9cXFXV90Suzpgb6chKAyiYww/12FhEKHyhQgXvOLI+Hs34HmZOxdWvzkCG23Z1EaIauqFh4d+t9O/GL8lefkVIjB2aBylzgyF1jkRQ16yZ4fsNnfA14VMITKePE8dWlKVtoUgOy9FnbeMw2OwtKTHrFyU7VcExbB+eHp2N2r78iXc+FwFLCwp+xpySiAg2tBoQGVpjzJCg01C6p+gDzlzwuB8p4R2qFUGcuVYJAqLJMzMpDVly50bRhc9hfXnV1Ss2M/o9S4uUDfHc3h+iS8Bqa+bJKljbS0wC7WIzoyQhkQcOiwDc2+YsRasuxo0+/IFCs1qD7SnzSjYUsSauFgZmmjJ1f+p8xZBfjQa+BFnCVgSEyMkYDl0aEg08QTUVfH3Y/22SUkw91AuYDjl9yfQt0sMYWOnYNuuLSAigUxrQzY3h7tLrmPbvzNOy84CvgZNp3R5h2rpKly7jQTcsbSEGmWigZvg8gPQLxazaGcmYhiN405XnHOBj+I7NvJ4rKx8jE65UdUogjbuxq5ydcBTeFFk75spg0NheU8YdJEU8gKQu4AFEATKCPSSl/SQUMnWpJ011/gGPR352EggTJUrQ+Xq6wTp7nL6yUvJ4knACQjomGF3efgQ7lt0I/JkLpq1FPpzaaNDeyh1eCw0boKNTXEKF4YuPiexU6jJlq2uuL8zHczNAWdHeP9W7zXz58P8dflh3HjIobvJIa6uApHQ97vW8lJd2PMdy5KFsd24FdDfC2HWLJj55hS8gQudSNPa48MH6HmwL5Ef21JrAkyalNY2JAReqHJk6EitE/+f5+U/BIkJrO3aQdGtw6BMaXL4Jz+MJhCfcuVl2F88gKJkIcR0LF62DBY83AMvrGjtKcPTfADxx/PQtaXx+G/r1tB6RX9BUrjLFhjxCWy/i/rGz5+H3g+HA7D+CuS0skIdG49MRCjj2zd4HpwPYmNZ2xG2fHgB8+FCIyT13Rk8GAYfbir88GpvF2eUvLnlzg3Tq56GgwehvHHy8hMyGTVrwqGyM7BSRpK/toR0bu18CBCeDym14SAsihYWkitZPn8G+fZhwDCadxE8hZIhMgnVzAzyekfA169k9hXKHCwtNBAH0RLDCf36aGDsVKgdgCjykg5C5/GXYG1c339Q00+wdA606MNPoqLdbNCA0t209d4EM51sG1S8+wKdDvcWbBqfNDru3BFBsLEDjLzGT/Ii0vOiF1Kk401ochgeLiOYTJC+RPcXSqUBtm+HGREL4QTkf56RvLRoAbT6Cxr4gW1xatWCWqVWCXMuYhp5AYT7ZUDnRRRcXIT1JTxcUK1NxpUr8CK2NdwNoEmYcJmPvw3wHRJMH1OjgVNvhMNx1ucZ31cowNHsB1hYIJfrd9E+fQozn40mOARarIOuhs9E/yr8lqXS91/ZcoZqHL3iKCpsWKIEdLTbR8eC93H3SXaLm3AsnzzVjAPy5uzofFLU6TgsDF7FZ+HVj0wsXQr9EhcxdH8FgoIkDPqLoZ9Jk8Di9VPM587k/Hnj1586BVUuTaLKndkcP576ukml0hISZ9+8gRl/12JGUGeuXsXkUumsWaFB9sfUtL+Oj/GDdRpbgItvfDhBLS6eSTBq9vgxyMaOQRYSTPcUh5hIEmFvDz1KP6KH+Xrqaq3rYtRqw8Kg5F+NKMlNRoxIflHk/bK3h6czDvOU/KxZKSQIlC4UR0UuUiqf4Y1NLocrUy9whXIsnR3366XSKT8icfGbjNCuCpGCXyiVjoqCOmuaUT7uFAMHGCkd1JF7AogSXpswx57OrKf7AiGnL0lhQyzWhAUa/yF6eSaRnbdk90h3X36xVFpbu0Qn79K1GIusNvoJXcmvjo6/nPjaa31panOc5u3Thhc3bYLuP+bT/UD91KaXIp/LgABo63CYtnnu4eGR9j3taq742IyJOBMnQkSuUkT0+5Py5fWPERkJm16X5URkWR4YT8P7V+G39LwMHOfIZc7AFFCORXz5mAllx9++QYjSH0K9yR4NdhIqaKytwUUeAebm2NnZ/Qy5mhTOkBD6KV8eluVbApaWXM7bk+3vLUwaN0cOyK+6h5W9FU5OxhOjgbQLmATC9eIF/HGrCQCTz0E5CRtMXBx8i3QBlQ+OYeAigTS9fAnDdraH4MrUXwkDJpUngRMU+VPFPeNFYT/xc80VOW83N1jV6iw8+pPYgV04tC4ExatHFMpXHjCcNJuQALffewAeeL+Cfftg1fsVxH1zZnILER6ydJvM0Q0hkLMyjDwH6E/qlsmgXO7vwDXIrxa+X5lM9PfUd0k+1KwgyyJ7xs7CNPKitbm9i3AmjKIor0I5A7lNmya8IX7wSKwnLASy/1KptIUFnHjsC/hi/ncippwf77934h2NiTjsRusaOnIlgMNnFPxNZyzPJrEGKNgiN0+Jxb5xIj+MFIZtXxsHe/1gyS6wapH6hgjy8vUrKMkOQbZkS+eprVED7Dcvw0mhpEQJA5UvJpRKd+0KO6MCYbQljxqlVhjGxsL6B+WJCIsnyyYNHTrqyUMxIih3+p4r76iN6w3jhxLMzYX11si9at0aWk8aKWhK5C2a5j0HBwjfdhz7tvWRr/7CT6+dRGiTov9a5Oi39LwobFIfUtEbcvIiNHS4Gf68JPPwlqLayy9cCIXeHqDQ5hFCDwoJ5GXYMAgtUoPQTsPYvh02ugxhR9NdRpsFpp/zu3dwJrEyR5/lEJW3lT8/9MlylD45TlK9OhSxfUEZ91eivEUFCsDoXPsYnX0nCxfCxSJDOFV1huGEsmTs2wcWW9ZhceUc8+YhvV+PNiSQl5s3Ice6P8nx5jSzZyPpO4qMhCOv83BEWZ0nT8DaSjhNi/GAWFtD6cyfKW1+hxw54MwZGKccy/AjlXmrP0SfFjIZNjZwbdZVzlGNv0aJa5FsJkvCDDUyGXz6BCcjS3MpKLfB4ga9SAmPiS2XTp73z0R0kURgzUlfVtGLfSeE3frJJwfOUpWDZ+2M6x/pONU3HZqV4tyl6kDDksS1SkXQkMPUKJv895nieUmGlRWYy4XJKmMNT7pxP28C+JuK/dMyq7/mWtGU/XRdU9b4hpQSzUxe82KUpomVhYZC+VUdKRx+gb599H9A++5W+PEWv8ENMvyEihaFvoWv0tbukO417Bc8L/HxEIstsaq0iXVqNfTfXYk/1ZPZtFH3/d65E/6In8AfR8vr1XFxTY4U/YhJ22epQwdYbT+U1Y2P/vTUPn4Muy3bsv5iDjHdJ3SSJpkMnLI4ICdJdKKwLmTJAs9mHeY7rmxdJbG33T8cv6XnpXVrGSXPTsWqUR0sLIxLzyuVkJBkC/GWBAbCa/whwsT1y8QNuWxZKOt6FPwswKml0euPHYOtz/6Ej7aE9YUTH9fCRzje27hIlTa6doWuW/sKFL6i8dyTokWhaIGtwoZUppUk70lSEiRqhEfyxQuY9Kwl8SE/qH4Oo03oihWDAzWXwZs3uFaZi2+D7sTFdqBGaw07dogva1ep4FOCJ8ofmXAIEkTYpGBE+2+oV67Gs213wDDL9POD6702CnXhfwQxZgxMj+gPt6HOO+P6NBlKpUG0Oq96xRro0wf2q1m9OvU9k55pE8M3w4bBBuVnYofbc7eG9P4tAyc4c46z8BdEjzGcYuTerAIxxJC/kZzbD4XX7B2Es5sq0Ux0lfeXL7DkVmPiPhWi7C5oaeSn2HxoZr5yFedhuTl6VdiUgg/dxLZeJSy3PQTy6LV99saKlwTg/C7taT9NubSeyNG+ld+JL1cFlq0BKlC8GNg/PI9dQG4SE70NJ8/rCFdZWMDVt16AFx4v1Yiu7koPJyehIZYOtGwt4xTh0M+at42E9JJWWwYRHdSDxqNhxgz9H5s5MxQ0ewyZMmFpmZq/ZGcHZmYakpJkRITqnvfhw7BVNQzOQbdwITc3PQ7u16DI4YLT6gWYmXX8+XqFClDBeiuUcAMXIZF5zRpY+GMt7INrw9OkyGSEISaZ0iXSUE8lI7CwgDwBCiAMQkPA3gSF9n8ofkvy0rW7GfSdDDVdwNo4eRk5EhZ/egJzhPwXV1koVvaWJCUZV/MqUQJ6OO2CzJk5cqQM08J3Eb/Wh2XNRDbQ03ZnSvAIPHsG20JqQAgU1eqU+n+de5IBEubs7AzFXN6CSkV0dB4m3m8MgOUl4+QlUyZolO0BhN0jogB8ibAD7AgPTcKghgcCL2uT+y4EfkOtrkeW1UIfmkHTBb0cQwgIgJDB02DPHhR//Y3du3BYORnq1cEYefmJ5Pusrb8jmUSkVNCJNdRa+Nq3hxZHO2MTHYxFl2MGzWJjYeSmksBi8q2U03cAqRM3Ql6SkuDROwegELZvzYiLgzCNCySKm/bdhVfR9OuHYulpIBN2DqmO4+how+QlNl5OHJYoVanaGw0by8h/fTn2tcuTlFTQ+ARkMkJDYcb1ykBl4s4aJy/3nlrzjrJ4PEslIM7e1kCC0ftlZZmEgjisLNJuuE2agN+BOTgFZMfTs5lO22yZ1cBLyCx4tVaslsP6qtBvLVhIz9pM4adWKDFHhj7yUq2SGq9LO6FceeRyHZVQBsp/Y2JkROIEWs/C3a9CVu+nT4bnN2MGzFhSGkZOBd/BP1+XyWDLuBfYTBqF15iFQDbDH6QH3tmtwFYF4TqIxC+oKBtECovS4Xk5exZuhPaCm3no8FHwsOhFSuwoOBiyZfuFCf2zIDlsdOnSJRo0aIC3tzcymYwDBw6keb9z587IZLI0/6st5aj//wombshLl8J378J8GTyHXCL0vJo2hVWeE1hVYw9yOZxRlufyp+ziZKZ1zdmEhJdy5WBsls1MLrjbYB+MFGg0oEnSCP+vQRIB+fkBJsy5WjW4U3cCd4r2Sk1gRfqfbGMDPi6x5OQVXu6JRq/Plw+21dnCNt+RdO4sbVwLC3CzicVNHi4s8FKTULXuVevWcLLAMC7VmELZsobNPn2CgDntCIi9KkjE/0Lyq7U1ODlqsIyPMtpHLj4elp7Nw1L6c+SYcPHqtWa0lu+m/vyqBkOpCQkQMLImATyg2wAbvL0hp8V7CroFiqoqL5g9mkI8IpefkMDYrLmMMRaz+aveVYOaOAAFskVTiAfkyp5KIoaPlLNcMZRZdc6nUUdOj6/B5nzGh8AQ8zTjmNxWKYUJGMmJeHjwPXHYEHjwVprX69aF0dl30TvbiQyJnj+R3nsilwu/RRGhvWVrLBnObIZvKkRi8s/HzAyUJy6gxJrjKz7qtR07QsVW2rN1wA2dniyNsws/QhN0hlN8fTTk4Rl5vCIwMxNuk9wsCUcihIo2E9GmWQKNOETJLLo7E44dC+cVdTjfd3eGCqg0MNRZWuuHU6sWzM62lOWlN5JHv2ONpUuh7IftlN3Wn/v3M75/+YkLK+jFX5t8MzwqJ0/Cn9+H8OfVOnz4YGDOkJa8/Icg2fMSExND4cKF6dq1K031aETXrl2b9evX//y31T+xoYKEDTl3bqiuuAxeXjg45JS+mWsNmQIx5hcvwsWv3eGuNy2fg4/cifgIc+yUGFxsAbp1g8Y7WoOvL5n+moPdiy3CkSBPC8OGCCqi/U4JHdw2boaOpnRllcm4dQvm3BpOfEwCnfbplxTXhUKF4EiLjVhfPkX2nlvFGSUv2JaW8HnjOaF72dyvgJfoObu6QvOCz1G8eEjJksbDc9q2wC+RiJw5IafPE8GF4GL4WpUKHnwVkm4LfIShS3LwgT1YjfRhm/EK3oz4hSaHt2/DTnVzeCqs7WKrtP78E/7c3UiQnQ1YbNwg3Qm3Y0dg5FwoHQ8O5Qya3lx8W8gYXf6ONCJtIjRXCncqzHc+49cxnkcv4OzAg9gsnY3nlCtGp/zm2AsoXAjN0RtAqdQxQfyxXBejNEU6XmT+yI59FlxmOByG6dr58+7JAm5iyo51zDksDDKNHkKiehh1OyZx9Fjas/PK5UmwJh/8tR6cOqPRQMLmncjatYWl0ZgirgekljnpmXfevJDX/ArkrGm4ubkOobqEBEhKskCWaIZFspO8fHkon/uwcL8z6+8h8+EDXFcWgUDdPHblWnO2sgL2QfPpJrTtSMajQDde0IzgHS50qGT65/zTIJm81KlThzp16hi8xsrKCk9P07Kj/59BAgHp1w/6zWoP7TpC7ikme0BGj4YRx6pgVTAXFjVWGr3+4kWYENgbAuHaYDh58zTchG2NMNrB18kJnKy/goMV2GHynB8+hG53+xAfHkfzA8ntAgxg924YemIVaDSUsYPdH4UFu5QOrQK9SCYR9Qp8gCvnIbtxE6USQmOcIMEDhyiwN9EDkjkz7O52Uuh410UkeTEx9+TjRxizuxFE5qHKWoFwiiURMhkozBMhMQELC2tOXHbgGc2wv2Lc0xQTA2vP5gfNAPyOJkvcSyiVvjPxMEyciMO8m4BZmnCNoYO9mRn0qv4GzpzGv04nwPyXkl8B6aW0uuxFl/8K6s1VA8JAfRV8EgDDyospe7hMnrqZn7/rwGu6E7XTh341DVQ7GsppcHQ0SCJu3LMkmmrI7ztTJUUnTWSHZoNjgsmaKY6OkKgWCEtokBq9jv/kmyaTAfZa+VRidJP0lUrDL5VLf/wI1xOaEnrTiwqPoGBylLF3b1gX+gXGw5NmWnlbIjp/G4N27k36yFGXLlBxay8oVYp8+QyHAecusmAje2ArVPpDKMj4L+D/pNrowoULeHh4kDt3bvr06UOoSTGS/ztMnQpe3+7hMnMkN29KMPwVzZTkqhB7GzWWibFG3fPpoe1pMSn9RMKcPT2hjNNTyri8QKWCda8qsvV7LVE6ATEx8DnOjc9K958uZ5Be1QVI2tjOnAHfbbPwfXCURYv4NQ0RCcQ2NBR2PSvIrph6/P03tOvrgDvB2LVraHRPjIiArQ8LslXZnFspkQGRf3OOHBA3cxFxDp6sXw/WySfGuHjjP+kfP2DQ7vIM0ixg7VohMXLb29KsCWrAxYuGbc3NoVjWUIpx72fn3j/+gPd5avO92yiDVWUWFrCix11W0IdhAxNS/16RHp/Lj525THnuP9Y6c0ndkNP/8ESU/zYsH0ZzdlO7fDJJSsnxEfNs6SAgC1cp6Mlqhm0tSni4mEnrgJMT6ogovY9prz9cqMEZ6o0XSnD37IHm4auos6Ud9+4Z/uils2O5QjmuTL2QNpxnxIMBGCRccjlUCoikOqcpU0DHxq6v2giMEtQ1a6BX/EJ67ayaISQVJ7fji8yXp08N/KyNlEpfvgytH/9Jv3vdROldiSHVM2dCkn9ukoaN0KnV0qoVrMs6kQM1l2VIUcibF+rbXaC+3zOdCcba0A4t/pe6BPzPE3Zr165N06ZNyZ49O2/evGHMmDHUqVOH69evI9cR2I6Pjyde64n68YtsVQxiYuCb2gPUEjzlyT+sGzfgVEgflNe8aPvYeNLtggWw4d0+2OTA2jZQTEKuTdu2UGLTAMidm5Cm/Ym59gAr4vH2FlF3rDVnQJLnpWlTaLpyCDg4cK7xbhYne/TFmNvYCPLpaKBOHTcWuExGcfEk9qOvGrW9dQuWX+8JMTG0Pgm1frVUGkRtMHfvwqBdAyGyIx1XQU+FQqixTEw02oDq9WtodaAN0IZBGyEqVs533CFeGFqKizYuDj6rshIbKsPti4jwi9b3e3BrDBTKgfXaFUB98YMiKPS2O9gSaEm3zdKUkCF5cXSJAnWw9CIUCQS1yh+lUHOZ4iNV3E7xJoj1vOjYGLdsgRmv9xP1xoFldfQ3WVz7xxs40hL+fAK4pH22HPT0wjEAO7vUTTIqSjgs6MKaPU5EMAzrvZ7004qK3bwJNTYtJkqlYMQ4QWbeGF68gL0/asIP6PtFqArUh4L5koBrkCc0zfH21E1HHjOEyI3ZGV5D97Pdb5iCv7kK43JxoXHGCq4LW79A/prQ8wqgJ9SXXucFjH7HZ8/CjsRucB3+iE5b4dO7rxmbNJ9gMjxtLWz82vj8GSKT8kKgC/56qs60CYI2OcqdGyqaX4PMvtjYaGXN2tuj/hGD2kAVm0yGUEtgJtNZU1C2LJTNdQ0cHMGlr8G/3xDq1gW33cvx8JKTK1dPkz/nn4b/OXlp3br1z/8uWLAghQoVws/PjwsXLlCtWrUM10+fPp1J6Rs3/B/D1RUyWwRiZSPHwkJfxptuXL8OEz73gM9Q+Ilx8hIYCA/i80JI8gFRwqk+Z07I6XgNsiRCR+h4fIaQdFXrrFHbd+/gRXhJ+OJF6FYYvmcR8SoZo2cJ1VNiUbIkPO46D8XZo7iOND5uy5bQcnsPISmjx1F4pwR1IBhJqAR4/x42vK0IQIHHkDvBnThlNqzeaMjhZ9hV5ekJzbLdhchI8uSpyvyd3nxkHrLZnszbaXjcyEi4GijUJVf6ABTQEiIU1T0zFT4+MnLI3mKdyRG12vCRKHdueD14CWzZgv2UG1y9CjX2/AXA2OWCh1AsfP2sgC9gbtyl7+QEW7ucgY0b8R28OU2Vk6S0FxPExLRx7x5setmXuHgzWp4VEralYOtWGHX3ANG3bVhaXWjjoQ/9FuchgZX4LnRk/DzhtR8/4Ems8L1L0eN4EepGDEWQ3U6kiBGeuPmwE1H0weaIG52TzxxdukCVI8Owq1EGD4/mem1nrnHlNXNwXZdAv3mprysUEKUSXLH6IiE920bxbfwyzFu2BfwkNTnU5z1Zv9mcHcyDQ9ApRDd5efLcjOuUhZd6Pial/FdHBc3SZTKesRg2lWRWc+EgtOmMN5/5A/USJ8atzmAiCtrKvrqcRiNHwva42zAL3vYW+tGlR/78MKv6KdzvHKdYi/lpbEfOagi9RkC2UYDQmb7i8jnEJVoyaKTxikWDcHHR7y4x4i1KQeXKULnYWYEpe/9/5EU0cuTIgZubG69fv9ZJXv744w+GDk1VW/zx4weZRauwmYbhw2H43qZCgLL8WqPXr1oFx76vhl1Z8NM6nYnhIObmoJApQS7n40cLNn2rSXysmlIiOhYDaR9QCZ6IPXtg5JO58AR6+8O3OCdAeodmOzvI7xsJ6pfgJME2BSa2JYiOhuwTWwOtqd5Tzemzho/0xYvDnuorhCSdZjcp/KczDxmC4oCaeQYt0yIpCSpPq04818jTQ876bYavz5IF5lU9AvfvU6Txn1SuDOwsDkNGg5dhlmhlBX4u4WDxETwwjURoPxsg6l5bW0PbEq9g8w6ouJmoKFjQ8hq2u9aTq9cqDJWWJyTA3dduQCmcnkOelPi5VA+ITMabN7DwjbD757pvnLwMb/qWpD378G3WC7AkIQG+xAuaHsYctutOeqOkJ4VPqhif/JqDA9jIldjJ45DJDDT/TLcLlx9agu/cI0cfFW+MkJdxSz35wDI8l6noPFl4rVo1INMRyGYGjvrJi86O1Aj7WZ5MYTgGvyJr1lI6r+nXIQrGj4eOZQA/OneGpke6YitX4tDCyEOdgnQboxh9GT1TTjt50Fm1c/ioGSfpD2dhqkr4Pczb4s4D/sJyY5JB8jJjBvyxvyQMGoS3d1oWW6QINHE8i6OnDU5OZYxMUDcyZ4YRjV/BxaVQYB5pfiPpng+FAuISBXeL0fXWmFaLqys8z5gwGB4OPxK8IdKJTCIKOPDwEHqo/Ifwf05ePn/+TGhoKF5euis+rKys/v9TjSSBCDx8CAfjasEL2PsXVLs6GQVK8tX8y6jttGkwbU9haNiQXZazaXVnAABzToskL9owscrJ3h6y2IdjpYzE2TmbOKP0Mv2mlkpLsK1dG57WGwHBwbj03sjEicLrghKptHhEiqKoUiU3ekCpUgUS+w+GCxeQTbuP1WxXEnEn4YlKv1EyvLxgSMmr8G4nVP4zeXAJSaha98rLC9oWfITt6weUKdPeoFl4OKy9UBzi+5PvGNStaybcaxNyfOztYVDDd7BrDZRchCE32Y8fUGZafaA+9UZqOHJUOBjejihD9Nco8molM6aHUgklRtQCHlKynxVNtPKhxUx7RucXsGcU9OgIOOLiAr42odhqorG11aEpYgTt20P7c32FzaHjNdF2NtYaiIAYU0ulQVSuzeIx34jpPRTLMVPRblyZOTM8m3UEOnWCYXGAsZ1LIB6O7kqhX4mRVf/VGzNiKAzvHCms9dvp0gWqHB6KY6k85Mih+wR//kgMODvBzl1gqaOy0dJSILpGVGNTxrSzF/5DlWBYSDBrVsDsMfiEZuiO0bkzdN4wRYjD5slIXipXBptdG6BEcezsDLjS3d0F9h4Zmdadkw7OzlDA6zt2316TPXtpvddduwb3I9rC34VpEij8/tMj3sGdsBBzSPf+tGkw9/0FWAVXOgpyGAbxH+wsLZm8REdH8/r165//fvfuHffv38fFxQUXFxcmTZpEs2bN8PT05M2bN4wcOZKcOXNSq1at/+nEfxkmEoGsWaFY1ifCj09iQZXUUunwcIiI94YfrmSKBRsJcy5bFiZmXgsuLrTs0oRZFnMEP/vQ90ZtT52CjY9Gg6UFfa9COVNyT2Qy4uLg7Ju8KGPq4HkFgw3EQDgJOzh+hZivkAnaVPqK1cWT5K7SDGNVHUAaIrB8oQplhYpYT58AGNYZkslAbqZBaJsNVhZJJKrNSFJL0JbQZkcmVtBkzw5bO50SumG2MExeQkJgxJFKQCU67BA2tDfyZiivZ6VOB+NdxzNAW+LfmGhKOty9C/XOCV3IJ+zVT140Gnj8yQlwwv1DIuXKwbUW87G5dwXvXnuND5TulNqwITTsNE5IROtoOAv11qKbaHr3RrH0BKAl5iGi2qjByLxEcR7fUd5sOQRtG8YQuXINrnXrYkz0bN7wr8QMG4di2AQgZ9pxjXiqaleIAfZBheEZ39ROnjV07NZ+LkUmN3cZYMtV7sNwSBzMz6TdUqWgVOZr4BwJjrrJy8/h9ORxbN8Ou9W7CVuYm8U10j4ri+cn8qNAGZg0GVtbwcU9eRJE1W6E3ci+yOW/sIcYKC3v2RN6DukHrf8CdwPkJSXzNSQkLXlJdzry8YFHfx0R2N4oFfrWrn37YG7IRDgDhd9mJC9v3kDOGROBibQeKtw7k+HhgTIokqigJNwz/Te6AkkmL3fu3KFKldTmaykhn06dOrF8+XIePnzIxo0biYiIwNvbm5o1azJlypR/ntaLBCLw118wbl8RaNMGl0IjTa42KlwYllbcgdXb5xSvN9GoycKFMOnpEXgKC0vC+eM9UH5pSqMVQomeIZQrB+WyrAd/f8jbRNLf+/IlbPsmSNpWfwkJH7KjjKuE621BMdgQ7tyBvU/bQ5KGUiehyZpGQCOazjdOXoA0C8G28c+hWlfoXgkQmRiZbFuktBVwAzIFGhPYTR03GaHHbmFZtRyy3U/RPvGKsQVEk5cfP+DaKz+Ir0LmJ8kljCkbjMh4dgqWLIFVsVthG/w9QlD+1YekJIiMtQScsYhOzonUJi8G9MwVChhc4zGcPk2+hoMAmaR8ClurBIiPR6FQ4OwMZXIEwb0H4G7YTv8HituQC2aPBh6BX7oOvSI8IFcf2RNOZfwfCp646ROUsLIftDqMMfLStFoksAVqDErzusrWmahQsIpGf88wY6XSIJAXXT0s/hcdmvWNa2K1EQhOrv1xteGjkCirTV78c2qAe5Aj/OfOVLWWBVgchyw14VfJi9ah2yS4u6PEitCnkfgkV9otWwYXotfBljzMb6eVZK+daKzdIloCUiJsAKEhaVsbBARAK7sj4JsZN7fCBj8nMREyjepGmLovpeolcOPOb0peKleujMbAA3rypCkKWf9v8fAhbH3RlfhYNY0vCG5DQ3BwAAf5d7CPFUi0iV6bbNmgb7FbEHwcCk+UZBsVBQdeCacCv8eShzZZ5yUyEqosagI0of4kDYePGN5QHz6EGa+EOP50rVCtMk6DOBahBQkVQ9euwdhjwyE6hu5boV07cyHhyIR8GysHK9Hjpsf583A45A/iTnvT675hEvH2LdTZ0g5oR+8lgjggtrYCu4iPN3ii9vKCPR0Owt69ZBmwia1aOn7Gph0YCL7DuwHdaNZZyI/C1hYVFiiD4nAwEIGxtYX5rW/B6aHQQ9iQs2eHSVUuYHfnAiUaTdRra20N0Rv2CiJFe6MAO0ml0jrxqxuysc1YF6Q0otSxVm7fDm2P7QdgwVoYNCjDJcaRcvLX402o0taTZwRi096Rt4ECUb74pSgxwYlkvQ5lDKR+NK6jouDNNVCrFjJZugZbjo6YXt9tWLtEL0R8x8+ewXd1WXjrQwldOSCOjoZ1XkQcFqr28uc8SmgsRI/MzYUKyd0JjeERTNGeorYQoR7y0ro1FNo8AooXx9+/VYb3HR2hQv5QnJ9coViRqkBqhnT79tB+0hBo2BRyGyYv5uZgZi4Qlm+BpisV/9PwW/Y2evECZr1oBIDvHePkBfi5CCmVEKjyQRkZgvM3/WWOKbh4EW6HdYFbBWj9GXwlEJ+CBaGN03FwdyNbtlSXh+j9OH3uiUjDDh2g7vYO4OSEouVihgwRXo9XSss9sbODKc0foNizmZydpgGGvW9BQfDkWz4I98L/E2SWkIT6/TtcCBS0uGumqJcrFKIIyOfPcORROQjzoOgtKGmbPK6I7+n6dag0eyokTWbwSMGzPD+oLQRB1VeGyYtOaG+MBsiLvT00K/hS6CpXQliXM22fj3WebGTJ0kTioJCzdTHeoMKzropAMZU3WvDxgfH178GdeVBhojRjCSG27N2qouEdAV2cOHA8+cVfKJWOi4NltyoQGRFPltUauvfQvXkF7r8J1avB4UdALtO6aGtBrKfqe7gcNR6YhZtncEzN2p6ZJ2wgZlhW9lzWYRsmJwhPbCMEsaVPn6Dh7g5AB7qsNkxehvdXwsS+0GsfmKWSF7UaIq28iAxWYROk2+Fz4KgFgfSGU370bEKGtg8dOkCTU31wjf2Eddsjad/UdygW8R1PnAi7VGdgIXwYmrbXz9u30OvwQCI/d6HeJJgwweBH6YWtU2r4JzTUSNNWES0giheH4g4HoIAZeGQkL2ZmcGnVCyjXGDo9AtKFtCS0By9VNIHIczfImsePNGHTfzF+S/KivSdIdUbcugWVNk0EYMQ84xoLR47AnO+j4SKUfg++EvJHmjWDZlPHQNmyJLQsQdWXK1DMn47NUmPNLNIiOhqmHKuEMm4GeZdr6N3H8AnD0REcbb6BfQIJ7jCq0XMUB3fg33IExiS669SB82XHQlISuZpOx9vrNeyZCzXGYIy8nD8Pbc4LSa8L9sGgWqYLzQUGQqB5SeKeu1LYkGsewZXd54KwePx5GEp2ET+uRgMJScLPSK1Omy5izNzTEyZUugB371K83jAAqkyqTBj3ydramkOnjQ7/EzVqQI3MWyFvcfAxTF6srKBOvg/w7BlFigj5QJaWwjMRHSvBpawrn8LYCVar2ighAR6FZiUuJgAHA4m+KXgfbANkI1OQIHAXHQ3TTlch5ocluRZr6D9A/7hXHjuhoTx2jy0okjl1KsP3lgHKUGVLIt176F4OrSw1gAosk+culws3UQR5iY41Q4MdslgzUh5BLy8o7/0W+8jPZM9eUa9tqTY5eEsQ7u0TCE7npTh80YErdIIrwhqWPirvnSmRqJdfsfFwB8z/J6XSV69CpS0LARg+B2bPznjNvKVWXGY5rIbuSzOSF2dncM4M3MoYzn3+QkYkJeGNG8XVgm1cHIRZ5SDmkzVeUaZJ22s0cOadHwB+OpS+R4+Gk8rrMMubo83R29+ocICMiJM38MjthFotHJTmzoUp+wvAgAF45uj189pxG3Pynk3IR7qz4Yjuz/sJQ78XA80Zjdpq4chRM7CuCB03APpbFvyb8FuSl7Jl4ULjBSge3yFL1y1Gr793D97G1YOn+bDXOrGYEIVBY2lFvBI0cSLzIpM3AwsLhCaDqiBjHACARYtg8q2jcFfOgmow61QAEECdQ0lGyYs2LCxgRrdXcHASNOqDMfLi5QVebo+F0Ic3qUzRhJvVZZwvj7lFUpfc3H1l+Np69SCuYy94/hz58IsMGwaLI87CarjZHYPKr+lx6JIjn+mDcrsXQ410s7a1haKZPkN4BD4+BWjSBAJ2/oF1UgzZGywyaOvpCROrXITXq6G+QF4evLMnnMLEvjRe6QSYlCjs5gbH+h6BoUNhrPC9FAtIxPXNTRzy5wIMHSnRn0+RlCQQc5EJvxERUGxWK6AV9f8wHpL0dFZCeDiuzkIyQFISzDhZFChK9QNq+g/Q7xWs9kcJVFymyEgV95K7m1hbC43/1ElmRIYniZozwJQpsDPxb2ImeHGyFgYbtOZrlodPROHdXMWX5GKP4sXhcrcNsH49tDXSLlkPnFxT/9bISDI0aDy54Rv4+cH6s0BVXF1hapO72O7fTN7OcxHlQTWlVNporTRCMoeOUumBw8w5zU2YCD+GCkRl7lwY9/oCvIbDzaG+ntL0Bg0gy955ULky9vZpFfhSojZmqElUyUgvLP/+PdzXFIYvQjhIH6ZOBfZ1hRq1wFvQenF1BVfZZ3CKSpOXu/+CM0/ogM1ZNRsM3Qtj3hMDpeWSoFAIocZvuptT/hvx38jckQhXV6jk95lS8js6y9PSY80aaBG2kha7WxIbC60LPqaTYqfR5FUQ3KR7PPuzp9FmrKzAbMxorMO/Cn1spCIlb0WEuzAuDkITnQiNt8dM61sWyo5FIH3ICcQTEF22IrxN+fLBmHz7GZN1KyVKwNM3VtyhBPdeOxj9k+VyodePwkyFhUVa75qx/TxfPthQbTMbMo+jaVOYvdKBfixj2Jq8BhczgMKF4W6nxdzN3JihQ4VTWznfDxS1fCwuTy/dH2ZjrcEKJZZytR4DAYmJEPTDmqAk99SN5Bf6BG1el8hlKnJ0+AWD14WFgf+Y5vjzkl69tN5IPton/dB/rE9IgJmH8jKTkezYLU/rpYox/lwGbjxNIN4c2y78wWl6KkUZsdfx/MhksHvKC05Qi7UTDJCIdB2ag4LgiTov78OdTG9fIyJRuEaZaBpxgNqlIjK8t2ChjGc2xQgcv1x3fnW6OdvZwdjWbxjMQmqVNy3c5eEBtfO+p5XZbr1r35ghSjbSkY0D7ujvFO7iotOTYKg7ABj2GLVvD7PNxzC78bUMvztnZwjfeowELNi9LKPgm7k5WBJv9DcHCOXSIkqOHZyE+x6rlKdpk6INpRKikmyJirdErW/olD8m3f1asgQqftlGxa29eCw2B9LLS3BJ/0fwW5IX4JeSbre3P8YGRW/aG65mBQQtl2Z2J2mW+3Ead6QpXpufREBl/FTu7Aw5FZ/IaR+EmxtcmHKJG5Ri5WzjKnUfPsCJ0BKcCCzM169IEkD7Ce0+UCDqDy5UCKYV2sW0nOspWxasbWWYocbWKkHc/dJa/cqUgd6uuxlS6KzhNvcIhKNT3lt0cjlMkSKgsEn9WYjmAv+DUmmAD+ffocSaJ+tvGbzu9WvwnNofz8gXDB6cdlwJofBUiMzjUKvhdbAjr/EnUOsQl7VnTayJpXBF/TXaKhWM3hHAaGayZqMF1tbQp9ZbhjKXlg2k9wmSy+Hc7LvcpCSbZwcZNB3a9D0jmEXHZmmTg5s0VFOLUwT46G/6sumEB2voxp4Twk5qbw82slg8bKL0bkwpqFAkmhqcomKRdDuvg4NAXgx8WSvGf+UATdg08W2G9/z8II9rCJ5JX9McTgwi5Ts2Ejdq39uOAjyiwMCqJGlxQi8vOD7qIjuSWtKjk+41qHb1RDqymY6VP+qcl1oNRz4VZlNUY/bvTnvzmjRQM4gFDKr9HItkL0bu3NDU8xodfc9hqnapTAZOWRwwQ6OTNG3ZAvEKJ+LnLxP0YgzBw0O34m06L9WGdRpekItvC3fqJXFjxoDDuwc4LJic2tssHZavNqe2+WlKTqqbRmPu7Vu4rCzJ5c/ZxQuP/sfIy28ZNgIkkZemTcFv62QoXRpv75qmER+ZDFtbKJ0jGKu3T8mftyLGuOPq1bDh1QYIcmBeB/h8PwfxtMH5iJo6zQwP17Mn9NzQSmjkUXMtJEYDt8AnFjDsEjh4EAbdnw7AtovQJod4AhIeDoFRwirjFQ5lOhTnA7F4VjPj3Rej5mkW87OnkpDbWMGqjaDoKMKYn4tIkybQZPZ8YfXzF6E7rzXusOFmdDjXEetenbCykmYLSCcvWguf3MG0ZNC9e6HLse3EqS2ZuxgGDpQ2rtg8DpkMXO2UEB2NvX3qkT8uwRwlFkRHiwx3JQ+5bPBLODkcWrYCDCQm6UGVcirgNrhFAr56r5ve5SXsGgU92pFGKjqlN5GBiqOBi3MSyRryLIyn+UCYPh2mn64IxYpB6ZUG57d12gc4Xgum3wW0al8dHIS4V0yM/oQsYyxUaqVUyjhGvuO3H+Q8oQB80pFSoV2i7a6jvl0Ec264qBoaqlNyegJNtHTs+vZMhCFDoIMHKISckjp1oE6VJUK4o5yRGK4hGMsdEStN4O6epuT63j34rKoNT/yoqpVbl6uAJSg+AUGSiyy18eIFnEysDp8Ej5+fn2mf8/AhzHk3kcB7CtptEIT7/u34LT0vKhU8CvflTnQeXhnJpQCoXh2G2a1kWLkbQoa5hPCNNpyc4Prk01ygCpPHGPdifPwI12IDuPYtB5GR0HxeOdqxjcnTRQi2pYfU0I8WyvQsgAdB5Krnb/TavXsh/4Wl5L+wlH37QJkgR4k1sXHSHzW5wkJIuRdBBD58gHUvy7MuuB4PHya/aKIHpHYdGR0Vu2mR/2mGREhjiI2F+1F+XA/LbVSN++FDcJ89Avev9xk1KvlFkR4QOztolO8VjSyOUaSIsO5GJdqQqDE3+ieHhEC9ZfWol7CfGTO03hChmeLmBt/nb+E77mnKs/PnjKcQD8iXTb+9lRXsG3yJfTRh4litrtJgerm0yMZ9eqG9GevDz5+5dME3fWtExzUVqM9hevT6hZ3NgPDanNWOjGAW49ZnT30x+dlKCDd8r6ytNdgSja1Ch1tJzP0yALkcnO2Fzw39rmf9TE8ibG3FV5TpIyD/g9yRz5+h3eXe1Hy2gL+SxdXnz4dGcTtotL5xxnQSR0eDfSty5YIa1pepke2VXlHJFM4lIynNLZ89G1TZc6MaMZZSujtEpEFEBGx+V4EzESV49Mj49f8G/Jaely9foNCCrkBXWo8XqVyYPo8jKUlIPLAwTCSioiA2wQVi7HBWgaV2CEa7mY0RyGRgaZGEKsEMpVIkaUrfVTplXCMoVQomZt8AtnYUKNCc0EgLQvAgMcJIAogO5PVT4fj1GW7Zs2DM45MBMploAvL339DtalcAZhxPbr0g0jYxEeITLCHJGosUCXKRVWGvXsH04y0guCS1dwmaJyU3CbXl/eYLsWlD436PtQVsU9fmFPJiZDP39YUDHfcJ5W4DQ7l4EfI6B6JQRuLmlsegbVwcHHuaDciGbbIw7bZtcChuPTHrcjG7MeQx/BEZcH7Xd8geAJNOA9V1XmNuDk2KfwIOQNnkeIRILR+NBsZtyQ1MIctma3oOS35DLHnRQyIik+wJJQeRj8zJ1yhj1Q7AooGvUU2fg9PgKUBykpxY8qIHR25nIpz65LwiwlOlY0MOCYHHCeWJeO5AgVeCFqU21u1x4BkjcNiXyJRNwmvFO+fnASrsq0OYgVyds3uTM4B3HABZo7RvGiEvsbGgxg6UFtjp4RIT+4di9tcUvHv3J40IpKFSaSOxkb594ZjqBYx34XrTjGq1lx678Jg+hG3wZXBVw9WH+pCUBNseCz1d7O+K0K1ycDBI8nr3ht6zOwvdbPNN13nNoEHQ/3wzHJ1kmNXZ8/N1uRzkJIA8SZQLQvt+/Fe6BPyWnhepMv3aUCqh/PR6lOAWPXoYv37CBPD8cBPPJX9y5w6SPCCTJoG6YADqfgOpXh1m9nzLAgYxuodYdadUPA905A7FuH3PeJVBqVIwIftmJhTcR8GCkMVXTXbeki2TcSKQKxd0zXyKrllOkysXHN8cygMCODv9tlHb/fvB++AyvC/vZG1Kv0xTWhOkQCR5OXcO7FbNw+7RdaZNk2YbFATrH5dg/Y/m3L4trVTaygr8nEPxk7//mXR5+qIl88yGM2VPHoOaWulRqRI87Tybe9mampQM/uAB7IxryJFXeUwrSJDqAUnZ1VIIvIh7PW13bqbxJxt2pGZjvw+15w7FuHhTkSY/Qyz6DTDDjzcUndqUD3oUCDrWCqI7a2leW+tv+0Xy4mAvbNSRUfo3wA5/+FKDU7QckzFWcP48VL05naa3/+DQIXFjJsnkJGJBTJyRNcCAR7n/fD8qcpEyHXLqfL9GM3sciMKhXQO938eAgTL6sYwmBUS4vUFIMjLyXIWEwAey8SHMQWfy68p1FvRjGeP2F82Q9nHkCMxLHMi8cwEGE7C1o2ShQcIgLVrANMtJTKtzJY0i7pcvcEZWg333c/DJWEGZgXCVgwM4e1phFq7HYySyVDpbNng66wjhOLFp2S+qLP9D8Ft6XuztoVuFl1hdPk1Azd6IFl6TyTA3h6sv3QF3LJ9J90RIIS9Cwlsys5bB4PbfYekiqNYDY42VzpyBo+8HQZQr3R5Dw8G5eMcd3AcmECwi0TjNZ+2OAG8/WHAEqGfw2ooVoWLhxcLkK9SAb+L/3rg4CFQKK0BsrKArcTexL3FnitGho379BRDE4FaVXQ9BQZSoNZqzZ2Hg6fnEKc0YKaKdgjbUaoi1dEUZJsdBh4aGIbi7Q68yD7G+fYnSNfsbvDZ/fng9YJFQMjtJUNbbsgU2Jc2GI9AyyGD/NwEmJAr7+EDo9FUwcSIWa78C6Sp3jO3JhspCJIZvGg3OziPeIG/uyavPkkwB6D7CmbPcgbHwY4B+HRC/rpVI5D0FO7ly5Ezq69ruer0bV7rKnbdvYc+75sQExVD5vNDYUx+6TsxCKAdwm5yVtQdSX7+8JxhF2SI4bNoG1NBpe+VvW95Tg0x/Z/TOaFfU6BK83Tz7G3FN2yKftRgoAkDePBp4fA/bnFlQq930VwOlQMfGeO+FDdepCM8Ez6G5KTtIyi6fLv+kYw9LrvMShnrysLHwOAcGQscdXfnxtSFVRpM2zKkFJyfwJBAcHDAzyyjnoE0s0qe9bNoEu9WzYD+0WJiaBpUe1tbwctMN3DvWxnH9HSCn0F/Lai7UcACX1P4ne/bA4JdL4SVsvQxt2+q5F2JSD1xcEF9SpBsWFpC3mA0QCd8Cwd54CsA/Hb8teVnT5y5c7g8dOmNMu2TAAFgT+AYmm3OzkaANoUnSIOaoV6AANLI5DT7euLjkp8+sAnxnF66jHVmxQ+LEJRCf27dhwbfW8A2qvNUyVYmMsZsYctJrK2LONjaQxSYEkpKws8vEvn0wL3IynIXy7wyTl2zZoEeuS8BLCBjN0aPwNFJI4DTmJnVxgWq+zyEikhw5SvHnnzDjwyNYad8mawAA+CZJREFUCOcaGd6cihaFJ51nw7lzuA4/TqZMsKLTdbg5CFr2w6hrOd3i9UskQqSisFwOLrbxIAv/qTjerx90ONIK2yyuONdcptc2OhrmHi4KjCf3DkHiHBAeMLncIHlJSoJvYQrAC6tQcPWFLyEWvCMH8sAkozmTZyZdhQnjcfhrLylJt3aOqc7jmBj95OVjiIJEsuIekpYIlCwJYVuO4ZjFEScnY615Bbx6BaPuJiuiXjD8fJy66cAXGuF7I+24mfPaAd9BaVruiL8/jCx7BefHlylf+48M7xcrEA9chfypjGzrVhnsKQajN4DcNKEyRxeB8Viaq4mKkmcoSy5RJBHbW+ehcADgkcEeEHZSe/sMLOLLVxmv8YdvafnimVfZgGx4PdMfqlm9GtiYFaYvAO++Gd5v2xaKHxqPS34v/P37iPxrM8K/qD0QCSHB4J/sfdJBQMRp4oiEm1uGXJ1r1+Dxj9bwdwka6VE7zoCU2NG3bxnjjP9C/JZhI0ASEUhIACXWKBMt0GhAefwCasy5utN4+UzXrnDAszcHmm0hTx44cMWVPbTg+CXDhEknfkHwrXWjWPqylN51TRDFMiXZN32ptAji07gxfKjfnw8VOtCli7QQDJBmEbG1BVuLeNzkYUIOiwEULw5nGi7mjH8fOnVKqxFjbNo2NpDPLZh8irepC4i1tbBTGxOJ0YEuXWCn5yCONFlLjhz6r/vwAWqsbUWNH3uYO1drXBNLtF1dIbtbFB7qQINpXDExMPFwMSYyiR1a5Hvbdhm9zFbTblVFvuj5WURHg8/AZvjwlTadhS/FxVWGGyH4usYZLDuWyaBaoRCqcY4SRVIvrFNHRl+LVYysctugh8zLJR4vvuLmkvbA0akTbC8wjRXFVpNTdySEeJWMeCx/KhRIIpj6kMKyDOxsj/e+IAo7Xu/LmGGZLRvMbHmX0QlTDDc81WaDlpYCcTAy6c27rJjJSGbuzXhDdu4yQ6lwIn7OEp06RgumxXKKWpyaeM2gZ0fj7ELkl+g0S4qDPbjyHVf71Be1vSCqOBE6LHpQpgx08r9GA/sLabwwIBQ47TJvw66uJ9L0XtKJlNhR+nLpdKw7IADGFDrMzKxLKV1a90etWQONglbSaE8HXrzQfU18POz5XJpl35qya2fq+rZrF/QK/YteJ5rw/r2ROacghbz8R8qlf0vPCyBpQ/b1hcLmj8HNDYXCE3Nb0zdzK0vxprduwb3Q5vA4D/VT+iIB6hil0UBXx45QZUs3yJmTXOX/oGFpFczvD+0PAtkN2q5cCWOv7AczM1bvhyYNxROQ9Fi10Yo7rCR+WSkWNUBvVv1PaBGQ5s0h3/ZxKLJ7UahQxtOUTiTf58qVIXrYRNi5E0Zn1MkwNK6/P1RzvIO1vTkuLgGSbIG0SajGmJPWnEHo2l3C8xJ4JoCT/uSVmBg48zo7kJ0sT4Vqgj8P1yQu2pVCC0U2+9NV1WHiMfHKFViV0AX+hmFBWt11jeDUCQ1YecDsDWAh3RvQqxcwcQJU6QvO+lUjP244L8gwb/vKz6TbFDg4GKwKcW9SjijiyddIxZNXgqjh3pY7sTl9EL9e2wzO7/62pyRVr4nZtjNAodQ35HIh1GbgfttaJwExYKPHw+viIjxjSh2dCPWFI0RU7ixdb81NZsImGLUx7XsODoCTtf55iwiDzJwJYz++Rj3PnKPVoG5d4fX925Vg7w6rd4CN4NmytobI3aewa1Ebs/WfAJEPli7oEccrUwaQ7YViFcBYDYWrq/C70SYvOv7mgAAIqHwGzp6FIv10ftTjx3Aotga8gjERuodLSoIWa2sDtamwMJGWrUzfsp99deSRRTu+7fCgbVWDzeP/Ffh9PS8SQiF//gn33Wpwv98acudGkjchPS5s/sRHMvNo/V2j1x48CH2+jqfP+Za8fAnlW/tgTgJWtSsbtfXxgdL2Tyjt8VY4aUiYc1wchCY4Ehpvj0oF23bKGSabR7+NJY02lN23D4peXkDRC3M5eBBOnTFjNT3ZdN1fvJhSMgICoK3vJZp6Xc8gf54eSUmgUstRJZmnJuyZqLfSti2cKT6aw2WniypDzICUZ8vI2B8/wpCTtRkSPo59+7TeMCEZNCEBll4qxLqkLpw+ZXgDiYmBHXdzsiOxOdeuSRvXyQmODzjGceowfnzq69onZH08wNwcmhb/QFP2Uq5M8oZsaSm88audpaU+XNqQqJfi4gJNS3yitvqoUe+7m2MiHoRk8Pg8fQq7Ldqy5kJOggzr6xmeCOhMenn+xoIHFOLx23S7sZ3dLyUaAwZLtH/CQPzPxgbUyefmNNEQHSRAJgOHTNaCwJyx79hY3FEPeZGCZy/l7LTtypKDmfn2Dbp3B8eYLzj+0SejB8SUjuXpYG0NdtaCpzH4W+oz1KYNrHMdwbp6ew16aLWxYqWMVglbGLS/Mi9f/tK0/hH4bT0vlYcXJ5gneLf14Mx1EQb/I7n8bH5y4DNYS8/41sjMhB99kpBUajThzsTcEycnyGn9GeTm2Nl5snUrbNcMgUswLFxvh3dA6O789w/B3RwW9mtNMAHRBOTAAWi2RShRmjUPRoxItv2VSiURthER8PdHP4grTZY3gohU6ZEVCeXl/4+9s4yOG1m39tN2m5kpcRgcZmZmZmacMMNkwszJhGfCzMzM7DCjA3bimBm/H7LdJKm7nTn3u3dy9lqzTo6kUpXVUtWuF/ZLtpb2nLkq3TYoCBbfqgBUIOm8IIYIGEQi8ueHyD/mw/LlKP98r+FyEUpASL8c379D+431gfq0WybU+goJgRvBZYj+7Ebu+1C8uHhbCwuoV+gTKE6CWgmZAQOg3dHO2Pv54F1OPKrS2hr2Dr4kmAUnqj1bA/7e1FR4+ckGyIvVZ1N81XeNBmSjyFoEHBw0hMe0UalQODG3HpGtcEnAXHPMhoqbaWHjRpgbuhoOw7mnemIW9GiXJH8PwVQrN7jpAB9e8gCnwYmEdBOOHToEhyIXEr0zNxNaC/F4YpgzMYrQFj1IHTcBELFmOTqKRwkbiOzZoZjje9wV33F1Fbm/9t+bzoxlrGPbt8OT5ClwqAyjO4oH3cbauRPyzQyTr7qp1IZi40aYE7UOjoDfE4FzR+AAcSKvmB6L3rRpMH5fKWjRAqcS4yWvmzfyGxbTJpBl8AjSK0uXLQtlbXdDUXNw06NYmgb1v/nf4Dn6ZS0vLwKseEYBXn0wXvBt1zlXljKIJVv1291WroTaXzdRe3t3nj3DKItPy5awwWcCG2pvwc8P/PJDKW5TMd93vbLkOkh3XxjQb7du8KpsZ141HUnDhsbFgJiYgLlJIuYmiZiYCB/oA4cqPB+2Wq+89717MOZhR8a86qWyCPwPpErfuwfNj/eh+Zv57Nyp1q8BbR8+hBq7+1MjYCNr1gjH3gRa85o8vP1g/N4gMRGClZ68/24juz6YmICtRSK2JjFYWgrE4Pa8CzymIBuXGr/be/oUGh4dQJsP89iir1apyILt6wvFvILIyVsdD4ZeWFvrJS8pKZB/UG3y84IOfbVEOvQsEhrQGvfTp1D56FiKPNqSITymjWOzHnCB6mycr+YqsLERdhAGlOoQgyFZTntP27OJzuw5K75bqDm8CI6E4lZJpjKkGu7fh7/CW7PjRXE+fpS+rmr5BJpxkObldXPm37+H9dFtWHi7Mvfu6bYdM8WaZuyn2cwyknyxcWO433UxJ726Ub++2gmpBgaQlz17YEbqeGacKCnKY1+9Auv5U8ny6YawsVFDeDh8S3HlW6SVdI2hNHiqJXkGBgoWbj/FM/w8fujGijk4QGQkqcnibj87O3A3/YG7bYxsnFm/35R0ZwO1s4sQbCOIc82aMKfQJjYVnGNQXb7/7fhlLS/2tqlE/4jAxsII8pL2osxc48IDlmKxOpkhy+SbvHgBZ+Iqwfu0b8/TcKtNiRJQwvEgFIgGr06sWwdsKgPjNoCFfHzA16/wJTo/BGcjdzjMmKHgCE+JG+fN5QaGxyQAjBkDPQ81xaJFQ3Lk6CN7ba9e0Gt/M4Esdd0vHLR9C3ZfMjatUnj6FOa+EESxfO8LmSBRpi7EBkdgEyGdwgiC/7aKx3OIjSNLlmLExsKyC2WIjR9D9vUpdO0uzdODguDA+2IAFHuedtDKisza810ck0kJi8DJ1hK5P9rPD653Ww0nTuAxXHhWBw5Am2NCoMH8v2HECMnmGjAxgVKF4oCn4BiNhhS9FpydYXHzi3DkCHm7zAP+wSBUfSRCa4G6cAEuxo8h+mhR+nYyXv780CEYf28jETetmVFXKIQqht835yWVafhstKL/GNXxpCS48lmIASv7zvB+AxOciSYnPI4lV0npSOEjl+yJoyXWV+xpUEx1vGZNMN+4FnubZIoWFc/jH7bAhwA24b0ggVZjdM9HJ5gTjg1E6lpi2zWIIGjFHqzrNyK9bIK6MJtBv7HIwnjrFvR4JIgwzj8vzFHquHTdjBs0g1t61lU3N52g143bzPjA77CnAONbqNKwT9114Q39iNjoyYhqmUvP1kiV/pGC+r69Z0/Ym/wFxsKnTvJzY9WqMK/4Vjxj3lGx4kQ6doR5K0rB+FmQRVWTIz4eco7pSERqO0pWS+HCZYn5x5BUabE4m0ygdGkoXeOuoKPhK/JC/R/DL0teXpz6INS92XgRqCJ77aZNcDl8PuwvyORuah6YRFOjrcZ3nljxhcbEX/KgaRPD4jkzoFQKq5QBloi//oLfn2yEJ3DkikBmnuEHPwwML1D7qPLlg3wOj8GlAFjJtBFpC2S6COaRI9B8n+AKmr0SlYS+CKpUgYt1ZwkiHO0vExkJY/aWAcpQc1MyXbsb3u/9+zD10jBiQ+PosEnwckgha1YYV+YMvH5DlepCmeXnZz5D7tyw8hwgnUdrawvlfALA4n5GDPVPpUqnBwrreT/s7WFIVX84uQLqC+QlSxaYXPsqNpeOU7z1dMm2SUnw4bs9pObEJlBzJ4q9PQYr3KV9NOfOwbSQIRACtd5IkxeFArpW/wDnz5OnZhtA2HTExsKTyGyA/Nw+c3duUphI6R0JGuQl3QJiSSypqYa83AKy9mtAEo0o3i2BezJy631mZecre/CdmcAHNdmfsmWhbNHTgt8xuxEiRGrImceU0HsvcM7lRGysuwY5mTIoGFb0h0GFSCcvnTpB3YMDsLFMxrORfE0mKejTlzEYbm5CwIsa61q/1YyLTIXdMGaziqQsWmvLCVbCFuizVNxt/ccfMOBAHRg0CBeXxjrnHR2hSsFgXJ5colTxOmSmjhYI7tTiNe7D4cOQfaJwUISAmJvD90hLEjEhPDRz1rkMmJoKBEZN8yEhAZKTzSFRiUUKhhfnzJJFqHPwL8Av6zYyJm7l8mVYF9eJdXeLExoKf4xLZCsd2DP8ml7iPGcORPoWJHLkFEqVgsmzLGjKIdosq2ywpTsDCkWmiYCdHdgrInCzidZrGhWFsf2qM7r0WlB6ULs2XKw6iYulR9Ksmaa7yuBU6bR+NdKsY+T1eGrUgK9dxvC1SF2GDxfiPw58KM7JiPKSKYzpyJEDZlY6zkz3xdSrl3YwXTU2E0GoPj7QMMdT2tgdw89P+rqwMNh0vxCb4tqoXGwGSu2Lwc0N/mj+kJFJs6lZQ/ql/v4dcv/entyprxiglgAWFQXXootw4nNhST2tqCioMbs2NTjL2AnCgmUoWTMxgQ2/3WUD3ZkwQkXO7O3BRhmHpzI4UzvyrFkhbt0WYrFm3Z8S76iWSB2ArZXwEUX/jFipHvn4GQO/soL+zBwonnu+bYcJL+xKc33AFoPk7j08oJBnMDlS32p8H9r49l3BZ7z5/EPX/1ewIKyof5gdTv1FhdeObgsnEA++bjgpPxg3N8EXqB5AK+U1clQtU1JzZpEiUFNxjpr5P4umzJuawsWVz9hHS8Z30Vy8S5eGJopDNCnyzjCXp6enLknX2sEqFJA/Wyx+PCWnl/j36O8Pe6Lrs+d5Ib1xxPEu3nx6m5DhEhsxAqw/vcR67mTu6s/9UCFLFuEhGr34/O/Df8lLJohA/UamdGA7LYu90ct4LSzA1iQGW4tETE3B0kr1kuszoMTHQ1SyFVGJFirCYSCJKFUKBrrvYmCB82TLBitWQLhPQb4Nn6O3bs2FCzDs9UCG3e2Ev3/awUzGnnz+DFcSy3LmdXa9YnEeHlDF9SlVnB/j4yPMEfWyP6OZ7Rkhy8sIKJWwb+I9jlGfJZPkZwYLC/C0CsfT7Ad2dprEx6A/WZvBGlhcMQNqE1/RonCk0w52OvSldWvpJp8+Qdc9TegauZz164Vj/h+cuEBVzl020BUqliqdyTiOZ8+g4u5h1P+witUSm/qkJDj/zIvz1ODBQ6HvVq3gWPEJXKz2B1XkDaCiqF8foob/wdfs5WUraZ+aeoMz1GT5TM2MFRMTsHCV11zpNKsArdnFiBkq30PzGuF0YCvNqsq/W5N6fmE+I5jQU8QFqadwX+eGIfRnFV0byfRhbAaNnZ3erJ1GXZzIwmd8e+hWVPf2hv513tA2fhMFCogMxzEFD77h6SQ/R43cVYYW7KVtF5Xpec6UOI5Rn2Pjr2gQ0T59YIPdIPZ12KNfh0UOEsq+Y8bAQZMWHOx/0rD7e3oKv1v65kRiB/vw4HueUpC9U56Inv/7b2gdvJLWe9vJFnFduhQsXzwg699TOHrUgPHJIUsWYrDi3c3/+wWOflm3kTGBs5Mnw5B9VaFTJ3Ln7q3y9WRGLK4dFD80Bcv61bCzq6q339nPb8NzON8avnyB0/EridtciFmthah9KdSrB/WyzRfsnIXSXBcGEpB792DxZ2HlrPBK2J1+SipI7EdvcgfL6wM8fAhn3zUDMyV1ngjW1XGv/oZXsP+aIERnKIoVg+MdtghVA9sbEZCQhua1ImH6CcgbARggQZm2mJcsCV+Gz8dq+99Yz3pqdL8Zlhc95CU6Gl589YL4grh/EjZFgEAiMmG1aT82G8+5gN3oJCLEpSVUEJtw1UmXhOKbpSV0KP0K7tymVGXV1ltd2dagTV0ab8qVC3L5PhEilTO7MBmwINcs+gM4ByVEIt3VA0JFcvL3X3UnhtYUViui+PecYDjUCXpeQq5UR78W32DOQmjdFdCKWLe3JyksioQYo2q0akKKvIhYi9L7/Km0chD8NjExAsmV8nvr8aUfuenGC1pgd0n1e5QtmQScgOI9NZLlatYE3I9DFmuwbSV9U0NSpeGn06Xx8iIGK0Luf+fk82zcS1wEuyowraNmbM3PVuBOh3qJkHTXaJ48UN3iKnh6YWdnYK40UHFYaa4Rg0XDZGLjM5Uo978Gv6zlZe9xK2Yxlsnb8updz318oJDpMwp5fBc4j4mJ8NFmIlW6VSuYYL+MEeWu6Rds08KNG7Ahth07HhUyrDLoPxR7snkzFHu0mfJHJ3L2rPy1167B8Od9GP6oB3fu/FwRTMDgjKEbN6DtpQG0fTaZw4fV2oLRbhQLC/ByS8IxPsjwmCS1WeDwcSXTTP9g7PYisvPk48dQ8u+BlPx6hPnz1U4YkDrs5QUrGh9nhe1oOnYUjlmlLYBxCfKf9bt3oBwxGGV0mGaAaxp5SY2S7tvJCbb2OMtWky4MG6Y67uEBQ6o/5HfFdFo0F9+JOjhAzJotxGDFgT1qvktDdW3kFmQjA4V1BgbGLTLGWte08OED2Mwcj1lgAL166bk4E9oljfpnoQgPqDJQlQ8dEwNXQgtyLKikrKuhRsUEWrKHFiLZRoAq6OQngl7cPIS/KTJGaZh1U89v/PkzvEjNy4tAB+lMzHRmoSW1byyKDqiIDTEUbeDNqVOwIrkfK64U0c1ySn+vJMbdrBnMd5zO/FrHZTMxc+SAip6vae5wFl9f4djgwXDOvT3numwwqgK8nbMwocUnmv7sY/j/jl+WvKzfYs54ZjFlv8hLpwfx8RBq7kHgNxO9CvC3bsGmqBZseliM4OC0gwaSiNy5oZbNNWr5vsDJybiUZVEYGHvSvj1cL9af6/WmUKNGJmJP1FCqFIzIvocJ+fbo/chCQ+FRuC+PonKoPiwDrUWfPsGuD+XYFVxDJcBkoFhcYCDse1uMfaHVea6ebWRAv9evg8+aP/B5dZ5ZaVXt9+yBScmTmXO6ZObKz1tbC7+TTHCSiwv0L3uP/jabqFZNONalXSKjmcP4Fi9k1+rUVEhOETSD1Mtz5elVFStiyF9VjyKgyA7XyQkW93rM1NTfaVpH/HkrFGBlnowVcZqGHQPIS1ISlB5TndLcos9QLTOFvb3wGxuiHyBCBPbd8GYhw5ixwlG0ycv11wggC6c2q7l+fpK82NhATILg3gsPE4/JSklOJQWFZAm1R49g2MdhdL3UkyNHNM+9eGfBI4rw9L3qWQUEQOWNvWj4YxNLlkiPbfb4CPbQmt3jRHKhgRRHZ0JxJOCprgXn3GUle2jJnqvyQiqbtir5ZJqNuMWrdONMxMiaHvLy22+QP/UZ+Se3U82zWli2xoK6pqcp/Xtd3QriRmRe2DoKZqGQCDP56dTGRrinBCmuUQNG2K9lRPnrmoHvWqhcGa702cw+my40aWLQECVRopQJlcxu0L7w48xUL/lfhV/WbWRhqXpRDbYIpL3cAwbA31EfYSo8biMEsUlhyxZY9mMhHIZb79JcLgaSl549oeeCXoIPqOhC3N2h+8FmWJYrhleZyUaN+c4dOP29F3E3PGnzRH7MXl7gZf8U3KLBRRCz6pP9FFapMeTP30y2u9q1YWfRmWBhQekqI8iRAyoX2SwsxEVlTL4Iaa/dziwEYMUu6N+fn6rX8z3WlkhyEP9cgZ+MUu7du9DytJDxMW2PoKic0a+eSS0+Hr5EOwAOGXOrehCqnPfH3R0GlLgBr15RsaJgAklMhCZL6xPNRfx6JbN6vVyBGE2GMnSYAiaOhaZZQSEd7WthAaWyBsLnz+TIUTLjeGyiKXGYExWdyeyIdN9RRIS0H0TLehIfD5+TfIkO+YZjAJI70NRUuPPGGXDG6lWixvH550oSyRRc5iUwZJz4lPb8ky2QD6sAE7JpcbN56124wUL4G8au0RV/9HGNBz6Dm5a1CPSTFwlrkYMDFMwajkPAY/xylkAsjc+3YSE+k0KWRgkEiBhBPn6Exa+EKu+57kGjRqpzVpYpWBONlYXqeahLDURGShc5zIDEe5+3U2neEIpL80SCwzTPjZthxy32oJibSopEBWiAHDkV4J4IYSpC+OULxJEDgmzIofbZpaZCrLUrEd9MsNYjmSCHFy/gVHItCBASd7IJSWpMmQLXUo7DUj+2tUJv3EvJMkqUty/hWcyLsX/kYdKxcjB8GJ6ebTWu27PPhAtmq4hYXZGZDdTcwuowJFUaVKnlmRRFTMfMmcDJgcKu0itzGWf/W/DLkpdRo6DLsXZYdmmDs3ML2WtfvoTAhHLwLislo/8B1dhMBr96eYGXwxehFoyeqPiVK2HZ453w2opVHYT03/Ef+8FH8HskT14AjY+qUiWoVHGTYN4o10y2Wa5ckMvzkjC550gTKbG0zJSpNjISOqxtTGxCPkqOSmHOPGlDYYMG8KH5UPj8GcfeuwGo2ysL93mLWa8UEowom5OUBIce5yUutR0uRxOp20jad2RhAVntQiE2DgcHYbfZty80PNgHm0rFZSvY5sgBf9Y9BKE7oLVAXpRKOPnQk1S8iL1vJIkw0NLk4wO3h22HSZNgumr37Jc7Eedvz/HMlhW9ojxiSF9VIiOR3Uqq4cEDKLteSDkdNE8ITpSCqUkKpKRgYqKavBUKmLSzAHEUpsimBIboFlgGwG9AdeA5ZfskckPLZeLoomIr4eHoFO4TIyBTZ5tzkqtET8jLybrSCrnZmhUjiFiyN4HnamFbZmbw+O/bAtsf+Q7ILv2HS0BDu0TLc/Rw/1vhI99/FagACLETw+s/w/74Dgq2HIfeSUQCjk4KCIDQSMFyZ3Carja0tF7a9rThCm9hICT2UaVK794NbY/vAWDBOhg+XPdW1auDw4ENUL48lpbi0f3pz8tEkUJ4uGrQ/v5wijrw1LBY9aXLFHCwEzToAsWng+I+ZA3W+WQuXoQ/E/rAPfjtiwR5MRRubsLOJjxcFQRjKPHRxr8kXfqXJS/lygE2ZyBHMb3aJXPmwN/hh2AtPBkqWCLqWV3EwscVW1t5FtCmDfhtmQDlypItWxPmzoWZL24S/9KCA/Wgbl0jB24g8fn+HZ7F5YQ43fjLTLucjGmovjsw0NKUJw/0zn4akpPw86uPQgFHHvgCvnBHPr/b2hp8rYPB6jukraFW1sIYEpNMZMsp5M8Pc8vsgS9fqFRzMMnJ0HJZNaAaVWYlUbeReDsQirp97DkVTp2CsUJWQdGiUNT9NriagZ10WzEoFGBjmUxUrJK4WOnJKTUVUlMATFCkb8ZMTIRnnUlL1emdoZC1KEw9BtQXveb7d2g6rzkkF6P6BJgxQ+2kHiXU+HjYdjk30I0sZxTUrqdpoJGzUpmZQdLOfdC6NRwJBRxV3dokE5dgmunszxEjTeh2oStOXZtgY2OY1Pqr1wquUQE+CeuJFHkRKlJbEC+2KqY/Lwm3Qim/GLJ9u42bX0HEyGShQnBt4FacNy3GY/JtzZMihMvKChYMeAPHp0Kt/sgFGsuhQkUTXB+ewKlMfhISsmts5gb3iiFw4FTo3hMQSUdSh7s7hvhVDambNXgwMLQHdFsFjuLkZeRIGHGhMXbedpjUki+oqRdeXno19g0ZN2CYJSU9kPz7d3B0ZO1aOPFjNezOztyuRoo7ZskiVFL9P45flrwAmQ5g7d8f+i8fIOya8i6WvbZSJahktwVKmYJ7E5KTITxFWNEMTsPNBBGwsAB7kyhQmqJUWlG3LhwoOwuL5BgK154m2zYwED5H5oUQH3Km1zL6CfeNobE2FSpAheIrhQdTrb5GyEdcrHy9HjHUrAG+t7ZjU7U0SUm5JclLrlwwqugpSPWH8oPTHnkqqamKtH71QCpzJxOp0gAfDz3AunYFzHfeAoqKNnn4EIr9MRGYSJ9+qNKTjfmdxFKlQXbcCQlw/Z0n4Im3lgZOg2F5ucdXUms7EyQSqBwdDT3+rgRUosHSVGrXEzaU7Yq/wObhdSpX7mbYuLWwYVYgpv164Tx1HlLPq1uNj3DuLDlrqwTu0lGrFuB2Dtx9wUKXvBy54UoKjbG/bkG1NFdD+qMyN00iLk56Gi2UMxavkCd458qFDgHRE9B5YMEbKFUJFt4DdItN2dlB+eJx8OcdsEvGoO9D3bUnYR3rN8aBl5xFObEIpxronl+6Qgnrm0OHuWA5SONcxxaxMHAhNK+OHHn58QNuJNTm28NUCt0WtFZqV0vE98YuqFwZhcI341ovL6ju+xr74HfkyVNb/98oAXt7wN0CQjSDYrZuhSQbB1i8GFsPA9UstbVeRAhI797Q9HAvHHK54ltR14c2bBisDHgJM0y51lRXrVgdIzcW5hEnSGjrzvl7grVoX2wDeA4TjE1m+q/l5V8AA60J9eqB6/alULoMLi7lVG0zQXzc3SGf1UcsLVKxts4me+2mTbDv0zI46MmMHoIv9mlkaeKjLCnwQeWzFcOYMTBmd7W0WWElADmyPxCYu57SAFu2wCj/deAPe84JNZYMXRRjYyEqwQHibbCLE9KuO+6YRVxsCoNmwnjp+mM6MDWFoG1nserQDKudz9E7cC1MnamEOR2hwyqwyK2/QdoEpFDAvN6vMFuzHJ/eEwE9AaxisLY2LN1ZhPg4eVkCCRBjXDDoH3/A+ojHxE525GxdQbjLmH5/Ngg1JNKcIDwhFIPdCR4esH3AZWGm79yFzOQQ1G9oApwGn69IkZf1g+/DuR4wohFgo3uBk5Nk9kzr6UWI4xBFpyXg3044tngxLD+TH2WLJlBkruTYzix7JpjnVjwivaheBvRYXgxCui8kLEx/sIZ6nzLp0rcfmHGPGigfyhB3Jyf5lGM91gR/f2h0aTQAY/cJ09SkUXEwuxMM2wemKvJStCic67MTliyBjjKWGkPiQdzc0BZVsbYGFJFglWj46+flBbdv8/IlhCSXhncelNDKHM+eHbJn+QL8ELXuJyZCPJaQrN8DdOWRPTepi8I/1fi6dmpISIDex9rwKaQMvp2TWL/5/y4F+GWzjaKi4JOJL2+CbPXO1a1bwxzrqcypf0FlHrawMNyNovZm9uwJzyv3xr/mCGrr2UQ8eQIHo2px8E0hfvwQPBM1b86kwY1JhokVaX8RmYy1efYMimwcTp53J/n9d/lr168H9/M7cT/yN7t3C3G67yNdCExyy1RmpbuXKXZEoUyUJ05fvsDhgGIcDi7P27dpBxUK4ywgahjR+RuDWUbLagbG6qhNmrGx8EGRnaeBzrKS9f7+UGDtUAoEnGDOHLUTBpAIa2uokDWACma3yZkm8xAZCQEpPgTH2Mhm0AUFQfcddegeuyKjmCQgzLxKpWyFZm9vSFm+ghSlObt2aZ7zyWpCNt5TKEuoKM+1tobVXa6ymj78NiBF8wToJ8dSqdLq1oTMQoa8iMHSEpS2lj9RCAqWbXOhI1toPKm4/G0yoV2yeqcjcxnF8j1a1pV/4lmB0c9LG25uqn9neI7kVnBjim/q6/gnawR9/gwdrw2g5uPF5MsH5ZOvUH5+S/HbOjhIktMsWaCY2WOKeX6VVTwGcPMSSIapIpXQUMFd+9mzJJ+HL5CsDi4GMzPYeyc756jJ9asGWJX/F+OXJS/z5kHW1+fJvX4Cly9n4gYGum9SUiAlVUFKqkL1bWbSXfXTmikG9lusGAz02svAfGfImVMgII++efI6KQdfvhjXpY0NuNtEkdX0s4aQmSS0d08GarVcuQJNLo2kyZNZHDyodsKAisUZ/arDwDpBb97A2CuNGBs0lJNpiuiHDkH2U2soeHmVbIXm2Fh49sODZ4l5NGtAGkBe8uSBq703cNW1aUbNJxcX8FR+J5fDd9n1LjISNtwuxIakThrv/q5d0M9kDR3XVSMgQLytQgEKUlGYKHQsK3v3m/BemYdH47ZrZFylw9IS+lR9QR/WUr+B2gAN+HuTk2HJsdwsYTB7DmrtFtO18Q0RXxN5MCkpEGqblbefLUTTbKd2ecNMxjGoq9b9bW1liZ4+XLhmxjY6cuS+jzgPMCAg81mYFxeoypGDmjFhc/52YwxzmbZe01rZalgW3AnCql4VyRTsq/u+EYMV4btPS3csRV4MDCL19YUpje+wQjGQHt0MWETt7YW5SyKiduRIKM0tSs9oJmkQio+HnQEVWB7Yil07tcZpRBaPQgHbHhXhXEJl/Rc7OgpWMRGMHQv3Pepzv+9qUbVidaz7y4QfTrmJnzIbNzfhtt6mQXjbRRpVH0+hgKzewrsSFpbJgN//JfhlyUumiEDay33yJDR+MpvaZ8dw4oR8k8GDwfTTB0ynT1GVkDfQAjJxIgTmqkhgv8mUKyckD4wrcoTJWdYJAcdGjDkhAT4levAmwk1vjFytWrA812KWl9tC8eLC+m9llogTIXprf2TPDo3drtPY6w5Zsgh+3KAxi/joWpJJk+TbHjwIxc4tpNjlZezZk3bQCCVkURigVnvsGFivX471nYvMTfcAGJi58+EDzLlbiznBvbh0SdVlOuR4k6kp2JvHYW8SqfFcL/nb8xc9WLwni/yfrbVQTJgAX0s14XXLsZQvLztsUVy+DKsTurPNv6C+WERxKBSZU3A1gLwkJcHQDcUZyhKWr9FU/w2LNOW1dRHuP7XIVFjWoUPgfGwLuS7+zdq1uudHtXrHOGbTs73We2Rnp5+8SFmLAAcH1TGx9e23ub50ZAuD50i7Szv9np3qXKDZmLySZEQd4TFmfMeduARTyaFbWoIVcVhbiS9uFy9Cs9fzqXJkNPv2aZ6r1NQFK2KwbSWfieDoCJO6B9A/dQUV/bTYhpTOC0i+W69ewR1Kc+eDm6RbJTkZ2m2ox6DkxaxYriJ758/DZjqx+Xpug94fd3chJi4dQxVLGFrjoQ5hj4uDu3EFOfPZT1VmJZPw8ABnDzNMgtUm70xmG504lkI49gQu2aX/4v/F+L/r8PpJFCgALV0vYmGrxNu7ov4Gai/K589w5LsgHNL6YyY6N9ACYmcHdsofYBMF5kJ2wcyKxwQ52fLyspyXL8Plr93hblbavRXcKpXXTwVg+BxYsEBP52p/b86cELP0L0EJ6k95h2uDBtCg2B/C7FQ97eMw8O8NCYEHETky/g1w4rYL3+hM8l57upeWblu4MMwouhMiIqlQQXg269fD30G7iV7nzoomSBK+5GSITRYWxIyJz8qKVCApKl4rvFM/fH2hTZ772Hx/R5Ei0mn4ZcpA+LDJgqrdzNcZxxevNGc/f8FWaDNXcNUYDAPcZL6+8Gz0evjzT+zn3Mk4rm4Zy7SCfCbM+02mlOATd3Fu78aZGwY00Frbxo6F1TEPYCHc6yRUxFBHaiqUGVkFuEXhwbb8rZVokplKye/fw+nvzYiIgEo3hSrRYhi2JBuRrMVtkTuz1mmemzwZxp2thVOjijgXmKLTdt95R77SEd+LCUhlkLt5KuGRIDoYFqbyIq2c+JmY/sMxnzgbUGXfZPE1IQdvsc9iT0KCTJ0PGQQHw8Eg4WNq9FrzXHwCxGGFaYIBTCrdd/TtG7i60ne4NY+4CmPzcaWJZsxU5xXl+MYJ3HpasOWA7q1MTMCUpLRG4ntya2uwtkwmJs6Ub19V41u8GA6xGdZD3dnodeEolfBy1wM8WlfG9v4VFKVGQOvl4KgZZPbhA5Ta8BvwG50WCErlOjCGgIhlZ2VC8yVbPktwMf8/H7T7y5KXZs2g2cqZwmRbWp68jBwJu8IewCx7zrU0TuclZ06oYH4b3D2wsfHl6VNYea878d/DaXQI4xUTDSQCZ8/ClK+/wVco+Uozli/TMv3JyUKUmZmRy7mlpUHBvqamYGkSn/ZvgUyMXeTOAzZhsTCZ7jKiV35+4FfgoJABUFYgL1++wJWYkhAj7+a2t4cizgEQF4e7ex4AqnTw4SpJKOorSJLJ0i5eHC60WAr37+PbS6iQWKQI7Gy9R6jJ1EReQ0gMdnaqCUkvidCevAwIFDY3h/zuIaB8DWrEqH9/aH2kK3Z5vcgikh2RPp7NFwtCSl9ynRRJ9bezkyQvqamQlAigRJEEyjRz98M3tnygBO4vpSU/lUrYNvg6LF2K+6h1qE9dmuJr4u3vvHYCSmP2WrcPb2+om/sNTgEPKVq0ueQY1OHvD33u9gVgxllp8rLlpBvB9CLnyQRmaZ3z9QU8IiD+c6Zt4C1bm1Dk4hLcahdDqVTVSqtbMQo4ABXHaly/fr0CDpaCQWPBdXSm+lQne9o/dd6cSSQ+eIppjhyAnvon6um/wKNnSq5TAV7ovtZn7rsQSF18b4m7jfbvBxRmsHotuEtv7BaO/Irl9AlkGTIGvancMshdxhmIgkBpE6W6Dk9oiAGigPqglp7t7w/vY+vCs3xUC9Osf2QQFiwwQOzrfzd+WfICGEwEfvyAgJQsEC7szJs3h+9tBmLx8RVW/U/Jth0+HIYvaiFE6uafzKlTsPxpDQA87xhAXrR9sZnMcnJ1hZYFn2Hx+imlShmmZSEZe2IsebGyEsasx6/cpQt02ddWeMg9j6Q1TVNiTTQ1WlwyPQ7UzCSJhATpV71qVXjQfIpQbKiXsPVPVZiQgimkyPM1Jyeo6vMaXt6BHGonfiJVuksXqHh4LHZVS+Dh0Ua0yfv3MH53cwgtTK2/oUcPtX4zVZNAULfN6vkVFDGS+mWhoTBwdzWgGq3/0iQv16/DgZAxRJ72pHta+qs6goPBvV8PoAeNW6Vy6JBw3NoalCRiZpqMdhpzOkxNoX3FAFi6A6ppKoOWLAkdnE9g526Fm5t4sVOVwJ3uuTx54MTQE0Luaod4dBYZEdePIYTJIMgEvl7/6xnJTZtj+tcRpBba3r2BOcugUCuwF//bdSBDMAEOnLAkhO6YnvGhaz3d8xUqwNcR83HauhyL6e81zm1dHgb7i8PSo4BInrU63NxIQUHo23Cc9ISP2NulEvgDIiJ/jgD0HWAK0zdB9lakP9O+faHuoQHQoSO2tgZY4UFIlVYoBDM8iE5Mjo7Qr85bnE7toFCTQWiLPm3dChdC58Lh/Pzeg4y6RWIID4fTUfX4+vQTeU4ILvZVoX/DTrg/VohTNApdjVDt/F+KX5u8WFpKBlOpw9ERvBVfwc4WpdIOKyuwckiE5DCjn6Ax9YkePYKXkXXgZWGqBquVFjAg/qN9eyi5eSjkz0fx4v1xd4c93Y7CtGnQTZ68rFsHC+5tgcfmLO0gyNloxJ4Yoc+dkAAzjpUhjtlkW5rEgCHGEZ9hg5II7jYEq37dSEkpI6nVIoaBA+G3M80wU6ZCy4P6G6hNQH5+CuJu3MYybzYSE92N5ms/kypdsybU9DoM2eLAUZy8hIbC9seFgcI43hHIy6tXsOlZB6KDoqhzQkjxN6ZfQO/CJocHD2DuZ6FKZJknuuRFCg/P/0Dp6w3rDwMyioASaNsW2q6ZJ7gh/HQXcIUCkvYchBYt4GgwouWrnZwElhoTg3bwgmvbGiQQTrGWFly6KRwrUADWNjyA3Y3TFOr0p+TYLv35mOSOnTFffQAQSdd3dkYzWluFbF4JwDvw0ZMb6+qqa1qUibXRF5c0ZbE9/vyN+dIUus7XPW9pCZ7ZLDSk/XVgwC6j+3BHNpNAcg8lH2vBlcNh4OkB+/YDTTWuvXQgFIti+bHdug1RUiT396rDNc1Vpva8GjQAWAnVS4C1geTF3FwIRPn0SfJbMjODlWPew6kJULMN2uTl6lVYF9MB7sGAH/Lk5csXaH20GwCdtqpi1H9l/LIBu4DBlpdFi+CzY0E+T1hJ7vT5J5Op0sWLw61uK3jgVY8RI+SbbdoErb4uo9WhLjx/LixOPotG4PrlAQMHyrfNlw8a21+kcfbHGdZZY2JPnsdm53m4d0ZQ35ITeZnGREGgSgYHD0LduzOpe2kC584Jc8nUA0WZyxh27NTbtQ7adDRjACvpXvapfuKiNYmYm4OZrUWm0lnX/GXKbcpweeRByTI9GhATfIuJkfVpf/oEs25UY1ZIX91q3XZ2Rm/p37+H6Q8asyiwvayAZkwMnH3ly9mkKjx9aly/Li6wqfNpNil76LyD6jEzYvzHzAwq5/lKZS5RQK30ktLh5+oEAZkLFFZHui9EJFUlIkZJJPZEx6r69fSEXlVe0jZ5m6z13S97LIV4Qt7suu6O8HA4E12O3e/kqzzrhZsb2mlS336Y8hVPgn6IfK8/QVAz4OwszH+GEHQJWFkpSE7b/QUGCuEqJqRiYqrQ+Yk9ctvhSDjKqLCfGDTCS+jk9NPp0h8/wk7r7igm/4EiJZncv7cTN3j+AxW4QfAYpSPwSzLNmsFsuxnMrnVG49yvhF+WvNy4AdXPTqDCvWWsX5+JG2TSfWNnB6VzBFMk9YGkpLgUTEzgS4QdP1JdDDEY6SJ9zHqCxMzNwd40CnuzmIz6IpM352YS01i+QZ7yBwTAqZBSnAoqytevQqyCiYnQX2yMAcFp2r4hpVL4T0/MzJ494LD3LxwuHWLlSrUTBmQbZfSrDoXCIIIaFQWPf3jxOC53xgY6Lg6qLGhKqdRb9OwmHTDz4QOMv1Sf8SEjOX5c66QeElGgALwZvIQ3HhWYKsRhG5zl9OkT1FrThlrRhzT0ZaKi4HpUYU59KcSTJ+JtbWygc+nndFZup6qWkaNmTTjfYB53C3SmY0fdto6OcGn0US5Rldlz1H7jdHYoM+jUVAiJMicEJ/F119BAYamducwi45c1igI8Iaev1m+Z/htlMuvj2TOofXgIbd7PY+NGkQsMvW+a5UX98tId8+DNV4p11hQBuX0bRn4dTt+L7TOy47Tx+6Bw1tCbFQO1ma1Wn6Bbs8yIZ5EvHxS3fk6DrA8Fy6ZcW2trYR6Q0Ew5fBiWMoilZwroDa+LdcnCxzeJqmwrQ602ajhzBtq9nZnx/998dxDP9koPfBF5ryZOhEduNXg0YCX588v35+AAc3q9ZANdmdIvkLp1YYztn4ypfM3odeTfgl/WbRQeDhe+Cm9M7fcGNkp7uUND4fSbksT9SCb3NcEHLIX16+F0yHLYm4sZXYVifIZaQBo1Ao8Ns6FgIbJnb4SpKWRxjMIiLBA3NwMUY9XGDKjywxMSNHPFtTB0KAzdXTfNfPM3IFSpDYuCOCP5mkIBJ2fdx3zMUJxmbQUkygYjuMlOvm4GqanUeaimEGtAanliIkQkCoughhSEAbEn/v6w4koXCAuj+XGon17WxwBV4Rs3oPY2oRrgxOWCV87MDC6/cAfcMX+WubrzSTYORIakYhYlbiK2sICcTqGg/Ahp60iBAnCqyxasj+wi67BDRvf5+DFU2CuYAwetli+SKAZPT/DMHwhv74h6ZiShVAqMWYZkxsWBS6/mQHOqd0ji3EWtC37SmjBwWT4ecZHE9tm5rkXcHvx5VfAtrP6EhsqznZ0QxB4XJ52iIrMwagR0imzMz962J4F6WN22oZqEWrK/P7TcP5/vERb0GgELF0r+iQA8fw4L3gvV3Qs/hCpVdK9pUT8WWAf1W6OjCpyGM29yEEA3YlfAALVI5OlL7PjAGkyXF2SVeHmsDAwZAkPOjhaEdoodgXTLhRiJUCgE9ithwVizFo6wFHZAh2XSP8fChTDi9UN4DbvrQCv5QveS0C6y6Gobi0Ih0qkMKfb2Bm+zF+DxXW99PYUCRg9JgHWbwKcv4JP5woz/Evyylhf12BNDKomqvygfP0Lb/e3o+mOh+I5JDbdvw/bYZmx/XFhlLTFQ56VqVRjp9Dcjy1wiSxbBdBgwfyevycPihfKpiOHhEBDvTkCkI3FxwuJefU49KnCVPn0N2GFofRh/TfvKERqyddJL2Wa9e0NY1aaENe9O69bCsVqV4qjCZQr7yi8ut27BqKfdGfWsB7duqQ3F0orYiESNWkfasLeH/HafyW/9IWO++P4d1rysxqLPbTgto7f14QOsfVmVtd+a8uCB2olMKhKbmoKleTImJCM3aD8/ONh8Awe9+tG9u+r4/v1gdnAPzmd3s2KFns7UJnpHR6hdJIiKSRdl/efOzjChxnUmWMyncWPV8X8kCFWfBURkwr14ERabjmDG4SKZijV+9gwqHhhFkWc7M6xQ6khJgSWHc7KEwew+KB68dPe5LZepwo2n9rLvmToSLO0JxoWvr6XJ8dWHdlykCrce6kZAe3rCuAb+zGUUnTvodtpxUk4acJzuk6QJv6UlvA13ITLVVsNzVK9CJM3ZR/0KmpaKfyrQePiy7PRgPcMXeGv8pPtPWLKO3vx9ysASymoZNHuPWLCSfqw8plv35Plz2K7sxIrzfnwUk6cwcB1Xz5RK9xw1bpImvNirp8HepEKFYG7982yz7sUz/Pi+cIuoBWTYJDuy8hHbri3EBT6NISDp/iF1EaZMpEr/W/DLWl4qVoTokX9gsWcrprNey167Zw/cj50IJyowtJtxQbfaSEyE+1+zEh9XGvsHQt0Oo5DeeXy8rCDBggUw7dlJeAanOgnCcxeeCtaAlEfGWwPq10kGjkE++UAdCwuwUEaDuZWqDt1PCM0NHQpLgr/BZLjVQDoItGFDaNhghOD773IGENwjfU8Jwcl996K3HIM6du+GY1HLiN2RhyltBSOUGLy9oVeBaxD4lZIlVYHQYSduYl6jIootTwE/0bbOztAk91N4fA7U4ibU3T9GLzDpliaZ1CxXV5he7wrcnwWtRmYc9/CAIdX8sbt0jFLNxItQpaRAdKwSsEMZK/IK2tsbXatn9274M3YmnIK6H1UZtOowMYEGxb6A/32KlNL8IVNS4NpnYcEr9V58zEPXFwWWUHF1Eq27617j7C4EVFmaJRERodRY5KSsJ86dGxBNMAVbJvBYgtM3GetHCBfJMyael201z9nbw8yeb+HYfCgzFuPMVQLc3MDFNg63qHe4u+YlvTjj6okBsLclTLoNqLT4K1aES62WYn//Iln67DW6v3S4upvCcyELMDr6JwJI1cjL3OXW3GIlrIL+KzUv27MHfg9cBIGQ9YFucOvIEal0ONoB+vTFzq6aZHc5c0Jlz5e4xX3C11fI+lQnPoZyAW9vGNXxCxz/S/a68AgFn8gK8YLxxSjNJm04Owtm3UwpSP778MtaXpRKsLY1wTRBv/7I4cMwM34EM8+VJzRUmOQXNrvEn2ZD6dZNvu3UqfDGvTxvhiylQAFhMSo7pwVVUi8ybqyBFYvFXD9GxtsoFGCuFPpLSjSQ7WunaEPmlG4NlPivUQP2lJzFnpKzqFlTOKae5WNs14bGgFSrBg+aTuJBkc4ZKcf37sGGqFbsfFZUtiRCgQKwtvo21maZSrNmquMWTtZCwq0hwcJaM6anJ1TweU9dq4uSpe7Dw+H4y1wcj62mGZ9iba3S4zESLi6wuNsDpqVMoGk98ffr40ewH9Mf+7hvqvTsNKSkwItYX25EF+LODd0MmfBwaLemBu3Yzny1LBb1gGipx2VhAUfHXOIojZg1RdNUmm5NsCIm0xvR7TtMiLV2IXb2Uk3iIgNba+E7ivjZVGkQdSuM6viVKUxiaCeRmgVpcHGB4G2neUYB5o/WbzZwdYXK+b9TNOG2ZB3HxIRUElGSmCy9PAwcZMIK5WB2dT+eERcHsPPPHzyiEPeWXdM7FkAgL0FBGhZKdfXadKjrmIjF+1WtCu3ZQfuyb+U84lStCpd6bGSvfXcaNhSO5csH5bhOuZzfNP4WvVD3HUm8eJ6e4Gn6DT+XIB3l35cv4WJ8OS6+z2ZYlQmFgjiPbLx/HkePHmAb9Brb6WN49MiIMf+L8MtaXoBMuwUcHWFYvWdwcClUW4Sc+JCrK7gqP4JzGFig8QLHx6ZgNH80kLwULAitHU6BmyseHkKt9bAjV7CoVw2TvS+APJJtr12DC5+6QIIbrV5C3rwYTEDEEBBqSzgFiX9oRslK0tflyAE5vK+n/R/VsXLWD7B0ssLGJq9R/Xp7w1+dzmO9dS25Bm1F6ndycIAizp/g+9uMAtLq1rXMSM5nrMj6goVFzMZFisDVAduENLdu4gvS69fQYHtnoDMDV8Ly5cKtXkd4EEMRTG/HUqiiTNETKXO1ugy73CoggpQUyD+hJdCS8oMTuXZL83xcHOy8kwvIRdwVQfwRhLT+ErvHYp3Pl4IFBxjVJwhrSOKGrSi7dYLlMWgHEJiYwPahN2HxIlzHrEU7ZRWEdwAXG1ESMWhlAVJYju+ftoyZoTpevVws4cdO41WiBOCp0w5gSKsvxPy9HZfWPRCtTi5DXkZ0DIRl06BzGzTUBLWRrlT7/buwWuqDnsysUo29eEgiVs2TiZGYHlu2UsCw/ZDVCSxVwS25cyQDTyCHftKemgq/HazDp5R9OHeM548RcQR3GgpDhwGaMslVqsCiYhtxTPhGhQqjxG9mKLSKM86flwoLK8CEv8Cxh0xDLWgHvohg5kyYeaaRYGIvqll7YuFCWB2yD9aD/xD9Vvh582D0p1fwp2CdjE61gYRfN/TFaMvLpUuXaNy4Md7e3igUCg4cOKBxPjU1lUmTJuHl5YWVlRW1atXi1atX/9R4/1kYGDg7ZgyctWnC2b47Ve+rpWWaZKgB9cnV3i5LSxjU4DUjmUe7pvLEaexYsHrzCKuF07metqb/sasAw1jIjPny1bjatoVd2Uaxq976jMBXK3szTEjVS9guXoQJAf2YcLclz54Jx0JjLfmAL8/fmMn+yc+fw5avNdnyoTLv3wvHWv3mQWEeU2pgWaM/tAED4HqRfpyvO4cSJfRcrHVzW1voUTuAdqnbKV3MOEtE//7wrHgH3rUcSY0aBjQQS5UGWctLfDwERDgQkOipu5vMRKq0QgEFhtamGA/o2l9PBKAU0vOdJfq2tITa+T5S2+QMhQtrnlMqwc5aeDlCfxj+QxcvDu2yXKWJ+42MJBZZaD1rhQKULmlqriLbchMTaFfpE+3YSa1qMi+vhGDcymO+rGAge45qxq1sXxPJMRry18B7Om3SMal7ALMZx6ieEtUC08hL4nfdcRuM9IemHvQil0GTHtz8s6ueq6tOirYxUChg700fDtGUMxeUNKiZQBc206XGZ51rixSBoWWu0c16l6Q1MuOm+uDmJuxI0r/NzD4HHx/W0ZP2bGP8/lLSn7qTk2gKvrFQD/A2MYFCymcUcv9m7B7jXwOjyUt0dDRFixblzz/FhZnmzp3L0qVLWbVqFTdv3sTGxoa6desSl9nCev8hxMbC+ntFWBXblSNH5K8tUABqKC9RI3eAysSdSfeNqSksHfCCeYymd1v5ANbERIhLtSQuySzj+1pyIBuLGcbmvSJle8UgppKbid+iaz9LsvMBvzFNdLIj1XHyJHR+Oo7ONwZyI61OjaWV6jXT+7jEYjUMSHe+fRt+u9ed314M4qJ6JooBJCKjXzW4u0N+529kNw3QW4xSDEev2LOUQczemkXSg3PrFviumYjvu4vMnKl10s5OeFgSjb28YErVc0yxX5AmsiXAxkpwDUbLmKFfvwbv6QPwDnvK0KEi/YIkefH0hFP993PKsinjRcJiejQLZTBL6NlIV8DM1RXez9zGe7KzZo3WSUMUieUWmXS/gj4NAbnFTUbtVhR6npUhaDPUG1siMW9YW9fCZ+iiqm55SUO7sdmpyRnajsuhcWlqKjwKy8q1lLLcviL+MZYoFE9lLlGxQJh8vy4uuuTFSCKQHoP6PcRU1VTqN5LJNoqMhBCcCIky11+gUqssQQaM9DkOHGFJb9axg/bMOlZMeoqSeK/q1oUxNssYU/lqxk8oh9y5oZLna1o5nOavv+CRS3UeDVojGY/3b4fRbqP69etTv3590XOpqaksXryYiRMn0rSpoJC4adMmPDw8OHDgAO3atfu50f6DiI6GHptrADVosCKVRo0MeHG1Yk9SgcSIOMxlotUeP4aAuOrwKjcVI9Ks8gbGj3h7Q1Hzp+DoiLW1YDa2NE8hHONTlgGDXT+tWkGhjaPA15fSZQelNVX97cZynwYNIM+1dVjWrERqqrSgQUwMRMY7gkKBvXowqLW13oXt5Uv487UgKZv/ESoNEnUNEYlghuBgeBaUByKsyB4gyORntNXzrK5fhwE7x0DUb/RZKVhsAJb9ZcNJlsJW6Lc8E7VH1BdG9S1XGry9YVKVC/B2AzRQBVF3bvCDxF378anXBClXQ1ISfI20BWx1YmvrDC/II75gVtuZjzICqlJYPCMatg2FRgXQTos3NYVszpGg+KjrQdFDXuLioMWcqsBRik02Y+Y8rQsMJS8S+PgRzka0JDTIkspapQ1uLbwKQ4dgtfQk6sGvGVGqcuRFj4ZIIkqi00oihIZKxODrWVT3nrbnsskSgucXY2E1YW2++sCGT9TE54FmfFBqKhQd34BUGlJmSAI3RYxG6+f9gD1VYe5poJZkvykuboR9jcUkTPX47z40I4oqmDx2orJ8YWkAdu8C64LeuP85AwVyktAI36/E79uugwnHCIHB8KOj6CeTgSHri/GUU6S0duLsbf1jlIJBVkIQxv3ihc7h5s2hud1MqDMQDCgOXLUqXO6/DVauhAZff11/URr+0ZiXd+/eERgYSK1aqhfewcGBsmXLcv36dVHyEh8fT7zadjziZ5UfDYS6qU2IPdEj36r1oti0b0wMqZSol8Ddh9LNli+H1aFbYQv4j0zzaxpotRkxAkasbCKwiWJCobz9iz5A1y7Yzl+LlAaD1JgPX3HiE/1I2O7OEBF9h3TkyQN5HC+Db6EMV3758sD+fVgVyYOlZWHJttWqwfI8S8DenpIlhbSOMeNN4fc+0HolWEmTl61boc9pofTqX9vV6vVYW2faPB1vZks0TiR8iMdTwkV9+TK0OC6YEeZsh9Hp9eoM6DcyEvyDhUU6MFB13NpWteBER4uTF1dXaJ33AXz9QpEimhuCHmvKEcxB3AeYsW6HzAC0FrZlk0NgV3/oWBgp8qJUgq9jOERE4OKiSTC+h5sTiBdmIQYEk4shnSDKkQitMSclQYSpGzEhqdiEinPM5GQ4/sAb8Cbhjm5a8aHbXrxiOOHL3JhSTrOL1FQIjVACTigjwN5R9/737kGP+wJRn3lGk7yUyBUO3Ie8Wv2amAik6ycsLzlzKvAzfYGTjw1JSZovaL62RQkmmOxtrLkrIRoIcPqMgtUpg+E2jPgsnq2lPmQ762QiopVEGJcUpoFz56D27q2kpJowcYGgbwTQa4wz/lzEYlwycXoUxAFyFzAH10T49oXoGAUp2EKsUiQqCVIdHIkLjSM+NBVHJ21Cl4qhhQ+vP3PgNrUxuZdKcjIsWqDAn82wpjyrWhueOVWwINiYxmKRHMPgJh9wcND1awcGwopHrQl9U5Yym6FzZ+1hG0lAPD2F2mXpAc6/cKr0P5ptFJg2e3toJbx7eHhknNPGrFmzcHBwyPgva9asotf907C2hlV97rGBrowbIu+S+PwZniXn5VmQc4YmTPo7E58Zb1gmXU4A5cskU54bFM4aJnvdunVQ9e3fVN07OEN6fOZKJwawkqGr8us3rWph6FDY6fobG5rsl1V0LFoUBmY5yMC8p8mTHhOsUAhbyky4qx48gC53BtPq/gR275a+rl49uFNrDHfKDqSNWjmgnB3K4kIIpVsa916FhsL58BIc/VyM58+lrzMxAQvTRCwU8RrlCwYNUrDFqhf7ux2UzF7x84NdjTezy3sYnTppnjt8y53DNOHcFRmHttjEZ4Babe7c8GHsKj44FdfI+gHw8VGQlY/k8YyUTliSq5BpZyecM8L9cvo0uOxeRdbb+1iyxOBmGli8wZGRLGDa9tw65vvERHDp0RQXQmjcXnxlUt+py7lF1bFuHTRMOkCVJS3ENtYAFOpagqx8pFpn8fdvwQJ4mqMRV9su1Un/DY1QEoILYRHyGyt1l0O6J+TlvidEY83Lfbqsp3fzHwxjIb2aZMK0lgZHR0hJFZYPDX6fGWNAWrp0tZbO2BOJU1tdTYO4OLAc3BvrlCiaN9Ulr6VLQQOO0qBIgN46ZJ5ZhAvMTJL58QPOX4CtdGLrjVyGaX6loU0biOo1jB+48kdTf8xFwhDDw2Ha1Rosj+zGKfkavobBy0uIjM9k8dV/E/6/p0qPGzeO8PDwjP8CAgL+R/o1NYW+jb/QlU3ULCfvkhg7FgpE36bAvO4ZAkml8kdTlhsUzSvvVmjcGKbYzmVKjYsZi36tQX5k5x2FWxqQPSNWVRr0EoH37+FSdCkufcmdsQm2tDbS9aO9QBmgOCsJS0u9bbNlg6Ye12nqeTNjIv/2DTa/qcDekOqyKYEuLlDS6R0l7V9p7Dyt08zwMbHSO5Q8eWBUwWOM8tlGmTLCsdu3ocaJ0TR6Pp9t26T7rVUL4voMIa5oOSZNUh2vXh06OhylWY4H8rWRJIiArY2wCkRGG7mzSo/xyWTNmSNHFXwkG0+m7BVdBAIDoelfjWkat4MFC0RuYGIipO6IWF7i4uDIQ1+OpDbkzh3VcfWaSFJGDGtrCFmzmxCc2L9Dl/Q7uaqmssyUkcmfH/5scpKdNj10UsCldsfPn8Ox+Fpc/pBNci35/N2cT2QlMFiGgEjEROTwjiM3r8jmLb+idu8OV0sO4kWDYRmKuVYWKVgTi7WV7tjnT45iISMY0VgikcIAa4CHB5TyDaKe4iR++VXXd2sdzWjmMKLVB733yICa1osULCzI+E7CRKyCkyelcJRGHB12VuN9EsOatQpC3fMRO3GmrJXKIKRncEiQefWNS2iIxHM1xnqSFiS0eV08/SLm0u9g/YzC1r8a/lG3kWdaml5QUBBeatWigoKCKCZRs9vCwgKL/1/h0j+hXXJh3WsoVR6m3UM7rU8dDRtCQ5uFUP038BQCMT5/N+MD2bEPMiBTSRs/YbUZNUpBt8tdsezXHTOzapLXhYdDeJw7RDnjph57YgAByYAY8dHznOvUgTqlZgh+jVoHAMM0QORQpVwCeT6ewbFEcUC8glmhQjC31C548waqddDpN9O15wytqySCS7u/YV6hJHYbtyIWd3D/PtRaMA7ih9N7LMyerdYnZD74VakUfisJFhETA4ceC+nOtiLxEosWwZro24RNdedgNTLIIAjrc+MV9YH6NJ8J+/YJxz09oW7u19gFPKNIkca6N0V4nZxsEoEwsUxnBg9W0PZ0Lxxb1sTZub1O2wbFv8L9exQqXQuxac/dHQY0DoDDGyDvGo1rrj93Asph+9yMwmqZyIaQLm/XBGyigvBwlQnCkCAvN9c9FmqPrH8CFJBsnjMn5MwTLOilaAeXiy2Melx7o2Y58ZEdWM4tyEaJkBcfH7g957yQ594jgvQfZUiPSJgyFrqXAHJKjjkdoaFwNakuX/0TSLJSUJtTmBQvjkZsUdqfUbFIJCl375PPrzA6gn5GuF88PQFvawgSvAHrVqcQ45sH5szFwaGlfGNtpJMXie/c2RlOTLyC0/TheM06CajYzNixsO37HZhnx8kWgiVWH/7YmpdrnOLMpOxAdrgNv4UKv8evhn/U8pIjRw48PT05q1YiNyIigps3b1K+fPl/sqt/BgYSgSpVoLtyM91LP1ZNWD9BItxcU/EgEA9H+bY7d0Kf7zPoc7w5b98Kx94FWnGP4lx/aCPr+pk8GeILFCd+4HCqVxeONWhsSlflNtoWfiprWl2+HLI9OES2HXM0qx0b6vrRmkiWLoUS30/it2yAxo7bEBQvDi9+W0aARymmTDGgX63J+q8V8RyjIdsG3zBqzNmywdiKl5lqN496euIIAfFFwpAMGglkzWeNB9+wThKPAUtKgpBYa0JSnDTmzTF/WFKEB+Qa2jjzluVMpGmnIzwcnifmJjDa3mD3S+7ccGLAYXabtqNrVwMaiDzrqlWhjecl6rjd17F0mZnB0XFXOEoj5kyReX/d3NIqQGqmtVYYXYkKXKf3CE3WNGwYfCvflNi23ZDIYeDJxrt8IisXt3yS7lcqy8mYeAgPDzIqg+pDupaPBHk5cdGaXbRl72U9KTByKdoG4tkzaHxuOH3ejqVymXhOUZcT08QniXNbA7lAdVYPkgkAMtSK4emZYe3x8kwlF2/J5RGlv3K9Fr5a5+INOXnzKEa0rIRSCXWrJ1CG22S11vwgQkIgICULAeEOBiluANx5YcsZjJAK/xfDaPISFRWFv78//v7+gBCk6+/vz8ePH1EoFAwdOpTp06dz6NAhHj16RJcuXfD29qaZuvzo/xIkmVoQjTVh3+U1QHr3hr+tBvJ3u1OqeI908mKo1Ubto7p0KJxAvHi54qxMA6Ho39rIdqx9UCZjIeo93I6S3KPC+Gqym3qlEsxNkjBXpmCi/itnUphv926o8modpfeMlq0TtGgRKC6cR7FtKzt3CseCguB+QkGeh7jrTwbRIiDW1pDXN44s8W9kA+m+f4cbP/JwIyy/RuCsITEgYsiaFWY1uc7vpjOpJZ1wIYnkZAi3cOdzkFJSPfPBA6i2qz/VPm5k9Wqtk3rScC0sII9zMHmUbzViHgI+KXhEEd4G20v2GxQEo49XY3TMH+JxRDLkJVs2CJqyiiDrHKJ1l5ychIrkvtbfddYxW1uY3uQW0xW/06GDSJ8xMbK1oPQujI6OP5cqLbYYy8DeHtxcUrCMCcl03OSrVzDoSV863R/B1q2ZuwcgLMZqL/7Ok45soCu7TzvqXqtUCs87M/41dRj5vMSgZqAn8HvaRKWv8ncmM8p0OpaIwzQG3m0rk5s35F49SnpYEpWlHR3B2+Qr3naRBiv7Zsmqmsw32/bn/sB18ro3/2IY7Ta6c+cO1dO38sDw4cMB6Nq1Kxs2bGD06NFER0fTp08fwsLCqFSpEidOnMAyM2IZ/2HkblWMD0Tj2SyBr4Z8f2KxJ5mwvPyM1cZCSzPF6JoiBsSt+PlBG+fT4OiIl5eQdhEUBJcjimX82xCkPy4rKzBXJGCpTCYlJRPiadbWet0vJ05Al/OCWMqf+wRxO0D4nRQKw9w32pOmAf2+ewf7/GtAUG4qXE/LygJWrYLfbp+G27CxEXTpots2LAwufhKqg5d7p3XSzEx4TyRIRJEi8LL/YiFF63dVY2trQSbf2hoSEsSDbX78gHmXygHl6HGCjAKaIGReHY2cQOTRnPTpoKv6aWoK7naxYBIMDrr3HjIEhlzsIrxjDY5rnLOzgwn17sKx2dBqGjonQSCZ6tUD05CYCHuuZQPa4XnRhOpi1jAZHRBDkOLsSjiO/PCPIreal2ZYkzdw6CC+zXqjKtilNm65eA09qdI/fsDyx8J86nwTOnYUuUgPM0pNhWfJ+QgMKYriZALV65ozbFFWvrIB30UJtB6tef3cubAu1p/QSR4crwqlSmmeP7XxK4nlK8Pf2wGZFN508iJWzdBANuflBX+0eoLXnqUUajMG5DS3HKSFCCdNNuEOR2FhEXa1lJ8XIyPhRGgtvr7MRs4j0MiAlG4pKJWpJCUJf6tYwC5ARh0GLVPk3Lkwd2Mx4aPxE68lpo3p02H2nVo4Fs2G4vAh8PHVW5H63wqjyUu1atVIldkBKRQKpk6dylSx8q7/y5BhPIk34EPT+ptnrXLiKZuIn1aInXWkv9Vhw2DTt6cww5JLzYT0OkNjbUaNgh6760O9euQqMgSABg0VZDuxEovqFTEzK2LUmFNSINbCmdgfCuwTpD+2Fi2gxewJUKwYlBTIS/qQFaSQkCBtsPPygnJ2T8DCHGdnId1owgSYeKqWsG2vs1my7dGjsPjmdDBRMPKkIOIECO6XhATBV2JU8RGEH0aP++b4cei3dwEkJTF+NfTtm3ZCYACy/b54ASOvtwJg8ikVeVGfPDPjgXnyBJ6btyfyQnYatTNcU2LtWlh3tiB06AD5Z+hvoIVbt2DOt+7wDaq+yEThUBB2yHIFocSgbmkSIS9xcdBhRSWgErXnJ+uQl+RkCLf2IexLEnbf0RX9MsCdUbVHTq4QCh0hobWqrtbCnk/g0Ajo2wmdgBs7O0FkKJNQz3LSFmGdsNqXaBbhtsqFCTJZWKmpUGxyUxJpTrERCdzXsxhHRMCrpJyQJM71vNyTgQDwkN9cLdrmzkX2831IKY5VFLhF3c7uPOMDVt1deGFA7oWlJUweHAJ71oBnK/mLLSyEnZDIoG/fUXCCBvBQv+j5jx/Q5oBg+mu9KRUvVwimDjzypkYierOVNPq9rWDsqGQaNzXBzk58EQhKcuEzxQk+b0bV6lpVN4x0s7m5ATkc4dP/TGLL/2b8f882+v+J8iUTqMkZqhc1frd24oIlW+jM7qs+sul10dEQkupMSKy1KkYlnTXosbx4e0Nh8xcUdg/K8H4MHAgrrEexqPE5sTk+A7dvw9qQlqx9XC5jHRk3Dmw/Pcdt0fgM9VtD0bUrxLfsQHLNurrZGGpo1w6ulxjI9bpTMtwtCgUGxct8+gRnfhTnzPdiGZvZ1FQ48zo7h2jMuePSz8vPD4bmPsLQbPsyyiEArFkDjRL2UX1Zc6SqVMTEwMdoVz7Ge2oSjfSHnokMq+zZobbXY1o4XyB7dvFrKleGuEGjiMtXlOnTNc+tXQutItfTfW8jyXGLTXwKBXotRtmywaXem7nk0JgxYzTPqQehShaLk0uVBsPcN1rotLgU1TlHy+4yL7UMTpwAl4PryXVtM6tWaZ5LSIAGsyrTgKOMnSydHODspiKomum/4taTkBDY9aUSf32qy+XL4vecujEb45nB4g2OouezZYPrvx/jFblZsUjz/V590IMlDGXDAfG26TAxAQ8XYcVO94TM+e0Tq+jLzEG6ViFnZ3BURpLD9ttP6Zzd9jfnIM249to9w/jy9ZspAfgS8N0IS3tatOnw+V40Yz+tZhQTvWzbNmiXup26yxpKpqYbAnWph68ByUz8w5R6nKTegtpGh6gVKwYnTpsy8Dfp72HoeGtKco+6c2v+M5lBWbPC/1BW7v9m/NKFGTcsi4S9tWHcEaCh5HUTJ8LxmEuw0JuDrYUAc3X3TVycdA07d3fIY/oGHB0xNxfMh/sOmHDfZAbxO0swrqWk8KsAsYXCgJpM+/fDrK9T4CuceyEQIaOLDar1a2YG2JhB4H8uVVoKdWZWJZVqlJ6UwC3xZBRKlYJSRTcIK26lFhnHnz6Fowm14Z2wIGVoz2gNzcsqFJKTsbERTBypqZBtUBOiCaZQHQsuXhfvt1gx2F17Dbx+TYHWczOOV60KVVuuhkuXoOED0baCRkwSmCbpfImGZLJIQo+lycYGKuf4BOY3QStbv2FDOFd9GnYRn8nZbJVO26goOPEgDyQ2xfeWZjZRBuTIiwTxufTIkQCq43VffCdgYQFLOt2GLZvJ2ns+2qKSclWHU1LguL8X4EXsHelteanSCuJOnMetgBt6BSCBDx+g7RFBdazvVoGMamPBrixEMB6/nfEMFTGEWVhAuXIAbyDxB7IFGGXQs1MCcQsW4t2iEVCIzg1+wOQ10HAAkE3j2uHDYfjFTsKDqXNY92YGMhp169aPH0LgtbtrMt4vPmPp7ATIaQSoIY28XHjkwn0KYX5TPBPh0SPYGdcU3gjaW+qy+Lu2JZHo6gl/rsDeXl7J3coKFv72Btflk8k5aDrTN/5ntcXUrabBwUJ2mAaMDZjKmpVXH8z5ZlYaPvhQPAZ5OYZ/KX5p8mKo++bdO7iXUhw+kWFlWbtOQUKOPFjOmYqdXXvJttOnw/Q15QWVt3yCX3PfPtiaMh7OQJ8fesiL1LgzES+TOzfUsL+Dlb0ZTk56/AFiE5gxQnNiqdJivnE19OgBHfe2AEtLLDpuy7iNtUUy0XFKYjKRuGNIynPDhvCl1RBhNep/MaPf4EgLYrEmNFTatObpCa1y3oMft3WzWX8ia6duXbDbvAI7Txvy59dNwXn/HhafbgAhuam6X5Aaz4ABsTpSC5SPD/jkDhBysUWyewMDofWmxkBjOi2DzVpewOhoWHa7JmHBluRcA336qM59+QIFR/aAxPY06QobN6rO2dkK45HS4zE3h8F1X8CWZdBMuzaA4K6sn/cNju/9KVbMyHTXNPz+O7BtANSoD14L9V5vHME0MFDYW0VeTi54QlKvvlgs3kFGmXUJTJ5tCQvHQ2kXDCFeODqSkcKohQs3LImiIcrbLtSTKUo6fjyMudwIt8KemJVdB8CZLUFCKfjNZ4Ca+scBYGFBsrsXn0Pl67XJEVThtwgF2wSD/AnDBqfA8i3g1YOO7X0oe2oqNGuOhUVm/KTyqFIFEnfsxTWrFe7uqkJk+/bBnajxcLIMQ3ogK/6pjn1fytEydjjEAqvhyWCh/t6vhl+bvBgYOGtqCkoSha1y2o4vW3YFmH8E6x9GO9/UrTRyXOD1a/gSVwY+Zqd4JJpp2npIRIsWkHvDRChUkHz5BHLVuTN0Xj9a+ErKbJdsu2kT/PV8NXy2ZXY3VRyHwSJ1Wgvju3dw4G1T4oLCqXRZfIcKgnXHTBknvJVqfufxXb/A6lV4dR4AyJShF9nVjx0Lw0/UwaZILixrrDR4zAC5fOKIe/uFrO6e6ARqakNs92Rrm2nyUqkSVPI7LBARX13yEhgIS25XBCrCRRV5efoUjgV1JibImgZ3dIMxDcJPkK7kZBh3uAJQgdq7kunTR2UhSUmBsFhLwFKHW10+HI6lX3astmwHmhrdb86ccGzoKRg0CDolok4WLCwgZN0+6NUT0x0BgEw0p1al5NRUyNOvJvCK4j3t2X1IdamHB8xvdQO7PX+Tv/cqxCaCwzMekTx0ONazN6Fd60mjT9Ah9yXzRQG3wM+AjYpSKZhC0qPp9QQKywU3D5zsxlOOYDc1iYgxopcAaYutrxK+q8U3ZcIPtXgxjPr+kaRUJWvoTZPNHYFqOtf16gVtT/bAySoOu2ZaypH6/l5tpGmSERhIp/bJ0H0KtMgFVv88eWndGlr/tVYweWZXkZdjx+Cv2KFwEToGG05e+v5VWv9FvwD+S15AL3nZtAk27XOCGTMg5xDVCWMsIGof1dCh0PZgBywb1SJHDukAkmXLYGngTtgCNwcJJvply2D155PErXBiS5N0k7MuSpWCUk77oVAMeKtZhgwgIB8+wKWoEhClmt+Cg+HAi0rEBjpQ8BzUkNiRHT8O255PgABrBqW5FV68gOG3hTFMPidNXgBRAjJ+YDisngV1myFLXkRgbw84JkFCuKGlTzLwaO8rQWhmwS0gExOGnZ1M4IhgiTj2uCyE2VNUqxggIJAf7cqJenDvHox63hMAl5vi5CUuDl4GukFyQZw/qXS2NMYtQV5cXGB+owtw+jR+7XX9ILa2YGKSSkqKgtDgZNTdO0ol5PMIhaBveHtrlsJ19rUFYuXLYRuSKp2cLJh/1CKmFQpwsk0TuNMXUuPmppP6+ybQFsiNe6CmpIKdHYxo+R72rIWSCxBTz6tSNBy4AMWk54nX4W58oAbfD1nRorJM1oo+qKVLC0GrpqDrkRQgG5dkpL6MmHiTEa4QBwdIShVGmYA5Hk7ilk4XF3DxToBPX34+WtPOTiAT/0C6tEFwdf3H4lSyZkklOEz499CKt3F2/jXJzC8dsLtoqSkt2EeDBTUzJ1VgQOyJGAoXhjqOt6ji8SJDENVQBAfDk4Q8vAl3NXZdE5BJif/Pn6H38ZYMDpnMrl3S1z19Clu+1WHLu0oZpRSMjrXRhgFaLfv3Q56Ty8lzaZ2unL+hYnFiqdIg64KJj4dvMbZ8S3TS6CI6Gpqtb0rNuCMMHSzuw3/xAnqfaUfvL1PYv1/kAhkSUbAg3OiyghveLRg6VHfI6WMQw+vXUHRZb4qGnNcR/ktKghcJObgZkoeHIgVHnZxgRLW7jLBYToMGuudNTODAzGecozobp2lO1p6e8Pz3bTw3L6Jbw8jKSmj8E0UOZXVADLUIaFleAFzt43HlOw52IvdIj5qXKihrgEVg7AxbanGW9ksriMsQGGFNSP0aSHIy+DQqjhlJ5GmsWwg1MhJm3qnN6G8jWLtW9zaDu4QznQn83tkAiX8tfZnMIHduKO4WQGPTY2Thk/zf6+Skm5YFnL+gYDvt2H49u8H1iWLds