{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Searching for Pronto's Power-Users\n", "\n", "This is a work-in-progress, analyzing the open data from [Pronto Cycle Share's Data Challenge](http://www.prontocycleshare.com/datachallenge).\n", "\n", "See [ProntoData.ipynb](ProntoData.ipynb) for an intro to the data; this notebook uses pieces that were derived there." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns; sns.set()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "trips = pd.read_csv('2015_trip_data.csv',\n", " parse_dates=['starttime', 'stoptime'],\n", " infer_datetime_format=True)\n", "t_start = pd.DatetimeIndex(trips['starttime'])\n", "t_stop = pd.DatetimeIndex(trips['stoptime'])\n", "trips['date'] = t_start.date.astype('datetime64')\n", "trips['starttime'] = t_start.time\n", "trips['stoptime'] = t_stop.time\n", "trips['minuteofday'] = t_start.hour * 60 + t_start.minute\n", "trips['minutes'] = trips.tripduration / 60." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stations = pd.read_csv('2015_station_data.csv')\n", "pronto_shop = dict(id=54, name=\"Pronto shop\",\n", " terminal=\"Pronto shop\",\n", " lat=47.6173156, long=-122.3414776,\n", " dockcount=100, online='10/13/2014')\n", "stations = stations.append(pronto_shop, ignore_index=True)\n", "distances = pd.read_csv('station_distances.csv', index_col='terminal')\n", "distances /= 1609.34 # convert meters to miles" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "trips['distance'] = [distances.loc[ind] for ind in\n", " zip(trips.from_station_id, trips.to_station_id)]\n", "trips['speed'] = trips.distance * 60 / trips.minutes" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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trip_idstarttimestoptimebikeidtripdurationfrom_station_nameto_station_namefrom_station_idto_station_idusertypegenderbirthyeardateminuteofdayminutesdistancespeed
043110:31:0010:48:00SEA00298985.9352nd Ave & Spring StOccidental Park / Occidental Ave S & S Washing...CBD-06PS-04Annual MemberMale19602014-10-1363116.4322500.4554661.663069
143210:32:0010:48:00SEA00195926.3752nd Ave & Spring StOccidental Park / Occidental Ave S & S Washing...CBD-06PS-04Annual MemberMale19702014-10-1363215.4395830.4554661.769994
243310:33:0010:48:00SEA00486883.8312nd Ave & Spring StOccidental Park / Occidental Ave S & S Washing...CBD-06PS-04Annual MemberFemale19882014-10-1363314.7305170.4554661.855194
343410:34:0010:48:00SEA00333865.9372nd Ave & Spring StOccidental Park / Occidental Ave S & S Washing...CBD-06PS-04Annual MemberFemale19772014-10-1363414.4322830.4554661.893531
443510:34:0010:49:00SEA00202923.9232nd Ave & Spring StOccidental Park / Occidental Ave S & S Washing...CBD-06PS-04Annual MemberMale19712014-10-1363415.3987170.4554661.774692
\n", "
" ], "text/plain": [ " trip_id starttime stoptime bikeid tripduration from_station_name \\\n", "0 431 10:31:00 10:48:00 SEA00298 985.935 2nd Ave & Spring St \n", "1 432 10:32:00 10:48:00 SEA00195 926.375 2nd Ave & Spring St \n", "2 433 10:33:00 10:48:00 SEA00486 883.831 2nd Ave & Spring St \n", "3 434 10:34:00 10:48:00 SEA00333 865.937 2nd Ave & Spring St \n", "4 435 10:34:00 10:49:00 SEA00202 923.923 2nd Ave & Spring St \n", "\n", " to_station_name from_station_id \\\n", "0 Occidental Park / Occidental Ave S & S Washing... CBD-06 \n", "1 Occidental Park / Occidental Ave S & S Washing... CBD-06 \n", "2 Occidental Park / Occidental Ave S & S Washing... CBD-06 \n", "3 Occidental Park / Occidental Ave S & S Washing... CBD-06 \n", "4 Occidental Park / Occidental Ave S & S Washing... CBD-06 \n", "\n", " to_station_id usertype gender birthyear date minuteofday \\\n", "0 PS-04 Annual Member Male 1960 2014-10-13 631 \n", "1 PS-04 Annual Member Male 1970 2014-10-13 632 \n", "2 PS-04 Annual Member Female 1988 2014-10-13 633 \n", "3 PS-04 Annual Member Female 1977 2014-10-13 634 \n", "4 PS-04 Annual Member Male 1971 2014-10-13 634 \n", "\n", " minutes distance speed \n", "0 16.432250 0.455466 1.663069 \n", "1 15.439583 0.455466 1.769994 \n", "2 14.730517 0.455466 1.855194 \n", "3 14.432283 0.455466 1.893531 \n", "4 15.398717 0.455466 1.774692 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trips.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distance vs Count" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "groups = trips.groupby(['from_station_id', 'to_station_id'])\n", "paired = groups.aggregate({'distance':'mean', 'trip_id':'count',\n", " 'from_station_name':'first',\n", " 'to_station_name':'first'})\n", "paired.rename(columns={'trip_id': 'count'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/pandas/core/index.py:4281: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " return np.sum(name == np.asarray(self.names)) > 1\n" ] } ], "source": [ "countmat = paired['count'].unstack()\n", "total = countmat + countmat.T\n", "total.values.flat[::total.shape[0] + 1] /= 2\n", "paired['total'] = total.stack()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OE5MVcOjLhPmY9d9iHOJjTnGKzC8f1i8hdtf3g1+1bfM6br8wqZ4rEVFnoOyD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\n+ijKy8uxZs0arFixArfccgsOHjyY77B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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = plt.axes(yscale='log')\n", "ax.plot(paired['distance'], paired['total'], '.k')\n", "ax.set_xlabel('distance between stations')\n", "ax.set_ylabel('number of trips');\n", "ax.plot(6.83, 95, 's', ms=30, mec='red', mfc='none', mew=1)\n", "\n", "fig.savefig('figs/trips_by_distance.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding This User" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "station_id_map = trips.groupby('from_station_id')['from_station_name'].first()\n", "\n", "def get_group(id1, id2, include_reverse=False):\n", " query = '(usertype == \"Annual Member\")'\n", " \n", " if include_reverse:\n", " query += (' & ((from_station_id == \"{0}\" & to_station_id == \"{1}\") |'\n", " '(from_station_id == \"{1}\" & to_station_id == \"{0}\"))')\n", " else:\n", " query += ' & (from_station_id == \"{0}\" & to_station_id == \"{1}\")'\n", " return trips.query(query.format(id1, id2))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BB4kPckrpu86IpJ/J4cOHkpW3cOF8Pvro8wzlKSLZS7YL9PUqFWLNrlPmXr2n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\ngYdVG7WHEv7e5tuvbOa6xJO3kHjyFgqKdVbfE5F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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "id1, id2 = paired.query('distance > 6 & total > 50').reset_index()['from_station_id']\n", "for route in [(id1, id2), (id2, id1)]:\n", " group = get_group(*route)\n", " names = station_id_map[route[0]], station_id_map[route[1]]\n", " lines = ax.plot(group['starttime'], group['minutes'], 'o', ms=5,\n", " label=\"{0} $\\\\to$ {1}\".format(*(' '.join(n.split()[:2]) for n in names)))\n", " color = lines[0].get_color()\n", " ax.plot(group['stoptime'], group['minutes'], 'o', ms=5, color=color)\n", " for i in range(group.shape[0]):\n", " ax.plot([group['starttime'].values[i], group['stoptime'].values[i]],\n", " 2 * [group['minutes'].values[i]], '-', color=color, alpha=0.3)\n", "\n", "ax.text(0.98, 0.02, \"{0} born in {1}\".format(group['gender'].iloc[0], int(group['birthyear'].iloc[0])),\n", " ha='right', va='bottom', transform=ax.transAxes, fontsize=12)\n", "\n", "ax.xaxis.set_major_locator(plt.MultipleLocator(2 * 60 * 60))\n", "ax.legend(loc='best', fontsize=12)\n", "ax.set_title('{0} \\nto\\n {1}'.format(*names))\n", "ax.set_xlabel('ride start time')\n", "ax.set_ylabel('ride duration');\n", "\n", "fig.savefig('figs/power_user.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mean-Shift Clustering" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.41052756897889475" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.cluster import MeanShift\n", "\n", "def compute_compactness(group, min_samples=25, bandwidth=5):\n", " \"\"\"Return a measure of the compactness of the group\"\"\"\n", " # arrange data to cluster: divide minuteofday by 10\n", " # to increase effective bandwidth by a factor of 10\n", " X = np.vstack([group.minuteofday / 10,\n", " group.minutes]).T\n", " if X.shape[0] < min_samples:\n", " return 0\n", "\n", " # compute the meanshift clusters, and count number of points in each\n", " c = MeanShift(bandwidth=bandwidth).fit_predict(X)\n", " counts = pd.Series(c).groupby(c).count()\n", " \n", " # Select only the points from the dominant cluster\n", " c = pd.Series(c).map(counts == counts.max())\n", " \n", " if c.sum() < min_samples or c.sum() < 0.9 * len(c):\n", " return 0\n", " else:\n", " return bandwidth / X[c.values].std(1).max()\n", " \n", "compute_compactness(get_group('BT-03', 'UD-01'))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/pandas/core/index.py:4281: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " return np.sum(name == np.asarray(self.names)) > 1\n" ] }, { "data": { "text/plain": [ "to_station_id from_station_id\n", "UD-01 BT-03 0.410528\n", "UW-10 CH-12 0.349792\n", " CH-03 0.273353\n", "EL-03 BT-05 0.263845\n", "EL-01 BT-01 0.216928\n", "SLU-18 CH-09 0.206821\n", "BT-04 CH-07 0.195246\n", "EL-03 SLU-18 0.194467\n", "DPD-01 CH-01 0.188177\n", "SLU-04 FH-01 0.185312\n", "dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset = trips.query('usertype == \"Annual Member\"')\n", "groups = subset.groupby(['from_station_id', 'to_station_id'])\n", "compactness = groups.apply(compute_compactness).fillna(0).unstack()\n", "\n", "ranked = compactness.unstack().sort_values(ascending=False)\n", "ranked.iloc[:10]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def analyze_pair(id1, id2):\n", " subset = get_group(id1, id2, True).copy()\n", " unique = pd.value_counts(subset['birthyear'])\n", " subset = subset[subset['birthyear'] == unique.index[0]]\n", " \n", " def mean_time(col):\n", " #s = pd.DatetimeIndex(s.astype('datetime64'))\n", " return np.mean([c.hour * 3600 + c.minute * 60 + c.second\n", " for c in col])\n", "\n", " AMPM = subset.groupby('from_station_id')['starttime'].aggregate(mean_time)\n", " AMPM.sort_values(inplace=True)\n", " subset['AMPM'] = np.where(subset.from_station_id == np.argmin(AMPM),\n", " 'morning', 'afternoon')\n", " \n", " print('{0} -> {1}'.format(id1, id2))\n", " print(pd.value_counts(subset['birthyear']))\n", " print(pd.value_counts(subset['gender']))\n", " print(\"distance:\", distances.loc[id1, id2])\n", " print(\"Date Range:\", subset.date.min(), \"to\", subset.date.max())\n", " print(\"-----------------------------\")\n", " \n", " fig, ax = plt.subplots(1, 2, figsize=(16, 6), sharey=True)\n", " fig.subplots_adjust(left=0.05, right=0.95, wspace=0.05)\n", " fig.suptitle('{0} $\\longrightarrow$ {1} '\n", " ''.format(station_id_map[id1],\n", " station_id_map[id2]),\n", " size=14)\n", " \n", " ax[0].text(0.02, 0.98, \"{1:d} total trips\\ndistance = {0:.2f} mi\".format(distances.loc[id1, id2],\n", " len(subset)),\n", " ha='left', va='top', transform=ax[0].transAxes, fontsize=14)\n", " \n", " names = station_id_map[AMPM.index[0]], station_id_map[AMPM.index[1]]\n", " \n", " colors = plt.rcParams['axes.color_cycle']\n", " for from_station, color in zip(AMPM.index, colors):\n", " half = subset[subset.from_station_id == from_station]\n", " if AMPM.index[0] == from_station:\n", " order = names\n", " else:\n", " order = names[::-1]\n", " ax[0].scatter(half['starttime'].values, half['minutes'].values,\n", " c=color,\n", " label=\"{0} $\\\\to$ {1}\".format(*(' '.join(n.split()[:2]) for n in order)))\n", " ax[0].scatter(half['stoptime'].values, half['minutes'].values,\n", " c=color)\n", " for i in range(half.shape[0]):\n", " ax[0].plot([half['starttime'].values[i], half['stoptime'].values[i]],\n", " 2 * [half['minutes'].values[i]], '-', color=color, alpha=0.3)\n", " \n", " ax[0].legend(loc='lower right', fontsize=14)\n", " ax[0].xaxis.set_major_locator(plt.MultipleLocator(4 * 60 * 60))\n", " ax[0].set_ylabel('trip duration (minutes)')\n", " \n", " ns_in_day = 24 * 60 * 60 * 1E9\n", " subset['daynumber'] = (subset.date - subset.date.iloc[0]).astype(int) / ns_in_day\n", " \n", " def dateformat(x, *args):\n", " return str(subset.date.iloc[0] + pd.datetools.timedelta(days=int(x))).split()[0]\n", " ax[1].xaxis.set_major_locator(plt.MaxNLocator(6))\n", " ax[1].xaxis.set_major_formatter(plt.FuncFormatter(dateformat))\n", "\n", " for AMPM in ['morning', 'afternoon']:\n", " sns.regplot('daynumber', 'minutes', data=subset.query('AMPM == \"{0}\"'.format(AMPM)),\n", " ax=ax[1])\n", " ax[1].set_ylabel('')\n", " ax[1].set_xlabel('Date')\n", " ax[1].text(0.98, 0.98, \"{0} born in {1}\".format(subset['gender'].iloc[0], int(subset['birthyear'].iloc[0])),\n", " ha='right', va='top', transform=ax[1].transAxes, fontsize=14)\n", "\n", " return fig" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "UD-01 -> BT-03\n", "1979 65\n", "Name: birthyear, dtype: int64\n", "Male 65\n", "Name: gender, dtype: int64\n", "distance: 6.82888637578\n", "Date Range: 2015-07-02 00:00:00 to 2015-09-16 00:00:00\n", "-----------------------------\n", "UW-10 -> CH-12\n", "1982 57\n", "Name: birthyear, dtype: int64\n", "Male 57\n", "Name: gender, dtype: int64\n", "distance: 3.80217977556\n", "Date Range: 2014-10-20 00:00:00 to 2015-09-10 00:00:00\n", "-----------------------------\n", "EL-03 -> BT-05\n", "1964 288\n", "Name: birthyear, dtype: int64\n", "Female 284\n", "Male 4\n", "Name: gender, dtype: int64\n", "distance: 2.02878198516\n", "Date Range: 2014-10-24 00:00:00 to 2015-10-12 00:00:00\n", "-----------------------------\n", "EL-01 -> BT-01\n", "1992 145\n", "Name: birthyear, dtype: int64\n", "Female 145\n", "Name: gender, dtype: int64\n", "distance: 1.41983670324\n", "Date Range: 2015-03-02 00:00:00 to 2015-10-12 00:00:00\n", "-----------------------------\n", "EL-03 -> SLU-18\n", "1980 310\n", "Name: birthyear, dtype: int64\n", "Male 310\n", "Name: gender, dtype: int64\n", "distance: 1.66092932506\n", "Date Range: 2014-10-15 00:00:00 to 2015-10-12 00:00:00\n", "-----------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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6dOhk2+btnY2//rpmt9bLn39ewWKxPFP3rOkmqHLv3l0uXbrI118vIzBwIP36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\nkVz4f6Ei+HPdKB+TAAAAAElFTkSuQmCC\n", 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Vq4oznZi67w0JDQ3Fzz//bHBdRurO1D2dESnTsrW1RbFixfR+T92VqHr16uL/K1WqhFev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5AAAg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\np06dIjw8vMza4tRQcSObzYaPj4/zdw8PD4YOHcrix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tk3gtWrTg4cOHNG/ePFGfpbW/PD09KVSoEDVq1DBtq1GjBu7u7pQsWTLJerds2ULLli2T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\nxcydf/UXOXsOAoFg/DNc7YkweoZiEOsL8+vXXhxw/5z6OVy5YhU+n4+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bhz6eYpEUAKEWqmw6FSLIbEl8FhAsyQ+JJywoQSg6i6OvaNFoBNsqUdLsNdL1UOL7eumXy190QZ\nUeq57rqRfyEFQWD79u1F2aDzma3Pv0jIuR5RkrGVuUmN6LjqWujvOkpl3RJ0TSHUdZhBuwunZxGi\nJKFrWvo2HK5qek7upKZ5PZqa4OzR92hsvQIA35k2dE0FaeiNV7NXxWqR6MHExMTk/GLby1uJr5ER\nkyej8bXw+EtPcP0VN+Ssff2dV4mvldPiSMPGZoJn/LiaPFQs8/DDX/0DlR4PWoMIVqisqURSZIan\nb2iNElue+U92duwyxBkbVLu9XBragMUij9osZDK7kEQhXcO8dNh1mq4zMBhPOlpi9PYbzpbUaNHw\nRiJdB/+A4XrhTO59ucosGa6W7PyWUm4k8gWjaTEFYF+7n7Ut1SO2f4xEpptFVXVUVSWWAC2cHBuS\nhkaGUiG4lgmIUMXMq8hkqlwpxQqMHU3wSYXkvnv0BDHHGcrsMhZJYFfPXjbWrS+J5prZzvDj8Iur\nPw+URivQeCim60gQBKySBWuePA9d15EEEUmQ0qNDOiAigq6n24nEUdwtI1GqDUVTiSAI2GQbNtlG\n1RjHnK7rxNR4br10RgBvZtX0aOJLTI0RU2P0Rf15ry9JQSWVkfKDH/yAxYsXc+eddyKKIs899xxH\njx6dtg08X3HVLU4LI7qaQIyepSJiqLjCvDUM9J1Kr3VWNWWsVbBpA1RE9qFpOmLrFekTAG/jcvxt\nW/GsNBoknKHdPPzgfdTUVPCFP/qbrNDazbfeN817bGJiYjLz7Ni1gysvuiodIJtCUXP/yEcCYRLh\nON6WGnr7z1HRIA65URqhVqnm2MnjlDe7AAic6qNuTSOvvPcqFZfXDLkON9ixxOTzJjfFxBAAKp02\nKp02Fg+bhNB1ncGoQl9/dFhQriG85GskCoYTBMMJTpzN/QS5zC5nCC22rHaicvvcbiQyMmmM/VNU\nPfl7rBIMJ0NwZTE9MiTLAnbLyJXOvRFf+iQWKFggmOlmorHuq8btYMUCD3vb+5AlccztK0RUuvXS\nhSxdbOUX7buwSJM/vmb6MSwlJnoclhrDR8M+ONTDRSvqpuV5TY0Tbaxbn3UsL/MuBjLaibQEqqai\n6SpK8n9V1xEEJiS2nI8IgoBdtmEfh/iSqpnOyXkZlv8yVc6XqWBEQcXrNXZ6//79fOc730lffvfd\nd/OpT32q+Ft2HpJZlywACyoVNi3o44XXd1Kx6AYGgP6Dz1C5fDVObyM9p3ZRs2AdAgLllgRlod30\nDai4Fl3FADB4egflw0a+7/zk9Vgs0eT9GTkpdrudRx68L6NVyMxPMTExmfvcduNmfv3tbbivmQdA\n174z1FxYzzsf7uDqS6/NWX9uT0dW1XG4b5DWT6yju+0sUh4XQDkOVtQu4709H1Be5cTV6KG7rZNm\nTyOxou+dyWxFEAScDgtOh4Xm+tyRqEhMycpqGWolijIQzm0kCkcVwtEQp7tDOdfZLJLRQpThbkmN\nElWUWYqeSeJ12Vm9yJM18jNed8pEEJOhtrqeymfR0KM6fi1Z6SylhJahsaHJUMrVws+/c4IDp/zo\nOqxY4B7VJTCek/lldQ1siqydsjyYUn4MTWYnNy+8jo1164Fsd48oJFvG8rhbNF0joSaSzURKWnxJ\niS1um4sVntaskZ+55E4pJpniy1ivFYb4EkuPGQnM7AcDY/pABUFgx44dXH755QBs374di8Xsoi4G\nucLGn7H1+RcpW3RDOpC2YunHiZ37CFv9BVQ1rmTg5A4aaivZcOFKQGBnZ3n6U0/7vI2E21+mbNH1\nAITbt0PLprwtPna73cxMMTExOa+w2+184sKP8dTObVjLbdSuakQQgXjuWlmSqF0xD//xXrSEyvxL\nWji2ZS/d+85Qu6oB634FYVcCxTD6Yd2r8Ef3/iEAXz3w53R0dRPqCtJELX/1xb/kwccfJL5maO1t\n926enp02mfU4bDJNNU6aapw518UTKr6BWI67pa8/fyNRLKHS2Remsy83JNciiXhTlc+VGdktLjuV\nEzyhzRc+e82GJta2VOdcPt0IgoCUdFOomo6qDR8bsrO0YjkHAgcQBEMgqBoj6DGTUhQBMl0CFlnk\nwKkAPYHIlG3rSCesE6UUH8PpZqaCi6eaUnEdjfexEwXRGHfJc52ma8TVBDctvI4NtWtRdY1KmxNV\nM5wUwiQbiUyGMMQXO3bZTrXDi2WGA2vHDKU9cOAAX/va1+ju7kbXdZqamvj+979PS0vLtGzgXA6U\nKoQtTz/DCwcdaUFFUxU2NAwiyxYURaHtcAcxp1GLPHDyLSqar8gKl72+JQgI/Or5V3Eu+RiSbCXc\n/gq3XL0ei8WKxWLhf/3+nQwM5H6qlWocAswqZZNRmevhbybTw0wcR4UG0+Zb960vfouX3nwBMNwu\nwIh1ysMvH0+70FxmLofSlhqKquEfiKUFFl8wlhZc/MHcRqLREDMbiTJCcmVRoLLcSo2nLOdnpiJ8\nthTwx4x9qLRUZo0NyZKALIpYLcb34zlxKsZrXyFhnxMJe52uHJnJMtffl0xVcHGhzLZQ2lJD1VTi\najwdjOv2OOju60dN5mAKgmCKLZNgpmuTC2758fl8CIKAx1O4Gj8VzOUXw0IYav4xPvYMt2/nkzds\n4q7Nn2Tr8y9miS1KPELX8Q+Yt/RSACJnP+LP//CzvL9zD++fsmUJLYfe3kLrZZ8BwBPfx0P3fznr\nDX1m4xCAM7TLrFI2GZG5/sbFZHqYqeOoUHEjtS4cjrDn4G5kWeYv7n0At9s94vqn/+spdh/YzboV\n67nj43ear6HDMAWV0kDVdPpDsXRWy9BIkSG4jKeRCMBulWisKU9ntdgsIm/v60KShPQY0WdvWDqj\njpSRyOeiGQ+aZuSziBlBuBbJEFpGCsKd6te+8YR9TiQYdLpP5ieC+b5kajEfz6kl8/EcEluM2mdN\nU1F145+mG3nb/TFjrTk+lJ9ZI6jMFOYvr/Gm/Kmtz/HLZ18hZm1ElGSaPTqXbVzK9mOVWYJK98nd\ngI5sLcPmcOEuE1jUVM3RPkdWXfJA32lEUUZV4yjxMIuq4Z7P/W46iPHVN9/OEWHMKmWTkTD/0JpM\nBbPhOAoEAnz2W/+D5o8ZzsCT/32IJx/8GW63O0uYuenKW3jgX7/BsYGTLLzKWCvvTvD9P/6e6VDJ\nwBRUSh9N1xkIJ7LGiAaiCkfPdjEQ0tDV8eWLiKKALAosm++mobo87XDxuuw4bDNr2y6mi0ZLfhIt\nSyJSRhDuwGCC6monUkZj42SYiOtkLroEZsPfk2JRjOdzrj2eMy0KFvp4arrGfx9/hd29+9DRWeld\nzpVNlyTDcgtvI5qsUFzqzLSgUrpdeiZpjDfaOoN4aFpyMZqqcPjQGwiWU9h0GzHnsnRFstPTALpO\nZV0Lmqpw4tDrWJU+bIKDmHMZAF0ndmJzVFBRZxx4PSd34ZdW8a8/+TX/z+99KqfdwsTExMTE4G8f\n/Q7NH2tNVy03f7yVv/zlX3PLNR/j+R3PG7XJwLYfvwR1AgsvaE0L08o6ePq/fskdH7+T/+8fv4ay\nzsgje/Mf304LLSYmpYYoGGM8leVWFjcYjVW6I8bju16mSgctIREdtBI5uQw9YUFRNRRVR5YEIrHc\nFgZN04lrOvvafexr92VdV2aTc/JaUhkuxW4kmqoK55HoT/QD4BE9aMkg3FffOc2+dj8WSWTlQg83\nblqARRKwWiQs8vTlLcwlIWWuMNET/mJWEc8VSmFs7VzfIL4C8op80QD7fAeQRON9xOHAUa5supS6\n8tphbURDAbmqrqSdLaIg8trOM+nX2tWLvFyzobHo+3e+UbCgEggEkCSJiorp+TRpLjCeDJKx1u7e\nd4Cmldei6xoDvSeZv/J6woAc7WBJVZTOs+dobL2CQNdR3HVL0IFIqIf5K68nkly32BOh7XA7DqcX\nV/XC9Jv8muZ1+DoPIja0cnDvu9x9x+0srr+BAxmjRmaVsomJiUl+zvnPsbttF1pGbbJUmye8XYDn\n971AHwGU9ZYcoeVzn/4f07nZJiaTRhBAsqrY5AEWLpM43W58IJNyd0TjCn3BGH39EXzBGJ29gwRC\nMYKDcYL5GoliCuHuMRqJkgJLWmxx2agotxa9kWgyvNX1JgcDbQAsd6/kiror8QWj7D8RMEQTAfYc\n97F6cRVelx0tnABdz8lnsVkl/ANGR9hIJ2KlEvZZSsw2B85ET/hnsop4tlAKtdPPv3OC3cf6SCja\npESvQtqIzvoH2H8siCBIgMa+9j5WL/bgrbAhipNrLzMZYkxB5cCBA3z961+nq6sLTdNoaWnh4Ycf\nprm5eTq2b9YyPIPkrQ9+NGIGSSFr161eyfZj4DtzgKqm1UNvxO1NdJ5tR0hWAFrshuAVH/RTXjkv\na925rnZWL2+h8+xZcvP8szGrlE1MTExy+Yt7H+DO++9k6acMsbnjvXbq1zay74NduK6sS69zeMsJ\nne6nf9BHZbPxRq2/w4/roho+bPuIsjXZeWQf7fvIFFSKiICOrulo6AiYAYCTpcrhZbl7JQcDbYQS\nIRCgp+wjWjcuY6Pn0rSrw26VaayWaawuz7mNuKLiC8aG2ogygnIDoRjDB9JHaySSJSEprtiHgnKT\nokul04Ykjv1cF6vC2R/zp8UUgIOBNprkpeixkU9yRVEAhIxaZ9B1hdd2nGHfCeOT5nUtVdx80YK0\n0CJLQ7Z/s2J4iNnm2CiFE36T4tETiPDu0RPIsgBK2Zii10RbnVJtROUWDUnLvu0aew0eh4WEpqAM\ny2wxG4kmxpiCyl/8xV/wla98hWuvvRaAl19+mfvvv58nn3yy6Bs3m9n6/IuEnOvT+SYh53oef+oV\nrr3yspy1r775NiHnhrT4EXKuY+vzL2blldy1+RO8/eDf4z97gqqmVVk/f6orhK2skkRkD56GlQS6\njqAkotjKM9+wa+zZvZMBsYHAoQ+wlR/BufgGADraXmXessvTLhSz3cfExMQkP263m09f9Cl+9tOf\n0XDhIhouWED3gbPYVZFzezqoX2tkLoS6Bqi0VNCfGCDcm/y0PRnsqQO+4714F1eDDifeOMQKy5IZ\n2qPzg4aaCiwYeSCaphNXVDRVR01+r2o6mm6Mo6SEF3QQRKGknQ8zyRV1VzK/bD7/fea/kAXj/cvJ\n