{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Airlines Dataset: Divergence Applications\n", "\n", "In this example, we will demonstrate change point detection and clustering on the public Airlines data set." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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yearmonthdaydep_timesched_dep_timedep_delayarr_timesched_arr_timearr_delaycarrier...destair_timedistancehourminutetime_hourdateday_indexDayOfWeekMonth
0201311517.05152.0830.081911.0UA...IAH227.014005151/1/2013 5:002013-01-010TuesdayJanuary
1201311533.05294.0850.083020.0UA...IAH227.014165291/1/2013 5:002013-01-010TuesdayJanuary
..................................................................
3367742013930NaN1159NaNNaN1344NaNMQ...CLENaN419115930-09-2013 11:002013-09-30272MondaySeptember
3367752013930NaN840NaNNaN1020NaNMQ...RDUNaN43184030-09-2013 08:002013-09-30272MondaySeptember
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336776 rows × 23 columns

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" ], "text/plain": [ " year month day dep_time sched_dep_time dep_delay arr_time \\\n", "0 2013 1 1 517.0 515 2.0 830.0 \n", "1 2013 1 1 533.0 529 4.0 850.0 \n", "... ... ... ... ... ... ... ... \n", "336774 2013 9 30 NaN 1159 NaN NaN \n", "336775 2013 9 30 NaN 840 NaN NaN \n", "\n", " sched_arr_time arr_delay carrier ... dest air_time distance hour \\\n", "0 819 11.0 UA ... IAH 227.0 1400 5 \n", "1 830 20.0 UA ... IAH 227.0 1416 5 \n", "... ... ... ... ... ... ... ... ... \n", "336774 1344 NaN MQ ... CLE NaN 419 11 \n", "336775 1020 NaN MQ ... RDU NaN 431 8 \n", "\n", " minute time_hour date day_index DayOfWeek Month \n", "0 15 1/1/2013 5:00 2013-01-01 0 Tuesday January \n", "1 29 1/1/2013 5:00 2013-01-01 0 Tuesday January \n", "... ... ... ... ... ... ... \n", "336774 59 30-09-2013 11:00 2013-09-30 272 Monday September \n", "336775 40 30-09-2013 08:00 2013-09-30 272 Monday September \n", "\n", "[336776 rows x 23 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas\n", "pandas.options.display.max_rows=5 # restrict to 5 rows on display\n", "\n", "df = pandas.read_csv(\"https://raw.githubusercontent.com/Devvrat53/Flight-Delay-Prediction/master/Data/flight_data.csv\")\n", "df['date'] = pandas.to_datetime(df[['year', 'month', 'day']])\n", "df['day_index'] = (df['date'] - df['date'].min()).dt.days\n", "df['DayOfWeek'] = df['date'].dt.day_name()\n", "df['Month'] = df['date'].dt.month_name()\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Destination Airport\n", "\n", "Let's just look at how the `dest` feature changes from month to month. In this example, we will use total variation. Since `dest` is a categorical variable, it is natural to use a density estimator based approach to calculating statistical divergences such as total variation. We use the `calc_tv_mle` function for this, which computes maximum likelihood based density estimators using histograms, and subsequently feeds this into the formula for [total variation](https://en.wikipedia.org/wiki/Total_variation_distance_of_probability_measures)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Welcome to\n", " ____ __\n", " / __/__ ___ _____/ /__\n", " _\\ \\/ _ \\/ _ `/ __/ '_/\n", " /__ / .__/\\_,_/_/ /_/\\_\\ version 3.1.2\n", " /_/\n", "\n", "Using Python version 3.8.11 (default, Aug 6 2021 08:56:27)\n", "Spark context Web UI available at http://c02yn2epjg5j.corp.root.nasd.com:4040\n", "Spark context available as 'sc' (master = local[*], app id = local-1630586243406).\n", "SparkSession available as 'spark'.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" ] } ], "source": [ "import numpy\n", "\n", "from mvtk.supervisor.divergence import calc_tv_mle\n", "\n", "covariate = ['dest']\n", "max_likelihood_drift_series = []\n", "def encode(v, d={}):\n", " if not v in d:\n", " d[v] = len(d)\n", " return d[v]\n", "grouped = df.groupby('Month')\n", "batches = [g[1][covariate].values.reshape(-1, 1) for g in grouped]\n", "max_likelihood_drift_series = []\n", "for (month, _), new_batch, old_batch in zip(grouped, batches[1:], batches[:-1]):\n", " max_likelihood_drift_series.append(calc_tv_mle([old_batch], [new_batch]))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dest 105\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[covariate].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Density vs Variational\n", "\n", "Now let's compare these results to those produced by variational estimators. Variational estimation of statistical divergences is an elegant approach well suited for high dimensional floating point data. However, categorical data needs to be one hot encoded to be made compatible with the variational approach. Since `dest` has 105 unique values, this requires turning a one dimensional dataset into a 105 dimensional one. We can increase the batch size and number of epochs to try to compensate for this. As we shall see, this makes the problem complex enough that the variational estimates do not agree well with the histogram based ones." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import OneHotEncoder\n", "from mvtk.supervisor.divergence import calc_tv\n", "\n", "covariate = ['dest']\n", "\n", "encoder = OneHotEncoder(sparse=False)\n", "encoder.fit(df[covariate].values)\n", "\n", "variational_drift_series = []\n", "previous_ohc = None\n", "months = []\n", "for i, (month, group1) in enumerate(df.groupby('Month')):\n", " ohc = [encoder.transform(group1[covariate])]\n", " if previous_ohc is not None:\n", " variational_drift_series.append(calc_tv(ohc, previous_ohc, num_epochs=16, num_batches=32, batch_size=512))\n", " months.append(month)\n", " previous_ohc = ohc" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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iNyazAn5dwNYJyvIg60gDBC6amvikHACKjSb2nsnVNhghRKM1ZcoUfvvtN06durSR94IFC+jRowe9evWq9XmNRiMA/v7+2NvXcE/sFdTVeerLwoULef7551mwYEGDXdP6Pb5ePj4+ODk51cm5asvR0RFfX19Nrl0bkgwJURcSv4e4Wer9UXOgVchVn1JuMvPU8j18vzcNgPPF5RzOyAeDjTqzBLJUTlzCbFbYfjKn8ust1hlFIYT4k9tvvx1fX18WLVpUZby4uJgvv/ySKVOmkJ2dzX333UebNm1wcnKia9euLFu2rMrxgwcP5oknnmDGjBl4e3tz8803A5cub3vhhRdo3749Tk5OhIWF8dprr1FeXg6oS6beeOMN9u7di06nQ6fTVcb15/Ps37+fIUOG4OjoiJeXF9OmTaOwsLDy8UmTJjFq1CjeffddAgIC8PLy4vHHH6+8FsDSpUvp3bs3rq6u+Pv7c//995OZmVnr7+GmTZsoKSnhzTffpKioiM2bN1d53DrbNXfuXIKCgnBycmLs2LFVlt9Z433jjTfw9fXFzc2NRx55pErCc7nv8aZNm+jbty/29vYEBATw4osvUlFRAcCSJUtwcXHh2LFjled58sknad++PUVFRcClMzY6nY65c+dy++234+TkRGRkJNu2beP48eMMHjwYZ2dnYmJiOHHiROVzTpw4wciRI/Hz88PFxYU+ffrwyy+/VIn91KlTPPvss5V/t1D9MrnZs2cTHh6OnZ0dHTp04LPPPqvyuE6n49NPP2X06NE4OTkRERHBd999V9O/rmtyTcnQrFmzCA0NxcHBgaioKH7//fcrHr9p0yaioqJwcHAgLCyMOXPmXHLMzJkz6dChA46OjgQFBfHss89SWlp6LeEJ0bBykmH14+r9mCeg44irPsVYYeaJL3azZn8GtgYdwZ7qpzZxlk/8L+wbkiIKoqpjmYXkFF34Bbr1eLaG0QjRgikKGIu0uSlKjUK0sbFhwoQJLFq0COWi53z11VcYjUYeeOABSktLiYqK4ocffuDAgQNMmzaN8ePHEx9f9cO4xYsXY2Njw5YtW5g7d26113N1dWXRokUcOnSI//73v8ybN48PPlAbj48bN47nnnuOzp07k56eTnp6OuPGjbvkHMXFxdxyyy20atWKHTt28NVXX/HLL7/wxBNPVDluw4YNnDhxgg0bNrB48WIWLVpUJekzGo289dZb7N27l9WrV5OcnMykSZNq9H272Pz587nvvvuwtbXlvvvuY/78+Zccc/z4cVasWMH333/Pzz//TEJCAo8//niVY3799VcSExPZsGEDy5YtY9WqVbzxxhtVjvnz9zg1NZURI0bQp08f9u7dy+zZs5k/fz5///vfAZgwYQIjRozggQceoKKigp9//pm5c+fy+eef4+zsfNnX9NZbbzFhwgQSEhLo2LEj999/P4888ggvvfQSO3fuBKjy/S4sLGTEiBH88ssv7Nmzh+HDh3PHHXeQkpICwMqVK2nTpg1vvvlm5d9tdVatWsXTTz/Nc889x4EDB3jkkUd46KGH2LBhQ5Xj3njjDe655x727dtX+fpycnKqPWedUGpp+fLliq2trTJv3jzl0KFDytNPP604Ozsrp06dqvb4pKQkxcnJSXn66aeVQ4cOKfPmzVNsbW2Vr7/+uvKYpUuXKvb29srnn3+uJCcnK2vXrlUCAgKUZ555psZx5eXlKYCSl5dX25ckxLUrL1WUOTcoyutuijJvqKJUGK/6lNLyCmXKou1KyAs/KBEvr1F+TcxQZm04roS88IMydfEO9aAja9Vzftirnl+AaGoWb01WQl74Qbn1Xz8o4S+sVtq9/KNSVFaudVhCNGslJSXKoUOHlJKSkguDZYXqz2ktbmWFNY49MTFRAZTffvutcuyGG25Q7rvvvss+Z8SIEcpzzz1X+fWgQYOUHj16XHIcoKxateqy5/n3v/+tREVFVX79+uuvK927d7/ieT755BOlVatWSmHhhdf4448/Knq9XsnIyFAURVEmTpyohISEKBUVFZXHjB07Vhk3btxlY9m+fbsCKAUFBYqiKMqGDRsUQDl//vxln5OXl6c4OTkpCQkJiqIoyp49exQnJ6cq7zVff/11xWAwKKdPn64c++mnnxS9Xq+kp6dXxuvp6akUFRVVHjN79mzFxcVFMZlMiqJU/z1++eWXlQ4dOihms7ly7OOPP67yvJycHKVNmzbKo48+qvj5+Sl///vfq5wjJCRE+eCDDyq/BpRXX3218utt27YpgDJ//vzKsWXLlikODg6X/b4oiqJ06tRJ+d///nfZ6yiKoixcuFBxd3ev/Lp///7Kww8/XOWYsWPHKiNGjLhsfIWFhYpOp1N++umnauOo9v+mRU1zg1rPDL3//vtMmTKFqVOnEhkZycyZMwkKCmL27NnVHj9nzhyCg4OZOXMmkZGRTJ06lcmTJ/Puu+9WHrNt2zZiY2O5//77adu2LcOGDeO+++6rzE6FaLTWvQrpCeDYCsYuBIPtFQ8vLTcx/bNd/JKYib2NnnkTezOkox/9wjwB2J6cg9msQJve6hOyj0ORfPIvLohPyiFMl8a3pQ8xy+lTyk0K25Pr8RMzIUST1rFjR/r371+53+XEiRP8/vvvTJ48GQCTycQ//vEPunXrhpeXFy4uLqxbt67yU3+r3r17X/VaX3/9NQMGDMDf3x8XFxdee+21S85zNYmJiXTv3r3KzEZsbCxms5kjRy7so+3cuTMGg6Hy64CAgCrL4Pbs2cPIkSMJCQnB1dWVwYMHA9Qqni+++IKwsDC6d+8OQI8ePQgLC2P58uVVjgsODqZNmzaVX8fExFwSb/fu3avs3YmJiaGwsJDTp09Xjv35e5yYmEhMTEzlsjPr96KwsJAzZ84A0KpVK+bPn1+5/OzFF1+86uvq1q1b5X0/Pz8AunbtWmWstLSU/Px8AIqKinj++efp1KkTHh4euLi4cPjw4Wv6u42Nja0yFhsbS2Ji1cqoF8fn7OyMq6vrNS1xrCmb2hxsNBrZtWvXJd/oYcOGsXXr1mqfs23bNoYNG1ZlbPjw4cyfP5/y8nJsbW0ZMGAAS5cuZfv27fTt25ekpCTWrFnDxIkTLxtLWVkZZWVllV9b/8KEaDAHV8P2T9T7oz8B9zZXPLy03MTDS3by+7EsHGz1zJ/Yh9h23gB0ae2Os52BvJJyDmcU0CnQE7w7qAUUzuyADrfU84sRTYGiKMQnZ3O3fie25jKG6LbizES2nshmcIfGv0lViGbF1gleTtPu2rUwZcoUnnjiCT7++GMWLlxISEgIN910EwDvvfceH3zwATNnzqRr1644OzvzzDPPXLKB/0rLrgDi4uK49957eeONNxg+fDju7u4sX76c9957r1axKopS5c3/xS4et7W1veQxs6UCa1FREcOGDWPYsGEsXboUHx8fUlJSGD58eK0KEyxYsICDBw9iY3Ph7bLZbGb+/PlXrNBmjfNyr+Nyr+nP3+PqvheKZbnjxeObN2/GYDCQlpZGUVERbm5uV7zmxd8763mqG7N+P//617+ydu1a3n33Xdq1a4ejoyN33333NRV5qO71/HnsSn+39aFWM0NZWVmYTKbKLNLKz8+PjIyMap+TkZFR7fEVFRVkZakbf++9917eeustBgwYgK2tLeHh4dx4441XzG7feecd3N3dK29BQUG1eSlCXJ+cJPjuSfV+7DPQftgVDy82VjB50Q5+P5aFo62BhZP6ViZCALYGPVFt1dmh+GTLTFBliW0poiBUJ84VklVoJMZwGAAbpYIY/SG2npAiCkI0OJ0O7Jy1udXgTfbF7rnnHgwGA1988QWLFy/moYceqnwD+vvvvzNy5EgefPBBunfvTlhYWJUN+TW1ZcsWQkJCeOWVV+jduzcRERGXVLGzs7PDZDJd8TydOnUiISGhsgCA9dx6vZ727dvXKJbDhw+TlZXFP//5TwYOHEjHjh1rPbOwf/9+du7cycaNG0lISKi8bd68mR07dnDgwIHKY1NSUkhLu5AYb9u27ZJ49+7dS0lJSeXXcXFxuLi4VJlR+rNOnTqxdevWKvu9tm7diqurK61bt678+t///jfff/89bm5uPPnkk7V6nTXx+++/M2nSJEaPHk3Xrl3x9/fn5MmTVY6pyd9tZGQkf/zxR5WxrVu3EhkZWdch18o1FVCoSVZ3teMvHt+4cSP/+Mc/mDVrFrt372blypX88MMPvPXWW5c950svvUReXl7l7eJpRiHqVXkprJgIZfkQ1A+GvHbFw4vKKpi0cAdbT2TjbGdg8eS+xIR7XXKcdalcXJI1GZIiCqKquKQc9JjpY7jQt2GQfi8H0/LJLa6bMqxCiObHxcWFcePG8fLLL5OWllalkEC7du1Yv349W7duJTExkUceeeSyH3BfSbt27UhJSWH58uWcOHGCDz/8kFWrVlU5pm3btiQnJ5OQkEBWVlaVFT5WDzzwAA4ODkycOJEDBw6wYcMGnnzyScaPH3/Jh+uXExwcjJ2dHf/73/9ISkriu+++u+J7yurMnz+fvn37csMNN9ClS5fK24ABA4iJialSSMEa7969e/n999956qmnuOeee/D39688xmg0MmXKFA4dOsRPP/3E66+/zhNPPIFef/m34o899hinT5/mySef5PDhw3z77be8/vrrzJgxA71eT0FBAePHj+fJJ5/k1ltv5YsvvmDFihV89dVXtXqtV9OuXTtWrlxJQkICe/fu5f77779kpqZt27Zs3ryZ1NTUysmOP/vrX//KokWLmDNnDseOHeP9999n5cqV/OUvf6nTeGurVsmQt7c3BoPhkv8kmZmZl/0H6u/vX+3xNjY2eHmpbwhfe+01xo8fz9SpU+natSujR4/m7bff5p133rnstJi9vT1ubm5VbkI0iLUvQ8Y+cPKCuxeopbAvo7CsgokLtrM9OQcXexuWTOlL31DPao/tF6b+f4i37huyJkOpu8BUXu1zRMsSl5RNJ91JnJTiyrGhtvtQFIVtJ2RvmRDi8qZMmcL58+cZOnQowcHBleOvvfYavXr1Yvjw4QwePBh/f39GjRpV6/OPHDmSZ599lieeeIIePXqwdetWXnut6oeFY8aM4ZZbbuHGG2/Ex8fnkhLeAE5OTqxdu5acnBz69OnD3XffzU033cRHH31U41h8fHxYtGgRX331FZ06deKf//xnlb3qV2M0Glm6dCljxoyp9vExY8awdOnSymVi7dq146677mLEiBEMGzaMLl26MGvWrCrPuemmm4iIiOCGG27gnnvu4Y477uBvf/vbFeNo3bo1a9asYfv27XTv3p3p06czZcoUXn31VQCefvppnJ2defvttwF1H9W//vUvpk+fTmpqao1f79V88MEHtGrViv79+3PHHXcwfPjwS/pTvfnmm5w8eZLw8HB8fHyqPc+oUaP473//y3/+8x86d+7M3LlzWbhwYeV+Lq3oFKWG9RktoqOjiYqKqvKX3KlTJ0aOHMk777xzyfEvvPAC33//PYcOHaoce/TRR0lISGDbtm0AREVFMXToUP71r39VHrNs2TImT55MYWFhlQ1yl5Ofn4+7uzt5eXmSGIn6c+Ab+FrddMoD30BE9Z29AfJLy5m4YDt7UnJxdbDhsynR9AjyuOzx5SYz3d9YR7HRxM/PDKSjrwv8JwxKzsPDG6B17RvjieZDURT6vv0rdxav4jXbpRAyAM5sB5ORG8veIzY6mr+P6nr1Ewkhaq20tJTk5OTKtiJCWP3tb39j9erVJCQkXPaYSZMmkZubW6WXkqgbV/q/WdPcoNbL5GbMmMGnn37KggULSExM5NlnnyUlJYXp06cD6vK1CRMmVB4/ffp0Tp06xYwZM0hMTGTBggXMnz+/ypTYHXfcwezZs1m+fDnJycmsX7+e1157jTvvvLNGiZAQDSLrOHz3lHp/4HNXTITyissZ/2k8e1JycXe05Yup/a6YCIFl31BIKwDiTmSDXg9trPuGZKlcS5ecVcS5grLK/UJEDIWQ/oC6VE76DQkhhBC1V6tqcqA2zcrOzq5srNSlSxfWrFlDSEgIAOnp6VVK7YWGhrJmzRqeffZZPv74YwIDA/nwww+rTD2++uqr6HQ6Xn31VVJTU/Hx8eGOO+7gH//4Rx28RCHqQHkJfDURjIXqJ/KDX77soeeLjIxfEM+B1HxaOdmydGo0nQPda3SZfmFe/H4si7ikHCbFhqpFFI6tVYso9JteV69GNEFxSTnoMBNtOAIK6r9DvQ0kbWSwfi+Lsm4hPa+EAHdHrUMVQgghmoxaL5NrrGSZnKhX3z0FuxeDkzdM/wPcAqo9LLuwjAfnbycxPR8vZzs+fziajv41//e461QOY2Zvw9PZjp2vDEV/6g9YfDu4tYEZB+vq1Ygm6Onlezi8N4619i+qZXVfTFH7UM3qRxn2dCudyz/G9uHuqCuXeBdC1J4skxOicdJkmZwQLc6+FWoihA7GfHrZRCirsIz758WTmJ6Pt4s9y6f1q1UiBNC1tQeOtgZyiowcyyxU9wnpDJB/BvLO1MGLEU2RoijEJ+UQrbc0pgvqqzb49ekIbq2xp4y++sNsPS4ltoUQQojakGRIiCs5dxS+f0a9P+h5CL+x2sMy80u595M4jpwtwNdVTYQi/FxrfTk7Gz2921r2DSVlq/0k/C2b4mXfUIt1KruYjPzSC/uFQgaof+p00E5tnDhIv5ctJ7JoJpP9QgghRIOQZEiIyzEWq/uEyosg9AYY9EK1h2XkqYnQ8cxC/N0c+PKRGNr5ulzzZaND/9x8VfoNtXTqvwWFGJsj6kDb2AsPtlMLeQw27ONsfhlJWUWXnkAIUScu1+5DCKGNuvg/WesCCkK0GGv+CpmHwNkX7voU9JdWNkzLLeH+eXGczC6mtYcjXzwcTYiX83Vd1tpvKC4pR21oHNQXts9ViyiIFik+KYdwXRoe5lww2EPgRWXWQweBzkA7UmnNObYezyLc59qTcSHEpezs7NDr9aSlpeHj44Odnd0Vm80LIeqXoigYjUbOnTuHXq/Hzs7ums8lyZAQ1Un4AhKWgk4Pd88H10ubCp85X8x98+I4nVNCm1aOLHu4H0GeTtd96W5tPHCw1VfuG2pvnRnK2KfOVtld/zVE06EoCnFJ2QzWW5bItekDthdtEnX0UPcQpWxjkGEfW453ZXxMWy1CFaLZ0uv1hIaGkp6eTlpamtbhCCEsnJycCA4ORq+/9sVukgwJ8WeZifDDDPX+4JfUJXJ/kpKtJkKpuSWEeDnxxcP9aO1RNyWN7WzUfkNbjmcTn5RN+34h4BoIBWmQtqfqEinR7J05X0JaXinRttb9Qv0vPajdTWoypN/L80m3YDIrGPTyqbUQdcnOzo7g4GAqKiowmUxahyNEi2cwGLCxsbnuWVpJhoS4WFkhrJgIFSUQdqPaXPVPTmYVcd+8ONLzSgn1dmbZw/3wd6/bUqv9Qr3YcjybuKQc9VP+oD5w6Ft1qZwkQy1KXJK6X2iA7WEwU/3ff7uh8NvfidUfpLikhENp+XRtU7PeVkKImtPpdNja2mJra6t1KEKIOiIFFISwUhT48TnIOgKuAXDXvEv2CZ04V8i4T7aRnldKuI8zX06r+0QIoF+4um8oPjlbrQ4mRRRarLikHIJ0mXiZs9Umq236XnqQf3dw8sZFV0Iv3TG2nJAS20IIIURNSDIkhNWepbBvubpPaMx8cPGp8vDxzALu/SSOs/lltPdzYfm0GHzd6qf5Xrc27tjb6MkqNHLiXOFFyVC8mrSJFiM+OZt+1v5Cgb2q3zOm118osW3YyxbpNySEEELUiCRDQgCcPQhr/qLev/GVS5YiHclQE6FzBWV09Hdl2cP98HG1r7dw7G0MRIWo/Ya2JeWAfze1ilhJDmSfqLfrisblzPlizpwvoZ+1eMKVlkhaSmwP0u9lx8kcyipkT4MQQghxNZIMCVFWYNknVKq+oRwwo8rDh9LyuW9eHFmFRjoFuPHFw/3wcqm/RMjqQontbLCxg9aWcspSYrvFiE/KASDW9qg6YG22Wp3wISjo6Kw/hWt5NntScus/QCGEEKKJk2RItGyKAj88C9nH1Iptoz9RlxxZHEjN4/5P48gpMtK1tTtfPByNp/O117Kvjcrmq5Z+QwRZ9opIMtRixCdnE0A2/uYMdflmUDX7haycvdEF9gDgBv1+tspSOSGEEOKqJBkSLduuRbD/K9AZYOxCcPaqfGjv6VzunxdHbnE5PYI8WDo1Gg+nhkmEALoHeVj2DZVx4lyRFFFogeKTc4i27hcK6A4Obld+gnWpnGEvW09k13N0QgghRNMnyZBoudL3wU8vqPdv+j8I7lf50O6U8zz4aTz5pRVEhbTisyl9cXds2FKqDrYGegZ7AOoMQWUVsXOJUJLboLGIhpeeV8Kp7GKiDZZkKKQGJdXb3QzAQP1+9p3Ooaisoh4jFEIIIZo+SYZEy1SaD19NBFMZRAyH/k9VPrTzZA4T5m+noKyCvm09WTy5L64O2vSUuLBvKEetbucZpj5wZqcm8YiGY90vNNDOul+oBslQ6yhwcKeVrpBOygm2J+fUY4RCCCFE0yfJkGh5FAW+fwpyksCtDYyeU7lPKD4pmwkLtlNYVkFMmBeLJvfBxV673sQXF1Go2m9I9g01d/HJ2fhwnjamVEAHITFXf5LBRm0WjFpVTkpsCyGEEFcmyZBoeXZ8CgdXqQ0sxy4CJ7VQwdbjWUxauINio4mBEd4smNQHJzvtEiGAHkEe2NnoOVdQRnJWkRRRaEHiknLoqz+ifuHXBRxb1eyJF+0b2iL7hoQQQogrkmRItCxpe2Dty+r9oW9AUB8Afj92jocW7aCk3MSg9j7Mm9AbRzuDhoGqHGwN9AzyACxL5awzQ6m7wCT7QZqrzPxSkrOK6Fe5X6h/zZ9sab7aXXeC9PRUsgvL6iFCIYQQonmQZEi0HKV58NUkMBmhw20Q8zgAG45kMmXxTsoqzAzp6Mvc8VE42GqfCFlV6Tfk0xHs3cBYCJmHNI5M1Je45D/tF7pSs9U/cwsE384YdAoD9AfYliSzQ0IIIcTlSDIkWgZFgW8fh/MnwSMYRn0MOh2/HDrLI0t2Yawwc3MnP+Y82LgSIYDoMEu/oeRsFJ0e2vRWH5Clcs1WXFI2rcinremUOhBci5khqJwdUvcNSTIkhBBCXI4kQ6JliJ8Lid+D3lbdJ+TYip8PZPDo57swmszc2sWfWQ/0ws6m8f2X6BXcCjuDnrP5ZZzMLpZ+Qy1AfFL2hf1C3h3USoK1UblvaB9bj5+r4+iEEEKI5qPxvfMToq6d2QXrXlXvD/s7tI5izf50nvhiN+Umhdu7BfDhfT2xNTTO/w4OtgZ6WPoNxSVlSxGFZu5cgdpkt6/+sDpQmyVyVsH9UGyd8dXl4nT+MGfOF9dtkEIIIUQz0Tjf/QlRV0rOw9eTwFwOkXdC9CN8vzeNJ5ftocKsMKpHIDPH9Wi0iZBVv1DLUrmkbGjdG9BB7ikoyNA2MFHn4pPVZW2D7C0zQzXpL/RnNvboQm9Qz6Pfy1apKieEEEJUq3G/AxTieigKrH4cclOgVVsY+RGrElJ5evkeTGaFu6Pa8N49PbBp5IkQVG2+qti7gl9n9QFZKtfsxCfl4EYR4aZkdeBakiG4aN/QPrZKvyEhhBCiWo3/XaAQ1ypuFhz5EQx2MHYRXx3IZ8aKvZgVuLdPEP8e0w2DXqd1lDXS07JvKCO/lFPZxbJUrhmLT84mSn8UHQp4hoFbwLWdyLJvqLf+CHuOn1Gb9gohhBCiCkmGRPN0eges/z/1/vC3WX7Gi+e/2YeiwAPRwbw9uiv6JpIIATjaGege5A5YllFJEYVmKbuwjKNnC4nWX0N/oT/zDMXsGY6tzkT74t0czyysmyCFEEKIZkSSIdH8FOfA1w+BuQI6jeIz0828uHI/igITY0L4+6guTSoRsrp4qVzlzFB6ApSXaheUqFPbLf2FBttb+guFDLiu8+mtVeX0e9kiS+VatAqTmYVbklm+PYX9Z/IoqzBpHZIQQjQKNloHIESdMpth9aOQdxo8w/jc7y+89u1BAKYMCOXV2yLR6ZpeIgRqMvS/344Tl5SN4tENnbMPFJ2D9L0QHK11eKIOxCfn4EQpEaYT6sC1VJK7WLuhsH0ug/T7ePN4FpNiQ68/SNEkfbnzNG98f6FRs41eRztfFzoHutM50I3OgW50CnTD1cFWwyiFEKLhSTIkmpdt/4OjP4PBnpXt3uaVn1IAeGRQGC/e0rHJJkKg9huyNehIzyvl9PlSgoOi4fAP6r4hSYaahbgkdb+QARO4B6kNgq9H21jMBnuCOEdG8gEqTFFNomCIqHs/H1ArT4Z6O3O+2EhucTmHMwo4nFHAN7svHBfi5WRJjtzpZEmSfF0dNIpaCCHqnyRDovlIiYNf3gBgU/hzzNhsBuCJG9vx3LD2TToRAsu+oTYe7Dx1nrikbIKD+l5IhkSTd77IyOGMAm6zsfQXutYqchezc0YX0h+SNtC7fBcH0kbTI8jj+s8rmpT80nK1Rxkwb0Jvwn2cScsr5WBqHgfT8jmYls+htDzS8tQCLaeyi1mz/0LZfh9X+8rZo86B7nQJdCfI07HJ/0wVQgiQZEg0F0XZ8NVDoJg46jOcifvU0tPPDI3g6Zsims0v7X5hXpXJ0D0xFxVRUBRoJq+xpdp+8qL9Qiauf4mcha7dUEjawCD9PrYcz5JkqAXadOQc5SaFMG9n2vm6ANDaw5HWHo4M6+xfeVxOkZFDafkcTLMmSXkkZRVxrqCMjUfOsfHIucpjXR1s6BTgdmGZXWs3wn1cGn3PNiGE+DNJhkTTZzbDqmlQkEaOYzCjT98D6PjLsPY8MSRC6+jqVHSYJx9tUPeWKHfFoNPbQlEmnD8JnrIfpCmLT8rBHiOR5mPqQF3MDIG6b2jdK/TTH2Lx8TS4sV3dnFc0GesPnQXg5k5+VzzO09mOARHeDIjwrhwrNlaQmF7AobQLs0hHMgooKK0gPjmHeEvRDwA7Gz0d/V0t+4/UJCnS3w1HO0P9vDAhhKgDkgyJpm/LB3D8F8p19tyf+xhFOPLirR2ZPihc68jqXFRIK2z0OlJzSzhToBAU2APO7FBnhyQZatLikrLpqT+OjVIOLv5qj6G64NOBcpdAHArT0KdspbQ8FgdbeXPaUpSbzGw4kglcPRmqjpOdDVEhrYgKaVXlnMfOFlbOIB1Ky+dQej6FZRXsO5PHvjN5wGkA9DoI83Gpssyuc6AbHk52dfL6hBDiekkyJJq2k1tQfvs7OuAV4wQOK8G8elskUwfW0RvJRsbJzobuQR7sOnWebUnZBAVFW5KheOg+TuvwxDXKKy4nMSOfpy7uL1RXyx51Omza3wy7FxOr7GF3ynn6h3tf/XmiWYhPyqGgtAIvZzt6Bre6+hNqwNagp5Ol+txYy5jZrJCSU1y5vM46i5RVWMbxzEKOZxbybUJa5TlaezhWFmiwJkgB7g7NZkmzEKLpuKZkaNasWfznP/8hPT2dzp07M3PmTAYOHHjZ4zdt2sSMGTM4ePAggYGBPP/880yfPr3y8cGDB7Np06ZLnjdixAh+/PHHawlRtASF51C+noxOMfONaQArTIN5/Y5OPNTMywdHh3qy69R54pNyuKdLX9iGNF9t4naczEFRYLBD3e4XstK1Gwq7FzNIv5dVx7MlGWpB1h9SCyHcFOmLoR77q+n1Otp6O9PW25nbugVUjmfml16SIKXkFJOaW0JqbknlEj5Ql+mp+5Dc6NxaTZBCvZybZF84IUTTUetk6Msvv+SZZ55h1qxZxMbGMnfuXG699VYOHTpEcPClZWCTk5MZMWIEDz/8MEuXLmXLli089thj+Pj4MGbMGABWrlyJ0WisfE52djbdu3dn7Nixl5xPCADMJpSVD6MrzOCYuTWvlk/mrVFdGd8vROvI6l2/MC9mbTyhVoe6xdJ8NfMglOaDg5u2wYlrEpeUjS0VdDEfUQeus9nqJcIGYdYZCNenc+zoARjeoW7PLxolRVEqk41hnfyvcnT98HVzwNfNgRs7+laO5ZeWWwo1qEnSobR8jmUWklNk5I/jWfxxUYNgJzsDkdYEyTKLFOHngr2NLPUUQtSNWidD77//PlOmTGHq1KkAzJw5k7Vr1zJ79mzeeeedS46fM2cOwcHBzJw5E4DIyEh27tzJu+++W5kMeXp6VnnO8uXLcXJykmRIXJZ587vokzZQrNjzeMXT/N9dfbiv73X2ZGkiokJaYbDsGzpd4U6QRzDkpkDqLgi/UevwxDWIT86hm+4EtooRnLzAp46TFQd3ygP7YJ8ah8/ZPygovVOaa7YAB9PyScsrxdHWUKUogtbcHGzpF+ZFvzCvyrHSchNHzxZUmUVKTM+n2Ghi16nz7Dp1vvJYG72OCD/XKglSZICr/JsWQlyTWiVDRqORXbt28eKLL1YZHzZsGFu3bq32Odu2bWPYsGFVxoYPH878+fMpLy/H1vbSH17z58/n3nvvxdnZ+bKxlJWVUVZWVvl1fn5+bV6KaMLMJzbBxn8C8FrFQzx81wjG9g7SOKqG42xvQ7c27uxJySU+OUfdN5Sboi6Vk2SoyckvLedgWh7T62O/0EXsO9wMqXHcoNtLfFIOQ69hM71oWtZZZoUGRng3+qIZDrYGurXxoFsbj8oxk1khOauwcnmdNUnKLS4nMV1Nlr7edeEcbb2cqjSL7Rzojo+rfcO/GCFEk1KrZCgrKwuTyYSfX9Vfon5+fmRkZFT7nIyMjGqPr6ioICsri4CAgCqPbd++nQMHDjB//vwrxvLOO+/wxhtv1CZ80QyY8s9StGwSbpj5yjSIAXc/yeiebbQOq8H1C/NiT0oucUnZ3B0SDfu/kuarTdTOkzmYFRjscEzdL1TXS+Ss2g2F396iv/4gHxxLl2SoBahpSe3GyqDX0c7XlXa+rozs0RpQl/5ZG8YesDSLPZiWT3peKSezizmZXcyP+9Mrz+Fb2TDWvfJPaRgrhLjYNRVQ+PMPEUVRrviDpbrjqxsHdVaoS5cu9O3b94oxvPTSS8yYMaPy6/z8fIKCWs7sQEtUUV5O0px7aV+Rw1FzG5xGfcBtLTARArWIwuyNJ4hPzoYBlv8rZ3aoPZf00vSwKYlPysGAie7KYXUgpH/9XMi/G2X2XriUZZN/dAvQo36uIxqF0znFJKbno9fBTZFNMxmqjk6nu2zD2IuLNBxMyyM5q4jMgjIyj5xjw1UaxrbzccFGGsYK0SLVKhny9vbGYDBcMguUmZl5yeyPlb+/f7XH29jY4OXlVWW8uLiY5cuX8+abb141Fnt7e+ztZfq7pagwmVk35zlGFO+mSLEnffhcbotqfn2Eaqp3W08Meh2nc0o4YxdKG1tnKMuHc4fBr5PW4YlaiEvOobPuJPbmEnBwB7/O9XMhvR7Ch8ChrwjL28a5gqmyhKgZ+yVRnRXqHeKJp3Pz7+nj6WzHwAgfBkb4VI4VlVVwOMOSHKXmczA9j6MZhdU2jG3t4cjiyX1o5+uqRfhCCA3VKhmys7MjKiqK9evXM3r06Mrx9evXM3LkyGqfExMTw/fff19lbN26dfTu3fuS/UIrVqygrKyMBx98sDZhiWau3GRm1oJPeTJrCejgRPRbDIqtp6VETYSLvQ1dW7uTcDqX+JP5tGkTBcmb1aVykgw1GYVlFRxIzWOydb9QcH/Q19/eDvuOw+HQVwzS72NbUjZ3dg+st2sJbV2yRM5UDts/ATtnCOwJPpFg07yTJGd7G6JCPIkKuVCkyVhh5nhm1YaxB9PySM0tYfz87Xz9aH9aezhqGLUQoqHVepncjBkzGD9+PL179yYmJoZPPvmElJSUyr5BL730EqmpqSxZsgSA6dOn89FHHzFjxgwefvhhtm3bxvz581m2bNkl554/fz6jRo26ZMZItFzGCjOvfLae58+8hV6nkBo2lm4jHtE6rEYhOsxTTYaSsxkTFG1JhrZD74e0Dk3U0M6TOZjMCoOdjoKZ+lsiZxV+Iwo6OulPsSrxsCRDzVRecXnlrEdlMrRzIax9+cJBBjvw6wKBPdTkKLAn+HQEQ/OuyGZnc2nD2PNFRsbO3cbxzELGfxrPiukxeLvIrKkQLUWtk6Fx48aRnZ3Nm2++SXp6Ol26dGHNmjWEhKj9XdLT00lJSak8PjQ0lDVr1vDss8/y8ccfExgYyIcfflhZVtvq6NGj/PHHH6xbt+46X5JoLsoqTDy5dAeTk1/HR59PoUdHWt/3P63DajT6hXkxd1MScUk50D1aHZQiCk1KfHIOesz0wrJfqI6brV7C2ZsCz6645exDl/QbMKR+ryc0seFIJiazQoSvC229LVVZ932p/undHgrPQmkepO1Wb1YGe/DveiFBCuhhSZCuaXtxk9HK2Y7PpvTl7tnbSMoqYuKC7Syb1g83KdUtRItwTT/hHnvsMR577LFqH1u0aNElY4MGDWL37t2XHnyR9u3bVxZWEKK03MT0pbuIOjGbfjaJVNg44/Lg52Aryxeselv6DaXkFJPu2osAgJwTUJQFzo2np4i4vLikbDrqUnA0F4KdC/h3r/drOkQOgy376Fqyg9M5xQR5OtX7NUXDumSJXE4SpO4EnR4m/gAuvnA+GdL2QFqC+mf6XnXfYepO9WZl4wj+XS4kR4E91YSqmSVIAe6OLJ0azdg5WzmYls/UxTtZMrlvoy9JLoS4fs3rp5loFkqMJqZ9thPdiV953PZbAGxGfgje7TSOrHFxdbClS6Abe8/kEZduYrRPR7WAwunt0HGE1uGJqyg2VrD/TB7jrfuFgqIb5A2mXYdhsOVdBur3s/bYWcZFh9b7NUXDKaswsfFIJnBRMrT/G/XP0EHgahnzDFNvXSyrNMzmixIkS5KUvheMBWqlyjM7LlzE1skyg3RxghRRr/vdGkKotzOLJ/fl3rlxbE/O4YkvdjP7wShspcqcEM2aJEOiUSk2VjBl0U6Sk46yxn4Wep0CvSdD17u1Dq1R6hfmpSZDJ3IYHdTXkgzFSzLUBOw6dZ4Ks8Igp2PqfqH6XiJn1TqKUoMrHqYCzhzcApIMNSvbTmRTZDTh62pP9zYeoCiwf4X6YLd7Lv9EvR68wtWb9eet2azONlfOHiVYEqRC9efMxctybZ0hoNuF5CiwJ3i1a3Kl/jsHujN/Uh/Gz4/nl8RMnv96H++N7Y5eL32JhGiuJBkSjUZRWQUPLdrBruRzrLD/GE9dAfh3g+HvaB1ao9UvzIu5m5OIS86GodGwe4k6MyQavbikbECht84yMxTSQMmQwYaiNgNxOLUG19MbUZQHpAFlM2JdIndTpJ/6Bj59L2QdVfcDdby9difT69UZH+8I6GYpN2A2QfaJC8lR2h5I3wflRZCyTb1Z2blAQPeLEqQe4Bne6BOkvqGezH6wF9OW7GLVnlTcHW15/Y5O8v9EiGZKkiHRKBSUlvPQwh3sPHWe1+y/Jkp3GOxcYewisHXQOrxGq3fbVuh1cCq7mEyP7viCuiG6wtjsy+Y2dfFJOUToUnEx5an7MgJ7Ndi13buOgFNr6GPaw5GzBXT0d2uwa4v6YzYrlf2FhlUukftK/bPDLeBQB3/PegP4tFdv3cdZLmyCrGOXJkjGQji1Rb1Z2bmqCdLFVexahTa6BGlIRz/eu6c7z3yZwKKtJ/FwsuWZoe21DksIUQ8kGRKayy8tZ+KC7exJyeU2h31MQd0nxMiP1CUb4rJcHWzp0tqdfWfy2Hq+FaMcW0HJecjYD22itA5PXEaJ0cTeM7mMq9wv1KdBk1eb9kMB6K47wReHTtDRv2eDXVvUn/2peZzNL8PZzkBMuJe6zM26X6jr2Cs/+XroDeDbUb31uE8dM1WoM1LW5Chtj/pzyVgAp/5Qb1b27uoSO+vskTVB0ngmZmSP1uSVlPN/3x5k5i/H8HC0ZVKsLCsVormRZEhoKq+4nPEL4tl3Jo+Ojrn8124OlAF9p0HnUVqH1yT0C/Ni35k84pJzGBUUDUd/VtfySzLUaO1OOU+5SWFQZX+hBloiZ+UWQJZzBN5Fxyg6tB6GSDLUHFiXyA3q4KNWQUv+HQrS1GQjYljDBmOwURtA+3WCHverY6YKdV9jZYKUoCZIZXlw8nf1ZuXgXnV5XWBP8Ahp8ARpQkxbcovLeX/9Uf72/SHcnWwZ3bNNg8YghKhfkgwJzZwvMvLg/HgOpuXj66Rnpc98bM7mqr/0hv1d6/CajOhQTz7ZnKQ2WYzueyEZiqm+/L3QXrxlv1Bf/WFtkiFACb8J9h3D79wfVJj+go1UzGry1h3KAC6uImdZItfpTrBpBE1EDTZqmW7/LtDzQXXMVK4mSBeX+T57QO2DlLxJvVk5trIkSD0uVLLzCK73BOnJIe04X2xk4ZaT/OWrfbja2zLU+j0WQjR5kgwJTWQXlvHAp/EczijA28WOnzuvx2nvLvUTzLGLGscv7iaid1tP9DpIzioi27MnXqAmQ4qi+TITUb245Bza6jJwr8gGgx206d3gMXh2HwH75hBLAvvOnKdXiFeDxyDqzqnsIo6eLcSg13FjB1+oKINDliXH9blE7noZbNUy3f5dodcEdazCCOcS/5QgHVSXACdtUG9Wjp5V9x8F9AD3NnX6s0+n0/HabZ3IKyln5e5UHv9iN0sm9yU6TP7PCNEcSDIkGty5gjIe+DSOo2cL8XG159ub8/FcM1d9cNTH0KqtpvE1Ne6OtnQOdGd/ah7bSoK5XWeAgnTIOwMeQVqHJ/6ktNxEQkouo/WH1YHWUZo0EzaExFCqc8CHPH7du41eIbWsNCYaFesSub5tPfFwsoPDP0JpLrgGQNsB2gZXWzZ2lip03cG62reiDDIPVS3zffYglOTAid/Um5WTd9XZo8Ce4BZ4XQmSXq/j32O6kV9SwS+JZ5m6eCfLpvWjS2v3a3+dQohGQZIh0aAy80u5b14cJ84V4edmz4pxbQj8arj6YPSjEHmHtgE2UdGhnuxPzWNLSgm3B3RT3yycjpdkqBHak5KL0WRmkONRUNBkiRwANnac8+5H0LmNKMd+BSQZasrWWZKhS5bIdRnT5JuhAupqAevsDw+pYxVlakJkLdCQngCZiVCcBcd/UW9Wzj5VZ48Ce4JbQO1CMOj56P6eTFq4nbikHCYu2M5X02MI83Gpq1cphNCAJEOiwWTklXL/vDiSsooIdHfgi8m9CPlujPrpZesouPlNrUNssvqFefHpH8nqXpTO0ZZkaLs0q22E4pOzAehnOAwVNFyz1Wo4dBoGmzYSlr+N0nKTuuleNDk5RUZ2nswBLMlQWQEc+Ul9sDn/DLCxh9a91JtVeaklQdptKdSQoCZIRefg2Dr1ZuXidyE5ihhWo6IzDrYG5k3ozf3z4tmfmsf4+WpCFOjR8LO7Qoi6ITtmRYM4mJbHqI+3kJRVRGsPR758JIa2e/4NqbvUqkF3L5S+ONehT6gnOh0kZRWR522pDHZxd3jRaMQlZdNGdw7PirOgM0CbvprF4t19BAC9OMqeYymaxSGuz2+HMzEr0NHflSBPJ3WJXEUpeEWob/RbElsHNanp+zCM/Bge3QIvp8KUX2DEu9DjAfDtBDo9FJ5VC85s+id8OuRCAnkVrg62LHqoD2E+zqTmljB+fjw5RcZ6fmFCiPoiyZCod78cOsvYOdvIyC+lna8LXz7Sj6Czv0LcLPWAUXOgVYi2QTZx7o62dApQGyrGV0Sogxn7wVikYVTiz8oqTOxJyaWvztJfKLAn2Gu3xEbnGUqmXRC2OhPpCeuu/gTRKK23VJGrbLS6b4X6Z9exUkQF1D15QX3UBGnULHhsG7yUCpPXwa3/hrAb1eNWTYfzp2p0Si8Xe5ZOiSbQ3YET54qYtHA7hWUV9fgihBD1RZIhUW8UReHT35N4+LOdFBtNDIzw5ptH+9NGOQurH1cPinkCOo7QNtBmop+lstHGDDtwaw2KCVJ3axyVuNje03mUVZgZZH9UHQjpr21AQH7rQQA4pWy4ypGiMSotN7H5aBYAN3fyh8JMSNqoPticl8hdLzsnCI6G6Efg/hXqUu3SXPhqkroXqQYCPRz5bGo0ns527DuTx8OLd1JabqrXsIUQdU+SIVEvyk1mXll9gL//mIiiwP3RwSyY1Ad3W7P6y6YsT10eNPRvWofabESHegKWHjZBlqVXslSuUYlLUvcL9bexVJJrBFW+PLvfCkCXkh3kFctSn6Zmy/EsSspNBLg70KW1GxxcrX4QEtgLvMK1Dq9psLFTWzo4eKh7jda9WuOnhvu4sGRyX1zsbdiWlM2Ty/ZQYTLXW6hCiLonyZCoc3kl5UxetIMv4lPQ6eDV2yL5x6gu2Br06i+Z9AS1ed7YhWqPCVEn+lr2DZ04V0SBr2VD8ent2gYlqohPzsaPHHzK0wAdBPfTOiQ8Ow3BiC1tdFns37tD63BELVlLag+N9EOn08F+yxK5bvdoGFUT5BEMd32i3t/+CRz4psZP7dLanU8n9sbORs/6Q2d5ceV+zGalngIVQtQ1SYZEnUrJLmbM7K38fiwLJzsDn4zvzdSBYZZf0l+rv2QARn+iNsYTdcbDyY5If3Xf0B6lgzp4ZjuY5VPKxsBYYWbXqfNEW/sL+XdVi4dozc6JU65q0Y3CAz9rHIyoDbNZ4ZfETMBSRS4nGc7sUIsDdB6tcXRNUPvhMOBZ9f53T0HW8Ro/tV+YF7Pu74VBr+PrXWf4x5pEFEUSIiGaAkmGRJ3ZeTKHUbO2cDyzEH83B76aHnOh58WxX9TNqQCxz0D7YZrF2ZxFh6lL5X457ws2jmrH9uya/0IX9WffmVxKy80MtO4XagRL5KwqQocA4J3xu8aRiNrYczqXrMIyXO1t1D2DB75WHwi9AVz9tQ2uqbrxVbX3l7EQVkwAY3GNnzq0kx//ubsbAPP/SObjDfKzV4imQJIhUSe+TUjl/nlqedGurd359olYOgdaPvU+uQW+fBDM5eqnlTf9n7bBNmPWIgpbk/Mv9N6QfUONQnyy2gdmgM0RdUCrZqvVaN1HbXbcteIAmdk5Gkcjasq6RG5wR1/sDDrYZ2m02lWWyF0zgw3cvUBt0pp5ENb8tVZPv6tXG/7v9k4AvLvuKJ/F1aw6nRBCO5IMieuiKAofrD/K08sTMJrMDOvkx5eP9MPPzUE9IHU3fDEOKkogYri6PK45dENvpKIt+4aOZxZS7GdpICjJUKMQl5SNF3kElFveHAXHaBvQRdzadCZT74O9rpzjO9ZqHY6oIWtJ7Zs7+aml9LOOgMEeIm/XOLImztUfxsxXlxsmLIU9S2v19MkDQnnqJrXFwf99e4BvE1LrI0ohRB2RZEhcs9JyE08vT+C/vx4D4JFBYcx5MAonOxv1gMxEWHoXGAug7UC4Z7E0Vq1nHk52dPBzBeCgoaM6KEUUNFduUvcL9dFbZoV8O4Gzl7ZBXUynI9VLnakyHV2vcTCiJk6cK+TEuSJsDToGd/CB/ZZZofbDG8detKYubBAMflm9/+Nf4OzBWj392aERTIwJQVHguRV72XA4sx6CFELUBUmGxDXJKizjgU/j+W5vGjZ6Hf8a05WXbo1Er7c0+MtJgiWj1D0rraPgvmVq4ztR76xL5X4psDSyzToCxbL0SUv7U/MoNpq4wa7xLZGzsu2o7uMLOb9NNn43AdYlcv3CvHCzM1yoftZ1rIZRNTMDn4Pwm9SVDSsmQGl+jZ+q0+l4/Y7OjOoRSIVZ4dHPd7HjpPwcFqIxkmRI1NqxswWM+ngLu06dx83BhiVT+jKuT/CFA/JSYclIKMwA387wwNdg76pdwC2MNRn6LcUEXu3UwTM7NYxIxCepb4IGViZD2jdb/bOwPrdSrhgIVtJITUrUOhxxFdZk6OZOfpCyFfJTwd4dIqQ4TZ3R6+GueWoT6+zj8P3TUIsPCvR6Hf8Z250hHX0pLTczedEODqXVPKESQjQMSYZErfx+7Bx3zdrKmfMlhHg5serxWPqHe184oPAcfDYKclPAMxzGrwInT83ibYn6WpqvHssspNS/tzoo+4Y0FZeUjTuFtDEmqwONcGbIyc2TY/bqxu+0XT9oHI24knMFZexOOQ+o/YUql8h1ugNsHTSMrBly9oK7F4LeBg6uhB2f1urptgY9sx7oRd+2nhSUVjBhwXaSs4rqKVghxLWQZEjU2NK4U0xauIOCsgr6tvVk1WOxhPu4XDigJBeWjoaso+DWBiZ8C65+msXbUnk629HRX52Js7655YzsG9JKhcnMzpM59NEfQYcCXhGN9v/F+YCBADic2qBxJOJKfjt8FkWBLq3dCHQxwMHV6gOyRK5+BEfD0DfU+z+/BKm7avV0B1sDn07qTacAN7IKy3jw03gy8krrIVAhxLWQZEhclcms8Ob3h3h19QFMZoW7erXms6l98XS+qBhCWSF8PlataOTsCxO/A48g7YJu4axL5TYWh6oDZ3aBqULDiFqug2n5FBlNjXqJnJVHtxEAtCvajbm8TONoxOVULpGL9IcTv0JpLrj4q4VqRP2IeRw63q62iFgxSd0PWwtuDrYsmdKXUG9nUnNLGD8/nvNFxvqJVQhRK5IMiSsqLKtg2pKdLNiiLu/56/AOvDe2O/Y2F5XHLi+F5fersw8O7urSOK9wjSIWoJbYBvgxzU3dR1BepPbMEA0uLikbgBvsGl+z1T+L6BZDluKOE6Wk7JXZocao2FjB78eyAMt+oX0r1Ae6jJG2BfVJp4ORH0OrtpCXAqseBbO5VqfwdrHnsyl98Xdz4FhmIZMW7aCwTD6kEkJrkgyJy0rLLWHsnG38ejgTexs9H93fk8dvbIdOp7twkKkcvp4MyZvA1hkeXAn+XbQLWgAX9g0dzizCGGDtNyRL5bQQn5yDC8WEGC3d6BvxzJCdrQ2HXfoCkLf/J42jEdX5/VgWZRVmWns4EukJHLH8PXW9W9O4WgRHDxi7WO3ldPQn2Pa/Wp+iTSsnlk7tSysnW/aezuWRz3ZSVmGq+1iFEDUmyZCo1r4zuYz6eAuJ6fl4u9izfFo/bu8WWPUgsxlWPwpHflR/Ody/HNr01iZgUYWXi31lv6GTTpbkVIooNDiTWWFHcg699UfRYwaPEHBvo3VYV2QMuRGAVmmbNY5EVOfiKnK6Iz+pZZ+92kFgT40jayECe8Ct/1Tv//IGnNpa61O083Vl0UN9cbYzsOV4Nk8vS6DCVLtZJiFE3ZFkSFzi5wPp3DN3G5kFZXTwc2X14/3pGdyq6kGKAj/OUKsY6W3gniUQeoM2AYtqRYeps0PbjJby2pIMNbhDafkUlFUwwLbxL5GzCuw9ArOiI7g8ifLcVK3DERcxmRV+szTvHNbJD/Zblsh1Hasu4xINI+oh6HoPKCZ1ZUThuVqfonuQB/Mm9MbOoOfngxm8suqA9PcSQiOSDIlKiqIwe+MJpi/dTWm5mcEdfPj60RjatHL684Gw/jXYtRDQwV2fQIdbNIlZXJ61iMLqc36g06vlzvPTNY6qZYlPVvcLDXawJEONeImcVfu2bTmoU/f8ndkhJbYbk12nzpNTZMTNwYY+viY4YdnX1UWWyDUonQ5u/wC8O0BBOqycCubaL3Xr386b/93fE70Ovtx5mnd+OiwJkRAakGRIAGCsMPPCN/v418+HAZgYE8KnE3rj6mB76cGb34WtlrXSd36obtwVjY5139CesyYqfKTEthbiknJwoIxQozUZanz9hf5Mr9dx2lNN2sqPrNc4GnGx9YcyABjS0Rfbw9+pMxOBPcG7ncaRtUD2LuqKCFsnSNoIm/59TacZ3tmff47pBsAnm5OYvelEHQYphKgJSYYEucVGJiyIZ8XOM+h18MadnXljZBdsDNX884ibDRv+rt4f/g70mtCwwYoa83axJ8JX7QOV6qr+spUiCg3HZFbYnpxNL/0xDEqF2sW+VVutw6oRQ/ubAQjM3iYl2RsJRVEq9wsN6+x/odFq13s0jKqF8+0It89U72/6Fxz/9ZpOc0/vIF69LRKAf/98hC/iU+ooQCFETUgy1MIlZxVx16ytxCXl4GJvw/xJfZjYv231B+9ZCj+/qN4f/DLEPNZgcYprY10qt9MUoQ7IvqEGczgjn/zSCgbaXtRfqIns6+jQaxC5ijMuSiGlp3ZoHY4AjmcWcjK7GDuDnkG+xZb/yzrocpfWobVs3cdBr4mAAisfhvy0azrN1IFhPHGjOsP3yur9/LDv2s4jhKg9SYZasLikbEbP2kJSVhGtPRz5+tEYbuzgW/3BB1fBd0+q92OegEHPN1yg4ppZiyh8n2NpgJuWoPaFEvUuPikHgMEOx9SBJrBEzirEx42dhu4AZOyWfUONwTrLrFD/dl44H1mlDobeAK7+GkYlALj13+DfFYqz4auH1JYT1+C5Ye15IDoYRYFnv0xg09HaF2YQQtTeNSVDs2bNIjQ0FAcHB6Kiovj999+vePymTZuIiorCwcGBsLAw5syZc8kxubm5PP744wQEBODg4EBkZCRr1qy5lvBEDXy96wzj58eTW1xO9yAPVj3en47+btUffHQdfPMwKGb1E7Bhf28yn3C3dNGh6szQpnOOmJ191e7p6QnaBtVCxCVlY4+RCKO6D68pVJKz0ul0ZPur1SHtkn/TOBoBF5KhmyN9LyyR6yZL5BoFWwe1/5C9G5yOg1/fuKbT6HQ63hzZhTu6B1JuUpj+2S52ncqp42CFEH9W62Toyy+/5JlnnuGVV15hz549DBw4kFtvvZWUlOrXuCYnJzNixAgGDhzInj17ePnll3nqqaf45ptvKo8xGo3cfPPNnDx5kq+//pojR44wb948Wrdufe2vTFTLbFb4z9rD/OWrvZSbFG7rFsCX0/rh6+pQ/RNO/gErxqtvorvcrVbQkUSoyfBxtaedrwuKouOcRw91UJbK1TuzWWH7yRy6605goxjB2VftBdOEuHUZDoB/USIUZWscTct2Nr+UvadzAbjFJxvOHVZ7u0XeoW1g4gKvcBj5sXp/6//g8I/XdBqDXsd7Y7szqL0PJeUmHlq4g8T0/DoMVAjxZ7VOht5//32mTJnC1KlTiYyMZObMmQQFBTF79uxqj58zZw7BwcHMnDmTyMhIpk6dyuTJk3n33Xcrj1mwYAE5OTmsXr2a2NhYQkJCGDBgAN27d7/2VyYuUWI08cSy3Xy8Qa1W8+SQdvzv3p442Bqqf8KZXfDFOKgohfa3wug5oL/MsaLRirZUldur66AOSBGFenc0s4Dc4nJim+B+IateXTpxyByCHoWiRKkqp6VfEtVZoe5BHnglfasOth8GDu4aRiUu0elO6GfZS7v6UTh/8ppOY2ejZ86DUfQOaUV+aQUTFmznVHZR3cUphKiiVsmQ0Whk165dDBs2rMr4sGHD2Lq1+i7M27Ztu+T44cOHs3PnTsrL1XW13333HTExMTz++OP4+fnRpUsX3n77bUymy9ftLysrIz8/v8pNXF5mQSn3frKNNfszsDWonzw9N6wDev1l3qCdPQhL7wJjoboufewiMFRTZls0etYiCj/nBasDp+PVXlGi3sSdUGdSbnJsevuFrPzcHNjn0BuA3P2yZFlLlVXkIn1gv2VVRdexGkYkLmvoG9CmD5TmwYqJ17xH09HOwPxJfejo78q5gjIenB/P2XzZ7ylEfahVMpSVlYXJZMLPz6/KuJ+fHxkZGdU+JyMjo9rjKyoqyMrKAiApKYmvv/4ak8nEmjVrePXVV3nvvff4xz/+cdlY3nnnHdzd3StvQUFBtXkpLUpiej6jP97K3jN5eDjZsnRKNGOi2lz+CdknYMkoKM1Vf6jfu0xdEy2aJGsRhR+zfFEMdlB0Ds4naxxV8xafnIMNFXQoT1QH2ja9ZAigJHgwAG6pv4PZrG0wLVRhWQVbj6vJ9Z2tUiD/jLo3JWK4xpGJatnYwd0LwbGVuj9z3SvXfCp3R1uWTOlLiJcTp3NKmDB/O7nFxrqLVQgBXGMBBd2flnsoinLJ2NWOv3jcbDbj6+vLJ598QlRUFPfeey+vvPLKZZfeAbz00kvk5eVV3k6fPn0tL6XZ23A4k7tnbyU1t4Qwb2dWPxZLtGWmoFp5Z2DJSCjKBL8u8MBXanM50WT5ujoQ5uNMmWJLnkdndVCWytUbRVGIT86hqy4ZW3Op+qbIJ1LrsK5J6+6DKVQccK3IgbP7tQ6nRdp89BxGk5kQLyfanLFU9ou8Uz6gasw8guCueer9HZ/C/q+v+VS+rg4snRKNr6s9R84WMHnRDoqN0vtLiLpUq2TI29sbg8FwySxQZmbmJbM/Vv7+/tUeb2Njg5eX+qY8ICCA9u3bYzBc2I8SGRlJRkYGRmP1n4LY29vj5uZW5SaqWrQlmSmLd1BkNBET5sWqx2Jp6+18+ScUZqqJUN5pdbP3+FXqGznR5FmXyiXadFQHpIhCvTmWWUhOkZFYW0sVueD+oG+aXQyi2wWw1awm0AUHftY4mpbJukRueAdPdIdWq4Nd79YuIFEzETfDwL+o9797Cs4dveZTBXk68dmUaNwdbdmdkssjn+2irOLy2wiEELVTq9/QdnZ2REVFsX591c2069evp3///tU+JyYm5pLj161bR+/evbG1VfegxMbGcvz4ccwXLcM4evQoAQEB2NnZ1SZEAVSYzPzftwf42/eHMCswrncQiyf3xd3pCnt+Ss7DZ6Mh+zi4B8GEb8HlMj2HRJNjTYZ+KwpVB2RmqN7EJ1n2CzmphUqa6hI5UJfpnHDrB0Bp4jqNo2l5yk1mfjucCcAYjyPqz2kXP3Ufp2j8Br8EbQdCeRGsmADG4ms+VQd/VxY+1AcnOwO/H8tixpd7MZll76cQdaHWH1fOmDGDTz/9lAULFpCYmMizzz5LSkoK06dPB9TlaxMmTKg8fvr06Zw6dYoZM2aQmJjIggULmD9/Pn/5y18qj3n00UfJzs7m6aef5ujRo/z444+8/fbbPP7443XwEluWgtJypizeyZJtp9Dp4KVbO/LPMV2xs7nCX3VZASy9G84eUH/RTvgW3K+wp0g0Of0sFeW+zbaUqz97EEql6Eh9iEvOQY+ZTuUH1YEmWDzhYrqIoQB45uxRN4WLBrPjZA55JeW0crIl4uxP6mCXMVLVs6kw2MCY+erv1XOJ8ONz11W8pldwK+aOj8LWoOPH/em8uvpA5bYDIcS1q3UyNG7cOGbOnMmbb75Jjx492Lx5M2vWrCEkJASA9PT0Kj2HQkNDWbNmDRs3bqRHjx689dZbfPjhh4wZM6bymKCgINatW8eOHTvo1q0bTz31FE8//TQvvvhiHbzEluN0TjFjZm9l09FzONjqmf1AFI8MCr/ifi7KS2H5/ZC6U10SN3612i9BNCu+bg6EeTuTqbSi2LkNoKh/56JOKYpCfFI2nXQnsTcVqRvd/btqHdZ16dy5KyfMARgwoSRt0jqcFsW6RO6W9q7oj1iSIVki17S4+qkJkU4Pe7+APZ9d1+kGRvjw33t7otfBsu0p/HvtkToKVIiWy+ZanvTYY4/x2GOPVfvYokWLLhkbNGgQu3fvvuI5Y2JiiIuLu5ZwBLA75TzTluwkq9CIr6s98yf2oWubq/SgMJXDV5MgeTPYucCD34BfpwaJVzS86DAvkrKKOGHfma5FZ9SlcuFDtA6rWTlxroisQiN3WfsLBfdr8p/i9w7x5EulB+GkU3DgZ9w63al1SC2CoiiVydB9bvuhogQ8wyGwl8aRiVoLHQg3vgK/vQVr/gqBPa/rQ5IRXQN4e3RXXly5n9kbT+DhaMsjg+RDTCGuVdPc1Suq+H5vGvd+EkdWoZFOAW58+0Ts1RMhswlWTYejP4GNA9z/JbSOapiAhSb6WUps/1EWpg5IEYU6F5+s7he62fm4OtDEl8iB2u8k3Ud9HYakX6VHVQM5nFHAmfMl2Nvo6Zy9Vh3sOrbJNe8VFgNmQMQwtYn5ionXvUz53r7BvHSrWhDnnZ8O8+WOlKs8QwhxOZIMNWGKovDhr8d4ctkejBVmhkb68tX0GALcHa/2RPjhWTjwNehtYdxSaDugYYIWmokOVYso/HDe0pPrzE41KRZ1Ji4pBx1mulQcUgeaQTIE4N5xMKWKLc6lGXBOluU0BOus0K1hNhiSNqiDskSu6dLrYfRccGsDOSfguyeu+4OFRwaFM90yI/TSyv38tD+9LiIVosWRZKiJKqswMWPFXt5fr5brnDoglLnje+Nsf5WVj4oC616F3YvVNcxj5qklQEWz5+/uQKi3M4fNQVTYOENZPpw7rHVYzYZ1v1B73RkcK/LA1hkCe2gdVp2I7tCGeLPaK8l8bP1VjhZ1Yd0htSXFeNc9oJggoAd4R2gblLg+Tp4wdpH6IeShb2H7J9d9yhdu6cB9fYMwK/D08gT+OJZ1/XEK0cJIMtQE5RQZefDTeFbtScWg1/GP0V149fZOGPQ1WD6x6d+w7SP1/h0fQufR9RusaFSiQz0xYeC0k6UJqCyVqzMns4vJLCgj1saSYAb1BcMVytk3Id3buLNN3xOA4kNrNY6m+UvLLeFAaj46HXQ7b0k+u92jbVCibgT1gWFvqffXvqLO0F8HnU7H30d15bauARhNZqZ9tpM9KefrIFAhWg5JhpqY45mFjPp4CztOnsfVwYZFD/XhgeiQmj1528ew8W31/i3/hF7j6y9Q0ShZ+w3Fl7dTB6TfUJ2Js/QXutmp+ewXsrIx6CloPQgAx7Q4MBZpHFHz9kuipdFqayO2adsBHXS+S9ugRN2Jng6Rd4LZUsSoOOe6TmfQ63h/XHcGRnhTbDQxaeEOjp4tqJtYhWgBJBlqQrYcz+KuWVtIySkmyNORlY/2Z2CET82evGsxrH1ZvX/jq9Dv0foLVDRa0ZYiCj/nWRJomRmqM2qzVYVuZst+oSbcbLU6YZE9OaN4Y1DK4eQWrcNp1qz7hR5ys8wahA4EtwANIxJ1SqeDkR+BZxjknYZVj8BFTeevhb2NgTkPRtEz2IO8knLGz4/ndM61N3kVoiWRZKiJWLY9hYkLtpNfWkFUSCtWPxZLhJ9rzZ584Bv4/mn1fv+n4Ia/XPl40WwFuDsS4uXEbrNlZignCQrPaRtUM6AoCvHJOYTr0nAuzwGDfbMrgRwb4c0mU3cATLJvqN7kl5ZXzjL2yP1FHewqS+SaHQd3GLtY/VlxbB1smXndp3S2t2HhpD508HPlbH4ZD86PJ7Og9PpjFaKZk2SokTOZFd5ek8hLK/dTYVYY2SOQz6dG4+ViX7MTHPkZVk4DFOg9GW5+U0qztnD9Qr3Ix5lzjpYS22dkqdz1SskpJj2vlBiDpdJamz5g66BtUHWsg58ru+3U8vvGw+s0jqb52njkHOUmhaGe57DPOQwGO4i8Q+uwRH0I6AYj/q3e/+0tOPnHdZ/Sw8mOJVP6EuTpyKnsYiYu2EFeSfl1n1eI5kySoUas2FjB9KW7+GRzEgDPDm3PzHE9cLCtYRPH5M2wYgKYK9RPFke8J4mQoF+4ulRut9JeHZClctctPkld8z/cxbJfqJktkQN1o7Yu9AbKFQOOBSfVWUVR56xL5Ka4W5bIRQwDRw/tAhL1q9dE6HYvKGb4ejIUZl73Kf3cHFg6JRofV3sS0/OZsmgHJUZpoyDE5Ugy1Ehl5JUyds421h86i52Nnv/e24Onh0agq2kyc3oHfHEvmMqgw20wapba50C0eNZ+Q78WtlUHpIjCdYtLVvcL9TAfVAdC+msaT32J6hDCLmsSffxXbYNphowVZjYezkSHmV75lu+vVJFr3nQ6uP198OkIhWfhmyl10v8txMuZJZP74uZgw85T53n0810YK65vX5IQzZW8O26EDqTmMfLjPziYlo+Xsx3LHo5mZI/WNT9BxgH4fAyUF0HYYLh7QbMp8SuuX6CHI8GeTuwwWXqWpO6GCqO2QTVx8Uk5BOkycTWeU3uItOmrdUj1Ijb8wr6hiqO/aBxN8xOfnE1BWQVDnJOxL0oDezd1Zkg0b3bOcM8StTdZ8mbY+M86OW1kgBsLH+qDg62ejUfO8dxXezGZr6/RqxDNkSRDjcy6gxmMnbONs/llRPi6sPrxWKJCPGt+gqzj8NloKM2DoGi494tmt3dBXL/oUE+SFX+KbdzV2cOMfVqH1GSdzikmNbeE/gZLf6HWvcDOSdug6kmwlxOJLpZE7+RmqCjTNqBmxrpEbqp1iVzkHWDrqGFEosH4dIA7/qve3/wfOF43HzZEhXgyd3xvbA06vt+bxuvfHUBRJCES4mKSDDUSiqIwb3MSjyzdRUm5iYER3nzzWH+CPGvxpir3NCwZCUWZ4N8V7l+hfuIkxJ+o/YZ0HNB3VAdk39A1i0+27hc6oQ400yVyVn7tepOpeGBTUQwpcVqH02woisIvh85iSwVRhZvUwa53axuUaFjdxqqFjlDgm4ch70ydnHZQex/ev6cHOh0sjUvh/fVH6+S8QjQXkgw1AuUmMy+v2s8/1iSiKPBAdDALJ/XBzaEWS9sKzsKSOyH/DHi3h/GrZdOtuCxrv6GNxaHqgCRD18xaBrmXYukvFDJAw2jqX/8Ibzabu6lf1NGn1wIOpuWTllfKTbYHsTPmgrMvhA7SOizR0Ia/AwHdoSQHvnoITHVTCe6O7oH8fVQXAP7323E+/V0KoAhhJcmQxvKKy5m0cDvLtp9Gp4PXbu/E30d1wcZQi7+a4hx1aVxOErgHq4mQs3e9xSyavjatnGjTypGd1n1Dp7eDLJ24JvHJ2QSQjUdZGuj0EBytdUj1qn+4N5tMajIk+4bqzjrLErnJ7jvUgS5jQF/DyqGi+bB1UPsP2burbQ9++VudnfqB6BD+OrwDAH//MZGvdp6us3ML0ZRJMqShU9lF3DV7C1uOZ+NkZ2De+N5MGRBa84pxAGUF8PndkHkQXPxh4rfgXotiC6LF6hfmxT4lDJPOAAXpaid0USupuSWczikhxiZRHQjoDvY1bIbcRPm42pPuFYNZ0WGTdQjy07QOqVlYdzADJ0rpVbJNHeg6VtuAhHY8Q9UKsADbPoLE7+vs1I8NDufhgeqKgBe+2cfagxl1dm4hmipJhjSy42QOoz7ewolzRQS4O/DV9BiGdvKr3UnKS2DZfZC6CxxbwYTV4BlWL/GK5qdfmBel2JNkCFcHpMR2rcVblsgNd7buF2p+/YWq07V9KHsVy78bKbF93U7nFHM4o4Bhhl3YmErUn+Ote2kdltBS5O0Q84R6f/XjddbXS6fT8fKISO7p3QazAk9+sYetx7Pq5NxCNFWSDGlg1Z4zPDAvnvPF5XRt7c63j8fSOdC9diepMMKKiXDyd7BzhQdXgm9k/QQsmqXoUHXf0B9llgRa9g3VmrXZam+dZWaobfPeL2TVP9ybTbJvqM5Yq8iNd7Eskes6VhpkCxj6N7UqbFme+vu+vLROTqvT6Xh7dFeGd/bDaDLz8JKd7D2dWyfnFqIpkmSoASmKwvvrjvDsl3sxmszc0tmfLx/ph69bLUtfm02wahocWws2jvDACvkUUdRakKcTrT0c2WmyNNGUZKjW4pOz8SEXr9IUQAfB/bQOqUFEh3my2az2GzKf2ACmCo0jatrWHzpLK/LpadytDnSRKnICtT/g3QvB0VNtf/Dzi3V2ahuDnv/e25PYdl4UGU1MWrid45kFdXZ+IZoSSYYaSGm5iSeX7eHD344DMH1QOLMe6IWTnU3tTmQ2w/dPwcFVanPHcUubfSlfUX/6hXmxy2wpopBxAMoKtQ2oCcnIK+VkdjHR1v5Cfl3U5aotgJuDLQT2IldxRl+Wpy7VFdckt9jI9pM53GaIR69UqPvOfNprHZZoLNxbw5h5gA52LYR9K+rs1A62BuaO7033Nu6cLy7nwU+3c+Z8cZ2dX4imQpKhBnCuoIz75sXxw750bPQ6/j2mGy/e2hG9vpbLIBQF1r4Me5aqVavung8RQ+snaNEiRId5koEX5/Q+oJggbbfWITUZ8cnqfqFbW0h/oT+LifDld3NX9QtZKnfNNhzJxGRWGOdgmZnteo+2AYnGp91QuOGv6v3vn4FzR+rs1C72Nix6qC8Rvi5k5Jcyfv52sgqlmbJoWSQZqmdHMgoY9fEW9qTk4u5oy2dTormnT9C1nWzjOxA/W70/8mPoNLLuAhUtUkyYFwDx5e3UAVkqV2Nxlv1CffTW/UIto3iCVWy4N5ssS+UUSYau2fpDZ2nNObqaDgE66HKX1iGJxmjwixB6A5QXwYoJYCyqs1O3crbjsynRtPZwJDmriIkLtpNfWjf9jYRoCiQZqkebjp5jzOytpOaW0NbLiVWP9Scm3OvaTrb1f7DpX+r9W/8DPe6vu0BFi9WmlaO6b8h8Ub8hUSPxSdm0Ih/fEkuVpxZSSc6qV0gr4nQ91C/S9kCRVKSqrbIKE5uOnONOg6WcdtsB4BaobVCicdIbYMx8tYXGucPww4w67Q3n7+7A0qnReLvYcTAtn6mLdlJabqqz8wvRmEkyVE8+23aSyYt2UFhWQd9QT1Y9FkuYj8u1nWznQlj3qnr/pv+D6Gl1F6ho0XQ6HdGhnuwyW4sobFf3pYkryswvJSmriL4Gy3IV7w4trtGxg62BkLZhHDKHoEOBExu0DqnJ2XoimyKjibtst6oD3WSJnLgCF1+4ewHoDLBvOexeXKenD/V2ZvHkvrja27D9ZA6Pf76bcpP8PhDNnyRDdcxkVvjbdwd57duDmMwKY3q1YemUaFo5213bCfd/DT88q94f8CwMfK7ughUCtYhCohJMGfZQmgvZx7QOqdGLT1aXyN3iYpkVamFL5KykxPb1WX/oLB10KUSQAgY7iLxD65BEY9c2Fm56Tb2/5nlI31unp+8c6M6Ch/rgYKvn18OZ/PWrvZjNdTcDJURjJMlQHdt2IptFW08C8NfhHXh3bDfsbK7x23x4DaycBijQZyrc9HqdxSmEVb8wLyqwIcEs/YZqKs7SbLWfdb9QC1siZxXb7qJ9Qyd+lVnFWjCbFX45dJaRBsusUMSwFlONUFyn/k9D+1vAVKb2HyrNq9PT92nryewHorDR61idkMZzX+2VJXOiWZNkqI4NiPDmuZvbM+uBXjx+Yzt019o4L2kjfDVJrfDV7V51n5A04RP1IMjTkQB3h4v2DUkydDXxyTm4UYR/iWUWrYUmQ10C3Thi14kCxRFd0Tm1F4qokX2peZwrKGGkdb9Q17HaBiSaDr0eRs0G92A4nwzfPl6n+4cAbuzoy3v3dMeg17FqTyr3zYsjM79umr4K0dhIMlQPnrwpghFdA679BKe3w7L71U99Ot6uVo7Ty1+VqB86nc7Sb+iifUPisrIKyzieWUiU/qi6V8YzDNyu4/97E2Zj0BMV6sdWc2d14Ph6bQNqQtYfyqCX7hitdefAzhXaD9c6JNGUOHnC2EVqv8HE7yFudp1fYmSP1ix