/HuWdxPvXIGQ+S9GjkSztk341yvbWTLJtFOBOMmmrLRpDvnqM78huczjEi/Gn5py8utW7Cf5vBEmHtk01G1Jr9Xr+Bdam3iH2ajYoh0CfYdO+BG5DQ4UoIx3dREmQwgPjVrguWGVVCwAJ6eQtESGxuwNYnGwiwFhUJPEQ+puBU9sSfjx8OY/eWgZEmU9f4Efo6AFCgA25vuwOr6OfJ1WyN53YsXcONzLTA3p9IbVOJLBpCIiAh4He2V8W8NWFvLVtt79Ah2+reCiAjqX4WKFdXa6en3zBlotFmobjh1YVrcBIIL7OB9X8CXhNuJZGqf4OBAUlgUSXGazx8EXlPW5xNYPoDsquNly8KuOmuxef0Qv9bLjO4yPBzyz+oKdKX+mBSOHTd+3I0bpcLYC+ASBBiooKVQyJK18HBw7toR6EDdpgqOnRC5KD0oIixMxJykH2/fwoiLQwj+EEPD2YLLUaGA7xuOCX7YXcHoyNKn9xkenmmNdldX1WL9/buQTAJw/6UNyZTE8qU5hfJJNE7DuXPQ69pmAmPs+WO+/LWJiTDhmJB2Xm9vCr17a/7GfdtHwKSZ0K42cr9fYiKc/FaGoMCvOOxKoVUbE5astyeIGVhsys4fMvEy6qhcGe6N2qFWzv036YtdXES/5dnzTTnFdlgJ4bP1W68WLoQR757AWthdLQE9Sdo/DxGLXv78kN/8KuQqJ+vJ1EbrtqYw+hx8/Agmhsh//zvxS5MX9QXBWAPKypWwKHgr7IQrg9QWPC2cOQN/xfWFa9A7xDjy0qQJNHGaDTU6ga9AXkaPhtFHG4Cvr6xmSmIiJKeYQ5IS8xRhU3v/Pky7PIy4sFg6bEGnknE6TE3B1CQJTJMz1lwvL1jX/iyWuzeTe8AGyX579ICmO9qDjw+e9YRZ1N0d2pV8BTcOQX5p8nLuHAx4NAKAjVeNIy8WFuBiHgGpqVhYqNTTAgPh0rdqRAeEUPQelNCtWs+zZzDjsRBn4XzTOPIiBXNzMDdLISHRhKhI8V1/vnywruZ2ePaMIs01dZEePYIKK2YTlWBB36HopP8CouTUxwdaF3kJ709Jxng6OUHvUvfhyWMqVe6scc5B9egI+5GMKOkyJFUajLKA+PuDv0kPIs8WoFUnTeXVdKRXMU6RqIvRf3E+HnOJ5Ha+XHusOp6UBLuuZgPa43HBlJqNxIedkgIHXhYEwFemCKgGHBxIwpSIj1E4iwRNPv9oTQp+WHxQSiqh1qsHzvvW4ZrXGU9PVaZcjSGFCOMO+YbE81wiyy4d5ubwLkqoMhgUBGULRhF65TGeBYugHa+lLrEg+RsbgJQUaLyqIdCQ8vMTadXGhLU77HjCeGx3JfHHBiNuljUrp6lFOA6YXnGjuYgCfkICXPhenOBvtXA6lkr9BpmUNUYzU6p1R3Nc+QYD7XjbDL2FHY1FSAjUXN2X4G9dqNg2lR071cad2Vz1rFnJMG3/ovilycu8eTDjWHEsunfAMe8oyeuOHYOXiQPhYnG6dxMm+J8hPuHhEJSah/ivrmQN04yi14HYQmGAxP/vv8OcF/7wAi60FFJ3f/yA/R+E1bv4MwMGqtavvT30rPEOtm+EMuuRCiBxcgInq89gb6a5mzAmU0kLHfvZcZRQYtrbEVRLPDurXTtot6ub0Ef3YxnHHz2Cthf6AzBhnzh5kcKGvXY8YCExfxZmYT1EXXweHtAkmz+Eh5M3b1WNcx/33sGmSQ2sd9xCrLCetzf0LHgDgs5BaU3yYmMDUQlCTJase1CMRFhby7rJfHxgTbNjELAMumiSF6USejb4gvWxPeSt3x7tAnkGQY68SIx5xw6YE7oQTkLhF7rkxdQUSucIhndvyZunpOht776w4TaVUTxNJSWNsIOw6HVcXh4oT435yZLkRd3yGhWhGa8jhUrdc3OVJEwbppCYpPunle5fkiieUrBfAo8ltOyaNYNmy7YLK6p3C5Er9C/Snp7gYh2LR+x7nJ39ODTvBZSvAgseAoU1rlUq4dCMR9hP+A2PaRvRMN2BwQuqhQU42SUSGmlG0NefEIwByJqVkcznIUWxmpNMjEgds8REqLuiKdCU6nOSqN9AtXz1751MwzPDoFNnLCz0x4DkyQMVvd+SJfIZOyMbEowbRGaeS8jB1hb8A4SX6/PHRDSyEcD4VGlQmecyW5fiX4BfOubF1RW8bcJxMQmVLci1eTMMS5zLsP1VMgJYa9SA3z3XMr30QXLIZDGOHw837Otwo//GjOvWr4d8/jspcnAaJ8TM3/qQyVibjOrQGMAjpFxOBjVGnHDp8TdVrgwr/JaxotgaypZVG2uCCeE4kphsKm8EERmzIemsVavCmZqzOFN0BC3VsmwPHlOymGGsOZ9XMqShVCk4WGcFB3OPpG1bzXMe2SyxJRqTaOOd6k5O4OcdRjmukzuHbr2fqCi489WHO3GFdOMADalmLTNLr5sexFKG8FsT3Z3dq1dgOW4oluGB9Owp3j4iyZqXygJcu2OuMYzQUBi0uwqDEheyfr1mG32/k60t3Jp8jFuUZeliccuLk6vwEVuaJcvFSUvCwQE+bzpLHBYcXKUWxyETt2JhLSygySkmma3BKUAkJqJ340B+YxkdG0u8fGrInRuC1+7nSWoBJg5V++MlFrfGDZKpyiXyu8i4kA1YGKcOC2MVfVnaX9gN/T3nO+eozpGZhpqu0pC+GMvA2hoszYVvIThI8x1o1iSFwSxjcN0Xkppb6ihXDq6MOMCOlLZ065RELl6Tyz3yP8IFzM3BxT4RL77gbK2at798gadJeXka5GL0dD7oxW8oSEUxZjRv3vzDA/4/gl/a8gJkmgjUqgW1cm6AvHkhh3RqZ86ckNPsHvjWyNBsUv+4MlMaCQsL6QBBtX6rWd8EZxccHIT6OaVKwadhC7DasR7bWY8l2967B3eDm8PT7NQLUJtX0s1NsbGaTEgbWgtjair8SHIkLsENk08peGcR58yFCkEh36PCSpVPJRCSLRvkN3mBtZcDKSl6otO0Zp+cOWFe/bPYXTpG0fYLRJt4eICHx2NI/qKh52VtrbqX3jgfsVkvfUXOxErq5ARP/7wg5EAP/w5oBmQ9fAgVN/4G/MbwxbAg7U9LSYGQVBciI10x/Sh4F42GTA2Z1FSIT1ICSkkZ9lGjFaxJegKL4F5nIWELBFKy/FIRoAhtTkD37qo29eqB86bF2DkpKV5cJuZBBrv3mmLh7oDFvOlgPyjjuJkZLOlyFzZtJEvfeUhZVBQK8M5nByQIRMLHh5QUmLrTD/gD363m9Bik2aZwURPiLl7DsaAPiYm6UZedawcSf+gk3nVaIJtu7+qKtmzs3H7vYPtgGFgX7d9fFGrpv3ohYx0r0zIrLwnFoa0lH/Tc6rdRVjB1DWSvChSlTJE44AIU1b2vHFYe8uEhwss6tEUAOtYghN9nSr9AzJfOw7fnIDTicYxNlQYhLio6mvVzv8OWPLBwC9iJFZf6eXy/+hJF4UIw7SpQARDET9eHX4NF8LS3oBJuCD5+hOX3VXEKhlak/rfhl7a8AAaRl8GDYYdZZ3Z0O6FZM8UY4qP2UeXPD52yXKBX1hPkzi3dZNIkyPb5KtmWjcjI/Hj1Cua8acmUF225ckW6bZ8+cN63G+fbrqJYMdVwfTyScI7/KhvQdvgw9Pk4kT6XOvFErfp8orkNYTjw/ZP03/zuHZwMLcPJz4UyMieio8FtWCey8okunfXYZUXcZAsXwjOP6tzts8aQDZoG3N1hZINn9E1cLplWngGtfidOhGuODfAfuDZzsZjp6boSJp/kZIhLNCUu1UJ8ApIhEVKIiAC3sT3JmfSS3j3FLRQZkNMAAVF/lYUFFPMOopjpQ0lipO5+kYmT1kDJktDf7wKdXI5Lx9rqsenb24OFk7VONoqZGQyu95LBLKNFU5mq1aCjuZKSAlN2+TGFyazfprulX7xEwVWXJhztuE3UnbliyEv+ohfThuspQZJmefmphSjd1/b1q37/h0xmVmS0gnAcCY8yYG9rayuYRLTTpIw0YTx8oiKUzSt+k7xu9IhkhrKEFkVeG3V/UaS/aJ8+/fy99EDh9vMVuNOhnV0k5zX4N+OXtry8eQMPo+sQ/zQ3FQOkLZfly0N55V4oUQZs1KK7DRCLE0P16lC9wkphZq8oHS0eEgIfk7NAuErZ99kzGHtfkL82uySImRmFn5Dpd2tfi3DCyNcsgefi4pzs2QOjnyyAJ7D3qpCkoR4fFBebgiGxBDrQoxrr7w8Hn7eB5GQa3RUWwwzY2QkPMEGmGqUI/PwAh6fgUBzkTNESC8XVR/a8oTOR+73oUVfXWHXhAtRaKSi5TpiMTn0jORLh6Qm/lbgGb15TsaKqZLVGQchw8WDMly+h9fLe8KM5raapMqQykB7RKbKwZcsG94dugpkzYZr4glyqFHTyOIWrYxJeXqp8ag8PuD1yJyxditPMq7oN7ewEkaGfgUQ2isHBDO5C0Ku+jDwNODpKByYZ0O/Xr1Bu2QiCQ0fToH0qu3drLfyGEgG1xbjPjhpEsB2P2V4s2aJ76Y8EO4IoQNhdc0o01vxGc2ZNhLdvsc2SBTHtGh14ehpeal4C6XOvGQkER+ixUME/QgL+J8lLRmVptXFXqoRQFb5IYRwc9BTZVYO5OTSoGI7d1eMULZRC7twd/uHB/t/AL01eDhyAka/nwmvYdUOP21VsEjJApO7dO/iRWBQ+eVJQ3dtiQNCtgwN4mQSBtRVmZvYZzdKR6biV2FjZjJEmTSDr31MgZ04KFVIFdFpbpRAeDTFGch+lEhqXDcL85mX8ytVBJ2BNbbipqQpIVaDQHp6eOI7792Hyc0EIz0uMvIBgAUmfRNQQEQFfwr0gWom7dtq7HtJ04wZMOj4UIqPovh3aq+kBLvzTnH1sgk3QdEYmsndlTPs5c8KyWgchYh+0UJEXpRKaVfiGxbVz+FWsC+iaA+Li4GGQB+BBOZF5+49pSnYpnhM21Ier1URqsehB8+bQfNtaYUEvqCIvFhZQKmsQmNwTz8CVSZWOjoaBaysC6ymy2IThUvH1rq6Gm3tE8OCNLf7mvQncmoXuNYXbnZh4BaZPw3HqbkTfXQcH/dYxGQJibw8fQ4XvOzgoicxOy8cu23HK/E8+zSrB3kceQDtyXYpHW1IHYPhIEzbxBObA8+6adYKOrvkC+QrAmotAFb39Jrt7EfwuBqsI+P7elATyY/LRCj3Z3Rro3Ru67myA58OTmJY9LX2htbUwCWr9xnUbm3OGJOisIKyJYRlDi3b5cJTTfOpXgou44/GfDH5VKgVrlxp56dEDeowaDK3HgLfh5AXg6KFkcGkP1mWA/5KXXw4/E3ty4AD0Pb6e+GQlM1fAgAHi102dChsizsJyeDZQcBlldK6n0xkzYMamUkJwQFEhG6VYMdjXeD2W96+Tp4t02rEYkpLgyNO8xNIO5yOJ1G0svsMpXhyKuxwEv3KQRUVeqpSOJfT4eTyLFQfcRdtWqAB/ZP0bnJ3Jn79ZxvFDs55Cjdbw2yukZE5XrIDfTgsRzJu3aqVy68mgkYWdHcmYEBsYha0IeTl2DNofFdK6F2+GIWoiyvrIy/fvcPqzkF5b7Z12t6rJUCzsxdERqvq8grAwcuTQzZBYvN2de2wkbGwB9lw13Gi0f8FbKN8eejxEjLwoFGBllgiJSZiZ6cYuBQfD89R8ECmhIK8vVRoEkigVSSjRNsXWnqjwVIhAp2J6QgJsvJobyE39cymi5CUgAM5EtuLHHQsqXlcra2FA3+nYuBEWJayBo1DxpWCIqVssCDgFpSRcTpmooq0Oa2vwdY/F9ttbsrv7km7tKNO3GJE8JVcfb46c13+fS5dgScIA0IiVFf975eoEGYPt26HTjYuk3DBlRTVYtsCbZzzDfkAS4V30Ns+AmxuQ1wYe6nF1AqkursR8CcdMzZCakgIpmIIBr2Y6nr8y5Sy14Bu0ZjclN7szu6V0kd2fwZUrcEoxleBtJRjUWC2+JbPpTeluv0IG1LH6l+KXJi8VKsDs/BuwVCZSsmRvyesiIiAh1QWirXBKFnyMycnwLd4RyOSamsl4GXd3aF7oFTw+AzLxMps2waHPS+CQF9N6Ch9LSgo0X1INqEblWUnU1aMdoT0L7FgZBtnrwfBTgIgQA4JGSkXfv4X0hwLNVCeMyVTSwtWrsPPTKGK+OdLjmvC7aaN2bThebgokJ1OwvmbacY6ulXlPMtnrJPDOiJL0ISHwIaUoMe99yB1keO2RdHTsCGUOTsC2Sgk8PHSLBZYsCReaLxVWnZ4PdM6fuWrFUbrAHcGIoRFvlQ65QGEJK0bhwhDz+2xBrGj5F53zjo5gZxKFo3UiiYkigRyGwEgLyKNHUGTebGA2vUfCGuN4OQAPHkCPe0Kw75TTKvISFQUOndoBbanVBE7KbOzV4wky4l5lgkFv3oTlryYR9siSngeEtGd1VBpSkljukHuQGzuPiPepUMCHky+EXcMYVSmKFwHWROCHIsAwyVj1uKypvT7SeV0VlBtOoVM6HOHZRGw5iFMWW1xdtQooGrGgOjikkQZ+Xmm/5KVFPGUTti1M+R4mfs28efD7l9fEz7HgRHWhgClAvrwphJ+/CzlzYWKiu0ERg7ql/TJVuHwCpif958jLtJDfIARqP9cKzs2MxUehENi6rLLqvxu/NHkpUQJKFDoqsBM/afLSqxfsjv8E4+BDByGDw8EBstsFY5EYhYNDdsm2NWuC7fY1ULIkjo6CL+PhQ+izdyTxIf3pMA9GSUvMiMMAl9OjR7A3qi68giFplkozM1XdmdgYPTscsQksXegkM1L76eRFJt7G0xMqODwBpSlubipZ86dPYdknQf+i/DNx8pIlC2RxvyewSi33n6lSGEtktPgkkSMHdMtxEWJj8fNTxSDt3AkD7v8FwMaT0EVkJ1m/PkR0HghPn2I+QnN7XLs21PY+ADljwMn4SscOjqp4FUnyIgY95AWQXaCmT4cZF+sJKoHlNmqc+/oVJu2pC9GeVFivmTGkAZHU3/h48H/nDimlcXmNRrC6uoaO2LDt7eH5zH0wfhzWK59KdpkObd6kEriTD9itXRtstq/DM/Ur5StoBwPpIjAQtgQI+j4VnumSl/tv7IihJImv9RAQkVgOB5skFNFR2NpYSjTSRPPmUOLETLJ8uYV35zGYrfsAnuIRwO3aQbvVi4Ug31wS1Z8NWFR9faGk1xc8Qp6SK1ctmteJotzKA1jWqgsYF+Ueb2pFHFYo4xMlr7GwgPhUgV2ov17LFybC6rIwbStYG+ZG+e03+O1mZ1peHsK58MxUMDUc6u/mN+l4ZOOQCRXpfxN+afIC/FSq9LtuU4Woyz4iRWDS0KkTdBo8FpqOBU+BvMTFwc2vQlplpcyIJGZyzAoFzOn1GrM1y/HuNR4QNyWoq/OaJatFsxuqOCsVHwSypKtlS2i5epiw9a+rKqCkXq9Hr9ityIRbokgS7gF3ccmfGzF3V9myULbsKmFWqaMiL4b0q1SCnXk8KGPFg3p/orL0zJkw6WxVHDs2xDXHaI1z9+5Bx3XDIbIPPbQJsCHkRQYKBZKukPBwWHe7KFCUpEvi5CU2Fmqt6MCPmHoUbpHM7n3CC/T1K5Rb3A5oR7vfBZdDOpycoHSO7zi886dwgRpoB3WbmkI+rwjgpWRx5jx5YEWLM7gc20yB3irSZWICpXMGw9u35Msjr1JYvDgUr+gPly+D9++kpsKbrzZALqy+KPBx1LxeQ5E4TPd+ZqYpmJGMUqnHmiFSWfrjzhtCdP/eV8iaWdOQJQtkKRkHD+6AadrmRI6AODuL1gma+qcL31iG9crszJUroorgtbgz6ZDABDrGQ/kfsLInDLuAseTF0s4cvkJUnHhMHAhkqbDDB1wVITg6FledyESqtKMjkNOZZXfHEh4eDZOnYGlZx6gxG4o6deBo3aV4frxFrnZCBPUff8CRiHOwxJO9rSF79v9I1/9a/Je8GEAESpaE2L1HoUABLC3VFOmMyTZS+6jSzZLmxKNQSNsoDx2Cm2Gj4FwxBvYVFFmTkyEozpm4WC8svwjHxDBxIgzdWxnq1sW1zMSM4yO7foc1S6F6H6TIy/TpMPXhTXgIJ1sKHx6gsp5kwk82aJY3TzhL8sCCXJTmeqLxFHXrwq1GU7H++BzvTtpVF/Vj1+YEcK4II3eDXBUTrX79/KBfnjNYx/ygcOG2Eo30QCYIFZCNH8mWDXALgaTPOglaMTHwPEQIutXeyU1e5MA5LhI5oiDnaoorEgP6Jf4zmYVhaQm33rqShDvWrxIwJLvMyQluLbgipKcNEKkhBHrdGS4u0L/xJ9i3CfKuJV1Xxdoabk09KewkFseid9pTKzaYmAh5BtcHXlOldxIXtZKkypSBl4OX47hjFQ7TdLWTwg5cFMw5R94hpl2SAUtLwbwklrVjrHZJYKBh4h8uLqIS81sP2/GS33A6kshcQ/tMTtYceyZcIZ362/FodApDBoOUikezZtCs41zBD9NQ19VqNLJkocC3P4FkyPsjU4mQhsDXF3zLBMOTi5BGeD98gHvJxeBzJvW+fnH8V+cljbzIzYtjxsBhs5Yc7ncsI5MSMCjbSAxFikDKnHnEO3iwdKn0dSdOwMyowcy8UiVjXggKAp/JvckV+5jfZLS8HBzAx+wbPnYRmj7cn4g9Wf6ngiamR6g1vy6fJWJHli0D91tHcN+xhGMqlX7uPLbkPDW49MgZidI0knB1FaThC6Y+llyIIyLgbbQHb6M9dPX7MmmJKFMGVlbbxQKv+ZK1qwDZRTXF1p6osCRRb9mDB9D6RA9av5/Hzp0SN5CwgJiagoNFLA4mETpFG5+9MOEyVfD/6CKawRsUBPOulGdeVD9OS8V/SGTQ5MgBj4b+xSP7ikybJt5UoQBXxyTsCcdaqXKX2NnB4Mr3GaxcQT0xhYBM6NroIN2Coe03MiYw0tNT8Ekk69GEQSBGeXIm4xb5Vjyg2sB+z52DwSbLabO2NvfvGz5UHfj4QHIyp06mcpQGXLhlLX2ti8s/k3KcHmzzkynHQ4dCZJQJc+frWZZ+MqNMA+nE638C6aQ4bQI0NRVSw81M/4f6/5fhlyYvV66A3bqFmN2/ybhxei4Wm4QMdd9otVUoQGGZOdePRoZUnAGCb9owIPYke3aoZnObaj4vNciCvz8cTm7I2Ze+4lkoCBaB70lOfI+z1yhNb6mmVpupEkd6LBi7d0Ous2vIdX4du3ZpnVQqBaKZmRgQPVlOAQGw6VV5NgU34JGWIvqBA6A8uAe7U3tZvly3bVAQ7HlTgj3htTXEADXg4CCqIVK+PIQNmkRY7tI6JCKdq5mZJosO/csXGH26NqMjfmffPt3z377BnGeNGfeuj86ztLCAQh7fKaR8LutyD7j+mXAcuTLvRsYxFxdY0uIiSyxG07WrSCMZXZuEBDjzxIsz1MT/gcyuPj2b7CcWt1QPT36kOPL2TggmJtCx0gc6soXa1SWsGY6OwveUIBPXoscS4e8Py8I6s/tVMZXQbiYyUV6n5OQ0tag7qxqNOErfyeKK1F++QLltg8jz4Qz9+mme27PkC7cpxdnF0ircGkh/ET5//uniQAZl1KXHU6n1NWeBkm6sp9uqskZNq8c/FWYxQ5jK7//5OkFeXoJFLM1V99dfkODoQcLsRRqp6v+FYfil3UamphCVKGxbjeURwcEw+3Rd4kPdKSETuDhuHByIuAHzXTnWClUdpHTiI+M2GDIEWu1qAw0bkju3MNtbW0PzUgFY3LlC8QotkZUcF0MaeUmKipP88bt3h+5LegvFhkovyziuHlQptZ47OkJOi89gboa1tcpMdfgQmDpZYfHXSkysu4m2PXkSNj4aBxYWDLyqVanb1jZTMvsZkCE/J0/CxFMzICmJkTvRrFFkaytLXu7dg66XewEw66iQyZMOGxtITdsf6KnmIIqQEPCPq0DY11jyPpbIihR5d5YuhT/P+WHRpikUnJ2pfseeF0wjnY9AmzaG9asOpUcmSISM5SUiAmovqAfUo+HvqRw5Kn6LFGdXwnDih380eQx8XtrI1rs2AfwgS9MEAgJhy6CbcKUzjG4CiATPqpMug6OqNaGe5fT1q/C/83ZkJYHxuO2wo88Ew+7TZVpuriOTTpUGS0u4+VHwOed6m4L6PrZw3njgLuQ1zD287oArhxWH+DS4LKZO9iRzB7shubjwMxYkObi4CHNndHSGKuOpc6acoxtcghVGGDLGbcjLAxYDUP/NKUqqFfT8p/HFNCtfKUHYgUhq9kqzEP4nKkH+IvilyYuDAxR0+4ZFWCA+PgaIBKlNfFFRsOBSaaC0Tp0WdXz5As9T8sE3wX+eAUtL4cVNTJTcbuTLB/ksrkLOghlCl1ZWsG/cbWjZAQb8AJxF2z5+DG+iasLrglRWE16r0dGLSySSXF9JSopxm43Jk2H8iSrY1CqPdek5otf07Qt9N7YWBG3q/J1x3NZRCaaJkCBtdnn5ErYH1QCg0QcVeUlMhEdhOYkML4bdPfHK0LlyQQefC2n/rqZxbs8eOBC7hsgNeZnRVJcE/PgBd0IF1TSdTICfIE0eHlDK6xMOoe/Jnl1XCrlKFQjoMgHu3MFuxEmd87dvQ72z4wH4fZfhkg7W1oC9hSRZy5ED9rbZCWfOkKPPWp3z6hog4WGpGFLVWAd2dkJ6mxFuiRl/e3GHfYQPKcyp+4LBzFhU7ZadK4RAZ4hvI3xasbHQb3V5YAOFFpoySo+V1cVVQUAQBP0QvhF9a9nFd74E04LUHUm00qp9tOxAVpIYitt+GzoNlb5HrVpwrc1iPO8exau/QD6mbs5OFDMouDHBYPKSJbsSbgv/7sFflOzcENC1vjg6gtI0BbvkMKyV1miQMiMX1EePFRxKbQyfEP6jJI6vpTOGfhbD9lTkCzuw753K2u36r5dD9txmPEhLXiszsQ4xw+XLtv0M6owqwhPuYjkwmZieanPvL1wZ+mfwS7uNChSAx8P/5q59DUaOlL5uxgyon3iQ+n82zJiL1eMM4uOlP3Zra3AgHAfLuAxGn5wMf14syEKGsXVTJvyd6b4jGXPR+vXQ7OtKmu3vyvPnquMpChOS0zirrPtGZAJzcgIPhzhsE0PldydS1iQ9gm9SiIyEknPbUi3xNBMniAfMVKsGW4svYGuJhVSvrnnu0SPYGtWMQ68LiLrlFQowVSRjqkjWGPa3b1B0WS9yhtyhVy/xsRUpAn+W28yf2eepApvVzt0etp0zFo1EKzBbWkIW2zCymH/TyFpJh14hMblFRsbS5OgILfye0cLqeEbRRHW4uMDe4Vc5Sw3mTtIkbtHRcPFtVi4mVtCuI6gJhUI0XVrO0njlriUHaM75x246liorK5jYyJ+JTNOp3q0OZzcV40k3+iQmwqYrudhEV86c0z/lVaxsSj2O07HcG4Mssp3nFKQVexk0RTfIePS6PAxnEfPXigszpsPdHcoXjyNHyF2dGCZj0LSpgrGOq1iWfQFzGc2AjuJlC0xMIPb8TUJwYd9ciTpBBi6q6V4jE4XwbZqRgJm+7KqfwK4rXuyiLcfOqnzoG1bF85x8PF9w1Kjn13/A/xxx8PQWooHjEkwzZYn9LzTxS5MXwKC4lfv34URqPU48zZZxqYsLXB5/nFuUZtEc6V3GypUQ5pCNsGnLM3QtFAr4bX0pRrCQP9dkYntpQNqxFPL7KSjBXSrmCcpcEbhMEpCMtjIumC5d4G2FTrxtOIgmTVTHNer1hOkheyITrrpUuNh63r49JLXuQFLNehpB0GZm8PCLK+/IwecAcdKUIwcM8DvPAK/9ohYhHBwEn4exUcoI2UZjq99gtuVkHf2Qjx9hxo2azPjRl3PnRBrry3KSgZkZtKgfSw3Ok89Fk3x8+ADV1nakWsQh5sqkoty9C3NTRzH6UMWMeJ6PHyHvrG7kjb4vullwdFJNR9pkzcYGpjW/xzQm0bkzkihdRkFds3N0LPo40xva5StNOe7cifUN9wq7cD1puI5pxDM04idTVby8BEnjtO961++POUwjlk823HrVsSPMKrqD3xIX4YJuGrQ6lJ7idYIePLfgJmW4+9xGpJUuevaET00GEF+5NqnPX5CABd8O3TR4zMbCNb1MUKgy46fJ6pNCPl6SzyfKKLdP3bqwOOsCBvAnA+q8+o8WOWzU1JR+Zn8xubaQsnbiBCyKH8CiSyUkYwj/C2n80m4jINOaKWZmUKlIBHAHvOPRG3uiNvGZmICZMoXEJBPZoNuvXyEsIRcEu5EjTs3aY4DlpUEDcNs4DwoVwte3fsbxVWtM4e+yMHw52PUTbbtjB+z5MB+OuzHpoWBByICNTaZSpf39wT+lC9GXi9DsM6JVmh0cwMHyK9glgxphMTeH35p8wPrQDnI364VoGq0MunWDpkd6Y2eVhHPT9dIXai1OtrZgaZ6MXcIP7KwckK/OKAFHR2Hxi4xE1LwiY4nw9IRZ7R/BhalQbRLqe43372Hi1fpAfUafhBo1VO0+fIAz35sQGZFChVtC1pQo9GmAgGC+yAjUMhwXL8KYwGEQCCUeQcGCggXk1XcnwElUjXXhQph/viSOPVpgnUPET2KAO2PiRGDLAKjZEDwXAMIr+2LOARgzGuvVjzEoTiwtMyQ+Hqr9XhO4RskRFiwXUf4d2C+Z8GGjceneipSUMhqL55bRj0iePhOHscuRKqmh0ScIkdzZslG/bAhwFMobOT9lyyaoNuuDRHBzq6E+vOYmLiMSCRaxGGrD2RlB2v+AWtr1f9AVsmNbCpYlcuCxYjoKRcefvt+QcjchYDf02AHmef6BEYpj6FBg5Vwo0hgcKrJtG2yOmwmHoFGwjKTBfyGK/5IXCwthVk2RjtTauBHWHXSD2bOx9+qp2RYEEmFIJTD1e455humMKbiNXoSUmNOUKbA6+BIsB/9eULSocLztlAJ85jJOfb04fFH8/jVrQk2nNVCuJWSpr3lST2XpJ09gb3htCId+ajEgX77AtZAaxEQmU0IigPTsWTj6fjBEutBD7Zo9e2DG97lwGvI9Eycvclg25jMcGguNG2MseXF1BVfPSEEAzIj4ZjMziD10BurVg6UfAF/xC+UW1XTCEh6