6GEutK0Hxn7fYJUl6r1l1HtzG4EUVSMwMNRC1BeM4UsG5PoHYqiaPmy9Trc/Qrc/knNbopBsJKq0\nZYsulXa8FbYsIWI6KpwHwgme2XECSSmnzC4RjhonMKMJOL5glP5QjP0n/AgYx+OeYz5WLzIcLf2D\nhmtFkoYcLWV2Gbu19D+BLqZ75HxzbJSqO2mm80oymena6TfPvUF/9UcIAljDjZQHV4z5M5OpH893\nTNQmW9gseZwtMKyRSFfRNCMsV9FUdHREU2zJoaCRn5SYAnDjjTfy6KOPFm2DTPJjt9v54bf+lPv/\n6m/Z2/YqTSuvAQR6Tu5CSUSpnr8GXWsk2Lmb9SuXcujIMfq7jlFZ1wLo9JzcjbdhOT2ndlO/5k5U\nJU7/wW3cdtMVeNZeRjSupUd6CnXWmJiYmJxvRKNRXtm5nXWfvyydo1K/tgnrPpWTiTP0n/QhyiKJ\nSBxBKqNikTsj3FvF/3Ynl625jN8cfQPfkW7UhIoa18ACv3h2y3kdUDsdiIKAmGxeGY2U8KIm80A0\n3RBddD2P+JK0UgiCkHQWnD+4rJVpMQVA0RSC8X48tsk1QsqSSLXbQXWek0FN0+kfjNHXn9FGlOFw\nSajZ4a6arqeFGejPuk4AKp3WHKGlymUjllCxWSYvSHhsnrSbR1F1FH8dDsVw7ISjKrdesoAFjW6k\nEToiUkG5iqoRiSlUlOXm3IlJl/JwR0sgpCMiIEkCcnJ8yGYRscpSSZwQzTb3yHQw2RP+UnMnlUJe\nyXAmI1BMht6IjyMDBymzy0RiCjHHGTbVrS/oeZrMdo73mJBECYeYf52qqYazJeVu0VVUTTP+1/V0\nbsv5xpiCysUXX8y//du/8ZnPfAZRFHn22WdpaWmhr68PgKqqqqJv5Gxk86038+1NDWUAACAASURB\nVNYH2RkkX7wrvzBRaF6J3W7nob/6C77yzR9wsv1DAIJ9p1m04RPGG3ZJorLpAmz2BJ/9nU+x7YU3\n8fs7ALDYnFgdFXgbVyJKEqIkU7n8dsLEufmKGwj0hzl+LlyQW8bExMTkfGXby1vRGnNPshqWLUDp\n0enHcKN4bW7OdXdRsygj/E2HRmEeX/r4/+LwPxykY6AbTdUQoxC5QeJV3mfHo+/w8L0Pm6LKDJMp\nvNjGWKvrhqiiqBqKYnydEmRSwktKjNE03TiLRyhoDKXUyRQLUqM/L3e+mM4JKQaiKOCpsOOpsLOE\n7ApRPdVINKz2OTVKFI1nh+TqQCAUJxCKc7wzmHNfFQ5LMrMlw92SHCUaTyPRFXVXssq9mv5QjOcO\n9mRdV+m0UeMpy9tClRmUmxIBFVVDlsQxR5IEQUBKiiaaDvGERjyhEQobx2JKYLFIIpIkYLNIYwqN\nU8l0uEdK1bExFpM94S+VfSzl8aWZ3Aa300ql04aialy7buqaxEZjqo4JSZSSAbm5fxlTuS0JXU2H\n5KbGiMbTSDQbGfOvwUsvvQTAli1bsi6/6667EASB7du3F2fLZjnjySApdG1qFOeyjUu5LGn5/OW2\nU0iSBVWJE+xuR9dVyhoamV/rZHWLm+MnTpFIJDgRUBBlC7qmMuDvRNMUyt31Rdp7ExMTk7lL7aoG\nOj88ScOFRpZYaJePj33+DwB458MdKKrKkfajhCNheg+do7rVeK09t7eDa1dfyYnwab70hS/z5ntv\n8M5H75BYXoaug2SRiLQq/OXfPcCFay803SqzhNSJqySK2PI7qNOkxBdV1UmoGrqWGjsiQ4TRM0aP\nks4XgZJwFOQj3+jPwUAbq9yrJ+1UGS+CIOAqt+Iqt7JonivrOl3XCceUpNCS624ZjCo5tzcQSTAQ\nSXCyK7fe1GGTc0JyU/ktTocl5/ny2Dx4bLB6kTLhnJaKMiu3XrKASqdtwiNJufksWvq4FBgaG7JI\nIhZZwGaVJzz2VgphsKXm2BiJ4WMxxTzhL6URnJlkuo/PTPeRRRbZULN6Tj0HqdyWfB9CaLpGQlNI\naEpSYFGzxBYj12z2ii2Cro/gMSwR5lLn+USJRqM8tfU5fvnsK8SsjYiSTLNH54d//WdEo1G++JVv\n0x+30rTyOlQlTuDgs+joKPb5iJJMgyuBCJzoVRgMnGXpxXcBcHbPNn7yowf4YNcuBkIxNt96M5Aa\n+Rlyy5gjPyZjUVNTYf6umkya2XAcRaNRvv7o14m0Qvf+TsKH+/nsTXdz9+2fxW63p6+Pr5FR4won\n3jiEZ2ENAIM9A8z3NvL/3vVlAB575jGUxcYJaNfeM1QtraPj3WMsvKoVAOteZc67VWpqpq85sNSP\nrXwY7haNhKqhqQy5X1LiS9oFo6GTMr8UP/fF6y3PclT4Y36ePvGLrDV3LPydaRdUJkM0rqSdLMb4\nUJTepLslOBgf121ZLWJGC5ExQuRNii6uciuBZFNPShQZ/nhmkhr5gaH2pOlC0w1hTxQFLKnGIVHE\nZjW+Hk3kK2Scp5gjPzP992Q8osWvDr5IW+AAFkkoeCxmomLAWCM4I93uRB/PUhz5gZkdN+uN+Kjy\nliNExvI/nh8Mr39WNRVFV1A0LflhwthCi0WUaZ2/YBq2Nj8jCio/+tGPuO+++7j//vvz/uBDDz1U\n1A1LMRvfAE0lwxuAzh17j9qFF9DXsY+bLl3K1ZdfyuM/eZIBxxp0NILd7VTWtgDQ33WMippm+k7v\n5Yq1jezZfxBb01UZ8/wJ+g9uo3K5Mc7jDO3ikQeNUSMzlNZkPMz0GxeTucFsOY6i0ShP/9cv+fVr\nv8Z7UxOSVUbeneCSlk3sPrCbgU16Ol8lHopw8q2jVC+rx9Xkxn/CR51chSiKxObrWfkqp98+xvzL\nWoYuU1SujW3idz5594zta7ExBZWpIyWyKEoy94Uhx4uadLykRo903ag8nqj4kk8AyFcNPFdIKBq+\nYLbIkhJd/HkaiUZDloyRpaqMUaKFjW6sIrhHaCTyBaNA8YJyx4umaaCTXessiditEpIo0hOI8M9b\n92X9zJc3r8578p95Aj+Vzonp/nuSuR/jERGe2rGHt4LPA1Bml3E7rXxx9edHfQwmKgb0Rnw8vu+n\nWZdl3tdotzuZx7PUHDHjOT6LxWx5vzOT6LqedLUkUIa5WtSkqyU1QjTTgsqIIz+rV68G4KKLLgKM\nnUpRqrbTucjwtqD6louIhnzUNG+g7dQ59p16jaA6DwcQDweprB16M15Z15Jeu2PPe9hdi4fZsAR0\n98qMJqKhvBQzM8XExMQkP3a7HYtFpuYTC9PCibIeth15CTzgFWpREyqhriBRf4iWG1emX5e9LdX4\nzgQAqMCNqqgMnPGjRBK4FOeM7ZPJ7KfQwF0YXXzJ53wppPEolRMCzCpnSiFYZJE6bxl1YzYSZddA\nj9RI1BOIpE/AMxEFAXeFNT0+VFU55HLxVJTOp9mjhuAKAsHBOIqqIQika8pHInUSW6pOhkLIFCJW\nLrVx3FpYbkhPIMLe4z4wiqUIRxXKHaPPDY6VPTNR50oxM21GE1JKTWwxKR0EQcAqWbDmaSNK57Uk\nw3ElYWYbzUYUVK67zngh27ZtG0888cS0bZDJ2KiJZD2eFiFmrcfu1BkMdCLKucnvmmbMBNtdDZR7\nGvGdPYh3nmEnP3f4DWpbcmucTUxMZjfRaJRtL28FGDWHo9B1JoUhOyxUNHroO9KNIIlGLbKm5axT\nYgru5iqObz+AKIvpER+CEaSPoqgbjOfBulfhtns3T+cumJwnTFR8UZOZLw6bhNUipsWXlAPGZakk\nOXh03jB2I1E8S2TJDMlNKLmNRL5gDF8wxpE8jUSucmuGyGLLGiuyzXBFcmYIbqXTxqqFHva1+9F1\nndWL3KiaTm9/JDk2JGCxSFhlY2xopPDSFKWcJzJciNh73Id1qY5FKuz3QFLLsUUaiTnOALDSvWLC\n2zKWc2WmK4OHM1MiWiqs+N2jJwC4eMnCks7XMcllKK+lNITmMUNpY7EYnZ2dNDQ0TMf2mAxjeFtQ\nR9urzFt2OY7gh1y6oYXtx3QkSabMXY+/8yD9Z/ZS33oNYIz8uGoW0ntqF1VNa5AkGc+8ZQTOHcYa\n68RSVsuZQ2/S0Ho5kmQh3L6dzX/+7RncWxMTk8mSmeEBjNgaU+g6k/zcdOUt/Mdf/ZTmjy8H4OC2\nnSy5eQ3oEOzwseja5YiSRHmdi562TmpWGn9De9o6qVpWj2SVqWiopGZFw9CIzwUOLDsSXBraAOiw\nSGDby1uzxC5TBDOZbvKJL16XAzWWG+Kqalq67UjVh8SWnKYjzo+aaaORyIanwkZLY55GokgCXzBK\nVNE5fLqLwECCgUGNvv78jUT9g3H6B/M3EjkdlqwxoqGQXDtl9sIbiaaKazY0sbbFsF6kRpUUVUdR\njf3qC3SDrlPlqCKkDjl5REFAEOCNM+9wxH8UKN7JdjFO6CW1nJXuFRwZOJi+3ZFEi6EWIrAPLmDN\nYi+fXr521NsfqbmoUIfJSA1C092INNMNQPK841iFPcbX9RqwcFrudyZJuZcEm/G/6QqaOsZ8hfX5\nfFx33XVUVVVhsxkqkNnuM31kNgAlEglo2YjForH51j8F4N1kgKwANJYN0jUYobv9Q0TZQqjvDCF/\nJzdevor2jnYiYgsCAnVOCOguquatoopVnG77DRarg8/dvMl8c25iMsvZ9vJW4mvkoQyPtfDj7T/h\n6kuvzVr3+juvEl8rp0/m42uMn53LeR1TyfO/eY6mG5bQd7gL0SKx7ONrCZzoA6CyaehNSjQQpnr5\nPMK+MGga1a31hM4FqWh0Qzg3eGFX334SR1QEUUJZZ9hcU2IXYIpgJiWNJIpjth3pyUwXVRuqmVZH\nGjdKJu0aJ9lzS3wRBAFXmRVXmZWPgu/S7d0FXliXzJ8JRxP0BWN5K6BDkUTO7YUiCUIjNhJJWW4W\nr8uWbibK10g0VYyU+ZIvb2eZawUHA22o6CwsX0hb75HkuBB81LWXDbXrqC2rmrJtm6oT+nxCxK3L\nN9Eb2QSMfdI6kRaiyTYXjbRNs6URabKknvuUi6iU6pyLRcq9NOg6gOTpwu20zrrRulJmTEHl8ccf\nZ3hu7Vz7o1bq2O32dKZJqjp56/MvsvnWm3nkwft4autz7N7XhiopuJZ+DLcko6oJZIudmO8411xx\nGTdZrby+47ccP3ESTVJxzNuYPpGav/Ia+g9u467NX5vJ3TQxMTGZNew+sAtpk5x2nqjxBHq/isNR\nhm1pOcEOP64mD4nBGGXVTpzJ8FUlFidwqo9of5g6dx29x3uN0SCg9/A5Gi9sJkCUikb3kNiVFMWM\nr00RzGR2IwhCOsR0rJppo2I61XJkCC2Z4kuW60UAgdnnevHH/OzOOLE/GGijSV6Ky+Jmfq2T+bW5\n2UqxuJrMbElVPw+F5PbnaSSKxFQ6egbp6MltErLK4pCjpTI5RpTRSDTVjVH+mD8tpqT2d5V7dVYG\nD8DJEyfQMXJadHR6/GHUiD0rBNeaMTY0k+QTIsZzcj5cvCgkByWnhWeKHCYTFVLGOzpVauNHc5mU\ne0mVBo3RsiiUOyznhZA0XYwpqHz3u9/lH//xH7Mu+8IXvsCPf/zjom2USX6GN/689cGP+M7Xv8Tb\nHx7mpN9CsPcsSzaBqsTpPb2XmgXrob6VJ7Y8zz1338rBY2cZtC7lbPu7NLZm3/anb73W/JTTxGQO\ncNuNm9nx6DvE1xjfW/cqfOHe38v5/V54/XzaHv161jozr6Nw1q1Yx09+859UzHMjSCKD3UGar1wK\nQNdvT1O1rg7fkW4Gj/UT9g1ic9pJxBKEzgZouXEVAP0f9eItc+I70g0YJw7OBg+hzsCM7ZeJSSkh\nCgKiLGGRR88H0ZNV0qlxo3SzkT40cpTpehEEQ9iZ6RPxfAyEEzyz4wSSUj5iTbLNKtFQXU5DdXnO\ndQlFwzcw1ESU6XAJhGIMy8glrmic84U55wvn3JbRSGSjosyKx2mjobo87WxxV1iRxLEzeMZDZpjx\ncvfKtPCywr2SKofhTlGTQlosoTEQToCuI8miUessikiSgM0ydp7MVJ/QT5WjYzJ1vsV0mHSHeumL\nDOZ9jCY6OjXS+FGxmYrn3gzTNclkxNrke++9lwMHDtDd3U1tbW36clVVmTdvHlu2bJmWDTQrpYbY\n8vQzvHDQkW7l0VSFisg+jp2LY6+oRhAEYuF+7E4PTk9TRh2nQmX8AH5pKb2n9yCKMsHeEyy+4JMA\neOL7eej+L5uCismEMevfSovZGko7m46jQCDAZx/8HM23GhkqJ944RPMVy5CsMpqqYmvTWbFkOWuX\nr+f7Tz5C3SXzATi3p4O61U1IFglNUbnYvxqLxZJVwSztjGaN/Fj3KnlHflKXz/TzNhnM2uTZyWz6\nXR1Oyt2SUFRUNfl9nrEjXdPRp8n18lHwXT46uwtF1Rk4V4UjsDx93WdvWDpldcmqphEIxdNCS8rV\nkmonGt5INBqiYNQ8ZzYRVblseCvteCvsWOSRxZZCK7b9MT8wvtaolGPJW+WkPxBGlgQk0XC1WJKu\nlszns5ROjEuhzjcfL574Dfv8bSiKmiOYjFXFXMpM9Lmfiuyd4a+hE21nKpTzYeRnOt9PDGdEh8p3\nv/td+vv7+c53vsM3v/nN9NiPLMtUV1dP2waajE5Xdy+C6MFV3QyAIHYgxIe/yRFQxHIGA2exOdxU\n1rXgaVzBobf/k0vWLOD/f/QhBgZy53FNTExmJ3a7vaAxkELXmeTy0psv0Hzr8nRWzcKrWwmdC+Jq\nNN74azUiFYu9vHLkVeoumZ8WuOvXNjFwNkhlk7Gu7eh+vveNR7jj43ca4lYMbvsTwymUFrvuHRK7\nHr734byXm5iYFMZ4Go6yQna1oeyXzLBdMMJnJ+N2uWHhdSyyLaM/FOO5gz1j/8AEkUQxHVY7HE3X\nCQ7GM0SWKGf7wrSfHUBVk/XZWevBNxDDNxCDYY1EAJXl1qE2osrs/JZCK7YnUr8tCAKSJCAlRZNU\nEG4sYeyjrhnVzpIkIEkiFqkcWRSJJ1RkWZzyEafZTipvRE7+rZtLYyIT2YdihOlOxpVUKEPupdVm\nKG0RGFFQqaiooKKign/5l3+Zzu0xGYXhjT/O0G5cbpFg5br0m3Wnpwlb+CjEO4lZjdl+W7yT66+9\ngh8/+TSe5osQJQlRctB62WeQIu9it9tNQcXExMRkDFKOnkQiwUf7dnLWdpr6dfORrMaf0oFz/agJ\nlcGeAdyWCk4eOUFPdzcDcgBngxsp+YY00N6DvdLGoef2cNH8jUSj0bziVj6xyxTBTEyKx/BPiccK\n2U2NFKXcLjqGy0XXyXK7qAU4Xjw2Dx4brF6ksK/dcGasXuSZMnfKWIiCgNtpw+0caiTyBaM8+cqR\njJEqnU3La3MyXCIxNef2Uo1E7Wdz76vcYcmofR5MjhEZ3ztsctFGsURBgGQQqaaDpmgkFADVcCVh\niC2iaAgyWc4Wq1R0sWUiOSgz7bApdHxmprdzuhjvfhbazjTZ+4FM98vcDRyeKaa/R81k3KSCaAG+\n8/Uv8cL21wHYfOt9/PQ/n2JH59BaTY1z8sRhbrrmCiR5EFmWufzim4nH41j1UM5tr2pdOi37YGJi\nYjKbSdVMR1rh9EfHWHhVK/NYwIk3DjH/khaOPL+XxTetoOPddkRZxHZJA2/89jUWXtVKBe70utO/\nPUbDxmaOvLCf1XdtIgzc8+0/4H9/7Z9xu90zvZsmJuctE/mUODNgtxAyHS+ZY0ayJCAKRj7IVesa\nWL3IyAupqpxZB5rXZWf1Ig/72v1IgsC6Fg9XrWvIWReOKmlXy1Bmi9FQlK+RaDCSYDCS4FRX7vtS\nm0Wi2m2MDaWEFq/L+LqiiI1Ehshl3Lauj+BsEYWsUNx8I0TDGe8ox3hyUAoZPZmskJESTPb529L3\nM/y2xspCKUY9dT6KPTYDowtI07Wf03U/JoUzYoZKqTBbZ3QnS0pESSQSvP3hYSLuCwFwhnbxyIP3\nYbfbCQQC3PU/70eVndidHkTZSjTkp2nFNQA4Ike55+5beeud93h5x25qFl9KX8d+aprXATqn9v+G\ne267kD/74z/g9OmetGiz+dabTRu5ybiYzfP0JqVDKR9Hv3h2C6/a3qfvcBdVrXUZGVUq4f39OJZX\nEPEboY5l1U5iAzFsFbasdT1tnVSvaGDgjNEAlL5OUel57gQ/+97Pz7vXXjNDZXZSyr+rE2GmsyuG\nP55acrQormjomo6a0WpUqOOlEHzBKDByvfF41+Uj5WbxJSufU6JLX3+U4GA8Z5RoNCyyOFT7nKqB\nTobkVpZbsx4Hr7ccny+31WgqyRRapKTQIokCsmiE5L70/ik+PNwLTP0oRyHZJVN54q07YvT58ofS\nTnY7p4LpGJvJZLhQNd79zPydH77towlqszmzptiUZIaKydSS6TIZS7AIBALc88ffIGZromr+Gs52\nDtBYqYEg0BEq4+sP/Sv3fO53eeLn/4d5az/JQO8pKutajPsJ9aX/OPlUNw//2zNooo26pVchShLe\nptWcOfQWA70nWbzxNiwWOW97UEq0MTExMTEZHY/LTUzKPi0QpdwTnPJaF5IsIdtz5weURtGsQDYx\nMQEMt4Qojt5uNLzZaLjokho5SgkvYLhgUg6P13Z2ZI0W5WsTSjGZsaOxGon8AzFOnguy/aMzKKqG\nqhr7lBqdGr5+pEYiSTQaiVJ5LQvqXdhlgapKO26nrWAX0XjIGiHSdOLpUF+VvkCEd/Z3Jeu84Z22\nLlY0e6h1l2G1iEXPa5nqrI9aZzVCxDbp7UqoOr5glOop1ConOjYzGcZ6HMezn5mupPcOdKXF3YkI\nQ9Ph0jHJxRRUpoHxCBbRaJQvffVvqVx+OwA9p3bT0HoFA32n0TUVd30r/cD//vmLSDgYDJylsq4l\n/Umn3VlFeKAXNRGhwjsfnNX0dhi/mKqqEvKdprH1Smi9Et/xt1n8u/fwoyeeI+TckL6NkHMdW59/\nkbvvuH0aHh0TE5PzjUIF5vEI0cUmVUftbq3ixOuHWHiV0T1v3avwV1/8Fg8+/iBqq52Tbx1BlEXm\nX7qEc3s6qF9rnKRIx1ScmhWtWsVe6eDM2+00XrYIgM4PT1K3ppFxfVRrYmIyZUwku2KmEQQBSRBG\nzXhJoWqGUJFQDcdLdyDC/hN+40xf19nb7mPVIi9el31aWo1SWGSRWo8DWRJ490B31nW/e90SRFHI\nCsnt648lK6GjKGr2C6aq6fT2R+ntN9w07+w7l75OSDUSZThaMl0uozUSTRRheFCxDtG4SiiaQA3r\nkMxrkSUxHaIrCSIWi4BFHjuvZaprn4tF5nYGQnFUfx3/efAMF7bGi+4iGS+TESMmu581bkdBwtBo\nz/t0u3RMhjBHfqaBfHXHmxbEufbKy3LWvvrm27x/ypZVeRw4d5jB/m4aW6/Mso8v9oR5+72d1C+9\nPOvy3o69VDetSV+mJKL0nd6Pw1WdU6e8aUGcMoeF1w+JGZcnuGV51BRUTApmrtm/TYrHcIE5c4wx\n8zgabd10bGO+OunMUNrkmQggYLHI3HTlLbz05guEwxG2vvYr+qUw5bUVWLvhjuvu5I6P3wkMNfdc\nfdE13Ps396I0itSuasBxiFlfgTwRzJGf2clcfc2fiU93eyM+qrzlU/Lpf6GMNOLkddlQVI1EIjvj\nRVW1oTEjJt9qlI/xOGY0XWdgMJ4cHzIqn3szhJd4QhvXfbvKrUNZLUnRJdVQZLdO/LPn8exTCk3T\n0XV9KBhXEpNjRAIWWTTElgJrn6dy5Geyv/OHuzr52UuHkdQhp9JUjtVNVkyYKjGikP3sCUTwesuR\ntOzjdDyjh8Of95keWywFzJEfk1HQ0X37WT2/Bn/Wx5c6lQ6d6y9ZwWsf7UrmoggEuo6gRLLr