+qC/ujrbsScnlzo+2sP9M3c5CCdEYyDvsxiZ9H3x+t1o+M+xGdbOkoZaNWYWopX5hnuwxW8prZx2F4hxtA2rE4i0ltUe4WvsLtcxZIavYdl6VS+U4/qu2wTQh6w+dZZRhi/pF5B1g66htQKLpaRMFw/+h3l//GpzeUeeXGBDhzerHYwn3cSYjv5Sxc7fy/d60Or+OEFqSZKgxyToGn41W1/8G9YN7Pwcbe62jEi1AdKgX53EjSbGU9T1T979Umwtrs9UYayW5Fp8MebPZUkRBOb0dSnK1DagJOJlVRNLZXG4zxKkDXe/WNiDRdPWdBp1GgblCXVpfDx9khXo7s+rxWG7s4ENpuZknl+3h3bVHpLCCaDYkGWoszp+CJSOhOAsCusMDK8DOWeuoRAsR4uWEv5sDO02yb+hq4pNycKKUwJLD6kALrSRnFeHrQplLG46bA9EpJkjepHVIjd76Q2cZoN+Pp64QnH0hdJDWIYmmSqeDO/8HnuGQf0YtulQPhUzcHGz5dGIfHrlBLbTz0YbjTF+6i6Kyijq/lhANTZKhxqAgQ02E8lPVfiUPrgQHd62jEi2Ium/Ik12K7Bu6kpwiI0fOFhClP4peMakbmD2CtQ5LUzqdjv7hFy+VkxLbV7P+4ipyXe6SpdDi+ji4wT1LwMZB3bf3x/v1chmDXsdLIyJ5b2x37Ax61h06y5jZWzmdU1wv1xOioUgypLXiHFgySq0I4xECE1a3uOaNonGIDvNil7WiXOouMJVrG1AjtN2yRO5WV0t/oZD+GkbTeMRW6Tf0a51XtmpOcoqMHDyVxjD9TnVAqsiJuuDfBUa8q97f8A9I3lxvlxoT1Yblj/TDx9WewxkFjPx4S2W7ASGaIkmGtFSaD0vvgnOJ4BoAE74Ft0CtoxItVL8wL04ogeQpzlBeDGcPaB1SoxNnKZ7Q30aWyF2sfzsv4s2RlCq26gz3ucNah9Ro/Zp4lpt0u3HWlUGrUGgdpXVIorno+SB0vx8UM3w9RV11Uk96Bbfiuydi6dranZwiIw9+Gs8X8Sn1dj0h6tM1JUOzZs0iNDQUBwcHoqKi+P333694/KZNm4iKisLBwYGwsDDmzJlT5fFFixah0+kuuZWWNuOa9sZiWHYvpO0BJy8Yvxo8Q7WOSrRgbb2c8HF1ZLe1qpwslbtEXFI29hgJKmnZzVb/rE0rJ/y9PIgzd1IHZKncZa0/dJY7rVXkuo6V/nGi7uh0cNt74NsJijLVhMhUf3t6AtwdWfFIDHd0D6TCrPDyqv28/u0Byk3SfFk0LbVOhr788kueeeYZXnnlFfbs2cPAgQO59dZbSUmp/hOB5ORkRowYwcCBA9mzZw8vv/wyTz31FN98802V49zc3EhPT69yc3BwuLZX1dhVGGHFBDi1Bezd1D1Cvh21jkq0cJf2G5IiChfLLVb3C/XUH8dgLgcXf7XHkACgf5WlcpIMVae03MT+Y0kM0lua00oVOVHX7JzU/UN2LnDqD9j4dr1eztHOwIf39uAvw9TfG4u3nWLigu3kFhvr9bpC1KVaJ0Pvv/8+U6ZMYerUqURGRjJz5kyCgoKYPbv6hl9z5swhODiYmTNnEhkZydSpU5k8eTLvvvtuleN0Oh3+/v5Vbs2SqQJWTlU3Odo6wQNfQWAPraMSAlCXykkRheptT85BUeAWF0t/obax8qn+Rar0Gzq1FYxF2gbUCP1xLIsh5m3Y6kwo/t3Ap4PWIYnmyDsC7vivev/39+Dounq9nE6n44khEXwyPgonOwNbT2Qz8uMtHDtbUK/XFaKu1CoZMhqN7Nq1i2HDhlUZHzZsGFu3bq32Odu2bbvk+OHDh7Nz507Kyy9s0C4sLCQkJIQ2bdpw++23s2fPnivGUlZWRn5+fpVbo2c2w/dPwaFvwWAH45ZCcD+toxKiUnSYJ3vN4ZgUHeSdhrxUrUNqNKz7hQbaWfsLSfGEi8WEeZGkBHDa7AMmI5z8Q+uQGh11iZz6u1LX7R6NoxHNWte7oc9U9f6qaZB7ut4vOayzPysf60+bVo6cyi5m9Kyt/Hb4bL1fV4jrVatkKCsrC5PJhJ+fX5VxPz8/MjKq36iXkZFR7fEVFRVkZWUB0LFjRxYtWsR3333HsmXLcHBwIDY2lmPHjl02lnfeeQd3d/fKW1BQUG1eSsNTFFj7EiR8DjoD3L0A2t2kdVRCVBHm7YyzqzuJSog6cEZmh6zik7OxpYK2xQfVgZAB2gbUyHi52NPR302Wyl2GyaxwMPEA0frDKOig811ahySau+FvQ0APKDmvNmStqP+lax393fj28Vj6hnpSWFbBlMU7mbPpBIpUmBSN2DUVUND9aWmIoiiXjF3t+IvH+/Xrx4MPPkj37t0ZOHAgK1asoH379vzvf/+77Dlfeukl8vLyKm+nT9f/px7XZcM/IN5SOGLULIi8Q9t4hKjGhX1D1uarkgwB5JWUcyg9n266ExjMZWrRE1nidInYdt7Sb+gyEk6fZ0Cp2pBWCYkF99YaRySaPRt7uGex2rcwdSf88nqDXNbLxZ6lU6K5PzoYRYF//nSY51bspbTc1CDXF6K2apUMeXt7YzAYLpkFyszMvGT2x8rf37/a421sbPDy8qo+KL2ePn36XHFmyN7eHjc3tyq3RuuPmbD5P+r9Ee9C93s1DUeIK4kO9ZQiCn+yw7pf6OL+QrJf6BKx7bzYau5MBQbISYLsE1qH1Gisu6jRql6WyImG0qotjLJ8EBs3S12m3wDsbPT8Y1QX3hzZGYNex8o9qYz7JI7M/GZcJVg0WbVKhuzs7IiKimL9+vVVxtevX0///tWvn4+Jibnk+HXr1tG7d29sbW2rfY6iKCQkJBAQEFCb8BqnHfMvfBoz9G/Q92FNwxHiavqFebHbUkRBSd8L5SUaR6S9eEuz1UGV+4VkiVx1+oZ6UaZ3YofJMmt24jdtA2pEju3fTqQ+BbPOFjrdqXU4oiXpOAL6P6Xe//aJBvuQQqfTMSGmLUsm98Xd0Za9p3O546M/2Hcmt0GuL0RN1XqZ3IwZM/j0009ZsGABiYmJPPvss6SkpDB9+nRAXb42YcKEyuOnT5/OqVOnmDFjBomJiSxYsID58+fzl7/8pfKYN954g7Vr15KUlERCQgJTpkwhISGh8pxN1t4v4cfn1PsDn4MBz2objxA1EO7jTKlTa84qHujMFWovrBYuPjkHAyZCSyyNaKXZarVc7G3oHuQh+4b+5HhmIVH56vfC1G4oOLbSOCLR4tz0fxAcA2X58NXEBv2QK7adN989EUs7XxfO5pcxds42vk2Q4jyi8ah1MjRu3DhmzpzJm2++SY8ePdi8eTNr1qwhJETdcJ2enl6l51BoaChr1qxh48aN9OjRg7feeosPP/yQMWPGVB6Tm5vLtGnTiIyMZNiwYaSmprJ582b69u1bBy9RI4k/wOpHAQX6ToMhr2kdkRA1otPpiA6XfkNW+aXlHEjNo7PuJLamYnX9vW8nrcNqtGLDLyqxnbwZKsq0DagRWH8wo3KJnG2PcRpHI1okg61auMnJGzL2w08vNOjlQ7ycWfVYf4Z09KWswszTyxP4z9rDmM1SWEFoT6c0kxIf+fn5uLu7k5eXp/3+oRO/wRfj1PKy3e+HkR+D/ppqVQihic/iTnHy+3/xmu3n0GEE3LdM65A0s+FwJg8t2sHzbut4zLgI2t8K9y/XOqxGKy4pm3s/2cZOh8fxJhcmfAthg7UOS1Mv/Xce75z/C+UGJ2xfTAJbR61DEi3Vid/gs7sABUbPbfA9zCazwr/XHmbuJnX/5dBIP2be2wMXe5sGjUO0DDXNDeQdel07swuWP6AmQpF3wp3/k0RINDkxYZ7stswMKafj1dLwLVScZb/QYPuj6oD0F7qinsEeONga2FAhS+UAzhWU0SlrLQDl7W+TREhoK3wIDLLMCv3wLGQmNujlDXodL90ayQfjumNno+eXxLOMmbWV0znFDRqHEBeTd+l1zTNUXULTbiiM+RQM8mmHaHrCfVzIcGpPmWKLrjhbrQzWQsUl5aDHTLuS/eqA7Be6InsbA33ael5UYvtXbQPS2G8HzzBCHweAU5RUEhWNwKDn1dna8mJYMRHKChs8hNE92/DltH74utpz5GwBd370B9tOZDd4HEKAJEN1z8kTJqyGez5Ta/wL0QTpdDp6hfmzTwlVB1rovqHCsgoOpObRUZeCXUUB2LmAf3etw2r0+od784e5C2b0kHkI8lruZum03T/jpSug2NYTQgdrHY4QoDfAXZ+CawBkHYEfntFk9r9ncCu+e2IA3dq4c764nPHz41kad6rB4xBCkqH6YO8Kdk5aRyHEdekXJv2Gdp06j8msMNzluDoQFC2zvTUQ286LXFzZr4SrAyda5uxQsbGCsIw1AJR2GCn/dkTj4eIDdy8EnQH2fwW7FmoShr+7AyseieHO7oFUmBVeXX2A11YfoNxk1iQe0TJJMiSEqFZ0mBe7zREAmFNaZjIUl6Qu27jRwZIMyRK5Gukc6I6bgw2/tfB9Q1sOpTBUtwOAVtH3axyNEH8SEgNDLX0Qf3oB0hI0CcPB1sB/7+3BX4d3QKdTC/hMmL+d80VGTeIRLY8kQ0KIakX4upDk0BkA3bnDUJKrbUAaiE/KBhQ6lFn2C0mz1Rox6HXEXFxi+8RGMFVoGpMWMnasxllXRo5dILo2fbQOR4hL9X9KrZBpMsKKCZr9nNfpdDx+Yzs+Gd8bZzsD25KyGfnxFo6eLdAkHtGySDIkhKiWTqejfXgYJ81+6FAgdafWITWoYmMF+87k0U6Xir3xPNg4QmBPrcNqMmLbebNPCaNA5wpleS3u30+FyUxw6g8AFHUYDTqdxhEJUQ2dDkbPBo9gyD0F3z6uafXQmzv5sfKxWII8HUnJKeauWVv5NfGsZvGIlkGSISHEZUWHerFLUZfKcXq7tsE0sF2nzlNhVhjubN0v1Ads7LQNqgnpH+6NGT2bTF3VgRa2VG7vkST6KwkABMSO1zYYIa7EsRWMXQwGOzj8A2z7WNNwOvi78u3jA+gX5klhWQVTl+xk9sYTNJO2mKIRkmRICHFZ/cK8KvsNtbR9Q/FJOQAMdbIkQ7JErlbCfZzxc7Nvsf2GzsZ/ia3OxBn7CGz8I7UOR4gra90Lhr+t3v/lddD4572nsx2fTYnmgehgFAX+9fNhnv0ygdJyk6ZxieZJkiEhxGVF+Lpw3L4TAMrpHWBuOb+I4pPV/UIdK/cLSbPV2tDpdMSGe7PZbJkZStsDhee0DaqBKIpC4OkfAShoP0rbYISoqT5TocsYMFfAV5OgKEvTcGwNev4xuitvjeyMQa9jdUIa4+Zu42x+qaZxieZHkiEhxGXp9To823anQHHEUFGk9oxpAUqMJhJO59JWl4Fj2Tl1+Uib3lqH1eT0b+fNOVqRZBOmDiRt0DagBpKcdJQe5oOYFR3BN8gSOdFE6HRwx3/BKwIK0mDlNDBrX+J6fExbPpvcFw8nW/aeyePOj/5g7+lcrcMSzYgkQ0KIK4oO92GPuZ36RQvpN7Qn5TzlJoWbrUvkWvcGW0dtg2qC+od7AbC2tIs6cGy9htE0nIw/lgJw1KErzj4hGkcjRC3Yu8I9i9WCMSd+hd/f1ToiQP1g5dvHY4nwdeFsfhlj527j24SW28xZ1C1JhoQQVxQd5sVuxdpvqGUUUYhLVvcL3ex8Qh2QJXLXJNDDkVBvZzaarCW2f20UnzTXN/+U7wHIixitcSRCXAO/znDbe+r9DW/D4TXaxmMR4uXMysf6c1NHX4wVZp5ensC/fj6M2SyFFcT1kWRICHFFHfxcOWKr7hsynozTOJqGYW222tlo2S8kzVavWf9wNZku0ztBcTakJ2gdUr3KSkogzJSMUTEQNvA+rcMR4tr0fAB6PggosPw++OWNRtErzNXBlk8m9Gb6oHAAZm88wbTPdlJQWq5xZKIpk2RICHFFer0Ou5A+mBUdDgWnoDBT65DqVWm5ul+oje4czqXpoDNAm75ah9VkxbbzphwbduqtVeV+1Tagepb+x2cA7LHvg49fgMbRCHEdbnsfek9R7//xPiy+HfK0X5pm0Ot48daOzBzXAzsbPb8kZjJm9lZSsou1Dk00UZIMCSGuqnu7EI4obdQvmnm/oYTTuRgrzNxk3S8U2BPsXbQNqgmLCfNCp4MfSzqrA825xLai4H9KbbSaGz5S42CEuE429nD7+3D3QrBzhZRtMGcAHF2ndWQAjOrZmhWPxODras/Rs4Xc+fEfbD2hbQU80TRJMiSEuKqL+w2ZUpr3UjnrErnKZquyRO66tHK2o1OAG5tMlpmhM9uh5Ly2QdWT4qQ4fEwZFCoOhMferXU4QtSNLnfBI5sgoDuU5MAXY2Hda2DSfmlajyAPvntiAN3auJNbXM6E+dv5LO6U1mGJJkaSISHEVXX0d+WQjdo4suTENo2jqV/WZqtdKg6qAyGSDF2v2HbepOLDWfsQUMyQtEnrkOpF5hZ1idwW236Et/bROBoh6pBXOExZD32nqV9v/RAWjoDc09rGBfi7O7DikRhG9gikwqzw2uoDvLJqP+Wm5l+sRdQNSYaEEFel1+tQgtR9Mw5Z+6CiTOOI6kdZhYndKefx5TxuxSmg00NwP63DavKsJbY3VFj3DTXDpXKmcrxOqY1Wc8LuRKfTaRyQEHXMxh5G/AfuWQL27uos75wBcOQnrSPDwdbAzHE9eP6WDuh08Hl8CuPnx5NTZNQ6NNEESDIkhKiR8PZdyVLcsDEbIX2f1uHUi72n8yirMHOz0zF1wL8rOLhrG1Qz0DfUE1uD7qJ9Q7+C0rzK4VYc34CrKZcsxY3w6Du0DkeI+tNpJEzfDIG9oDQXlt0La1+BCm0TD51Ox2OD2zFvfG+c7QzEJeUw8uM/OJJRoGlcovGTZEgIUSP9wr3YbVb7DTXXfUPx1v1Crtb+QrJEri442dnQM6gV280dqdA7qN3tMxO1DqtO5cR9DsAv+liiQmWJnGjmWrWFyWuh32Pq19s+goW3wHnt9+sM7eTHqsdjCfZ04nROCXfN2sL6Q2e1Dks0YpIMCSFqpKO/GwcNHQEoOLZF42jqR7yl2Wo32S9U52LCvSjDjiMOlgaszWmpnLEY91Nqha1zbe/AoJclcqIFsLGDW96Be79QZ9BTd8HcgZD4vdaR0d7PlW8fj6VfmCdFRhPTPtvJxxuOozSzGWlRNyQZEkLUiEGvoyygDwC2aTua3TInY4WZnady8CIPj6IkdTCkv7ZBNSOx7bwBWFOiNvBtTsmQcuQn7M3FpJh9aB81ROtwhGhYHW+D6X9Amz5QmgdfPghrntd8b2krZzs+mxLNg/2CURT4z9ojPL08gdJyk6ZxicZHkiEhRI35dYjGqBhwNmZBborW4dSp/am5lJabudHRUlLbtxM4eWobVDPSI8gDR1sDa0q7qAMp26CsUNug6kjhzmUA/MgABraXJXKiBfIIhod+gv5Pql9vnwvzh0FOkqZh2Rr0/H1UV94a1QUbvY7v9qZxz9xtZOSVahqXaFwkGRJC1FifiNYcVEIBMJ1qXvuG4iwltUe4WWeFZIlcXbKz0dM31JNkxZ98h9ZgMsLJP7QO6/oV5+CUsgGAtKDbcbKz0TggITRisIVhf4f7V4BjK0hPgLmD4OAqrSNjfL8Qlkzpi4eTLfvO5HHnR3+QcDpX67BEIyHJkBCixiID3Niv7wDA+aPN4I3sRazNVnuYLPuFpNlqnYtt5wXo2GnbSx1oDkvlDn2LQangoDmErj2itY5GCO21H64umwvqB2X58NUk+PE5KNd2NqZ/uDffPT6A9n4uZBaUcc/cbazac0bTmETjIMmQEKLGDHodRb5R6hcp27UNpg6Vm8zsOnUedwppVWgpqx0s+4XqWv9wdd/Qyjy1EEdzSIbK9nwJwHfm/gyJ9NU4GiEaCfc2MOkHGPCs+vWOT2H+UMg+oWlYwV5OfPNof4ZG+mKsMPPsl3t556dETObmtQdW1I4kQ0KIWnGLUGdMPAuPNps9HwdS8yg2mhjkcBwdCnhFgKuf1mE1O50C3GjlZMsGY0fMels4n6z5m6PrkncGu1R1uehJ/1vxdrHXOCAhGhGDLQz9GzzwDTh5QcZ+mHsD7P9a07BcHWz5ZHxvHhscDsDcTUk8vGQnBaXlmsYltCPJkBCiVrpFRnJG8UaPGdOZnVqHUyes+4Vud5cqcvVJr9cRE+5FEY6kulpLbP+qbVDX48A36FCIN3ekV9cuWkcjROMUMVRdNhcSC8ZC+GYKfP80lJdoFpJer+P5Wzry33t7YG+j57fDmYyetZWTWUWaxSS0I8mQEKJWOgW6sY/2AGQd+l3jaOpGfLK6X6in+ZA60HaAhtE0b9alcpvNTb/fkGnvVwCsNsVycyeZSRTistwCYcJ3cMNfAR3sWgSfDoWsY5qGNbJHa1Y8EoOfmz3HMwsZ+fEWth7P0jQm0fAkGRJC1IpBr+O8V08AjCe3aRzN9aswmdl58jwuFONdeFgdlJmhemPtN7Q8R02oOfm75hurr0nmYQyZ+zEqBg63GkyYj4vWEQnRuBlsYMirMH4lOPvA2QNqtbm9X2oaVvcgD757YgDdgzzIKyln/ILtLNl2Uhq0tiCSDAkhas0xLAYAz/N7wWzWOJrrczAtn8KyCgY4JKFTzOARom7+FfWirZcTAe4O7De1oczRF8qL1Z5DTc1+dVZok7k70Z3baxyMEE1I+BB12VzbgVBeBKumwbePg7FYs5D83Bz4clo/RvUIxGRW+L9vD/LK6gMYK5r27zdRM5IMCSFqrV23fhQr9jibCzGdO6J1ONfFukTuDut+IVkiV690Op1lqZyOIy591cGmtlROUVAsydC3skROiNpz9YcJ38LglwAd7FkK84ZA5mHNQnKwNfDBuB68eGtHdDr4Ij6F8fPjySkyahaTaBiSDAkhaq1Tay8O0A6AjAObNI7m+sRbiif0Viz7haTZar1T+w3BT6WWogNNrYjCmZ3ock9RpNizxzGGnkEeWkckRNOjN8DgF2Hid+DiB+cSYd6NsOdzzULS6XRMHxTOpxN642JvQ3xyDnd+9AeHM/I1i0nUP0mGhBC1ZmPQc9a9GwCFx7dqHM21M5kVtifn4EAZvgXWZEj2C9U3676hZVlhKDq9+iYorwk1P7TMCq0192FgpyD0ep3GAQnRhIXeoC6bC7tRXTb77WOwajoYtavsdlOkHysf60+wpxNnzpcwZtZW1h3M0CweUb+uKRmaNWsWoaGhODg4EBUVxe+/X7mi1KZNm4iKisLBwYGwsDDmzJlz2WOXL1+OTqdj1KhR1xKaEKKBGEL6AeCWtVvjSK5dYno+BWUVxNonoVMqwK01tGqrdVjNnp+bA+E+zuQqLuS2amIltk0VKAdXAvCdqb8skROiLrj4woMr1QILOj3sXQafDIazBzULqb2fK98+HktMmBdFRhPTPtvFR78dk8IKzVCtk6Evv/ySZ555hldeeYU9e/YwcOBAbr31VlJSUqo9Pjk5mREjRjBw4ED27NnDyy+/zFNP/X979x0eVZn+f/w9JZ0kpJDQQkIRiLRAAggISpFmQ7GsDRRwl911XUF2Fcval1VZ5ee6WJDY1i7sd9kVEEQBpfcakJIQWgihJAHS5/z+OJlIJGACyZxJ8nld11ycPHNmzj3mmJl7zv3cz4PMmjXrnH337dvHpEmT6Nu3b9VfiYh4VEznqwBoUrQf16na2Yp05V5zvtANDd3rC/UBm77l9wT31aENvt3Mgdoybyh1MbbTR8kyQljn6FL2OkTkEtntZuvt0f+D4CaQ9aM5j2jd+2BRAhIW5MsHY3swqlcsAFMX/MiDn24kr7DEknikZlQ5GXrllVcYO3Ys48aNIz4+nmnTphETE8Mbb7xR4f5vvvkmLVq0YNq0acTHxzNu3DjGjBnD1KlTy+1XUlLCXXfdxTPPPEOrVq0u7tWIiMfEt4plj9EUgP1baue8Ifdiq91taqntae71hr7MaW8O7F0MJbVgBfgtXwLwVUlPerdtjL+Pw+KAROqYuD5m2VybQVCcD/99EGbfDwW5loTj47Dz7I0deeGmjjjtNv676RC3vbWCw9nWLRor1atKyVBhYSHr1q1j8ODB5cYHDx7M8uUVzxtYsWLFOfsPGTKEtWvXUlT00xvfs88+S6NGjRg7dmylYikoKCAnJ6fcTUQ8x+mwc6CBOW/o5M4fLI6m6lwugzVpx/GjkMa5W8xBdZLzmF6tIrDbYP7xJrj8w6EgBw6stTqsCys8Ayn/BcwucoMvb2xxQCJ1VFAk3PkFDHoabA5znt7bV0PGFstCuqtnLP8a15OwQB+2HMxmxD+XkX7MunbgUn2qlAxlZWVRUlJCdHT5Guno6GgyMiqeWJaRkVHh/sXFxWRlmaU1y5YtY+bMmcyYMaPSsUyZMoXQ0NCyW0xMTFVeiohUA1dzszWyf8Y6iyOpuh0ZuWTnFdHTNxV7SSEERUFEG6vDqjdCA33o2CwUF3YORpjzz9i90NqgfsmP86HwFPtdjdhka8uA9lFWRyRSd9ntcOUEuG+uOZ/z2G6YMRDWzLSsbO6KVhHMeeBK2kQ14EhOAfckr+JoboElsUj1uagGCraf1dQbhnHO2C/t7x7Pzc3l7rvvZsaMGURGVr72evLkyWRnZ5fd9u/fX4VXICLVIbpDPwBa5KfgKqpdazGUzRcK22cOxPbWfCEPc5fKfW8kmAPePm+otETuP67eJMWGExbka3FAIvVAiyvMsrnLhkBJAXw1Eb68D/KtqQiKCQ/ko3E9aR4WwL5jZxidvJqc/FpQ4ivnVaVkKDIyEofDcc5VoMzMzHOu/rg1bty4wv2dTicRERHs2bOHtLQ0rr/+epxOJ06nkw8++IA5c+bgdDrZs2dPhc/r5+dHSEhIuZuIeNZll3cl2wgigEL2payyOpwqcS+22tOWYg6oRM7jerc21xv6OKu1OXB4E5zKtDCiC8g7AbsWAFpoVcTjAsPhjk/hmufA7oRt/4a3+sGhjZaEEx3iz4djexLZwJfth3O4//215BepqUJtVaVkyNfXl8TERBYuLF/KsHDhQnr3rnjica9evc7Zf8GCBSQlJeHj40P79u3ZsmULGzduLLvdcMMN9O/fn40bN6r8TcSL+TidpAZ0AODItqUWR1N5rtL1hZwU0/TUZnNQzRM8rntcOL4OO1tzAihoVLoA655vrQ3qfLb/B1xFbHfFsstorvlCIp5mt0OfB+G++RAaAydSYeY1sOptS8rmWkYG8d59PcoWZ/3DJxsoLnF5PA65dFUuk5s4cSLvvPMOycnJpKSkMGHCBNLT0xk/fjxglq+NGjWqbP/x48ezb98+Jk6cSEpKCsnJycycOZNJkyYB4O/vT8eOHcvdGjZsSHBwMB07dsTXV2UIIt6soEkSAI6Dqy2OpPJ+zMzlxJkiknz24SjOg4AwaBRvdVj1ToCvg64tGgKwK7inOeitpXLuErmS3rSLDqZFRKDFAYnUUzHd4TdLod1wKCmEeX+Cz0dB3kmPh9KxWSgzRiXh67SzcPsRHvv3Fq1DVAtVORm6/fbbmTZtGs8++ywJCQksXbqUuXPnEhtr9mA/fPhwuTWHWrZsydy5c1m8eDEJCQk899xzvPbaa4wcObL6XoWIWKZhO7O8rPmpLbhcteNNYFVpS+0RYWnmQGwf81tH8Tj3Oj0LCkuvDO1eBC4vKzfJPghpZsfE/5b0UomciNUCw+FXH8OQKWD3gZQ5ZtncQc838+nVOoJ/3NEVuw0+X3uAF+fv9HgMcmlsRh1JYXNycggNDSU7O1vzh0Q8qCgvB9vfYnHaXOy+exVt2rS3OqRf9LuP1jF3SwaLm/6TuOPLYMhfodfvrQ6rXlq37zgj31hBowAbq31+ja0wF+7/FpolWh3aT5a9BgufZK3RnlsK/sJ/ft+HLjENrY5KRMBMgL64D07uMxOjwc9Bz/Eeb4jz2Zp0Hplltv5+fHg89/fTmplWq2xuoK9CReSS+ASEsN/X/KN/YLP3L75qGAar9h7Hjovmue75Qn2sDaoe69y8IUG+Do7mGeQ0Lf097F5kbVA/t+ULAGYX9yE6xI9OzUItDkhEyjRLNMvm4m8AVxHMfxQ+u9tseuJBt3dvwZ+HtgPghbkpfLnugEePLxdPyZCIXLLcRua3+K59Ky2O5JftzjzFsdOFJDjTcRblgl8INO5kdVj1lo/DTs9WZle5TX6lV4O8ad7Q0Z2QsZkSHMwt6cGg+GjsdrVgF/EqAQ3htg9g+FRw+MKO/8Gb/Ty+kPNvr2rNuCtbAvDIrM18s/2IR48vF0fJkIhcsgaXmZ3YorI3e/3k0ZWp5nyhmyJK1xdqcQXYHRZGJO4W2/+XW9rE4sAaj3+re16ljROW2xI4SbDmC4l4K5sNetwPYxdCWEvITofkIbD8H+DyTJc3m83GY8PjublbM0pcBr//eD2rS99zxHspGRKRS9a809UAtDNS2X3wqLXB/AL3Yqu9HTvMAZXIWc7dRGHefh+MyHZguGDvYmuDArNd75bPAfi8oBcN/Jz0Kk3cRMRLNU0wy+Y63ASuYljwBHzyKzjjmaTEbrfx4sjODGwfRUGxi7Hvr2H7IWsWiJXKUTIkIpfMNyKW4/YIfGwl7Nn0vdXhnJd7vpANFy1ObTIHtdiq5dpFBxMR5EteUQlHokp/H95QKndwHZxIo9AewDeublzVthF+Tl1FFPF6/iFwy7tw7Svg8INdX8ObV0K6Z0q5fRx2Xr+zG93jwsjNL2b0u6tJP3bGI8eWqlMyJCKXzmbjeHgCAPl7l1sbywXszTpN1qkCOjgP4VN4EnyCoEkXq8Oq9+x2G1eUXnFZbutqDu5eZMlCiuWUNk5Y6uhBHv4qkROpTWw26D4Wxn0D4a0h5yC8Oxy+f8UjZXMBvg7eGd2d9o2DOZpbwN0zV5GZm1/jx5WqUzIkItXCr2UvAMKObfTaeUPu9YVuDk8zB2J6gMPHuoCkTJ/WZqncrKwW4AyA3MOQud26gEqKYessAP51uidOu43+7aKsi0dELk6TzvCbJdDpVjBKYNEz8PGtcDqrxg8dGuDDB2N6EBMeQPrxM4xOXkNOflGNH1eqRsmQiFSLxh2vAqCTsYPdR3ItjqZi7vlCfXx+NAc0X8hr9GljXhlafeA0JbFeUCqXugROHyXPpyE/uDrSs1U4oYFKnEVqJb9guHkGXP8aOP3Nvy1vXglpy2r80FEh/nw4pieRDfxIOZzDuPfXkl/kZQtL13NKhkSkWvg0S6AQH8Jtp9i2db3V4ZzDMAxWpR4DDFqe3mAOxikZ8hYtwgNp1jCAohKDvQ2vMAetTIZKu8gt8bmSYpxcE68SOZFazWaDxNHmos6Rbc2rz+9fB0tfrvGyubjIIN67rzvBfk5Wpx7ngY83UFzimQ538suUDIlI9XD6khXSAYDcXd43b2jfsTMcySmgvSMD3/xj5qTaZolWhyWlbDZb2dWhb4pK133atwIKTnk+mKI8SPkvADNPmufIIM0XEqkbojvA/d9BlzvMzpXfPg//uhlOZdboYTs2C2XG6CR8nXa+STnC5NlbvLakvL5RMiQi1adFTwCCMtd53R95d4ncTRFp5kDz7uD0sy4gOYe7xfb/9gdAWJy5mnyaBd0Jf5wPhbmcCmjGGldbLm8SQvOwQM/HISI1w68B3PQm3DjdnKO49zuzbC51aY0e9opWEfzjjq7YbfDFugP8bf6OGj2eVI6SIRGpNo3i+wLQoWQHe45a8I3+BawqXfiun2/pfCGVyHkd9xo+2zNyyY/tbw5aUSpXWiK31K8fYFMXOZG6qutd8OvF0Kg9nDoCH9wIi/8Grpqb0zOkQ2P+dnNnAN5aspe3l+6psWNJ5SgZEpFq4xNrzvVoZz/Aup1p1gZzFnN9IXO+UKvTpesLqXmC14kK9qdtdAMMA7YGdDcHdy30bIvtvBOwawEAbxzrBqBkSKQui2pvls11vdssm1s8BT4cAblHauyQt3WP4dFh7QH469wdfLF2f40dS36ZkiERqT4NGnHSPwaArB0136WnsvYfz+NQdj4t7Ufxy8sAu49ZJidep3dpi+2vctuYv6eT++D4Xs8FsH0OlBSSG9qOLUXNaNYwgA5NQzx3fBHxPN9AuPGfcNPb5vpzqUvhzT6w57saO+T4q1rz636tAHh09hYWbq+55EsuTMmQiFSroqZmkuF7aI3XzBtamWrOFxoZuc8caNbNfPMTr9O7tFRuSVoexJprV3m0VK50odXv/a8GYFB8FDabzXPHFxHrdLndLJuL6gCnj8KHN5kNFkqKa+Rwk4e1Z2S35pS4DB74eH1pBYN4mpIhEalWDduZa8TEF6ewN+u0xdGY3IutXuWr9YW8Xc9WEdhtsDfrNDnNzbWrPJYM5RyCtB8A+OfRBACuubyxZ44tIt6hUVu4fxEk3gsYZuvtD26AnMPVfiibzcaLIzsxKD6KgmIX495fy/ZDOdV+HLkwJUMiUq184sx5Qwn2Paza7R2X/d2d5NrkbTYHlAx5rdAAHzo1bwjASrs5Z4fU76Eov+YPvnU2YJAblcS2M6EE+zvp2Sq85o8rIt7FJwCu/38wcib4NoB9y8yyuV3V/8WM02Hn9Tu70SMunNyCYkYlr2bfMe/4IrG+UDIkItWrUXsKHEE0sOWTvmOd1dFw4MQZDp7Mo7n9OAGn94PNUdYCXLxTn9JSuflHwiC4CRTnQboH1q7a8jkAywIHANC/XRQ+Dr1NitRbnW6B3yyFxp3gzDH4aCR883S1l835+ziYMTqJ9o2DyTpVwD0zV5OZ44EvgARQMiQi1c3uIC/K/Ebftn+15fOG3CVyN0eUzhdq0gX8gi2MSH6Je72hZXuPYbQeaA7uXlSzBz36IxzeBHYnbx41F31VFzkRIaI1jP0Guo8zf/7hVXjvWsg+UK2HCQ3w4YMxPWgRHkj68TOMSl5Ndl5RtR5DKqZkSESqXVCb3gC0LdpOqsXzhtwlcv393fOFelsYjVRGYmwYvk47R3IKyIgy56DV+LyhrebaQqdjrmLjMQc+DhtXt2tUs8cUkdrBxx+u/Tvc+h74hcD+lTBjAJyu3oYHUSH+fDi2B5EN/NiRkcv9768lv6jm1jwSk5IhEal27nlDibYfWVl6ZcYq7sVW2+WXzheKu9LCaKQy/H0cJMWGAbCkuAPY7HB0B5ysobU4DAM2myVyywPNK1G9WkcS7O9TM8cTkdqpw03wmyUQcZm5SOuip6v9ELERQbw/pjvBfk5Wpx3ngY83UFziqvbjyE+UDIlI9WuWhIGNFvajpOz60bIwDp3MI/34GaJsJwnMTQVs0OIKy+KRynOXyn23r/CnNaH21FCp3MH1cCIVfAJJzjIXQlSJnIhUKLwV3PAPc3v9B7B/TbUfokPTUN4ZnYSf0843KUd4dPYWy0vO6zIlQyJS/fxDOBPWDoDCtJWW/RFfVba+ULo5EN0RAsIsiUWqxr3e0Io9x3C55w3tWlgzBytdWyi/9VBWHjAnLV8Tr2RIRM4jthd0udPcnvswuKq/lK1nqwhev7MbDruNL9cdYMq8HdV+DDEpGRKRGuHX0lwws3X+dvYdO2NJDO7mCYMCdpkDcWqpXVt0ahZKsJ+TnPxi9oSWXs3buwRKqnlCcUkxbJ0FwMoGAzEM6Nw8lMah/tV7HBGpW655BvxCzcYra5Nr5hCXRzPlZrOhy9tL9/LWkj01cpz6TsmQiNQIZ2zpvCH7j2VNDDytbL5QwRZzQM0Tag2nw162xs+i7KYQGAGFubB/dfUeKG0pnM6EgHA+Otoa0FUhEamEBlEw8Elz+9vn4NTRGjnMbUkxTB5mlu9OmbeDz9fW0NzJekzJkIjUjJgeAHS0pbJ29yGPH/5ITj6pWacJt+XQINvdSU5XhmqT3q1LW2zvOQ6tzbV/qr2r3Bazi1xR+xtZsuckANd0UDIkIpWQNAYad4b8bHP9oRrym6ta85t+rQB4dNZmFmzLqLFj1UdKhkSkZoS1pNA/Aj9bMTmp6zw+b8h9NWpkROl8oUbtISjSozHIpXE3UViTdpyiljWQDBXlwfY5AKwLHURhsYuY8ADaRWsdKhGpBLvDbLkNsPFfkL6yxg716LD23JrYHJcBD3yywbKKi7pIyZCI1AybDUdp57bYM1tJP+7ZeUPuErmBgaU11iqRq3XaRjcgsoEf+UUuNvuZC/mSsRlyj1TPAX782iy9C23BF0eaAnBNfGNsNlv1PL+I1H0xPaDrPeb2V5PMeYg1wGazMeXmTgyKj6aw2MX9769l26HsGjlWfaNkSERqjCO2JwCJ9l0e/xbLfbzLC93zhVQiV9vYbLayrnJLDtqgSRfzjj3fVs8BSrvIuTrczKKdWYBaaovIRRj0NPg3hCNbYO3MGjuM02Hn9Tu70qNlOLkFxYxOXsO+Y9YubF4XKBkSkZoT406GfmTVHs8lQ5m5+ew9epoQ2xmCT6aYg0qGaqU+bcxkaNmeY9BmkDlYHaVyeSdh1wIAtkQM5uSZIhoG+tA9Tq3XRaSKgiJh4F/M7W+fr76r1xXw93Hwzugk4puEkHWqgLtnriIzJ7/GjlcfKBkSkZrTJAGX3YdGtmzS92732Lyh1aUlciMi9mPDMBfJC2nikWNL9XI3Udi0/yRnYvubg3u+vfR1PVLmQEkhRHVgzmEzARrQLgqnQ2+LInIREu+Fpl2hIAcW/qVGDxXi78P7Y7oTGxHI/uN5jEpeTXZeNS87UI/or76I1Bwff4zS0qbmp7ay/3ieRw7rLpEbErjbHNBVoVorJjyQFuGBFLsMVhW2BL8QyDsOhzZe2hOXlsgZnW5h4XbzW1yVyInIRStrpmCDzZ9C2rIaPVxUsD8fjulJo2A/dmTkMu79NeQXVf/ir/WBkiERqVHuJgqJ9h9ZmeqZUjn3YqsdireaA3FXeuS4UjPcpXI/7M2BVleZg5dSKpdzGFK/B2Bv9FDSj5/B12mnX9tGlxqqiNRnzRIhcbS5PXdS9S8S/TMtIgJ5/74eBPs7WZN2ggc+Xk9xiatGj1kXKRkSkZpVut6Qp5ooZJ0qYFfmKQLJJ/REaTKkTnK1mrtUbnl1zRvaNhswIOYK5h3wAaBP6wiC/JyXGKmI1HsDn4KAcMjcDqvfrvHDXd40hJmju+PntPNNSiaPzNqCy+XZpSxqOyVDIlKzmpvJUDtbOlv2HKjxw7nnC90Yvh+bUQKhLaBhixo/rtScXqUd5VIO53CiSV9z8OBaOHP84p5w8+fmv51vLSuRG9yh8aWGKSICgeFmdzmA76aYV6JrWI+W4fzzzm447DZmrT/AlHkpHl/brza7qGRo+vTptGzZEn9/fxITE/n+++8vuP+SJUtITEzE39+fVq1a8eabb5a7f/bs2SQlJdGwYUOCgoJISEjgww8/vJjQRMTbhDTBFdoCh80gKncr+2t4vaFVpVefhgbvNQd0VajWi2zgR/vG5kKoy7ICzAV0DRfsXVz1J8vaBYc3gt3JkZhhbDqQjc0GA+OjqjVmEanHut4DzZLMdcwWPOGRQw66PJoXR3YGYMb3qby1dK9HjlsXVDkZ+uyzz3jooYd4/PHH2bBhA3379mXYsGGkp6dXuH9qairDhw+nb9++bNiwgccee4wHH3yQWbNmle0THh7O448/zooVK9i8eTP33Xcf9913H19//fXFvzIR8Rr2FqUttm01XyrnXmy1U9l8ITVPqAvcpXLLdp9dKreo6k+05Uvz39YDWJBmLo6YENOQqGD/6ghTRATs9p+aKWz9ElKXeuSwtyQ25/Hh8QD8bd4OPl+z3yPHre2qnAy98sorjB07lnHjxhEfH8+0adOIiYnhjTfeqHD/N998kxYtWjBt2jTi4+MZN24cY8aMYerUqWX7XH311dx0003Ex8fTunVr/vjHP9K5c2d++OGH88ZRUFBATk5OuZuIeKmz1htaufciS5sq4fjpQnZk5OJHIWEntdhqXeJuorB8Txa0GWgO7v4GqlIKYhiwpbRErtNt6iInIjWnaQJ0H2tuf1XzzRTc7u/Xit9c1QqAR2dv5uttGR45bm1WpWSosLCQdevWMXjw4HLjgwcPZvny5RU+ZsWKFefsP2TIENauXUtR0bknhmEYLFq0iJ07d9KvX7/zxjJlyhRCQ0PLbjExMVV5KSLiSaVNFLrad7F679EaO4x7vtB14QexlRRCg8bmGkNS6/VoGY7DbmPfsTMcCEkAn0A4lQFHtlX+SQ6th+N7wSeQ3LhBrNiTBcBgJUMiUhMGPAGBkZC1E1ZO99hhHx3antuSmuMy4A+fbGCFBxc9r42qlAxlZWVRUlJCdHT5N47o6GgyMirOPDMyMircv7i4mKysrLKx7OxsGjRogK+vL9deey3/+Mc/uOaaa84by+TJk8nOzi677d+vS4EiXiuqA4ZPECG2PAKyd9fYvKFVpa27h4fsMQfi+oDNViPHEs8K9vehS/NQAJannYa40kYKVekq5y6RazecJWl5FJUYtIwMonWjBtUcrYgIEBAG1zxrbi9+EbIPeuSwNpuNv97UicGXR1NY7OL+D9ay9WC2R45dG11UAwXbzz5cGIZxztgv7f/z8eDgYDZu3MiaNWt44YUXmDhxIosXLz7vc/r5+RESElLuJiJeyuHE1jwRMEvl3PN6qpu7BK9zyXZzQCVydUqfNqXzhvZkVb3FtqsEtpbOVe1cvkTuQu9fIiKXpMsdZql40WlY8LjHDut02Hntjq70bBnOqYJi7n13NWlZpz12/NqkSslQZGQkDofjnKtAmZmZ51z9cWvcuHGF+zudTiIiIn4KxG6nTZs2JCQk8PDDD3PLLbcwZcqUqoQnIt6sbN7QrrKOb9Up+0wROzJy8KGYyBObzEElQ3XK2esNGe55Q+kroSD3lx+cuhROHYGAcIrirua7HZmA5guJSA1zN1Ow2WHbv2HPdx47tL+Pgxmjk7i8SQhZpwq5J3kVmTn5Hjt+bVGlZMjX15fExEQWLlxYbnzhwoX07l1x+9pevXqds/+CBQtISkrCx8fnvMcyDIOCgoKqhCci3qw0Gepm+5GVqdWfDK1OO45hwNCwQ9iK88w67Ubtqv04Yp1usQ3x97FzNLeAXcVRENYSXEWQeuHlHYCfSuQ6jGB1ei45+cVEBPnSrUVYzQYtItK4E/T4tbk9dxIUe+7zbYi/D++P6UFsRCD7j+cxKnk12Wc808yhtqhymdzEiRN55513SE5OJiUlhQkTJpCens748eMBcy7PqFGjyvYfP348+/btY+LEiaSkpJCcnMzMmTOZNGlS2T5Tpkxh4cKF7N27lx07dvDKK6/wwQcfcPfdd1fDSxQRr9A8CYBW9gxOHz/CwZN51fr07pbd14ammgOxvTVfqI7xczroHhcOwPLdVSiVK8qHlDnmdqefFlod0D4Kh13niIh4QP/HICgKju2GFa979NCNgv34cExPGgX7sSMjl7HvryGvsMSjMXizKidDt99+O9OmTePZZ58lISGBpUuXMnfuXGJjYwE4fPhwuTWHWrZsydy5c1m8eDEJCQk899xzvPbaa4wcObJsn9OnT/O73/2ODh060Lt3b7788kv+9a9/MW7cuGp4iSLiFQLCzMUyMbvKVXepnLt5QldXaXcxlcjVSb1am+XVy/acvd7Qwgu32N71NRTkQGgMRkxPtdQWEc/zD4XBz5vbS16Gk55t/NUiIpAPxvQg2N/J2n0n+P3H6ykqcXk0Bm9lM4yqLNLgvXJycggNDSU7O1vNFES81Zw/wPoPmF58A2kJk3jpli7V8rTZeUV0fXYBNqOEXcHjsRedhvE/mKUJUqds2n+SG/+5jGB/Jxse6YVzamsoKYQH1kFkm4of9NndkPJf6PMQ2zpM5NrXfsDfx86GJwcT4Ovw7AsQkfrLMODd4ZC+HOKvh9v/5fEQ1qQd5+53VlFQ7OLmbs2YeksX7HX0Cnllc4OL6iYnInJRzlp8tTo7yq1NO47LgEENM8xEyD8Uoi6vtucX79GxWSgh/k5y84vZmuWCFr3MO85XKpd3En5cYG6fVSJ3ZZtGSoRExLNsNrh2Ktgc5hc0u6qwNEA16R4XzvS7uuGw25i9/iB/nZtCHbkuctGUDImI55QmQ11sezh4LIdD1TRvyJ1Y3dCwdL5Qi95g1wfdushht3FFq9JSucrMG9rxPygpMJPjxh3LkiEttCoilojuAFf81tyeO8mc0+hhA+OjeWlkZwDe+SGVN5bs8XgM3kTJkIh4TkQbCAjD31bE5bZ9ZfN8LpV7/lE3o3S+UJzmC9Vl7vWGlp+93lDaD1BUQXK9+XPz3063cPBkHtsO5WC3wcD4KA9FKyLyM1c9Ag0aw4lUWP4PS0IYmdicJ66NB+Cl+Tv5dHX6Lzyi7lIyJCKeY7OVL5Xbe+mlcrn5RWw5mI0dF9EnNpiDsRW3+pe6oU8b88rQ2rQT5Ie1heCmUJwH+5aX3zE3w1xfCKDjLSzcZq55lxgbRkQDP0+GLCLyE/8QGPKCuf39VDiRZkkY4/q24rdXtwbgsX9vYf7WjF94RN2kZEhEPCumB2AuvrqyGjrKrd13ApcBVzfMxF6YA77B0Lh6GjOId2rdqAFRwX4UFLtYn34S3Auw/rxUbutswICYKyAsloUp6iInIl6i40iI6wvF+TB/smVh/HlIO25PisFlwIOfbmDFnupfB9DbKRkSEc9yL75q/5G0Y2fIyL60emn31aUbGqaZAy16gsN5Sc8p3s1ms5WVyi3bc4F5Q1t+KpHLzisqO1euubyxp0IVEamYzQbDp4LdCTvnws75FoVh44WbOjL48mgKi13c/8Fath7MtiQWqygZEhHPatoNbA6a2o7ThGOXPG/IfXUpie3mgErk6oXe7vWGdh+DVleb3ZmyfoQT+8wdsnbDoQ3meIebWLwzk2KXQZuoBrSMDLIucBERt6j2cMXvzO15f6543qMHOB12XrujK1e0CudUQTGjk1eTmnXaklisoGRIRDzLNxCamF1sEu0/XlKp3OmCYrYczAYMmpxcbw7GXlkNQYq36116ZWjzgZPk2IKgeXfzjj2LzH+3fmn+23oABEWyQAutiog3uuoRc97jyX3wwzTLwvD3cTBjVBIdmoZw7HQh98xcxZEcz3e6s4KSIRHxvLOaKKy8hCYK6/adoMRl0CfkGI784+AMgKZdqytK8WLNGgYQFxGIy4DVe4+fVSq3yFzYcMsX5s+db6OguIQlO48CSoZExMv4NYChfzW3f3gVju+1LJRgfx/eu68HcRGBHDiRx6iZq8k+U2RZPJ6iZEhEPO+sJgqpWacv+tsn91Wlm8JL1xeK6Q5O32oJUbxf73LzhkqbKOxdAgfWwLHdZnLcbjgr9x7nVEExjYL9SGje0LqARUQqcvkIs9y3pADmPWJ+oWORRsF+fDi2J1HBfuw8ksvY99eQV1hiWTyeoGRIRDyv9MpQB3saAeRfdKmce7HVHrYUc0AlcvVKn9al6w3tPgZNEiAwAgpzzdp7gPbDwa8BC7eb7WIHxUdht9ssilZE5DzKmin4wK4FZkMFC8WEB/LB2B6E+DtZu+8Ev/94PUUlLktjqklKhkTE80KbQ0gzHLjobEu9qFK5M4XFbD5wEjBomlO6vpAWW61XepU2Udh5JJejp4ugdenVoUOl50On2zAMg2+2ZwIqkRMRLxZ5GfT+g7k971EoPGNpOO0bh5B8b3f8fex8uyOTR77cjMtl3RWrmqRkSESsUVYq9+NFdZRbv+8kRSUG3YNP4Dx9BBy+0CyxuqMULxYe5MvlTUIAWH52i22AgDBoPYAtB7PJyMkn0NdB79IrSSIiXqnfJAiNgex0+P7vVkdDUlw40+/qhsNuY/aGg7wwNwXDwhK+mqJkSESs0fynZGjv0dNkVnHekDuBGhmRZg40SwKfgOqMUGqBPm3Mq0PLdx8zO8e5XT4CnL4sLO0i1++yRvj7OCyIUESkknyDYOgUc3v5a+YSARYb0D6al28xO8DO/CGV6Yv3WBxR9VMyJCLWKJ031N25GzBYmVq1Ujn3Apo9HTvNAa0vVC+Va6LQoBG07Ac2O3S9B6AsGVKJnIjUCu2vM69ylxTCvD9Z2kzB7eZuzXni2ngAXv56J5+uTrc4ouqlZEhErNG4Ezj9CTFyaWU7zKoqNFHILyph4/6TAMTklK4vpPlC9VKPuHCcdhsHTuSRfuwM3PYB/G4lNE9k//Ez7MjIxWG3MaB9lNWhioj8MpsNhr1kln7v+RZS5lgdEQDj+rbid1e3BuCxf29h/tbDFkdUfZQMiYg1nL7QtBtQ9cVX16efoLDERecG2ThzD4LdWXalSeqXID8nXVs0BEqvDgWEQaN2AGULrXaPCyMsSC3XRaSWiGgNfR4yt+dPhsLTlobj9qch7bijRwwuAx78ZKM5V7MOUDIkItY5a72hPUdPk5lbuXlD7hK5WyNLL9U3STBrraVe6uVusb2nfEK9YJvZUvuayxt7PCYRkUty5QRo2AJyDsKSl6yOBgCbzcbzIzoxtENjCktc/PqDdWw9mG11WJdMyZCIWKf0ak4vH3NC5upKzhtyX0Xq5dxhDqhErl7rU9pie8WerLJORydOF7ImzTyfBmu+kIjUNr6BZrkcwIrX4ehOa+Mp5bDbmParBHq1iuBUQTGjk1ez9+gpq8O6JEqGRMQ6pVeGYl3phHCqUqVy+UUlbCidL9Qit3Q9GS22Wq91bRFGgI+DrFOF7DySC8C3OzJxGdC+cTAx4YEWRygichHaDYO2Q8FVDHO9o5kCgL+Pg7dHJdKxWQjHThdyz8zVHKliR1hvomRIRKwTFAnh5oTMbvbdZeVvF7Jp/0kKi120DzqNb3aa2TmsheYL1We+TjvdW4YDsGy3mVCri5yI1AlD/wZOf0hdAttmWx1NmWB/H967rwctI4M4eDKPUTNXk32myOqwLoqSIRGxVmmpXDf7j+zKPEXWqYIL7r6yNGG6rdE+c6BxJ/APrdEQxfu5S+WW784iv6iEpbuOAkqGRKSWC28JV040t79+HApyrY3nLJEN/PhgTA+iQ/zYeSSXMe+vIa+wxOqwqkzJkIhYq7RUrq//XoBfvDrkXmy1j497fSGVyAn0KV1vaFXqcZb+eJQzhSU0DvGnUzMlyiJSy/X5I4TFQe5hWPKi1dGUExMeyAdjehLi72TdvhP89qN1FJW4rA6rSpQMiYi1Sq8MdXDtwkFJWbJTkYLiEtannwAg7tRGc1CLrQpweZMQGgb6cKqgmFe/2QXAoMujsNlsFkcmInKJfPxh2Mvm9so3IDPF2nh+pl3jYN69rzv+PnYW7zzK5NlbrA6pSpQMiYi1GrUHvxB8XXm0t+2/YBOFzQeyyS9y0SYwD78T5gdeJUMCYLfb6NXKLJVLOZwDqKW2iNQhbQdD++vMZgpfTfKaZgpuibHhvHFXIg38nAzrWLv+9ioZEhFr2e3QvDtgzhv68cgpjp1n3tCq0kTptqj95kBUBwgM90iY4v16l5bKATTwc3JFK50bIlKHDPkrOANg3w+w5UurozlH//ZR/PBIfwbG1665mkqGRMR6paVy/QNTgfOvN7SqdLyvr3u+kK4KyU/cTRQArmrXCD+nw8JoRESqWVgs9HvY3F7wOOR734KnDQN9rQ6hypQMiYj1SpsodLX9CFBhqVxRiYu1aeZ8oZanN5qDWmxVztIyMoimof6AFloVkTqq94PmkhSnjsDiv1kdTZ2gZEhErNcsEWx2wgoPE8WJsvbZZ9t8IJu8ohJaBOTjd2yHOdhCV4bkJzabjam3duGhQZdxbacmVocjIlL9nH4w/CVze9VbkLHV2njqACVDImI9/xBz/g/Qzb6LnUdyOX66sNwu7i5zt0cfxIYBEZdBsL79l/J6t4nkoUFtcTr09iYidVSbQRB/AxglMNf7minUNnq3EBHvUFoqN6iBe95Q+VI599Wifr6lXeRUIiciIvXV0CngEwjpK2DTp1ZHU6spGRIR71DaRKGnczdAuVK54hIX69LMn9vkbTQHY5UMiYhIPRXaHK76s7m98EnIO2lpOLWZkiER8Q6lV4aa5f2IH4XlmihsPZTD6cISmvoX4Z9VWh+tZEhEROqzK34PkW3h9FH47gWro6m1lAyJiHcIi4OgKOxGER1tqezIyOVE6bwhd2J0a/QhbIbL3De0mXWxioiIWM3pC8NfNrfXvAOHN1kbTy11UcnQ9OnTadmyJf7+/iQmJvL9999fcP8lS5aQmJiIv78/rVq14s033yx3/4wZM+jbty9hYWGEhYUxaNAgVq9efTGhiUhtZbOVXR0aErIP+GldIfdiq/39zdbbuiokIiICtLoaOtwMhgu+mgQul9UR1TpVToY+++wzHnroIR5//HE2bNhA3759GTZsGOnp6RXun5qayvDhw+nbty8bNmzgscce48EHH2TWrFll+yxevJg77riD7777jhUrVtCiRQsGDx7MwYMHL/6ViUjtUzpv6Er/PYDZQa74rPWF2uZtNvdTMiQiImIa8gL4NoADq2HjR1ZHU+vYDKNq/fh69uxJt27deOONN8rG4uPjGTFiBFOmTDln/0ceeYQ5c+aQkpJSNjZ+/Hg2bdrEihUrKjxGSUkJYWFhvP7664waNapSceXk5BAaGkp2djYhISFVeUki4i3SV0HyYAr8ImiX/RrxTUJ5cWQnbnh9GY38S1htvw+bqxj+uMkslRMRERFY/g9Y8AQERsADayEw3OqILFfZ3KBKV4YKCwtZt24dgwcPLjc+ePBgli9fXuFjVqxYcc7+Q4YMYe3atRQVFVX4mDNnzlBUVER4+Pl/kQUFBeTk5JS7iUgt16QLOHzxKzhGC1smOzJy+HpbBgC3RR82E6GQZtAw1uJARUREvEjP8dAoHs4cg2+ftzqaWqVKyVBWVhYlJSVER5df6DA6OpqMjIwKH5ORkVHh/sXFxWRlZVX4mEcffZRmzZoxaNCg88YyZcoUQkNDy24xMTFVeSki4o18/KFJAgDDQvdhGPDBcnP+0ICA0vWFYvuY84tERETE5PCBa6ea22uT4eB6a+OpRS6qgYLtZx9EDMM4Z+yX9q9oHOCll17ik08+Yfbs2fj7+5/3OSdPnkx2dnbZbf/+/VV5CSLirUqbKAwISgMgt6AYgHb5W8z7Y3tbEZWIiIh3i7sSOt0GGPDVw2qmUElVSoYiIyNxOBznXAXKzMw85+qPW+PGjSvc3+l0EhERUW586tSp/PWvf2XBggV07tz5grH4+fkREhJS7iYidUBpE4X2RT/NMwz3cxF0dIP5Q9yVVkQlIiLi/QY/B34hcGg9rH/f6mhqhSolQ76+viQmJrJw4cJy4wsXLqR374q/re3Vq9c5+y9YsICkpCR8fHzKxl5++WWee+455s+fT1JSUlXCEpG6pPTKUEjOjzTgDAC3NM7EVlIAQVEQ0cbK6ERERLxXcGPo/5i5vegZOH3swvtL1cvkJk6cyDvvvENycjIpKSlMmDCB9PR0xo8fD5jla2d3gBs/fjz79u1j4sSJpKSkkJyczMyZM5k0aVLZPi+99BJPPPEEycnJxMXFkZGRQUZGBqdOnaqGlygitUpwY2gYiw2DYWFme/2BAbvN+2J7a76QiIjIhXS/H6I6QN4JMyGSC6pyMnT77bczbdo0nn32WRISEli6dClz584lNtbs7nT48OFyaw61bNmSuXPnsnjxYhISEnjuued47bXXGDlyZNk+06dPp7CwkFtuuYUmTZqU3aZOnVoNL1FEap3SUrlxsUfpe1kkXV1bzXGVyImIiFyYwwnX/t3cXv8BHFhrbTxersrrDHkrrTMkUoesngFzJ0HrAXDn5/C3FlB0Bn67AqIvtzo6ERER7/fv38Kmj81lK+7/DuwOqyPyqBpZZ0hExCNKrwxxYK3ZHrToDASEQaP21sYlIiJSW1zzDPiFwuFNsO5dq6PxWkqGRMT7RF0Ovg2gIAfWvGOOxfYBu/5kiYiIVEqDKBjwhLm96Fk4ddTaeLyUPlmIiPdxOKFZorm9dZb5b2wf6+IRERGpjbqPhcadIT8bvnna6mi8kpIhEfFO7lI5o8T8V4utioiIVI3d8VMzhY3/gvRV1sbjhZQMiYh3cidDYNY8N+5kXSwiIiK1VUwP6Hq3uf3Vw1BSbG08XkbJkIh4p+ZnLb7c4op61wVHRESk2gx6BvwbwpEtsHam1dF4FSVDIuKdAhpCo3hzWyVyIiIiFy8oEgb+xdz+9nk4lWltPF5EyZCIeK+rH4E2gyDhLqsjERERqd0S74WmXc1OrQuetDoar6FkSES8V4eb4O5Z0KCR1ZGIiIjUbmXNFGyw+VNIW2Z1RF5ByZCIiIiISH3QLBESR5vbcydBSZG18XgBJUMiIiIiIvXFwKcgIBwyt8Pqt62OxnJKhkRERERE6ovAcBj0tLn93RTIOWxpOFZTMiQiIiIiUp90vQeaJUFhLiys380UlAyJiIiIiNQndvtPzRS2fAGpS62OyDJKhkRERERE6pumCdB9rLn9Vf1tpqBkSERERESkPhrwBARGQtZOWDnd6mgsoWRIRERERKQ+CgiDa541txe/CNkHrY3HAkqGRERERETqqy53QExPKDoNCx63OhqPUzIkIiIiIlJf2e0wfCrY7LDt37DnO6sj8iglQyIiIiIi9VmTztDj1+b23ElQXGBtPB6kZEhEREREpL67ejIERcGx3bDin1ZH4zFKhkRERERE6ruAhjD4OXN76ctwcr+l4XiKkiEREREREYHOt0OL3lB0Br6ebHU0HqFkSEREREREwGaDa6eCzQEp/4Vd31gdUY1TMiQiIiIiIqboDtBzvLk9709QlG9tPDVMyZCIiIiIiPzk6kehQWM4vheW/8PqaGqUkiEREREREfmJfwgMecHc/n4qnNhnbTw1SMmQiIiIiIiU13EkxPWF4nyY/6jV0dQYJUMiIiIiIlKezQbDp4LdCTvnws75VkdUI5QMiYiIiIjIuaLawxW/M7fn/RmK8qyNpwYoGRIRERERkYpd9QgEN4WT++CHaVZHU+2UDImIiIiISMX8GsDQv5rbP7xqdpirQ5QMiYiIiIjI+V0+AlpdDSUFMO8RMAyrI6o2SoZEREREROT8ypop+MCuBWZDhTpCyZCIiIiIiFxY5GXQ+w/m9rxHofCMtfFUk4tKhqZPn07Lli3x9/cnMTGR77///oL7L1myhMTERPz9/WnVqhVvvvlmufu3bdvGyJEjiYuLw2azMW3atIsJS0REREREakq/SRAaA9np8P3frY6mWlQ5Gfrss8946KGHePzxx9mwYQN9+/Zl2LBhpKenV7h/amoqw4cPp2/fvmzYsIHHHnuMBx98kFmzZpXtc+bMGVq1asXf/vY3GjdufPGvRkREREREaoZvEAydYm4vfw2ydlsbTzWwGUbVZkD17NmTbt268cYbb5SNxcfHM2LECKZMmXLO/o888ghz5swhJSWlbGz8+PFs2rSJFStWnLN/XFwcDz30EA899FBVwiInJ4fQ0FCys7MJCQmp0mNFRERERKQSDAM+ugV2fwOtB8Dds805RV6msrlBla4MFRYWsm7dOgYPHlxufPDgwSxfvrzCx6xYseKc/YcMGcLatWspKiqqyuHLKSgoICcnp9xNRERERERqkM0Gw14Chy/s+RZS5lgd0SWpUjKUlZVFSUkJ0dHR5cajo6PJyMio8DEZGRkV7l9cXExWVlYVw/3JlClTCA0NLbvFxMRc9HOJiIiIiEglRbSGPg+Z2/MnQ+FpS8O5FBfVQMH2s0thhmGcM/ZL+1c0XhWTJ08mOzu77LZ///6Lfi4REREREamCKydAwxaQcxCWvmx1NBetSslQZGQkDofjnKtAmZmZ51z9cWvcuHGF+zudTiIiIqoY7k/8/PwICQkpdxMREREREQ/wDYShL5rby1+Hoz9aG89FqlIy5OvrS2JiIgsXLiw3vnDhQnr37l3hY3r16nXO/gsWLCApKQkfH58qhisiIiIiIl6h/XBoOxRcRTB3ktlcoZapcpncxIkTeeedd0hOTiYlJYUJEyaQnp7O+PHjAbN8bdSoUWX7jx8/nn379jFx4kRSUlJITk5m5syZTJo0qWyfwsJCNm7cyMaNGyksLOTgwYNs3LiR3btrf7s+EREREZE6a+jfwOEHqUtg27+tjqbKqtxaG8xFV1966SUOHz5Mx44defXVV+nXrx8A9957L2lpaSxevLhs/yVLljBhwgS2bdtG06ZNeeSRR8qSJ4C0tDRatmx5znGuuuqqcs9zIWqtLSIiIiJigcV/g8VTILgJPLAG/IKtjqjSucFFJUPeSMmQiIiIiIgFivJhek84kQa9/wCDn7c6oppZZ0hERERERKQcH38Y9jIEhEOjeKujqRKn1QGIiIiIiEgt13YwPLTZK0rkqkJXhkRERERE5NLVskQIlAyJiIiIiEg9pWRIRERERETqJSVDIiIiIiJSLykZEhERERGReknJkIiIiIiI1EtKhkREREREpF5SMiQiIiIiIvWSkiEREREREamXlAyJiIiIiEi9pGRIRERERETqJSVDIiIiIiJSLykZEhERERGReknJkIiIiIiI1EtOqwOoLoZhAJCTk2NxJCIiIiIiYiV3TuDOEc6nziRDubm5AMTExFgciYiIiIiIeIPc3FxCQ0PPe7/N+KV0qZZwuVwcOnSI4OBgbDabpbHk5OQQExPD/v37CQkJsTQWqR10zkhV6ZyRqtI5I1Wlc0aqwtvOF8MwyM3NpWnTptjt558ZVGeuDNntdpo3b251GOWEhIR4xckgtYfOGakqnTNSVTpnpKp0zkhVeNP5cqErQm5qoCAiIiIiIvWSkiEREREREamXlAzVAD8/P5566in8/PysDkVqCZ0zUlU6Z6SqdM5IVemckaqoredLnWmgICIiIiIiUhW6MiQiIiIiIvWSkiEREREREamXlAyJiIiIiEi9pGRIRERERETqJSVDXiQuLo5p06ZZHYZcApvNxv/93/9ZHYaIyHnp75SIeBsr/y7VqWTo3nvvxWazYbPZ8PHxITo6mmuuuYbk5GRcLpfV4UktcfZ5dPZt9+7dVocmtci9997LiBEjrA5D6gGda1IZOk/kfNyfe8aPH3/Ofb/73e+w2Wzce++9ng/MQ+pUMgQwdOhQDh8+TFpaGvPmzaN///788Y9/5LrrrqO4uNjq8DyuqKjI6hBqJfd5dPatZcuWNXKsmvwd6fcvv0TniIiIxMTE8Omnn5KXl1c2lp+fzyeffEKLFi0u6bm9/X2mziVDfn5+NG7cmGbNmtGtWzcee+wx/vOf/zBv3jzee+89ALKzs/n1r39NVFQUISEhDBgwgE2bNpV7njlz5pCUlIS/vz+RkZHcfPPNZfcVFhby5z//mWbNmhEUFETPnj1ZvHhx2f3vvfceDRs25H//+x/t2rUjMDCQW265hdOnT/P+++8TFxdHWFgYf/jDHygpKSl33NzcXO68804aNGhA06ZN+cc//lHu/l+K/emnnyYhIYHk5GRatWqFn58fWkqq6tzn0dk3h8PBf//7XxITE/H396dVq1Y888wz5yTZhw8fZtiwYQQEBNCyZUu++OKLsvvS0tKw2Wx8/vnnXH311fj7+/Ovf/2r7Pd2tmnTphEXF1f285o1a7jmmmuIjIwkNDSUq666ivXr15d7jM1m48033+TGG28kKCiI559/njZt2jB16tRy+23duhW73c6ePXuq5z+YXND8+fO58soradiwIREREVx33XXl/tu7z4vZs2fTv39/AgMD6dKlCytWrCjbR+eIVEZF5dYJCQk8/fTTFe4/YMAAHnjggXJjx44dw8/Pj2+//baGohSrVeY8sdlsvPPOO9x0000EBgZy2WWXMWfOnHKP2b59O8OHD6dBgwZER0dzzz33kJWV5YFXINWtW7dutGjRgtmzZ5eNzZ49m5iYGLp27Vo2Vtn3s59/zgFITk6mQ4cO+Pn50aRJk3P+9mRlZV3wfKspdS4ZqsiAAQPo0qULs2fPxjAMrr32WjIyMpg7dy7r1q2jW7duDBw4kOPHjwPw1VdfcfPNN3PttdeyYcMGFi1aRFJSUtnz3XfffSxbtoxPP/2UzZs3c+uttzJ06FB27dpVts+ZM2d47bXX+PTTT5k/fz6LFy/m5ptvZu7cucydO5cPP/yQt99+my+//LJcrC+//DKdO3dm/fr1TJ48mQkTJrBw4UKASsUOsHv3bj7//HNmzZrFxo0ba/C/bP3y9ddfc/fdd/Pggw+yfft23nrrLd577z1eeOGFcvs9+eSTjBw5kk2bNnH33Xdzxx13kJKSUm6fRx55hAcffJCUlBSGDBlSqePn5uYyevRovv/+e1auXMlll13G8OHDyc3NLbffU089xY033siWLVsYM2YMY8aM4d133y23T3JyMn379qV169YX8V9Cqur06dNMnDiRNWvWsGjRIux2OzfddNM55buPP/44kyZNYuPGjbRt25Y77rijSle0dY5IVY0bN46PP/6YgoKCsrGPPvqIpk2b0r9/fwsjE2/wzDPPcNttt7F582aGDx/OXXfdVfZ54/Dhw1x11VUkJCSwdu1a5s+fz5EjR7jtttssjlou1n333VfuvSA5OZkxY8aU26ey72c//5zzxhtv8Pvf/55f//rXbNmyhTlz5tCmTZtyj7nQ+VajjDpk9OjRxo033ljhfbfffrsRHx9vLFq0yAgJCTHy8/PL3d+6dWvjrbfeMgzDMHr16mXcddddFT7P7t27DZvNZhw8eLDc+MCBA43JkycbhmEY7777rgEYu3fvLrv/N7/5jREYGGjk5uaWjQ0ZMsT4zW9+U/ZzbGysMXTo0HPiHjZsmGEYRqVif+qppwwfHx8jMzOzwvjll40ePdpwOBxGUFBQ2e2WW24x+vbta/z1r38tt++HH35oNGnSpOxnwBg/fny5fXr27Gn89re/NQzDMFJTUw3AmDZtWrl9nnrqKaNLly7lxl599VUjNjb2vHEWFxcbwcHBxn//+99yx3/ooYfK7Xfo0CHD4XAYq1atMgzDMAoLC41GjRoZ77333oX/Q8gludDfo8zMTAMwtmzZYhjGT+fFO++8U7bPtm3bDMBISUkxDEPniJzf2edabGys8eqrr5a7v0uXLsZTTz1V9jNg/Pvf/zYMwzDy8/ON8PBw47PPPiu7PyEhwXj66adrOGrxtIs5T5544omyn0+dOmXYbDZj3rx5hmEYxpNPPmkMHjy43HPs37/fAIydO3fWyGuQmuE+N44ePWr4+fkZqampRlpamuHv728cPXrUuPHGG43Ro0dX+NjzvZ/9/HNO06ZNjccff/y8MfzS+VaTnDWfbnkHwzCw2WysW7eOU6dOERERUe7+vLy8sst8Gzdu5P7776/wedavX49hGLRt27bceEFBQbnnDAwMLPeNanR0NHFxcTRo0KDcWGZmZrnn6dWr1zk/uy9lVyZ2gNjYWBo1alRh/FI5/fv354033ij7OSgoiDZt2rBmzZpyV4JKSkrIz8/nzJkzBAYGAhX/Dn9+he7sK42VlZmZyV/+8he+/fZbjhw5QklJCWfOnCE9Pf2Cz92kSROuvfZakpOT6dGjB//73//Iz8/n1ltvrXIMcnH27NnDk08+ycqVK8nKyir7Bi09PZ2OHTuW7de5c+ey7SZNmgDm7719+/aVOo7OEakqPz8/7r77bpKTk7ntttvYuHEjmzZtUrc5Acr/TQoKCiI4OLjsc8u6dev47rvvyn2ucduzZ885n5PE+0VGRnLttdfy/vvvl1UjRUZGltunsu9nZ7/PZGZmcujQIQYOHHjB41/ofKtJ9SYZSklJoWXLlrhcLpo0aVJujo9bw4YNAQgICDjv87hcLhwOB+vWrcPhcJS77+w/CD4+PuXuc3e4+/lYZbrc2Wy2smP/UuxgnkByadzJz9lcLhfPPPNMufljbv7+/hd8Pvfv8OznP5vdbj9nbtfPJxzee++9HD16lGnTphEbG4ufnx+9evWisLDwgs8NZinMPffcw6uvvsq7777L7bffXpa8Sc27/vrriYmJYcaMGTRt2hSXy0XHjh3P+d2d/Tfi7P/vQeeIVE5lzpOfGzduHAkJCRw4cIDk5GQGDhxIbGxsTYYpFqvseXKhzy0ul4vrr7+eF1988ZzHub/MkdpnzJgxZXN5/vnPf55zf2Xfz85+n7nQ5+qzXezn5EtVL5Khb7/9li1btjBhwgSaN29ORkYGTqez3MTjs3Xu3JlFixZx3333nXNf165dKSkpITMzk759+1Z7rCtXrjznZ/e3wt26dfvF2KXmdOvWjZ07d56TJP3cypUrGTVqVLmfz558WJFGjRqRkZFRdgUTOOdq0vfff8/06dMZPnw4APv376/0RNXhw4cTFBTEG2+8wbx581i6dGmlHieX7tixY6SkpPDWW2+V/c344Ycfqvw8OkekMho1asThw4fLfs7JySE1NfWCj+nUqRNJSUnMmDGDjz/++JzGPVL3XMx58nPdunVj1qxZxMXF4XTWi4+T9cLQoUPLEpufz2m+2Pez4OBg4uLiWLRokVfORaxzZ29BQQEZGRmUlJRw5MgR5s+fz5QpU7juuusYNWoUdrudXr16MWLECF588UXatWvHoUOHmDt3LiNGjCApKYmnnnqKgQMH0rp1a371q19RXFzMvHnz+POf/0zbtm256667GDVqFH//+9/p2rUrWVlZfPvtt3Tq1KnsQ8jFWrZsGS+99BIjRoxg4cKFfPHFF3z11VcADBo06Bdjl5rzl7/8heuuu46YmBhuvfVW7HY7mzdvZsuWLTz//PNl+33xxRckJSVx5ZVX8tFHH7F69Wpmzpx5wee++uqrOXr0KC+99BK33HIL8+fPZ968eYSEhJTt06ZNGz788EOSkpLIycnhT3/6U6W/bXE4HNx7771MnjyZNm3anFPKJzUnLCyMiIgI3n77bZo0aUJ6ejqPPvpolZ9H54hUxoABA3jvvfe4/vrrCQsL48knnzyniqEi48aN44EHHiAwMJCbbrrJA5GKlS72PDnb73//e2bMmMEdd9zBn/70JyIjI9m9ezeffvopM2bMqPLziXdwOBxlTZ9+/ju8lPezp59+mvHjxxMVFcWwYcPIzc1l2bJl/OEPf6j211BVda6b3Pz582nSpAlxcXEMHTqU7777jtdee43//Oc/OBwObDYbc+fOpV+/fowZM4a2bdvyq1/9irS0NKKjowHzQ8cXX3zBnDlzSEhIYMCAAaxatarsGO+++y6jRo3i4Ycfpl27dtxwww2sWrWKmJiYS47/4YcfZt26dXTt2pXnnnuOv//972WZeWVil5ozZMgQ/ve//7Fw4UK6d+/OFVdcwSuvvHJOOckzzzzDp59+SufOnXn//ff56KOPuPzyyy/43PHx8UyfPp1//vOfdOnShdWrVzNp0qRy+yQnJ3PixAm6du3KPffcw4MPPkhUVFSl4x87diyFhYXndIaRmuFyuXA6ndjtdj799FPWrVtHx44dmTBhAi+//HKVn0/niJyP+1wDmDx5Mv369eO6665j+PDhjBgxolIdAe+44w6cTid33nnnL5b9Su1UHefJ2Zo2bcqyZcsoKSlhyJAhdOzYkT/+8Y+EhoZit9e5j5f1SkhISLkv2twu5f1s9OjRTJs2jenTp9OhQweuu+66cl2YrWQzfl40KiJ10rJly7j66qs5cOCAkmcPGDp0KG3atOH111+3OpRK0zlSO1XHubZ//37i4uJYs2YN3bp1q8boxFvUxr9JIp6g1F2kjisoKGD37t08+eST3HbbbfqQW8NOnDjBV199xeLFixk0aJDV4VSKzpHaqTrOtaKiItLT03nkkUe44oorlAjVQbXxb5KIJ9W5OUMiUt4nn3zC2LFjSUhI4MMPP7Q6nDpvzJgxrFmzhocffpgbb7zR6nAqRedI7VQd59qyZcvo378/bdu2PWcRcKkbauPfJBFPUpmciIiIiIjUSyqTExERERGReknJkIiIiIiI1EtKhkREREREpF5SMiQiIiIiIvWSkiEREREREamXlAyJiIiIiEi9pGRIRERERETqJSVDIiIiIiJSL/1/vOJ47JekV7UAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "from matplotlib.ticker import MaxNLocator\n", "\n", "plt.rcParams['figure.figsize'] = [10, 5]\n", "fig, ax = plt.subplots()\n", "\n", "plt.plot(max_likelihood_drift_series, label='Maximum Likelihood')\n", "plt.plot(variational_drift_series, label='Variational Approximation')\n", "\n", "ax.xaxis.set_major_formatter(lambda x_val, x_pos: months[int(x_pos)])\n", "ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generally, the variational estimator degrades in accuracy for categorical data with large numbers of categories. However, it works quite well for this example after increasing the batch size and number of epochs for more accurate estimates." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9831698719629802" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "numpy.corrcoef(variational_drift_series, max_likelihood_drift_series)[1, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering\n", "\n", "Now let's construct a distance matrix between data aggregated by each day of the week and cluster it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ae97199608134e47b9b6dfdba496b9c2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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a1+fNm8dbb73F8uXLqVOnDvHx8cTHx5OdbfhCpSHGN7dazqpVq3jppZc4cuQIJSX6VwlycnLo378/3bt3Z/Xq1URGRjJp0iSdmOLiYry8vFi/fj3Ozs4cPXqUF154AQ8PD4YPH07nzp3x8/Pjhx9+4I033gBAo9GwevVqPvroowrLVtHOFzWdyt4MpamC1HTddd2p6YU4OTx8V1bsbU0xNVWQnqW7bjg9S4NaZfgqooO9kvSsHL14pakCe1tT0jKL/ooxkKd92TKBX3anYm1lwlfv+lJcAiYKWP1rModO6q51btXEhtfHeWJhriAtU8O7i2LIynmwr9yWZ6Z2QKFUUpCSonO+ICUVB2enClLdPZ9JEylITCL92PFKy7MmyslMo7i4CDuVbtvZqZzITE8xmCYzPcVgfHGRhuysdFRqFyIuhXBs30amz/u5wt/dc9A48nKz+WDKQBQmppQUF9H/mYm06tj3/itWTbT9RGa5v+nMItQqwx/Fansl6eWW86RnalAqFdjbKknL0KBWlf7379IyNKjty/J0dzGnb1dHNu1OYd22JBr4WvHiCA8KNSXsC07HwU6JtaUpw/q48MPmBFb+kkDLJrbMmuDNzAWRnL9S8T1GNZmdtQmmpgoysnS/AGdkFaNqYPiLnIOtCWcNxCtNFdjZmJCededfpmu7KXlvgitmSgV5BSV89kMKNxON6/4Se5vS93VGtu77NCOrCJWd4fsrHOxMycjSHfBkZBfdUxv/3cgBDlyKzCMm4cG+56wyVOYubXfr6aefJiUlhffff5+4uDiaNGnC9u3b8fHxAUpvKyn/TJ4WLVpo///UqVP8+OOP+Pj4EBUVBZQ+yLSgoICnntJdrfHuu+8ye/bsOyqX0Qx4tm7diq1t2fTp7Xt06tWrx7x58ypMt2bNGoqKili+fDnW1tY0btyYmJgYXnrpJW2MmZkZ7733nvZnX19fjh49yvr16xk+vPRm3HHjxrFixQrtgGfbtm3k5uZqXzdk7ty5OvlC6T8edLvzilej8uNHhQIMTzw/HPTaAwwOsiuKL02h24YG8/zbz51a2dG1jT2frogjOjYfXy9Lxg1zJTVDw/5jZTMQ567kMnlOFPa2pvTqoGJakAdvzIt+4JerGFS+XRUKQ419T2oFjsalT2/OjXuBkgLjulJbEf37TEtuv1UriC/34l9tr1AoyLuVw6ovZvLMi7OxtVcbSF3q9NGdnDi0ldETP8ajdl1ioi7zy8qPUaldeKzroHurSA1hsN/8h7enXh9yu33/IU35vlihgGtReXy/KQGAiBt5+NSypG9XR/YFp2uzPHYmk817UrQx/nWt6dvF8YEd8FSofEdajqEuBO6+G4lN1jBzUQLWlia0aWLF+GFq/vddktENegC9Rrvbbvd2r3GvXfWYwWq83c2Z/XXCvWUgKtWECROYMGGCwddWrlypd+6fvisB2oHP/TCaAU+3bt10HmpkY2PDiBEj/nWdX1hYGM2aNcPaumz6v127dnpx33zzDUuXLuX69evcunWLgoICnR3cAgMDeeuttzh27Bht27Zl+fLlDB8+HBsbw1f4oeKdL35/6lgFKWqGjMxCNEUlOKl1b7RVq8xITX84vgT+XWZ2EUVFJTpXVAFUdvpXZ29Lz9ToxTvYmaIpKiHrrytlhmLK5xn4pAu/7E7Vzuhcjy3AxUnJU70ddQY8+QUlxCcVEp9UyJXIPL5+z5ce7VX8skt3WeKDrDAtnRKNBvNysznmjmoKU+6/nrVGjaT2uLGcf3E8uVev3nd+NZ2NvRoTE1O92ZysjFTsVYZnzOwdnMhMT9aNz0zFxFSJja2KuJhwUpNu8t3Hr2pfLykpvZo76ZnmvLXwN1zca7N59Sf0HDSOlh1KL1x5ejcgNSmW3ZuXPrADHm0/oSr/N22qN+tzW1qmRi/ewc4UjaaEzJzSNLdneXRi7JU6eaZlaIiO072ifiMuX7v5QWZ2ERpNCdGx+XoxAfUNL7d7EGTlFlNUVILKTnc2R2VrQka24VmE9OxiHMrF29uaoCkqueulUkVFkJBSBBQRebOQul7mPNHBlmWb0u8qn5osM6forzbW3aDA3taUzOwKPv+yigzG30sbAwQOUtMywIr3vk4gNcMIL+Ldg8rcpc1YGM09PDY2NtSrV097eHh4aM//k38bVQKsX7+eKVOmMHbsWHbv3s2ZM2cYM2aMdhMEAFdXVwYMGMCKFStITExk+/btjB079h/zvZudL2oSjaaEK9eyaN1C9wptq+ZqzocZ930NhmiKIDw6j2b+ul8MmvtbcynC8LbUlyJu0bx8fIAN167nUfRXf3854pZ+ngG6eZqbm1Bc7i1cXGzgKns5CsBMaVwdYolGQ3ZYGA5tH9M579C2LZmhofeVd63Ro6j9QhAXJrxC9sWw+8rrQaFUmlHbL4BLZ4N1zl8+G4xvw+YG0/jWb8blcvGXQo/i7ReAqdIMN09fZi7YyPR5G7RHk5Zdqd+4DdPnbUDtXLqbXkF+nt7acRMT0zvqr2sqTVEJ167fokWA7o3cLQJsCQs3PINyKTxXP76xLVev36Lor+91lyJu0dxQntfK8rx4LZdabrqfLbXczElKKdSW7WrULbzcdWM83SxITHlwlwcVFUHkzUIeqae7tKpJPUuuXDd8D+PV6wU0KRfftL4lkTEF2r75nilK74E1JqVtXEDT+rpt9kh9S65UsC311esFPFIuvmkDSyLuoY0DB6lp3cSKD75LJClNBju3KUwUlXYYC6MZ8NyrgIAAQkNDuXWr7EvksWO6MyyHDh2iffv2TJgwgRYtWlCvXj3Cw8P18goKCmLt2rV8++231K1blw4dOlR5+avL2s0x9O/pQb8e7vh4WfNqUF3cXCzZvCO2uotWLbbsTaNnBwceb2ePl7s5455ywVltxs5D6QCMHOTM5NFlWyPvPJSBi6MZY4e64OVuzuPt7OnRXsXm38tmIn7bn0YLfxuG9HKklps5Q3o50qyRDb/tK3sGx4lz2Qx7wpGWTWxwdVTStpktgx5Xc+xM6YyPhbmC5wY508DXEhdHJX61LXjlOTec1EqOnNa9z8cY3PxhDW5DnsRt8CCsfH3xff01LDzcid/wCwA+E1+hwQfv66SxadgAm4YNMLG2xkztgE3DBlj5le3wWCtwND6vTODqu++RFxuLmZMTZk5OmFgZ3pDCmHTrP4rgvb8QvG8T8TER/LLyY1KT4+jYs3Sp7q8/LuT7L9/UxnfoNZzU5Dg2rppHfEwEwfs2EbxvI48PCATAzNwCT+/6OoeVjR0WltZ4etdHqSydNW7Ssgu7N37H+dN/kJJ4k9A/97J/6/c0a939P2+DyrRpTzK9Oqnp2cGB2h4WPP+0Oy6OZmw/UPp3P3qIG1PH1tLGbz+YiquTOUHD3antYUHPDg706qhm466yWbRff0/m0QBbnnrCGS93c556wpnm/rZs+b1sZm7znhQa+VkzvK8LHq7mdGmj4onOjmzdXxbzy64kOrW2p3cnNR6u5vTv5shjzezYtv/BngXefjiLbq1t6NLKGk8XJc/1V+HsYKp9rs7Tve15aXjZxbu9x7NxVpvyXD8Vni5KurSypmsrG7YeKrs52tQUfDzM8PEovZ/V0d4UHw8z3JzKZi2e7m1PwzrmOKtNqe2mZHgvewL8LDgSYmTLA4Fth7Lo1saWrq1s8HRVMnKAA84Optrn6jzzhIqXni6bFf79WFZpG/d3wNNVSddWNnRrbcu2g2UXTHXaWAlq1e02LpvNHDtYTcdHbfjypxRu5RWjsjVBZWtidBfzROUwmiVt9+rZZ59l1qxZjBs3jrfeeouoqCgWLNB98GC9evX4/vvv2bVrF76+vvzwww+cOHFCb9vr3r17o1Kp+OCDD3j/fd0vVcZm3+EkVPZmBD7jg5OjOZHXc3jjvXMkJBnXzl936vCpLOxsTHm6nzOO9qZcjyvg/a9iSEotXVaiVilx/tuzNhJTCnn/qxjGPeVK3y4OpGZoWLo+geCQsg/VSxF5LFgWy/8NdObZAc7EJxUwf2mszgNDl6xL4NmBzox/xg2VnSmpGRp2Hc5g3bbSL0TFxeDlZk73FzyxtzElK6eYq9dvMfOTG9yIM77lh8m7dqNUqaj9wvOYuziTey2cCy9PJD+u9Lkx5s7Oes/kabF+rfb/7RoH4NqvL3k3YznZtz8AHsOHYWJujv+nuv1C9NffEv3Nt1Vco+rVsv0T5GSls/OXb8hMS8Kjdj1emrkYR5fS7ecz0pJI+9szeZxdvRg/8ys2rprPoV1rsVe78tSYmTRv2/Oufu+wsW+ybd2XrF/6AdkZqagcXejQ8ymeeOqlf09cgx06kYm9TTwjBrjiqFJyPTafdz+/rn2wp6NKiYtT2cYvCcmFvPt5FM8/7UH/bo6kpGv49qc4jp4u+2IYFn6Lj7+7wcjBbjw32JX4pAI+/u4GlyPLLuJdjbrFB4ujCRzixogBLiQkF/Dd2jgOHC970HFwSBZf/RDLsL4uvDjCg5vx+cz5OpqL1x7sL+jHzt7C1jqdIY//9VDM+ELmrUwmOb10NsDB3hQnh7KvQklpRcxbkczI/g70bGdLWmYRq35L58T5svZU25syd1LZM0X6d7Gjfxc7Lkbk88F3SUDpEq0JTzviYGdKbl4xN+IK+Wh5MuevGd9n5LHQXOysTRjSQ4WDvSk34gv5eHmSThs7/+2ZPElpRcxbnsTIAWp6tbcrbeNf0/izXBt/NMVD+/OALvYM6GLPxfA8/vdtIgA925fuIvjOeN3nu3y9LoU/ThneqfRhcS+7qxk7RcmDvEbgL4GBgaSnp+tsNQ3QtWtXmjdvzsKFC3XOKxQKNm3axODBg4HSGZ3x48cTFhZGQEAAb7/9NkOHDiUkJITmzZuTn5/P+PHj2bRpEwqFghEjRqBSqdixYwdnzpzRyfudd95hzpw53LhxQ7us7m51HHDwntKJf3f4ty4ADHrpcjWXxDht+bohAIeb6T9MUlSOjqGnAdgdanwD1pqgV7PSAUe/oPPVXBLjtW1pEwCenRFTzSUxXj9+VPp8qxHTov8lUtyLn+Z5V3cR/tG5/pW3+dUjW/dXWl7VyShmeAzt+ABw4MABg+fLj/Hatm2rN3D5e4yFhQUrVqxgxYoVOjFz587VyzsuLo6+ffve82BHCCGEEEIIUXmMYsBTE2RkZHDixAnWrFnDli1bqrs4QgghhBDiISS7tOmTAU8lGTRoEH/++ScvvvgiPXve3Xp1IYQQQgghKoMx7a5WWWTAU0kqWj4nhBBCCCGEqD4y4BFCCCGEEMJIyC5t+mTAI4QQQgghhJGQJW36ZAgohBBCCCGEMFoywyOEEEIIIYSRkBkefTLgEUIIIYQQwkjIgEefLGkTQgghhBBCGC2Z4RFCCCGEEMJIyC5t+mTAI4QQQgghhJEwMZUlbeXJEFAIIYQQQghhtGSGRwghhBBCCCMhmxbokwGPEEIIIYQQRkLu4dEnLSKEEEIIIYQwWjLDI4QQQgghhJGQJW36ZMAjhBBCCCGEkZABjz5Z0iaEEEIIIYQwWjLDI4QQQgghhJGQTQv0KUpKSkqquxBCCCGEEEKI+3djwtBKy6v24l8qLa/qJENAIYQQQgghhNGSJW010KCXLld3EYzWlq8bAtBxwMFqLolxOvxbFwD2uDWp5pIYr54J5wE4cP5WNZfEOHVtYgVA/+cvVnNJjNfWJQEAPP369WouifFat8AHgOGvRVVvQYzU+k/qVHcR/pEsadMnAx4hhBBCCCGMhUJ2aStPhoBCCCGEEEIIoyUzPEIIIYQQQhgJeQ6PPhnwCCGEEEIIYSTkHh590iJCCCGEEEIIoyUzPEIIIYQQQhgJWdKmTwY8QgghhBBCGAlZ0qZPWkQIIYQQQghhtGSGRwghhBBCCCMhS9r0yYBHCCGEEEIIIyEDHn2ypE0IIYQQQghhtGSGRwghhBBCCGMhmxbokQGPEEIIIYQQRkKhkCVt5ckQUAghhBBCCGG0ZIZHCCGEEEIIIyHP4dEnAx4hhBBCCCGMhOzSpk+GgEIIIYQQQgijJTM8QgghhBBCGAtZ0qZHBjxCCCGEEEIYCVnSpk+GgEIIIYQQQgijJTM8QgghhBBCGAmFQuYzypMBTwVmz57N5s2bOXPmTHUXpdL06ezAkz3VqFVKouMKWLYhkYvXblUY37i+FWOfcsXbw5zUDA2bdqey81CGTky7Frb83wBn3J3NiE8uZPWWZI6FZmtfNzGBEf2d6dLaDgd7JWmZGvYFZ7J+RwolJaUxz/RzolMrO5zVZmiKSgiPzmP1lmSuROVVSTs8KJ7s68mIIV44qS2Iis7h8yXhnL2Y8e8JH3JegU9T5+UxmLu6kHP5Gpff/pj046cNxpq7OtPgvTewbxqAtZ8P0UvXcOXtj3Viaj03FI9hA7FtVA+AzLMXuTbnczJDzld5XWqiAzvXsXvLKjLSkvGsXZfhY96gfsCjFcZfuXCSDSs/IfZGOA5qF3oNDqRL72Ha14/u28Kqr97VS/flT8cxM7eokjpUp75d1Qzp7YSjSkl0bD5L1iVw4WpuhfFNGlgTNNwNb08LUtM1/LIrhR0H03Ri2j9qx3ODXPFwMSMuqZAfNicSHJKlfX3Z3Hq4OZvr5b11fyrf/BgPQLsWdvTpoqautyUqOyWvvh9O5I38Sqp19erV3pYBXVU42JkSk1DAqi1pXIqsuG7+fhaMGqjGy82ctEwNvx7I5Pfgss81LzczhvdW4etlgaujklVbUtl+KEsnj8Hd7WnziDWeLmYUaEq4EpXPmm1pxCVpqqye1alXezsGdrXHwV5JTHwBK7ek/msbjx7oiJf7X228P5M9wWVt6OVmxtNPOGjbeOXmVLYfytTLY2BXFb5e5jiqlMxfkciJ8xX/LT1UZEmbnho5BAwMDEShUDB+/Hi91yZMmIBCoSAwMPC/L9gDrGNLO8YNc2XDzlSmzLnOxWu5vPOyF85qw2NeVycz3nnZi4vXcpky5zo/70wlaLgb7VrYamMa+lryxjhP9h/PZNKH19l/PJM3nvekQR1LbczQXo480UnFt+sSeeW9SFZtTOLJno706+qgjYlNLOC7dYlM/CCKGQuiSUwpZPZEL+xtTausPWq67h1dmBhUl+/XRzN20ilCL2SwYPYjuLkY3xfAyuQ26Aka/m8GkQuXcLzHMNKOn6bFT99gWcvdYLyJhTmFKWlELlxC1oXLBmPU7VsTv2k7J4eM5c9+z5F3M55H132HhbtrVValRjpxZBfrV8yn79Ag3lqwlnr+Lfjiw5dJTYozGJ+ccJMvPnyFev4teGvBWvoMHce65R9zOvh3nThLa1vmLf1d5zDGwU6nVvY8/7Q767clM/H9CC5czWX2RG9cHA33w27OZsye6M2Fq7lMfD+C9duTeeEZd9o/aqeNaeRnxfQXvNh/LJ1X349g/7F0pr/gRQNfK23MlA8jee61y9pj1qfXAThysuwLpKWFCRev5bJqY2IV1b56tGtmzeiBjmz6PYMZn8VyKSKfmUGuODkY/nxxcVQyI8iVSxH5zPgsls17MxkzyJE2j1hrYyzMFSSkavhpexppmYYHMP5+luw6ksVbX8Tz4bcJmJjArBfcsDA3vi+i7ZpbEzjIkY17M5j+aSxhkfm8+bzbP7bxzCA3wiLzmf5pLJv2ZjBmsCOPlW/jFA0/bqu4jS3MTYiKLWD5ptQqqZe4d4sXL8bX1xdLS0tatmzJoUOHKoyNi4vj2WefpWHDhpiYmDB58mSDcb/88gsBAQFYWFgQEBDApk2b7qpMNXLAA1C7dm3Wrl3LrVtlMxB5eXn89NNPeHt7V2PJHkyDHlfz+9EM9hzJICa+gGUbkkhOK6RPZweD8U90UpGUWsiyDUnExBew50gGe49mMLiHozZmYHc1Zy7l8MuuVG4mFPDLrlTOXsplQHe1NqahnxXHQ7M5dT6HxFQNR0OyCQnLoZ5P2aDojxNZhF7KJSG5kBtxBSz7OQkbK1Pq1DK+Lzx36pnBXmzdE8/W3fFcj8ll0dJwEpPzGNzHs7qLVqP5jB/FzR83cnPNL+RcjeDK2x+TdzMer8BnDMbn3Yjl8lsfEbfhVzSZ2QZjzk+YQczKdWRfuEzutUguTn0XhYkJjp3aVmVVaqTff/uBDt2fpGOPIXh4+fH02Gmondw5uGuDwfiDuzfg6OzB02On4eHlR8ceQ+jQfTC7f/1eJ04BqNTOOocxGtzTiT2H09h9OJ2Y+AKWrEsgOa2Qvl0cDcb36aImKbWQJesSiIkvYPfhdH4/ksaQXk7amIE9HAm5mMOGHSnExBewYUcKoZdyGPS3vjozu4j0zLKjTVNbYhMLOHel7Gr4/mMZrN2azJmwnKprgGrQr4s9+/7MZt+f2dxM1LDq1zRS0ovo1c7OYHzPdrakpBWx6tc0biZq2PdnNvtPZDOgi702JvxGAWu2pnP0TC6FFUzYzF2ayMGTOcQkFHI9rpCv16Xgolbi56U/0/ag699Zxb4/s9h3PJubiYWs2pJKcrqGXu0Nt3GvdnYkp2tYtSWVm4mF7Duezf4/sxnQVbeNV29N4+iZnArb+MylW6zbmc6f52RWpzyFiUmlHXdr3bp1TJ48mVmzZhESEkKnTp3o06cP0dHRBuPz8/NxcXFh1qxZNGvWzGBMcHAwTz/9NCNHjiQ0NJSRI0cyfPhwjh8/fsflqrEDnkcffRRvb282btyoPbdx40Zq165NixYttOfy8/OZOHEirq6uWFpa0rFjR06cOKF9/cCBAygUCvbu3UurVq2wtramffv2XL6sezX3o48+ws3NDTs7O8aNG0denu5yqhMnTtCzZ0+cnZ1RqVR06dKF06fLlsmMHTuW/v3766TRaDS4u7uzfPnySmmTe6U0hbrelpy5qPtBdiYsl0Z+VgbTNPKz4kyYbicScrF0oGL617umoZ8VZy7qx/w9z7Brt2jayAZPVzMA6tSyIKCuFafOG/5QVZpC744qsnOLiIwxjuUUd0upVNCgnh0nQnSvWp0ISaOJv30FqYTCTIld0wBSDhzVOZ968CgOrQx3ovfC1MoShVJJYfrDtbxQU1hIdHgYAc3b6ZwPaNaW8MuhBtNEXD5LQDPdgWFA8/ZcD79IkaZQey4/7xYzX+zD9Od78eWcV4mOuFT5FahmSlOo52NJSLl+OORCNo3qVtwPh1zQHYifvpBDPR8rTE1vx1gTcrF8TDb+FeSpNIWuj6nYcyT93iryADE1Bb9a5py9ort0O/TKLRrUMXxBrYGPBaHl4y/fwq+2ufaz715YW5Ymzs4tvvdMaiBTU/DzMif0su53prOX82j4t9Uef1ffx4Kz5eLPXL6FX22L+2pjUUZhoqi04259+umnjBs3jqCgIPz9/Vm4cCG1a9fm66+/Nhhfp04dPv/8c0aNGoVKpTIYs3DhQnr27MnMmTNp1KgRM2fO5PHHH2fhwoV3XK4a/dYaM2YMK1as0P68fPlyxo4dqxMzbdo0fvnlF1atWsXp06epV68evXv3JjVV98virFmz+OSTTzh58iRKpVInn/Xr1/Puu+/y4YcfcvLkSTw8PFi8eLFO+qysLEaPHs2hQ4c4duwY9evXp2/fvmRlla45DQoKYufOncTFlS3t2L59O9nZ2QwfPtxg/fLz88nMzNQ58vMr/0u+va0ppqYK0rN0L5OkZ2lQqwwvpXCwVxqMV5oqtEvNKopR25dNY/+yO5VDJzL56l1ffvmyAZ+96cOv+9I4dFJ3vXOrJjas/aw+GxY1YODjat5dFENWTtE91/lBprI3Q2mqIDW9UOd8anohTg7Gd3Wwspg7qjFRKilIStE5n5+Ugrlr5c0Y1H9rCvnxiaT+EVxpeT4IsrPSKC4uwl6lOxth5+BEZnqywTSZ6cnYOTjpnLNXOVJcpCE7Kx0Ady9fRr/yPhNmLiRoykeYmVkwb1YgCbHXq6Qe1cXeVompqUJveU5aVlGF/bBapSQtS7cfTMvUoFQqsLdVamPSy+WZnqlBbW84z7Yt7LG1NmXvQzDgsbcp/ezLyNIdZGRkFeFgZ3i5lcrOlIxybZ6RVYzSVIGdzb0vsx41UE1YRB434gv/PfgBom3j7HJtll1xGzvYmxqMv982FlXjbr6rFhQUcOrUKXr16qVzvlevXhw9etRgmjsRHBysl2fv3r3vKs8aPeAZOXIkhw8fJioqiuvXr3PkyBGee+457es5OTl8/fXXzJ8/nz59+hAQEMCSJUuwsrJi2bJlOnl9+OGHdOnShYCAAGbMmMHRo0e1szgLFy5k7NixBAUF0bBhQz744AMCAgJ00nfv3p3nnnsOf39//P39+fbbb8nNzeXgwYMAtG/fnoYNG/LDDz9o06xYsYJhw4Zha2uLIXPnzkWlUukcc+fOrZS2M+T2JgG3KYCS8if/Ib40BZT8Q4yi3OudWtnRtY09n66IY+qcKD5fFc/gHo50a6s7U3HuSi6T50QxfUE0py/kMC3IA1UFneXDQq9tFbptKyqi20oKhcLQm/me+Lw8Bvcn+xI6djLF+QWVkucDR1Huil9JCbf7BsPhuq+VaP99Ss/7NWhK2y79qF2nIfUDHuX51+bh5unN/h1rK7HQNYjBfvif4su9n7Wny86XT/5PfUWvjg6cOp9NaoZx3jxvSIlen3B3fentt3D5fO7U2Ccd8fYwZ9EawxcGjIGh9/BdvK3L3teVVaCHncKk0o67+a6anJxMUVERbm5uOufd3NyIj4+/5+rEx8ffd541esDj7OxMv379WLVqFStWrKBfv344O5ddqQ0PD6ewsJAOHTpoz5mZmdGmTRvCwsJ08mratKn2/z08PABITCy9OTMsLIx27XSXaZT/OTExkfHjx9OgQQPtP3h2drbOmsSgoCDtjFRiYiLbtm3Tm5H6u5kzZ5KRkaFzzJw5847a5m5kZhdRVFSid8VPZackPdPwLIqhK4QOdqZoikrI+uvKjKGY8nkGPulSOstzMovrsQUc+DOTX/el8lRv3avE+QUlxCcVciUyjy9XJ1BUDD3aG57aNHYZmYVoikpwUpvpnFerzEhNf0i/ZN+BgtQ0ijUazF10Z3PMnR31Zn3uhc9LgfhOep7TT79A9sUr953fg8bWTo2JiSmZ6bptmZWRin25WZzb7B2cyUxLLhefhompEls7w3/fJiYm1KnXmMQ4w+u9H1SZ2ZrSflil36+Wn6G5LS3DQD9sr0SjKdHOgBuKKe2H9fN0cTSjmb8Nuw6l6b1mjDJzSj/7ys802Nvqz+LclpFVpHexzd7WBE1RCdk5d78cbcxgNS0bW/H+NwmkZhjfqoWK2lj1D22cnqk/+2Nva/pXGxtfG1WHylzSdi/fVfUudJWU6J276zrdZ541esADpffGrFy5klWrVukNHm5f4bqTRjAzK/vyePu14uI777wCAwM5deoUCxcu5OjRo5w5cwYnJycKCsq+gI4aNYqIiAiCg4NZvXo1derUoVOnThXmaWFhgb29vc5hYVH5N+priiA8Oo9m/tY655v7W3MpwvC21JcibtG8fHyADdeu51H0V7Ndjriln2eAbp7m5iYUl7tkU1ys/29WngIwUxrfbjZ3QqMp4cq1LFq3UOucb9VczfmwzApSiZJCDVlnL+LURfdihWPndqSfNHyPyZ3ymTAG36kvEjJiPJmhF+4rrweV0swM77r+hIXqLuULO3ucug0N3yPl17ApYWd1byq9eCYYn7oBmCrNDKYpKSnhRuRlo9u4QFME167n0dzfRud88wBbLoX/Qz8coLtCoEWADdeu36Ko6HZMLi0CbMrF2BJmIM+eHRzIyNRw4pzhDTqMTVERRNwsoGkD3fuZmjaw5EqU4SU5V67n07SBZbl4KyJuFGg/++7UmCfVtHnEmv99k0BSqnHOqBUVQURMgYE2s+RyBY+WuGqgjZs1tCTiRv5dt7GoenfzXdXZ2RlTU1O9mZfExES9GZq74e7uft951vgBzxNPPEFBQQEFBQX07t1b57V69ephbm7O4cOHtecKCws5efIk/v7+d/w7/P39OXbsmM658j8fOnSIiRMn0rdvXxo3boyFhQXJybpXLp2cnBg8eDArVqxgxYoVjBkz5o7LUNW27E2jZwcHHm9nj5e7OeOecsFZbcbOQ+kAjBzkzOTRZVv37jyUgYujGWOHuuDlbs7j7ezp0V7F5t/L7o36bX8aLfxtGNLLkVpu5gzp5UizRjb8tq/s6uGJc9kMe8KRlk1scHVU0raZLYMeV3PsTOk9PBbmCp4b5EwDX0tcHJX41bbglefccFIrOXJa9z6fh8nazTH07+lBvx7u+HhZ82pQXdxcLNm8I7a6i1ajXf/me2r931A8RzyJTX0/Grw/DUsvD2JWrQOg3qzJNP5ijk4a28YNsW3cEKWNNeZOamwbN8SmgZ/2dZ+Xx1BvxqtcnPw2t6JvYu7ihLmLE6bWhm8KN2Y9Bozk8N5NHNm7mbiYCNavmE9qchydez0FwKbVi1ix6C1tfJdew0hJimX9igXExURwZO9mjuzbRK+Bo7Qxv63/hgshR0mKj+FG5CW+XzybG1FXtHkak817UujVSU3PDg54uZsTNNwNF0cztv/1XJ3RT7oydWzZTow7Dqbh6mRG0HA3vNzN6dnBgZ4d1WzcXTbL9uveVFoE2DL0CSe83M0Z+oQTzf1t2PK77n2sCgX06KBib3AGhq712Vqb4FvbAm+P0i8yXm4W+Na2wMH+wV5avO1gJt3b2NK1tQ21XJWMGqjG2UHJnmOlny8j+jjw8jNlM5R7grNxVisZOUBNLVclXVvb0L2NLb8dLLvYZGoKPp5m+HiaoTQFtcoUH08z3JzKZtrGDXGk06O2LFqTzK38YlR2JqjsTIzyQt7WPzJ4/DE7urWxpZarGaMHqnFWK7XP1RnR14GXR5RdwNgdnIWzuvTfoparGd3a2NK9jR2/HSjfxub4eJqjNAVHlSk+nuY6bWxhrtDGALg6KvHxNK9wO+yHiolJ5R13wdzcnJYtW7Jnzx6d83v27KF9+/b3XJ127drp5bl79+67yrPGP3jU1NRUuzzN1FT3TWxjY8NLL73EG2+8gaOjI97e3sybN4/c3FzGjRt3x79j0qRJjB49mlatWtGxY0fWrFnDhQsX8PMr+9JTr149fvjhB1q1akVmZiZvvPEGVlb6X3iCgoLo378/RUVFjB49+h5rXfkOn8rCzsaUp/s542hvyvW4At7/KkZ71UmtUuLsWHbFNTGlkPe/imHcU6707eJAaoaGpesTCA4puzJ4KSKPBcti+b+Bzjw7wJn4pALmL43VeWDoknUJPDvQmfHPuKGyMyU1Q8Ouwxms21Y6WCwuBi83c7q/4Im9jSlZOcVcvX6LmZ/c4Ebcw7t8a9/hJFT2ZgQ+44OTozmR13N4471zJCQ9nDvX3amELTsxU6vwmzoeCzcXsi9dJeTZl8iLKd1MxMLVGctaHjpp2u37Rfv/9s0b4zG0P7eib3K4dekFltqBz2BiYU6z5Qt10oXPX0zEAt3NTYxd6w69yclKZ9uGb0sfPOpdj1fe/BIn19Iv6RlpSaQml23c4uxWi1dnfcn6FQs4uHMdKkcXnh47nUfb9dDG3MrJYvU3/yMzPRkra1tq+zbi9f8tw7f+I/95/araoZOZ2Nma8kx/ZxxVSq7H5jN7UTRJqaU3sqsdlLj8rR9OSC5k9qJogoa70a+rmpQMDd+tjefo3y4GXQq/xbzvYnhusCvPDXIlPqmAj7+L4Uqk7gxPc38bXJ3MK9yd7bHmdkwZU0v78/QXvQD48dckfvwtqbKa4D8XHJqLnU0qQ3s6oLY35UZ8AR8tSyQ5rXSKzMHeFKe/PY8uKVXDR0sTGT1QTe8OdqRlFrFiS6rO1seO9qbMm1o2MB3YVcXAriouhOfx/tcJANotmWdP0H0G2OK1yRw8aVxbfwefycXO+m9tHFfA3KUJ2jZW2ytxdtBt47lLExg9yJHeHexJy9CwYnMqx3XaWMn81/7Wxt1UDOym4sK1PN77uvRKf93aFjrtO3pQ6VL5AyeyWbzWeO+XqummTp3KyJEjadWqFe3ateO7774jOjpa+2zNmTNncvPmTb7/vuzxBGfOnAEgOzubpKQkzpw5g7m5ufZ++kmTJtG5c2c+/vhjBg0axJYtW/j99991Jjz+jaLkn+5aryaBgYGkp6ezefNmg68PHjwYBwcHVq5cSV5eHtOmTeOnn34iKyuLVq1a8dlnn9G6dWugdFvqbt26kZaWhoODA1DasC1atCAyMpI6deoAMGfOHD777DPy8vIYOnQobm5u7Nq1S/uPEBISwgsvvMC5c+fw9vZmzpw5vP7660yePFnnIUklJSX4+vrSuHFjtm3bdk/1H/SS4Qcgivu35euGAHQccLCaS2KcDv/WBYA9bk2quSTGq2fCeQAOnDe8DErcn65NSi9k9X/+YjWXxHhtXVL6Jebp141rJ76aZN0CHwCGvxZVvQUxUus/qVPdRfhHWZ+/Vml52U365K7TLF68mHnz5hEXF0eTJk347LPP6Ny5M1D6HT8qKooDBw5o4w3d5uDj40NUVJT2559//pm33nqLiIgI6taty4cffsiQIUPuuEw1csDzIMvNzcXT05Ply5ff1T/E38mAp+rIgKdqyYCn6smAp2rJgKfqyYCn6smAp2rV+AHPF29UWl52r86vtLyqU41f0vagKC4uJj4+nk8++QSVSsXAgQOru0hCCCGEEEI89GTAU0mio6Px9fXFy8uLlStXolRK0wohhBBCiP+WwsT4Nse4X/KtvJLUqVPnHx/iKYQQQgghRJVT1PhNmP9z0iJCCCGEEEIIoyUzPEIIIYQQQhgLWdKmRwY8QgghhBBCGAmFLGnTIy0ihBBCCCGEMFoywyOEEEIIIYSxkCVtemTAI4QQQgghhJFQmMgCrvKkRYQQQgghhBBGS2Z4hBBCCCGEMBYKWdJWngx4hBBCCCGEMBaypE2PtIgQQgghhBDCaMkMjxBCCCGEEMZClrTpkQGPEEIIIYQQRkJ2adMnLSKEEEIIIYQwWjLDI4QQQgghhLFQyHxGeTLgEUIIIYQQwliYyD085ckQUAghhBBCCGG0FCUlJSXVXQghhBBCCCHE/cv76eNKy8tyxPRKy6s6yZI2IYQQQgghjIUsadMjA54a6HCzR6u7CEarY+hpAPa4NanmkhinngnnAeg44GA1l8R4Hf6tCwB5Gz+v5pIYJ8shkwA46N+8egtixLqEnQFgX52m1VsQI9Y96iwA28waVnNJjFO/wsvVXQRxl2TAI4QQQgghhLGQXdr0yIBHCCGEEEIIY6GQJW3lyRBQCCGEEEIIYbRkhkcIIYQQQghjYSLzGeXJgEcIIYQQQghjIffw6JEWEUIIIYQQQhgtmeERQgghhBDCWMhzePTIgEcIIYQQQghjIUva9EiLCCGEEEIIIYyWzPAIIYQQQghhLOQ5PHpkwCOEEEIIIYSxkG2p9UiLCCGEEEIIIYyWzPAIIYQQQghhLGRJmx4Z8AghhBBCCGEsZJc2PdIiQgghhBBCCKMlMzxCCCGEEEIYC9m0QI8MeIQQQgghhDAWcg+PHhkCCiGEEEIIIYyWzPAIIYQQQghhLGTTAj0y4BFCCCGEEMJYyJI2PTIEFEIIIYQQQhgtmeGpQGBgIOnp6WzevLm6i/Kfch8+DK/AUZg7O5MbHkHEvAVkhoQYjDVzdsb3tSnYBvhj5e1N7I9riZy/QCfGbciTuA7oj029ugBkXwwj6osvyT5/ocrrUhN5BT5NnZfHYO7qQs7la1x++2PSj582GGvu6kyD997AvmkA1n4+RC9dw5W3P9aJqfXcUDyGDcS2UT0AMs9e5Nqcz8kMOV/ldTEGT/b1ZMQQL5zUFkRF5/D5knDOXsyo7mLVKOuCz7PyUAjJWbnUdXVkWv8OPOrrWWH8yYibLNh2lPDEVFzsbAjs0pzhjzXRiVl9OJT1xy8Qn56Fg40lPZvUZWLvtliYlX4k5eQX8NXuP9l3MYLU7Fs08nRmWv+ONKntVqV1rSk8RwzHa+xoLFycybkWTvjc+WScMtwPm7s44zftNewa+2Pl483N1T8RPne+Toz7sCG4D+yPdf3SfiL74kUiP/uSrHMPbz9R67mn8X4xEHNXZ3KuhHP1/XlknKigL3Zxpt5br2PXJABrX29iVv7I1ffn6cR4PjMU9yEDsGlY2sZZ5y4SPn8RWaEPZxv7jH8Wv6njsPBwIfviVS5MnUPakVMGYy3cXfCfNx3Vo02wqe9D1Jc/cPG1OTox7oN7UnfGeGzqeqMwU5Jz7TqRn63g5pot/0V1HjyyS5ueammRxMREXnzxRby9vbGwsMDd3Z3evXsTHBx8R+lXrlyJg4ND1RbyIeTcuxd+017nxpJlhDz9LBmnQ2i8+Ass3N0NxpuYm6FJSyNmyTJyrlwxGKNq1ZKkHTs5F/QCoSMDyY+Pp8nXizF3danKqtRIboOeoOH/ZhC5cAnHewwj7fhpWvz0DZa1KmhfC3MKU9KIXLiErAuXDcao27cmftN2Tg4Zy5/9niPvZjyPrvsOC3fXqqyKUeje0YWJQXX5fn00YyedIvRCBgtmP4Kbi0V1F63G2Hn2KvO2Heb5bi1Z9+owHq3jwYSVW4lLzzIYH5Oaycsrt/FoHQ/WvTqMoG6P8vFvh/n9fLg2ZlvIFT7fdYzxj7di09QRzB7SjV1nr7Fo1zFtzOxf9hN87QYfDu/Bz5OeoV392ry47DcSMrKrvM7VzaVPL+rOeIPob5dyasgzZJwK4ZFvv8LCw3A/oTAzpzA1jehvl5J9yXA/7NC6FYnbdxIa+DwhI0aRFxtP06VfY+76cPYTrv17U/+daUR9uYQTfYeTceI0zVYuxsLzH/ri1DSuf7WE7DDDfbFD21Yk/LqDkBHjODXkOfJi42j+wzeYuz18bewxrA8Bn8zk2kdfc7j1YFIPn6LN1iVY1vYwGG9iYU5BchrXPvqazLOXDMYUpGZwbe7XHO30NIceHUjMqo00XToH554dq7IqD6wShaLSDmNRLQOeoUOHEhoayqpVq7hy5Qq//vorXbt2JTU19T8vS2Fh4X/+O2uqWiP/j4RNm0nYtJlbkZFEzl9AfnwC7sOfMhifHxtHxLwFJG7dRlGW4S8iV958i/j1G8i5fIVbUVFcfe9/YKLAoU2bqqxKjeQzfhQ3f9zIzTW/kHM1gitvf0zezXi8Ap8xGJ93I5bLb31E3IZf0WQabt/zE2YQs3Id2Rcuk3stkotT30VhYoJjp7ZVWRWj8MxgL7buiWfr7niux+SyaGk4icl5DO5T8ezFw+aHQ6E82cqfIa0D8HN1ZNqAjrirbFl/zPBV6w3HL+DhYMu0AR3xc3VkSOsABrdsxKo/zmhjQqPjae7jTt/mDailtqd9A2+eaFafCzeTAMgr1LD3QgRT+rSjpa8n3s4qXurRhlqOdmw4bvwzw16jRxK/cRPxP28iNyKS8LnzyYuPx/OZYQbj82NjCZ87j4QtWynKNtxPXJr2JrE/rSfn0mVuRUZx5Z33wUSBut3D1w8D1A4aRez6TcSt20hueCRX359Hflw8tZ4bbjA+LyaWq+99TPzG39BU8Fl3cfJMbq5eR/bFy+SGR3FpxnsoFCY4dnisKqtSI/lOHsONFb9wY/nPZF+K4OJrc8i7EY/PiyMMxt+6fpOLUz/k5uotaDIMX0xJ/eNPErb8TvalCHIjbhD1xfdknbuMY4eWVVkVYUT+8wFPeno6hw8f5uOPP6Zbt274+PjQpk0bZs6cSb9+/QD49NNPeeSRR7CxsaF27dpMmDCB7L868gMHDjBmzBgyMjJQKBQoFApmz54NgEKh0FuC5uDgwMqVKwGIiopCoVCwfv16unbtiqWlJatXr6aoqIipU6fi4OCAk5MT06ZNo6SkRCefnTt30rFjR21M//79CQ8vu2rZvXt3XnnlFZ00KSkpWFhYsG/fvkpswaqhUCqx9fcnPfiYzvn04GDsmzWrtN9jammJQqmkMDOz0vJ8ECjMlNg1DSDlwFGd86kHj+LQqhLb1+qv9k2XZVn/RKlU0KCeHSdCdC+ynAhJo4m/fTWVqmYp1BQRFptEu/q1dc63q1+b0OgEg2nORsfrxbdv4M3Fm0kUFhUB0KKOB2E3kzh3ozSPmNQMDl++TqeGPgAUFRdTVFyChVJ3xbWFUklIVFyl1K2mUpgpsWvsT+oR3dUOaUeOYd+iCvrhjIevn1CYKbFr4k/qoXJ98aFgVC2bV9rvMbWyRGH28PXFCjMzVI82JmnPYZ3zSb8fQd2uRaX9HqdubbFp4EvqoROVlqdRUZhU3mEk/vOa2NraYmtry+bNm8nPzzcYY2JiwqJFizh//jyrVq1i3759TJs2DYD27duzcOFC7O3tiYuLIy4ujtdff/2uyjB9+nQmTpxIWFgYvXv35pNPPmH58uUsW7aMw4cPk5qayqZNm3TS5OTkMHXqVE6cOMHevXsxMTHhySefpLi4GICgoCB+/PFHnTqtWbMGT09PunXrZrAc+fn5ZGZm6hwVtUlVM1M7oFAqKUhJ0TlfkJKKmbNTpf0en0kTKUhMIv3Y8UrL80Fg7qjGRKmkIEm3ffOTUjB3da6031P/rSnkxyeS+sedLQ99WKnszVCaKkhN153hTU0vxMnBvJpKVbOk5eZRVFyCk62VznknW2uSs3INpknOysXJ1rpcvBWa4mLSc/IA6NOsPhN6tiHw2020nPUN/eavobVfLcZ1fRQAGwtzmnm78d2+kyRm5lBUXMzWkMuci0kgqYLfayzMHNSlA5Fk3YF4YUoK5s6V10/4vjaJgoRE0o4+XP0wgJnacF9ckFS5bVx3+mTy4xNJO3Ls34ONiLnzX+2bWO6zLiEZC7f7W8qutLeld9pp+uSep/Wv33Fh8gck7z367wkfRjLg0fOf10SpVLJy5UpWrVqFg4MDHTp04M033+Ts2bPamMmTJ9OtWzd8fX3p3r07//vf/1i/fj0A5ubmqFQqFAoF7u7uuLu7Y2tre1dlmDx5MkOGDMHX1xdPT08WLlzIzJkzGTp0KP7+/nzzzTeoVCqdNEOHDmXIkCHUr1+f5s2bs2zZMs6dO8fFixe1rysUCrZsKbuBbsWKFQQGBqKoYA3k3LlzUalUOsfcuXPvqi6VrqTczwoFlJQ/eW9qBY7GpU9vwqa+TklBQaXk+eDRbUtFJbavz8tjcH+yL6FjJ1Oc/7C2790p3/QKhf6fwMNOgW7/VULJP+54Wv612218ux88EXGTpftPMWtQZ9a+OoxPn3uCPy5d59u9J7VpPhzegxKg59xVtH77W348eo4+zepjamI868n/maE3ZuW8M2uPC8S17xNcmPjaQ9wPg8E2rqS/fu8Xx+A2sA/nxk95aPvi8qtkKuOzTpOVw6FWgznS7ikuv/0ZAfNn4Nj54VyWKe5etd3DExsby6+//krv3r05cOAAjz76qHbp2f79++nZsye1atXCzs6OUaNGkZKSQk5OTqX8/latWmn/PyMjg7i4ONq1a6c9p1QqdWIAwsPDefbZZ/Hz88Pe3h5fX18AoqOjAbCwsOC5555j+fLlAJw5c4bQ0FACAwMrLMfMmTPJyMjQOWbOnFkpdbxbhWnplGg0mJebzTF3VFOYcv/3VtUaNZLa48ZyYfwEcq9eve/8HjQFqWkUazSYu+heQTR3dtS70ngvfF4KxHfS85x++gWyLxq+cVmUycgsRFNUgpPaTOe8WmVGavrD+QWlPLW1JaYmCpKzdWdVUrNv6c3i3OZspz/7k5pzC6WJCSrr0s0gvtrzJ/1bNGRI6wDquzvxeGM/Xu39GMsPnqa4uPQLUW0nFctfGEzwe8+za/oofnz5KTRFxdRS21VBTWuOwvQ0SjQavVl1M0dHvdn3e+E1ZhTeL4zjbNBL5Fx5+PphgMK0f+iLk++/jWs/Pxqfl8dxZuSL5Fx6+Nq4ILm0fS3cyrWvqxP5icn3l3lJCbnh0WSGXiJy4QriNu6i3vQX7i9PI1XdmxYsXrwYX19fLC0tadmyJYcOHfrH+IMHD9KyZUssLS3x8/Pjm2++0YtZuHAhDRs2xMrKitq1azNlyhTy8vLuuEzVNldlaWlJz549eeeddzh69CiBgYG8++67XL9+nb59+9KkSRN++eUXTp06xVdffQX8+wYDCoVC76qCoTQ2NjZ3Xd4BAwaQkpLCkiVLOH78OMePly4FKPjbFbKgoCD27NlDTEwMy5cv5/HHH8fHx6fCPC0sLLC3t9c5LCyqZ4eoEo2G7LAwHNrq3mDp0LYtmaGh95V3rdGjqP1CEBcmvEL2xbD7yutBVVKoIevsRZy6tNM579i5Hekn7699fSaMwXfqi4SMGE9mqPHf1F0ZNJoSrlzLonULtc75Vs3VnA97uO4vq4iZ0hR/TxeOXb2hc/7YtRiaeRveHrqptzvHrsXonAu+eoOAWi6YmZoCkFeg0Zv1NlWYUFJSQkm5K+zW5ma42NuQeSuP4Ks36Brge7/VqtFKCjVkXQhD3V63n1C3f4zMkPvrJ7zGjsbnpec5+8IEsi9cvK+8HmQlhRqyzofh2LFcX9yxLRmnztxX3t4vBOL76guEjp5A1rmHs41LCgvJOH0Blx4ddM47P96etGDDW6vfK4VCgYmFLEE2qBqXtK1bt47Jkycza9YsQkJC6NSpE3369NFOEJQXGRlJ37596dSpEyEhIbz55ptMnDiRX375RRuzZs0aZsyYwbvvvktYWBjLli1j3bp1dzVJUGOewxMQEMDmzZs5efIkGo2GTz75BJO/9hG/vZztNnNzc4r+ugH271xcXIiLK7up9erVq+Tm/vOab5VKhYeHB8eOHaNz584AaDQaTp06xaOPlq4pT0lJISwsjG+//ZZOnToBcPjwYb28HnnkEVq1asWSJUv48ccf+eKLL+6iBarfzR/W0ODD/5F9MYzM0LO4Dx2ChYc78RtK33Q+E1/BwtWVK2+9o01j07ABACbW1pipHbBp2IDiwkJuRUQCpcvYfF5+icsz3iQvNhYzp9Irl0W5uRTfuvUf17B6Xf/me5p8OZfM0AtknAyl1sinsPTyIGbVOgDqzZqMhbsrF159U5vGtnFDAJQ21pg7qbFt3JCSwkJyrkQApcvY6k1/lXMvTeNW9E3MXf5q35xcinIfrva9W2s3x/D21EZcuprN+UuZDHzCAzcXSzbviK3uotUYIzs1Y9b6vQR4udLM241f/rxIXHoWw/56rs7nO4NJzMzhw+E9ABj2WGPWBp9j/tYjDG3jT2h0AptOhvHxMz21eXbx9+GHw6E08nTmkdpu3EjJ4Ks9x+niXwfTv/r8I1eioQR8XBy4kZLBZzuO4uPswKCWjf77RviPxaz6gUYffUj2+QtknjmLx/ChWHp4ELvuZwB8p7yKuZsrl2e8rU1j06i0nzC1tsJMrcamUWk/kRte2k/UHhdInYkTCHt9Jnk3Y7UzSEW5uRQ/hP3EjaXfE/DpHLLOXiDjdCiezz6FhacHsWs2AOA3bSIWbm6EvTZLm8Y24HYbW2PmqMY2oCHFBYXkXittY+8Xx+A39WUuTJpBXszD3RdHLlxB85XzSD91nvRjIdQOehorbw+iv1sLQMMPpmJZy43QMdO1aeyblf5tm9raYO7iiH2zRhQXFJIdVro5VN1pL5Bx6jw5EdGYmJvj2qcztZ4bxPlXZv/n9RP/7NNPP2XcuHEEBQUBpTMzu3bt4uuvvzZ428Y333yDt7c3CxcuBMDf35+TJ0+yYMEChg4dCkBwcDAdOnTg2WefBaBOnTqMGDGCP//8847L9Z8PeFJSUhg2bBhjx46ladOm2NnZcfLkSebNm8egQYOoW7cuGo2GL774ggEDBnDkyBG9qa06deqQnZ3N3r17adasGdbW1lhbW9O9e3e+/PJL2rZtS3FxMdOnT8fMzKyCkpSZNGkSH330EfXr18ff359PP/2U9PR07etqtRonJye+++47PDw8iI6OZsaMGQbzCgoK4pVXXsHa2ponn3zyvtrqv5a8azdKlYraLzyPuYszudfCufDyRPL/GkSaOzvrPZOnxfq12v+3axyAa7++5N2M5WTf/gB4DB+Gibk5/p/qPpA0+utvif7m2yquUc2SsGUnZmoVflPHY+HmQvalq4Q8+xJ5MaXta+HqjGUt3ecUtNtXdoXDvnljPIb251b0TQ637g1A7cBnMLEwp9nyhTrpwucvJmLB4qqt0ANu3+EkVPZmBD7jg5OjOZHXc3jjvXMkJFXPxiE10RNN65ORk893e0+SlJVDPTcnvgrsj+dfS8uSs3KJTy/bptfL0Z6vAvsxf9sR1h07h4u9DdMHdKRHk7ramOe7tUKBgq92HycxMwe1jRVd/OvwSq+y2eXsvAIW7TpGQkY2KmtL7bK327NExixpx27MHBzwmfAi5i7O5Fy9xrnxr5Af+1c/7OKCpYduP9Fq0zrt/9s1aYzbgNJ++HiPvkDpg0xNzM1pvOgTnXRRX37D9a/0l44Yu8StuzBzcKDOpBexcHEh+8o1zo55mbybt/tiF73no7XZvkH7//ZNG+M+uB+3Ym4S3LEPALVGDsfEwpxHvvlUJ13kwq+JXPh1FdeoZonbsANzJzX1Z03AwsOV7AtXODHgBW5Fl15MsvBwwarcM3k6nSy7/9mhZRNqjRhAblQM++s/DoCpjTVNvngXSy93im7lkXM5gjOj3yBuw47/rmIPkkp8fk5+fr7ehloWFhYGVyQVFBRw6tQpve/IvXr14uhRwxtMBAcH06tXL51zvXv3ZtmyZRQWFmJmZkbHjh1ZvXo1f/75J23atCEiIoLt27czevToO66HoqT8GrAqlp+fz+zZs9m9ezfh4eEUFhZSu3Zthg0bxptvvomVlRWfffYZ8+fPJz09nc6dO/N///d/jBo1irS0NO0DR1966SU2bNhASkoK7777LrNnzyY2NpYxY8Zw5MgRPD09+fzzzxkxYgQLFy4kMDCQqKgofH19CQkJoXnz5toyaTQaXn/9dVasWIGJiQljx44lOTmZjIwM7TbXv//+OxMnTiQiIoKGDRuyaNEiunbtyqZNmxg8eLA2r+zsbNzc3AgMDNQuxbtbh5s9eo+tK/5Nx9DSJ2nvcWvyL5HiXvRMKH0+S8cBB6u5JMbr8G9dAMjb+Hk1l8Q4WQ6ZBMBB/+bVWxAj1iXsDAD76jSt3oIYse5RpRtBbTNrWM0lMU79Cg0/gLamyD3yy78H3aF5e87x3nvv6Zy7/b27vNjYWGrVqsWRI0do37699vycOXNYtWoVly/rt1uDBg0IDAzkzTfLVrccPXqUDh06EBsbi8dfF3i++OILXnvtNUpKStBoNLz00kssXnznF3b/8xkeCwsL5s6d+4+7kU2ZMoUpU6bonBs5cqTOz19//TVff6171cTT05Ndu3bpnPv7TE2dOnX07vGB0k0KFi5cqJ1OM6RHjx7aHdluM5RXWloaeXl5jBs3rsK8hBBCCCGEqOlmzpzJ1KlTdc792/3m5e/TLCkpqXDH4ori/37+wIEDfPjhhyxevJjHHnuMa9euMWnSJDw8PHj77bf18jOkxtzD86ArLCwkLi6OGTNm0LZtW+39P0IIIYQQQvxX7nV3NUMqWr5miLOzM6ampsTHx+ucT0xMxM3N8GY37u7uBuOVSiVOf933/fbbbzNy5EjtfUGPPPIIOTk5vPDCC8yaNUt7z/8/MZ4nClWzI0eO4OPjw6lTpwxupyeEEEIIIUSVq6Zd2szNzWnZsiV79uzROb9nzx6dJW5/165dO7343bt306pVK+19+Lm5uXqDGlNT09LdPe/wzhyZ4akkXbt2veNGF0IIIYQQwthMnTqVkSNH0qpVK9q1a8d3331HdHQ048ePB0qXyN28eZPvv/8egPHjx/Pll18ydepUnn/+eYKDg1m2bBk//fSTNs8BAwbw6aef0qJFC+2StrfffpuBAwdieoeb2ciARwghhBBCCCNRcg/Pz6ksTz/9NCkpKbz//vvExcXRpEkTtm/frn0uZVxcnM4zeXx9fdm+fTtTpkzhq6++wtPTk0WLFmm3pAZ46623UCgUvPXWW9y8eRMXFxcGDBjAhx9+eMflkgGPEEIIIYQQxqIS7+G5FxMmTGDChAkGX1u5cqXeuS5dunD69OkK81Mqlbz77ru8++6791wmuYdHCCGEEEIIYbRkhkcIIYQQQggjUZ1L2moqGfAIIYQQQghhLKp5SVtNJENAIYQQQgghhNGSGR4hhBBCCCGMhSxp0yMDHiGEEEIIIYxEiSxp0yNDQCGEEEIIIYTRkhkeIYQQQgghjIUsadMjAx4hhBBCCCGMRAmypK08GQIKIYQQQgghjJbM8AghhBBCCGEk5MGj+mTAI4QQQgghhLGQAY8eaREhhBBCCCGE0ZIZHiGEEEIIIYyEPIdHn6KkpKSkugshhBBCCCGEuH+pZw9VWl6OTTtVWl7VSZa0CSGEEEIIIYyWLGmrgXaHFlR3EYxWr2bmABw4f6uaS2KcujaxAiBv4+fVXBLjZTlkEgAdBxys5pIYp8O/dQGkH65Kt/vhwxdzqrkkxqtjgA0Axy5lVHNJjFPbRqrqLsI/kyVtemTAI4QQQgghhJGQban1SYsIIYQQQgghjJbM8AghhBBCCGEkSpAlbeXJgEcIIYQQQggjIUva9EmLCCGEEEIIIYyWzPAIIYQQQghhLGSXNj0y4BFCCCGEEMJIlMgCLj3SIkIIIYQQQgijJTM8QgghhBBCGIkSWdKmRwY8QgghhBBCGAnZpU2ftIgQQgghhBDCaMkMjxBCCCGEEEZCHjyqTwY8QgghhBBCGAlZ0qZPWkQIIYQQQghhtGSGRwghhBBCCCMhu7TpkwGPEEIIIYQQRkLu4dEnS9qEEEIIIYQQRktmeIQQQgghhDASsmmBPhnwCCGEEEIIYSRkSZs+GQIKIYQQQgghjJbM8AghhBBCCGEkZEmbPhnwVGD27Nls3ryZM2fOVHdRqswfu9ay99eVZKYn4eFVlyGB06nn37LC+KsXT7Bp1XziYsJRqV3oMXAsHXsNNxh76sgOVn4+jUdadeOFaYu054uKNOzYsJgTh7aTlZ6MvdqZx7oOoveQFzExMf4/0AM717F7yyoy0pLxrF2X4WPeoH7AoxXGX7lwkg0rPyH2RjgOahd6DQ6kS+9h2teP7tvCqq/e1Uv35U/HMTO3qJI61CTrgs+z8lAIyVm51HV1ZFr/Djzq61lh/MmImyzYdpTwxFRc7GwI7NKc4Y810YlZfTiU9ccvEJ+ehYONJT2b1GVi77ZYmJV2lzn5BXy1+0/2XYwgNfsWjTydmda/I01qu1VpXR9UT/b1ZMQQL5zUFkRF5/D5knDOXsyo7mLVKNIXV619O9aza/P3pKclU6u2H8+Me50G/9DvXj5/inUrPuHmjQgcHF3oM3g0XZ94Svv64X2/suKL2XrpvlkXrO13t/2ynNPH9hEXE4W5uQV1GzVj2KiJuNeqU9nVqxH2bv+Z7Zt+ICMtBU9vP/5v3BQaNm5RYfyl86f5cflCYqMjcHB0pu+TI+neZ6j29UN7t7J00ft66ZZsOIS5gc+2335eyc8/LKbXgGf4v6CplVOpB5gsadNX4wc8iYmJvP322+zYsYOEhATUajXNmjVj9uzZtGvXrrqL98A6dXQnG1d+zPCgt/Br2IIjv2/g6zkvMeuzLTg6e+jFJyfG8M3cl2n/+FBGvfoREZdDWL/0A2zt1TRv21MnNjUpls0/LKCuv/4Hyu9blnN4zwaee/lDPLzqEh1xgTWL38bK2o6ufZ+rsvrWBCeO7GL9ivk8+/yb1G3UnD92/8wXH77M7IUbcXQx0OYJN/niw1fo2GMIYyd9SPilM/y4ZA529moebddDG2dpbcv7izbrpH0YBjs7z15l3rbDzBrUmeY+7vx8/CITVm5l05QReDjY6cXHpGby8sptDG0dwJynH+fM9Xg+3PIHjjZW9GhSF4BtIVf4fNcx3hvajWY+7lxPSuedn/cB8Eb/jgDM/mU/1xJS+XB4D1zsbNh25jIvLvuNjVOewU1l+981wAOge0cXJgbV5ZNvrnLuYiaDnvBgwexHGPnyCRKS8qu7eDWC9MVV68/Du1i7fAHPvTCTeo2acXD3Lyz836v8b9HPOBnod5MSbrLwg1fp3PNJgiZ/wLVLoaz+bi62KjWt2j2ujbOytuXDLzfqpP17v3vlwim69RmOb73GFBcVsXHNl3zy3gQ+WPQLFpZWVVfhanD80B7WLPuUUS9Oo4F/M/bv2sQn709m7pfrcHJx14tPSrjJJ+9PpmuvwYyf8h5XwkL5/tt52KnUtG7fXRtnZW3DR4s36KQ1NNiJuHqRA7s2UbtOvcqvnDAaNf4yztChQwkNDWXVqlVcuXKFX3/9la5du5KamlrdRXug7d/6Pe26D6H940Nx9/JjaOB01M7uHN69zmD8kd3rUTu7MzRwOu5efrR/fChtuz3J3t9W6sQVFxexatEM+g5/GSdXL718Iq+E8kirbjR5tDNOrrVo0bYXjZq2Jzr8QlVUs0b5/bcf6ND9STr2GIKHlx9Pj52G2smdg7s2GIw/uHsDjs4ePD12Gh5efnTsMYQO3Qez+9fvdeIUgErtrHM8DH44FMqTrfwZ0joAP1dHpg3oiLvKlvXHzhuM33D8Ah4Otkwb0BE/V0eGtA5gcMtGrPrjjDYmNDqe5j7u9G3egFpqe9o38OaJZvW5cDMJgLxCDXsvRDClTzta+nri7azipR5tqOVox4bjxv8evlvPDPZi6554tu6O53pMLouWhpOYnMfgPhXPwj1spC+uWrt/XUOnxwfTueeTeNb2Y8S4N3B0cuPAzp8Nxh/Y9TNOzu6MGPcGnrX96NzzSTp2H8Suzd/rxf5Tvzvlna/o2H0gtbzrUtu3AWNffY/UpHiiwi9WST2r084tP9K5x0C69hqMZ21f/i9oKo7Obuzd8YvB+H07N+Lk4s7/BU3Fs7YvXXsNpvPjA9ixebVOnEKhwEHtrHOUl3crl28+fZuxL8/Cxta+Sur3ICpRmFTaYSxqdE3S09M5fPgwH3/8Md26dcPHx4c2bdowc+ZM+vXrR1RUFAqFQmfZWXp6OgqFggMHDgBw4MABFAoFe/fupVWrVlhbW9O+fXsuX76s87s++ugj3NzcsLOzY9y4ceTl5em8fuLECXr27ImzszMqlYouXbpw+vRp7etjx46lf//+Omk0Gg3u7u4sX768chvmPmk0hdyIuEijZu11zjdq2p7Iy2cMpom8Gkqjprrx/s07EB1xkSJNofbcjp+/wdZeTbvuQwzm49eoBVfOHycxNgqAmKjLRFw+TUCLTvdeoQeAprCQ6PAwAprrzkoGNGtL+OVQg2kiLp8loFlb3fjm7bkertvm+Xm3mPliH6Y/34sv57xKdMSlyq9ADVOoKSIsNol29WvrnG9Xvzah0QkG05yNjteLb9/Am4s3kygsKgKgRR0Pwm4mce5GaR4xqRkcvnydTg19ACgqLqaouAQLpe7kuIVSSUhUXKXUzVgolQoa1LPjRIjuxakTIWk08ZcvJiB9cVXTFBZyPTyMxs3L96PtuHbJcL8bfvmsXj/dpEU7roeHoSnX777xQl9eD3qCzz+YyPV/6Xdzc7MAsLFV3UtVaixNYSFR4Zdo0vwxnfNNmj/GtUtnDaa5dumcfnyLtkRdC0Oj0WjP5d26xdSggUwe259P/zeF6xGXy2fF99/Oo1nLDjRu3qYSamM8SlBU2mEsavSSNltbW2xtbdm8eTNt27bFwuLel+nMmjWLTz75BBcXF8aPH8/YsWM5cuQIAOvXr+fdd9/lq6++olOnTvzwww8sWrQIPz8/bfqsrCxGjx7NokWla6A/+eQT+vbty9WrV7GzsyMoKIjOnTsTFxeHh0fpNPn27dvJzs5m+HDDa6vz8/PJz9dd1lFax6p9g+VkplFcXISdyknnvJ3Kicz0FINpMtNTDMYXF2nIzkpHpXYh4lIIx/ZtZPo8w1fOAHoOGkdebjYfTBmIwsSUkuIi+j8zkVYd+95/xWqw7KzSNrdXOeqct3NwIjM92WCazPRk7Bx0v9jYqxx12tzdy5fRr7xPLZ965OXmsG/bj8ybFcjbn6zDzdOnyupT3dJy8ygqLsHJVndpiJOtNclZNwymSc7KxcnWuly8FZriYtJz8nCxt6FPs/qk5dwi8NtNUAKa4mKGP9aYcV1LlwTZWJjTzNuN7/adxNdVjZOtFTtCr3IuJgFvJ4cqqeuDSmVvhtJUQWp6oc751PRCnBzMq6lUNYv0xVUrKyu9tN910G0vlYMj5ytq37QUVC10+2l7ByeKijRkZ6bj4OiCR606jH11Nl4+9bl1K5vft/7ERzPHMvuztbh5euvlWVJSwroVn1LfvzlePsa17Cors7SNVQbaOCPNcBtnpKegcnAsF+9EUVHRX23sjIeXD0GT3qG2T11u5eaw+7d1fDA9iP99vgb3v9r42B+7uR5xmXcXrKySugnjUqNneJRKJStXrmTVqlU4ODjQoUMH3nzzTc6eNXzV4J98+OGHdOnShYCAAGbMmMHRo0e1szgLFy5k7NixBAUF0bBhQz744AMCAgJ00nfv3p3nnnsOf39//P39+fbbb8nNzeXgwYMAtG/fnoYNG/LDDz9o06xYsYJhw4Zha2t4Xf/cuXNRqVQ6x9y5c++6bvdKoTeuKvnHsZaifIKSEu35vFs5rPpiJs+8OBtbe3WFeZw+upMTh7YyeuLHTP94Hc+9/CF7f1vJ8QNb7q0SDxqDbVhxo5dv8xJKbr8CgF+DprTt0o/adRpSP+BRnn9tHm6e3uzfsbYSC11zKdBvH/339d/iDb+Fte18IuImS/efYtagzqx9dRifPvcEf1y6zrd7T2rTfDi8ByVAz7mraP32t/x49Bx9mtXH1MR4roRVptttfJtCASWGQx9a0hf/t0pKSvTb8O/K97t/a1+Aug2b0q5rP2r7NqBBwKOMf/1j3Dy92bvdcL+75ruPiIm6ygtT/7vP9/+a/lvyLtv4dq/w1+l6DR+hQ9c+ePs2oGHjFrw8bQ7utbz5fet6AFKSEliz9FNenPKewft6HnYlCkWlHcaiRs/wQOk9PP369ePQoUMEBwezc+dO5s2bx9KlS+natesd59O0aVPt/9+egUlMTMTb25uwsDDGjx+vE9+uXTv279+v/TkxMZF33nmHffv2kZCQQFFREbm5uURHR2tjgoKC+O6775g2bRqJiYls27aNvXv3VlimmTNnMnWq7m4iFhYWHKziFUk29mpMTEz1riBmZaRiX+7K4W32BmYisjJTMTFVYmOrIi4mnNSkm3z38ava10tKigGY9Exz3lr4Gy7utdm8+hN6DhpHyw59APD0bkBqUiy7Ny/lsa6DKrOaNYqt3T+0uUNFbe5MZlq5Ns9Iw8RUia2d4WURJiYm1KnXmMS4aIOvGwu1tSWmJgqSs3N1zqdm39KbxbnN2c6a5Kxy8Tm3UJqYoLIu/cD8as+f9G/RkCGtSy941Hd34lZBIf/bdJDnu7XExERBbScVy18YTG5BITl5BbjY2/DGj7uopdbfKOFhlpFZiKaoBCe1mc55tcqM1PSCaipVzSJ9cdWys3Mw2L6ZGWl6s+232aud9GYmsjJSMTVVYvMv/W5CrH6/u2bJx5w58QfTP1yKo7Px7eRoZ1/axulpBtrYwXAbqxz02zgzPRVTU1Ns7RwMpjExMcG3XgDxcaUz+FHhYWRmpPLu1NHamOLiIi5fCOH3bRtY9vNhTExN76NmD7aSEuMZqFSWGj/gAbC0tKRnz5707NmTd955h6CgIN59910OHToElF19ASgsLDSYh5lZ2Yfu7asOxcXFd1yGwMBAkpKSWLhwIT4+PlhYWNCuXTsKCso+uEeNGsWMGTMIDg4mODiYOnXq0KlTxeuhLSwsKlimV7VfBpRKM2r7BXDpbDDN2pTtOnP5bDCPtO5mMI1v/WacP3VQ59yl0KN4+wVgqjTDzdOXmQt0d6zZuvYL8vNytTfhAhTk56Eot+WpiYmpzr+hMVKameFd15+w0GBaPFa2C03Y2eM0a93VYBq/hk05d/IPnXMXzwTjU7e0zQ0pKSnhRuRlavnUr7Sy10RmSlP8PV04dvUGjzcuW3p67FoMXf3rGEzT1NudPy5F6ZwLvnqDgFoumP31wZhXoNG7KmmqMKGkpOSvK5Blr1mbm2FtbkbmrTyCr95gch/ZNfLvNJoSrlzLonULNX8cK/ty06q5msPHDS91edhIX1y1lGZm+NT150LocR5tW9bvXgw9Ros2XQ2mqduwKaEndPvdC2eO4VPXH+U/9btRl6nlXU/n3I9LPub08f1M+98SXNxq3X+FaiClmRl16jbiQuiftGpX9p69cOZPWjzW2WCaeo0e4cyfh3XOnT9znDr1/FEqDX8tLSkpITryinZJYEDT1ny46CedmKWL3sfDqw79hox6qAc7wrAavaStIgEBAeTk5ODi4gJAXFzZzcL38twcf39/jh07pnOu/M+HDh1i4sSJ9O3bl8aNG2NhYUFysu5VNicnJwYPHsyKFStYsWIFY8aMueuy/Fe69R9F8N5fCN63ifiYCH5Z+TGpyXF07Fl6v9GvPy7k+y/f1MZ36DWc1OQ4Nq6aR3xMBMH7NhG8byOPDwgESrfj9PSur3NY2dhhYWmNp3d97QdFk5Zd2L3xO86f/oOUxJuE/rmX/Vu/p1nr7nplNDY9Bozk8N5NHNm7mbiYCNavmE9qchyde5U+32HT6kWsWPSWNr5Lr2GkJMWyfsUC4mIiOLJ3M0f2baLXwFHamN/Wf8OFkKMkxcdwI/IS3y+ezY2oK9o8jdnITs3YeDKMTSfDiEhMZf7Ww8SlZzHsr+fqfL4zmFnrf9fGD3usMbFpWczfeoSIxFQ2/ZV2dOfm2pgu/j5sOH6eHaFXiUnNJPjqDb7ac5wu/nUw/evL4ZEr0Ry5HK19PWjJFnycHRjUstF/Wv8HwdrNMfTv6UG/Hu74eFnzalBd3Fws2bwjtrqLVmNIX1y1eg38Pw79volDv28m9kYEa5cvIDU5ni69S5/58ssPX7D087e18V17P0VKUhxrl39C7I0IDv2+mUN7N9N7cFm/u2Xdt5z/q9+NjrzMii/f40bkFbr2Lut3V3/3EcEHt/PClDlYWlmTkZZMRloyBfm6GyIZgycGPcvBPVv44/dfib0RyZqln5KSHE/3J0o3zFj//Vd8+1nZ8+K6PzGE5KQ4flz2GbE3Ivnj91/54/df6TO4bDv0TWuXcO50MInxN7kecYVlX3xAdOQVuv2Vp5W1DV4+dXUOC0srbO1UePnU/W8boAYqwaTSDmNRo2d4UlJSGDZsGGPHjqVp06bY2dlx8uRJ5s2bx6BBg7CysqJt27Z89NFH1KlTh+TkZN56661/z7icSZMmMXr0aFq1akXHjh1Zs2YNFy5c0Nm0oF69evzwww+0atWKzMxM3njjDays9PfSDwoKon///hQVFTF69Gi912uKlu2fICcrnZ2/fENmWhIetevx0szFOLqUbhebkZZEWnLZQNLZ1YvxM79i46r5HNq1Fnu1K0+Nman33Id/M2zsm2xb9yXrl35AdkYqKkcXOvR8iieeeqlS61cTte7Qm5ysdLZt+Lb0waPe9XjlzS9xci1r89S/t7lbLV6d9SXrVyzg4M51qBxdeHrsdJ1n8NzKyWL1N/8jMz0ZK2tbavs24vX/LcO3/iP/ef3+a080rU9GTj7f7T1JUlYO9dyc+CqwP55/LS1LzsolPj1bG+/laM9Xgf2Yv+0I646dw8XehukDOmqfwQPwfLdWKFDw1e7jJGbmoLaxoot/HV7pVbajUHZeAYt2HSMhIxuVtSWPN/bj1d6PaWeJRJl9h5NQ2ZsR+IwPTo7mRF7P4Y33zskzeP5G+uKq1aZjb7KzMvht/RIy0pKp5V2XSW8twvmvfjc9LZnUpHhtvItbLSa/9QVrV3zC/h3rcXB04dlx03SewXMrJ4tVX39AZloKVta2ePs1ZNoHS/BrUPYQ4wM7Sx83MO/t53XKM+bV2XTsPrAqq/yfe6xTT7KzMtiybhnpqcnU8qnL1Hc+w9m19PaBjLRkUpPLds90cavFa+8s5Mdln7F3+884ODrzXNBrOs/gyc3OYsXiuWSkpWBlY4uPbwPenPMtdRs0/s/r9yAypt3VKouipAbPX+fn5zN79mx2795NeHg4hYWF1K5dm2HDhvHmm29iZWVFWFgYY8eOJTQ0lIYNGzJv3jx69erF/v376dq1KwcOHKBbt26kpaXh4OAAlM4CtWjRgsjISOrUqQPAnDlz+Oyzz8jLy2Po0KG4ubmxa9cu7YxRSEgIL7zwAufOncPb25s5c+bw+uuvM3nyZCZPnqwtc0lJCb6+vjRu3Jht27bdU713h8r69qrSq1np7lAHzt+q5pIYp65NSi8C5G38vJpLYrwsh0wCoOOAg/8SKe7F4d+6ANIPV6Xb/fDhiznVXBLj1THABoBjlzKquSTGqW2jmr29+JXwyruPt0Fd/Z0HH0Q1esDzIMrNzcXT05Ply5czZIjh5x/8G/mgrToy4KlaMuCpejLgqVoy4Kl6MuCpejLgqVo1fcBzOdzw4xnuRcO6tf896AFgPIvzqllxcTGxsbG8/fbbqFQqBg40rilrIYQQQghR81X3g0cXL16Mr68vlpaWtGzZUrvJWEUOHjxIy5YtsbS0xM/Pj2+++UYvJj09nZdffhkPDw8sLS3x9/dn+/btd1ymGn0Pz4MkOjoaX19fvLy8WLlyZYU7jQghhBBCCGGM1q1bx+TJk1m8eDEdOnTg22+/pU+fPly8eBFvb/3lcZGRkfTt25fnn3+e1atXc+TIESZMmICLiwtDh5ZuLlJQUEDPnj1xdXXl559/xsvLixs3bmBnd+ePg5Bv5ZWkTp06RrWdpxBCCCGEePBU56YFn376KePGjSMoKAiAhQsXsmvXLr7++mvmztV/+O4333yDt7c3CxcuBEp3Tj558iQLFizQDniWL19OamoqR48e1T5mxsfH567KJUvahBBCCCGEMBIlJYpKO/Lz88nMzNQ58vMN77RZUFDAqVOn6NWrl875Xr16cfToUYNpgoOD9eJ79+7NyZMntc/W/PXXX2nXrh0vv/wybm5uNGnShDlz5lBUVHTHbSIDHiGEEEIIIYSeuXPnolKpdA5DMzUAycnJFBUV4ebmpnPezc2N+Ph4g2ni4+MNxms0Gu3zLiMiIvj5558pKipi+/btvPXWW3zyySd8+OGHd1wPWdImhBBCCCGEkajMJW0zZ85k6tSpOucsLCz+MY1Cofv7S0pK9M79W/zfzxcXF+Pq6sp3332HqakpLVu2JDY2lvnz5/POO+/cUT1kwCOEEEIIIYSRqMwBj4WFxb8OcG5zdnbG1NRUbzYnMTFRbxbnNnd3d4PxSqUSJycnADw8PDAzM8P0bw/49vf3Jz4+noKCAszNzf+1bLKkTQghhBBCCHFfzM3NadmyJXv27NE5v2fPHtq3b28wTbt27fTid+/eTatWrbQbFHTo0IFr165RXFysjbly5QoeHh53NNgBGfAIIYQQQghhNKrzOTxTp05l6dKlLF++nLCwMKZMmUJ0dDTjx48HSpfIjRo1Shs/fvx4rl+/ztSpUwkLC2P58uUsW7aM119/XRvz0ksvkZKSwqRJk7hy5Qrbtm1jzpw5vPzyy3dcLlnSJoQQQgghhJEoKam+bamffvppUlJSeP/994mLi6NJkyZs375du410XFwc0dHR2nhfX1+2b9/OlClT+Oqrr/D09GTRokXaLakBateuze7du5kyZQpNmzalVq1aTJo0ienTp99xuWTAI4QQQgghhKgUEyZMYMKECQZfW7lypd65Ll26cPr06X/Ms127dhw7duyeyyQDHiGEEEIIIYxEcTU+eLSmkgGPEEIIIYQQRqIyd2kzFrJpgRBCCCGEEMJoyQyPEEIIIYQQRqI6Ny2oqWTAI4QQQgghhJGQJW36ZEmbEEIIIYQQwmjJDI8QQgghhBBGQpa06ZMBjxBCCCGEEEZClrTpU5SUlJRUdyGEEEIIIYQQ9+/E5fRKy6t1Q4dKy6s6yQyPEEIIIYQQRkKWtOmTAU8N1C/ofHUXwWhtW9oEgP7PX6zmkhinrUsCADjo37x6C2LEuoSdAWB3aEH1FsRI9WpmDkDHAQeruSTG6/BvXQAYMS26mktivH6a5w3A8NeiqrcgRmr9J3Wquwj/qLi6C1ADyS5tQgghhBBCCKMlMzxCCCGEEEIYCVnSpk8GPEIIIYQQQhgJ2aVNnyxpE0IIIYQQQhgtmeERQgghhBDCSMiSNn0y4BFCCCGEEMJIyJI2fbKkTQghhBBCCGG0ZIZHCCGEEEIII1FcUt0lqHlkwCOEEEIIIYSRkCVt+mRJmxBCCCGEEMJoyQyPEEIIIYQQRkJ2adMnAx4hhBBCCCGMRIncw6NHlrQJIYQQQgghjJbM8AghhBBCCGEkimXTAj0y4BFCCCGEEMJIyD08+mRJmxBCCCGEEMJoyQyPEEIIIYQQRkI2LdAnAx4hhBBCCCGMhDx4VJ8saRNCCCGEEEIYLZnhEUIIIYQQwkgUy5I2PTLgEUIIIYQQwkjILm36atSAJyoqCl9fX0JCQmjevHl1F4euXbvSvHlzFi5cWN1FqRT9ujoypLczjg5KomPz+W5tHBeu5lYY36SBNc8/7YG3pwWp6Rp+3pnEjoNpOjHtH7Vn5GBXPFzMiUsq4PtNCQSHZOnEODkoGfOUOy2b2GJuZkJsQj6fr7rJtet52pjaHhaMGepGkwY2KEwg+mY+H317g6TUwspthCrUt6uaIb2dcFSVtu+SdQn/2r5Bw9207fvLrhQD7WvHc4Nc8XAxIy6pkB82J+q077K59XBzNtfLe+v+VL75MR6Adi3s6NNFTV1vS1R2Sl59P5zIG/mVVOuax3PEcLzGjsbCxZmca+GEz51PxqkQg7HmLs74TXsNu8b+WPl4c3P1T4TPna8T4z5sCO4D+2Ndvx4A2RcvEvnZl2SdO1/ldakJ/ti1lr2/riQzPQkPr7oMCZxOPf+WFcZfvXiCTavmExcTjkrtQo+BY+nYa7jB2FNHdrDy82k80qobL0xbpD1fVKRhx4bFnDi0naz0ZOzVzjzWdRC9h7yIiYmsxP67J/t6MmKIF05qC6Kic/h8SThnL2ZUd7FqlJ7tbOnfxR4HO1NiEgr5/tc0LkdV3Af6+1nwXH81Xm5mpGUWsfVgJr8fy9a+7uVmxlO9VPjVMsfFUcn3v6ax47Du596gbva0bmKFp6sZBYUlXInK56cd6cQlaaqsntWpV3s7Bna1x8FeSUx8ASu3pHIp8p/bePRAR7zczUnL1PDr/kz2BJe1oZebGU8/4YCvlwWujkpWbk5l+6FMvTwGdlXh62WOo0rJ/BWJnDhf8WeueLj9Z58cCoXiH4/AwMD/qigPpU6t7Xn+GXfWbU9i4vvhnL+Sw3uTfHBxNDMY7+ZsxnuT6nD+Sg4T3w9n3fYkXhzhQftH7bUxjfysmPFibfYFp/PKe9fYF5zOjBe9aehrpY2xtTZh/gw/NEUlvPv5dV565ypL18eTnVusjXF3MWfedF9uxOczY34kr86+xtqtiRQUFvOg6NTKnuefdmf9tmQmvh/Bhau5zJ7ojYuj4WsKbs5mzJ7ozYWruUx8P4L125N54Rl32j9qp41p5GfF9Be82H8snVffj2D/sXSmv+BFg7+175QPI3nutcvaY9an1wE4crLsg8HSwoSL13JZtTGximpfc7j06UXdGW8Q/e1STg15hoxTITzy7VdYeLgbjFeYmVOYmkb0t0vJvnTFYIxD61Ykbt9JaODzhIwYRV5sPE2Xfo25q2tVVqVGOHV0JxtXfkzvIc8z/eMN1PVvyddzXiI1Oc5gfHJiDN/MfZm6/i2Z/vEGej35PD+vmMuZY3v0YlOTYtn8wwLq+j+q99rvW5ZzeM8Gho17k1mfbWHQc1PZ++tK/tj5Y6XX8UHWvaMLE4Pq8v36aMZOOkXohQwWzH4ENxeL6i5ajdG2mTWjBqjZvC+DmZ/HcTkyjxnjXHByMDUY76I2ZdpYFy5H5jHz8zi27M9g9EA1bZqU9bvmZgoSUzX8tCOdtMwig/n4+1mw+2g273yZwJwliZiaKpgZ5IqFmfFdeW/X3JrAQY5s3JvB9E9jCYvM583n3SpuY0clM4PcCIvMZ/qnsWzam8GYwY489oi1NsbCXEFCioYft6WRlml4kGhhbkJUbAHLN6VWSb0eZCUllXcYi/9swBMXF6c9Fi5ciL29vc65zz//vMp+d0FBQZXl/aB4sqczuw+nsftQGjfi8lmyLp7ktEL6dnU0GN+3iyNJqQUsWRfPjbh8dh9KY8/hdIb0dtbGDOrpTMjFbDbsSCYmvoANO5IJvZTNoB5O2pin+riQlFrIwhU3uRJ5i8SUQkIv5RCfVPZvMupJV06ey2bFzwlE3MgjPrmQE+eyycgy/EFSEw3u6cSew2nsPpxOTHwBS9YllLZvF8Pt26eLmqTUQpasSyAmvoDdh9P5/UgaQ3qVtd3AHo6EXMxhw46Uv9o3hdBLOQzqUZZnZnYR6ZllR5umtsQmFnDuStlVrv3HMli7NZkzYTlV1wA1hNfokcRv3ET8z5vIjYgkfO588uLj8XxmmMH4/NhYwufOI2HLVoqysw3GXJr2JrE/rSfn0mVuRUZx5Z33wUSBul2bqqxKjbB/6/e06z6E9o8Pxd3Lj6GB01E7u3N49zqD8Ud2r0ft7M7QwOm4e/nR/vGhtO32JHt/W6kTV1xcxKpFM+g7/GWcXL308om8EsojrbrR5NHOOLnWokXbXjRq2p7o8AtVUc0H1jODvdi6J56tu+O5HpPLoqXhJCbnMbiPZ3UXrcbo18mO/Sey2f9nDrGJGr7/LZ2U9CJ6trU1GN+jrR0paUV8/1s6sYka9v+Zw4GT2fTrUnaxLyKmgB+3pRMcmotGY/gb4UfLkvjjVA4xCYVExxXyzfoUXNRKfL30Z+QfdP07q9j3Zxb7jmdzM7GQVVtSSU7X0Ku9ncH4Xu3sSE7XsGpLKjcTC9l3PJv9f2YzoGtZG4ffKGD11jSOnsmhsIJJsTOXbrFuZzp/npNZnfKKUVTaYSz+swGPu7u79lCpVCgUCr1zt0VERNCtWzesra1p1qwZwcHB2tdmz56tt9xt4cKF1KlTR/tzYGAggwcPZu7cuXh6etKgQQMAFi9eTP369bG0tMTNzY2nnnpKmyYnJ4dRo0Zha2uLh4cHn3zyiV4dVq9eTatWrbCzs8Pd3Z1nn32WxMTSq+YlJSXUq1ePBQsW6KQ5f/48JiYmhIeH33Pb3S+lqYJ6PlaEXND9Qnf6Qjb+da0NpmlU15rTevFZ1PexwvSvizaN/KwIuWggz3pleT7WzI5r128xc3xt1nzaiEXv1KV3J7X2dYUCWje142ZCPu9P9mHNp4349E0/2jY33FHWREpTqOdjSchF3QFFyIVsGtW1MpimkZ+hf48c6um0r7Xh9q0gT6UpdH1MxZ4j6fdWkQecwkyJXWN/Uo8E65xPO3IM+xbNKu33mFpaolAqKcww7mVDGk0hNyIu0qhZe53zjZq2J/LyGYNpIq+G0qipbrx/8w5ER1ykSFO2PHXHz99ga6+mXfchBvPxa9SCK+ePkxgbBUBM1GUiLp8moEWne6+QkVEqFTSoZ8eJEN2r2ydC0mjib19BqoeLqSn41jLn7JU8nfNnr+bRoI7hWbD6PuacvaobH3o5Dz8vc0zv4xuTtWVp4r+vbjAGpqbg52VO6OVybXw5j4Z1LA2mqe9jwdly8Wcu38KvtsV9tbEQ/6RGvrVmzZrF66+/zpkzZ2jQoAEjRoxAo7m7da979+4lLCyMPXv2sHXrVk6ePMnEiRN5//33uXz5Mjt37qRz587a+DfeeIP9+/ezadMmdu/ezYEDBzh16pROngUFBfzvf/8jNDSUzZs3ExkZqV2Kp1AoGDt2LCtWrNBJs3z5cjp16kTdunX1ypifn09mZqbOkZ9f+fdW2NuaYmqqIL3ctHB6ZhFqleElV2p7JenlpurTMzUolQrsbUvTqFVK0jJ080zL0KC2L8vT3cWcvl0duZlQwNufRbH9QCovjvCgezsHABzslFhbmjKsjwunL2Tz9mdRBIdkMmuCN00aGB6M1TT2tkpMTRV60+5pWf/QviolaeVmsNIMtK/+v5lu+/5d2xb22FqbsvchHfCYOahLByLJul8AC1NSMHd2riDV3fN9bRIFCYmkHT1eaXnWRDmZaRQXF2GnctI5b6dyIjM9xWCazPQUg/HFRRqys9IBiLgUwrF9Gxnx4uwKf3fPQeNo2aEPH0wZyKQRLZg3fRhd+46kVce+91UnY6KyN0NpqiA1Xfc+x9T0QpwcjG8W4V7Y25R+9mVk6/a1GVlFqOwML7dysDPVW12QkV2E0lSBnc29f2UaOcCBS5F5xCQ8OPel3okK2zi7CIeK2tje1GB8aRsbTiPujixp01ejNi247fXXX6dfv34AvPfeezRu3Jhr167RqFGjO87DxsaGpUuXYm5e2vFv3LgRGxsb+vfvj52dHT4+PrRo0QKA7Oxsli1bxvfff0/Pnj0BWLVqFV5eukstxo4dq/1/Pz8/Fi1aRJs2bcjOzsbW1pYxY8bwzjvv8Oeff9KmTRsKCwtZvXo18+fr3gR929y5c3nvvfd0zr377rvAUwbj71f5N65C8c9v5hJDCQD+IY1CofuyQgHXovL4flMCABE38vCpZUnfro7sC07XZnnsTCab96RoY/zrWtO3iyPnrzxAU9Xlm4t/6SzKvajQni47Xz55+fb9u14dHTh1PpvUDOO8KfbO3eUb/S7UHheIa98nCB0dRMlDslRWobeioYR/WuWgKJ/gr7ZXKBTk3cph1RczeebF2djaqw2kLnX66E5OHNrK6Ikf41G7LjFRl/ll5ceo1C481nXQvVXESBns16unKDXXfXYJZX3zvf36MYPVeLubM/vrhHvL4AFgqG3u4uOvrI0rq0APOdmlTV+NnOFp2rSp9v89PDwAtEvH7tQjjzyiHewA9OzZEx8fH/z8/Bg5ciRr1qwhN7f0y3R4eDgFBQW0a9dOG+/o6EjDhg118gwJCWHQoEH4+PhgZ2dH165dAYiOjtaWtV+/fixfvhyArVu3kpeXx7Bhhu8fmDlzJhkZGTrHzJkz76qedyIzu4iiohK92QaVnaneDMJtaZkavXgHO1M0mhIyc0rTpGUYiLHXnZVIy9AQHac7dX0jLl+7WUJmdhEaTQnRsfn6MU6GN1SoaTKzNQbb1+Gf2jdDf6bGwV6JRlNCVk5RhTEqO/1ZHwAXRzOa+duw61Ca3msPi8L0NEo0GsycdWcYzBwdKUgxPCNxN7zGjML7hXGcDXqJnCtX7zu/ms7GXo2JianebE5WRir25WZxbrN3cCIzPVk3PjMVE1MlNrYqkhNukJp0k+8+fpVJzzRn0jPNOfHHb5w/dYBJzzQnKf4GAJtXf6Kd5fH0bkCbzgPo1m8kuzcvrZrKPoAyMgvRFJXgpNbtJ9UqM1LTH47B+L/JzCn97Cs/m2Nva0pmtuF7RNMNzP7Y25qiKSq5p+VogYPUtAyw4n/fJpCa8eDcl3qnbrdx+dkcla3+TNlt6Zn6sz/aNs4xvjYSNUONHPCYmZV14LevFhYXl3Y0JiYmejMPhYX6U8Q2NjY6P9vZ2XH69Gl++uknPDw8eOedd2jWrBnp6en6MxkG5OTk0KtXL2xtbVm9ejUnTpxg06ZNgO6mCEFBQaxdu5Zbt26xYsUKnn76aaytDS/NsrCwwN7eXuewsKj83XU0RSVcu36LFgG6N2m2CLAlLNzwDMql8Fz9+Ma2XL1+i6K/+qNLEbdobijPa2V5XryWSy033TrVcjMnKaVQW7arUbfwcteN8XSzIDHlwZj61xTBtet5NPfXfc81D7DlUvgtg2kMt50N13TaN5cWATblYmwJM5Bnzw4OZGRqOHHO8I33D4OSQg1ZF8JQt2+nc17d/jEyQ0LvK2+vsaPxeel5zr4wgewLF+8rrweFUmlGbb8ALp3VvSfq8tlgfBs2N5jGt34zLpeLvxR6FG+/AEyVZrh5+jJzwUamz9ugPZq07Er9xm2YPm8DaufS3fQK8vNQlNt+2sTE9I766oeFRlPClWtZtG6hO1PWqrma82GZFaR6uBQVQeTNAprW172X5JH6llypYFvqq9cLeKRcfNMGlkTEFFB0l+OdwEFqWjex4oPvEklKM84v8kVFpZs4NG2g32aXo/IMprl6PV8vvllDSyJu5N91GwvDiksq7zAWNXLA809cXFyIj4/X+eA7c+bMHaVVKpX06NGDefPmcfbsWaKioti3bx/16tXDzMyMY8eOaWPT0tK4cqVsm9pLly6RnJzMRx99RKdOnf6/vfsOa+p64wD+DQkJMyFskA2K4EKlbkTcC7VuWwcKtmp/dbVaqda9Sl21dVdxrzpwb8GioiKCE3GBiOy9R8L9/ZESvCQqKBSM7+d57tNy896bc483J3nvOfdcNGzYUGmvU+/evaGtrY0NGzbgzJkzrGFwtenohVR0dxOjW3s9WJoJMH6YKYz01XE6SHa/w5iBJpg+rp48/vSVdBgb8OEz1BSWZgJ0a6+H7h3EOHKu/Ort8YupaOGsg8E9DWFhysfgnoZwcdLBsYvlV4QDLqShoZ0WhvY2gpkxH+6tROjZUR8nA8tjDp9LgdsXQvRwE8PMmI++Hvpo3UwXpwI/nakmAy6kyevXwpQPn6Emsvr997k6Y740xvRx5TMnnbmSAWMDdfgMNYGFKR/d2uuhWwcxjpwvr5fjl9LR3FkHg3oawMKUj0E9DeDipI1jF9n1wuEAXduLcCkkC6VKvix0tNRgaymAlZksqbQwEcDWUgA9oeqNlY7bsQtmg76E6cD+0LKzhf2sH6FhZob4A4cAALbTvofj8kWsbbQbOkK7oSO4WppQF4uh3dARWvZ28tctvb1gO+U7RM2ej8LX8VA3NIC6oQHUtJRPHqFKPPqORsilwwi5fBSJcS9wePuvSE9NQIdusufqHN+7Bjv//Fke3777UKSnJuDIDj8kxr1AyOWjCLl8BF08vQAA6nwBzK3qsxZNbV0INLRgblUfPJ7sYlfjlu44f2QzHtz5B2nJr3H31iUEntyJZl90/s/roC7bHxCHvt3M0KerKawttPC9jz1MjDQQcCa+totWZ5wKzoFHKx10ctWGuTEPozz1YKjHlT9XZ3hPESYOK++xvHgjB4ZiLkb21YO5MQ+dXLXh8YUOTl0pTyK5XMDaTB3WZurg8QCxiAtrM3WYGJT3yI8bIEaHFtr4c18aCgpLIdJRg0hHDeo81RtqdPKfLHRprQuPVjqoZ6yOMf3EMBTz5M/VGdFbD9+NKL+P8nxIDgzFPIzuJ0Y9Y3V4tNJB51a6OBFUoY7N+bA254PHBfRFXFib81l1LOBz5DEAYKzPg7U5/63TYX9O6B4eRXXyHp536dSpE1JSUuDn54fBgwfj7NmzOHPmDITCd89Kc/LkSbx48QIdO3aEWCzG6dOnUVpaCkdHR+jo6MDb2xszZsyAgYEBTExMMHv2bNYD7qysrMDn8/HHH39gwoQJePDgARYtWqTwPlwuF15eXvD19YWDgwNrmFxtCg7NhlA7ESM8jaEv4uFlfBHm/f5S/mBPfREPRgblQwCTUksw7/cYjB9mhr4e+kjLlGDTvgRcv1PeIEU+L8Cvm19h1AATjBxgjMSUYvy6+RWiost7IJ7GFGDx+lh4DTTBCE8jJKUWY/P+BATdLJ/hKiQ8B+t2xWNIbyN8O8IMrxOLsHRDLB49+3Tu3wm+nQ1dHS6G9zWU1+/8tbHy+hXr8VjPPEpKLcH8tbHwGWqCPp3ESMuSYPP+RFy/U/7gtcfPC+C3OQ4jBxhjZP+y+o3Dk2h2D4+LkzaMDfhvnZ2ttYsupo0tT2Z/+lZ2b9re4ynYeyKluqqgTkg5cx7qenqwnvQt+EaGyHv6DPcn/A9F8bLnxvCNjKDx7zDZMq5Hy6dY1m3cCCaevVH4Oh43u8pukDcfMRRqfD4arWXP3Bjz50a8XLexho+odrVs1xN5OZk4e3gjsjNSYGbpgIm+66FvJEveszJSkPHGM3kMjS0wwXcdjuz4DcHn9kMoNsbgsb5wadOtSu87ZNzPOHXgTxz8azFys9Ih0jdC+26D0XPwxGo9vk/d5aspEAnV4TXcGgb6fES/zMOMBfeRlKK6Dxauqht386GrpYaBXUXQE3LxKrEEv25LQWqmrMdFT8iF4Rs/kFMypPDbloJRnmJ0b6eLjGwpdhzPwK0H5e2uWMjF8mnl7YinuxCe7kI8el6IRZtkF0K7/Tsl89wJJqzybDiQhn/CVOsRASER+dDVSsegbnoQC7l4lVCMZX8lIfXfXi2xkAdDvfKfmynpEiz7Kwlj+uujR3shMrIk8A9Ix803ppfWF/Lw2w/lFwn7eYjQz0OEh88KsWCD7KHa9pYCzJ9U/oy1Mf1lj2wICs3F+v3sobWEcJhaGCOwfft2TJ06FZmZmaz1MTExsLW1RXh4uHzq6czMTIjFYgQGBsrvmdm4cSOWLl2K9PR0DBo0CI6Ojti8eTNiYmIAyKalzszMREBAgHzfV69exZw5c3Dv3j0UFhaifv36mD17NoYOlV2pzM3NxcSJE3HkyBHo6urihx9+wKlTp+Di4oI1a9YAAPbt24eff/4ZCQkJaNGiBXx9fdGvXz9WeQHZtNr29vbw8/PDjBkzqlw/fXw+jye414ZTfzUGAPQd/3kMS/qvndziDAC44uRSuwVRYe6REQCA83fpPo2a0L2Z7MJPB88rtVwS1XX1hDsAYMTM2Fouiera52cFABj6Q0ztFkRFHVxpU9tFeKcjt6pvbODAVp/cYDClaiXhUXXXrl1Dp06dEBcXBxMTk/dvUAElPDWHEp6aRQlPzaOEp2ZRwlPzKOGpeZTw1Ky6nvAcull9Cc/g1qqR8HxyQ9rqsqKiIrx69Qq//PILhg4d+kHJDiGEEEIIIaT6qEbaVkfs27cPjo6OyMrKgp+fX20XhxBCCCGEfGZo0gJFlPBUIy8vL0ilUoSFhaFevXrv34AQQgghhJBqRAmPIkp4CCGEEEIIISqL7uEhhBBCCCFERZQyqve8p49FPTyEEEIIIYSoiNoe0rZ+/XrY2tpCQ0MDLVu2RHBw8Dvjr1y5gpYtW0JDQwN2dnbYuPHtz7jbv38/OBwOBgwYUKUyUcJDCCGEEEII+WgHDhzA1KlTMXv2bISHh8PNzQ29evVCbKzyaeijo6PRu3dvuLm5ITw8HD///DMmT56Mw4cPK8S+fPkSP/74I9zc3KpcLkp4CCGEEEIIURG12cOzatUqeHt7w8fHB05OTlizZg0sLS2xYcMGpfEbN26ElZUV1qxZAycnJ/j4+GDcuHFYsWIFK04qleLrr7/GggULYGdnV+VyUcJDCCGEEEKIiihlqm8pKipCdnY2aykqKlL6vsXFxQgLC0P37t1Z67t3747r168r3SYkJEQhvkePHrh9+zZKSkrk6xYuXAgjIyN4e3t/UJ1QwkMIIYQQQghRsGzZMohEItaybNkypbGpqamQSqUwMTFhrTcxMUFiYqLSbRITE5XGSyQSpKamAgCuXbuGrVu3YsuWLR98HDRLGyGEEEIIISqCqcZZ2nx9fTF9+nTWOoFA8M5tOBz2+zMMo7DuffFl63NycjBy5Ehs2bIFhoaGVSk6CyU8hBBCCCGEqIjqfGCoQCB4b4JTxtDQEFwuV6E3Jzk5WaEXp4ypqanSeB6PBwMDAzx8+BAxMTHw9PSUv15aWgoA4PF4iIqKgr29/XvLRkPaCCGEEEIIIR+Fz+ejZcuWuHDhAmv9hQsX0K5dO6XbtG3bViH+/PnzcHV1hbq6Oho2bIj79+8jIiJCvvTr1w8eHh6IiIiApaVlpcpGPTyEEEIIIYSoiNJq7OGpqunTp2PUqFFwdXVF27ZtsXnzZsTGxmLChAkAZEPkXr9+jZ07dwIAJkyYgD///BPTp0/H+PHjERISgq1bt2Lfvn0AAA0NDTRu3Jj1Hnp6egCgsP5dKOEhhBBCCCFERVTnkLaqGjZsGNLS0rBw4UIkJCSgcePGOH36NKytrQEACQkJrGfy2Nra4vTp05g2bRrWrVsHc3NzrF27FoMGDarWclHCQwghhBBCCKkWkyZNwqRJk5S+tn37doV17u7uuHPnTqX3r2wf70MJDyGEEEIIISqiNnt46ipKeAghhBBCCFERtXkPT11Fs7QRQgghhBBCVBaHYajjixBCCCGEEFWw5WL17Wt81+rbV22iIW2EEEIIIYSoiH+fy0neQAlPHfTVrLjaLoLK2rvcAgAw7MeXtVwS1XRghWzaycs2TWu5JKqrc8w9AMDVR3m1XBLV1MFZGwAwYmbseyLJh9rnZwUA6OB5pZZLorqunnAHAPSfGFXLJVFNxzY41nYRSBVRwkMIIYQQQoiKoJtVFNGkBYQQQgghhBCVRT08hBBCCCGEqAjq4VFECQ8hhBBCCCEqgp7Do4iGtBFCCCGEEEJUFvXwEEIIIYQQoiKq9xGbnGrcV+2hhIcQQgghhBAVQffwKKIhbYQQQgghhBCVRT08hBBCCCGEqIjS0touQd1DCQ8hhBBCCCEqgoa0KaIhbYQQQgghhBCVRT08hBBCCCGEqAh6Do8iSngIIYQQQghRETSkTRENaSOEEEIIIYSoLOrhIYQQQgghREUw1TqmjR48SgghhBBCCKlD6B4eRTSkjRBCCCGEEKKyqIeHEEIIIYQQFUGTFiiihIcQQgghhBAVUUpj2hTQkDZCCCGEEEKIyqIeHkIIIYQQQlQEDWlTRAnPO9jY2GDq1KmYOnVqbRelRnRto42+HXWhp8vF66QS7DyZiaiY4rfGN7TlY1QfPdQzUUdmthQn/snBpZt58tfrGfMwpLsQtvX4MBLzsPNEJs5ey2W/Z2ttdG2jDUOx7NR7nVSCI5dycPdJYc0cZC3r3k4Hnp1E0NPlIi6pGDuOZeBxdNFb453sBBjdTwwLEz4ysiU4HpSNiyHldWhhoo6hPUSwtRDAWJ+HHcfScTo4h7WPAZ2FaNVEC+ZG6iiWMHgSU4Q9pzKQkCKpseOsS+qNHAarb73ANzZE3pPneLrQD1mhd5TG8o0M4TDnR+g2doaWrRXitu/F04V+rBjz4YNgOtAT2o4OAICc+4/w/Le1yLn7oMaPpS64fOYgzgXsRGZGKupZ2mG4949o4NzirfFRD8JwwH8lXr96AT19I/QaMAadeg6Wv3718nH4/zFfYbuNB0KgzhcAAE4d3oY7Ny4jIS4GfL4A9g2bYcjoyTCtZ1Pdh1cndGurg77uwn/biRLsPJ6BqJh3txMj+4phYaKOjGwpTl7JxsUb7HZicHcR7OrxYaTPw87jGThzld1O9PcQ4ovGmjA3Vkdxiayd2Hcm87NpJ6riy97mGDHQAgZiAWJi8/D7lue49yirtotVa3p11MOX3cQQi3iITSjG1r+T8ehZwVvjG9XXxLjBxrAy4yM9S4Kj59NxNphdf22b6+BrT0OYGqojMbUEu4+l4sbd8nNaTQ0Y0dcQ7l/oQk/IQ0a2BJdDsnHwTJr8x/3wPgZwc9WFoVgdEimD57GF2H0sFU9iVPP3xbtQwqOozgxp43A471y8vLxqu4gqpU1TTYzuq4eAwGz8vDYJj2OK8NNYQxiIuErjjcRczBxriMcxRfh5bRICgrIxxlMPXzTWlMcI+Bwkp0mx/0wWMrKlSveTni3F/rPZmPNnMub8mYyHz4vww2gD1DNWvdy7bTMtjOmnj6MXszBrdTwevyiCr48xDPTeUsf6PMzyMcbjF0WYtToeAZeyMba/Plo10ZLHCPgcJKVLsO90BjKylf8wcbLTwLlrOZjzRyKWbEqCmhow+xsTCPiqMZf+uxj37YH6c2ci5s8tCO09FFmhd9Bs+3oIzE2VxqsJ+ChJz8DLdVuQGxmlNEavjSuSjp9B+AhvhA0cicL4BLjs2gi+iXFNHkqdcOvqOezftgJ9Bntj3sq9qO/cHGsWfY+0lASl8SlJr7Fm8feo79wc81buRZ9B47B3qx9uh1xixWlq6WDVtvOspSzZAYAnD8Pg0WsoZv+6Az/M34BSqQQrF0xCUeHbf1R9qto008JoTzECLmfB9/cEREUXYpa30dvbCTEXM8cZISq6EL6/J+BYYBbG9BOj1RttMV+dg+R0CfadyXxrW+xkJ8D567mY+2cSlm5JBpfLga+PMQTqqt9OVEXnDkaY7GOPnQdjMW5KGO4+zMKK+U1gYiR4/8YqqENLXXgPMcbfZ9MxbelLPHqWj7nfWcgvYlZkbKCOud9Z4NGzfExb+hKHzqbDZ6gJ2jbXkcc42mpghrc5Am9mY8qSlwi8mY0Z483RwEZDHjOouz56uomw6UAy/rcgGjuOpODLbvro00lPHhOfXIzNB5IxeXEMZq2IRXJaCeZPtoBQR/lniXxe6kzCk5CQIF/WrFkDoVDIWvf777/XdhFVSu8Ougi6nYeg0HzEp0iw62QW0rKk6NpGW2l8l9Y6SMuUYtfJLMSnSBAUmo+g23no61beaL2IK8HeM1kIuVcAiVT55YU7kYWIiCpEYqoEiakSHDyfjcJiBvWt+DVynLWpj7sQl2/l4vKtXLxOlmDH8QykZUrRva2u0vhubXWQliHFjuMZeJ0sweVbuQgMzYWnu1Ae8/xVMfaczMT1iHyUvOVC7LK/knHldh7ikkrwMqEEGw6kwUjMg52F6tVxRZY+oxF/8CgSDhxB/vNoPF3oh6KERNQbOVRpfGFcPJ4u+BWJR05AkpOrNObRVF+83n0AuY+ikP88Bo9nLQCHowb99q1r8lDqhPPH98CtywB07PYlzC3tMMJ7BvQNTBB09pDS+KBzh2BgaIoR3jNgbmmHjt2+RIfO/XEuYKdCrEhsyFreNG3uOnTo3A/1rOxhadsA475fgPSURMQ8f1Qjx1mb+rjpIjA0F4G38hCfLMHOE5lIy5SiWxsdpfFd2+giLUOKnScyEZ8sQeCtPATdzkWfN9qJF3HF2HsqEyF38yGRKG+Ll29NwT9hsnYiNqEEGw/K2gnbz6CdqIrhAyxw8kIiTp5PxMu4fKz96zmSUwsxoJd5bRetVvTvIsbF61m4cC0LcYnF2Pp3ClIzStCro57S+J5uIqSkl2Dr3ymISyzGhWtZuHQ9CwO66stj+nUWI+JxHg6fS8frpGIcPpeOe4/z4dlZLI9xtNPEzbu5CHuQh+R0Ca6H5yI8Mg8O1uVJ0T+hObj7OB9JqSV4lVCMrYdSoK3JhU29zy85LWWYaltURZ1JeExNTeWLSCQCh8OR/3327FlYW1uz4gMCAsDhsK9EnThxAi1btoSGhgbs7OywYMECSCTlvwrnz58PKysrCAQCmJubY/LkyfLXkpOT4enpCU1NTdja2mLPnj0KZVy1ahWaNGkCbW1tWFpaYtKkScjNlf1IysvLg1AoxKFD7B8CJ06cgLa2NnJychT2V1u4XMC2njruPWV3895/WogG1sobhvrWfNyvEH/vaSFsLfjgfuBZxOEAbZtqQsDn4Gns24fSfYq4XMCuHh/3nrCvSN99UoAGNsrruIG1AHcrxkcVwM7yw+sYALQ0ZBvn5pd++E4+ARx1HnQbOyE9+DprfXpwCEQtXartfbiaGuCo81CSqdpDWiQlJXj5PBKNXNqw1ju7tMWzx3eVbvM86h6cXdqy1jVu3hYvn0dCIimRrysqLMCMb3rjR5+e+H3xZLx88fidZcnPl7Wf2jqiDzmUOkvWFvNx74li2/q2dqK+NV+h7b4bVQi7j2iLgc+nnagKHo+DBg66CA1PZ60PDc9AYyfhW7ZSXTwuYG+lgYhHeaz1EZH5aGinqXSbhnaaiIjMZ60LfyRLVMrOV0c7TUQ8Uox5c5+RzwrQtKE2zI3VAQA29QRwttdE2AN2Wd4sa48OIuTmSxEd9/bhoaqKKa2+RVWozDiic+fOYeTIkVi7di3c3Nzw/PlzfPPNNwCAefPm4dChQ1i9ejX279+PRo0aITExEXfvln9pe3l54dWrV7h8+TL4fD4mT56M5ORk1nuoqalh7dq1sLGxQXR0NCZNmoSZM2di/fr10NbWxvDhw+Hv74/Bg8vHq5f9raureFW/qKgIRUXsD6JAUPNXInS11MDlcpCVwz6Ts3JKIWqg/BtTT0cN95TE87gc6GqrITOn8p8KSxMeFkwyhjqPg8JiBqt3peF1smqNGxdqc99Sx1Lo6SrvXhfpcpGVI60QX1bHXGTmKB+a8j6j+4kR+aIQrxJL3h/8CVMXi6HG46E4JY21vjglDXxDw7dsVXX2P01FUWIyMq7dqLZ91kU5OZkoLZVCqGfAWi/S08eDzDSl22RnpEHUXJ+1TqhnAKlUgtzsTOjpG8Gsng3GfT8fFtb1UVCQi4sn92G57zjMX70fJuZWCvtkGAYH/FehvpMLLKwdqu8A6wB5O5Fb8XMvhUhXQ+k2erpcZOWwE56sXOkHtcVvGuWph8fRhYhLUu12oipEQnXwuBykZ7LrJD2zBAZ6n19PmFBHdr5m5rC/rzNzJBCLlI8O0RPykJmTpxDP43Ig1OEiI1v6b4ySfQrLvysPn0+HlqYa1s2zRSkDqHGA3cdTEXybfTHZtbE2fvQ2h4DPQUa2BPPWxiEn78O+O4lqUZmEZ8mSJZg1axbGjBkDALCzs8OiRYswc+ZMzJs3D7GxsTA1NUXXrl2hrq4OKysrtGrVCgDw5MkTnDlzBjdu3EDr1rJhKlu3boWTkxPrPd6cvMDW1haLFi3CxIkTsX79egCAj48P2rVrh/j4eJibmyM1NRUnT57EhQsXlJZ52bJlWLBgAWvdvHnzAPhUR5VUHQfAO3ovK75U1sFW1R7P+FQJfNcmQUtDDa0aa2LCEDEWbU5RuaQHAJgKtcbhvLOKFcjruEpblRv3pT6szPiYty7xg7b/NFWoK857TuwqsPp2LEz69cKd4eNQWqRavZKVxTCMQu86S4XXmH8biLJt7B2bwt6xqfx1h4YuWPjDV7h0ej++8pmpsLs9m5cjLuYpZi3dVg2lr6OUnLJVaVfLavxDR5+MHSCGlSkf8zckfdgOVFzFeq1qO65qFOoD5Z/zysSXnbHMO2Iqttpurrro1EqIVf4JiI0vgq2FBryHGCM9S4LAG9nyuPtP8jF1aQyEOlx0by/CTB8zzPCLVbiYqOre9e/xuaozQ9o+VlhYGBYuXAgdHR35Mn78eCQkJCA/Px9DhgxBQUEB7OzsMH78eBw9elQ+3C0yMhI8Hg+urq7y/TVs2BB6enqs9wgMDES3bt1Qr1496OrqYvTo0UhLS0NenuzqRatWrdCoUSPs3Ckbr75r1y5YWVmhY8eOSsvs6+uLrKws1uLr61sDtcOWk18KqZSBSJf9zy/SUUNWrvKrg5m5pdCrEC/UUYNEylR5CIRUCiSlSRH9ugQHzmUjNqEEPdsrH6/+qcrOk0IqZRR6c4Q6ir04ZWRXdSvG/1vHeVW/ajt2gBgtG2li4cYkpGepfmNfkpGBUokEfCN2bw7fUB/Fqcp7JKrCcvwYWH/njYhR3yLv8dOP3l9dp6urBzU1LrIr9OZkZ2VAKNJXuo1QbICsDHZ8TlY6uFwetHWVD0dTU1ODjUMjJMXHKry2Z8uviAj9BzMWbYa+ockHHkndVdZOKH7uucjOVf6ZzVTaTnA/qC0GAK/+YrR01sSiTZ9HO1EVWdklkEgZGIjVWevFInWkZ35+Fzyyc2Xnq1jIvlYu0uUh8y2TY2RmSxTi9XRl52vOv+e4spiK+/T60giHz6cj+HYOXsYXI+hWNo5fTsfgHuy2qKiYQWJKCZ5EF+LP3UmQlgJd26nWUNjKKC2tvkVVfBIJj5qamkK2WlLC7mIuLS3FggULEBERIV/u37+Pp0+fQkNDA5aWloiKisK6deugqamJSZMmoWPHjigpKVG4AqnMy5cv0bt3bzRu3BiHDx9GWFgY1q1bp1AWHx8f+Pv7A5ANZxs7duxb9ysQCCAUClnLfzGkTSoFol+XoIkDe8hEYwcNPHmpfKzr05fFaFwhvml9DUTHFUP6sR8IjmystCqRSoEXr4vRtAF7XHPTBhp48pbpZp+8LELTBhXquIEmXryqeh2P/VKMVk20sGhjElLSVa/nTBmmRIKcB5HQ78C+h0S/QxtkhUV81L6tvvGC7fff4O6YSci5r3o3zivDU1eHtb0THt69yVr/6O4NODRspnQbe8emeHSXPdTvYcQNWNs7gcdTV7oNwzB4FRPFmriAYRjs2bwcd25cxoyFm2BkUu8jj6ZukrXFxWhan/25b1L/7e3E05fFaFK/YjuhgRcf0BZ79Rfji8aaWLw5GSkZlOxUJJEwePIsB180F7PWu7qI8SAy+y1bqS6JFHgeW4hmTlqs9S5OWnj8QvkMio9fFMClYryzNp69LJSfr1EvChT36czeJ5+vhtIKnRalpe/+3QbIeorUVez3Bfkwn0TCY2RkhJycHHlPCgBERESwYlq0aIGoqCg4ODgoLGpqssPU1NREv379sHbtWgQFBSEkJAT379+Hk5MTJBIJbt++Ld9fVFQUMjMz5X/fvn0bEokEK1euRJs2bdCgQQPEx8crlHXkyJGIjY3F2rVr8fDhQ/kQu7rm9NUceHyhDXdXLZgb8TCyrwiGelz5c3WG9RBi4tDyRv7SzVwYirkY2UcEcyMe3F210MlVGyeDy2e24nIBazN1WJvJxj3rC7mwNlOHiUH51chhPYRwtOHDUMyFpQkPQ7sL4WwnwLVw9g2LquDUlWx0bqWDTl9oo54xD6P7iWGox8OFG7IxxyN66eG74eX3R1wIyYWhmIdRnmLUM+ah0xfa6NxKByeulH+xcrmAtbk6rM3VweMCYhEX1ubqMDEovzrmPVAfbi10sHZPKgqKSiHSVYNIV+2zaPRf/bUT5sMGwmzIAGjZ28LhlxkQmJshfs/fAAC7mZPhtHIJaxsdZ0foODuCq6UFdX0xdJwdoeVgJ3/d6tuxsPvhf4icOQ+Fca/BNzIA38gAXC3lN+mqku79vkbwxaMIvhiA+FcvsH/bCqSnJsK9xyAAwOFdf+Cv33+Rx3fqMRhpKQnYv20l4l+9QPDFAARfCkCPAaPlMccObMKD8OtISYxDbHQU/P9cgFfRT9CpR/m9j7s3L0fIldP4ZtpSaGhqISsjFVkZqSguUr3naZwKzoFHKx10ctWGuTEPozz1YKjHlT9XZ3hPESYOK28nLt7IkbXFffVgbsxDJ1dteHyhg1MV24mytpj3bzthxm4nxg0Qo0MLbfy5Lw0FhaUQ6ahBpPN5tBNVsT8gDn27maFPV1NYW2jhex97mBhpIOCM4vf/5+DYpQx0a6+HLm2FsDDlw3uwEQzF6jgbnAkAGNXfEFPHlD8G4GxwFoz01TFukBEsTPno0laIru1ECLhYPhHEicAMNHfSxsDu+qhnwsfA7vpo1lAbJy5nyGNC7+diSE99tGysDWN9Hto000H/LmLciJB9nwr4HIzsb4gGthow0ufBzlKA/400gYGYh2t36s6kUf8VhmGqbVEVn8Q9PK1bt4aWlhZ+/vlnfP/997h16xa2b9/Oipk7dy769u0LS0tLDBkyBGpqarh37x7u37+PxYsXY/v27ZBKpfJ97dq1C5qamrC2toaBgQF69uyJ8ePHY/PmzeDxeJg6dSo0Nct/0Njb20MikeCPP/6Ap6cnrl27ho0bNyqUVSwWY+DAgZgxYwa6d+8OCwuLmq6eD3LjXgF0tDIxsMu/D7tLLIHf9lSkZsqu8ukJuTDQKz89UjKk8PNPxai+eujWVgcZ2VLsOJGJ0AflV2DEQi6WTSkfdtLXXRd93XXx6EURFm9OASAbejFpmD70dLnILyzFq4QSLN+WigfPVG8WlZC7+dDVTsegbnoQC7l4lViM5VuTkZrxRh2/8eyClHQJlv+VjDH9xOjRXhcZ2VL4H0vHrfvlyaC+kAu/6eXTofbrJEK/TiI8fF6Ihf+Ov+/eTjZBxvxJ7GfPrN+fiiu3lc9ooyqST56Dup4ebKZ8C4GREXKfPMO9sd+h8LXsuTECYyNo1GPXS6vTf8v/X9i0EUwH9EFB3GuEdOgFAKg3aijUBHw02biKtV30mg2IXrOhho+odrXq0AO5OVk4cXALsjJSUc/KHlPmrIWhsewczMxIRXpK+f1hRib1MHXOH9jvvxKBZw5CT98IX3nPhGvbLvKYgrwc7NiwGNkZadDU0oGVnSNmLt4CuwaN5TFBZ2X/Jn6/jGeVZ+z389Ghc7+aPOT/3I27+dDVUsPAriLoCbl4lViCX7elsNpiwzeeyZOSIYXfthSM8hSjeztZO7HjeAZuVWiLl08zk//t6S6Ep7sQj54XYtEm2WQ83f5tJ+ZOYA8V3HAgDf+EqXY7URWXr6ZAJFSH13BrGOjzEf0yDzMW3EdSiup9Z1XG1bAc6GpzMayPIfSFXLxMKMbCdXHykQRiEQ+G+uW9uclpJVi4Lg7eg43R210P6VkS/HUwCSHh5RdLH78oxIqt8fi6nyG+8jREYkoxfvsrnvXA0C0HkvBVP0NMGG4CkS4X6VkSnLuahQOnUgHIenssTPjo/I05hNpc5OSV4unLAviufIVXCZ/f8MOKvWEE4DB1MH3bvn07pk6dyuphCQgIwIwZMxAXF4euXbuiX79++Oabb1jZ57lz57Bw4UKEh4dDXV0dDRs2hI+PD8aPH4+AgAAsX74ckZGRkEqlaNKkCRYvXowuXWRfxImJifDx8cHFixdhYmKCxYsX45dffsHUqVPlkxWsXr0av/32GzIzM9GxY0d8/fXXGD16NDIyMlj3+1y+fBldunTBwYMHMWTIkCof/1ez4j6o3sj77V0uS0CH/fiylkuimg6skE0ff9mm6XsiyYfqHHMPAHD1Ef0orQkdnGWzTY2YqXhPEake+/xks/F18LxSyyVRXVdPuAMA+k9U/kBl8nGObXCs7SK805zt1ZfkLfZSjRkJ62TC86nbs2cPpkyZgvj4ePD5VT9RKOGpOZTw1CxKeGoeJTw1ixKemkcJT82jhKdm1fWEZ/a26uuBXDJONR7c+kkMaftU5OfnIzo6GsuWLcO33377QckOIYQQQgghH4q6MhR9EpMWfCr8/Pzg4uICExOT/2R6aUIIIYQQQsi7UcJTjebPn4+SkhJcunQJOjqq9VwZQgghhBBS95WWMtW2qAoa0kYIIYQQQoiKoNvzFVEPDyGEEEIIIURlUQ8PIYQQQgghKoIpre0S1D2U8BBCCCGEEKIiSmlImwIa0kYIIYQQQghRWdTDQwghhBBCiIqgSQsUUcJDCCGEEEKIilCl6aSrCw1pI4QQQgghhKgsSngIIYQQQghREQxTfcuHWL9+PWxtbaGhoYGWLVsiODj4nfFXrlxBy5YtoaGhATs7O2zcuJH1+pYtW+Dm5gaxWAyxWIyuXbvi1q1bVSoTJTyEEEIIIYSoCKaUqbalqg4cOICpU6di9uzZCA8Ph5ubG3r16oXY2Fil8dHR0ejduzfc3NwQHh6On3/+GZMnT8bhw4flMUFBQRgxYgQCAwMREhICKysrdO/eHa9fv650uSjhIYQQQgghhHy0VatWwdvbGz4+PnBycsKaNWtgaWmJDRs2KI3fuHEjrKyssGbNGjg5OcHHxwfjxo3DihUr5DF79uzBpEmT4OLigoYNG2LLli0oLS3FpUuXKl0uSngIIYQQQghREaUMU21LUVERsrOzWUtRUZHS9y0uLkZYWBi6d+/OWt+9e3dcv35d6TYhISEK8T169MDt27dRUlKidJv8/HyUlJRAX1+/0nVCCQ8hhBBCCCEqojqHtC1btgwikYi1LFu2TOn7pqamQiqVwsTEhLXexMQEiYmJSrdJTExUGi+RSJCamqp0m1mzZqFevXro2rVrpeuEpqUmhBBCCCGEKPD19cX06dNZ6wQCwTu34XA4rL8ZhlFY9754ZesBwM/PD/v27UNQUBA0NDTeWY43UcJDCCGEEEKIiviQyQbeRiAQvDfBKWNoaAgul6vQm5OcnKzQi1PG1NRUaTyPx4OBgQFr/YoVK7B06VJcvHgRTZs2rcJR0JA2QgghhBBCVEYpU31LVfD5fLRs2RIXLlxgrb9w4QLatWundJu2bdsqxJ8/fx6urq5QV1eXr/vtt9+waNEinD17Fq6urlUrGAAOw3zoLNuEEEIIIYSQumTib5nVtq8NM/SqFH/gwAGMGjUKGzduRNu2bbF582Zs2bIFDx8+hLW1NXx9ffH69Wvs3LkTgGxa6saNG+Pbb7/F+PHjERISggkTJmDfvn0YNGgQANkwtl9++QV79+5F+/bt5e+lo6MDHR2dSpWLhrQRQgghhBCiIqpzSFtVDRs2DGlpaVi4cCESEhLQuHFjnD59GtbW1gCAhIQE1jN5bG1tcfr0aUybNg3r1q2Dubk51q5dK092ANmDTIuLizF48GDWe82bNw/z58+vVLmoh6cOGjFT+cOZyMfb52cFABj6Q0ztFkRFHVxpAwA4pe5YuwVRYX1KogAANx5n1XJJVFObhiIA1EbUpLJ2ov/EqNotiAo7tkHWBnfwvFLLJVFNV0+413YR3unb5enVtq9Nsyo/9XNdRvfwEEIIIYQQQlQWDWkjhBBCCCFERZTW4pC2uooSHkIIIYQQQlQE3a2iiIa0EUIIIYQQQlQW9fAQQgghhBCiImpzlra6ihIeQgghhBBCVAQlPIpoSBshhBBCCCFEZVEPDyGEEEIIISqilCYtUEAJDyGEEEIIISqChrQpoiFthBBCCCGEEJVFPTyEEEIIIYSoCHoOjyJKeAghhBBCCFERpTSkTQENaSOEEEIIIYSoLOrhIYQQQgghREXQpAWKKOEhhBBCCCFERdA9PIpoSBshhBBCCCFEZVEPDyGEEEIIISqCKS2t7SLUOZTwEEIIIYQQoiJoljZFNKSNEEIIIYQQorKoh4cQQgghhBAVQZMWKKKEhxBCCCGEEBVB01IrqnMJz/bt2zF16lRkZmbWWhliYmJga2uL8PBwuLi41Fo5alq3tjro6y6Eni4XcUkl2Hk8A1ExRW+Nd7ITYGRfMSxM1JGRLcXJK9m4eCNX/rqFiToGdxfBrh4fRvo87DyegTNXc1j76O8hxBeNNWFurI7iEgZPYoqw70wmElIkNXactal7O1306ySEnpCHuMRibD+WjsfR767jMf30YWHKR0a2BMcDs3EhpLwOLUzUMaynHmwtBDDW52F7QDpOB2cr7KNfJxFsLfjQF/Hwm38yQh/k19gx1jXWE76C3XRvCMyMkPvoKR5OX4qMa2FKYwWmRnDy+wmiFo2hXd8aMX/uwqMflrJiTAd0g/2sCdC2twJHnYe8Zy8Rvdofr/cc+y8Op9ZdOn0Ip4/uQlZGGsyt7PC19zQ4Nmr+1vjHD+5g77Y1iI99AT19Q/T+chQ69xokfz340kn8tXahwnZb/g4Gny9QWH/i0HYc2rUe3T2H42uf6dVzUHUMtRPVq1dHPXzZTQyxiIfYhGJs/TsZj54VvDW+UX1NjBtsDCszPtKzJDh6Ph1ng7NYMW2b6+BrT0OYGqojMbUEu4+l4sbd8u8/NTVgRF9DuH+hCz0hDxnZElwOycbBM2kou9g+vI8B3Fx1YShWh0TK4HlsIXYfS8WTmMIaqYdPxZe9zTFioAUMxALExObh9y3Pce9R1vs3JKQKKn0Pz8aNG6GrqwuJpPyHaW5uLtTV1eHm5saKDQ4OBofDwZMnT6qvpKRatWmmhdGeYgRczoLv7wmIii7ELG8jGOhxlcYbibmYOc4IUdGF8P09AccCszCmnxitGmvKY/jqHCSnS7DvTCYysqVK9+NkJ8D567mY+2cSlm5JBpfLga+PMQTqnBo5ztrU1kULXv31ceRSFn5aFY/I6CL8PN7k7XWsz4Ovjwkio4vw06p4HL2UhbED9NG6iZY8RsDnIClNgr2nMpCRrTxJFPDVEBNfjG1H02vkuOoysyG94LzSF8+Wb8DVLwYg/WoYWp3cAg1LM6XxagI+ilMz8Gz5BmTfe6w0pjg9C8+WbcB1t2EIbtEPcTuOoOlfS2HYrUNNHkqdcDP4AvZsXQXPIWOxcPUuODq7YOXCqUhLSVQan5L0GisXToWjswsWrt6FvoO9sPuvlQi9fpkVp6mljd+3n2YtypKdF08fIejcUVjaONTI8dUF1E5Urw4tdeE9xBh/n03HtKUv8ehZPuZ+ZwFDsfLru8YG6pj7nQUePcvHtKUvcehsOnyGmqBtcx15jKOtBmZ4myPwZjamLHmJwJvZmDHeHA1sNOQxg7rro6ebCJsOJON/C6Kx40gKvuymjz6d9OQx8cnF2HwgGZMXx2DWilgkp5Vg/mQLCHWU/1t/Djp3MMJkH3vsPBiLcVPCcPdhFlbMbwITI8X2gFQeU8pU26IqKp3weHh4IDc3F7dv35avCw4OhqmpKUJDQ5GfX35lKCgoCObm5mjQoEH1lpZUmz5uuggMzUXgrTzEJ0uw80Qm0jKl6NZGR2l81za6SMuQYueJTMQnSxB4Kw9Bt3PRx10oj3kRV4y9pzIRcjcfEonyD8nyrSn4JywPcUkliE0owcaDaTAS82Brwa+R46xNfTuKcPlWDi7fzMXr5BLsOJaO1EwJurfTVRrfva0uUjMl2HEsHa+TS3D5Zi4Cb+XCs1N5HT9/VYzdJzNwPSIPJW/pFIt4XIADZzNx675qXK2tCtupY/HK/zBebTuE3Mcv8OiHpSh8lQjrb0cojS94+RqPpi/B693HIMnKURqT/s8tJB27iNzHL5D/4hVi/tiJnPtR0G/fsiYPpU44e2wvOnbth07dB8Dc0hZf+0yHvqEJLp05rDT+8tkjMDAyxdc+02FuaYtO3QegYxdPnAnYzYrjcDjQExuylooKC/KxcdUvGPfdbGjrCBVeVxXUTlSv/l3EuHg9CxeuZSEusRhb/05BakYJenXUUxrf002ElPQSbP07BXGJxbhwLQuXrmdhQFd9eUy/zmJEPM7D4XPpeJ1UjMPn0nHvcT48O4vlMY52mrh5NxdhD/KQnC7B9fBchEfmwcG6PCn6JzQHdx/nIym1BK8SirH1UAq0Nbmwqff5/rgfPsACJy8k4uT5RLyMy8fav54jObUQA3qZ13bRPmmlTGm1Laqi0gmPo6MjzM3NERQUJF8XFBSE/v37w97eHtevX2et9/DwQHFxMWbOnIl69epBW1sbrVu3Zm0PyIawWVlZQUtLC19++SXS0tJYr8+fPx8uLi7YtWsXbGxsIBKJMHz4cOTklP84YRgGfn5+sLOzg6amJpo1a4ZDhw7JX8/IyMDXX38NIyMjaGpqon79+vD395e/fuvWLTRv3hwaGhpwdXVFeHg4qwxSqRTe3t6wtbWFpqYmHB0d8fvvv8tf/+eff6Curo7ERPZVzx9++AEdO3asbBX/Z7hcwLYeH/eesLvR7z0tRAMb5Q1vfWs+7j1lx9+NKoSdBR/cj5jrT0tDtnFuvup8qABZHdtZ8HE3qkIdRxXC8Y2rgm+qby3AvQrxEVEFsLMUfFQdfy446uoQtWiElAtXWetTLl6DuO3bh2BVlYFHG2g3sEV6cGi17bMukpSUIOb5YzR2ac1a39ilNZ49vqd0m2eP7yvGN2+DmGeRrNEBhQUFmO7TD1PH9cWqRdPw8kWUwr52bvJDs5bt0cilVTUcTd1E7UT14nEBeysNRDzKY62PiMxHQztNpds0tNNERCQ76Qt/JEtUyurT0U4TEY8UY97cZ+SzAjRtqA1zY3UAgE09AZztNRH2gF2WN8vao4MIuflSRMe9ffiiKuPxOGjgoIvQcHYvY2h4Bho7qe5FDlI7qnQPT6dOnRAYGIhZs2YBAAIDAzFz5kyUlpYiMDAQXbt2RXFxMUJCQvDHH39g7NixiImJwf79+2Fubo6jR4+iZ8+euH//PurXr4+bN29i3LhxWLp0KQYOHIizZ89i3rx5Cu/7/PlzBAQE4OTJk8jIyMDQoUOxfPlyLFmyBAAwZ84cHDlyBBs2bED9+vXxzz//YOTIkTAyMoK7uzt++eUXPHr0CGfOnIGhoSGePXuGggLZeN68vDz07dsXnTt3xu7duxEdHY0pU6aw3r+0tBQWFhY4ePAgDA0Ncf36dXzzzTcwMzPD0KFD0bFjR9jZ2WHXrl2YMWMGAEAikWD37t1Yvnz5W+uzqKgIRUXshk4gqPkrPUJtLrhcDrJy2cPOsnKkEOkq/5LV0+UiK4f9JZuVKwWPy4Guthoycz4sYRnlqYfH0YWISyr5oO3rqrfWca4UerrKhy/oCbnIilKMl9UxF5k5yocJEhm+oRhqPB6Kk9kXTYqSUiEwMfqoffOEOujy8h+oCfhgpKV48P0CpF66/v4NP2E52ZkoLZVCpGfAWi/S00dWRprSbbIy0yDS068QbwCpVIrc7Ezo6RvCzMIaPlPmwtLaHgX5eTh/4gAW/+SDRb/vgam5FQDgxj/n8fJFFOat2F4jx1ZXUDtRvYQ6svrMzGF3a2XmSCAWaSvdRk/IQ2ZOnkI8j8uBUIeLjGzpvzFK9iks/zc6fD4dWppqWDfPFqUMoMYBdh9PRfBtds+xa2Nt/OhtDgGfg4xsCeatjUNO3uf5byYSqoPH5SA9k/39n55ZAgM91Rv18V9SpaFo1aXKCc+0adMgkUhQUFCA8PBwdOzYEVKpFGvXrgUA3LhxAwUFBejUqRPGjx+PuLg4mJvLuiZ//PFHnD17Fv7+/li6dCl+//139OjRQ55ANWjQANevX8fZs2dZ71taWort27dDV1fWxT9q1ChcunQJS5YsQV5eHlatWoXLly+jbdu2AAA7OztcvXoVmzZtgru7O2JjY9G8eXO4uroCAGxsbOT73rNnD6RSKbZt2wYtLS00atQIcXFxmDhxojxGXV0dCxYskP9ta2uL69ev4+DBgxg6dCgAwNvbG/7+/vKE59SpU8jPz5e/rsyyZctY+wXwb8I3rnL/IB+rwueBwwGqMpNh2V03Hzr74dgBYliZ8jF/Q9KH7eAToKxu3lVdFePldVxdBfoMVJyOk1PVE1sJSU4egl0HgKejBQOPtnD+bRbyX7xC+j+3Pmq/nwJOhdvrGIaR1WklN2DKzt5/Vzs4NoGDYxP56/WdmmHe9FG4ePIgRn7zI9JSkrDnr1WYsWCt0vt6VBG1E9VLWf28a5pexZdkNcq8I4ZT4XU3V110aiXEKv8ExMYXwdZCA95DjJGeJUHgjfIJI+4/ycfUpTEQ6nDRvb0IM33MMMMvFlmfcaKqULccOpc/FiU8iqqU8Hh4eCAvLw+hoaHIyMhAgwYNYGxsDHd3d4waNQp5eXkICgqClZUV7ty5A4ZhFO7jKSoqgoGB7IphZGQkvvzyS9brbdu2VUh4bGxs5MkOAJiZmSE5ORkA8OjRIxQWFqJbt26sbYqLi9G8uWwYy8SJEzFo0CDcuXMH3bt3x4ABA9CuXTt5GZo1awYtrfIbPssSpzdt3LgRf/31F16+fImCggIUFxezZnDz8vLCnDlzcOPGDbRp0wbbtm3D0KFDoa2t/KoSAPj6+mL6dPasQwKBAF6/1GwCkJ0nhVTKQFThCqJQh4vsXOWNbmaOVGm8RMp80HA0r/5itHTWxIINSUjPUr2GvqyOK16lFelw3/rFlpmteFVXXsef6RXAqihOzUCpRAKBCft+EL6xAYqSUz9u5wyD/OexAIDsu4+h42QPh5++wS0VTnh0hXpQU+Mis0JvTnZWBoQVenHKiPQMFHp/sjPTweVyoaOrp3QbNTU12Do4IzHhFQAg5nkksrPSMW/6GHlMaakUUQ/DcfHU39h66CrUuKpxkze1E9UrO1dWn2Ih+6eNSJeHzLdMpJOZLVGI19OV1WfOv9+HymIq7tPrSyMcPp8u79F5GV8MIwMeBvfQZyU8RcUMElNKkJhSgifRhdiwwBZd24lw+JxqTR5RGVnZJZBIGRiI1VnrxSJ1pGcW11KpiKqqUsLj4OAACwsLBAYGIiMjA+7u7gAAU1NT2Nra4tq1awgMDETnzp1RWloKLpeLsLAwcCt8OenoyG6Mr+yDkdTV2R8GDoeD0lLZj+yy/546dQr16tVjxZUND+vVqxdevnyJU6dO4eLFi+jSpQu+++47rFixolJlOHjwIKZNm4aVK1eibdu20NXVxW+//YabN2/KY4yNjeHp6Ql/f3/Y2dnh9OnTCvcrVSQQCP6TIWwVSaVA9OtiNK2vgdsPy6fqbFJfA2EPld/A+vRlMVo4s8dAN22ggRdxxZBWMd/x6i/GF401sWhTMlIyVPMLWiqVTeLQtIEGa6rXpg00EPrWOi5Cywp13MxRAy9eFVW5jj9HTEkJsu48hFHX9kg6dlG+3rBLOySduFSt78XhcKAmUO0hFzx1ddjYN8TDu7fg2tZDvv5hxC00b6383kSHhk0QcYt9D9WDiJuwcXACj6f864ZhGMRGP4GFtWwmNuemX2DJ2n2smL/WLoSZhQ36DBytMskOQO1EdZNIgeexhWjmpMWaMtrFSQs33/j7TY9fFKBVU/ZkPS7O2nj2slBen1EvCtDMSQvHL2e8EaOFxy/Kvz/5fDVUvKheWop394ZC1lOkzlO9WUorQyJh8ORZDr5oLsY/N8ovlLi6iHH1pvJhs6Ry6MGjiqr8HB4PDw8EBQUhIyNDPnwLANzd3XHu3DncuHEDY8eORfPmzSGVSpGcnKwwbXUZZ2dn3Lhxg7Wu4t/v4+zsDIFAgNjYWHkCpoyRkRG8vLzg5eUFNzc3zJgxAytWrICzszN27dqFgoICaGpqKi1DcHAw2rVrh0mTJsnXPX/+XOE9fHx8MHz4cFhYWMDe3h7t27ev0rH8l04F5+C7YQZ4EVeMJ7FF6NJaB4Z6XPlzdYb3FEEs4mHDAVmjc/FGDrq318HIvnq4fCsXDawE8PhCB3/sLb9yzuUCFv/esMnjAWIRF9Zm6igsZpCUJhv/PG6AGO2aa2PljhQUFJZCpCO7KzS/kEHJW2Z2+1Sd/CcL348wktVxTBG6ttGBoZgnf17GiN560BfxsG6frA7Ph+SgR3tdjO4nxqUbuWhgI0DnVrr4fXeKfJ9cLmBhIvuhzeMC+iIurM35KCwqldexgM+BqWH5RQJjfR6szfnIzZciLVM1E8wy0Wv84bLdD5lhD5B5IxyWPsOgaWWG2M37AQCOi6dDo54J7o79Sb6NsFlDAABXRxt8I30ImzVEaXEJciNln3H7md8gK+wB8l7EQo3Ph3Gvjqg3sj8e/G/+f358/7We/b/CpjXzYOvgBAfHJgg8dxRpqYno3HMgAODgznXISEvGt9NkQ3M79xyIi6f+xt6tq9Gp+wA8i7qPfy4ex8QfFsv3eXT/Fjg0aAwTcysU5OfhwskDiI1+glHfzgQgm7LawtqeVQ6BhiZ0dEUK61UBtRPV69ilDEz1MsOzl4WIii5Ejw4iGIrVcTY4EwAwqr8hDPR4WLNDNsnQ2eAs9OkkxrhBRjh/LQuOthro2k6Eldvi5fs8EZiBpdOtMLC7Pm7ezUXrZjpo1lAbviti5TGh93MxpKc+UtJL8Cq+CHaWGvIZ4wBZfQ/pZYBb93KRkSWBrjYXvd31YCDm4dod5TNEfg72B8Thl+kN8fhpLh48zka/nmYwMdJAwJn4929M3qqsM4CU+6CE57vvvkNJSQkrwXB3d8fEiRNRWFgIDw8PWFpa4uuvv8bo0aOxcuVKNG/eHKmpqbh8+TKaNGmC3r17Y/LkyWjXrh38/PwwYMAAnD9/XmE42/vo6urixx9/xLRp01BaWooOHTogOzsb169fh46ODsaMGYO5c+eiZcuWaNSoEYqKinDy5Ek4OTkBAL766ivMnj0b3t7emDNnDmJiYrBixQrWezg4OGDnzp04d+4cbG1tsWvXLoSGhsLW1pYV16NHD4hEIixevBgLFyo+WK8uuXE3H7paahjYVQQ9IRevEkvw67YUpP77Racn5MLwjedApGRI4bctBaM8xejeThcZ2VLsOJ6BWw/Kr3CJhVwsn1b+vBNPdyE83YV49LwQizbJhiB2+3eq1bkTTFjl2XAgDf+EKZ/N5lMVEpEPXa10DOqmB7GQi1cJxVj2VxJS/+3VEgt5MNQr/wimpEuw7K8kjOmvjx7thcjIksA/IB0335g2Vl/Iw28/lE/X2c9DhH4eIjx8VogFG2Rf4PaWAsyfZCqPGdNfNvwoKDQX6/d/5NCuOi7h7zPgG4hRf/YkCMyMkfvwCUI9v0FBrOzLU2BmBM0Kz+Rxu13+AFG9lo1Rb4Qn8mPiEFi/CwCAq62Fxn/Mg4aFKaQFhciLeoGIMTOQ8PeZ/+7Aaklrt27IzcnCsQNbkZmeinrW9pg+dzUMjWV1mJWRivTU8iG4Rib18MPcNdi7dTUunT4EPX1DjPT5AV+06yyPyc/Ngf/6ZcjKSIOmtg6sbRvg56WbYN+g0X9+fHUBtRPV62pYDnS1uRjWxxD6Qi5eJhRj4bo4pKTLEj2xiAdD/fJELzmtBAvXxcF7sDF6u+shPUuCvw4mISS8vEfo8YtCrNgaj6/7GeIrT0MkphTjt7/iWQ8M3XIgCV/1M8SE4SYQ6XKRniXBuatZOHBKVpelpbIktPM35hBqc5GTV4qnLwvgu/IVXiV8vsO3Ll9NgUioDq/h1jDQ5yP6ZR5mLLiPpJTPc+Y6UnM4TBX7vWJiYmBra4uGDRsiMjJSvj4uLg6Wlpawt7fHs2fPAAAlJSVYvHgxdu7cidevX8PAwABt27bFggUL0KSJ7KbVbdu2Yd68eUhLS0PXrl3h7u6ORYsWITMzE4BsWuqAgABERETI32vNmjVYs2YNYmJiAMi67v744w+sX78eL168gJ6eHlq0aIGff/4ZHTt2xOLFi7F3717ExMRAU1MTbm5uWL16tTxhuXHjBiZMmIDIyEg4Ozvjl19+waBBgxAeHg4XFxcUFRVhwoQJOHr0KDgcDkaMGAGRSIQzZ86wygUAc+fOxdKlS/Hq1SuYmSl/2OH7jJgZ+/4g8kH2+clmgRr6Q0ztFkRFHVxpAwA4pe5YuwVRYX1KZFM433hMTyKvCW0aigBQG1GTytqJ/hMVpyMn1ePYBlkb3MHzSi2XRDVdPfH2EUV1Qd/xj6ptXye3OFfbvmpTlRMe8m7jx49HUlISjh8//sH7oISn5lDCU7Mo4al5lPDULEp4ah4lPDWPEp6aVdcTnj4+D6ptX6f+alxt+6pNVR7SRpTLyspCaGgo9uzZg2PHjr1/A0IIIYQQQkiNo4SnmvTv3x+3bt3Ct99+qzBFNiGEEEIIIf8Feg6PIkp4qsn7pqAmhBBCCCGkplHCo0ittgtACCGEEEIIITWFengIIYQQQghREaUMPYenIkp4CCGEEEIIURE0pE0RDWkjhBBCCCGEqCzq4SGEEEIIIURFMKU0pK0iSngIIYQQQghRETSkTRENaSOEEEIIIYSoLOrhIYQQQgghREUwNEubAkp4CCGEEEIIURGlNKRNAQ1pI4QQQgghhKgs6uEhhBBCCCFERdAsbYoo4SGEEEIIIURF0CxtimhIGyGEEEIIIURlUQ8PIYQQQgghKoJmaVNEPTyEEEIIIYSoCKaUqbblQ6xfvx62trbQ0NBAy5YtERwc/M74K1euoGXLltDQ0ICdnR02btyoEHP48GE4OztDIBDA2dkZR48erVKZKOEhhBBCCCGEfLQDBw5g6tSpmD17NsLDw+Hm5oZevXohNjZWaXx0dDR69+4NNzc3hIeH4+eff8bkyZNx+PBheUxISAiGDRuGUaNG4e7duxg1ahSGDh2KmzdvVrpcHIZh6M4mQgghhBBCVEAHzyvVtq9Lh9qgqKiItU4gEEAgECiNb926NVq0aIENGzbI1zk5OWHAgAFYtmyZQvxPP/2E48ePIzIyUr5uwoQJuHv3LkJCQgAAw4YNQ3Z2Ns6cOSOP6dmzJ8RiMfbt21e5A2EI+UCFhYXMvHnzmMLCwtouisqiOq55VMc1i+q35lEd1yyq35pHdVx3zZs3jwHAWubNm6c0tqioiOFyucyRI0dY6ydPnsx07NhR6TZubm7M5MmTWeuOHDnC8Hg8pri4mGEYhrG0tGRWrVrFilm1ahVjZWVV6eOgIW3kgxUVFWHBggUKmT+pPlTHNY/quGZR/dY8quOaRfVb86iO6y5fX19kZWWxFl9fX6WxqampkEqlMDExYa03MTFBYmKi0m0SExOVxkskEqSmpr4z5m37VIZmaSOEEEIIIYQoeNfwtbfhcDisvxmGUVj3vviK66u6z4qoh4cQQgghhBDyUQwNDcHlchV6XpKTkxV6aMqYmpoqjefxeDAwMHhnzNv2qQwlPIQQQgghhJCPwufz0bJlS1y4cIG1/sKFC2jXrp3Sbdq2basQf/78ebi6ukJdXf2dMW/bpzI0pI18MIFAgHnz5lW5q5NUHtVxzaM6rllUvzWP6rhmUf3WPKpj1TF9+nSMGjUKrq6uaNu2LTZv3ozY2FhMmDABgOyeoNevX2Pnzp0AZDOy/fnnn5g+fTrGjx+PkJAQbN26lTX72pQpU9CxY0f8+uuv6N+/P44dO4aLFy/i6tWrlS4XTUtNCCGEEEIIqRbr16+Hn58fEhIS0LhxY6xevRodO3YEAHh5eSEmJgZBQUHy+CtXrmDatGl4+PAhzM3N8dNPP8kTpDKHDh3CnDlz8OLFC9jb22PJkiUYOHBgpctECQ8hhBBCCCFEZdE9PIQQQgghhBCVRQkPIYQQQgghRGVRwkMIIYQQQghRWZTwkPficDgICAh46+sxMTHgcDiIiIj4z8pEZObPnw8XF5faLsZnxcvLCwMGDKjtYqiEz+n8rWvtZKdOnTB16tTaLoZKsbGxwZo1a2q7GLVu+/bt0NPTq9Uy1LXPG6l9lPB8hry8vMDhcBSWZ8+eKY1PSEhAr169/uNS1n1l9VhxJhEAmDRpEjgcDry8vP77gn3CkpOT8e2338LKygoCgQCmpqbo0aMHQkJCKrV9Xfii/RR9bL1/7pS1p28u1A5UP6rzqtu4cSN0dXUhkUjk63Jzc6Gurg43NzdWbHBwMDgcDp48efJfF5OQGkHP4flM9ezZE/7+/qx1RkZGrL+Li4vB5/Nhamr6Xxbtk2JpaYn9+/dj9erV0NTUBAAUFhZi3759sLKyquXSfXoGDRqEkpIS7NixA3Z2dkhKSsKlS5eQnp7+n5elpKRE/tAzVVeX6v1TlJCQIP//AwcOYO7cuYiKipKv09TUREZGRo28d1k7/bmpTJ0TNg8PD+Tm5uL27dto06YNAFliY2pqitDQUOTn50NLSwsAEBQUBHNzczRo0KA2i0xItaEens9U2VXcN5cuXbrgf//7H6ZPnw5DQ0N069YNgOKQtlu3bqF58+bQ0NCAq6srwsPDWfuWSqXw9vaGra0tNDU14ejoiN9//13++j///AN1dXUkJiaytvvhhx/k87R/Klq0aAErKyscOXJEvu7IkSOwtLRE8+bN5euKioowefJkGBsbQ0NDAx06dEBoaKj89aCgIHA4HFy6dAmurq7Q0tJCu3btWF/gALB8+XKYmJhAV1cX3t7eKCwsZL0eGhqKbt26wdDQECKRCO7u7rhz54789XHjxqFv376sbSQSCUxNTbFt27ZqqZMPlZmZiatXr+LXX3+Fh4cHrK2t0apVK/j6+qJPnz4AgFWrVqFJkybQ1taGpaUlJk2ahNzcXACyOhw7diyysrLkV3nnz58PQPmwTD09PWzfvh1A+fCHgwcPolOnTtDQ0MDu3bshlUoxffp06OnpwcDAADNnzkTFmfzPnj2LDh06yGP69u2L58+fy1/v3Lkz/ve//7G2SUtLg0AgwOXLl6uxBj/M++pd2dCQzMxMcDgc+XMUPvfz9812VCQSgcPhKKwr8+LFC3h4eEBLSwvNmjVj9aIpG+K3Zs0a2NjYyP8uG1K5bNky1g/S9evXo379+tDQ0ICJiQkGDx4s3yYvLw+jR4+Gjo4OzMzMsHLlSoVj2L17N1xdXaGrqwtTU1N89dVXSE5OBgAwDAMHBwesWLGCtc2DBw+gpqbGOt//K++q87Nnz8La2poVHxAQAA6Hw1p34sQJtGzZEhoaGrCzs8OCBQtYvR/z58+X93qam5tj8uTJ8teSk5Ph6ekJTU1N2NraYs+ePQplfFd7lZeXB6FQiEOHDimUSVtbGzk5OR9dRxU5OjrC3Nyc9fyToKAg9O/fH/b29rh+/TprvYeHB4qLizFz5kzUq1cP2traaN26NWt7QNazbmVlBS0tLXz55ZdIS0tjvV52Xu/atQs2NjYQiUQYPnw46xgZhoGfnx/s7OygqamJZs2aseomIyMDX3/9NYyMjKCpqYn69euzLtrS7xLyPpTwEJYdO3aAx+Ph2rVr2LRpk8LreXl56Nu3LxwdHREWFob58+fjxx9/ZMWUlpbCwsICBw8exKNHjzB37lz8/PPPOHjwIACgY8eOsLOzw65du+TbSCQS7N69G2PHjq3ZA6wBY8eOZTW827Ztw7hx41gxM2fOxOHDh7Fjxw7cuXMHDg4O6NGjh8IV9NmzZ2PlypW4ffs2eDweaz8HDx7EvHnzsGTJEty+fRtmZmZYv349a/ucnByMGTMGwcHBuHHjBurXr4/evXvLv1h8fHxw9uxZ1tXR06dPIzc3F0OHDq22OvkQOjo60NHRQUBAAIqKipTGqKmpYe3atXjw4AF27NiBy5cvY+bMmQCAdu3aYc2aNRAKhUhISEBCQoLCufk+P/30EyZPnozIyEj06NEDK1euxLZt27B161ZcvXoV6enpOHr0KGubvLw8TJ8+HaGhobh06RLU1NTw5ZdforS0FICszvfu3cs6pj179sDc3BweHh5VKl9NqEy9V9bnfP5W1uzZs/Hjjz8iIiICDRo0wIgRI1g/sivj0qVLiIyMxIULF3Dy5Encvn0bkydPxsKFCxEVFYWzZ8+yfqTNmDEDgYGBOHr0KM6fP4+goCCEhYWx9llcXIxFixbh7t27CAgIQHR0tHxYGIfDwbhx4xRGBWzbtg1ubm6wt7f/sMqoRefOncPIkSMxefJkPHr0CJs2bcL27duxZMkSALKHHK5evRqbNm3C06dPERAQgCZNmsi3L3t44uXLl3Ho0CGsX79eniCWeVd7pa2tjeHDhyvUqb+/PwYPHgxdXd0aOe5OnTohMDBQ/ndgYCA6deoEd3d3+fri4mKEhITAw8MDY8eOxbVr17B//37cu3cPQ4YMQc+ePfH06VMAwM2bNzFu3DhMmjQJERER8PDwwOLFixXe9/nz5wgICMDJkydx8uRJXLlyBcuXL5e/PmfOHPj7+2PDhg14+PAhpk2bhpEjR+LKlSsAgF9++QWPHj3CmTNnEBkZiQ0bNsDQ0BAA/S4hlcSQz86YMWMYLpfLaGtry5fBgwcz7u7ujIuLi0I8AObo0aMMwzDMpk2bGH19fSYvL0/++oYNGxgATHh4+Fvfc9KkScygQYPkf//666+Mk5OT/O+AgABGR0eHyc3N/fgD/I+MGTOG6d+/P5OSksIIBAImOjqaiYmJYTQ0NJiUlBSmf//+zJgxY5jc3FxGXV2d2bNnj3zb4uJixtzcnPHz82MYhmECAwMZAMzFixflMadOnWIAMAUFBQzDMEzbtm2ZCRMmsMrQunVrplmzZm8to0QiYXR1dZkTJ07I1zk7OzO//vqr/O8BAwYwXl5eH1UX1eXQoUOMWCxmNDQ0mHbt2jG+vr7M3bt33xp/8OBBxsDAQP63v78/IxKJFOLePIfLiEQixt/fn2EYhomOjmYAMGvWrGHFmJmZMcuXL5f/XVJSwlhYWDD9+/d/a5mSk5MZAMz9+/cZhmGYwsJCRl9fnzlw4IA8xsXFhZk/f/5b9/Ffe1e9l9XNm5/vjIwMBgATGBjIMAydv2962zlYVo9//fWXfN3Dhw8ZAExkZCTDMAwzb948hfpYvXo1Y21tLf97zJgxjImJCVNUVCRfd/jwYUYoFDLZ2dkK75uTk8Pw+Xxm//798nVpaWmMpqYmM2XKlLcex61btxgATE5ODsMwDBMfH89wuVzm5s2bDMPI2jAjIyNm+/btb93Hf6VinSv7Nzh69Cjz5k8eNzc3ZunSpayYXbt2MWZmZgzDMMzKlSuZBg0aMMXFxQrvFxUVxQBgbty4IV8XGRnJAGBWr1791nJWbK9u3rzJcLlc5vXr1wzDMExKSgqjrq7OBAUFvfeYP9TmzZsZbW1tpqSkhMnOzmZ4PB6TlJTE7N+/n2nXrh3DMAxz5coVBgDz7NkzhsPhyMtXpkuXLoyvry/DMAwzYsQIpmfPnqzXhw0bxqr/efPmMVpaWqzzc8aMGUzr1q0ZhmGY3NxcRkNDg7l+/TprP97e3syIESMYhmEYT09PZuzYsUqPiX6XkMqgHp7PlIeHByIiIuTL2rVrAQCurq7v3C4yMhLNmjWTj/MFgLZt2yrEbdy4Ea6urjAyMoKOjg62bNmC2NhY+eteXl549uwZbty4AUB2pXDo0KHQ1taujsP7TxkaGqJPnz7YsWMH/P390adPH/mVJ0B2ZaukpATt27eXr1NXV0erVq0QGRnJ2lfTpk3l/29mZgYA8quGkZGRCnVd8e/k5GRMmDABDRo0gEgkgkgkQm5uLqvufXx85FcVk5OTcerUKYUeqdoyaNAgxMfH4/jx4+jRoweCgoLQokUL+dCzwMBAdOvWDfXq1YOuri5Gjx6NtLQ05OXlVcv7v3n+Z2VlISEhgVXHPB5P4TPy/PlzfPXVV7Czs4NQKIStrS0AyOtcIBBg5MiR8iFXERERuHv3bp26qfp99V5Zn/v5WxnvqqPKatKkCeu+nW7dusHa2hp2dnYYNWoU9uzZg/z8fACy87O4uJhV1/r6+nB0dGTtMzw8HP3794e1tTV0dXXRqVMnAOXnsZmZGfr06SM/j0+ePInCwkIMGTKkSmWvK8LCwrBw4UJ5D6eOjg7Gjx+PhIQE5OfnY8iQISgoKICdnR3Gjx+Po0ePynviIiMjFdqChg0bKkyY8r72qlWrVmjUqBF27twJANi1axesrKxqdAiVh4cH8vLyEBoaiuDgYDRo0ADGxsZwd3dHaGgo8vLyEBQUBCsrK9y5cwcMw6BBgwaserpy5Yp8GGNlPteAbAa7N3utzMzM5Of9o0ePUFhYiG7durHeZ+fOnfL3mThxIvbv3w8XFxfMnDmTNfyOfpeQyqCE5zOlra0NBwcH+VL2xfu+DzZT4f4FZQ4ePIhp06Zh3LhxOH/+PCIiIjB27FgUFxfLY4yNjeHp6Ql/f38kJyfj9OnTn9SPlorGjRuH7du3Y8eOHQrHUVZnFcePMwyjsO7Nm+TLXisbGlUZXl5eCAsLw5o1a3D9+nVERETAwMCAVfejR4/GixcvEBISgt27d8PGxkZhhp7apKGhgW7dumHu3Lm4fv06vLy8MG/ePLx8+RK9e/dG48aNcfjwYYSFhWHdunUAZBMMvAuHw1E4d5Vt8yFfbJ6enkhLS8OWLVtw8+ZN3Lx5EwBYde7j44MLFy4gLi4O27ZtQ5cuXRTuMahtb6t3NTXZ18Sb9fe2+qbz9/3eVUdqamofdJ7q6urizp072LdvH8zMzDB37lw0a9YMmZmZlWqz8/Ly0L17d+jo6GD37t0IDQ2VD92seB7v378fBQUF8Pf3x7Bhw1g/MuuKytRjaWkpFixYwLrwd//+fTx9+hQaGhqwtLREVFQU1q1bB01NTUyaNAkdO3ZESUnJW9v0N1W2vXozgff398fYsWPfud+P5eDgAAsLCwQGBiIwMBDu7u4AZPdE2dra4tq1awgMDETnzp1RWloKLpeLsLAwVj1FRkbK73+pzPkFQGECGA6HIz/vy/576tQp1vs8evRIfh9Pr1698PLlS0ydOhXx8fHo0qWLfNga/S4hlUEJD6kSZ2dn3L17FwUFBfJ1ZVdDygQHB6Ndu3aYNGkSmjdvDgcHB6U3tZZ9eW7atAn29vasHpBPTc+ePVFcXIzi4mL06NGD9ZqDgwP4fD6uXr0qX1dSUoLbt2/Dycmp0u/h5OSkUNfK6n7y5Mno3bs3GjVqBIFAgNTUVFaMgYEBBgwYAH9/f/kXbF3m7OyMvLw83L59GxKJBCtXrkSbNm3QoEEDxMfHs2L5fD6kUqnCPoyMjFj3fTx9+lR+BfxtRCIRzMzMWHUskUhY9z6kpaUhMjISc+bMQZcuXeDk5KR0Nq4mTZrA1dUVW7Zswd69ez+JL9Gyei+bvfHN+vuQZ1t8rudvVRgZGSExMZH1A66ydc3j8dC1a1f4+fnh3r178vtLHBwcoK6uzqrrjIwM1nTDjx8/RmpqKpYvXw43Nzc0bNhQaa9T7969oa2tjQ0bNuDMmTN19jw2MjJCTk4Oq+e3Yj22aNECUVFRrAt/ZUtZkq+pqYl+/fph7dq1CAoKQkhICO7fvw8nJydIJBLcvn1bvr+oqChkZmbK/65MewUAI0eORGxsLNauXYuHDx9izJgx1VsZSnh4eCAoKAhBQUHynjwAcHd3x7lz53Djxg14eHigefPmkEqlSE5OVqijstlbnZ2d3/u5fh9nZ2cIBALExsYqvI+lpaU8zsjICF5eXti9ezfWrFmDzZs3y7en3yXkfWhaalIlX331FWbPng1vb2/MmTMHMTExCjP3ODg4YOfOnTh37hxsbW2xa9cuhIaGyof6lOnRowdEIhEWL16MhQsX/peHUe24XK58eBqXy2W9pq2tjYkTJ2LGjBnQ19eHlZUV/Pz8kJ+fD29v70q/x5QpUzBmzBi4urqiQ4cO2LNnDx4+fAg7Ozt5jIODA3bt2gVXV1dkZ2djxowZSqdn9fHxQd++fSGVSv+TL9jKSEtLw5AhQzBu3Dg0bdoUurq6uH37Nvz8/OSzCEkkEvzxxx/w9PTEtWvXsHHjRtY+bGxskJubi0uXLsmHOGhpaaFz5874888/0aZNG5SWluKnn36q1JTTU6ZMwfLly1G/fn04OTlh1apVrB81YrEYBgYG2Lx5M8zMzBAbG4tZs2Yp3ZePjw/+97//yWcyqiveV++amppo06YNli9fDhsbG6SmpmLOnDlVfh9VP3+rQ6dOnZCSkgI/Pz8MHjwYZ8+exZkzZyAUCt+53cmTJ/HixQt07NgRYrEYp0+fRmlpKRwdHaGjowNvb2/MmDEDBgYGMDExwezZs+U/6gHAysoKfD4ff/zxByZMmIAHDx5g0aJFCu/D5XLh5eUFX19fODg4KB02VBe0bt0aWlpa+Pnnn/H999/j1q1bCsMz586di759+8LS0hJDhgyBmpoa7t27h/v372Px4sXYvn07pFKpfF+7du2CpqYmrK2tYWBggJ49e2L8+PHYvHkzeDwepk6dyjpXK9NeAbI2ZODAgZgxYwa6d+8OCwuLmq4eeHh44LvvvkNJSYm8hweQJTwTJ05EYWEhPDw8YGlpia+//hqjR4/GypUr0bx5c6SmpuLy5cto0qQJevfujcmTJ6Ndu3bw8/PDgAEDcP78eZw9e7ZK5dHV1cWPP/6IadOmobS0FB06dEB2djauX78OHR0djBkzBnPnzkXLli3RqFEjFBUV4eTJk/ILhvS7hFRKrdw5RGpV2c32Fbm7uyu9iRUVbvgOCQlhmjVrxvD5fMbFxYU5fPgw6+bAwsJCxsvLixGJRIyenh4zceJEZtasWUpvTv7ll18YLpfLxMfHV8/B/YfeVo9lyiYtYBiGKSgoYL7//nvG0NCQEQgETPv27Zlbt27JY8tu+s7IyJCvCw8PZwAw0dHR8nVLlixhDA0NGR0dHWbMmDHMzJkzWfV6584dxtXVlREIBEz9+vWZv//+m7G2tla4kba0tJSxtrZmevfu/RE1UL0KCwuZWbNmMS1atGBEIhGjpaXFODo6MnPmzGHy8/MZhmGYVatWMWZmZoympibTo0cPZufOnQr1NmHCBMbAwIABwMybN49hGIZ5/fo10717d0ZbW5upX78+c/r0aaWTFlS8wbWkpISZMmUKIxQKGT09PWb69OnM6NGjWf/uFy5cYJycnBiBQMA0bdqUCQoKUjpJQk5ODqOlpcVMmjSpmmvu41Sm3h89esS0adOG0dTUZFxcXJjz588rnbTgcz5/y7xv0oJ3Tf7AMLKbrS0tLRltbW1m9OjRzJIlSxQmLajY7gQHBzPu7u6MWCxmNDU1maZNm7ImycjJyWFGjhzJaGlpMSYmJoyfn59Ce793717GxsaGEQgETNu2bZnjx48r/Uw8f/6cASCfcKUueNskBQ4ODoyGhgbTt29fZvPmzUzFnzxnz55l2rVrx2hqajJCoZBp1aoVs3nzZvn2rVu3ZoRCIaOtrc20adOGNSlHQkIC06dPH0YgEDBWVlbMzp07Fc7VyrRXDMMwly5dYgAwBw8erNZ6eZuyc7Fhw4as9a9evWIAMPb29vJ1xcXFzNy5cxkbGxtGXV2dMTU1Zb788kvm3r178pitW7cyFhYWjKamJuPp6cmsWLFCYdKC903GUVpayvz++++Mo6Mjo66uzhgZGTE9evRgrly5wjAMwyxatIhxcnJiNDU1GX19faZ///7Mixcv5NvT7xLyPhyGqeQATEJqwPjx45GUlITjx4/XdlE+K/n5+TA3N8e2bdswcODA2i7OZ+HVq1ewsbFBaGgoWrRoUdvF+aTR+Vt7rl27hk6dOiEuLg4mJia1XRyVsGfPHkyZMgXx8fGf5UNk6xr6XaKaaEgbqRVZWVkIDQ3Fnj17cOzYsdouzmejtLQUiYmJWLlyJUQiEfr161fbRVJ5JSUlSEhIwKxZs9CmTRtKdj4Cnb+1p6ioCK9evcIvv/yCoUOHUrJTDfLz8xEdHY1ly5bh22+/pWSnltHvEtVGkxaQWtG/f3/069cP3377Lbp161bbxflsxMbGol69ejh48CC2bdsGHo+uedS0a9euwdraGmFhYUrH8JPKo/O39uzbtw+Ojo7IysqCn59fbRdHJfj5+cHFxQUmJibw9fWt7eJ89uh3iWqjIW2EEEIIIYQQlUU9PIQQQgghhBCVRQkPIYQQQgghRGVRwkMIIYQQQghRWZTwEEIIIYQQQlQWJTyEEEIIIYQQlUUJDyGEEEIIIURlUcJDCCGEEEIIUVmU8BBCCCGEEEJU1v8BmiTcVNM2OkQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import itertools\n", "import numpy\n", "\n", "from mvtk.supervisor.divergence import calc_tv_mle\n", "from mvtk.supervisor.divergence import get_distance_matrix\n", "from mvtk.supervisor.utils import parallel\n", "from mvtk.supervisor.utils import compute_divergence_crosstabs\n", "\n", "feature_names = ['origin', 'dest']\n", "features = df[feature_names + ['DayOfWeek']]\n", "distance_matrix = compute_divergence_crosstabs(features,\n", " 'DayOfWeek',\n", " divergence=calc_tv_mle)\n", "sns.heatmap(distance_matrix, cmap='coolwarm', linewidths=0.30, annot=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we might expect, it seems Saturday, and to a lesser extent Sunday, are somewhat different from the other days of the week." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Two clusters [0 0 1 0 0 0 0]\n", "Three clusters [0 0 1 2 0 0 0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/lib/python3.8/site-packages/scipy/cluster/hierarchy.py:834: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n", " return linkage(y, method='ward', metric='euclidean')\n", "/opt/anaconda3/lib/python3.8/site-packages/scipy/cluster/hierarchy.py:834: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n", " return linkage(y, method='ward', metric='euclidean')\n" ] } ], "source": [ "from sklearn.cluster import AgglomerativeClustering\n", "\n", "def agglomerative_clustering(distance_matrix, n_clusters, affinity='precomputed', linkage='complete', **kwargs):\n", " return AgglomerativeClustering(n_clusters=n_clusters, **kwargs).fit_predict(distance_matrix)\n", "\n", "print('Two clusters', agglomerative_clustering(distance_matrix, n_clusters=2, linkage='complete'))\n", "print('Three clusters', agglomerative_clustering(distance_matrix, n_clusters=3, linkage='complete'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [], "source": [ "import os\n", "import pandas\n", "\n", "df = df[['origin', 'dest', 'day_index']]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/lib/python3.8/site-packages/pandas/util/_decorators.py:311: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " return func(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d809fcb690c94282a6143d2c145c0c41", "version_major": 2, "version_minor": 0 }, "text/plain": [ "0it [00:00, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import itertools\n", "import numpy\n", "\n", "from mvtk.supervisor.divergence import calc_tv_mle\n", "\n", "df.sort_values('day_index', inplace=True)\n", "features = df[feature_names + ['day_index']]\n", "distance_matrix = compute_divergence_crosstabs(features, 'day_index', divergence=calc_tv_mle)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.imshow(distance_matrix)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 2 }