uQ16CguDGuyIQZkG+52p1r9Th4iLcPyxMq2KkNB48gF53BGI6/bQueUlMhB+RNpDshrVIHaGMfkFnYXNxgTFVrsPt25SqP1hyDOqKoukbexMTcLaOhZhYbGx0/xYvL8AlDmKDMxVmo9G5mjXB1BTyekYAr8BQUdK0SskpKXDjlSvgitULcVNl3yGWMGoRFM0OJpoPu2WlIGA3VJ2vt8vnsdkIoBYhmxNoO1Hv5dLIkcMw0TZHR+FH+acqNP8D2UaGwK+4JdiHQJhuaYtM4X9SHU5NQ+i/+Dn80m6j+Hjov70yPfiLWdOl3RE2NuBIGI7WCZr8xgALCCD6QbevH0YbdlO9hLhPWg63ntpylUrceiSj4SDRL6CqLG0kbt6E1jdG0PXJaI5KZHvcugWLAtuz6Ekd3r5VHTckU0kW6b4jCVfIoUNQ4cpcKlyewxGxGjKGiMWJQY9GjFAJG1JRiN5i+IYitGQPHfvrMoT796HZiX40e7dIWudFgkQULAiHm63jcJb+dOsmPmSpYT98CF4LR+H19R7jx4t3G2bqwgvycv2GQiPQ3MMDZtc9z2ybabSS0furWhX21FnD+Tx9Mq7LkQN+TFvJD7vsrF4t0VAiNVwD+nb1rq4aSrVGtU2Hp6cq7UcfFArhd5LLrDKg365Tc1GH07SflFtw6WaWCGTPji8fUJBK2dYScsTApSsmzLKcwojNxQgIUBtH03CGsJg+TUQE86Tg4yPMKSKKvf8RaJGAu/cUnKEmZx55GC3bEu+Tk1fk5s6T/1CkrjrUxj1wIOy06sbOzkc0ss3+C8PwS1teFApYdTYvkJfKJ5IYN8m49o+/uhBDaUzvpFBSwpJw8CA8jh8JZ8rSv7va5tmAuJXy5SF+0w7Ilx8np2IZx9M5U1JmtY2srGT7HTUK+u2pBRUq4FJJVeTQKJl+LdStC04bF2HjaE6JEgNFr3n/Hp4Fl4ZkJ4p9TduJpyN9RZbI/AkKguthQrUz0dohMuTl+XM4+ao+xMZS7YHKwgWoSJNEvwcOQIuNgitq9lxB0FAdR6678IqWOF7KZPZF2guTFPQDZR6VSdvFBRrlfAYvLoKfZhM/P1jd4CB2N05TqKOIwIwB6D3Mhj28gMnwobugEKoBPYtxtmyQrUwAPDshluwiDQlRvuBgKDyiPdCAOl0Fa6gkPDzgzh0jOtXEu3cw+s4YAj6k0GAepG7fAe3bk3okEg1/pjqcnX9aOM0zixLuQ2qqgm/fIPmbBalkxeybKV5GeO5Kz25BQFrl9ogo6SCOI0dgXsxEuAqN36gKFU7sFwzLhkG/Mhhqqjr7tQBv6M2ydgXoyRAsD3rRTzfB7p+Dh4eGou+IiZZc5AzMgNiJGBW74jWxB6H0I+fyEN5M1X/9T8HTU0gFJa0siXIfFCuSkU36XxiOX5q8mKmV0NAr+AY6E3a14cX5wS1yDUrgdVPxJnv2wJb43+EEtFVLWTbEatO1K3QdOwxaDADfYhnH7x8PxCx/TpR7jiNV3VlqzPv3w+HwRcTtzsnEdkLGlTbs7cHe7BvYhmtkUObPD3OrHMHm+V1KN/pDtLsuXaDall6QKxf5KqlyUkuUgBJ5zwu7yazi5OXAARj2UNAl2X5RKB6XAT2WFzlER8O1b0WJ/BaJz01h0lDHnTsw1F/IdV9+RYu86CFN6hBbzx2dgA8QHq3U8UzmzQuzyu6HgE9UqjlItzHQZEQeLhBObDVbEhINMxx4ekKfqi/g2lYorEteHB2hWb5n8PEDRYqISd2Cs7Oqox8/RMiLIUhfYNTjemSsCUFBcCOyBuHvkyjiD8WKqc6lpEBguDVgLRvc+PEjDL04hKB30dSZItSPSUyEi489gZq43IfiUjFAatjzUgj0yvIwNaMos+yzd3Eh8XsYKfGaQpLB4WaAC6ZhCpykjSAAtGyloNC5JXhWyYu1dX18epQnho8U7prAw+fybdURr1B9tNl8EpHylbqoeV81eFcmLD4jVuXmAWsgAIaxGOc1ifSbZ/RtDEJICNxV1CbQ35yCEtIJxiA0Sng+b0OdiY//z1SVBuHdbLZnHIFfx9GgF6xb95/p51fBL01eFAq4v/I65v17YvfnKaR2GZcuQUByO7iVh+ZdVBYIC3PhI483rGK9BqKSrYjFlYSAFHzKG9fWytECSJa1nowdC3++9YeFZpxtrop7uH8f1ke0hAjo9kmcvACiE1i2bDCq+h14sw5Ki5MXHx/wsX0EHgpdCRobm0yXVO09xonTvCOysxfvPuvGafTqBb32NxQYafcDGuc+f4Y6W7sCXem0XJe8yGH7KRdeMomoZb7Mrqa7o3N2hvJuryAuDm/vwjrtd+9IQZnfB4c1C1Ao2mmcy5kTxhY/BYm3oJI4eYlLMScSS0gWvCnq6dMGpUqLBATnygX722yHDRugj3hl0AoVIGbnYVyy2+HoWE26Hzl4eAiqs9oDl2ABd+9CsytCGtLkg5rkxcQEsrlEwo8fuLtnl+12/wvhpfZ8KGjUREVB7Xl1gDrUm5TC8RPyw06Px1KQQkxYot74kV27oNeNk0ResWZlZTQUa306ViOBYIp3SODeI9HmGejSBVi8EXzLgGN9+YtlULCokpTnj8nBO7YuKQDkEr2uWTPIt3cmLspwClYX0W0yIug2S3Zlhl7Kfxp370KdS0LF7/F7BfLSuW0ila/MghYtMTWVmtTEMen3VKZOU1C+dCIWFtJFIX8WNjZw/4tghhSyF9N2Mv/VeckUfmnyAlCsQCLwDFyk/SCLF8P+1M2wHr7MUJGXbs3CiVy7HZdGzZEqdTt8OLTd2wY6tMfLq3nG8cods+LPd8w7phAvpmAqh//X3llGR3G1AfjZuLsRF4IFd3eHosX9o6V4kQKlLdaibYECpVgpbXEp7u7ursFD8DjRne/HkGQ3O6s4zHNOTsvcuXPv3Z2d+86rBpicUlIgQXCAVPUoXdUETCa4vbxaqLSeSKWyZWFU8DxwdKBgwRZqbU9jzLlNMCSISpCcwotCgejkaabQcPZUPTcuVjPpWsWKsLjMZEh6QYna6k4g85bbs41RsAaGJWqOW6UKHKw/Bq5fh/b7NdYUlMcaLB9DylOTnFDDws24s/Mq7kEOJCdnV+FMToZHcS6Q7otTTA6hBkThJeOlgGtC1q1OnaDTX7+KjpghVbOOX74MtSb0hoROtB0CE6RzFQIQY+9HNHmJ2RxD2dYuPHsGv28tCymDKbwajfBvXRWaPTzg1vil8OWX8Kd2oU219lhiTDpg/GZkZQW31p4lV6OSWP1yBPRoPaytIT5dfCi8cskdFZ+I5hUfkbJ9LwGV6mKMp/niJWZwtJFo/3K8pvW8vHkhb6Ebooe+Yb7gWun6hRkNDw7lkntFit1YjtOQIWjYM18T3ir1ZDMtR107pEKf4dA6H1gaJ7yMHKWgWXPIl+/NCS4gRhPZWafjmhKNm50r8fH2pCjdIMEG1wzjTF0ysvBiuNOtBGMGx8Kcr6F9YbQJL8WKQTGLzRBRDlScVm1sxJ0sNd1MV6CTdChtpvSkQ4jw8YEIy6vg7IytbfavvWtXaLy6C7beTvjUniLZ99IluBpXDSILUf5xjoznJoZKA2TYOpAUJ6BIUM/dkknZslA2+F+xVHYO4cXTU4G34iGOblakphoXU+jqCkObXMJl9TzytxsJqDs6BwdDcMBBUVMRri68ODhlfzFSQpNeFAqtfhyAzlBpEPMEsbEWtO8IPtlFjA4fhmpzRSetbyfAuHHq/dLtnIjHhdQbCXgX1CK86Hvjk3BCTUuDe3FOgJPe3BRle5fkCpdx7JpOXGvxUiO2VgAq0GGlpvASFgZjau/G+cBGireUSCJjgDnDxgburjiC5+eVsZ5+BsiHjQ388NkZWLeW3C21eCjnIKiUF5BG2s17zN4aDvTEf705jSUS5OXKBXndHuGedBcfnxJqbfVLPSb90FFCS1fF4BDti6IK498hF2B7a/jhFlmliA0lOFgUXvQhUZyxRtcg7nAVty98OKKt5lYOmjYFJu2HpK3ASajazbj5GkFgIHxX/zTeG+dRrP1EXnUbUyhymIrfEGZmEH/oAmbFi8KQQ7TvUZaFibdgOFxvK97/MobzSUcbAQYJL198AdMUfZnWar/65vUKgk/F8koaso7mpe9q9Y4fMwZKPt1CyRn/45rKC9Seg5bMUnTnt/W5tWZqHDIEzgfU4/yXU9R+mF5eUMDzMSGKW1pfyBcsgCZ3ptJk/RcaxQaxs0OZmkZKonTYaHQ0nErMw6mngWpBI0eOgMXvv+F06YiYi8NIZs2CaL+SXOs5WXtko5bNzdoaxva4y2B+4bNyxoWFfvutgo12n7OvxyLtkcr6NlVDImh0oS+SRQLX9vVx4znVmmjZ9Azxa5AY18ICfB3j8TV7oKntyYGPn/h4iU+yMEje9fGB75pcolfKZMqVNT3k1r+gC9akZr2W29rCT81O8RPD6dTRwOt6eYGlJam3H9D775L0ZjrTZkq/mZcuDZcHz+OAbS2NTMqrhp1kHY2YMsrA7z9XLpT3H5j6fpCNobl5vLw0TLm37ltxnXBuPjAy1W9IiGEC0yvi4gJjetyjL1OplFdLVNl7ilnQy5dc1fAuGZP45IWXU5HO7KIqO/Zr99KqXx96K6bTu9oFtZBfgzPdSmwUv/wC62jEil671ByHVbl9G06kF+FElK/aELNnQ3dhBv1XVNDtQqJtgzJRe5KSAvY9OmCOkjrSfp7MnQvFL8yn+Kph7NuXfVxVUDL5wezoqNVx9sIFmHG7PjNu1lUrh5BF5k6rTV2g5bMqXRrquR6moucV3WnHtWgxbt+GtcJnzD+Wj1u31Nu2bgWnvybjdGq3TvOLVCSLpye0DD9FS6fNasUgM3F2FG2FsRLC7ZUrUHNBZ2o+XChZ7ToLCeElf364P3gK9z2L6cywC1C7rjntzRfxTbXjZGSICrWNXf9jo93nDByopZOzs1h5V5tN0xD/gEy7gko0ilH9QXxN9vNDsp6EFO7uonZN25uIAeM+ewa55wzG9t5V2rRWvlLOlEFXutKXKYybqV1LKQjwxD6IC/EBnDqU/YBxdcrAnSe4OhqZgjskRPvv63WT8zv+UAocurqKmvO7dylWDBqab6JhgUi1SE4Zw/jkzUYdh/pxnl3YDc0gsZ+RnQ3QvDx5AklKf3juSK40lQinzGKMOvqam4MFaS9tStkGUdUb3SS/FXt70fVdC7Vrg+OfkyE8nLCwhlnHrawgOU2cR2K8cenuXV2hXHAU9ncvky9fde0n6jKjODhojTbavx96XhRz+887LJHwLVN4kTDfpKRAYqoDpCmwS0ZTSNEhNB09ClP2fQUJCbTdAA0aqLevWQNf35gEN2DBAfV8WOnpEJ8mSnWpupy+JYSIiAhY2uBf2LYN2mpKklXKpvBs7Q58ihcBfNXa4uJgx60wIIwCV6WHvH8fWi3tzdM7XajVV6xUbSzffa+AuT9AmVbgVBKAenkjwXI7aFPTq35PKjd6fDz8uLw0CD9T8B/RJ0crzs7izSolvBjIrVuw2+pLbm7LR986Vyi15Sd8Bv6J6u9Qjcxkgs+fq2foMwJnZ7j9zJF0zLgTqXJDGOnQmZ4Ovx4oD5SHiTBUR348/6+bkUILCnZJ5dxLof/40htiefSlh4CyBo+rDAzmIhE8xZ1C8Zav6kajm8zEKC/9g5q2t+MwUdDNhduNtda6ffcoFGJM+t27DJwMA0e0gC9HQ65+73pmHxyfvPBi/XKjSkk14AGR4yHS4xt7dnKZlF5+nK0r7Q/x9dewKOkS/AQ3OosRJlnXsrbWqbWZMQNmrPSHvn2hUHa69I4dodyqQdhVKom/v44qdRJzjouDUzFFSHxgQ6CWLLlVqkAVz7lQqhYEZQsvCgWUyhsHly5RILwAUjb84sWhh+cK8PQgKKhq1vGAADg4dL0YijEgAynv1T/+gGEH1oCZGX+1gMY5w891CBF6ebkppj+NxTyHfLR0KXRa97c4h3nQo0eOvjoqS9+9C4tulgeg2CVN4UXVCTWn5cjBAQq4RsGLZDw8QpHixg2Yeqk7z+4lUmcBtG+v0qjjbXPhvDRwrw9frgCaaz1PG1ZWcOCWGH0Xel0lMsJYpDKK6sn6qkRBwt1YnHyzha7ERPh1WxGgCE1W6xZezl9QcMy+Nw9X5aVNIzFKztg380OHoMtV0T/ml4Inac9CqKFZgTsL1XIKJgov5uZQICwF5dXrFPDzodaQ4qSwh9zfuPHXMsOvo1qNu2CBDLQJXAoFeHtkcOeBOQ8fqXwnJmoxvAe24wliygGP1mk8fpNKGC8vBCA28hkO6fD0mRnR5IKYNzjma+DiRViW+h13V/vRur7eRBcyOvjkhZeOrdOoeXYS1s0bIwj5tT9XJX7QUQ/NuEpeeCLKIEY7c5pYV6lSJajkuR5CleAqLbwsXw67noyCzXkY/GX2G//581B11dcA9JsLkydrGUTLA+zw31egTDkYdgYorNFerx7UC5ogSjGFqqo32tuL19USAZOcDM/Sxd0+pybi3DlYfq8b8TetaboXKldWb69WDf4p9CtYWVG+omba+g793VlNHAnNHXn2zPA6IklJ8NA8Nwl3Xcj1xPh9qUQJGF18Jc5PI6lUSb0aYeXKcKHFKDh5Enock+z/9ClMPVcNAKdDOYQXXWRKTRKapuLFIWHQKFiyBItfLkl2z/x8HInDUrBGra6TMZubt7dR6dDL9SzGUdJwrCkQY1pdSVauhBHPJ8IuiDgr/i7z92sF1KNmRwULFuq/RmbCNoB7z/Tr9EevyMdl5pPWy52l27OPNxheggw2ET7MmWl/6R/3zJEUcC0MXZdg2/FzkqlM3AXjczEcOiTWKPvqK90hLE0bphEzZxG5qpdHEPKoP/+M1Pj4+MCTlwK6CXVIjWLAUGv+4AUpvWy4UBV8vJUEcetldIFhBSXfBVevwqibHQEIOfJSeJFDpU3ikxde+vYFvhsKTYNAIR3a17QprBHSobuCqEbZGksnJwXOxGDjaElamvQPpmxZSF/6HxQqhL19nqzj06fDuherSPkjlD+bmuBprifF//79MCO+A5yEzo+yhZdXTtOfqco3pbNqXwnhxcUFwm3vgoUFDg651NouXoSfroqCWsBxTeElTx7I47dDHCO3pvCSrjQn4WUay+fP1YUXPz+o730ClBkEBqpnMFu8GL44shiAOatF521V6tSBG00Gwr17uH2hmeO/YEEoWGU/bNoEhSRKKetBNZGYZOZ1bQ8+c3Nx15bwQTA3B3urNDBP1lpr0sICUnbsx6pGJZh0kcyw1wcPYNq2apDgTOnVmhFDGvj4iKFRiALp/adOkBGIQ84otszlWFmgxJzYBDGyKdPM6uYG+watgV8n4jZGd9HBnKG0SiU8jBMT3MXEGCZ45c8P0z7fQ8DqaUTUag9bdJ+/Zp8rx2mP2S5BLXpw6ykP0qnLkxMGCiDOzqKGUYdZ1xDKlhX/9PHbDBuY2xVqzwBFHv0ddFCtpgXnr4j/X7loPK8cf60DGxtIeZlB8/59WPZXIqwOgT+Wg5WOuhXvGFWh+BW/4k+eT95h1xC/FbF2jRmCoFDbK+bPhxinIKJHzNRaaLBPH1hq04mlnTepPVQvXYItadXZfTNYt4+bNh8QE+sT5coFg6oeY6TVGE2zTE6kxs2UfkwRXvT0/d//4Gqp9lxtPJh6OXJ0qdbrMcVyFBwM+S2uUs7/rsZbYY0asKHCWDaUHKlh9lEN6ZZyt3FwgFDHx4Ta6oi+0RVtpCdUOiAADg7bxBXyMGNytonxxAmovLwPlSP/Zo42a4auEG0DsPJRMYW85NEjGLevIuMS+7JZT7K3mzeh4oahhJ/7j/79xX+HTviK0PgzDBok3SeisDklOE6diLtqt7eVFVQMi6ai4oD2xIovqVwZ/ij3LyvCh1K7tihIBHvEE8xNtTwwunB3h97tntMo/T+8Uu8ThyNJL7R/T26e4nugUql4lY9czScibtVOUrHk2DrTfXf0Ym4uSpEq2rGpC9z4kWFMWmRcwZ2pv5uJNb5QsGqCFmeq10Tu3BDhcIvaXqfU34Pecy1G3rywrs9WTlMUd5cM6r5YRd2ZjeVajSYgCy8WFuLTTYfwEh4OpTlC6eBHavZkQHwF0BdtJIGqU6i27tu2wW9J3fjtQCk1f01BgBfWLjx7rtAqvwwaBCdzNeBk1+lERGQf9/KCn1ufZETaMBrUl34LHTECHC8fxfH3sezN+ZKrp9ZPFhIPkR4zCtGUlXTpZ2TOCsSony2fz+FAQGsN7UcWOswZ48bBxTxNOdh8IrlzGz5uaCi0Cj3GFx6r1T5HQ8cFRCHCxCgMKysoV0ZJHq7hosxWvcTEwL6oMPYlleD2bc1+K1dC45i/qTKvEwcPmjBnyFaNmJgV2doaDtwN5HpGKDcjDdN4zPnTjOOutdncYZHxZtiX5M8PPapepnnKIgIDRS3bzQnLuUkof801wuQVEEA8jjh/1wtn4mjaSnsSs9//MOOKXTGejJquptV7smgbMTiza7kRoe4vhRdLCwFL0rVGI742ctQJmrzAkxH8yM8LcunopONab4H//Q/Otx7DlqCvqPgmayi9ZhwcoGFDKMIZbl16wRZlLbZcDjYt8OIT57ULLyNHjkShUKj95dMI/XjP0COA/PILHKEsR75bo6bGBwzzW5HYKEaOhGf5K5DUYyDly0t3W7oU+ieOpv/GWmqS+dy5YLdrA+5r/mKhFvu9vz8Us7pAMZ8H6uHdoO57IkFqKiQo7UlIs9HQUkxf5EJH/qHp6OKSmogZMyDi/BIilg3XEHw2HHZnNU3Zst/4uEAPD6hdMIry6Xvx9dVsT02F+HRb4tNt1aogq+HqqjtZnASlSsGSJkuY4yG+xWtF1xufhwfK5BQSH6snFTx3Dnrub0vPW4PZtEnHtTMdbXIkE9PFrVuwNq4ae6PCNVJKPH4M/5wtxj8JzTh6VMdF3N3FN3OVjS0sDHZ2/pedbp/Tv7/uOXh5gUIh4MJzbM2ScXSENkUu0sZyhe4SDR4e2vPaGPpm7ecHUVGazhfGvJlrTSikSXg45PGJwz3xjtoQzvbpOBOnpjnURWQkfH1vEM129+HPjRI3+psgh/DyShjxmb0y/v7ZoewfSqg0ZNuOTM1ULgO8Ic1LREQEDx48yPrbv18zbfr7wpAhEPDiKp7ff8lVUzSdJjrdOjiAq0Matmlx2rPrasGoFP8mmH68vSHC+hoR7g808g/s2mfJfDqy+kSgpBzw+DFcTA7j4nNfDeWMfabLywsdC9ZlRtFRGfrPP8Fpxyqc1i5g8WIt19anAdEVoq1F0xQdDZujCrH5WWmNPC6ZBPRrhhWpVKiqrra7fRtmXKrKjMefc/Kk9mll2TpUNphq1SC1V39SCxZn1CjNLqomrJwWq8hI6Lz+czo/mciiRdqHPXzUjF/shvPN/CJZucccHKBayC2qWR8kb14dc0ZUasbvPc1z3Fj8w0V8fWFRm3UscvxKM6JLFYmsr2lpcOauG2eEwlo/ZzX8/cWY4cemJzETXN2IdfDH1TyW0hyheFE9G+RrEALi4mDqhRqsiqnOoUsu4sE3aAo5cADKnvqDkPVTmfIy4fa8H++ykXos/DHS+AtmCi9vw3zj5yf+ANPSmP6nNYP4mUH/FnrjzsKvzEvhZW67ncTY5iJm/EwxIk7GKN6I8GJhYYGPj0/Wn4eJoYNvg5gYuCf48STRzmhBYP9+GBPXh+G7q3H9unSXUaOgcvIWKk/7nAcPcjTqqRPUrRsscfySJa1X469SM9LPD6r6XKKeyyE1BzCD0SO89OsH50Mbc77Tr1kFHTNRVeVLyRFWVuBoloCj5QuNWh1blzzjPr7cmbdTctxdu6DfjT70O9aOM2ckTnB2FoWIdCOTZ2WixQdk2zaof/B76h8bycaNEv105JfZtw/q7RxMvfO/sHKl9LDpgjkZWJhc9+Z2ig+7qMqS1TZZ96iZGViaZWCpSJesidKiBTxo+TUvylajm4mZ2jduhMHxw5l4qLx04j8DsA9/qT0wJqOoRF6bx4+h6JgWFFWe1J7gTgXB148nuHNh78vrmPBmPnqMgsCEizzPcGYYPzFutJYEdJn4+Lyy8KL6e/5rqz9z+IKVm4zMdGsEGRlw5ElubqX4ZjmQVi2ZQD02U6OUlvTdOq6lWLpE9Hopa0T1U1Px9xe/1wcPWLzSil8ZxK9r87z3SpjnaQ4cd6jK5p1WpAkWONumGv0CK/OGoo2uXbuGr68vNjY2lCtXjnHjxhEYGCh5bkpKCikqmos4bfnu3xDu7uBn/gBrRysUipw2Id3s3AkjHvWFR1DuGpK+FJcvwz5lRbghoaDR43RbujSUtl4NhUPBuUnW8apVoWrTaWIURxPpV/bISIhOLg53Ayico5ZQsd7luctjfGo6cF5b3TYtT4CRI2HI1ho4NquFV55vNdq//Ra+XV5FnHydGWptAeE2wANA2nn1xAmYEtUCoqDSdc16I7dSfYmhCML+RIpVVfeb8feHWu4nwNyCXLk0M6DduAFTzn5BzN14aufIl3L/Pmx6KNakaSy1x2bml9HjXKuNIhHp+O09i39YIJDtMVqpEpxs8iNcu0aurvO19v/uJ1sWsQv+gCtfi5FVWWiZj6MjOOZSwHlNf5XgYJhRZzUcP06hFqO1jitVAA8wThDw9BQlWgPV++fPw+Qrg3j6TEHLRdC2reFDqVK+R2EO8wSz1gLPasPo5aWAnynwt4IuXQy7hqogcUNLZeZM4uPhZEZFoi8/IvhIduXyhbt8EWiH+05r6rXTP6abG+z77QSB/ZoSrLhNN2EOxaam0uxLw+ZsLJmRk+6Kp5ib53j+GXmvv+3CgqM3FOM0y4n73OmD8t6cOBHGJOyChbDR6l/qvedOxu8rr/0rL1OmDH///TebN29mxowZ3Lx5k0qVKhGv5c113LhxODs7Z/0FmKRKMJ2xY+Fe7mrc6DqOwpppSwAxF0pH/qHj3CpqtYQyA5XAeJ/dO3dg8dPazL1aSbN+kCraHvZ6BJ/Jk6HCw5VU+Kebxlvz03grnuLB0+fGf/2BgZDX7TG+wn1N52V9ZGp8TLT1Fuhfm2KcpsNXmmHWjRrB1hLfsbXyaGpJZH569gymnavK/JjPMiN3DSI5GSr/1oziGUfp3EHzzbtAARhZ6D9GBs2jXDnpa2xel85xSrG6j7rGydkZinncpZj91axNRAqtQoQ+tPj4eHtD9+JH6e68mAoVtHevUweWVp7O7oK9afgyV2FyMlx85MHF9DyamkQppNLs63hYP3kCf12vwppnlTl9Ovu4nR10q3iRboo5kt9vTrz9RC9XpVJBZCT8uqUwvzKIVasMmPNLChaEGkHX6MYsCnJe57yvXoWqawfQ+tZ4/v47+3jHyUXpwAJG/CpRiVQChQIq1ncikLtYmunR9LwGcueGlHmLeCJ48PPIV/fBmD4d3J3Tmfjrm1d/bD7mzn98zrZjLkz8MYl9VGTf6D3vvRZD1UR0S5DtRaby2jUv9VRiXAsXLkyZMmUICgpi2bJldM1ZtQwYOnQoAwYMyPp3XFzcWxdg9Pmt7NoF6+gIh2GiymnNmkGBRT9g42ZHkQrS1Wrnz4d/VzvBuHFYBPXKOn7kCLQ9Jno8/roVyfo0WbzGUGmAYP8MLKNv4O3jgc5Ktyb4nujsa2kp/mkxV7VrB5UWfAW+voRXG6HR7uKYwYsUc5NqHKr6gOTcz9u0gcbL20N6Grad1HO1WFvDgWueKPHC/Lxmro6ICIgovErcnMtpeaV3dBQdQKTsRgZoc2rUAItlC/H2URAUJKoi7t2DjefKwVMPih+HkiUlOr5ClBOIG1vuMrdh1RZ4afm9dAmK/9EL6EWPn8SsyLq4dAnW8w33VodRuhD8MbM9xFaj4TgYOlTzfFWHeNWPy8UFZrXdA4f7Qnf9aogyZRUkb92Nf14HFAqpD0c/JUvC9qE7xazQelATMKMFpDJIG0xAACgUzCo+C+WxE7j1+wUwTitsKGZmYBX0Mqro/n0ID+fOA0vSCcH8gRXGbq09e0KPHhZvxeXFP9gcjoj/7+muJJQDUODZK330b4MSJeCLiENE3UohMjmYhcfy0DiHdlxGP288SZ2Liwt58uThuhanEGtra6xVVRjvAhOdbsPDIdzvpBitpCV/hIUFoEgHc6Xaj8oQp9uEBEhRukKiDS4ZOdSytrY6NRjVq4PVP3MgogDe3uqv13vXPAe/3DBhPdBAo+/KlbDtwXDYHsSAa+I61XBy0i+8SHD+PFyzbEniviAatkUjL0quXJDL8SJ4Jkvmt2r9WRKJ8+bhU6c2IFE1V4dJIjAQDn+3Ftex3+A5+SKqt761NVhbJYIiDXK4FygU4OKQTnycgLmg5U1YnxlFodAdQaOHBg2gQZmV4g0RKAovly7BV7vbADBsrabwkpEBa28UJuZFK5yXptEsZ5ivoaafV3RCPX0aBt/sCcD/dsLB2/6AP/m0+IiFh8PZYctxH90f99/vYKpyeOhQGLp2KOTLR1rEPPYNXgc/T8B1nHHBA4m+4bRhDQDFfzJn5E/S53l5wTeNruK9djYFWw8DRLPm1C/PI8yahVeP0eh8UVDFxgb8/Oic8RdwEupqGfR1kelQd+8ehIdTqUtu7hBJrq6pRJng7/y2rCDjxysYf7Q6vo1KYhU85O0M+hooXhzmfHWcVv18+FXZH+bDrZ9k4cVY3rjwkpCQwI0bN+jQocObHsp09IRKz5whMHFdHhgzFlfXFuqNJoZKFywIv1Veid21M5RsIBEugpj9d97zazAaLrYV81eAmHaj1/IWvHhWgvJj4TsJpU/TptD065+gVmcIyGEb0OOwe/gwzIxtA2egzQN14eXJEziTVI74qAzyXdYsgLhvH+x/0BlOBtIqUqWWE6JKeWbSAlgCJwdDsWKSw2tl0s/pMK87NF2FpPACWp+c1tZQpngacA3M49CQjnRs5vd3XsW6ZEEUs3QUqtP3xJaIoHn2DK48DIV4CLiHmlO2Bt7eouOOgSgU0Pz3qghUo8zPaTRTqSIhCKI5BcEMhUo2WK3jxseLEratLW5u8L+iJ+HqVcqVa613HqpKVEN8dm1soFBhBQj3ITkWbHPUcTBmZ3xprrK0hIrhD4EDoC1XjxbSAkJZR7D4/8e0h7FYWcEvgx/D2olQsAuZwkuvBrdg1nRoPMzgMWNi4KTb51y/pKQkAsWNm7LxZGbYNLSC9ntCcDAQooCoW+94JiYQFgZKE+tfyABvwOflm2++Yc+ePdy6dYuDBw/StGlTzM3NadOmzese6rVw9CgMvduDAUdaas154esL4Vwn3Cfe9CR1OR66wcHwdfljfGkz3+hNPD0dVpzJw4aMuhw/bty4wCul+D94EGruHU7Ts6Mko2t27IDvHvThuyONuZbDGdig0gS6zCg66vVs2ACNT4+k8YFB7N6t5dqZ2cO0mVK0jGvj5SQqzUxMnbpvH3zxdDxNV3Vgp4rby/79UH79d5S/+CfztfvriuTQgBQoAHOrL2Su/wjJFP1mZuBkL2qKYp6rC2aHD4PFz2OxuHmNb/RULIix9+MyeTm+TfzMgoJgbuO1zHX9BkPeRyIiYEnnzey3qMr8fwUyRo8jw91Le1ZgyLYdmRqelYm/v2gKedVrvESvsirTdvSKEUe7d0ONs5P56sUU1vHZG1dlHDxtxzjbH+k1vQC3bkHjqrG0ZSFNq8a80XFfCyEhcPMm128oOEshzt52fu+jjQAIC6ML85hGb6Z9vsfgWmsy2bx2zcu9e/do06YNT58+xdPTk4oVK3L48GE8pQqZvAecPg3jb4mCVcQ5NEKDdZGcDI/ScpESI+CipVbL9u0Qmf4/OBBBm07qae6xs9Ppt1K4MDSw3AJhYTg4ZIcyqZmckkyo+KvH9+Trr6HNsqZQuTLhxdUzkanO39jAsPr1wWPRVOzDfAgJaanRHh0N9+LzwpMAwp5LFE+0tBQ/Mwkh4uZNWPtYzPbXUtt+lVn599kztWJSN27AkXuVQamk9HWJqLFM+5bEuKtXwxcrZoJSyeiZ0u4RkZEwN1r0eK15STTpGY2PDzx6ROqLDKxszfHzg//lPwRP90Nxac3d2L4PMR/7Iz49BgKm1a0p0qsCd7iMZ+c0HknVVtKDqyu0avQC/t4D5k/EW1Uh6L5lVYWXl1/Gw4dQa3RLSKtIrYFixIZe/PyyhRcTd7S1Gy0I5QaRhNHzKz2/tdckvKjWOTtPQVJStJagei1s3AhjXgyDI/DZZZg6+B4saQ9DjqHVHv6+EBICq1fTsbcjhzgL/UH59buelAEEB1NXsZVEYR9WFQtg6VTlXc/og+O1a16WLFlCVFQUKSkp3Lt3jyVLlhBmdNXBt4equ41W64+WB9+OHRD03yTynFzCzJnSXefMga/Sp/PVkmqaL/x6/Fb69YP1jm1Z3/k/NfW7szPcmb6Ox3iw8m8dqkct8161CgaaTeKr+RUlX0z9/KCY9UWKeUdp2GFDQ+Hb8nsZ6zReo/4QQOvWsDqkP6vrzdLQKFWvDt+GLadPyHrJWlD//gulzs6l1IaR2rUnLi7a6wTp4Vq8DzupxtL/LNQ+mt27od2JAbQ79Q27dkl0dHAQVRkS46akwNNUR56mO2tVwGlzQg0Nhf4RW+nvs5hSpbTPW6mE8FHtcFDGUrmi4Rlje36VwVfMpnHhm2rHHR2hgt8tKtgcJ0SL9S0Tb2/x+k9iLLLT6xgrCGRqL+7eNchB+cxDb9byGfMWZ2d4TkuDc1HunKOQQQXt0tOh+YrWlI3bQtPP0sQEd2Qn2zOU2FiIfBkm/fSZHg2IgwPY2pJ096nmZ2WE9iQsDAY2FCscrqAFFZu+2TxZahW0VS1H73kIryDA7hdlmPf0Mw4de9M1FF4vk6Zb46OIxoFEjt15OyUVPjY++arStWvDjupjsH4eTe7m0yTPOXUKnlATLvhSJVW0b4N6fSKTAn/s7EhLSiP9hWSRZRGJjcLMDAICFcBT4AWZ9nVVRoyA+Q/2w1RH1rYQfWwy2b4d/kjpDUehWzRai0pKERQE45ocgQvjoYpmnpd8+SCf824ISZV+aTPR2Rdg1iyY8XQHsZM8mV8DtZom//sftFjWAlxdcWo2W7J/7x892cpOmAB1vtV0GNbG/gMKTtgMJmZFBF81Ri2s2cEBcjtEQ0Y6zs7STiuVKsGZrlNx37IIjyHZcdoFC8KkMkvFktk1tZtVzczgeZI1iVjyMNrA6sSQrbrKUY66YEHY334m/Pcf9NGW6EekXkNz8p5egHfNwqSlFc42m5qSZl+qCJMEQ37xZAtrYQo0GiYKfwoF2FmlQWoq1tbSFdxVsbCAvVd9eEIAlpuVrF7fHGhO4/6itsxQMrVwAdwhI0P3D+XHnxT8mvyQ+CGOHKgI5cuDonEjQKBs/TQO6TPxvsTODn4dmcBv69PJeAuP6Fq1YEWtWfjfPkDez/8FIwW8d4VCAc2nVeEZNQHoxizxga7NH+49QqGAh0rxAXnjiRNaKsTI6OCTF15y5YJcQTfgxWXQIgAPG65gA9tgEjz5LvtN2tcXPs97Drv71yhWrJlk3+7doc7Kr6BVK9zcsu0Fz56Bd9/upGf0pF4zJRs36VCCaQuVBq1S05MncDMjCGLEuj+q6KuUrHNcyBZAdL1F6/Jb0VJCtXhx6O2zAlxcCA2tqdH+/DmcSckHKZpZ3+3swM46BmzMQIsg6OGVHa71+HG28FK2LEwpOAcEgXLlNNPRrlgBU5LGwXaofVNdeGnQABp8NkBcUxfpzMHOzlA4fxosvaCp/zcw8V2+3Bk8PXGdYD9PwIOMDEhNswClNRZpSBfvc3AQVYtG1ETKyaifzGDuYCjfDWwLc+kStJ/zFTxpTssJYnkNfaQ4enDLrhjHlllx+0l53F88J/8eqKJFU57LL/u3EB39MpGkHyROmg0DBsACwyIDQ4Lh6Wkl5mYC2spd6aN6dUio0Rj7HWuhq+6rWFhAvOCYNW9VjLZahYVRld0oMSNP4TIYHKlkAqGhEFr5MUzdDC5vbJg3QmgIPDsDZgolvwu9sey5AhTvv/ASFgZeNnHkTT6Ns40RLyQyWXzywgtgcqh0/vywvN1qMdlFC2nhpVo1qGb+D5QrDA7ZwoutLaRniA/pF4km+K3oEV4cHMDT7AnY2GJhof6m+uWX8Nm6bjjl8yWs1EiNvrduQVRSUbgfRME4NKv7OjqKtoykJDSrPurByQnllWtkSGy4NWtCzdDJYgrZIprCi4sLWCnScLFKJCPDRfPaenaIhg0hYP0MPEoE4eJSP+t4RAREhK4X+xfUFF505YgxZFxA3IETEkRJ0sr4jWj/XiXYF4A+/wId2L4d6s7+DYARY8TMxxooFCjdPXl2OxGHZHVNoVG7aUBAlj0hKQlOPvAFfClnYMb/n0YrGJN0EpZkHqnKFwu0Cy9NmkDohmn4FPLEy0t/RJM21m2ywCXUjZRhoxm8uRrs3UeROl8ZdQ1ra7D+719RXaknK2NwMOS2f4C/1UMcHYsCUCbPM7h6lYi8RQAjTBsuLmznZTa+CVGAkb8zY/H3FyX65GSaDgjhEfvxHBjG6t1vdthXpXc/C+K6DSCkSVFY/q5nYziffQZV8kSx/Gxl9s2GOz9gWqmXTxhZeAG9EUOtWwkU3/gTfNYIW9ui6o16nG4ByY3CxgZK5I7B9vo5CuUpgdRXMXEibI9fBnNDmd1G/ebedcGLx7QgY6U1bQpoDjlhAkxYWBS++AIKj1Rry50bcvvdBIsYyWfi77/DxHtLYRHs74lmFtaXXrtCXDyKHMJLbCzEp3hCggseOTbMo0eh1rzJxKdaM2Ao/Pqr5ti66NYNvtrdEcWjh/C5tJZDlxajTRtoM3kehBUBz/rqjTo286ZNIc/y0bh4WlGy5GCjxwXUK0NLlcXWh52daAYyIpx1/Hj4PuoWyonmbKyBpI+SQfj7Z8U5KxRgaZYOSiXm5oYJYarh8obQuDE0nrZGdLD2zCG8GGGu8vZRQIgv1g+uMLOdpXgz9zBOeAFE1Vnz5npPa9sW2h6dAFu2QK1LABz+eZ8ojU15hFaVoBYE4B7+WD02wzuX8dM2iky/pKgojl/y5x4V8Lv0/msEOnVWwM+bwSIaMLHm2TtAoQDBwUnt3zLG8Z4nUn7zJCfDpXh/TseFanUEbN9O4EdG8GOz0xpVlvUVV8wix92pUMDxGcfZR2Wm/qBZfwbg3DnYnF6TzVdDNYboNSGQVizjq3F6cmDqMt+Y6PhaoE91nImhYGXN+L6JEyHg0lYC/hnNvn3qbTY2EJdqi4CZ9kglHWYUMzNQuLpIhjpfvw4rHlZixd0yuh06PTy0m1G0jFukCLTNc4L6drslI8oM4UxMEOtoyMK/s00P27ZB2IrxhJ1czqxZBlwkICBLiHBzg2q+V6jmcCzLpSQn9vagRDSVqS756lVou641baMnsWCBceMWLw6p3/9IakDurCrE+ihaFNrkPUlP54X0KH2Cvx376K8vlCuXVvOiUbwMpX1rZH5Wrxivu307OCoSCOQusxfkfOi8fhLdAzlPBGsXJXwYocaqvO3v+DURXsiaMhymjNtVU5SxnzyfvPBy4QIUmDuQYvfWMWGCCRewsxNDIdKk7eEpKfBCsOFFqrnmQyFTEjKh1o/Dy5DlhBcS1zUEJyetsc6VK8MAl78YUHKvpJIgIcWSOJz1R1/kwNUV8no9p5TiOFrqdOrHzU1SeNm4EVqcH0GLg/05cEBHf09PTYcZQ9BSkfrkSeh/sgP9r/Vg717t3TuNy0sj1tFlREDW95WYCJHxXkSm+BmWQkZFiChVCnY2nsLOPN3p3Fn69JAQKOV2g/puh9WErsePYfGlYixO+EytfpAUDx9C1XUDCbu8weCChjkpXhwW9TnE9KQu/NFgA51sl1Fen4eijw+qxZPi4uDnbUX5OX0Aa9caMXjmxva2duSAAPGLNTEnUCa5ckGiIGo1L19/8wry5kNyU4jzNB5WmOP/XiIDM26vP//Gx30thIbS/tQACnOGwl9Xe9ezMZix05w4TDkOd/0Tr/c8Iv195JM3G6maNYwNlU5Ph1q/1COJw0T8T+AviURj7dvDirRY6A93P8+RRVWP38off8Bvq4Jg4EAcc/dVa+vdQ8nTr/rj0LUNSmVp6YquWub94gVcT81LXHQqHlcgb1719kaNoJHHOKjeDEIqa/QPD1ViF30ZHz8vcmaqjYiAz523gocnXl7qsdIBAXD557XQuTMMTiGnE+KcOTDp9CK4aMXv7cSaPhro0pwYgocHHDlChkq5hT//hK/WiRX75vwlRi5poEV4uXIFfrsqmqBCTouCnxQ+fhacuQhp6WY8fy7KYFZW4GkTB+kZ2ObMJJuDW7dg2t1+3L2tpPafojVQHw0bQsN2U8Ty53VN24gcHGBPpGiv9LuSDliYJgiEhooC/r17hunIfXxIf/CYxFhRSRgTA0PWVAAq0HKheI/qIzkZlj+tz82rXnjuzk+Pt1JwRyXVvqurSaHSoJ5r6MHjN1+uOTS3GWwT///WA2t8EMDiw7BlCHnyciClJLcIAcMC2t4PLC3FCDxdVVlltPLJCy/u7tC51HmsTx+hQhXNwpG6MDeHPRc9EfBCkCjapxc9mhc7O7BTxIJtCuR4fnX8wgq++g3KRIC5Zma99evhWNxA2FWC7t3EN7lMLlyAUgvFMJGeU8W0/cawY3MaOOWH7xYD6j4JrVpBq7GDxF28iEToeab3b3y8egIUxBwol18EwwvRtzUn6ekw81QFniR+g/ukNPoMyHaArFgRfs09ExwcKFq0veS8IyOh+l/DeBIzihZfwLx54nFByDavSCEIkGjryZMnDpjdwSStUdv2ZpTfP45cdYtgZSUKO/Xrw6NWfeHaNeirS10kflyTzopOzHb7DRNeAFHTlEPYK1ECIr8cB9u34zR0h87u9vbg6piGMj4RezNz4KXKz1hBINPxJTJS76lJSRDyY08eJ/anaqN0du4x7TGlUECnJXURhHqwBGZwkur94LffTLqcQUzbnp/DLCCqnS/bT0Hn30oA/xL+qy3Dxxt+HWtrmDoV/pqVxuDv37xNoUoVSFy5mVDPBLzd8urv8J4gCOA/6guiXhYls7N+KWB/KJisgpb5gL7lN4OPD8zrtAfODIAO0sJL2w5m7CAavnbiSpPs6BOFAuysM0hMtkCZLv02WrAgPP1vF4TnwdpaPU/EqFneXGYRqUPz8J+uenFSG4WZmfhaLLXLI6bLn5kwAPZA04fqwotq9JDOLLnaNigHB1Fy01WxWFeYdebAOYQXa2twNo8Hc3MsLDTt/Obm0H9RSdIpTbF5qfTJLkZO8eJQPHC5WCEvv7TwYm8Pt2NcAHj8KLvyr6cnlHK+Cgrw8NDMRHvnDgSP+w74js8HCixfnr22WrXgUI0fIDaWoBbSeYIAOnYEJiyAgGhwyOEsbIAgoFYj6FYGYG6YBiRTeFFmFzGysYEQl+dgec+gYsX3jkVjly8QfthEdHRdFh8pB3GWFN0lRtMZRHAwGZjz/MpTzJXO2KWoJ4hUxdYWElKtEDAj+r7ohOnhASu7boB//8Vv4FLpjjmwtgY/rzTuPRQ3/3MUJrcBCe5ehW3HnFlHOzgnuuws2BMAdKDczjSGG3mtPn2gT5+3k3ytVStotWWZWD3Vb8ZbGfN1oFCAp7cZUU/BgjRiFm8BGr7racm8BT55nxdAfMqlpmrdDGJi4BHePIqz1Tjl8aYTKFFwfLF0sq8RI2CnRR129lur4ey5Zb89S2jDygPeZGgpWKwTBweTEr55esIXFS8zgEk0qKel2JyujVGhEFXiuoQXbWTWJ5KQmvr3h5hStYlp34cGmsWuxeLMLuJmJmk50rOZu7uDu2MK+blIkFe2tqtJEzhacQBHqwyWNEdkBgoBPHmYodFW1v0aZZ0vqQmIkvj4mOyE6uwMuyef4jphbJgWycmT0HxLN5pH/sKyZTo6eniIJaZzOmcbYfqxC/URBZ+7d7l7FwZsq8+AmOGsWmX4/Gf/Y40F6XjeO4Xb4yv07av9XIUCSkSkUIqjFA+NEedgB02LRNLUfK1RJTwmjBOYgVizwZYkrQLT68I/IPuR+qplld46YWEQGcm/692YQXfmr/8wCu5UqWFJbbbQkz94kfrmTWwy7wey8ALZji9anF58vCGESEI84zUq8Nq62Yrv77qcbrVsFHb22ReTitQ+dAgWpX7OolP5pGUUBwfSYpMkBZ8+fWCLWxu2dFigEarq6gpzep9hIgNp3VBTczNmDITe3knozEGcPKllTW5uGplbs9CxMY5bHEQX/qL9IC12Xj2b6qyxz9hIPVYNPy19gg4thoUFPNlxlotEML3vVZ3jqGJnB7VLPKUlS6lVWouqykA/DlOFF4UCqnzmRBiR2Dy6w8OHsPJmMVbGVOfyZe39+i4uSyPW0Lr9KzzULS3FuRtSFloLxgrne7elcJQyLPhyj3qDkeaqtl2s6R60GcHZhSQLZxYvNm4exjJ4MFwu0oqEtt0oVQquTd/KNXKz9E9pDel7RWgoPH3K0Gm56MkMvv/DhJD+d8CUqQq2+HVlCv1wsvtwwqVlXg1ZeIFs/bUW4eWvORlEEkbkr6uyFAdZGBoxJPHQnfe3gpsEEz1xoWR5gBkzoN2LP2m3qKHGnjd+PNjcOI/VxHFs367Zt0ABqG29h9rhNzWTzIG6+SYHT5/CzfRAbsa6S34k+/bB17E/0nF1M44cUW+bOxeqRs6l6so+nDih2XfVTmf+pguLtntpl1N0bFCNWttRj82UcDMxNDJTPaISyaJvXIUCtvx5l6W05rtWN0wb9+XYGVEPsyx9ly7ByFONGXnnf7ojpDJRrRFkIBuPebGORmzZm32DPXsGGyPzsTGxik7BR43AQLhzh7AwWNp0CUs9emmNcpIif371f+fLp6eDi4v4u5T6nowlXz6T0wIYS3Aw5M0jYB99A4UCcudKJDc3CPDTouF8n3hZgy415UOLlUYz6kDmo+eTF14EAcr+UJNCnKVZGxN0yq8Q7hwQZEawzUO8LZ9paHT0YW4OKYI4Xy1uL7rRIbw4OICX+RO87OIl086fOwdTH7Zi/o3yXLqk3nbzJuxJLMWe++GS0aJOLqIGQBAU2opa68bRUdQE5LAbTZsGNrs3Y7P0b5bryrTp7S1KI8ZuiqpJ5lR4+hROPAvmRFw4j6TT9QAvgwpmjcLq+gW+epkn7dIlGHW2KaPu/o+DBw2Yg7W16NNz5w7VqsH99kO4X7ge/fpp7+LrL95YcYnmWdq9CxegwcquNLg/m7/+0j/s/fvwW1pPem1txPbt0LLAeVrab6B4cQPm/JJKlSBj9lwEFAgurvTvr6eDQiEKmlFRgOis/SDGlgeCj/HWSr2S0msmKEgMD/vA6D2rEIHc5kmCLTP5ikkDPhy713xFR35mEL+sen+LAMu8Xj55h12FAs7dcSKJQnBDS8SQDlPGpgNORNKTpMX+9K+tmUH8l1/gcPpSmFWUOS1Fa4sadnZo28U7dIBSywdB3Xp4elZXa/PzgyKON3CwSsXJKb9kf50mGB3Cy48/wo8Ly0DLllBynEa76hqM3Uj+mGlGekRhnEcPws6ug1rbgQOw+35nSPemxVWxSoAGCoUoSKiWZ0Y0S6QIViCQVYlYEktL0elHRXjZtQv+Pt0PzMz5Yp+40WqQ6VycQ3jZtAk6bBcTBE1bBr17Sw/r5gYPE8S8HffvmBYRERsLZ9ybcn2LH6WaQiH7WLB6AlKatZf8s8Acm4hQvMb2w9xGh6OJDh48gP4nxO8qdRu09DKsHpMq5uZAxMv71NAcKC+1PSBGHocM/wL4gtY9Mcr8ExdUiCuUJD7dker6T391cucWhRcdfnTvI7GpNtxFjH4pxyEK19blzf9+Me1aXY7RCcXfAoMMEMhlPnw+eeEFwN5GCcnJWFsar4iaMseOLUyHBdDtdzTMSocPw0qawWmYJlWBwNFRq+qkVi2oZTkLKvqAi/pjt21baLvqW1H4qLVFo+/DhxCXHgJP3QiUiOxo/X0ox7lGymf+3DUyZ1uNGnCw2a+4XtiP3xer1dpGjoRhq4pD1apYVpuk0TdPXgU43wdFlIbeb88e+OFed7gHha9ICy/JyfDIMYInF20IepotU3h6QlGHa2BpiYtLsNa579sH/yknEfV3PgbUFIsyXr0K/94Xw5Cr3dAivNjaiuFKJuaYcXSEPAFJON89T6HA3IAbFSrA5hq/QHQ0eT6fqPcamzdD60szARi7HgoZsDGGhCrAzwyis9+ig4Lgx/Kb4epVytXWL9Co5hy5fiVdulq4IeS0Heng8mWY/GAEt8/a0WKulpw/BiAI4DygKyBGEq5aLTpov0lOCsW4pGzNk1Ex5Df3AmrhctKC0rXe7LivSoECCpzME4iwvEpyso3+Du8Rx+6IVXUF4cPITSPz6nzyZiOAhzsvkIgDx/++INk++08zBvIrAxeX1MgnZ+eQ/WMx1nJ06xZsEuqy/GRYpnZcGl0hy1oEn+HDIc+Tg+SZ0osrVzTbo55Yc4Pc3Htioz05n5ZxPT2hXIFY8r04lVnmKAsLC7A2S8PaUqndFObiYlqkEqIfUNDVbZRYOpht27KPt2sHp0p241S976lTR3v/c+dgypN2LL9RgosXDR933jyokbGFwuPacOpU9vE8eaBX2GZ6BayhUCHd17iy/wlHKcO0DkcB0YJVx/ccddyOEWJAIdzw8Oz/v3795f8YogFRMb+AqNAYVm47wzxmUFOz/qUGLi6wcNR1DlCehT9c5kmSHU8yXI03V7oaHr0SFwezr1VnS0xZjh9/GW1U+DpNzddQqpThQyoU4OOV7S3855/GTNg0ukwtSnsW0m+sF3V+qkgdtjJg2JtP8f+qDBwIMV0GcDC5BKU59q6nYxQTJ4JCIdCxnSlhmzIfIrLwAijsdfutrFxtxiQGMmlzAVJzWJZ69VLwr003VnRap+nMi5g19r7Cn/vj5+Ptrd62aBHUvzOTlpu6cPSoCRN3dDQpVBrA3cscd54Q4hEvvWx9b/WmhkqDpNkHoEULWBc+gHW1p2ndoFTDzR8+zNFogCZCtdxBpuWoVSu4UvlLrtTsRdOm0v3u3oWdyRU499hHTdAsXRp+LzaX3/NN11olWW1wMzN0F1/STng49K1zhan0oXGtJFbfKsLq51UkhVONcXNKx0aaM9r2cqU8h7h74hGev32P592T/PCDcfPfuBEUoteL3vwwqrm7ou4p8fKClf/bwErrtgwYoL2fFJ81yn7Mpb+FYJTw/G8nN8vrxsoKFBEFSMSOBOxJfPHhbA8DBsDz5wr+ni+HSn8qyGYj0JumXxc1agDOayE8COw+02h3cwMUD8AlSSNLrqrWQutbrK5NRofmpWxZePHvcsibFxeXwhrtq1YrwCkUhgwH12/U2jZtgsPP+8HeCL68l6OkQSaurqLglJaGhlevjjk/ewbnFVV4etaNAjlKE4SHQ7jLfgiMBy2R1HnzQpPQs/g+v0ChQm00T9CjiahUCfZ3nE2ubf/iO1DMDOjiAi7298X7QEIAhWx/XSuzNBISJDYnQzQgFhais5KJwoujI0z5KQ62/M766K9pvLUnAKNXwPffS/eJj4e9KTWJuniX4G2iKdIk3NzED+oVwqVV5ScNwTMH3t5wdNoRgvs0xOO3I8DLeH8TUvxPmaqg3p+iVOo7yojkNCbSrr2CMgcmElbcmf3mVXBcv4iANt8AH4BQExFBGDd4iA9BzVO59eH47Eq+PMp8vMjCC+iNGJo4IZ1h26rBsOHY20vYJAypLC3x0C1bFkbkW4qjEEexYl9qtLdvD4sSYuEbBdcaZ0UyAmK6kOHbWpAYVYJyv2s6inbpAl2G9oEWfSBQU3gBtGpAtmyBKTF94QDUvy8tvFx6EcwDqpG2Ip46bbI9eI8fhzPPm8GFAtSLQqOw444d0PLIzwD8vBYGDZKYl44NqlQpWNVtkxgrXl1CeNGDuztUKKeERUfAwnDH2c6doePeL7C/fxVFKx0VGPWh4oSakADRcZ6QnI5HTHbmZp1k2o6iooDcOk8FMVKo4Rrx3mr/bw7hxRhBQKGA3LlxeXSVhrkvwf0oIiKMc0Tp1AnmzEjj4mUzZszQ/YasUECpWi7AE7hzG8JCdZ6vC1tbaGq1UXSgLWPyZQymaVPgn32QnEyzrq6wfiR07AvYv/nBX5WIiHc9AxkZg5CFF2DNDgeuMIgXC8IYUk+9WCNARAEBOAh5Hkt/YoYILxKUKgWlSm8U671EaAovggACZiChyEhOhjnHiwHFyNivPcpFJ69Q5LDqDxV5xE4CBqRyR0WGWLkSxkX9CFGw84qm8KKarVZCbjIMX18xYuXFiyyt2bZtsOzKN3DPnq+OQ8mSOvoHB4v2g6gog2uL2NkBfs5wSkJlYKAJ5sIFmBo9ijsXHWj9j3jNlmtER91f54o+B3pxcQEPD/KlnmV8qcfw4AGVqmn/8lU///t3xLICBw7AZ9N/grThfD1KzAKtj/R0uOldkRuX0xhZcTsl9kyGL/XXKVLF0hIOH7ckJUXzNyZJ5neTGXb8KpE7CxfCqFGm9zeW8HCMSkH8nrD9Qi4eviyb4eYk+4/IvL/Iwgswd74V6/gZVkKPOIkHq46HZkYGvLByI+mpOY7Ze2kWR47AA2UjOB1E3WSJa+tI8R8WBqXNjoG/P9bWuTS6ZRIfl12nx9B5A1qFl+7dof6SjlCtGnnzdpHs6uMj8Og5PHxqgWBE5Gzu3DCwwmE8Tm+jfP1ham0xMRCb4gPxbnhJfJZZZO7IDx5kFfw7dw7+jBZrmtS+aYDwAuKmGBjIvXtw+XERsLEh4gHa0/z7+YmqDJUFr1kDQ7dOBqWSYYuhjQ5lUEwMzL4haivCT2iJajIAIXc4Dvev0DVfJB6KA1Beu/Di6Ag/dLhNwPwxFOz+PRBEejo8TxG1jYZaSs+ehRIbJgPQgZP8q/jNpLkrFAYKLiDeAP7+cP06Dx5A+z+aQXJRaoyF774zcuDPPxf/3hbh4eL9JZU6+z3m+InsH3L/Dk+AAO0ny8i8Qz4cj6w3iK1d9g/WWLeXKVPA8dRevOf/yrp1mu3jxkFTVtF0Rh3pJJ86QqV//BGO2FbjSL8lGqYbV1c4PWEL1wlj/h/GO+1GRsLYB10YcLQ1Gzeqt+XLB7Vt91E79LpWU0b79goGM4Fxn59QS/3etCnMyTWcOTWXSCa9DAiAXzuc4dvkUVSuqJ6Q5fffIfjsWoKXjGfnTh2TzxRedIZoaee+RRA7qcZf/1qQkADr1kGt4+OotX+EWgSTBn5+Yk4eldw4sbFwKT6AS4lBetOXqJZpuH9XSWAgtA/eT3uvrQZHEe/cCc4ndpBrxTSmnddfFVGhgJ9GK+jGHMq7iOFVtrYQ7vKIcKtbapowXRQoAOZm4vd1NsqAao6vgWfPYKNbe37bkJudO2HntUB2ZlTlgnRQ4PtF4cLEZDhwYMvL36YJvjrvAtXEg5H33nw1axkZU5E1L8DXX0PLjZ2xa9EAT88WGu03IhXEUwTuuFEo42XCrZfYqURAmuDvmxUxpFN7IdFgbg5FCgtAJJjFkDNT2dixsPbZRpjlw8LW6v4yILpdfH9aXKvlHqifo9CxtnEzGfSdJfw8DooqwCI7NKhUKSjl+h8USgDf1tKd3d2ziwUaET6byZBZoWzhFFEN8nHrgfgddOwItRd1hly5CKitmVhPlZETbPmTnTAXivUyfNy1kQW5QT+SRyYzdLLoHWhpCU4WYpJBKyvdPg0+PnBg2knC+9TBY+w+FPnzUabCTDEDW/3aBs0hKAji00SV1Okn/uBrwKbo5ydO9KZYUqF0abjaZbzo3PSNYZKAjQ10a5uA64JpFHcy1d5nHIcPQ4Oz4nfZev1bGfK10WZiSZYQA/MButOobRprNurp9B5QrhzsaDSFYmtH4tpuPeCtr4uMzDtB1rwA5ctDc5cd1As4ryaMZNK9jwXFOE2x7+truLYEBkJ1z3M08TqAn59m344dYTxDGN/sqJqpB8Q9y2t8f2wf3aJtWxMmnpnqViJkOTISjqSX4MhdP0mhyl3l5dmUCs2AuBvrCxuRIvN1P4fTS4EC0NJ1Gy1Dj+us0Hw72oozFOVxnE1WuLOHBxS0i6Sgyz