60RR\nRpRk+trfw+lpyroNlyXKl+/5FB/+0d9ktQdtvvW+ou+ZiYnJ+cfW518k5FyfFphDzvU8/tQrXHvl\nZbj9UQL9hpX71TffnhHnXCp8Nr7G2L4dj76TFjoyG3Zy1j0+tO7u2z+TV5CB7Oaen33v54ZAE1dg\nkc62l7fmrB++bSPdromJyeSZ7pOP1AmvLEus9qyctnDJ0Rw5hbQaxRUVTdVRtIw6adWokxYEEMXx\nOz6u2dDE2pZqYOwRI1EQqHTaqHTaWDwsI1fXdQajCgkd2jsCGSG5hvgSiSk5txccjBMcjNN+Nlcw\nKLfLaaGlzC7jdlpprq/A67JTNkYj0Xj2Kb1vGeG46Sai5HWZtc9iKq9FKkcUBQajCWwWCSlD7Bor\nLHY68dg8WSJDPiYToDueMN/hTOXI0Fj7mRJuLLLIupaqLOFmPE65mX4+TbIxBZVpIF/d8Rfvyv9J\n6+L6GzjwraG14fbt/PjRh7Db7Xzlwb8n4toAQEfbazgCFTz0jS/z23e/TXd7AsniQFVieJrW0nXk\nDeqWXglA15E3ufHydcACtr+/Kx1K29H2KrRsxG6388iD92VY6838FBMTk/OTbS9vJb5GRkxmF8TX\nwo+3/4SrL702a93r77xKfK2cFnzia0hnoBRabWy327ntxs0jCjiZjCb0mJiYzD6mOuNivEzkBHSs\nVqOU4BKLqyia4WpR1KTYohuOPmmUcaKpqIgWBAGnw4LXW46nLFcZisSUnCailOAykK+RKKowGA1x\nuju3kchuldJOluEhuRVlRiPRVNZeZ2a2ZDYRGd/ryX+kQ3INZ0s50giCy3QyllgwFW6aUnBjjLaf\nhQg3ExWGZuPY4lzCFFSmgfEIFjlr//zb2O12otEodiHMyfaPkG3lNK68hggCD/7wxzQ0NnG634Zk\nsVPuacDXeYDalssZ9J9F0xRqFl/CyY6jAFQ1raK/6xiqmmDessvZvW8n//Gzp7j+6mtG/OS3lHIM\nTExMZjejCcyZluLh4vJscM59sOeDcTtMpkLAMTE5HzHDFyfPVD92giDgH4jmvW1N11EUjYSiJV0t\nWtrdoqk6GmMLLlOBwybTVOOkqcaZc108kWokiqWbiPqCUXoDEYLhXLElGlfp7B2ksze3TcgiiVQ6\nrbidNuZVlWWME9moLLdNeU6NIGQLJVoynDi11TmCS4boYjhdBAaUfkRRLJqoN5JYMNPi4lSLEZNx\ny0z0Z6bifk0mjpmhMgtIZQkc71GpXbQxK4slcO4IrppFBE6+j7v5Qvo69mOxleOuX5aVidLd/hFV\n89fQ3fYC89Z+EoDOPc8iltUhSjLNHp0f/vWf5f1UdKZyDExmD3N1nt6kOIwk0g4/jmZCzB3uBLHu\nVQpyjJx44xDzL2kZMQtlpNvd9vJWXrW9nxZUNFVlfbw1r6Cyy3ooq2r52timWS+omBkqs5Phv6vT\nLW7MlfDFmRr5KRaTeV4yBZfM/BYtY6QoJQYU4rCYytpkXzDKz18+bLhtNA1F1WlpcDEYNdwu/mAs\n6cApjHQjUdrVMvS1p6I4jURj8ea5NzjYfwCAFe6VXN1wFbI4FJjbOM+NzxcqSjNRqVQBT8fr2Ggj\nPyaTYyYzVExBZRaQCrXVdY3e03upWWB8YttzcjfVzWuRJAtqIobiO4Cleg06Ov6zh/DOa81Zl4gN\nUpfYiaoo7D4RYcGaGwGBnpM7uenSpdx47dVZ950bkmsG1prkYgoqJlNBqRxHY2WVZIbTfrRvJ8ds\np6lfNx/JKqcFkUs3Xs47H+4ASH+dTxAZPvJTqIAz0rrZhimozE4yf1enW9yYa+GLMxFKWwym43lR\nVI1YQkXNEDYMh4tm1BNnuDSmUlCB0QNmVU2nP5R0tQSjdPYMsq/dZ1Raq+M7zRIEcJVbqKywUO92\nZoXkel02rKNUaU8Uf8zP0yd+kXXZHQt/B4/NAxjuFo+7jD7fYDojRxRSTpek6CIIWC0ikjSxOuip\nDNAtdUYKpTWZHGYorUlBSLKV6gVrCZw7jEPpoqrpUiRpaD5US/5iSpKM6zakZQAAIABJREFUZ94y\ngr0nCQe7qVu4Mb1O1zTO9CUIDoRoaL027XapaV7P8RMHpn+nTExMTEqM0TJQsoQNG/T0nmTeJxam\nHSYAiqry2DOPoSw2Ltv3TBvLkwJ3vvtKOVUAbrs3/8hQoetMTKaTqQxzPF+pdnipcVbQE5k9gt9M\njVvJkpjXvZHObkmoSTeLjiwJCEKyNUfT0QUAATEpvIyX0QJmJXEoK6XKZWdZk5vOvnB62zRN55oN\njSQULS26+JIhubGEOmxfoD+UoD+U4NTZcM52uMoseCvtVFVktxFVVdon1Ug0GoIgIEqGWJJC0zGC\niVWV1FyRNqijoyNihOamR4syK6ElKe+4UykF6BabGreDmqpyU+SfQxRdUNm9ezePPPIIP/3pT+nr\n6+OBBx5gYGAAXdd5+OGHaWoau0LsfGfzrTfz+ntGIK0AzCsL8dD9f84DD/8bIWkdqhKnq+1F6lbe\nwqn9r7Bg1XUIwKD/LLWLN9J7eg81zetR4hF6jr/PvOVXUwOcOfQW9UsuwmJ1ADoXrmhk5cLsF7HZ\nmGNgYmJiUiyGZ55U3TKf0G4fzvXGa6d8XIV5oCyWhqrrF4E75MS6RyG+xrgd616F2+7dDIwu4GRS\n6DoTk7mMGb44caZCCBnJkTSTz0u+sNwabzmiOuQAUDUNVdVRNA1N1VEzxonS/48RnDtawOxwB8vq\nRR72tfsRBIF1S7ysW1Kd8zOpRqJUKG6HP8Des0dJRKwkoja0RO5pWjCcIBhOcCJPI1GZTU6H4nqT\nQbkp0aXcPnIjkcfmYbl7JQcDbQAsd69Mu1PGQ2ZDka5jOInSDh0VLZyshBayBRdRML52CBVYZBFN\n06c8Y8bEpJgUVVB57LHH2LZtG+XlRn3U97//fW6//XZuueUW3n33XY4cOWIKKoWiaZw7+h4hfydV\n5TqxWJSL1y1m9753URUFae1t6LpGWWUdvR3GC6JscxAOnKPcLrPYE+HQkWPMW351+k1+Y+tlHH3/\n1yzZ9CkcwZ3ctflPc+7WbAAyMTExGRnRInFJ60XIccn4pG4eHD95DJZnr7NYLGmHSSJRWE2yiUmp\nM1Mn0Wb44viZitGssRxJpfy8SKKIJIKVkUdmusN9qKpGhezObSlKVkIPD38FI2MlJaYA7Gv389kb\nlo5ZmZxqJHI6LCyoq2BhTKbL/Zv09aoicpXnEyQi1qHq5wHD3ZIvJDccUwh3528kslkkqlw2w93i\nsg/lt7hsVJRbuaLuSla5VwNMSEwphNEFFwNV0yEpugiikM5wMVwuhmgmy+Kk24pmW6j1bNve842i\nCirNzc380z/9E1/72tcA2LlzJ8uXL+eee+6hsbGRb3zjG8W8+znD1udfJORcC77dLNn0aQB+/+uP\nUrP4UkTHpcTOfYilTCHk68DmcFNRNR+A3o69OD2NCOICznR1UulyMtw82ODSuOtCneuv/tNRm4fM\nzBQTExMTI1PljX94kw66AWiili/+yT0A6VEgdZHCqWePYG8sT6+57U82j6sm2cRktjBTJ9HmiUXh\nTOdo1mx9XsbK8Mg3VpRqKtKSDTqQPU403srk4U6RVdXLWVE3L+/aeELFNxCjrz9Z+5waJQrGCIRi\nDE/IjCVUOvvC6VGkTGRJGGohctnxVsbSX1c6bUVvXspEyhBdIFd0ST/WyYDi1L+U0yX1v0U2xsPy\nOV1mW6j1WNvbG/EBc39UqpQpqqBy00030dHRkf7+zJkzVFZW8sQTT/Doo4/y2GOPcd995vhIIfSd\n3kv94k1pd0nd0qsIB7txeuZhq99IzH8CXQBX1fz0muqm1fR3HcPT0ErMWs/VC3xsee6ZdMvP2T3P\n8n/+9XssXTrfnOMzMTExKRBBlJi3boHx9W7jU8LMUSBdB8f8CurXJx2Yx1QOB45htVrN+mOTOcls\nPYk2GR9zddyqkNrefGNFKeo8ZVy6Ksj7B7vRgXUtVcyrKkNRdRTVaC0SEAoaYynUKWK1SNR7y6j3\nluVcp6ga/oFYhtAyJLz4B2KGCyRrvU63P0K3P5JzW6Ig4HHZqK8qp8IhZ4fkJhuJfEGjKnu8AtJE\nEA2bUPr7sZwuKVeRJBqOl8BAjN+2dRkhxsB7B7rY2FpLnccxKcdLsRhLDD2fwnxLmWkNpXW73Vx3\nnfFEX3fddfzwhz8c82c8njLkIiRazyY+f/cneOynv4RFGzMu1VET0fR3a5bVsXffoVFvx+m08z/v\nvp5fP/trFsxv4Oe/+gfcbjcws8nIJnMD8xgymQpK/Tj68VNbUdZZ0hkqynr4xTtbwAkoxppQV5D6\n9U1p0URtgV0H3uemq2/EUWZNr0vhrLCX/H7PBczHeGop9uN5rs9oaKmvKi/q/ZQKxXw8a2oquPqC\nJt7e0wnAZWsbWLm0dkK39fu3reGWaXpuJnsMFPqY6qFYzrlGlbecGmfhz8k9t6/lY1fk315N04kn\nVOKKmm7+UVUNRdHR0HPGV7xM/nGtHWHfNU3HF4zSE4jQ7QvTE4jQ44/QEwjT44+QULKbZzRdN0aN\n+qM5tyUAdpuMputYJIHmehdXrG+k1lNGtduBzVp6529xjSzHja7rJHSI6gISpIUXSRLTo0ayJGK1\nSJMeMxpOIcenKopY5GwRz+stp6aqnO5QL/v8beljd5+/jZtWXE6tMzevx6S4TKugcsEFF/Daa69x\n++23895777F06dIxf8bvz7WmnU9Eo1G+8s0foNpq6Wh7laaV1wBw9P2tLLrgVjRVoefkLoLHg4R1\nB2rgTRpbrwDgzKEdzFtyEZqaoKPtVX62P4Bn1aextnyaUGgXAwMJEomBkqkqNZm9mMeQyVQwG46j\n0EAUhrWbRsJxLt14Oe8/swtlMSRCUcA1tEAHe8hOvdjI71x6Nx8+ujMrnPa6e28p+f0uFmZt8uyk\n2L+rs82SP1mm47XvmrXzWLUg+SGa2zGp+0udJpfyMTCex1TAxmrPyqxP+oWIbdzNS4U+LgLGCZgs\nGU6KWFwZEllSrpZkZoso5jpiJosI1Lls1LlswJALRtd1guEEvmCUt/ee5WRXCEXVsMgiCVUjGhvW\nSAREYsYnBDFgf7uP/e2+9PUVZZbsUaJkG1GVy47DNjNFsxKwfIE7K0DYIkB/YOTzTU03mqIgd8wo\nle0iSgJW2WgwKqQ2utDjU8JwPGX+LkiaRk/PAH2RQRQl+znp8w3O+gr2iTKTH5oIuj58ym5q6ejo\n4Ktf/Spbtmyhs7OTBx54gHA4jMvl4u/+7u+oqBh958/3N0Bbnn6Gn/x3G7WLNqKjE/afIzLYh6e+\nleigHzURRbY6SMQGsZe7sZa5iYf7iQ704qxaQDjYTWSgB9li2PCq5xs2Qk1NcMvyKHffcfusOIkx\nKW3MY8hkKpgNx1FWbTKGIJLKQIlGo8nQ2QS/PfY+yjpLzprUbaTrj8/zUFpTUJmdFPN3tScQ4Z+3\n7su67MubV0/raMl0B0DOhte+6WQqjoGJPKallEWh64awEk8YOS2qNkxsKfDEfSL4glGefOVI1mV/\n+Ok1xKKJ5OhQjN7+COf6whw502+E9o7zbNJhk9N1z1khuZWjNxJNFakxpRSTHVfSk9kuOiCSdLmk\nxJeMbBdJAossUVfroq8vNzx4JEZ6TTJHfoaYSUGl6PJgU1MTW7ZsAaChoYF///d/L/ZdzikSiTjB\n3lNIFgfephVUVM+nrLKWuO8oiipTWbcEgK72D9E0BU1TsTursJa56Gn/CEGUqG3eAED3yY9Q1QSS\nZMm6j2g0ypannwGMiubz+c29iYmJyWjY7fZ0Ww/AbfcOCSKZtcZ3RO/Ku2b4OhOT2UZPIIIqiqN0\npZQuhQgl55s7xmSIUhBSUgiCgEWWsMhSznGbGiFKqJoxQpQMydU0DT35s1MttgiCQLndQrndaCRK\nkaqL1jSdhfVOFjVUGiNCwVRYbozgYDzn9iIxhY4ehY6ewZzrbBYpq/bZZpFwO60snOfCVW6dkn3z\nuuw5VdfXbJh482y+9ic1WcediaYb2S4JBPz+QURRTIoupAWYTMdLasxopNesmxdex8a69UBpHb/n\nGzPjtzIpiGg0yts7j7Fk06cA6Gj7DfOWXU5X24ssa6ogVH0toiShqgq2MhfuOmOEqr/rKK6ahWia\nQv2iC9Nz/LXN6+lu/5DaRRs5u+dZbrn3O8ZI0YM/wG81nCtvffAjHnnQrEY2MTExGYlCBBFTNDGZ\ni6TEBosssq6lqihiQ7GCTwsRSqazDcdkZOZq+O1EyHfciqKA3SaT7526qmkkEhoJVUuf0CuqhqYa\neS1inhP/4XhddlYv8mSJDTWeMny+XPHjmg1NY9ZDJxQtq4ko5XLpC0ZHbCQ62xfm7CiNRN4KO1WV\nQ6LLeBuJ8lVdr22pLnqwbipUV5LE9DiXpuloGOHAKXRdN5xIkJvpksx1sVhEJFE0hZQSwBRUSpit\nz79IxHUBomQ8TU0rr6PvTBvzVt+K33cAS7JWLBEZwF23NC2cVNYtIeTvxFWzeNgtimiaTteJndSt\n+hg/f/YtAPzWNemfDTnXsfX5F82aZBMTExMTE5M00yk2THUVsymUzD5mqo67lJjIcSuJIpJNHFFs\niSXUvHkt4rDA1UKEkhRjXW+RReq8ZdSN0EgUCMWSrpaMZqJkK9HwUaIxG4kqbFRV2pKCiz2d4eKp\nsOWEu5YygiAgSUPPh6YZAksi9X1yxEhIrk2NFg39n7wcAVECWRSRJKEo7iUTU1ApeVQljq/zIJJk\noaKmGXuZB0GUaV26mF1tbbjmrSQeDWKxlRMKdhuJ204vuqZgd1XTc3IXNc2GFay/6xh1izbiP3d4\nZnfKxMTExMTExGQUZuIk2nRGlBbmYz+1SKJImS1XVNA0nWhCQVF0w9miaqiqTqVzasZrRkOWRKor\nHVRXZj/Xr+3sYOeRXvzBKBaLhFWWUDSdhqoygoNxfMEYCTVPI1FSkIH+rOsEwFVuzcpsqam00dkX\nRpJE1i72Tkvt82TJqqgeXh+t544YGdfpSWHKuG4kESaV8yJLArIsTnmr0VzGFFRKmFuuv5onfvEA\n89beBsDR93/FgjU34gzt5L57v8Rf/u0jfPT+r6iobqa/u53G1isBOHPoTeoWbcTX/h6i3c2JXf+F\nq3YRnoZWJMmCt6GV/oPb+OLX/s643Yf+Gb91FQDO0G4233rfzOywiYmJyXlGoQG1ZpCtyUwzm8WG\n8Wy76YwwKRWm63dOFAXKbJacBrtMR4vNYmR9qNMUiruv3Y9FlnDYLURjChVlVi5eUpXOOdF1nYFI\nIu1kGe5wicZzG4n6B+P0D8Y53hnMuc/BcIJDp/oNd4srldtiY3GDqyiNRH0RH4FYGI/NM/biJBPN\nfBEEAcPskv18jSTCjNRqlBZdRMP5YrEYo0dSEZqoZhtFb/mZLOdz6vmWp5/hhYOO9MiPpipUxg/w\nubs+xRNbnifiMAJpzx17l/qWi9NjO5qqUBHZR1SzkihvBaDn5C6qm9ciSRY0NcH1LQN8/u47Aaio\nsPDYf/wSMENpTSaG2VBgMhWcb8fRaI1BE1k3GzFbfmYfPYEIXm85kqaNvbjEmO72nkI53177poO5\n9JiWwnGb+Xhmh+LqKJqWDsUF44R7MgxvGVJUjdsvX8iihsqCfl7XdSIxhd6MrJbMUaLBqDKu7XHY\npKEWoozMFq/LhtNhGbeL462uNzkSOoSqqCx3r+SKuivH/Jl8zUufvWHpjLpqMseORDGZ8SIlXS5i\nbrBusZnTLT8mU8vihc38dMsvOdtvo9KhIUkWnN7GnHVd3b3EbY1UlhtraprXpgNpnaHd3LX5PqLR\nKE9tfZZDR47QunQZd23+xJx4g25iYmIyG9j28lbia2RE2RDD42vhx9t/wtWXXpu17vV3XiW+Vk6L\n5vE1xs+aobcmM0GN20FNVXlJnawWesJZakKKiUkhlNpxO1IorqbrJBSVRMJoHlKSgoumaiCQDmEd\nicxxlsxQ3PVLqgoWU8BwZJTZLSwY1kiUIhpXsoWWDHdLf95GIpWOnsG8jURWWczIajFCci2yiNtp\nY0F9RY6Lxx/zczDQhpT8u38w0MYq9+pxOVWGkzUGNI2kAnZTDG81SldJ68YxIw0L1xVFAZtl+gSX\nYmIKKiXM5ltv5q0PfkTIuQ4AR3An+30Kce9FuB1w7vj71C2+kDJXLf4TO/AsvAyAvuPv4Gm+gjLJ\nQs+pXVTPX4MgCLRWR7l4eTQ90vOVb/6AI50DNK28lo5j8PaDf88Pv/WnpqhiYmJiYmJiMiswa45N\nTEoDURCwWWRsluzLdd0QV2JxzXCzJMUWVTVqnkVB4PVdZ3LGWQoNxR0vdqtMQ7VMQ3V5znVdvjBP\nvnJkKLRX06h1OwgOxvHnaSSKK9qIjUSiAFWVjrTQ4nXZsZUpJCJWxHI1Z/1o5Gtemurq56lmeJW0\npoOmaOlg3ZEEFzEZyCsJAhZZRJbESbueio0pqJQwdrudRx68j6e2PsfufW3E1SgR7zXpEaD6xRcR\n8ndgI8IXPnc3bQePsP/AIbwLL0ayWAGoWbCOkP8M8XCQJWsvpLJxHa/u6mLX3v306PNoWrkp/aln\nxLXBbPgxMTExmSSF5J1Eo1ESCYWel0/gvakJySpj3avwhXt/L2f9wuvn0/bo14mvMb637lW47d7N\nRd8PE5NSx2zvMZkIh7s6AVhW1zDDWzK9zNTokCAIWGQJS9KVkYmianT2hth/wo8gGCfZe9t9rF5U\nhddlG9PVMtXUecvYsLQqr0ihahr+gZjhbumPZlVB+4KxPFkkxmOeetyHWAGCjmyL43ZZeKMnQJUr\nSpXLhrfSqITO10g0XGSaqernqWIkwQUgpboYj6mOoCfro4dluqTyXKzWmc1xMQWVWcC7u4/Tb7+A\nozufpvWy7Ouig37Wr1uCRZY52dFLMKJTI0o5a2wOF5L0f9m77/Aoy6yBw78pmfRKQgktEakiIFJE\ngkgJsIIaRRbQzS6KggqiCEoRRZAiRVwV/Fhc1BVUFEsQEZAOUpTeQofQEkgjPZNMeb8/hgyZ9JBJ\nZhLOfV1eknn7mXcmmTPnOY883UIIUZkK9jvZuWh3oX4n+dcJGhBCytY4BnT4GwNHDSoy+eLm5sac\nUXNuJWlGSVNaIYS4HR9t/5HzmZbZLu/ybMarDw108BlVXFkSJc5ayaXVqHF3dUGrsf1AXNvfHX9v\nV3INlqqWvKmeTSYFs2LbFNfeQ16Kq47RqPPNSNTQdhuzWeHS9XR+3Hbe5ny9PVxIycjFYCzQc0pR\nYdS7kqiHxPjrNovyZiQKsPZrcbXp4eKqK5yYqqk0ahX5m+maFTCbFDDZJq9cjJJQESWIWrOeDK92\npMaepGnnQSTHncK/zt1kpl4j40Yc9evWpm3rVhw7cZobeghseC/JcSfxrR1K0qUjJFw6iqdvHfRK\nDi+98xR+fn4AdGnhy8Dn3uSaWc3dHZ8AIPbIavqNmuHIyxVCiGqtLH1RCvZE8Xu4Hi45LiUmSdzc\n3KRninA6jm6WWZ1nHhJV7/T1WGsyBeB85mlOX4+t1pUqZUmUOHslV1Gv49r+HgBFVrXkb4q7/q9L\nHDqXiKLAPSGWahJ7zD5U3uSMWq0ipJ4P9zcPLFTdoigKGdkGayVLUqqedL2Ra4kZJKaWPCPRhbjC\nMxJ5ubsQcDPJ4u6qISk1B61Gxb3VZOrnmkgSKk7OYDAAljc8tcYF39pNuBF3moD6rfDyb4A65yoG\no5HLV64ALqjUGnxr30VCzEHqNulM7dCOJF+NxjsohLc++oEGwcG0btmMYydO4xfSGS//+qQnXcGQ\nk0mdVn1Zt2mbDPkRQgghRImc5RtvmeZYOJIjk4rOnigpj/K8jvOa4qanZHM85gYuN7+cOH05lYfa\n1MfLywWD0Wzp02IsW0NceymqukWlUuHtocPbQ0dIXct6AQGeJCdbmtxm6Y0kp+nZcSSWmGvp1mmq\njSZLIqagjGwDGdkGLl3PsHl8y8FYdh+/nm8WopvVLTd/vp0ZiUTZSELF6Slcid5CveZdib94AJ2r\nJwH1W1m/2TS41mfFT7+RmQsuLm6kXD+DWuNiM41yQP1WxMfsJ8e3DtdPXef8xes0bhCISq2+mYAJ\nBcBsMgB6R12oEEJUe4+FR7Bz0W5y74XcTD0xP57Ao5nC4K5/t1YI5u+Jkn+dPt36WdcRwpldS8p0\nqg9y1fEDpKh6zeoEc5dnM5shP2WpTknMTgYg0D3A5vE1u2P482wMAJ3vDqmUpKI9EjbOUMlVluuo\n6DmpVCpcdRp8PHTWx/Ia4uYazBhM+RriGs2gqvgUz0Upb5WIh5sWfa6WpLQcvG+eu9FkZtDDIQQH\neuXr03JrGuikVD1pmbkU6JGLPtfE1YRMrhYzI1HesKGAfImWAB83fD11Tt/41ZlJQsXJubjoqNes\nKylxZzDkZGHQZ+FXt7l1uWI2ojdq8PSthZtnLdJvXLmZGLnFbMrFZMjBy78BoHDqwC90uKsjvsaL\nnNr7pwz5EUIIO8nrd7Ji1Td8vWMFzf55H1nA09P+wTdTl+Pn51emdYQQQtxir0qQVx8aWK6mtOtj\nNnMo4SgA7YLupW9IT+v5bIvbTk7gVQC2xV2iU8qtpGJZz7ek9UqrAitPosSRlVyVVc1WlusvriGu\noijkGs0YDCYMJsWSbDGaUVCqvBFuQelZuehzjKzaGUO7u2vx8H0NipyRyGC0NMm1nf7Z8v+UjBzM\nRcxIdC05i2vJhWck0qhV+HvfSrLUutm/JcDHFX9vVzQOjomzUylKwQmgnEtCQrqjT8Gh9Ho9Y99e\nwNEzl7i745MoipnEy0cJamSZSjnmyHoa3dOLzJRrGHIyCAhuiQJkJF/GO8DSMSk57hT+dZuSk3kD\no0FPbnYqmfFn8PHxxbtxV9ITL2IyGfCtHUr/1mYZ8iPKLSjI+45/rYqKq0n30Zszx5PeUbH2UjGb\nTLheVtG/1wDrOms2/UpOQ8VaTWg2mvDeq2LuW/Mdcs6OEBTkXWXHqin3ljMICvLmy1+OOsWQn5qg\nOr73VeVQl9v5QG6PmCZmJ7P02DKbx4a3jiTQPYDT12NZeOBLAFQ3m2aOav8vmtUJLvP5lrReQko2\nn0Yds1n/5YjWRca7Kp6L241nea7jdtnz+g1GEzm5lmoWo8mM0WjGrChoNPZNKOQf8pNn68ErHDqb\nxI00PW6uWmu1ytO9m5ar6iU5TY/JrKBWq27NRpSqJyntVvKl4IxEJVGrwM/LNV+TXDdrD5cAn6Jn\nJKpqLlo1LZoEOez4UqFSHajVeAXUB0Cj1RHYqA0p106Tm52Bf3Bz0hJj8A26i4zkK5Z1NBq8AhqS\nk3UDk8mEp189cjJv4OZVC4B0s5kGbQZwI+4UKpUa/2BLxYsM+RFCCCFEWUjvkjtXVfbPcdY+IYfP\nJmI2K5hvfnD19rDMylLW87XndTk6Fo5mz+svqpolL8liNJutvVnMioK6wLS/FfXwfQ1oXMebVTtj\nCs16VFZbD14pcsrn/MuPnk/GbFZoUNuTRrW9bw4pyrEmXnILzEhkViA5PYfk9BzOXk0tdEwfT51l\nyud8lS15SRc33Z2RargzrrIai1qznmyf9rikHSfh4mGCGrdFhRqVSmNJsqi1eHgHkpOVgqt3IMbc\nLLQ6j5u5chUurh6gmHFxr2X9FtS7VkPSky4RUL8ll6O30LDVwwBkXdhExLjpjrpUIYSoMSaPmsLT\n0/5B479ZEtYX154qNJyn45PtilxHiOriTv8gdydy1gRHRRRX4RDoHkC7oHtthvwEugeQkJJN9Jkc\nPHwaone3fJnZsV4by7KcbLuckzP0PbGHmnAdRSVZTGYz+lyTpYrFpNitAW5osC/t7q5lkxQpa3VK\ncpreuh3AsQs3aNMk0Lp93nKVSoVGoyIuKZse9zWg483EOGCdkcjaq+VmkiX5ZtIlO8dY6Lhpmbmk\nZeZyIa5wBZOnu0uhaZ9r+VqSLx6u2hrTJFcSKtWESq2hVr3mpCddBpUatVZHVnoCru6+AJiNuahR\n0Hj4kZOVgsmYg8mQQ052Kq7uvri4euXbm4IhJxNQcHH1IP7CflxzrvLFJzNLnLZTCCFE2fj5+fHN\n1OXMWmTpS1VUb5SyrCOEEHeyyv5AXlq1Td+Qntxfpx1QuCmtZ1pL3DIbAdCtS+dynW9Z1qspVWA1\n5TrANvnm6WabOMlrgJtXzWJtgGsyo0CZK1qKmimoquSfkahx3cJDcvNmJMrfKDcp1VLdkl7EjESZ\n2QYyi5iRCMBNp7EZPmTp2WJJunh7VK8ZiSSh4uQi+vflj30fY6rdkthT26nXrCtxp3fSoFVPvGlI\n+tl16NRxmLzbcvXENnQevtQOaU9awgWCGt+HN5B19S9cMrMxeDYDIOHiIQIatOLS8c20beRK7x4d\n6dX9dUmmCCGEHej1en7ZEAXA9HEzinxvLcs6QgjhbBxRcVBZH8jLWm1TMJGSPwYak2ehGJT1fMuy\nXnVPQOSpCddRWvKtuAa4YKloyTGYMBoVjGYzGhWYzWYUhSL7s9xOIiXAx43Wof7FVrcE+Lhxd6iW\nU5dT0Rg9y1X9ksfDTYuHmxcNansVWpZjMFkrWZJTbZMuqRnFzEiUmMnVxMIzErlo1YV6teRVt/h6\nujrdjETSlLYa0Ov1RK1Zj8GQy4FDR7nhHYZaY8mFmU1G7gvO5Oy5C5y4eAOtzh0UhbpNOt1qdHhz\nnfMxl7iQqEKlUqMoZmsT2lde/IfEWVRIdWyoJ5xPTbiP9Ho9ExZNIPdey3u07qiROaPm2CRMyrLO\nnUKa0lZPNeG16kyqYzyrsint7ShLTCvaMNXZY2BP1fEetSd7N9fNi6elosWE0WwZOmS62Qy3PBUt\nBSWnWfphFkyW/HF9BydTojGaFJp4Nie8cY/bOvfbYTSZLX1YUvUk3hxClJxuqW65kZ6DuRzpCOuM\nRD5uBNzs1xIc6MGj3ZtW4hWUTCpUqgE3NzeGDHwcvV7P4WMnCi1Z20lNAAAgAElEQVTXal0Y/s+n\n+b8vfuB6BmSmxhdYQ6GOj5qRk0YyftrHZHhZZgjyyjhMRP8xVXAFQghxZ/hlQxS592qts/vktoH/\nbfqK7l1u/eGybfcWcttorUnv3Hst2/390SEOOWchhChOcUmDmpBEqGi1TU2IgXAsrUaN1r1whUpe\njxaTOS/JYhk+ZDYrqNQq1CUkWoqqOrmRc4OTKdE3j6niov40N3La4e/qb7+LKYFWo6a2nzu1i3jN\nmMwKKRk51qFEyak5NtUtRpNSaP3Em4kZLt96XBIqolR6vZ7x0z4m1a09V49votE9PQFwTzvI8EGv\nWVYypeFXtwPegSFcORxFg7aPWdeJ6P8abm5uzJgwghnzPwZgyoQxd+Q3okIIIYQQzsQZqx2qcjYf\nR6lJ/T2E/eV/XVblUDeNWl2oRwuA2ayQazCRe7M3i8GkYDKaMaOgqUAzXEfSqFWW4Tw+bhRMiZgV\nhfTM3JvJFUuixVrhkpZDjsHkkHMuSBIq1UTUmvVkeLVDrZhx8/QnOfYU2elJaJUsFvz3Bw4fPYF7\no4dRazQoihmz2p1rZ/8i40YsLuZ0/vu/5Zy7cInzl+PxaTYAjVbHlDlLmD91DFB1JddCCFGTPRYe\nwc5Fu8m91/Kz7qiRf436p03yOqRXQ6IXTbBZ57FREQ44WyGEM1i56TTbDlhmi3GWxIW9ZvNxxkRR\nQc58bqJklXl/FZVQdGTyLf+1Fvw63Giy9GjJm9bZaFIwmc2oVJZqFn9Xf1r4teJY0nEAWte6p8qq\nUypCrVLh6+WKr5crdwXbLlMUhUy9kaRUPSazYzuYSEKlmrkRd5rAhm1IiT9H/eZhKGYTO48cxd3n\nbus62elJNLynN2mJMdS9+wHMJgNR2/+gQase+LeChIsHCWzUhgyvtkStWc8rL/7DgVckhBDVV/7m\nso+FR+Dm5sacUXNuPXYzUfL96hUlriPVgkLcmRJSstl1JNb6c02YhjhPTa9wScxOBgo3rRVVozLv\nL2ebHry0a9Vq1GgLNLc1Kwq5uZZqFqPJjCkuFP0lLShgzGkIdajWVCoVXu4ueLm74KJ1bHWOJFSq\nAb1ej8GQS9aFnRjxI/HSYWqH3o9aoyErI4mgxu1QgNzsNHTuPug8fDGZjfjWboJaoyE3O50GrXpY\nx+sHNW5HcuxJAoKbO/bChBCiGivYXHbnot3W5rJ5/VDKso4QQgAYjGZHn4JVRYc4ONsHUntbH7OZ\nQwlHAWgXdC99Q3o6+IzuLDX9/srvdq9VrVLh5qrF7eY+Tl5KxR0fFBSiL96gU4s6+HjpClWziPKT\nhIqT0+v1jH17ARdvqDCbvXHJvMCN1HRqh94PgMmQY13XaMzBkHYdFAWzIQfvwMYAmE0F5wVXMOZk\nSFNaIYSoAGlAK4SoqCA/dx5sE8wv28+RpTfi4ablrxPXnaKaw9FDHJxVYnayNZkCcCjhKPfXaSeV\nKnbgLEPEHDE9eFVRqVRoVCq8PXUE+lquqWA1i/Hm0CEAdTXtzVKVJKHiRPJPjwwqXFxcyMrK5Eys\npcIEVFw9baRFQx1nD/2KT23LMJ/kuJN4+tXFaNBTu3F7QOHs/lVcP7uLux8YjIubB6f//I5mnQcB\nkHF+I0PDOzEo4lEpMxdCCCGEcKBu7eqzae8lPN1d0GrUTvVt+21PC3ubH0jL8oHaWT50O7vqFqfy\nDOGpioSHsyQU7XGtpe0jfzVLfgajiZxcE4abswwZTWbMinLbUzrXVJJQcRK3ZvFpRdzpAzcTKHB5\n70807PgMao0Wk8mIl29dDL6h+NeLwbdOEwA8XdVkpSdTO6SL9VvQu+9/DM/ETbhn/4nJaCQsohtn\nzv9J29atGDTuPUmkCCFEBUkDWiGEvRTsf1ATlPcDaVk+UDtDX5ZA9wDaBd1rM+TH2apTnCFO5XE7\nw1qqIuHhLMkoe1zr7ezDRavB5WYVbp68KZ2La4B7J5KEipPIm8UnNfYkDVr1tCZG/O9+GLDcnLlZ\nqfjWuZvc7DR86zSxruNaqzmYDlv3ZTLmkhBzgJxr5xn2j8HFVqLkVcR4e7nSq/vDkmQRQohyKEtz\nWWlAK4QoTd1anjV2eEFZr6MsH6gTUrLZE30dwOGVPH1DenJ/nXaA8zWlvZP6i1TmNTlbhY89zsMe\n+yhqSmezopCTa8RgVDCYzBiMZsxmM9whSRZJqDg5T9+6pMcdx7vePZiMln4pRfVECfRWc/7iIWo1\naEV8zAHqNukMoR343+ot7Np/hg/fe93mj/i8ipgML8svg7VbP2b+1DHyh74QQpRDWZrLSgNaIURp\nnGV4gTPbcuAKCTcsH3I93LT4erk69HycLZFSnTlbz5LqVuHjaGqVCndXF9zzvSSL68uiKKCpYRV5\nNetqqrGI/n3xyjiEb+1QrkRvwmwyYDYZ8M46yqdvDyH1ZBRp8ec5vz8KFzdPrp3bg9lkxGwyciNm\nF6GNG1EvwI24s39St8kDqDVa1BotDVr14Ox1PRNm/4dDp68RHZNMdEwyS1duJMPrPut6eVMoCyGE\nEEKIqhfk537HJlPyPlDnKfiBOiElmxOXUvBws3wXnKU30rKR/x0br5KUFktn1b9LCC9HtObliNaF\nEhgJKdnWipHKVlSFT1UduybJ68vi46EjwNuN2v4eBAd6USfAA293F9x0Gut0x2aTGbNZcfAZ3z6p\nUHESbm5uzJ86xtKUtvn9QDouLi5E9LdUjXz72QdErVnPn3v3c+ryMVxcvbgRdxqVChRdAEfifXFV\nXaNFIz/SC+zb07cOqbpm/Oernxn5zyfQ6XSApdIl9fpZTCYDvrVDq/yahRBCCCGEgLJV6fh6ueLh\n5gJAj/b1y7xvZxu+URYVOefqWvFU1LlKtUjNotWo0brb1nQoioLBaCbXUD0b4EpCxYm4ubkxZODj\nJS7r16s7g0dOoXabRwG4Er2V+i27o9ZoyPFqRqvgTI6ePonRqzkACRcPE9i4DWqNhmz3uzh59E+G\nDHycYL8wfhk5hXptHgMg7sgv9Ht1RtVcqBBCCCGEEAUU9+E//5AQF626XFUX1fEDeVnPuaSkS3VK\npBTHEf1gnG340Z1ApVKhc9Ggcym6AW5e81trbxZUqNXOk2SRhEo1otfrmTH/Y2q36kdy7Cmy0xIJ\nbt4NjdZScaKYTZyKSSAzU4/BcBVDTjaBje5Fo3G5uQcV19MUomOS2bJjF/XaPG5tbFuvzaOs27St\n2ISOEEIIIYRwjOpYYWFvt1N1UR0btJb1nKtjoqi6qK4VPjVNcQ1wDUYTOYZbvVkcnVqRhEo1oNfr\nWRn1Kz+t2UK2ti5179YR2LA1SVeiSbpynKDGbS0z+1w8jFdAMIo2AG//BmSlXiMjORbvWg0BhYSL\nhyC4qaMvRwghhBBClJF8cL6loh9uDUYzyWn6av8huTomim6HI6tFalosawq1SoWrixZXl9LXrSrS\nlNbJ5c3Gs+mcD74tHgcVxMccwGwyolJBrQb3kJYQw424U9Rt0gkv/wYYcjKJv7CP3OxUPP3qknr9\nLMmxJwmo35I6PmpahQQwfFBvvDIOWpvfemUcJqJ/X0dfrhBCCCGEuEkaZFZM/gatqRk5ZOkNrNh8\nljW7Yxx6XiWprk1lK0tJzWqFcAZSoeLkotasJ8OrHWqN5amq26Qz6clXybhxleAAHQZjPFlaFwIb\ntrEO3wkIbs61c3+hST5IQuIJ6rS29ElxT9mPwdCMFT+uIqJ/X2sTXG8vV3p1lymThRBCCCFEzdK/\nSwh31/dl+YbTaG9O1+rsFR2lDTlx5j4flTE8zVmuTYiiSEKlGjGZDKReO0Nmajx31a/NiGeeAmDp\nV9+QTgPLOsZcEmIOkH39KCu+XoKbm5tl5iBDLjv2mvl24xkAtu05zofvvc6QgY8TFORNQkLBuYGE\nEEIIIYQjOfMH5+okwMfNmkypLkp7nh3Z56O4pEl1HJ4m/YlERVWvd5Y7UET/vnhlHMKQk8nV6C34\n1W1G/eZhqM0ZtGjkR7tmdenUuiGXjm/EkJtF4qUj1A7tSOiDLzBh3jecvJRCm/u7kZyt5Wq6K7VD\nO1A79H7OxKaxMmq1oy9PCCGEEEKUQIY8VFxNHUYT5Ode5dexZncMn0Yd49OoYzZDp6rj8LTirkWI\n8pAKFSfn5ubG/KljmDJjLppWPa1Df7J92rN05UZ6dHuQNIM7Xv71Sbx0nDqh7a1Df3I8mvLZt7/S\nr9fDnL6URFDjdtZlDVr14MChnbi46G4O+XlYhvwIIYQQQjihmvDh39Fut6JDKhhuqUnNcGvStQjH\nkoRKNeDm5kaH+9qy7uStx8wmA6fPngOg431t2LpzH2r3W5n3vOFBV1MTMOrX0fyuehyJt93v+cvx\n3PC2vGms3fox86dKHxUhhBBCCFEzlffDcnUcwuIoMjzNviSRV31U+pCfw4cPExkZafPY6tWrGTJk\nSGUfukbJG/pjNhkw5GRy/fhaUnUt2XtJx1dfr2DhtBfRZJzjSvSmQsODriRlAQquWWcwm4yYTUay\n4w7i2/wx1Botao2WDK+2RK1Z7+jLFEIIIYQQwuGq4xCWylba0KnqNDzNmYeByVCk6qVSK1Q+++wz\nfvnlFzw9Pa2PRUdH8+OPP1bmYWukvKE/UWvWs+/gYTRtHrMO/8nwascPv+/j7Ulvsm3nbn7ftJkG\nrR6xDu8JatyOi1dO8NK/BrPzz30AGIObczDWiSbwFkIIIYQQQji1ssxAVF04srFvcWQoUvVTqRUq\njRs3ZuHChSiKAsCNGzf48MMPmTx5svUxUXZubm4MGfg4He5rW+RynU5HeI/u9OnVvcAShQ4t69Ou\nWV1GRQ5gVOQARg79G14ZBzGbDJhNBrwyDhPRv2/lX4QQQgghhBBOJiEl26YCxZkrGBzNEc1wK0tN\nuhbhGJVaodKnTx+uXLkCgNls5q233mLixIm4urpW5mFrvH69uvPF91Oo1+ZRAOKOrOaZUTPw8/MD\nIPiJh1kzcgrBN5fHHlnNo6Nm2Owjf8WLpSmt9E8RQgghhBB3nuJ6pThjBYOo2aQXTfWjUiq5VOTK\nlSuMGzeOt956i8mTJ+Pv709ubi5nz57lqaeeYtKkSSVubzSa0Go1lXmK1c6Xy1eyYo+R1PjzaDQu\neAc2okcrLX1vVqas37SNLdEm0hMvYjIZ8K0dypAHXBj2j0EOPnMhxJ3k0qVLzJo1iwMHDuDu7s4j\njzzC2LFj0el05d7Xp59+yu7du1m2bFmJ6/3666+MHz+eCRMm8Oyzz97uqVeZnj17EhsbW+SyRYsW\n0atXr0KPt2jRwuZnPz8/evXqxeTJk/H09OTKlSv07t2bDRs20LBhwxKPX551hRCiJrqWlMmcr/ba\nPDbhnx2pW8uzmC2EqHzXkjIB5D6sBqpslp82bdrw66+/AnD16lVef/31UpMpADduZFX2qVU76Rk5\naLTuBDZsDYDZZCQrO5eUVEussrINqDWu+Ac3v7ncQHqGnoSE9CL3FxTkXewyIcpC7iFRkMFg4IUX\nRhAa2oT/+7+lJCcnM3v2dLKychk9+rUitynpPsrMzMFgMJV6n/30UxT16zdk5cofGTDgqQpfR2Uz\nmxVeeWUs4eH9Ci3z8io+Hu+99z5t296HyWTm+vVrzJs3i6lT32PChLdITrb8EZaUlIGbW8nxcnHx\n5pdf1qPT+TjkNRwU5F1lx5L3KPuR93z7knjaX3limpySjcFotn0sORON2VzMFnceuUftqyzxzCsn\nkLiXTVX+PVFQpc/yA6BSqWx+VhSl0GOi7PLP+GPpf3KI4YN60yokgFYhAQwf1Fv6owghHCo6+jix\nsVd56613adQohHbt2vP88y+yYcPaSjtmWloqe/f+yXPPjeD8+bOcOXOq0o5lTx4envj7BxT6z8Wl\n+Mbh3t4++PsHEBgYyD33tCYychibN/9e7mOr1Wr8/QNQq6vkzwEhhHA60itFCFERlf4XVIMGDVix\nYkWpj90J9Ho9K35cxYofV6HX68u9PE9e/5N+LfT0a6Fn/lTb/ielLRdCiMrWuHEI8+Z9VOi9Jz09\ng2vX4ujWrSPbtm1m8OAIevbsyhtvvMqNGzes68XEXGDUqBfo3TuMV14ZSUrKjYKHKGTr1s3odDp6\n9QqnYcNG/Pbbr9ZlU6dOYvr0t23Wnz9/NlOmTAAgPv46kyaNIzy8GwMHDmDx4oUYjcaKhKBKuboW\n/x5/7NgRXn75eXr3DiM8vBvjxo0hMdEyNjsuLpZu3Tpy9eoV678LPi+pqSnWfVX3OAkhap6CzWRv\nR3Wa7lcI4VzkK6kqotfrGT/tY9addGfdSXfGT/vYJmlS2vKC8mb8GTLw8SKTJaUtF0LcWX5cvY7X\npn3K2Gmfsn7Ttko/np+fH/ff39H6s9ls5qefvqdjx07Wx5Yv/5J3353JwoX/4dSpkyxduhSA3Nxc\n3njjVerWrcvnny+nT5+/sWrVT6VWNm7YsI7OnR9Eo9EQFvYQGzass37YDw/vx65df1h/NplMbN++\nlfDwviiKwuTJb+Dj48vSpct5550Z7Nq1g8WLF9729UdHH2PTpg1lXLv8rczytz9LSUnhhx9W0Lfv\nI4XWy8rK5I03XqNTpwdYvnwlCxYsJDb2Cv/73+fF7rvg8/LNN8usx7R3nIQQoiLW7I7h06hjfBp1\njDW7Yyq0L5ntRQhxOyShUkWi1qwnw6sdao0WtUZLhlc7lq7cSHRMMtExySxduZEMr/vyLW9L1Jr1\njj5tIUQNsGfvflbtSSDNtQWpri34ZuMZTp05W6Xn8MknH3L27BleemmMNRnw7LMjaNnyHlq1ak14\neD+OHj0KwL59f5GSksL48ZNp1CiERx+NoGfP3pTUQz0xMYEjRw7x0EMPA9C9ey9SU1PYs2cnAJ07\nPwjA3r1/AnD48EFycvR06RLG/v17iYu7yoQJU2jUqDFt27Zj7Ng3+emn7zHf5hj6Vq1as2/fn6Vu\nrygKCxbMIzz8IZv/nnyyf4nbTZgw9ua63Xj00XDOnj3NwIGDC62n1+v517+eY9iw56lbtx733tuW\n7t17cuHCuWL3XfB5OXkyGqBS4iSEELcrISXbOhMKwL5TCRWuVBFCiPKqsqa0omL0er01wRLRv2+R\nVSdlWUcIcec5fvIcWu/61p/VPiEcOHSU5k3vrvRjK4rCRx99QFTUD8yYMZeQkFDi4iyz2tSv38C6\nnoeHh7V6JCbmPPXrN8Dd/dY3hc2btyI+Pr7Y42zcuB61Ws0DD1gSJ61a3UOtWoGsXfsrYWHdcXFx\noXv3HmzfvoUuXbqyefNGwsK6o9PpuHjxAhkZGfTt+3D+M8doNHLtWhzBwfWLPGZpBg0awqJF/2bk\nyNHFzmykUql47rkX6NGjt83jGk3Js9u9+eZbtG7dBoD09HR+//03Ro58ls8++x9a7a1f7QEBtejX\nbwArVizn7NkzxMRc4OzZ09xzz73F7ru456Wy4iSEEKJq5SWepCJHiIqThEoViejflz/2fUyGV1sA\nvDIOM3zQrd4md9XtzYlptssj+o8Bbg0HyvBqB8Af+z4u1BelLOsIIe5Mze9uzLZT59B61QXAlH6Z\ndvc+WOnHNZvNvP/+e2zYsI7p098nLOwhm+X5P/iD7TCWgtUopSUYNm78HaPRyCOP3JpmWFEUdu/e\nSVpaKj4+vvTu3Ydp095m3LiJbN++hUmTLD1VTCYTDRo0ZO7cfxfab+3adQo9lpaWxrffLiuxYibP\nmTOnGTFiGIsXf17s+7Gfn79NEqMsAgODbLZp0aIle/bsYvXqn3nyyb9bH09IiOf55yNp3rwlnTo9\nwGOPPcGuXX9w5MihYvdd3PNS3jgJIURlymsmm1elIs1ky2bN7hibmEnPGCEqRhIqVSSvUeytCpKi\nG8nmLe/Xa4T13waDwTpcCCDDqx3/+XYtWq1lBoiunTuw8899N4cMaW6uYxkyNGTg41V2jUII5xTW\npTMXr15j16FoVCoID2tOyxbNK/24Cxd+yMaNvzNr1jy6dAkr83ahoU24evUy6enpeHtbpsEracae\ny5cvcerUCcaMGUeHDrd6tFy7Fsebb77Ghg3rGDhwMO3bd0StVrNixXKMRiOdOnUBoFGjEOLjr+Pj\n42s93rFjR/juu294++3phY7n4+PDyJGjSr2OM2dOkZ2dxUsvVU1y22xWMJlsh95s374FT08vmyTI\nypW31xS+YcPG5YqTEEJUtv5dQujU0pLQlWRKYQUrUYoaJtWpZR2JnRAVIAmVKpTXKLa05QWrTVJP\n/o5vi1vbmU0G9hw4hWvd+wE4dupnWjSpB7ja7M9gMLDix1VA0UOA8oYIeXu50qv7w1LNIkQN9sxT\nj/PMU1V3vGPHjrJy5QpefHE0zZq1ICkpsczbduzYmbp1g5k9ezojRrzMyZPRbNy4nlatWhe5/saN\n6/H29iEiYqDNVMOhoXfRunUb1q5dw8CBg9FoNDz8cE+++uoLevXqY6166dTpAerVC2b69CmMHDka\nvT6bWbOm0bRp82KH6pTGbDYTFfUj48ZNLHVK4szMjCLj4+7ugYeHR5HbpKWlWrfJyclhzZpfiI29\nQo8etr1mfH39SEhIYO/ePwkOrs+WLRvZtWsHoaFNyn1NnTt3sXuchBCioiQZUDSpRKm5ZMiWc5GE\nihPK38AWwLvpI+RcO4Br3fYAZMfuxbNhV2s1Srb7XQS4p+GVcdA6ZMg97SC79pvJ9usAFB4CVDBp\ns3arDBESQtjPtm2bAVi8eKHNLDAqlYpvvy08Y49KpbI+ptVqmT//Y+bMeY/nn48kNLQJgwYN5fjx\no0Uea9Om3wkP72uTTMnzxBNPMWPGVC5cOE9o6F307t2XqKgf6d27j3UdtVrNnDkf8u9/z+Oll57D\n1dWVhx7qwSuvvH7b1x8dfYzOnR8sNZkCsHDhv1m4sPAwmqFD/8HLL79a5DbvvDPJ+m+dTkfTps2Z\nOXMurVvfS1xcrDWWPXuGc+jQQev6PXr0Ytq02Uyf/ja5ubkANs9FSc9LZcRJCCGE/ZVUiSLDpKo3\nSZQ5H5VSlkHgDpSQkO7oU6hyK35cxbqT7taEitlk5L7gTOsQH6PRyMFYT2tCxWwy0K+Fnoj+ffMN\nE8pl0zlfm310bJRLj26Wvglbduxi7yXXQvuQIULidgQFed+Rr1VhX3If3XmCgryr7Fhyb9mPvFbt\nS+Jpf3d6TBNSsvk06pjNYy9HtLYZ+gNlr3C40+Npb7cbz9Ke1ztZVf49UZBMm+yEIvr3xSvjEGaT\nAUNOJqknVxHgbmL4oN6MihzAyKH98Mo4mG/5LxgMBvR6fb69qArt12g0sGXHLrbs2GWdtUEIIYQQ\nQghRc+RVouQpWIkS5OcuH8IrICElu8gpuot7XNRsUqHipPR6PSujVrN64148Qi3TaXplHLIOyylq\nedyRX6jdqh8arQ73lH2gVpPtcx8A7in7b/7c/ubPtsu9Mg7LkB9x2+SbC2EPch/deaRCpXqS16p9\nSTztT2JqYa9eGxLPW4obclOeoTgViacM+SmaIytUpIeKk3Jzc8PFRYdHaG+b2X2WrtxoHbaTZnDH\nIzTcOmynXptHSY49RWDD1mT7dbg5TMgAgDG4lc0woWy/++nVJA0XF/3NprSSTBFCCCGEEKKmkCoU\n+yquN03evws+Xhnxl5mtnI8kVKqZ02fPAZapkouSeSMWjcYF78BGaLUuNj1TCnJx0TFk4OOSdRZC\nCCGEEELYncxIY38SS+ciPVScWP5eKmaTgbgjv5CsbsLeSzr++8VXPPNomLWXitlk4PxfPxDcPAzf\nOk24fnwtzzwaRquQAFqFBDB8UG+bdb0yDhPRv6+jL1EIIYQQQghRA63ZHcOnUcf4NOoYa3bHOPhs\nKq643jSl9awRNZv0UHFyer2eqDXr2XfwMNdd2uPi6gHkzfyTBSicj7mE2WQiVdcCrc7t5nIDvZqk\nW6cRzUue5M0CFNG/r3WIj1SoiIqSe0jYg9xHdx7poVI9yWvVviSe9icxLd7tVIzcTjxr8ow0xcWw\nrLGV+9P+pIeKKJabm5t1KuN1J3U2y/748xCeDbuCrhWZl3fi2dDFZvlPa7bg28Ky7R/7Pmb+1DEy\nLbIQQgghhBB3IGloah/FJUxqQrJIlJ8M+akmCg7/ybqwEbd6HVBrNKg1GtyDO5JzbT9mkxGzyUjO\ntYN4N+2PWqNFrdGS4dXWWp0ihBBCCCGEuHMU1VC1Mqf4lWEw4k4hFSrVhJubG/OnjrEmRQxNOrLp\n3K2KFbXGhQfaN0erzQXAGNycg7EuRe5LCCGEEEIIISqTzEgj7gSSUKlG8g//0ev1/DntYzK82gLg\nlXGYkUNvTX2s1+sZX2B5RP8xjjlxIYQQQgghhMPkVYzkH/JTFUkOSaSImk6a0lZjeQ1rwbbJbFmX\n55HGSKKi5B4SRXnqqUe5fv1akctmz55PWFh3m8eCgrxp0aKFzWO+vr6EhXVnzJhxeHh4EBcXy9//\n/jgrVvxM/foNSjx+edZ1lKtXr/DRRx9w9Ohh3N3d6dkznBEjXkan05W+cRG+/PK/7N+/l08++U+J\n623YsI7p099m1KhXGTLkH7d1LHuQprTVk7zn25fE0/4kpsWrqqa0ongST/uTprTituSvWLmd5UII\nUZlUKhWvvDKW8PB+hZZ5eRX/i++9996nbdv7MJnMXL9+jXnzZvHJJx8yYcJb5Tp+nTp1+eWX9fj6\n+pX73KuCwWBgwoSxhIY24T//+Zzk5GRmz54OwOjRr1XqsTduXE/9+g1Zu3aNQxMqQgghqpZUjAhh\nX9KUVgghRKXx8PDE3z+g0H95U7oXxdvbB3//AAIDA7nnntZERg5j8+bfy31stVqNv38AarVz/qqL\njj5ObOxV3nrrXRo1CqFdu/Y8//yLbNiwtlKPm5aWyt69f/LccyM4f/4sZ86cqtTjCSGEEELUVM75\nV6YQQghxk6tr0cMVAY4dO8LLLz9P795hhId3Y9y4MSQmWlom3uAAABvXSURBVMaHx8XF0q1bR65e\nvWL997Ztmxk8OIKePbvyxhuvkpqaYt1XfPx1Jk0aR3h4NwYOHMDixQsxGo2Vdl2NG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//nqGadMmont3d3h7d8bixd8rpyr17dsTANCv38fK23W2bNmAvn17olOnNujZ\nsyvWrl2psdyDB/dhw4Y1uHYtCq6uzgCyp44tX74ELi4u8PPLvs0p55afnKldR478Cl/fbujatRN+\n+CEEmZmZALKnX4WGzkOPHp7o3Lk9xo3zx6NHDzXWg4iIiIiIqLTYs2cXPvmkJzw8XDFq1BDcvn1T\nmdanTw/s3bsbQ4YMhLt7O4wf/zXi459i8uRv0blzewwe/DkePoxR5j9wYC8+/7wPOnVqA2/vzggN\nnQ+FQpFvuadOnYCfX99/juOHyMizaut5796f8PHxgZtbdj2ePYtXpqm7njx4cB+GDfsCU6dOQNeu\nHbF/fwRGjx6GDRvWYPz4r+Hu3g79+n2Ms2dP51vu27f8uLi0xK+/HsCgQf3g5tYOI0d+pfZ2oLNn\nT2Po0JEYM+abPF/wP336GPb2Dsq/RSIR6tSpixs3riEpKQlpaakq6dWqVUO5cuVw/fpV1K5tg5CQ\nJZDJZCrHTE5OUduOpUmZCqj4+vbB11+Pg5GRLN/0n3/ejIoVK8LTs1uetJiYBxCLJQgMDEDPnl0w\nevQw3Lx5Pd/jjB0bCHt7B/Tt2x/BwdlTlQICRuLNm3SEha3ErFnzce7cGYSFLQYArF69EQCwcuV6\nuLl54NChg9i2bSsmTpyGn3/ejS+/HIoNG9aovPDz4+7uiX79/NCwYWPs2fOrcvvhw79i7dq1+O67\n4Hyjjhs3rsOcOQswd24ITp06oVyf5ZdftuPChUiEhCzBxo3bYGJigrlzZ6qtAxERERERUfEqeFbI\n//53CmvXrsSYMd9gw4af0Lp1WwQEjFRZv3Lt2hUYMWI0wsPX4M6dmxg82A9t2rTDqlUbIRZLsHr1\ncgBAVNQVLFq0AMOHj8a2bbsRGDgJBw/uw8mTx/OUe/fun5gzZwYGDvwSmzZth4/Px5g8ORB37/6Z\n/xkIAvbs+QWjRo3CmjWboFAoMHv2dADQeD0JALdu3YC1dW2sXr0J7dq5Asj+kt7Dows2b96BBg3s\n8P33wVrfHbFhwxqMGROINWs2ITn5FVatCi8wb1DQFPj4fJzvsS0sKuHZs2cq2549i8fLl0kwMzOD\nVCpVSU9OTkZqaipevkxChQoV0KJFS2VaVlYWdu3agZYtnbU6h9KgTAVU1Hn06CG2bduCwMDJ+aY/\nfBiD169T0KtXX4SELIGNTV2MGTMS8fFP8+QtV84UUqkBjI2NYWZmhsjIM3j+/C9MmzYbdet+hObN\nnTB+fBDpwRWzAAAgAElEQVT27NmF1NTXynvVzM0rwMjICJaWVTBlygw0b+6EatWqwde3NywsKuHB\ng/tqz8HIyAgymUzlth6RSARPz65o0KABPvqofr77+fuPgb19EzRv7oQhQ0Zg//4ICIKAp0+fwsjI\nCNWqVYeVVU0EBk6Cv/8YXZqViIiIiIioyAiCgEWLQuDh4aryk5SUBAD46adN8PMbhPbtXWFlVRMD\nBw6GnV1D7N2bvX6lSCRC167ecHJyhp1dQzRr1gL16n2EHj18UbduPXh6dlXOUJHJZJg0aTpcXTui\natVq6NjRHQ0a2CImJvd1WvY6KNu2bYaXlw88PbuhRg0r+Pr2hru7J375ZXu+5yESidC3b3907doV\ndevWw6RJ0xAVdRn370ervZ58/frf2RqDBn0Fa+taymvB1q3boVs3b9SoYYVBg77C8+cJSEj4S6t2\n/eSTz9C8uRPq1q0HX9/euHVL/Zf7BXF398TevbsQFXUZmZmZiIj4D+7fj0ZGRiYkEgk6dnTHqlXh\niI9/irS0NCxduhBisRgZGZl5jrVs2WLcu3cXI0cGFKouJaHMLUqbH0EQMH/+bAwcOBjVqlVTbssd\nYZs5cy7kcrlyulFg4ERcuxaFX389gC++GKL2+DExD2BlZQ0zMzPlNnt7B2RlZSE2NjbP/X3Nmzvh\nxo3rWLEiDA8fxuDu3TtITPy7wKlkmlSrVkNtepMmTZW/29o2xKtXr/DiRSJ8fXvj+PEj8PXtiiZN\nHNG+fQd4efUoVB2IiIiIiIj0TSQSYfDgoejUqbPK9pxrrIcPH2DlynCsXr1CmZaZmYEqVaoq/65R\n49+HjhgaZn+h/O/fhsqFVm1t7WBoaIi1a1fiwYP7uH//HuLiYuHklHfGRExMDB48iMb+/XuU2xSK\nTDRqZF/guTRs2Fj5e7Vq1VG+fHk8fPgAjx/HFXg9GReXfSuOubm5yq0xIpEIVlY1lX+bmJj8c+55\nAxX5Ud23nNb7va1HD1/ExNzHmDEjIQgCWrVqCw+PrkhLSwOQfXfHzJlT8cknPjA0NMQnn3yG2rXr\noFy5cspjCIKAJUsWIiLiP5gz53vY2NQpVF1KwgcRUHn2LB7XrkXh7t07yheaXP4Gt2/fxK1bNxAS\nsgRisTjPvVu1a9vg+fMEjcfP7xYjhSL7UVJZWXmDJPv2RWDp0kXw8fFFx45uGD16LL7+enhhTg1A\n9puAOrlXwM6pj1gsgY1NHezcuQ/nzp3B2bP/w6ZN67B3726sXbsZRkZ5FxwiIiIiIiIqbhUqVFQJ\nAOSmUGTh66/HoWXL1irbjY2Nlb/nXidTJEKBT1SNjDyLSZMC0a2bF1q3bovBg4di4cIF+ebNylLg\ns88GoHt31S+kDQwMCjyPt5dnUCiyYGBgmOc6NCctpxwA+S4Im19Z2t7yo66euhCJRAgI+AYjRwYo\n784IChqnfAiMuXkFLFoUhpSUFEilUshkMkRE/AfVq2cHtbKysjB//mwcOfIrZs2aj/btXfVSr+Ly\nQQRULC2r5Hlk8YwZk+Hg0BSffz4IADBkyEB06uSu/DsrKwv37v0JX98++R4z94uwdm0bPH4ci1ev\nXikjpTduXIVYLIaVlTVSU1+r7BsR8QsGDRoMP78vAGTfR/biRSK0WTG6oBe/Onfu3EbTpo4AgNu3\nb6FyZUtUqFABERH/gampGTp37gJX144YPHgYevXywv3791Sip0RERERERKVRrVq18ezZM5WAy8KF\nC+Do2Azu7p46HWvfvt3o3t0bgYGTAGTP9oiLi4WjY/N8y82eWfJvuevWrUL58uXRp0+/fI+fvb5K\nFwDAo0fZS07Y2NSBoaGh2utJTUtDlKQdO35GenoaBg4cDHPzCkhNTUVU1GXldXRw8Hdwd/dE69Zt\nAQBXrvwBuTwD9vbZd1GEhS3G0aOHMXduCNq0aV9i51FYH0RARSKR5IloGhgYwMzMDJUrVwYAuLp2\nxM8/b0bduh/BysoK27ZtRUpKCry9ffI9prGxMWJjH+HFixdo2bIVrK1rYc6c6Rg+fDRevkzCDz+E\nonPnLihfvjwEITu6eO/en6hY0QLm5hVw8eJ5uLp2QmpqKlatCodIJIJcnj3VTN0jmU1MTPD338/x\n9OkTVK+u/lafHD/88D2CgqYhOfkV1q5did69PwUAvHr1CuvWrYa5uTlq1qyFQ4cOwsTEBNbWtbU6\nLhERERERUUn69NPPMX/+LNSqVRtNmjji0KGDOHBgD3r27JVvfnUTOMzNK+DatauIjr4HkUiELVs2\nIDn5lfJpO/8cAQDQt+/nGDXqKzRq1Bht27rg4sXz2LRpHebPX1RAuQJ++mkTmjZtBGNjc4SGzke7\ndi6oWdMaVlY11V5PFnQ8bWejFKUaNawwZ850NGzYGFWrVsXSpYtgbV0bbdq0AwCUL2+OVavCYWlZ\nBWlpaQgO/g59+vSFmZkZrl+/hp07t2HEiNFo0MAOf//9XHncSpUql9Qp6eSDCKjkRyQSqcz28PP7\nAgqFAqGh85CU9AL29k3www/LYWJSLt/9e/bsjTlzZiAwMABr127GvHkLsWjR9xg+/AsYG5vA07Mb\nRowYDSD7hdmtmzdmzpyKkSMDMHbsN5g7dxa+/LI/qlSpioEDB6NyZUvcvXsn37rl1rGjOyIidmHg\nwE+xY8feAs8tNzc3D0yYMBZZWVn4+OM+8PPLnoXTv/9AvHyZhODgmXj16hXq1fsI33//A0xNTXVr\nTCIiIiIiohLg7u6BpKRErF+/Gs+fP4eNjQ3mzVtY4AM78l5miZCz0OzgwcMQHDwTI0Z8ifLlzdG7\n96eoWdMaV69e+Wfff/M2bmyP6dPnYP361VixIgzVq9fA5MkzlDMx8pYrQv/+AxEaGorHjx+jTZt2\nmDBhijJN3fVkfteG+V0zqrubobBpmvK2b++KgQMHY+7cmUhLS0WrVm0xdeosZfrQoSOxaNECjB49\nDIaGhujevQeGDRsFADh58jcAwIoVYVixIkyljBMnzuX7BNvSRiSUhrCWGgkJySVdhfeCpaVZnrZ6\n+vQJ+vbtiZ079ykX46X3V359TGUP+7nsYx//y9LSTHMmPWGb6w/HsH6xPfWPbapfbE/9YnvqV3H+\nL5Gf0h/yISIiIiIiIiIqZRhQKeMKs4gtEREREREREan3wa6h8iGoXr0GTp06X9LVICIiIiIiIipz\nOEOFiIiIiIiIiEhHDKgQEREREREREemoTAdUNmxYg6+/Hg4AOHhwH3r18tJqvz/+uIj796OLsmrF\n6tWrl+jRwxOPH8dplT8uLhbu7u1w5cofym2pqalYtGgBPv64O7p3d8eUKd/i+fMEvdTv66+HY82a\nFXo5FhEREREREVFxKNMBldzc3T2xfv1WrfKOGTMSL14kFnGNiserV68QFDQOL18maZVfEATMnz8b\ncrlcZfvSpQsRFXUZs2cvQFjYKrx58waTJn0DfTx1e+7cUPj5ffHOxyEiIiIiIiIqLh9MQMXIyAjm\n5hW0zq+PQEFJi4q6gq++GoC0tHStzyci4pc8eTMzM3HkyK8YPXos7O0dULduPUycOB23b99CbOyj\nd66nmZkZZDLZOx+HiIiIiIiIqLiUqaf8xMQ8QEjIXNy5cwsNGzZGvXofKdMOHtyHNWtWYNeuAwCA\nNWtW4MCBvXj58iUaNLDF6NHjYG/vgD59egAAxo3zx+DBw/Dll0Nx4MBe/PTTJjx58hjlypVDx46d\nMW7ct5BIJAgO/g7lypnixYtEnDnzO8zMymPo0JHo1s0bAJCeno7ly5fgt9+OQqFQoF07F4wfHwQT\nExPI5XL8+OMyHDnyKwQhCy1aOGPcuG9RsaJFnnM7eHAf5s2ble95L1u2Eh4eHfJsv3DhHHr06Al3\nd0/06/exxvZ79iwe69atQljYKvj5faKSNn/+ItjbN8mzT0pKcp5tf/xxEbNnT8fQoSOxYkUYMjIy\nMGjQYDRoYIfQ0Hl4/vw5OnZ0w6RJ0yESiTB69DA0bdoMQ4eO1FhHIiIiIiIiotKgzARU5HI5vv12\nDJo0aYqgoCmIirqCRYsWwMGhaZ68