29UQeZViMQ9/MSJeCH0EX8kG+FzlwtQ+eFM4DJ/PiHR9bH06YNxDbqSGyN5nTtqntchQLKN/PBkycorhleGFKVkBAI90+iLpuoZLbfsE7m5uKNelOlHpQJ/iN//OtIe/vVzLldm7oP5jF7ttGXMApVzV1qikDi+GkkOngbVNLgXePjr/5eGBP7YWheHB2h+q/1cfW1k+sFybzXyJqXTGxtTVKd1K8P9T/7TfTGrHlYo71ZM4CfoW5usC+t1mZjA48TRGnJJL+VTK2FCflWQkNhVfcteMwaQ9Dw3ajKsY8eQWxaMDxzJ0DKTycTb29p4UXfxvhSckqPfoKFSvrWZs2g2dihojRRXLvTiq+vAktSyeWUSHx8Ds2NAer5ypXhm7zrCBFuULRoP0JDoXT4v+KTu5h2vwi/QHMuXoPkVHNiYnIojQw1C+TKJWbqvXZN/LeRQoSZGVw9l8pG12m0vL2MkXe7MvJX+OYb3f0ygsO4fyEe64do5BsyGIWCmLASbDlbF15AAUOLOppIUBB81+o6eZb+RNFu47G7lA6KF2BCCbK3TdmyUMr1Oseei/e3b64PoDBjJuHhom+XjMx7jKx5yURHxFDDehl0Zwbda1yTLFSIk5NkjSA1JDY3Jyfwd0+iMGcI8dVMcztjBnRKmU2nRbV5LJHC/9JjD7ZSiyXr7DSSb/35JwieXghjx1GwoGZfe3toUjOBisI+Ahxj1NpGj4Y8UbvJM6M/587pWJO3N0RHq/m8pKdDitKSlAwLrTWGmgwKx4Xn2FYtLX2OHkFg7FhIrlKX2/V6ULSozlMlqVQJfml2iJ5JE9X8UPTRb4A58x16sLPrQkkNnUEoFGJa3qtX1Y8Zg4sL6V5+JOJAotKOtDTdp2/fDra7NhC0aSZ//JFjLsaiWivgDWNhAWPGKOjEvxQx03Ujvn+0agVHByx5mZJPweK5ptiUZWRktCFrXhADAmLM/XjxyB6PeDRS3n/dKwMG9YT/LQSbcM0LODsj7Y2rGysruLvssJjp7tvrgLpjyt69sCSjHRyDUYnq2WUBvhntzEa2wiSo8a1mu15UKyVrVIzUzdGj0GbLH0TH2/H1MFGgAPjhB5hw5Qxcgd3NkMw6m6y0IhYbyBCVRu5G+n/a2AC5Q+HMmaxjd+9CZEwReOhDgccGfBYFCoh2u7i47CKVeqhfHwg5ANZmYN0uu8EI7UlsLBxwaMnVHQ5Efwu7t4yC1FT6LYHWWlyEpHAM96Hgo3Nga4enp+5Kut7ekKYUf+qRkaLS5/fdTeFBCWqth4YNDR+3VG1XHqz04ZprGUqOWWN4R1MJCREl7bNnMbr0+rumSJF3PQMZmY8WWXgBZs2Cfic3wElY2ARN/xN9m5OJwgvwSqYfV7fsh/nz5xIbtiGh0iAKLypVEEuVgg52/0FYGO7uRSW72tpCZJzYX6VAs0GEhJkRuuMm/oFmJCUFGS28AKIH8sqVWf9cuhQGnZsG52DFXmjeXE//zPCey5dFD1ZDBRB/f7Uss2fPwvorzSE9jbon1aM1pLhxAxrs+xYAq8kCqamiJiM62rDhM6lW25JzBwqTUrAi1l/s03luWBjk8Y2nQNR2Khapwb17Tkw9XRkA+4PGCS+t//uctXTA8nkaMW/j6WFmBkWKEHf0MivNPoe0doTuFU1/7z2lS+s/R0ZGxiQ+sFeZN4OqI62xxeYSEuDzhU2onbiSgf01bSAtW4ID8Tj07iRp+snSeDx7ptE0aRJcsS7Mle/+kXQGbtwYhjlPYVLNDaYE7RBv48lF8rN1q3rNlw4d4F+PAfzb+D+tZpXAQLC1SieC8/h6ZBd8Cg2FKrZHqeJ/Xavj7IwZcKNIc/bUGUeAShqJv/+GyldmU3ntQA5rug+pExYmSmym1lfKlw8lCm7vu8OMGeCzezE+6+awYoUB42ZVRYSTJ+H7i+34/mpnjhlQyy4iAizMxfskNdV0J85B5ztShNPkO75A77l2dnBlx31W0Yyvih83eUwASzcn0rAiCXvOnn2lSxlMRpHi7D1sRZeldemSPIM5c97OuK/MS+eidMyJT/gwHHZlZD4UZM0L4n7U0O8UTqmPCQnREbIq4SNgZQX/nQgBQnhxOI2c8mByMiTiANoqN2dKHRLCS65ckMvsOnjHSpZFadECWoz7B8LLgmcDtbYdO+DSi65wqARtn0lbhToO9GQ1F2EU3OmKmiChbb2ZODtD4o4jKCpVhE7nANGxpls36Da5EzRoAEV/1do/pwYDxPDtfQnFIUG/TLLsRgnOMJrH/0tn9irxJXeI/wJwdiFPHv2qhPHT7PlJkUDSN3a0agUPU8UPSF9OsbTQvNyctYv4oxmUKG18EThra/hpUDy5xvel2JQuFD48W1S79NOV2EaTEw/9OUswCOLnpjdRcO7c4s164QIlOlXnSKtJcOwYuXosNmrcipUUnFp6mfIcxMbmf0b1NYWnTyFg7mRepH54j6ozZ6Doy/TYboWUPNX8icvIyJjIh/dEeANUrQpVm/4lOpnU0hReuvaw5AjnYLA/x5qoZ361sgIbqwySU82Ji9E0PQQFChTkPPj5YW6uKUEsWufIPsUMnv1Skt9rmOC34uoqKfgsXAjzEsfDOqjxUFp4CQjMFk7u3cshvBhgRlFk1pu5eRNJr2BdBATAPt3mDl1MXRPEAb6H1TA5UTQjVA6aKUqihfQLL46OkCSIXrd37kCwTTSYmWFv76W1j1IJLkO7k5TWm4IdUzl32ZwaNWBtmTGQlkahOiMNmvu3Y51gzgaINd35tVJVC/bszaAop3n8uIR+4cXCQsw+eOECTk5Q2vs22J03OoFqz57Qy2yXmIQl4s0LL25u4OQo8OJlVP0fNgPI22XSGx/3daCqeXz2XFZyy8i8TuRfVCZOTlr9Vm7dNuMCBblwz0VyT7+24iwxOHNqsWbs6LRpcI7CnBu1SlKA2LlLwUyhO8tO5pb2e9AnRHh5mZZrBahQATp6beK7gmvx0r5na8fHR/SejcxR48YQ/5GAAFFiUuH77yG1aGlSv+xFHYn6l6qE5c2WuzOjjgGDI2iKFwdfxziaWm/gh+8FblbqyM2GfcSielowM4NAf9Hkc/2mOUqluIzPch3nM59javljdKJQQLFiYhVLE+v19O0Lz0dM4cS3KyhRwsBOERFw/rze6CRdKBRAjx7wzz+mX8TI8T5rbE4T83VMtB9OF6uFVK/+VoZ+ZYKD4cuuShzsMlhsnIJLRkZGD7LmJRMdTre2tgIOxL8Mc9G03/iH2wJxEK/DaVfLpqrqq5LTVHL2LDzMqA5XAqmordZPrlwIJ0+RkiMfy5dfQo3l3aFBA3x9P5Mcu1UraLX6X1H4CWuUdfzXX2HFw9Xwlyfz2qA9db1CIT6hVZOfqbZpISMDhh1syN3nfnj2SWPSNPEzNTcHc0U6WAh6xepu3aDZie8pGviMwCIzdJ8sQdmycH/hHmjUCAreMrhfvYYWFJ66jPDqYaSmljC8Tk9OKlQQJduaNU0KWXZ3B0YOMPj82Fjoe+U7Dp6yoXArJf8F8MGkrJ8z1wzuThOrb+rLQPieMftPM2bO/vACpWRk3nfkn1QmmblaJN6E169IIR4n4uf9J53fI7MAkAnOo716wYlCnYhsPogyZdTbxoyB2mkbqP1HE0ln39u3IWjeCGyunuHLHEWpy5WDdtYraFfsou7nvYTvya1bcCS1OEfuB+gsln3+PAxMGUOzpa2yCuguWAAtoybTcm17Ll2S7mduDtN35mMBHVi/zjTNQ4UK0LhWEkHXtmfvwUZoMRQKsqNBjhwxuO+k38xYmmc4o/P8my24mKA9ESpXYf2zcpRe9wO/32v8xp1fHRxg9ZV8XBdys3mTwNHoQI4lReRUfr2/ZIYXaUse9B4jCy4yMq8f+WcFpKZC/ZmNqKDcS9dO6ZonGJIxVqEQU9Ma2Tc4GIqHxRGScA5rIzOHurjAnRhnUrHmwX2J8vWGbKohIaIUlDPLnQFERcGkm81YFV2OgwfFY2fPwvL4eiy/WkS67MBLAvzETejBIzPT96OiRcXIn7g4ZsyAwOP/EbhiIps3G9jf21tM43rokPhvQzURRYvCiROAGG12J8mDO8leRkWqtZpeic9Yz7EXhehztS+7dxve1xTMzaFsOQXWJJOUbE6ZZQMpfWMxM2e+2XFfF0L1GqRjTnp8klpSRBkZmU8TWXhBrFm39ZwPB6nA6dPGv0VfvmHJEocv+G1loEah4z9mQA/+oMf8cto3Nz8/yXTczZvDMPOxDKtzVDKPmpMTBHq9oBBnCfNONHregFi/JC2N1Ku3sg79/jsI/gEII0bq9KeIiMj+/2uXjdtRZv9pznmr4jz98Y+sN9Pjx2H246bMvlgxpzJImmLFxP+ePUt8PNxN9eFuortxVR6qVWP/6id0vTiAQafbcfKkAX1KlRJjpNPTWbYMgrb9SdDOeUb5NRQr+fYttvP+MSe2ZE22VR/71sd+Va65lsaSdCxJp0aNdz0bGRmZd43s84L4wu1kn8HzeDNSXuhQA2h5M58/H8bGz4ZNUOA8+Ppmt23cqGADPWA3jE5BozgjoFV4adkSWnb8ERo6gYtmwiuFAm7vjISCRaD3fqBCVltSEqQpHSHZGocclbBV6flPGTYRyYOigcQnIl3+QAu+vrB+4hUKDaxFwPCVQEm++w76rKgCtWvjWep7rX3LVzKHCODq+axj69bBj/eGwT3YfFEidDsHyrz5OW1Tnq1jMniYD3wtH4OlBTY2hiW9EQTo93AoU29lJ+grdll/ojlKlYIXL4g5fJnMEHFjadwYpk+Ixyv2Gi38DlG7thHlrU3E1xeoUZGA2evoU6g8REVRtqwpFUHfPtcis2/gGzfe4URkZGTeC2TNy0tubLpKKpacn39ao23xMnMmMJgJa/JJWld8fLL/39hMqYIAZzIKsvF5WTas1JNkRIqgIPG/OZ7oPXuCS8wtXEb2U82ppsHjJHtuEUJKmrn6JQwJlVZAg+4BBJrdR3FKVFm4uECAZTQBTrH6nVkLFBALWprIzLmWlEg+wNDNVfD3h/slG3O/1UDq1TOsv0IBx58aUdzoJWN3lCE313CtVBBLS2jhu58WufYREmL4NQoUgHtnn3OSEgy935t8+Yyehmk0akTe54eZajmQqX4TjMqu+y6pWhVCAsQwqdGj3+1cZGRk3j2y8PIS1xBXLElHyjN29t+WfMsEvl1cRFJ4qVwZJhZfyII8P2qkLZ/6m5JTFOXUyDVaHWfLj6lPAzbyzSCJr0OfEOHgIGpuVAv9GUGRogrszF5QyfOSTudcrdjZieYb1ZwthjqwFikiZvJ6+aE2aQJ/BYzgr2rz1UxS2lANmd26yTRHiMbNReWjC8+ZWfJPatbU3ycFa24g5mhJSoJlJX9hWYmfDeqrht7kLG+AMmXAywvlyVM8Tf9wInfs7eHUOUsuX4ZOnd71bGRkZN41svCSiY+PaDMxyNlCnSJFYED107RTztfI9REaCkU5Q9Gg51hIGOkUCgj0Ezfem3fNpf1m9TmS5s0LV66oHSpUCOpY7KBOnps6KyD37w+xvb5nr2PDLHPJ7t3we0Jnfj9aWrqkQU6qVhU7qQotBji/3gmrxsLExgzs/BRBEGWgLm5r6FLgCP7++ofNmxe6NI1hOj2Z3ty4DLWZfPkl3Ju5jue48VXqNIPy3TRqBGYKJVXM9uHjlqq/gy7u3n2rdpCUdHOm5p9BXq7Q6faotzbu68DZWfzOZWRkZGThJRMzMzFs+M4djaaffkhlFU1Y9c1+7T4hYWFivpMUbXUAtNP5CwuGWv7CPy02qEXefPEFeKfewXtoFw1H4Ezu3oUBT76j4ebe/KqSjX/gQNjs2ILNX6zQ6Ttibw8W5UuLieZeDrJsGfSJHU2fTfUNCqV9WPozfr/XmIaV4zhzBtYmVGfttfxSiX/V6DGnGO1ZyKSF3pw/r/tcKRQK+GulCz1LHiP3+t9MCll2dQW/zi+zKuub8EuKF4dH+6+xW1mZxhYbTE40B4j3nLYCUm8Ac3OYeO0zrhPO5sRK3Lr11oaWkZGReW28MeFl+vTpBAcHY2NjQ5kyZTh69OibGuq1cPs2/GP1JT9tLMGRI+ptFcum04Q1NCkVpdXxlcKFxexrOZObGLCxDfnWjLElVtJKsQwrq+zjsbHwCG8exdtpDSe2tITJZ2uwIaEKK5bkSJ1q6KZau7a4q61da9j5OeizvBJ9+J0N+51p2hQaP5hJ41WdteZ5yaReg+wPM2toUwSB7t3ZszGR705+zncnmnPxopH9ra3F6KEdOww6XaEA93J5oHx5MaOfIHwwCd8sLKBVO1ECd1M8Z/v2dzwhGRkZGRN4I8LL0qVLGTBgACNGjODkyZMUKVKEOnXq8EgqD8p7wpEj0PnKUIafa8GuXSZcoGBBErDnyOoHaiHRFy/CAcpz4JqX7lQqxYuL+UZUNm8vLwjmJsHucVqFJh8fyJ9bNF14Kx6bpgRwc4Pq1cmY+zdnTgt07gwLXHqzoPnKLH9gXXTuIt5G5qTz5LHhSVuaN4deta+xl0oMrXeatDR4obTmRYaVcbk82rfnkHtDxqUOZNzZBurlAgylWDHIk0f/eZkoFPDdd6w/6EqV9d9QfM9kNmwwYdx3wI8/QpuWGeQr60JtHXVIZWRkZN5bhDdA6dKlhV69emX9OyMjQ/D19RXGjRunt29sbKwACLGxsW9ialo5flwQRMlBEFq1zMg5KbFh2TKt/X/6SRAUZAggCNOnZx+vVzcj67rPnumYwNatggCC8shRISlJ5bilpfoFJViyRBDO5G0hCHXqqDe4uAjCL7/o7Jt1jaGnhXxcFMzNMoQlSwRB8PUVhFGjDOqrVApC2+bJwlGXWsL2ogOFsQ5jhLGVNwl37hjQOS1NEHLnFoQKFYQfvk3L+qy2bjVo6CyWDT8nBHFTAEFYu9a4viajVApziv+RNec//3xL48rIyMi8h7zN/fu1a15SU1M5ceIENVVCL8zMzKhZsyaHMjOZqpCSkkJcXJza37ugSBEY0uE+G6jPnMK/w/79cOgQw/53HwdvO9bQiPvPbLRqNurWBeGlIivwyjaxQvWhQ1gnPqcpK/VPoFo1lGHhjGl0GCdHJQ3KPYUDBzCkil6rVlD4pxawZQv06QObNqFQgCLmOZ/91VQqhYwGFy0Kc5n8ZCjNODpuO8aki1UoYOEKa0qt+o4a12cxNOF7hpbeoTdPCyDaMf75R8xQN3cuwUjUSTKAfJ8X5KmtP15u6RoRX28MhYLQER2wVoh+TrlyvaVxZWRkZD51Xrc0dP/+fQEQDh48qHZ80KBBQunSpTXOHzFihABo/L1tzYsgCKIKoXXrbBUMCP2YlPVPO+s0IS1Ne9fP6qcJDuaJQjJWWf1vEyDM5gvByiJdSEzUPXzbes+yxqrO9ux5zJ9v2Px/+UUQHB0FAQQbkrK6R0Xp75qWJgjt24paoms+FcWOM2YYNq4qly8LwldfCcKePcb1O35ceFKzldCfiQIIwtGjxg/9/LkgJCcb3+9VSEgQhB9/FP+03RsyMjIynwJvU/OiEIRXCZXQJCoqCj8/Pw4ePEi5cuWyjg8ePJg9e/ZwJIc3bEpKCikqETpxcXEEBAQQGxuLk1RO/LdBVJRYpDEjg59meDBvtSvW1tB3oCU9emp3zHzxQswS27LqI4iJEYsmASt3uXIn3Zd+/XU7dd68CRPGCxw/nEbRPC/488coUa2RN6/hDqEZGXD/PjVbe3AnyoK2nSwZOcqwvoIAp0+/zLqfkCCGIr1lR9RRI5UImDF8uFzQTkZGRuZDIi4uDmdn57eyf7924SU1NRU7OztWrFhBkyZNso536tSJmJgY1qxZo7P/21y8jIyMjIyMzOvhbe7fr/3d1srKihIlSrBDJexUqVSyY8cONU2MjIyMjIyMjIwpvJHCjAMGDKBTp06ULFmS0qVL89tvv5GYmEiXLl3exHAyMjIyMjIynxBvRHhp1aoVjx8/Zvjw4URHR1O0aFE2b96Mt7f3mxhORkZGRkZG5hPitfu8vCqyz4uMjIyMjMyHxwft8yIjIyMjIyMj8yaRhRcZGRkZGRmZDwpZeJGRkZGRkZH5oJCFFxkZGRkZGZkPCll4kZGRkZGRkfmgkIUXGRkZGRkZmQ8KWXiRkZGRkZGR+aCQhRcZGRkZGRmZDwpZeJGRkZGRkZH5oHgj5QFehcyEv3Fxce94JjIyMjIyMjKGkrlvv43E/e+d8BIfHw9AQEDAO56JjIyMjIyMjLHEx8fj7Oz8Rsd472obKZVKoqKicHR0RKFQvNZrx8XFERAQwN27dz/6uknyWj9O5LV+nMhr/Tj5FNd68eJF8ubNi5nZm/VKee80L2ZmZvj7+7/RMZycnD76GykTea0fJ/JaP07ktX6cfEpr9fPze+OCC8gOuzIyMjIyMjIfGLLwIiMjIyMjI/NB8UkJL9bW1owYMQJra+t3PZU3jrzWjxN5rR8n8lo/TuS1vjneO4ddGRkZGRkZGRldfFKaFxkZGRkZGZkPH1l4kZGRkZGRkfmgkIUXGRkZGRkZmQ8KWXiRkZGRkZGR+aD4ZISX6dOnExwcjI2NDWXKlOHo0aPvekpGM27cOEqVKoWjoyNeXl40adKEK1euqJ2TnJxMr169cHd3x8HBgebNm/Pw4UO1c+7cuUODBg2ws7PDy8uLQYMGkZ6e/jaXYhTjx49HoVDQr1+/rGMf2zrv379P+/btcXd3x9bWlkKFCnH8+PGsdkEQGD58OLly5cLW1paaNWty7do1tWs8e/aMdu3a4eTkhIuLC127diUhIeFtL0UnGRkZDBs2jJCQEGxtbQkLC+Onn35Sq4Xyoa517969fPbZZ/j6+qJQKFi9erVa++ta19mzZ6lUqRI2NjYEBATw888/v+mlaaBrrWlpaQwZMoRChQphb2+Pr68vHTt2JCoqSu0aH8Nac9K9e3cUCgW//fab2vGPaa2XLl2iUaNGODs7Y29vT6lSpbhz505W+1t7NgufAEuWLBGsrKyEv/76S7hw4YLw5ZdfCi4uLsLDhw/f9dSMok6dOsK8efOE8+fPC6dPnxbq168vBAYGCgkJCVnndO/eXQgICBB27NghHD9+XChbtqxQvnz5rPb09HShYMGCQs2aNYVTp04JGzduFDw8PIShQ4e+iyXp5ejRo0JwcLBQuHBh4euvv846/jGt89mzZ0JQUJDQuXNn4ciRI0JkZKSwZcsW4fr161nnjB8/XnB2dhZWr14tnDlzRmjUqJEQEhIivHjxIuucunXrCkWKFBEOHz4s7Nu3T8idO7fQpk2bd7EkrYwZM0Zwd3cX1q9fL9y8eVNYvny54ODgIEyZMiXrnA91rRs3bhS+//57YeXKlQIgrFq1Sq39dawrNjZW8Pb2Ftq1ayecP39eWLx4sWBrayvMmjXrbS1TEATda42JiRFq1qwpLF26VLh8+bJw6NAhoXTp0kKJEiXUrvExrFWVlStXCkWKFBF8fX2FyZMnq7V9LGu9fv264ObmJgwaNEg4efKkcP36dWHNmjVqe+nbejZ/EsJL6dKlhV69emX9OyMjQ/D19RXGjRv3Dmf16jx69EgAhD179giCID40LC0theXLl2edc+nSJQEQDh06JAiCeHOamZkJ0dHRWefMmDFDcHJyElJSUt7uAvQQHx8vhIeHC9u2bROqVKmSJbx8bOscMmSIULFiRa3tSqVS8PHxEX755ZesYzExMYK1tbWwePFiQRAE4eLFiwIgHDt2LOucTZs2CQqFQrh///6bm7yRNGjQQPjf//6ndqxZs2ZCu3btBEH4eNaa88H/utb1xx9/CK6urmr38JAhQ4S8efO+4RVpR9eGnsnRo0cFQLh9+7YgCB/fWu/duyf4+fkJ58+fF4KCgtSEl49pra1atRLat2+vtc/bfDZ/9Gaj1NRUTpw4Qc2aNbOOmZmZUbNmTQ4dOvQOZ/bqxMbGAuDm5gbAiRMnSEtLU1trvnz5CAwMzFrroUOHKFSoEN7e3lnn1KlTh7i4OC5cuPAWZ6+fXr160aBBA7X1wMe3zrVr11KyZElatGiBl5cXxYoVY86cOVntN2/eJDo6Wm29zs7OlClTRm29Li4ulCxZMuucmjVrYmZmxpEjR97eYvRQvnx5duzYwdWrVwE4c+YM+/fvp169esDHtVZVXte6Dh06ROXKlbGysso6p06dOly5coXnz5+/pdUYT2xsLAqFAhcXF+DjWqtSqaRDhw4MGjSIiIgIjfaPZa1KpZINGzaQJ08e6tSpg5eXF2XKlFEzLb3NZ/NHL7w8efKEjIwMtQ8KwNvbm+jo6Hc0q1dHqVTSr18/KlSoQMGCBQGIjo7Gysoq6wGRiepao6OjJT+LzLb3hSVLlnDy5EnGjRun0fYxrRMgMjKSGTNmEB4ezpYtW+jRowd9+/bln3/+AbLnq+sejo6OxsvLS63dwsICNze392q93377La1btyZfvnxYWlpSrFgx+vXrR7t27YCPa62qvK51fUj3dSbJyckMGTKENm3aZBUn/JjWOmHCBCwsLOjbt69k+8ey1kePHpGQkMD48eOpW7cuW7dupWnTpjRr1ow9e/YAb/fZ/N5VlZYxjF69enH+/Hn279//rqfy2rl79y5ff/0127Ztw8bG5l1P542jVCopWbIkY8eOBaBYsWKcP3+emTNn0qlTp3c8u9fLsmXLWLhwIYsWLSIiIoLTp0/Tr18/fH19P7q1yojOuy1btkQQBGbMmPGup/PaOXHiBFOmTOHkyZMoFIp3PZ03ilKpBKBx48b0798fgKJFi3Lw4EFmzpxJlSpV3up8PnrNi4eHB+bm5hrezg8fPsTHx+cdzerV6N27N+vXr2fXrl34+/tnHffx8SE1NZWYmBi181XX6uPjI/lZZLa9D5w4cYJHjx5RvHhxLCwssLCwYM+ePUydOhULCwu8vb0/inVmkitXLgoUKKB2LH/+/Fke/Jnz1XUP+/j48OjRI7X29PR0nj179l6td9CgQVnal0KFCtGhQwf69++fpWH7mNaqyuta14d0X2cKLrdv32bbtm1ZWhf4eNa6b98+Hj16RGBgYNaz6vbt2wwcOJDg4GDg41mrh4cHFhYWep9Vb+vZ/NELL1ZWVpQoUYIdO3ZkHVMqlezYsYNy5cq9w5kZjyAI9O7dm1WrVrFz505CQkLU2kuUKIGlpaXaWq9cucKdO3ey1lquXDnOnTun9mPKfLDkvCnfFTVq1ODcuXOcPn06669kyZK0a9cu6/8/hnVmUqFCBY2Q96tXrxIUFARASEgIPj4+auuNi4vjyJEjauuNiYnhxIkTWefs3LkTpVJJmTJl3sIqDCMpKQkzM/XHjrm5edZb3ce0VlVe17rKlSvH3r17SUtLyzpn27Zt5M2bF1dX17e0Gv1kCi7Xrl1j+/btuLu7q7V/LGvt0KEDZ8+eVXtW+fr6MmjQILZs2QJ8PGu1srKiVKlSOp9Vb3UPMti19wNmyZIlgrW1tfD3338LFy9eFLp16ya4uLioeTt/CPTo0UNwdnYWdu/eLTx48CDrLykpKeuc7t27C4GBgcLOnTuF48ePC+XKlRPKlSuX1Z4Zpla7dm3h9OnTwubNmwVPT8/3MoRYFdVoI0H4uNZ59OhRwcLCQhgzZoxw7do1YeHChYKdnZ2wYMGCrHPGjx8vuLi4CGvWrBHOnj0rNG7cWDLMtlixYsKRI0eE/fv3C+Hh4e88fDgnnTp1Evz8/LJCpVeuXCl4eHgIgwcPzjrnQ11rfHy8cOrUKeHUqVMCIEyaNEk4depUVoTN61hXTEyM4O3tLXTo0EE4f/68sGTJEsHOzu6th9TqWmtqaqrQqFEjwd/fXzh9+rTas0o1muRjWKsUOaONBOHjWevKlSsFS0tLYfbs2cK1a9eEadOmCebm5sK+ffuyrvG2ns2fhPAiCIIwbdo0ITAwULCyshJKly4tHD58+F1PyWgAyb958+ZlnfPixQuhZ8+egqurq2BnZyc0bdpUePDggdp1bt26JdSrV0+wtbUVPDw8hIEDBwppaWlveTXGkVN4+djWuW7dOqFgwYKCtbW1kC9fPmH27Nlq7UqlUhg2bJjg7e0tWFtbCzVq1BCuXLmids7Tp0+FNm3aCA4ODoKTk5PQpUsXIT4+/m0uQy9xcXHC119/LQQGBgo2NjZCaGio8P3336ttah/qWnft2iX5++zUqZMgCK9vXWfOnBEqVqwoWFtbC35+fsL48ePf1hKz0LXWmzdvan1W7dq1K+saH8NapZASXj6mtc6dO1fInTu3YGNjIxQpUkRYvXq12jXe1rNZIQgqqS1lZGRkZGRkZN5zPnqfFxkZGRkZGZmPC1l4kZGRkZGRkfmgkIUXGRkZGRkZmQ8KWXiRkZGRkZGR+aCQhRcZGRkZGRmZDwpZeJGRkZGRkZH5oJCFFxkZGRkZGZkPCll4kZGRkZGRkfmgkIUXGRkZGRkZmQ8KWXiRkZGRkZGR+aCQhRcZGRkZGRmZDwpZeJGRkZGRkZH5oPg/7tEiOkQRd6sAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "flatten = lambda x: list(map(lambda y: y[0], x))\n", "\n", "plt.plot(df['OPRICE'], linewidth=1, color='red', label='Expected')\n", "plt.plot(flatten(result), linewidth=2, color='blue', linestyle=':', label='Model Output')\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.6 ('rbc')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" }, "vscode": { "interpreter": { "hash": "5f6d90d93caeb78a4a9681525fbb2db5f2297ad8bb30f07a9c909230e9a71ac3" } } }, "nbformat": 4, "nbformat_minor": 4 }