J08ex65dOzF3bgiqVauOn37ahGnTgrB790GsWbMZPXp4YPbs\n+WjVqq3yODNmBMPW1g63bt3ArFnT0by5E9zcOgMA9uz5BUOHjsKIEaOxc+fPCA2dh/btO8DMzAwh\nIcG4c+cO5s4NgYlJOcydOxPLli1GUNAUrFwZjps3ryMk5AfIZMZYu3YlJkwYi9WrN+Wps7u7J9q0\naZfvuZuZlc93+5AhIwAAT58+0aoNQ0Lm4tNP+8PKqqbKdqlUipYtW6ls27nzZ5ibV0D9+rb5HuvF\ni0ScOPEbwsJW4fffT+DHH5ehfn1bTJs2CwkJCZg+fSI6dnRH27btIRKJIBKJtKojERERERERUWlQ\nZgIqFy+eR1JSEgIDJ8PY2Bi1atngypVLSEjIu3BqfPwTSKVSVK1aDdWqVceIEV+jY0d3KBQKVKiQ\nfVuQmVl5GBsbQyaTYdKk6XB17QgAqFq1GrZt24qYmPvK49WrVx/9+w8AkB3E2LlzG+7fj0a9eh/h\n2LEjWLhwGZo0cQQAfPvtJFy5chnp6enYvXsnVq5crwxKTJs2E15enREVdQVNmzqq1NnIyAhGRkZ6\nb7cc//3vfiQm/o3+/QciKytLbd4TJ45h27YtmDhxGgwMDPLNo1Ao4O8/BrVq1cbHH/fBihVh6N27\nLxo2bIyGDQEbm7p4+DAGbdu2L4rTISIiIiIiIipSZSagEhNzH1ZWNWFsbKzcZmvbCH/9dSJPXg+P\nroiI+AWffuoLO7tGaN/eFd7ePSGRSPLktbW1g6GhIdauXYkHD+7j/v17iIuLhZOTszKPlZWV8ncT\nk3IAAIUiE7GxD6FQKGBr21CZnh1QaIz79+8hIyMDo0YNVSkvIyMDcXGP8gRUDh/+L0JC5uV77gsX\nLoW7u4ua1lEvMfFvhIcvQWjoUojFYmVAJb91V44ePYTg4O/Qr5+f8ramgtSokd0uhobZgaCqVasp\n04yMjJCRIc93PyIiIiIiIqLSrswEVIC8AYD8AiQAYGFRCVu27MSlSxdw5sz/sGfPLuzatRNr125G\npUqVVfJGRp7FpEmB6NbNC61bt8XgwUOxcOEClTxSad5mFAQBUmn+szeA7BkcABAevgrlypmqpOXM\nksmtffsOaNzYId9jVa5sWWA52oiMPItXr14qHzGdIzAwAF98MRQDBnwBANi3LwKhofPw6af9MXLk\n1xqP+3b7i8UfzBrIREREREREVMaVmYBK3bof4fHjWCQnJ8PMzAwAcPfunXzX5vjtt6N48eJv9O79\nKZydW2PUqAB4e3sgKuqKcl2UHPv27Ub37t4IDJwEIPuJN3FxsXB0bK6xTlZWVhCLxfjzz9to3twJ\nAHDhQiQWLVqANWs2QSwWIykpCQ0a2AEAUlNfY9asaRg6dJTKgroAYGJiAhMTE90bRgsdOrgpb0kC\nsoM9n3/eBxMnTkPr1tnrtpw8eRwhIXMxcOBg5dosRERERERERB+qMhNQcXJyRrVqNTBv3iwMGzYK\nt2/fxNGjh9CokX2evJmZGfjxx2WoVKkybG0b4tKl85DL36B+/QYAAGNjE9y/Hw1b24YwN6+Aa9eu\nIjr6HkQiEbZs2YDk5FeQyzXfrmJiUg7du/tgyZJQTJgwFQYGUvz441I4ObVCuXKm6NHjYyxa9D0m\nTJiMSpUqY8WKMERHR8Paupbe2+dtWVlZePEiEebmFfIEazIzMwEAlpZVYGZmhtTUVISEBKNdOxf0\n6vUJ/v77uTKvuXmFfGfoaJJ7NpEgCGXiMdVERERERET04SgzARWpVIrQ0KVYsGA2hgwZgDp16uGT\nTz7DjRvX8uT19OyG+PinCAv7AYmJf8PauhZmzpynDGR8+ml/rFixDPHxTzF48DAEB8/EiBFfonx5\nc/Tu/Slq1rTG1atXAOCfGTAFP6EmIGA8liwJxTfffA2pVIIOHdwwevQYAMDXX49FePgSTJ8+CXK5\nHA4OTbF4cRgMDQ313j5vz9R59iweffv2xLJlKzXOtrl8+RJevnyJ06d/x//+11XlmIsXh6NFi5Ya\ny1OXzqf8EBERERER0ftGJJTyqQEJCcklXYX3gqWlGduqjGMffxjYz2Uf+/hflpZmxVYW21x/OIb1\ni+2pf2xT/WJ76hfbU7+K83+J/HCVUCIiIiIiIiIiHTGgQkRERERERESkIwZUiIiIiIiIiIh0xIAK\nEREREREREZGOGFAhIiIiIiIiItIRAypERERERERERDpiQIWIiIiIiIiISEcMqBARERERERER6ajI\nAypRUVEYMGAAACA6OhqfffYZ+vfvj8mTJ0MQhKIunoiI3kF6ejp27NuGHfu2IT09/Z3zEdH77Xla\nIv5KeV7S1SAiIioVijSgsnr1akydOhUZGRkAgLCwMIwcORI//fQT5HI5Tpw4UZTFExHRO0hPT0dQ\neBCOG13AcaMLCAoPyjdYom0+Inq/HYr5DWuvb8aiM6txKOa3kq4OERFRiSvSgErt2rURFhamnIki\nk8mQlJQEQRDw+vVrGBgYFGXxRET0DvYeiYDcQQqxVAKxVAJ5Eyk2HtuE24l3VX42HtsEeZNc+Ryk\n2HskoqSrT0R69DwtEVcSrin/vpJwDc/TEkuwRkRERCWvSAMqnp6ekEgkyr/9/PwQHByM7t27IzEx\nEc7OzkVZPBERERERERFRkRAJRbyQSVxcHL755hts374d3bt3x7Jly1CvXj1s3boV0dHRmD59utr9\nMzMVkEolavMQEZH+paenY/jcALy2zf673B1g5eSlkMlkhcpHRO+33Td/RWTcZQBAq5rN8HGjriVc\nIyIiopIlLc7C0tPTUa5cOQBAlSpVcPnyZY37vHiRWtTVKhMsLc2QkJBc0tWgIsQ+/jCUtn6eMzRY\nefuOz1BfJCdnIDk5o9D5qPT1cUmytDQrtrLY5u+uvWU72Jk2RCWLchClGbFN9YTvCfrHNtUvtqd+\nsT31qzj/l8hPsQRURCIRAGDOnDkICAiAkZERDA0NMXv27OIonoiICkkmk6Fvj356y0dE77fKxhaw\nNDVDQhovBoiIiIo8oFKzZk1s27YNANC2bVu0bdu2qIskIiIiIiIiIipSRbooLRERERERERFRWcSA\nChERERERERGRjhhQISIiIiIiIiLSEQMqREREREREREQ6YkCFiIiIiIiIiEhHDKgQEREREREREemI\nARUiIiIiIiIiIh0xoEJEREREREREpCMGVIiIiIiIiIiIdMSAChERERERERGRjhhQISIiIiIiIiLS\nEQMqREREREREREQ6YkCFiIiIiIiIiEhHDKgQEREREREREemIARUiIiIiIiIiIh0xoEJERERERERE\npCMGVIiIiIiIiIiIdMSAChERERERERGRjhhQISIiIiIiIiLSEQMqREREREREREQ6YkCFiIiIiIiI\niEhH0pKuABERkSbp6enYeyQCAODj4QuZTKZTOhFRcXqelggAqGxsUcI1ISKiosSAChERlWrp6ekI\nCg+C3CH7I+t0+Fks8F+gDJpoSiciKk6HYn7DlYRrAABHSwd0sXEr4RoREVFR4S0/RERUqu09EgG5\ngxRiqQRiqQTyJlJsPLYJtxPv4nbiXWw8tgnyJrnSHaTK2SpERMXpeVqiMpgCAFcSrilnqxARUdnD\ngAoRERERERERkY4YUCEiolLNx8MXhtcykZWpQFamAoZXMzHIfSDsLOrDzqI+BrkPhOHVXOnXMuHj\n4VvS1SaiD1BlYws4Wjoo/3a0dOA6KkREZRjXUCEiolJNJpNhgf+Cfxed9VdddFZTOhFRcepi44YW\nVR0BcFFaIqKyjgEVIiIq9WQyGfr26FfodCKi4sRAChHRh4G3/BARERERERER6YgBFSIiIiIiIiIi\nHTGgQkRERERERESkI66hQkREpUZ6evq/i8t65F1cVlM6ERERlZznaYkAuI4QfTgYUCEiolIhPT0d\nQeFBkDtkfzSdDj+LBf4LlEETTelERERUcg7F/IYrCdcAZD8yvIuNWwnXiKjo8ZYfIiIqFfYeiYDc\nQQqxVAKxVAJ5Eyk2HtuE24l3cTvxLjYe2wR5k1zpDlLlbBUiIiIqOc/TEpXBFAC4knBNOVuFqCxj\nQIWIiIiIiIiISEcMqBDS09Ox7Zc92PbLHqSnp+ucTkSkDz4evjC8lomsTAWyMhUwvJqJQe4DYWdR\nH3YW9THIfSAMr+ZKv5YJHw/fkq42Eb3HEpLSkJCUVtLVIHrvVTa2gKOlg/JvR0sHrqNCHwSRIAhC\nSVdCnYSE5JKuwnvB0tKsUG2Vnp6OwJlLkWLqCAAwTbmC0BkBKmsWqEun4lPYPqb3y4fezx/CorQf\neh/nZmlpVmxlsc31p6yM4QNnY3DxTgIAwMnWEl5tbEqkHmWlPUsTtql+6dKeXJRWM45P/SrO/yXy\nw0VpP3ARBw4hxdQRYkn2UEgxdcTanUfRyaUtAOD472eQYtoMYonkn/SmiDhwCP169yyxOhNR2SWT\nydC3R79CpxMRaSMhKU0ZTAGAi3cS4NywKiwrGJdgrYjefwyk0IeGt/wQEREREREREemIAZUPnK9X\nF5imXEGWIgNZigyYplzBV590RiMbCzSyscBXn3SGacrlXOlR8PXqUtLVJiIiIio0ywrGcLK1VP7t\nZGvJ2SlERKSzIr/lJyoqCqGhodi8eTP+/vtvTJ06FcnJyRAEAQsWLEDNmjWLugqkhkwmQ+iMAEQc\nOAQA8PVSXR9FUzoRERHR+8irjQ2cG1YFAAZTiIioUIo0oLJ69Wrs3bsX5cqVAwCEhISgZ8+e6Nq1\nKyIjI3H37l0GVEoBmUymdk0UTelERERE7yMGUoiI6F0U6S0/tWvXRlhYGHIeJHT58mXEx8fjyy+/\nxL59+9C6deuiLJ6IiIiIiIiIqEgUaUDF09MTkn+eDgMAjx8/hrm5OdavX4/q1atj9erVRVk8ERER\nEREREVGRKNbHJleoUAFubm4AADc3NyxevFjjPhUrmkAqlWjMRyX/DG4qeuzjDwP7uexjHxc/trl+\nsT31i+2pf2xT/WJ76hfbs+wo1oBK8+bNceLECfTs2RPnz59H/fr1Ne7z4kVqMdTs/WdpaYaEhOSS\nrgYVIfbxh4H9XPaxj/9VnP9Qss31h2NYv9ie+sc21S+2p36xPfWrpINTxfLYZJFIBACYOHEi9uzZ\ng379+uH06dMYMWJEcRRPRERERERERKRXRT5DpWbNmti2bRsAoEaNGli3bl1RF0lEREREREREVKSK\nZYYKEREREREREVFZwoAKEREREREREZGOinVRWiIiIn1IT0/H3iMRAAAfD1/IZDKd0omIiIhye56W\nCACobGxRwjWh9wkDKkRE9F5JT09HUHgQ5A7ZH2Gnw89igf8CZdBEUzoRERFRbodifsOVhGsAAEdL\nB3SxcSvhGtH7grf8EBHRe2XvkQjIHaQQSyUQSyWQN5Fi47FNuJ14F7cT72LjsU2QN8mV7iBVzlYh\nIiIiyu15WqIymAIAVxKuKWerEGnCgAoRERERERERkY4YUCEioveKj4cvDK9lIitTgaxMBQyvZmKQ\n+0DYWdSHnUV9DHIfCMOrudKvZcLHw7ekq01ERESlUGVjCzhaOij/drR04DoqpDWuoVLGpaenI+LA\nIQCAr1eXfBduVJdORFTayGQyLPBf8O+is/6qi85qSici0lVCUhoAwLKCcQnXhIiKQhcbN7So6giA\ni9KSbhhQKcPS09MROHMpUkyz3xz+d3EpQmcEqCzcqC6diKggJf2UHZlMhr49+hU6nYje3YfyRIwD\nZ2Nw8U4CAMDJ1hJebWxKtD5EVDTK+nsZFQ3e8lOGRRw4hBRTR4glUoglUqSYOmLtzqO4GZOImzGJ\nWLvzKFJMm+VKb6qcrUJEVJCcp+gcN7qA40YXEBQehPT0dK3Tiej9dyjmN6y9vhlrr2/GoZjfSro6\nRSYhKU0ZTAGAi3cSlLNViIiIGFAhIiKd8Ck7RB+2v1Ke84kYREREYEClTPP16gLTlCvIUmQgS5EB\n05Qr+OqTzmhkY4FGNhb46pPOME25nCs9Cr5eXUq62kRERESlgmUFYzjZWir/drK15DoqRESkxDVU\nyjCZTIbQGQG5Fp0NyLNwo7p0IqL8+Hj44nT4Wcj/WRDf8FomBvkPVL5/2Lhb42Z4kEq6jz+fskNU\nVlQxrQxHSwflLJWy/kQMrzY2cG5YFQAXpSUiIlUiQRCEkq6EOgkJySVdhfeCpaUZ26qMYx9/GN6X\nfi7pRWnfZ+9LHxcHS0uzYiuLba4/OWP4Q1mUtqjxPUH/2Kb6xfbUL7anfhXn/xL54QwV0kjdo5X5\n2GWiDxOfskNEpSWQwkcaExFRSWFAhdRS92hlPnaZiIiIShIfaUxERCVJ7aK0iYmJWLZsGT7++GM0\na9YMLVq0QK9evRAeHo7ERK7m/iFQ9+hlPnaZiIiISgofaUxERCWtwBkqW7duxeHDh+Hp6Yn58+ej\nRo0akEqliIuLQ2RkJEaPHo2uXbti4MCBxVlfIiIqAlwThcqyrKxSvVwcERFRqcH1sXRTYEClatWq\n2LhxY57t9evXR/369eHn54dDhzgboazz9eqC/11cihTTpgAA05QofPVJ9m09dat1xq2Zqmm+XgEl\nWV0iKoT09HQEhQdB7pD9kXA6/CwW+C9QBk00pROVdnEJKUhNTofMSAITIylEIlFJV4n0IOeRxrlv\n+eE6KkREhXco5jeVJ7h1sXEr4RqVflo95Ucul8PQ0BAxMTGIiYmBq6srxGK1dwvpDVdA1k5RrhbN\nRWlLB64I/mEoiX7esW8bjhtdgFgqAQBkKRRwlNuiTYt2OHvpNP68/ydS7QSIJf+kZyrQ6U1L+Hj4\nctZKIfC1/K/iWpn/cUIKEhNfI0sQIAIgM5DARCaFkSGXkiuM0jaG3/dFaUtbe5YFbFP90qY9OatB\neyjaHJMAACAASURBVKV1fD5PS8Ta65tVtn1lP6DU92mpf8pPWFgYHj58iLFjx8LPzw8fffQRjh49\nijlz5hRH/agUkMlk6Ne7p85pRPT+ylQosHrPamTWlSBR8hcsUEUlPSMjk7NW6L0j/mdmypvMLKS9\negOxSA4jQwlMjaUw+CegSO+f9zWQQlRWcFYDfcg0TjP57bffEBwcjAMHDqBHjx7YsGEDbt68WRx1\nIyKiYuDj4QvDa5nIylQgK1MBw6uZqJBpisw6EoglElSsVwXxV+OQpVAgS6GA9IECSdJkyJtIIZZK\nIJZKIHeQKmerEJU2L9+8xOvM13ijSEeWoAAAiMUiQAS8yVDgr6Q0/PUiDS9fy7neChGRDp6nJSqD\nKQBwJeGacrYKvV8qG1vA0dJB+bejpUOpn51SGmicoaJQKGBoaIjjx49jzJgxUCgUSEvjCupERGWF\nTCbDAv8F/96+4++rEhyRGEhQpWF1mNwWoUHdBmjTM/tWIKL3xRuFHOmZaRAEAQIEiEQiiEUSSERi\niEViSEQSZAkGyMyS4nWaHIZSCYxlUq63QkREH5QuNm5oUdURAG/f0pbGgErbtm3h7e0NIyMjODs7\nw8/PD506dSqOuhERUTGRyWTo26Of8m8fD1+cDj8L+T9fVMhuCQj2n6O8paeBez3cDA9Sphtey4SP\nv29xV5tIJyKRCCJkB0gEIQuZQpYy7bXwGgKQHWDJEEOUJoYEEpgYGsDM2AjlZDJIxLwtiIgot5xZ\nDblv+eGF+PuN/acbrRalffLkCapWrQqJRILbt2/Dzs6uOOoGgIvSaqu0Lm5E+sM+/jCUpn7mo5SL\nRmnq45JWXAvJXX74AC+TUgu9vyJLgAgCDA2lMJVJITMwhEQkgVgsgYFIAkOJIcQi8Qczm4VjWL/Y\nnvrHNtUvLkqrXxyf+lXqF6VNSkrC8uX/Z+/N4+Mq7zTf73vOqVWyNku2sCVky8ayjVdss4QtZkvS\nBOIhoeOkm2Tmcju305B00qQTOiRhnGaSJsOkb+iQnsD0nSSEXJM0iYHQAxPAoVnMYrxg4wXvtuRN\ntjZLqqqzvfPHqSpVaZdcq/R++RhVnVN16q1zqk7V+9TveX4/4ciRI/zoRz/i5z//Offeey/l5eW5\nGJ9CoVAo8kT/qpWxrlcoJgq6JgCBbbucPRfDJ0z8foNwUEcIgZQuINA1DUMYaJqOIXR8moFP96GJ\n3HRGVCgUinyhhBTFZGVEQeXb3/42V155Jdu3b6ekpIRp06bxt3/7tzz66KO5GJ+iABipNbJqnaxQ\nKBSKyYIuBC4QNW16YjY+XRD0eZkrErCkDY5NDJBS4kqJJkAXeryqxcts0YSGT/NhaLoSXDJEsbdP\nVigUCkXxMaKg0tzczNq1a1m/fj2BQICvfvWr3HLLLbkYm6IAiEajfG3dw3SXeuFEr21+mIfu/3JS\nNBlpvUKhUCgUExVdgOtKemI23RELv08n4NcJ+r3KFSEEetwG5CJxpQ1O3/1d6SIlaIJkOK4uNET8\nr6EZ+DRDZbeMguc2HWbz3lYAVjbVcPMVs/I6HoVCoVBMDkYUVAzD4Ny5Po/X4cOH0XX1wT5Z2PDc\nC3SXLkPTvZdKd+ky/uU3L7L66g8BsPHVN+guXY4Wf010ly5lw3MvsPaTn8jbmBUKhUKhyCUCEJrA\ndlzMiEt3r0XApxEMGPh9Q39n0oRGPCMXCdjSwZYOYHnLpMSVLgLQ45UsutAR8b+G0PDpvviyyZHf\nMhitHZGkmAKweW8rly6YripVFAqFQpF1RhRUvvSlL3HHHXdw4sQJvvjFL7Jt2za+973v5WJsCoVC\noVAoFEWFBiDAtF1ilokQ4PfphAI6PmNsP0h5FS7efSTgSBcnpTORlDKe3+KJMwnBRdO0ZFtoQ+gq\nx0WhUCgUiiwxoqByzTXXsGjRIrZv347jOHz3u99VgbSTiDU3f4TXNj9Md+lSAEq7t3Pn7X2Wnsba\nG9i9Ln39mpu/nLfxKhSK4mC4DkGqe5BiopAoGjEth6hpowtBwGcQDnmix/lvXyBEn0gzeluR16FI\nFxp+zZesfilWaipCrGyqSbP8qOqUiYPqHqNQKAqZEdsmf/rTn+bJJ59MXncchzVr1vDss89mfXCg\n2iaPlmy230oNnf3o9dfy/EuvAH0BtIn1lmUBEp/Pr8Jps4BqsTY5mAzHORqN8o1HvoG52NP0/Tts\nHrzrweT5ZKh1E4XJcIxHS7G0Tc40rpQYmkbArxMOGnm160jpIqWMV7jo6CnVLVq8wsXQjLS20Nl8\nDZ9PsGyxhtKqc8LQvHD4Zba17gBgWc1iPjLrulHdT+3TzKL2Z2ZR+zOzFGzb5DvuuIN33nkHgPnz\n5yeX67rO9ddfn/2RKQqGYDDI2k9+YtgA2jU3f0SF0yoUilHxzB82YC420OL2B3MJ/PylX3DtFat5\nZdNGzCVGMpfJXOzdfrTtmUeqblHVL4pCQBMCV0oiMZueqIXfSA+zzSVCaMlKGhcX13UBO7nejQsu\nAoEmBJrQET0WHbFedKHj03z4M2QpOt9g2WITUgqVQqkIORNpS4opANtad7Bi+rK8j0uhUChSGVJQ\nefzxxwF44IEH+Na3vpWzASkKl+ECalU4rUKhyCajsQhZls2mfZtwlnvrXn9kU1p1S//ql/7rFYp8\noAkvzNaKh9n6fRohv4HfXxgNAFKDc8ETXUzXIuaYAEjZi5QuuqZjCK8jkV/z4df9Y+pOpIJlC4Px\nVoQozo9CEbEUCsXYGTFD5eKLL2bDhg0Dlq9ZsyYrA1IoFArFxObWG9fw+iObMBd71/07bD5/1+cI\nBoPMur6eXY98I23dTXd+dEghJE0kCcDhc0docOeh+420yhfgvKtfFMWL6w7rbi4IRPx/lu1iWiai\n1wuzDQd0jDGG2eaSRI6LBCxpYzk2ETuKK91k62ddM+JdiXT8uk+1gS5QCq0ipDpUxbKaxWkCz0QU\nHJSIpVAUNyMKKm+99Vay/NQ0TbZs2cLKlSuVoDJJ6J+f8trmR5MBtKGOdymbM4/33n2VP7vlWnY/\n+KgKp1UoFCMSDAZ58K4H+ypO7uqrOBls3VgsQrOuaeLsB6eoWTgjD89MUaj84H/somFGmDl1YWbN\nCBMokOqPoegfZmsIgT+DYbbZJrU7kS0dbMdLyfW6EklAomvxcFyhIYRGMKyx5KIpbNvXjkBnVdO0\ngqlOKdZslonAR2Zdx4rpnp18IoophSZiKRSKsTOioPIP//APadc7Ojr4yle+krUBKXJPqmiSGiYb\njUb56rd/yJF275vdK2++z/fv+yuef+kVLMvkja0aLx0oA+C1zY/ywDe+kBJYq/JTFArF0ASDwSEr\nQ4ZbNxrMnhiu7aRVvgCDVr/cepf6cWAy0Bt12H3wHLsPnkMTUDc9RGNdCXPqS6iY4sv38IZFEwIX\niFo2PaaNTxME/TqhPIfZjgevmsUbs8QTW5B9LYk+tHwq8xo90aJqSpDTva3xrkQaumacd17LeISR\n8811KSYKtSKkEMagUCgUQzGioNKfcDhMS0tLNsaiyAPDBc3+ZsOz7Dt+jrqFqwHB0SNb+fnvNnLj\n6mvZ+OobRMpWpGWmPP/SKyozRaFQZJyxWISM7Ra3X3QrvpgvrfIFhq+MUUxsLqgJcqI1CoAr4ejJ\nCEdPRvjj5jNUlfs8caWuhBk1QTStcEUKXXgdgnpjNt0RC78vf2G22aK6PJy8nBBdbOmAayFlL66U\n6EIkrUSGZhDSAyPaiMYjjEzGXJeJXhFSaBSqiKVQKEbPiILKHXfckXb92LFjXHvttVkbkCI7DFWF\nsuG5F+gMLqTz+B503YdbfXEyaHbz7uPULbwuKZrUNCzj4OHdeXsOCoVicjImi9CXhhdJzrf6RVGc\nfPEz82hu6eJgcw8Hm3s4ejKC7Xi5Km2dFm2dHWx+v4OgX2P2zDCNdSXMmhkmWMDWIE3zwmzNiEt3\nxCJgaAQDBn5f4Y75fPGsRJ5wlLASxZwY52JdiLjIYghPZPHrfnyaV8UzlDCSYCILJONBTehzixKx\nFIriZkRB5e67705e1jSNyspK5s6dm9VBKTLLcFUolmVy4oMtySqU1iNbiV0wh42vvoHrOP22JFk2\ndxrvvfsqZT6TUNdOImXLAZWZolAosks2LUKKycGUEoOlTeUsbSrHslyOnIxw8FgPB1t66Il4n3dR\n02X3oW52H+pGEzBzeojGujBz6kqoLPPn+RkMTsL8YtouUctEE4UbZtvW5VUJVZVltjJMi1enONLF\nkSYx16Tb6kZKMDSDTtPC1aLgGgh0BIKNW1rYfbQdGLpipaYixMqmmrTKFiW+KLKBElIUiuJFSC8d\nbFg++OADOjs705atWrVqVA+wfft2HnrooWQbZoBnn32WJ554gvXr1494/9bWc6N6nMlOTc2UIffV\n+qee5vk9oWS7Y9exWXWhyeqrP8QfNv47W4+XJKtQXMeifdfvqFx4G45tcmrX88xYcgsAgc530SRE\nKlYCEOrYzIdWzMPn86VVvSiyw3DHWDFxKJTjPJo2xYOtU4xMoRzjQqCmZkpOHmfrkUN0dvQOuk5K\nyamzMQ4093CwuZfTbbFBb1dZ1mcNmjmtsK1BAI6U+ITA7zcoCRqIDI63qqqEtraeMd3nj1tb2HnI\naw27aHYVH14+M2PjGe3j7zh0FgHMmVHOwZYehNRA6ghpcNeaxUOKJdkOpVXnhMyj9un5k9rKWe3P\nzKL2Z2bJ1XeJoRixQmXdunVs3LiR+vr6tOWpAslQPPbYYzzzzDOUlJQkl+3atYunnnpqHENVZAPD\nGPgSsEINaLqBphvUXvwxys09zJs7B9tewNbjpUnxJVKxAp8vqnJTFIoJRlorYoZpU9xvnUJRjAgh\nqK0OUlsd5MplUznXa/dZg070WYPauyze3dXBu7s6CPg1Zs8I01hfwuwZYYKBwqoEAdATYbamTU/M\nxqcLgj6DUDD3eSttXdGkmAKw81AbS+ZMzXilynB8ePlMlsyZmrx+4Pg+pHCQmAgpORs9ixYJeyG4\nWqLFsx9d01VVimLS0b+V85/XqO/6CsVQjCiovP766zz//PPj+rLc0NDAj3/8Y77+9a8D0N7ezj/+\n4z/yzW9+k29/+9tjH61iXKy5+SO8tvnhtJbGd97uWX4aa29g97q+db2HXmJq/TXJ+2q6j3mz53Dl\nZSv5n088Cf6Fadu2LJP1Tz2dfBw1qVIoip+xtCk2F3u3T1huVPWKotiZEjZYOq+cpfPKsWyXoyci\nSYGlO24Nipkuew53s+dwN0LAzGlB5tSV0FhXQlV54VmDdAGuK+mJWXRHzGSYbSgw5t4EGaOz26sE\nyqWokvpYi2ZXsfNQGwLBosapVJYFUgJw01s8d5ndaEKnJlSFlhRbfOhi4oQBKxQJBmvlfFP3lQgC\neRyVQlG4jPhJWl9fj+u649r4TTfdRHNzMwCu63Lfffdx7733EgiM/g1ZWRkuOA9woTJ0udMUfv7j\n+1j/r88CsPZT96VMctLXrfnP3+fub/6IdudiACrN9/nK//XX3P3NH9GmzePErpepW/hhAMp6t7F5\np0ZnyBNj3nrvJ/yPH35DTaCySL5L2hS5Id/HuXRKEMz0ZaGwn4qKML5BQjoDQYOamileXtM/3UNP\nk7f87cfe4afffFidEwYh38d4MlJeER75RoNQXV3KJYtrkFJyojXC3kPn2Huoi+OnPRuIlNB8Kkrz\nqSivvHuWqRV+mmaXMW9WGQ0zStD1wpxwSykxXeItmH0ExhjAW1VVMvKNUm576cXn2LLnNAClIR8v\nvON9P7xk/jQ+modWxLddP49r2r1jWF05dAXKH/a/yvaTuwBYWruQG+deDUgcN4ojQEfH0HR0TUMX\nGpqm49N8+HRjxM5DqahzQuZR+3R8yO7YoHMvtT8zi9qfE4cRM1S++tWvsm3bNpYvX54mhHz/+98f\n1QM0Nzdzzz33cN999/HNb36TyspKTNNk//79fOpTn+Lv/u7vhr2/8peNjkx68fp3BNrw3AvJDBbH\nseg8uY+GKofGWQ0D8lc+Ol9ZgLKF8ltODgrhOPe39fh32ElbzxO/fZxfbnmSWdc0gYCT7zVzw0Uf\n5vqrbuCVTRvZ5t/bd06wHVbHVqnA2H4UwjEuFAohQ2W8dMetQQf6WYNSCfg0Zs30Qm1nzQwTKkBr\nEHitpMcSZjueDBXwrD+d3TGee/No2vLP3nBRTitVRkt7tJN/3bchbdmnLlpDZbB82Pu50kVKiUDE\nhRYdTWhowrusCw2/7kcTGkIIdU7IAmqfnh8DLD+rPqH2ZwZRr8/Mkm9xasQKlauvvpqrr746bdl4\nyhuXLFnC73//ewBaWlr4m7/5mxHFFEV+CAaDQ4oiuu6jonYe8y40B12vUCiKn+HaFPt8Puovn8PZ\nD06h+XSmLbgAQxbmJFGhyCalYYMl88pZErcGHTsZiQfb9tDdG7cGWS57D3ezN24NmlETtwbVl1BV\n5isYu0gir9a0HCKm7YXZ+gyCAS2jVcKFKJpkA01oEN+nEq/FM7Kvc6JnJ3IBgSYEbihGZzTiCS6a\ngU/o+HSftx2FIg+oVs6KQkZKiStdbNfGlg5llp+AL3+WtCEFldbWVmpqarjssssQQpBayDLWLwD9\nby+lLJgvEYqRSc1gcWyT7v3PUzZnNbd89AZ2P/hoMn8l1PEuljWP9U89rfJUFIoiZ6hWxLfeuIbX\nH9mEvng64FWvfP6uzxEMBpl1fT27HvkG5mKS6269a00uh61Q5AWfodEYz1CRUnK6zUzmrpw862WF\nSAktp6O0nI7y71vOUjHFl2zJPHN6CL1AugYlw2wtm15TYmRYXKkqCybzS8DLMsmk0JLJ1syVwXIW\nVDaxu30vAAsqm0asThkNQgiE6NuXjnQwXSt+JYYrXZAyLrB4mS1aXGhJBOUqFNlGCSmKXJOo7rPi\nQomULo50kdLFTfnnSIlAIuJVfr1WIK+CypCWny984Qs8+uijXHfddYPe8eWXX87qwBKocqjRke3S\nsWg0ym82PMuzL75DePYNAJR2b+OBb3yB5196BcsyeWPrASJllyTXPXT/l5WokkFUeeDkoBiOcyG3\nVC7ksSUohmOcK4rZ8jNaunttDrX0cqC5hyMnerHtgV+7/D6NWTPCzKkLM3tmCaFg4U2YXSkxNA2/\nT6duRjkd57k/Myl8JMhWa+b2aCdARsSUwRithaovKJd4bosetxDpGJqBTxtbbstERp1nM8tE35+p\nLaJzwUTfnwkSlSSOdHFcG0e6uMi4aOziSolLn1CSOL8lhJLRMrOmispwRbaexoiMmKGSbybDiy0T\n5OKNuf6pp5NZKgCuY7PqQpPVV3+Ija++wTtHAypPJYtMlpPvZEcd5/EzXPbLcOtyjTrGfUwGQSWV\nhDXIy17ppbvXHnCbhDWosa6EOXUlVJUXjjUowZQpQXp6YnlrwzwYbV1RfvXivrRlhZrN0p/xZtKk\nkpi4CASG1pfZIkQ8LFdoGHHhZTKILuo8m1km8v7snxfzkVmDFxNkkmLfn4nzjelYONJJryKhTxxx\n4p3ShBAIRNY+K/ItqIyYoXLgwAF+/etf09XVlbZ8tKG0CoVCoVDkgvNp96xQ5IJUa9D1UtLabiaD\nbU+eGWgNenXLWcpLDebUe/epmxYqiK5Bmq4VXBvmyY4QAj1uI/J+AU7PbYGBYbkJ0cX7pydFF59m\nIIRQGS6KCc9gLaJXTF826e1OrnSxHAtbOvEKk/hf18WVzgDLzaAIgV4AYnsuGPGT7+677+bmm2+m\nqakpuawQfolQ5J7ULBWA0u7t3Hm7Z+tprL2B3evS1625+cv5HK5CoRiBYrDHKBQTFSEE06oCTKsK\ncPmSKnoiNgebeznY0sOR471YcWtQZ7fNlt2dbNndmbQGNcatQeE8W4MEIDSB7biYEZfuiEXA0AgG\nDPy+3I4t29ksE4H+YblOvBQ/lb7AXJKiSvIffRUvutAwNAMjLr4oFJORXFuFRoOUEkmfPTC9ekQi\nvRsh49Yb2c9647guEq9aclBRdRIJJaNlRMvP2rVrWb9+fa7GM4BiLofKJbkqHevfUrn/BGyodYrz\np9jLAxWjI5fv5WKwx4yFYnlO6r3cx2Sz/IwW20l0Derl4LEezg1hDbqgOmENCjO1wp+ziW15RXjY\n/SklICDg0wn69ZyKK9nIZsk2mbD85JqE8CLxJleJ8FwRbwud70wXdZ7NLBN5f47X8nM+VqHz2Z99\ndhsTO1k94gyoHomfhr0PC8iq5Sbf5NvyM6Kg8uSTT3L8+HEuv/xyDKOvoGXVqlVZHxwoQWW0TOQT\nncJDHePJQa6O8xO//SWvlW5N2mNcx2GZ2cS1V6zmpddeZGdof18mku2wOraqKOwxxVB1o97LfShB\nZWSklJzpMDlwzOsadCJuDepPeamRtBPVT8+uNWgkQSUVV3ptmf0+nXBAz2gb5olCMQoqI5Ga6TKU\nvciv+ZL2okyT7fNsIVYmZJOJ/rk11uN5JtLGv+x8PG3ZnYvuGPX9a2qmcPp0V1rnmmQFSWr1CBKk\nTAa5Ou4o7TaTjHwLKiNaft5++2127NjBli1b0pY//vjjQ9xDoVAoFIVMNBrld3/8HTUfnzVgnWma\nvL7tdcqvmJ77gWWAodo9j7ROoShUhBDUVAaoqfSsQb0Rm4MtvRxs7uFwP2vQ1j2dbN3Tid8naLgg\nzJz6krxbgxLdoE3LIWLa+OJtmENBDV1X4spEJTXTZSh7Ubd0cSUYmoYhDLRk16KEnUgvyByXfISY\nKrJLpoWx1AwSR7q4rpPsdiNxMTt7ONPTjffuYPShrcpuU5CMKKjs3LmTF154QSlgCoVCMUF45g8b\nqLqpjuPvHmHGygYAure1ccUdV7Lp3deZsrKaUztamL7Iazna8ccT3PqdNfkcskKhiBMOGSyaW8ai\nuWXYjqT5ZK9nDWruoavHswaZlmTf0R72HfWqHi6oCTKnLsycupKcWoP6owuBC0Qtm16zrw1zSdBA\naOp75mTDy2PxppSWtMHps7Z52Q6eIKcJDYFI+Ssg5XJiIqrHK190oXltWbOACjFVAFQGyrm4aj7v\nnXkfiWRh1XwEcLq3deQMErzsKV0rPLFQMT5GFFTmzZvH3r17mT9/fi7GoygwVGaKQjEx0f0GFyy/\nkPaDZ5COyzVNH8Lv9wOg+XSmXTyTsx+cwuyJcfvKW9X7W1HUCAGOlPHJ18TB0AWzZpYwa2YJ111a\nzdkOkwPxlswnWqPJ251ojXKiNcprW9soKzVonFnCnPoS6qaHMPLUNUgTAldKoqZNT8zGpwuCPp1Q\nsLhDTosxw6UQ6R+gKxOdixILBiFhlUBKrK5e2rt7k5PaRKhuQozxrou+ltJx69FEzpmYrCTsNJZj\n4+LGXydAPGdExlv70u//SJLhrt7rTyLxbDcgWFm7nLmVcwCoDJZjx1+fmhJKJh0jCipHjx7lP/yH\n/0B1dTU+nw/wypJeeumlrA9OkV86Ojr4wte+R3j2DQC8tvlhHrrf69zzmw3P8uyL7wxYpyZdCkXh\nc+uNa3j9kU2Yiw0qZ1fj32Fz503/iWAwyKzr69kVD2+dOm86/h02n/yT2/M95GEphtwURX6ZVhlG\nd12ipoNlu9i2i+24oAkmyldfIQTVlQGqKwNcttizBh063mcNMi1vktDVbbNtbyfb9nbiM0S8a1AJ\njTPDhEO5aXvc2W0CUF7qibi6ANeV9MZsuqMWPl0j6DcIBvSimtz+cWtLWpehDy+fmecRTS4SgggC\ndE1PTmyTliPcQcUYV7rxricJwVX2bYv07qYCwdzyOexu2wNCsKhqAYZm0Bnr8tYmRdt41Uy8ssZQ\nrajHTKLNd+qRSWC7dtJC4+WODOxWk8jxkQhAehVO53k+aY92Ap6AkvpXMbkZMZS2ubl50OV1dXVZ\nGVB/JnIAUibJdFhUNBrlM39xD+XzP4Gme1+wXMdm+Ywe9hw4yYlOl4raeX2hlY7FR+dHWfvJT2Rs\nDIp0JnogmMIjl11+JoIIUSydfVJR7+U+chVK+/u9LxHrtdHjnUcMzUAXOsLRcFyBlBrC1dGFgT4B\nrSeOIzl2KsLBZi/YtrN7YNcggAuqA8yp94Jtq4exBo0llLY/b+0+xb5mb1JyUV05ly0YPK8p8cux\n39AJ+HVCgdyIPeOlrSvKr17cl7bsszdcNKpKlYkYSptvsr1P+0+shyK1aiYhC+ialrQneZN8jXTJ\nBogLMwlZJ3EbXdOTVTS5rKYZ7HMrNTzVC0t1k+JH6pgRwgtWjVeCuMnKEDcZvJoQP1zpVSK5SSGl\nTwNLe6Z5qCZ6rflNdrfvBWBBZRNX1V0+7m2p93xmKdhQ2scff5zPfvazQwontm3zq1/9is997nNZ\nG5wif2x47gVigf7HXvDB0bNEQnPxRY/nZVwKhSIzTJTw1mf+sAFzsZHsVmQugZ+/9AuuvWI1r2za\niLnESAq/5mLv9sXy3BSZ4xfb/nXUt/VCMT1xxdDif9Mu6+hafFnKZV3ocaEmdbnurdP0YW4TF3ey\nODHQda8SZdaMMKtXVXO20+Rgcy8HjvVw4kyUxE9rJ87EOHEm5lmDShJdg8LU14YzYg3q7DaTYgrA\nvuZO5tdXJitVUvEmZALbcTEjLt0Ri4ChEwzktg2zQjEYo61MSK2aSSDBs4ckLEwjkPjtOyE8CMQA\nkUGIpBST8jgy/t5OyBzp90q9T+L8k5RxUjYlELjdMc72nutngUmsH9hxJnXMfdtldOc5Ec/JKSDa\no51JMQVgd/teLq5eoCpUFMAwgsqMGTP4sz/7My699FJWrlxJbW0tuq7T0tLCW2+9xZtvvskXv/jF\nXI5VkWOm1i/m5MF3qG30WmTHTm5h+SXz2XocwpW1nDz4NrWNKwEo7d7Ompu/nM/hKhSKImG81THD\nrXNMm44jZ5GOi103NxdPQzFBcaSDIx3AhNHNdzKCPkB8SRd0+sQY7++AZcJIu5wQdAYThqZMGEUD\nvwAAIABJREFUMVixsIxVF1cQibkcaunhYHMvh4/39FmDetKtQQ0zwjTO9ASW8hz/EJgwSZi2Q9Sy\n0YXA79MJFVAb5qqyIItmV6VZflSOiiITpIkdY9AZRD9hZDgSUktbtAMYKBg50sFN3CouEg2nsaYL\nNLlntBVECkUmGNbyY5omzzzzDBs3buTIkSMIIbjwwgtZvXo1t956azLAMJuosujRkQ3Lz9fWPUxn\ncAFnj+0gEGvhf/7TfyEYDPK1dQ/TXboUxzbp3v88t928mtvXfDzvZfQTHWUTmBxM9OM8XovOUOsA\nvvajezhw7gizrmkCwNhu8V+/9AMAZfkpcHJl+XnxwGu0d3Vju3byn9Xvr+3a2NIZsL5vnY3lpKyT\ng9tmio3+wox0dCwLYlGBbQtwdaSrgauB1MHVKA0FqCwJUF0eorwkMEDgGU4Y2vLBWfY1dyEQw1p+\nRoMrC69T0HhCaVX5f+ZR+3TsDGdpKab9mUlrTra2W0z7sxjIt+VnxAyVfKO+dI6ObHxBH6qLj+ru\nkx/UJGxyMNGP86+fXc/GwDtJi47rOCwzm5IWnW3+vX3ZTLbD6tgq/vSWtUPe74oVV/L/PfkvxBaK\nAfe79cY1PPVvv2H77u0sXbCMT/7JpwrifDXRj/FYyJWgcvzcqYx/eZVS4rgOvWaM3phJ1LKIOVa8\nwsXGkQ62tHHi4osTF2sSy1MvO3Exx5E2thv/K20cN37blMvOKG0ChYz36/bg9qe0y0NV6KQINsk8\nHGEQ0A1KfH7CwQB+3eeJOym5OYUaCKomV5mlPdpJRXkIEcv+D78ThfZoJ/+6b0Pask9dtCZZ4VEs\nr9GRnkcmtg/nX/lSLPuzWMi3oFLYCV+KvBIMBgcNmR1quUKhUOQS23F47OnHOO07SxXT0tZZlt1X\nnbIK3t7xDp/kU3kaqWIiIoTA0A3KQgZloRLAE1ks28U0XSzXwXa8vIFM5gFIKQcXYqTTJ7qkLU8R\naYYUcfoup4o4qeKOK93MPQekt30nt1U+mtC8XBvNFxdZ9KTokhReRLoIM3C9d39D0wfcJu266Lte\nTJ2Kip1EFYGu68wrm5ux6gSFApSFSDE4SlBRKBQKRc7oa9nsXffvsPn8XZ/r17K5b92td60Z8n4V\ns0uxZ+tUujWc2tHC9MVei1LjkEPHBedUIK0i54h4tocXmuoDwLIcYpb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/01ZrL5bSWIL9lgSkHlwQenVvQUReHgwYNZWZCwMOx86D6+84MnqNjyKADdx1/kNz63D4/HQ/vp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Tpl2GPHlpp1mtNp5+ejTNmrVIt93DwyPLMlwfMElrL7q4uOLm5p5hOE1au81m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i, ind in enumerate([0, 1, 3, 4, 7]):\n", " fig = analyze_pair(*ranked.index[ind])\n", " fig.savefig('figs/extreme-user-{0}.png'.format(i + 1))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.4", "language": "", "name": "python3.4" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }