{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/srvx11/lehre/users/a1254888/.conda/envs/ml_flood2/lib/python3.7/site-packages/distributed/bokeh/core.py:74: UserWarning: \n", "Port 8787 is already in use. \n", "Perhaps you already have a cluster running?\n", "Hosting the diagnostics dashboard on a random port instead.\n", " warnings.warn(\"\\n\" + msg)\n" ] } ], "source": [ "import numpy as np\n", "import datetime as dt\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "import dask\n", "from dask.distributed import Client, LocalCluster\n", "cluster = LocalCluster(processes=True) #n_workers=10, threads_per_worker=1, \n", "client = Client(cluster) # memory_limit='16GB', \n", "\n", "import xarray as xr\n", "from dask.diagnostics import ProgressBar" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "client" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/srvx11/lehre/users/a1254888/.conda/envs/ml_flood2/bin/python3\n" ] } ], "source": [ "import sys\n", "print(sys.executable)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def shift_time(ds, value):\n", " ds.coords['time'].values = pd.to_datetime(ds.coords['time'].values) + value\n", " return ds" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "static = xr.open_dataset('../data/danube/era5_slt_z_slor_lsm_stationary_field.nc')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "era5 = xr.open_dataset('../data/danube/era5_danube_pressure_and_single_levels.nc')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "glofas = xr.open_dataset('../data/danube/glofas_reanalysis_danube_1981-2002.nc')\n", "glofas = glofas.rename({'lat': 'latitude', 'lon': 'longitude'}) # to have the same name like in era5\n", "glofas = shift_time(glofas, -dt.timedelta(days=1))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "glofas_rerun = xr.open_dataset('../data/glofas-freruns/2013051800/glofas2.3_era5wb_reforecast_dis_bigchannels_1000km2_20130518_0.nc')\n", "glofas_rerun = glofas_rerun.rename({'lat': 'latitude', 'lon': 'longitude'})\n", "glofas_rerun = shift_time(glofas_rerun, -dt.timedelta(days=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## feature selection" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "if not 'lsp' in era5:\n", " lsp = era5['tp']-era5['cp']\n", " lsp.name = 'lsp'\n", "else:\n", " lsp = era5['lsp']\n", "\n", "reltop = era5['z'].sel(level=500) - era5['z'].sel(level=850)\n", "reltop.name = 'reltop'\n", "\n", "q_mean = era5['q'].mean('level')\n", "q_mean.name = 'q_mean'\n", "\n", "era5 = xr.merge([era5['cp'], lsp, reltop, q_mean])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpolation step" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "era5 = era5.interp(latitude=glofas.latitude, longitude=glofas.longitude)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### time subset" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#era5 = era5.isel(time=slice(0*365,10*365))\n", "#glofas = glofas.isel(time=slice(0*365,10*365))\n", "\n", "if len(era5.time) < 3000:\n", " era5 = era5.load()\n", " glofas = glofas.load()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "krems = dict(latitude=48.403, longitude=15.615)\n", "\n", "surrounding = dict(latitude=slice(krems['latitude']+1, \n", " krems['latitude']-1),\n", " longitude=slice(krems['longitude']-1, \n", " krems['longitude']+1))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# select data of interest\n", "dis = glofas.interp(krems)\n", "y = dis.diff('time', 1) # forecast time difference of discharge\n", "\n", "X = era5.sel(surrounding).mean(['latitude', 'longitude'])\n", "#X" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def add_shifted_predictors(ds, shifts, variables='all'):\n", " \"\"\"Adds additional variables to an array which are shifted in time.\n", " \n", " Parameters\n", " ----------\n", " ds : xr.Dataset\n", " shifts : list of integers\n", " variables : str or list\n", " \"\"\"\n", " if variables == 'all': \n", " variables = ds.data_vars\n", " \n", " for var in variables:\n", " for i in shifts:\n", " if i == 0: continue # makes no sense to shift by zero\n", " newvar = var+'-'+str(i)\n", " ds[newvar] = ds[var].shift(time=i)\n", " return ds" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [], "source": [ "shifts = range(1,11)\n", "notshift_vars = ['swvl1', 'swvl2']\n", "shift_vars = [v for v in X.data_vars if not v in notshift_vars]\n", "\n", "Xs = add_shifted_predictors(X, shifts, variables=shift_vars)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "Xar = Xs.to_array(dim='features')\n", "yar = y.to_array()\n", "yar = yar.rename({'variable': 'features'})\n", "yar = yar.drop(['latitude', 'longitude'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "Xy = xr.concat([Xar, yar], dim='features') \n", "Xyt = Xy.dropna('time', how='any') # drop them as we cannot train on nan values" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(45, 13514)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xy.shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "assert len(Xyt.time) > 1" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "predictand = 'dis'\n", "predictors = [v for v in Xyt.coords['features'].values if v != predictand]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Xda = Xyt.loc[predictors]\n", "yda = Xyt.loc[predictand]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "['cp',\n", " 'lsp',\n", " 'reltop',\n", " 'q_mean',\n", " 'cp-1',\n", " 'cp-2',\n", " 'cp-3',\n", " 'cp-4',\n", " 'cp-5',\n", " 'cp-6',\n", " 'cp-7',\n", " 'cp-8',\n", " 'cp-9',\n", " 'cp-10',\n", " 'lsp-1',\n", " 'lsp-2',\n", " 'lsp-3',\n", " 'lsp-4',\n", " 'lsp-5',\n", " 'lsp-6',\n", " 'lsp-7',\n", " 'lsp-8',\n", " 'lsp-9',\n", " 'lsp-10',\n", " 'reltop-1',\n", " 'reltop-2',\n", " 'reltop-3',\n", " 'reltop-4',\n", " 'reltop-5',\n", " 'reltop-6',\n", " 'reltop-7',\n", " 'reltop-8',\n", " 'reltop-9',\n", " 'reltop-10',\n", " 'q_mean-1',\n", " 'q_mean-2',\n", " 'q_mean-3',\n", " 'q_mean-4',\n", " 'q_mean-5',\n", " 'q_mean-6',\n", " 'q_mean-7',\n", " 'q_mean-8',\n", " 'q_mean-9',\n", " 'q_mean-10']" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictors" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "time = yda.time\n", "Xda = Xda.chunk(dict(time=-1, features=-1)).data.T\n", "yda = yda.data.squeeze()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dask.array" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xda" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2.6490652 , -2.63816814, -2.72715693, ..., -5.49181238,\n", " 17.57632399, 13.55109529])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yda" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "import joblib\n", "from sklearn.pipeline import Pipeline\n", "from dask_ml.preprocessing import StandardScaler\n", "from dask_ml.decomposition import PCA\n", "\n", "#from dask_ml.xgboost import XGBRegressor\n", "from dask_ml.linear_model import LogisticRegression\n", "from dask_ml.linear_model import LinearRegression\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "model_kws = dict(n_jobs=-1, max_iter=10000, verbose=True)\n", "\n", "pipe = Pipeline([('scaler', StandardScaler()),\n", " #('pca', PCA(n_components=6)),\n", " ('model', LinearRegression(**model_kws)),],\n", " verbose=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pipeline(memory=None,\n", " steps=[('scaler',\n", " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", " ('model',\n", " LinearRegression(C=1.0, class_weight=None, dual=False,\n", " fit_intercept=True, intercept_scaling=1.0,\n", " max_iter=10000, multi_class='ovr', n_jobs=-1,\n", " penalty='l2', random_state=None,\n", " solver='admm', solver_kwargs=None, tol=0.0001,\n", " verbose=True, warm_start=False))],\n", " verbose=True)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Pipeline] ............ (step 1 of 2) Processing scaler, total= 0.5s\n", "[Pipeline] ............. (step 2 of 2) Processing model, total= 1.2s\n" ] } ], "source": [ "Xda = Xda.persist()\n", "\n", "with ProgressBar():\n", " pipe.fit(Xda, yda)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test it on the same data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def add_time(vector, time, name=None):\n", " \"\"\"Converts arrays to xarrays with a time coordinate.\"\"\"\n", " return xr.DataArray(vector, dims=('time'), coords={'time': time}, name=name)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "with ProgressBar():\n", " ytest = pipe.predict(Xda)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array(517.917556)\n", "Coordinates:\n", " time datetime64[ns] 1981-01-01\n", " latitude float64 48.4\n", " longitude float64 15.62\n", "Attributes:\n", " long_name: discharge\n", " units: m3/s" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dis['dis'][0]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "ytest = add_time(ytest, time, name='dis-forecast')\n", "ytest_dis = ytest.cumsum('time')\n", "ytest_dis += dis['dis'][0] # initial state + changes = timeseries of forecasted discharge" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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29jvf5wwu0W4WedYrCzQ9I1dKIMtrlwgA4MWlEJv4fzJc9MFDOmcgHmWHnChMvNiFkqhURttUIp0z0NES9/BsiPxFBrhK7rS2pNenQDShPnLdsqLvc4aJlnjUo7OhicTs62BT717Kvl7TORPJGK9dIi/iBYw61kl/z7irOFH4sM/pbyu2H8LaXb1en0bD6fcXbnxGVCzI823MUKNml2e5oKbB1avBpu61hUAuV4gRAd6UWGUgt076W8ZALlF4CPtv1n/yt/de/RTe+ctFFX9emv3Rn841+pTG3dpdvbjktmed799+5T/w3I4eD8+IyF/0qzxobba+rNxkkINCLusyVmJphebBjNxgU6tfUglrUTcDuUQWbnYWQPqAgY0ZUfhwYB1spYHbk7/9YOB22i2t7dufzuObd6/16GyI/EeP3Qatyc7lCyd8YCDj4ZkQNZ7bZGouaBct1YyB3GBTb1970srIHcjkPTwbIv9gIDeA9LdsKBOs4AARjY59Tv/qqyK7dl9feWBkMBusjmfKpXYgl6ISFeg1coO2QWVGy0Z85sVDHp4JUeP1pcvvv3lm5DYNBnKDa29vGg8+vxcA0JGy9mnod7meiZqRF31PbnZWL+0946wUUfgELSjQTHoGRw7kXvuPrfjuvevLjgdt9URrojyQy8EQUUFxRm6wro2ewazz9f7+tIdnQtR4S7d2lx1jaYXmwRq5wfX+a5bgpYNDAIDJrQkAQO9w8MqVETWCF7cxZuTWSc8CGWQglyh0ghYUaCbZUe6a1y3a5no8aIHctmT5nCs3SCJyF7RLo3swi7ZEFEIAh7SgLlEYXXrnmrJjOa4waRpG0BpocqggLgB02hm5fQzkEgFgRm4g6e9Z0JbrElFlwt7tjMkD/uW2aYouHnWfqxzOBn8gwawWogJ9v4IgTb7t70ujayCDjlQc8VgEh4Y4KKbmw1JBzYN9l+CKR4Uz6eIEcllagQiAN31PZuTWSX/LWFqBKHyCFBRoNvpyTLed6uNR4Xw9d0rK+TqTD05G7kAmj6VbD2Jyaxxff8cJznGuACEq0C9/I0Bt9pnfewT3rt6DVDyKtkQMQwHbiJFoLCptHjva6hoKDwbtgysaKfSpO1qsXECWViCycLOzANLHCwOclQo8KSVuX/YShphdTbYAxQSajj74c7uBJmKF2rL/+caFrs/zu4MDWWQNE994x4l43+lzneOcOCQq0K9+GZDLW9/gqSUeRSoRDVzZF6KxqLRykZudNQ8mRwSX3s2ORSKY1BJjaQUiGwO5AaTXyGUmRfA9vfUgLr1zDf7nr+u8PhXyiUoZJOS9nFZawa3GnsrInd6eKKozG6R6fCp7OBGLoKMl7hxP50wOfolsQczIPajVw21NRJGKRzHMQC6F2EPr9rke53L75sH3OriKxkMC6GiJM5BLZGNphQDS3zPuuhp8Kmiyu3fY4zMhv2Cf078yWpvrlmXbbgdv3/nyw9HeogVyR6mt6ycZ+1yTsQgiEYH/Pv94nP+ywwAAg5w8JAJQPKnuRVZELfb3Z5yvU4koWuIRDPOaphD70h2rAKCoTBAQrFUyVJ+gtM9UTg9UCWHVye1LM5DrZu2uXiz82n3YvH/A61OhCeJF08ZAbp3094yB3OBL2Jsj8b0k1V8JSnZXMyrOyC18fcfyHfjOPevQnowhFY/iW+86Ee3JQpmFIA0anUBu3Dr/z7x+AV5/3AwArJNLpARxUr1fK8fVEo+iJR5FOkD1u4lqNW9aW9H3rJvaPPheB1dJQi46UjH0DbMf6uaBtXuRMyT+tmq316dCEySwpRWEENcLIfYLIdZqx74thNglhHjO/vN27WeXCSE2CyE2CCHeqh0/XQixxv7ZlUIIUfpv+Y42egjScl1yF4+pQC7fy2anPgFum2iRP+gBWT1485U/rcZ1i7YhnTdx7Kx2CCGg306CEugBCqsEkrHC7VqViWAgl8iit9JBqTOrd/qd0grMyKUmMKU1XvQ9ywSFX/dABq/9waNYv6fP61OhcSCEQEdLPNSbndWzMXLC7rNzDNk8vCjFOF4ZuTcCON/l+BVSylPtP/cBgBDiRAAXAniZ/ZxfCyFUqtTVAC4GsND+4/aavqLeMiGCleXlRkqJoy67F9f+Y6vXp+KZiB3sCVKghxpD3Xy5MYN/6ddpLl/+Pj25scvJZJ3V0eIczwawtEJCC+SqkhH9DOQSWbR2OhOQ6ztvFs4zxc3OqIkIIfDZ1y/Al998LIDgj59odI9t6MKunmH86rHNXp8KjQOBcJdW+MLtz+K4rz+AHQeHanp+xM4d4arO5uHFez0ugVwp5ZMADlb58AsA3C6lzEgptwHYDOBMIcRsAB1SyiXSiqDcDOCfxuP8Gkm9Z4loJFB1F91kDRNSAt+9d73Xp+IZk8E7sqmJNZbz8i89IFtpIBize1NzJqdwzyVnAwhWxn3aztBrTRRKQzAjd2Q9Q1n8523PhjpThAoODWZx5aOF4EBQgqH6EuPOVJybnVHTmN3Zgq+cfzzeferhALjcvhmoVUWDWfZbwiAiBDpS4d3s7C/PWSURVr50qKbnR+yxB+eovHfHMzvw4PN7G/7vBDkjt5L/EEKstksvTLGPzQGwQ3vMTvvYHPvr0uO+prL2ErFI4GeU07lgn/94UJ1Jk/8VTU8F87kxg39lDb20jftFq2fnHT45NeJj/UgFdlLxQiC3nYHcEV2/+EX8ddVu3LB4m9enMmGGsvmmXMI3nDVw05IXi44FJyO38H5NaUughaUVKOQ6U3G85xVznHtxzN6XIs9Od+ipQC7HmuEgBNDREsdg1ghUn3o0Uko8tG4fJtkbJB8YyNb0OlF7hW8z9sv85it/Xo2Lf7+i4f9O2DY7uxrAAgCnAtgD4Kf2cbe6t3KE42WEEBcLIZYLIZZ3dXWNx7nWTJ1gMhYJfEO2eX+/16fgOWbkkqJm1oJ+XYdZ1mWzs9Jae/r38agoet5jG/bjX6992tf1+UYK5A5kGPRx0xK3ujbNEhQ7NJjFid/8O379+BavT2VCfP/+9Xhk/T70DuVwwjcfwNUlv3dQArn6JOHUtoRdWiEY505Ui7xhYlpbwvneuSczI5fI19wSBzpTdpmvdHiSCp7f3YdP3bzc+Z26BzI1vY4q1ch4QvMIbGkFN1LKfVJKQ0ppAvgdgDPtH+0EcIT20LkAdtvH57ocd3vt30opz5BSnjFjxoyazzFvmLh16Ut1ZTXppRWyLjUag+R//rbO61PwnMqQYbtL6jPAQK5/uQVyb1qyvfgx2gAxbmf/qNUTn7jhGSze3I2DQ7XNuE8EFYxs0UordKasjWJ6fHzeXkrGrP+roAT06nXI/hz83/IdozwyHK55Yisuumm583uXvs+BKa2gZSG2JWJIxaPIGqavJ5a8sr8/jWue2OLJ0kUaPzlTOlm4ABCP2Bm5/MyHXt7l2mW2YnB09RcHNIUAOuy+aJjKK5RucNZdY0au2l+ZTVvzCFVpBbvmrfIeAGvtr/8K4EIhRFIIcRSsTc2WSSn3AOgXQpwlrO3FPwrg7kadHwDcu2YPvnrXGly3qPbll05Gbjwa+ICPPkverAx7YMUZNFKfAbdNtMgf9DZXTaQdGizudOkDxIQ9gMwZJh5at8857udsgrRLRm5HKoZYRODgIAO5btyW94SZ2givGeqr6gP/eMy9CxuUAL4q5XTC7A6cdfRU5xpPB+T8J9IP79+A79//AhZtPuD1qVAd8obpZOEChWs46OMnGp3bJrMsXRYc+0sDuRBOUsFTW7pDU+prsGSl2wFm5IZGo9sbL9qzcQnkCiFuA7AEwHFCiJ1CiIsA/EgIsUYIsRrAGwB8EQCklM8DuAPAOgAPAPiclFJdNZ8BcC2sDdC2ALh/PM6vkgG70am1kDWg1ciNBr+0wrxpbQCA046c7PGZeMepkcuGt+mZzMj1PX1gsLtnGBfd+IyzrP6SNx4DoHipSyQiEIsI5AwT//V/q5zjfs4mGM4ZiEaEk00MWDt+T2lLMJBLAAo13YeaoJSEHqSNVIjYBy0j99qPnYFp7Ukn675ZSoKMhcqSOsRVCIFlmhKmBGKRwr2sNR5FRAB9w+EIAlFlbhm5bsfIn9wyclWZr6/etQbn/OixUGRYq4D0q4+ehlPmdtZ8z1EZuYwn+Eejx/NelFaIjceLSCk/6HL4uhEefzmAy12OLwdw0nicUzVUuvzSrQeRM8yigfJYJUJQI1cNkMI8GPz4DcsgANzwiTNdf26wtALZ1M03SJsYPrxuH46fPQlzp7R6fSoTQm9zr3lyCzbuG8BzO3oAAGfMnwoAaNVKEgBWeYVMznQ6WQDQ5+OM3OGsWZSNq0xrS6CbgVxCofMYlABmre5+bhf+vHKX832l+3QmIP8PKogRsyPSLc5mQME4/4mk3uuIaLZ8+/DI2RMXMS0jNxIRmNKa8HV5IxofbsuOc4aJFpf+DfnP/v500fcRIXDE1MJY4+BgFos2H8A5C2sveekHg3YM5Efvezl+/PcNWL2zp6bXUR93BnL9I5NvbHvjxVvdyM3OfO+ZFw8CsDKeNu0bqOk1nBq5sUjgi/Wr7LbBrH+DGvWQUuLxDV14bEPlDfIMbnZGtqDVyJVS4t9uXo53X7XY61OZMHp2XpudGaCCm6+cPwVvOmEWfvIvpxQ9pzURxXDOwDytA9qf9nNGbt7JMtZNa0/UvAlD2BUm5JqjHVclgXIB74OM5vO3P4cnNxbu35WWsfl5YkZnlARyUyojl4HcMtIuZMY4bnCpFW96aQXAumffuvQl1j8OObdstXzI71lhUroCTAA4fHIKbziuELhdt7tvgs9q/KmM3NZEFFPrWPmm2rOADCGbglt5l3pNbUvghNkd6EzFg1taIai2HRjEkfZgvqvGAbHqXCaiEeQCXtdMLV0bCulO6NUMcp0AQKNPhnzPqZEbkI6mGvw303J7PciulngB1sRaayKGaz92Bo4/rKPoOa3JKIayBroHszjTztr187LOg4NZTGktr18+tS1Z9l4vf/Egs/lQyPzyYpmTF5p1earb25uMRdDr41IpOnVvUUvNVeY9SyuUM5xBcXN+1sMgX/J5L7X1wOBEng5NMLdrN2cGe9zcTIayRtEKNzWpduysSc6xMGRXq2S2tmQMU1oT6Evna0roUf3PZkkoCIJGJGYJWCVJ41HhyZijqQO5fcM5HDOzHQCwvy89yqPdFWfkBvuGFPaM3LS2E2Wli5k1ckkpBHKDcV27BS9MU2Lp1u7Q7ghdaXa1LVG5M9mWiGFP7zB2HhrG7MktAIA+H2fk7u3LYFZHS9nx0tIKm/f3432/WYLv37d+Ik/PlwyjuTIhmjW45XafntKaKNvw0K9UJnXUzlB0ArkhnozpS+fwpT8+h729Y+tzq75ZUCZWqZwK2pVm5H7wzCMBgCtMahSUTGa39rpZ711BNJwzisp8CTuS+8U3H4sfvvdk5zFBN5jJIxoRSMYimNpuJVHUUieXk4/+04iMXMCa1IgI4Ulb3LSBXNOU6M/ksWCGtcFX7Rm5ljDVyE3nzFA2PGkty6XSLvXq9+YkMalLoFEN/3hzyyp9cN0+fOC3T+MPT2/34IwaL2cU6sfqy6lbE5XLv7clY04pnVOPmIxoRPh2szMpJbbuH8BR09vKfja1LYH+dN75fO7rs+5hG/b1T+g5+lHOacfDdx9zE8b7dTXcsh8mt8ZxaMif13Opshq5TVBaYfGmA7jz2V34wf1jm3DacWgIQHAmVqmck5Fbsh/Jx14zDwBwYGDkYMnGff1Ys7O3MScXUH9asRNHf/U+7Okd9vpURuV2n2JpheBI5wzXjNuWeBTvP+MICAEMZYKfCDaYsTKPhRCY0hoHAPxt1Z4xv47qfzZp98yXGpFwqd7eaESwtMJEGsjmISUwq6PFWopXY8dfz8gNemkFPWAVlODVWKRzhd9pW4UlXPkmq61I7vT3PygDR7eM3JcODtp/+7+TX4usYWL6JGvGfNWOwoYEbcnKGbmtiaiTyXr8YR3oaIlVnNjx2mMb9qM/k8exs9rLfja1rThTQLXZiVjwl7bVS2WgB32VTLWat7RC+e89rT2BAwHJ7CssNS/OyE2HuLSCamvHmlmrNuENyv2Yyqn3TtC2ydAAACAASURBVH3elWltSQAY9bp9yxVP4l1XLWrMyXlgw95+HH3Zvdiwt/bJ1zue2QEA2N49NF6n1TBut6megEy6kRXITVVY7SaEQFsihoEQlGYczOSdUm2qrfrOPevG/Drc7Mx/GhHbklJCQFgZudzsbOKoDKyOljg6UvGaa6qpGrnJEGx2ltFKD4SxzqJeWuG9Vz/l+pjCZmcTckrkU/r7H5QgyUCmvA1Tg+V4rDBw+s0TW/Dcjtp2YfWbbF6iPRkvOz5iRq72s8M6W9CRivu2tMJ9a/ZCCODdp84p+9l0e8mXGvyqoCUnoQqZP2GckHRz/aJtXp+CJ9ya5nnT2vBidzBqbap7S7Q0kJsPX/9LOVjDElWgcC1ncs1xTYeR+rzHSzJyJ9tZb0GpbT1e/rRiB0wJPLx+X82vkTHcy1X4kdsKmSc3Vd58mvwlnTOLSiuUak1EMRSC0ox6LeC5U1pHeXRlKp4QlDFkNQYyeazdFdxVEY3KyBUCiES8Cdo3bSBXZQV0pGKYVEdGlnrPkiEoraB/wDMhHADrG4icNKfDtW6oYR9r5hm0+Zfeiyse2uj1aXhKf/+DEgzK5ss/sz32oDnv1AyV+MH9L+CffrV4Qs+tUbKGiUSs/DbWOkKN3FYtW3fulBQ6WuK+La1wYCCDk+d0ojNVHqzuTFmBXDX4VZNvYW+7NuztH7Xms5rACON9zM09q8e+7C8M3D7rR09vQ89QLhB1cvOGiVhEOLUGVbbTcDa8n1u1gqDW8hF+nXSj0TkZuSVBx3g0glQ8iv4me2/VdR+N1BGEDdCmvG6lcH764AYPzoRqMZw10BKvHDZqS8YwGILVJAOZPNrsjNyT5nTin0+zEinGmuCmJi7CtEfJZ29ZiXf+clFR4l+QNKxGLoCoYGmFCaVn5I7HLFIiGvxArp7pENSLdCR6I5yIRnDM1+7H31btLnqMU1oBzVl3UN1wfvHIJo/PZGL97smteNcvFznZjGYASyvkXQo77+6xNpTpT+fwh6e349al4aqVm8ubSEbLb2MjDYymtFoB0E+/7mjEo5G6JvIa7dBgFpPt8y01qcXqaKpzV+13mNutfX1pvPXnT+J//mYtczvvp4/jrVc8WfY4dS2E8T7mJukymdEM3OorqnrSWyuUT/ITw5RFbVVLE2x21jNo9b27xxhoV/fk0qXYakPPMLd7YVEorVDeXk1qibnW+Q8zO45b1+RrMqYmf/zfZpReo0dNb6sr45Em1nCFGrlKayIaihq5Q9l80cq90+dNATD2FQNGgCZZqrVsWzcA4GAAJsrdNKa0gvV3JCJcJ6sarTl7/yhsjNORiqM1Hqu546wCP2HY7CxrmEjYQZF0CJevpbULeOVL1tLy0kCu6mh09Wew4Kv3YZPLxkGb9vVj6dbuBp6pd4ZCPIAcyeX3rceaXb3ObLLeFgflJuwW1Fi/pw+AtRHa1/+yFt+4+/mJPq2GyhpmUdmIaqilYVF7FNXR4t/SCv2ZvBOwLaWO/37JdmzY2+8ELcMcz1BlJB5ctxcAsKVr0HVzN3XN+jVAP95es2AaACsw0EylNdwC9bM6WgBY93C/y5uyaJm5ynYKY2krRWXkdo+xjrHqmw2VBKxufOpFfOC3T9dUw9BLv3psM974k8e9Po2GWbH9IOZfei++efda55jqo7iVAehIxdHvUh4qzCJ2H6SeTTmTdpsRhMkf/feMRgTOmDclMCveyK6RO0Igty0Rw2AISisMZIyifTYm26vfxlrP2cnIDdHu6WrcFNTa1o2I00kpIYRAVIia2/Js3sR9a/bU1B42byBXy8htSURrns1UY6aWeBQ5QwY6KyCTM9GRsoIDYcxkcnuPSzP3SmvZvOXn5dleb77iSXzgt0+P78n5xFAICtXXQ2XmBzEjN2cUZ9SbpsTOHmuTswee3+vVaTVUNm9NPp2zcHrVz/nEa+fjPa+Yg/eePheAVV7Hr5lAg5k82ivU+53UYpVbWLT5AD554zPO5Fs9g0K/U5uSltZYLGXYHecDAxks2nQAOw/5fyOYeqiJaSnDnZFdqjSoBxQ2AQxCxkjeMIv6IIloBBERjOy6WqkBYPfA2N4fp+51yf1YbVx741Mv1n9yE+jHf98QiKzxWr336iUAgJuXFFYBqYBGzKX99vPKmEZRQZF6mmy1GiMIbYaerRaNCCt479NJdCq2p3cYL+ztR3KkQG4y6npPDppBrbQCUKjhfWiM9d3VPcuPY8i/P78Xe3utFZtd/ZmqEgAODmadZKegTsA0JCPX/tva7Ky2xvyJjV347C0r8cMHXhjzc5s3kGvfPDpSMbTGo7Vn5Np/q811glzoO2uY6LCDA2HMyHULTpcGcksHwU2U3AQg2J/f8aAC2WZRRm4wrgV9EqI/nceBgUxgb7bVWrOrF8lYFDd8/JX4/UVnOpmJKtPFzbT2JK74wKlYMKMdgBUQ7Uvn8I9NXb7b7X4gnUf7KBm5gBWwbIYauWoTKNOURR3P0k6oyvzqHc7hw9ctxdk/fGziTtID+nUelBUE42GkQO5YB11eyJvS2RUbsGpmprT+6IrtB0O3+qdnuFAjdyz9DXV7y5T01Ueqhx4EYb1H611rFWx3Nl91KX00yce16hslMp6lFQKWkRuLCExqsWqqhqmGaFhdaZfbm+yyX4PSmoxhMASlFfrTuaL+tQrkjjkj1/64+61PljdMfPr3K/DmK57Apn39eOXlD+O2ZTtGfd5p33nI+Too42KgeHzQiM3OAGs1XCwqXFfGVkPtZ1PLRnLNG8i1M7DakzGkErXPIqnPR7udhh/k2ahMznAarzBm5KpAx/vsTDygPHA7lsYpbJlvj76wD+f97AmvT2NC3blyJx5eV9gxWF2/QdzsTA/k9g3nsOPQ8IiPD/o1/lK3lWX5wPN7EYtGcM7CGfjUOUcDAM48amrVr9PREsdQ1sBHrluGL9z+XEPOtRamKTGYNYoyA3R6VmoiFnE29vJbp3E8qQ39soZ0slABK7vgZ9oGjTn7WhgIwaCiGnob1aiOqh+5ZaG1xKNoS0THnPHpBcOUZRs/pRKFQO57r14SutU/PUM5ZwJ9LO+R6quVbmA4Us1Gv9L7mUHIpKxFSzzqBEDe8JPHsXn/gDPIZUauRWWo1rMpp8rIDUI5Fn3IFI0IZ1VRs9yng0xNkH7jnSfijxefhd98+LSyx7TVEUvxCyklBjJ557MJwNmnone4trrufpuoUO1sfzqPTfsHAACPvrAfALBxX39VwfigjIuB4oS8hpy3/fqJWKTm/rdqA2u5BzZtIHc4ZyARiyAWjSCViNZ8E5T2O6gG20GejcoaJjrs2bZMCDNyVYf5w2fNc46VZu2M5SIP24D5tmU7yjKQTVPiFw9vCsQy1dFIKXHBVYuK6iJ/6Y5V+LeblzvfD+fsJcr2WxuLiMAExvTOQu9wDl391rKZn73/FNfHDwR80OS28cDrjp2B33z4dFx09lFVv87UtkKHbdHmA+NybuNB1RqbVCGQCwBT7IFyS7xwDwtzVr0KgORNE/v70s7xf//DSlz5yCas3tmD3T3DWP7iQQDNs6JCvxcFKVOiXpXq8U1tTwQiIzdnyLKNn1riUaQDPhgeyUAmj/nTrA2OxrLhmQp6PbGxq+gzrq+qCsrkup55OpQLX3stpcRwzsD09qRz7LkdPcg5pRVcauS2xIsm50Z7/TBQfct6xltOjdwAtBl6aYVYRKDNzqZftu2gV6dEVRrKGpiUjCERi+BVR0/D+SfNLntMayL4GbmZvImcIdGul1ZI1ZaRWyit4K/2St8TRPWjhbDGkG+54kl88sZnRn2NIMU/jAZn5EoAAgLJWKTmtlyNx2upE9+0gdxM3nBmMlPx+jNyVSA3qLNRhimRM2ShtEJJtt61/9iKe1bvdntqYKjNzmZMKnQue4ZyWLe7D9u7raVfpRe5yihwE6SGrBpRl+XoT2/rxhUPb8TX7lrjwRmNr/39Gaza2Ysv37EKgPtgoDQjNxmgTQz1JR2HhrLOqoNXHT3NdYOCoLZViro5z9Su50hE4PyTDhtTltacKalxP7fxMGiX+aiUkQsA1338lZgzOQUppdNmB2FAVys10ZbLm9jXV14G491XLcZrfvAo9vSmy34WZsWlFYLRXo2H0s/6PZecDQCY2poYU5DQK4Zplmfk1lHqy+8MU2Ioa+Co6VZZm71juE71IO3Cr93vfK1/3oPSJ9PvvUG/D7tJ50xICZy7cIZzbG/vcGGzs0j50LOjJVb1pqNhqQOu2u3S8dZYqDJSQWgzijc7i+BNJ84CUNtyYppYw1kDqVHK2LQloxjMGoGeaFEZkR1aaYXWRBTxqEDPGEu/qDGK3/pkehLMt/9mbRJqmhKH7ED10iomVoKUkavfLxpSI1dKCAEkYlFk6szI3XFwGL98ZNOYJqWbNpCbzZtObaFWeylbLY2PekZ7wAO56sPtbHZWMqvw3XvX4z9ufXbCz2s8qYy1GVqWwMHBLN5+5T/wuh8/DqD8Is+NcNEHqSGrhnrvgeL6ZkAwNo4ZjWooVQaDW0ZnWSA3HkXelLjjmR3YdmDQ1xk/OW1n1O6BbKEOeEusaAdWJQgd/5GozNOfX3hqXa/zqqOmjcfpjLsBe2a2Uo1cADjtyCl4+8mHYTBjOHXNhwL+vo5EdYhzpsS+vrEFa1fv7GnEKXni0GAW8y+9F7cufQmAlUXSYrdrubx/26h6JUqWZA+WbM55/GGTAFjLQA8O+qvetZu8Kcvq9OulFRQ/33fGQt2DT5htvU+7ekYu/6MzKvTP9eBtPUvUG61nKIufPbgBvUO5okzyME68qXvzkVNTTtbl/v6Ms2rILSN3UksM2bxZVcknv2W41Up9duvJyFVNQxD6c3pA5cBABtPbkzhlbicWbwlXHfAwGsoao9Yjb03EYJgSmbyJtbt6nfJnQaI239P73UJYKzOvfnyL67ixEnXfLt1E3WtumztvPzhUtEfI06PU5g9SGzwRpRIFYGfk1tYO92uZ7D99aCMWb6l+dWjTBnIzedPJyG2JRyFljZ1A+wOiGrhKS/38zgnkVsjIDYPhnIFENIJELIJfXHgq3nHybOzvLx7slQVyR2iswhbI1T//apJD1eEMSqbLSFQnUmWFHHCpz3dgIIMrH9nk/L4qcPCVP6/GG37yOK58dNMEne3Y6Rm5Bwez6BvOISKAtkTM2Yzx/WfMdYIdQR9AqvNvS1QOdFajLRkryrz3SzaBygxodwnC61oTMQznDKcDGtTJxGqo6zJnmNjXP7ZA7ruvWtyIU/LENnsFyW3LrEBuNm84k8n6hE7YJOw+2+zOFgDlpZFUUHRqWxKHBv2/cVLeKN7sDLD6o6XXcBCCNNVQgdy5U1JoTUSx81B1A30pZcUyKfrEhZ/7ZHeu3IUrH92MPyzdXjQBMZQ1An8vLqU+v62JGB74wrkArMllVbs87lZawV6+/I2/rB21pmQY+qNAIVGknvGW6q94WSP3sjtX46PXLxv1cW6TMccf1oEdB4MX8Gs2Q1kDqVH62mrSZjCTxzt/uQjn/jh4m8yqe9SkpPtq3C1dA1W/ln9r5Bb3jf7l9Ll48cBgUXLEVY9uHvE1skZw7ln6BFIjsqPVqydikZr7IKWlDu9dvafq5zKQi0IQtpbOlISVvagCJUOZ4Hy4dWoW3K1Grt+WBdQqkytkLV1w6hwcZg8GdaW/a9YwK2bD+HnQUAt9cKEGzKqjGYaMIBXozNuBDrdaTl+7ay1+9tBGpxGVKP69H9/Q1eCzrJ3qLCRiESuQm7YK9kciwglU/vvrFuCb7zoRQPADfoXBYv2b3az8+ptxyRuPAeCfoIlTWmG0zrMd6FUbB2XzZmiWnpZSba6UwH6X0grNQtVQVfezrGE6fZCw3K/dZA0TF519FK75yOkAgK6B4s+AECqQG0d3QDJyS2vkzupowe6STNWgJgiUUoOVSS1xzJiUrHqzs9L2TE1GAoX7OeDvAJ+6r3T1Z4rGGu+/ZglO+OYDeHzDfq9Obdyp3zWViOKIqa047cjJODSULWTkupRWUPV071i+E+v39I/4+mFp43LjkpFrXRteTgbctmwHntw4et/YbRwxfVICBwYyvplAJ3fDufzoGbn2ZLKetRq0PRucBIqSlXB/uOhVAKyVFdVSzZTfslfVffKqD70Cy7/+JpxyxGTkTYkX9lrt7unzpmDjvlHa4ACt/NKbncaUVrBqDE9tTRRlNY9FXzqHI6e24sTZHZjWlsBD6/ZVPY5r3kCuvdkZAKd+ZC1LUk0pIYQIfEZuxsnItRovfYa4b4x1YfwqnTOKameWzkoB7gOBSoGdsHQmleFcHrM6rM60ypjw81LFsTJKlrmMVJRfPba0HfXz/0fOtLK7prdZ9SG7B7NOAPdn7z8VX3zTsThqepsT8BkO+CYrauDSOkIN2WpFIsKZ2PHLJnBqcm20umQqS+JFbRlbUO9Do9Hb57ue3VWWzTgS1baFwTVPbgUA536WzZtOHyRIHeyxkFIiZ5hoSxZWGBzod+80T21LIp0zfT+IzLvUyD16eht29QwXZdgFNUGglFMuJhnD5FS86pqDpZl8+rdFNXJ9fH9W/ei+dA5fddlzQO0aHgalk6xTWhPoGco5k+lupRUWzmx3vh6t5Iaf3+excDY7qysj1/rbLxPQI3HLyO1MxWFKYDDgiQVhN5Q1XPfa0KmNefX69EGbcO93JhuLxxVHTLX20hjLSh/TpzVyVbtz8pxOTG9P4rAOa+yzbncfAOAVR0xG10AGvSNs7lZrLVgv6BNIjTpvIQTmTkmhL52vuta7rnc4h3nTWnHf58/B/15wEroHs86mzaNp3kBu3kTSbpRS9WTkSisj19nsLKA7NqoA1aSWOISw/i96h3KYf+m9+L8VOz0+u/ExXBLI/fBZ88oe49ZBrBQU8XNQrxaDGQPHzpqET7x2vvO7qQ5mGBL8VCdS9SUHRrhW1e9funt41MctpmFKxKICU9sTODiYxZb9A5g/rQ0AcMzMdnz+TQuLJp2CnpH733euBgC0jmFjs5Gopen9PmnDVVsUH+VDp5azHRjIOF8fCkFNazd6kLJ3OIfjtMy8kUxujY/6/xgkT9jZT62JKPKGCVMWPr9+zkqsh2Fay+sTUeFkIm/pGnR97LS2BAD/13Y3XGrkHj2jDVIC20M4MaNnO3W2JtBbZXZTabUQfRI+G5DSCipLbdO+AbzkspS8fRwmJP1CTaCosdXk1gR6hrJOgohbQOio6W1OMHe05BG/BUZqNb41cv3/f+L2tqlyfmFJGAqrajY7m2Lfd/Ul+qWrZvxO3VtKSytMbrV+t9JyTiMpTR7yC7UyQvWJZ9mB3Od39yIRjeDtL58NKYFHXthX8TVG2j/Ib/QJpEYkOqiVu2rj7F2Hqq/9r/QN55y28PXHzUAiFsEDz++taqVCeEY2Y5TJG1ppBTtDbYTAxp7eYTywtrxmhSlRFBx5dkcwN1RRHeCWeBSzO1qw89AwVr50CADwg/tf8PLUxk06Vzyj+PK5k3Hi7A7ne9OUyBqyrENduqGKErYB87BdzD4RiziBTDVzF4al2oY2Gly1owc7RmhsVUfkdcfNKDoeFdVnAE60nGEiHolgir1j+5augaIsF8VZgRDwQK66v6lyMPVSM/C32RtIeS1rVBfIbdVKL5xyxGQA1vLdMFJ1uabYmeaXve2Eqp43oz3pBJGCTs8uiEcjzudETSaHJchRSt2L4tFIISO3wiBxSkACuarN1h093Wqzt2q1+ILeViuF+oO1ZeSed/xMACi6lvXPez2ZjY2mArnbu90nH8LQx1KGtRq5gNVeHxrKOcfdAkKxaAR/+sxrAGDUjKawtHHZKmvk/mnFTvzykU1YurUba3f14sbF25wBvlMj16M2Qg80jBZ0cPu56r/VksVGE2c4N/pmZ1Pt+64+URW0jFznHlWSkdvREkM0ItAzQpZqKcOvGblm8coItVptS9cgprUncOrcyZjUEnNiQED5tRuk+IfeZ25EbV8pgZiZxREd1mdmZy2B3HTeaQvbkjGcu3A6Hnx+Hy67cw0+ct3SEZ8bningMcrmTWfgowIbIy1NufC3T2N79xA2X/42xLSBtZTS2a2uJR4Z00XuJ6ojkYxHMH96G7YdGBx19i1o0lqNXDcvdg9i8eYDOHF2B9bs6nWOV1qC7+fsj1oMZvNoS8SQjEWRzZvOUlageNfHoNI3A7vgVyNvfHSLHcx76eAQfvnBV+CS254FUKjB6Ed5w8rI7UzF8dSWbhimxDEugdx6aoL7SWcqjne+fHZZRlut2u0Z+GsXbcOFZx7p+n83kVTgSk04VqJ3rhfObMdTW7prrtPkdzlDIhWPYtnX3oRdh4Yxf3obElows5Lp7UlsPTBo3a99fA1XQy8BNZQ1nPtQe8gDufrERmcqjoiovFJEDSi7fR/IlWV9kqNmWKsoth4oBPxGWj0SJANaRu7k1njVO4Cr/serF0zDiYd34KrHNsM0JSIR4fvSCoYpcfXjm3H/2r0ArAEbAJyzcDr+samwM3WYAlllpRXaEhjOGU7gviXmPraYlIxBCIz6ucgGoHxMNfeaamrk3rh4G779t3Vlx1933EwcNb3NuTaGPCqVpbexVrCvcljBbbKikJEbjjYurIay1Qdyf/TABufY/jFuSuu1SjVyhRCYnIqPKSNXBRD91idzMnLtSeRp7Ukk7QSuedNaEYkILJzZjs37C5PJpXV+g5qR25AauQC+tOJNEFvmAvgudlW5iauudziHjlThM/fWlx2Gh9fvx+3P7MBrI+WlmHRNnJFb2Ows5Sw1rnwjUbtqlmZnWpudCQghcPYxM/DExi787KGNAIBnXzo04g6Hmbzhmw666kgkYxHM6mhB92DGdRdUv+2+OBbDOcMpp6Gcd8JM5+v3X/M0DFOiNC5UKRvGj4OGeqilM+q6yBqmE/wMQ7ZILb/DcbMmFc3MjlfQsBGseosRdKTizu+6wC0jNzH6xJXfmaZE73AO09rHr+6pnon/+Ib9eGR95WVFE6Hq0grJQpt2vL3CoJYZ4SDI5k3EowLxqDXhCBR3uI+c2ur6vBmTkjBMGYrMRn1icSCTdz4n6nPgt0HDeFHZlvFYBNGIGLHcjyqt4PcSIznDRKLk+m5PxjCrI1nUdwxPjVx7kGxn5PYO56raSDWntYWTWmKQslBuwu+B3F8+ugk/eXBj2fGLzj6q6PswBbKczNu4Kq1gBev29qaRiEUQqdCPikQEOlpGD/D7PRts475+HHXZfXhslA3s1Gd3pIxctyAuUAh2q8vHqzZib28hUDfaeFYPqPy/tx4HAE7wYk9vOPssYTGcNZCKj5z7N9lldVyle/BHr1+GV/zvg+NybuOpP51DSzzi2u+e3Dq2QK5TWsFnm52V1iqPRgROO3IKAOCMeVMBWOX4nt56ENcv2mY9p6S+kd/bYJ3exWjUxnMxmUX00Fa0xCNjHn+lc1ZCRqd2/bzpuOmIRgRakcY7Ik+P+PwmD+TaNXLtzoZb4FJRF/VASbDXNCXUpKtKT7/ykU3oGcriPb9+Cuf99ImKr/mvv1uKk77195p/h/GkBknJWBRtySgGM4broFdlA63YfgjzL70X379v/YSeZz0yufJi7V9407H40fteDqCwTLO0flml+nR+HDTUYzCbR1sy5gRyM3nTaazdNikImkp1itpcZplnTLKu5f88byEmtRQaVx/HcZEzJOIR4Ww4AAAzJ5UHOlU2TJCDWqodak+O36oBPWD/3XvX46Kblo/ba9ci52Qgjvyh0zvXR09vw9S2RMXaoUGXyZtIlGRzqeXzZ8yb4kxOnDSnA3d99jXOY9T1HIbyCvpgeTCTd8rgqBVGQchWq0U6a/2e1dTEntZuBXL9npluTUyUd8NnTmrBnSt3Od+HrUZuW8KqkStlddekuq5b4hHnfqyug6whnWC4H7NaF28+4Hpcnzic2pbw5bnXSiXFqAy+ySnretzdMzzqhkmdqXjga+Su2Wmt6Pvrc7tx17M7ccFVi1zLCmTtoMJIY89KFm8+gMFM3snI9SopSE8IWLz5wIjnUbTE2dlg27qeP3/7cw06Q6qXlBJD2TxSiZFDRrFoBP982pyiY5XGGU9u7MIhH65gHsjki8Z8uimtiRE3O5NS4iWttr1eI7eaCcuJ4la27dOvOxoAcPxsa9+Jwzqteq//e481kVQaAA1UINel3RlX2n/NnMmpUTfrLKXud6otxPLrMeXKo3HekTH8PvF9fCj22IjPb+JArl4jt3Jgw9pgQzq7Y5cus1cZuYDV+Vb29I6+nGD5dqv+iB8CghmnRm4E7ck4BtJ590CuPet7y9LtAAq7ZwfBsEsgV5+JUg4N5XDDx1+Jj79mPoDKM91+70yOhWFKpHMmUvFCRm4mZxZKK/joJlQrt4zct510GKa7BDtVtkMqEUWHFuDzczw7b1gZuaUDxFKRiEAqHsXvl7yIj16/LHDvbX86hyc2WJs9tSfHpz4uYC2/L1VNoflGUddeYpTSCnpG7pS2BGZ1tGB/X7CWs5Xa2jXgmpV1cDCDqW3u7/lZR09z7qVffvNxeIXWrqv3tj8EwRK1PH1SMobnd/fhfb95CkD4SyuogEFpyad3nXJ42WPbkzG0JqLY5/P6fDnDRNzl+i7dxC+om+iWGsjk0Z6MIRIRTvbWZ29d4XpvvnPlTlzwq8XI5A2kc4U9HJxNKe3rIGcvBwX8uRIhb0ocN2sSFs5sx92fe62TnaovQT9yait29Qzjb6t2e3rPGS9qolWvkQsAS7cdHDWQ25GKubb9smjDGn+3cWpSbSCTxxf/uAqrdvZit8uYUP0etWyc/OO/b8Altz3r9EkrlYBrNL0sxBf/uGrE5CQ9FqTqQZbWIqXK/v78Xsy/9F5nhfBEydobqo5UNkNZMKN4FeC2A4Oer24bi750vigZRje5NYElpE56zwAAIABJREFUW7vxliuecL1n3bxkO8798WNYa5dm1JOH/LQCMq/tN6C8/riZeOrSN+LtJ80GALzlxFnOz0xTlq3GbsSmYY2iv1eN2KReapHcuVNax9wP2WuP16bbCQh48qdAbgjvnLwNp0c2jfr85g3k5kxngDzSUuMTvvkAPn/7c06to9KZU9OukQugqL7FWGZHe4az6OrP4MLfLsG63X1j+TXGjfpwJ2NRtCejyBomelyWEKjMkFcfPW1Cz288lNYgUWaUBHCmtyfxhuNn4lPnWjNUegdJ70wGaUZqNOqz35aMOpnqmbxRKK0wwuBCShmIAIlbRu7HXjMf3//nk/GNd56Ik+d0Osf1zf/02dnRNqXwUs60auTqS80r7YTdmoji0FAOT27sClwm0PfuewGfu3UlgOIgZr3caoJ72fnKVFlaQWU7AdbSr2ltiTEt//KjN/70Cbz36qfw/fvXY8mWbuf43t60kylQ6ktvPta5bqeUTGCojNy+EGTkqnuw+p1UsDLsm52pLD91nV73sTPw769bgEveeEzZY4UQmNXRUrR7th9lXUorAMC33nVi0feDAV49oRtI5517kgpoLt7cjUv/vLrssT/5+was2tGD/X2FMl/JWNQJ/DiBXMPE9PYkWhPRMWfCTIS+4RyOmdmOh770OpxyxGTMn2aVhNHLNE1tS2Br1yAuue1ZPL31oFenOm6GswaEgFP/WZ+YGG3vjc6Ue2kFvfvm97636pfo5fq6XVYHqN+jloxcwMpqVBm5g1nDk0l5t3OvVCbBNCUWzGjDDR9/JT726nkAULScOOj7NjTaX5/bDQB4bkcP7n5uF1Zsn5i2orRUykhKk0ceeWE/LrppecXP5iqfbRA/kM5XnFxQE1Ib9w2UrdwF4PRV1c/0AKJXEy1u8qYJIcpLBR4+OeWUvTlpTie+9nZrM+HBbL5s/NyITcMaxRghbvNf/7cKb/jJ43WVj9TDI3Mmt4ytH7J/Pe561ErGePXWK4Enfwy0W5usn9e5u6qXaN5ArkuN3NKbSCZv1a3466rdRc/TSQmntIJeCHx3hTdSSokTv/kArrPrjliPTeOJjV14eutB/PrxzbX/UnUodJQLGX1uO5+r7FT9Q//zhze6Bn39REqJ7oFsUadB0YO7HzlrHv746bMAFJbc68sa9Wu9ETM7XlEZP6lEDEm78/2Hp1/CIy9YM6nmCL/qH5a+hJO//aDvswANl1+iNRHFaxZMx0VnH4WLzz0a09sTRaUWkrFI0U09PcKmFF7L5a2ggB68rbTZRovWIQvacvPVOwsdv/HO5njsv15f9L2Xm1c6GbmjBHL19mtKawKdrdXvBu9HarJs8/4BXPPEVnxPK9+zpzeNwzqKJ94e/OK5+N1Hz0AkIpxO2tRWazDx8rnW5MwRU6zg7y8fHX122+/Ufad0wBT2QK6TkWu3XeedMAuXvu14px9XWoJk5qSk73fMzuWl6/U9qSWOey45G8fbATA/DQLrMZDJOxON+gqIxzd2lWWiqjZsKGs4v39rQg/kWj/PGVZSxpzJKezp8V8fxNqNutBGX/3h0/CZ1y/AQq1+/aMvFGqpdg/6+zNbjaGstfpN9T+mtSfxZjvDq6Wa0goufRK9RmOj6hyOl5i9idBAxnDKcR10qRXqbHZmby48VnlTFm1E7EUJFrfkhld//1HXxxqmRDQi8IbjZzqbhseiEfz0X04BwDq5o1Gxip7hHD5/+3P4xA3PTMi/W7p54UhUsLNUpSQYfUMtP+hP58o2OlP0BAG38a4KGKpV2kWBXB9NUlhl+EYP/6n/B30vBuc1xpiR+79/W4dnXvRmknKk1Rx/WrET2w4MjlrOp1pHTo7h4GC2+j7br8/CF7d8EgDQufLXwKPfBbqszQLbDr1gPeaEd434Ek0byM3mTWfjKzUwKA3kum0+UDr7qO9Mqu9yftmd7rvMZQ0TQ1kD37lnnRNU3LSv3wmEelXTzcnIjUecAeF+l0Cus8FEUSB3E75x9/MTcJa1++bdzyNvStel2EIIfPw183Hi7A78z7tf5iwNUctI9BITRqNrrXjk7B9aNVjaElFnYPmbJ7Y42SGlhc51ty59CQCww4fLGnVuGbl6x+RdpxyO5V9/M2Z1WiVSohFrUyX9MZv3D2D+pfcW1UHyi7ydkasGuiNtmKz/Tn7ZcLFaEe0Xa6tiqddYHGVvoKVUu6t6I+QME7GIqLgxjKIH6+PRiJXR5MPaY9UqLemjshtyhomugUxZRu6xsyY5QYL/eou1gYrKVr3h46/Ew18611nG+bhdkiPIKmUdqxIwYZpg1KVz7llBqj2Y3Fr8/zGrowX7fL5jtlVawf36PmlOJx74wrnoTMVDE8jtS+ec/uXLDu/Ah151JD726nno6s/g+d19+M4965y+sHpfh3MGttttwJFTW50VMmoCMmtIxKMRHD45hd0+DAT1DecKte8AzO5M4b/PPx6RiMA9l5yNOz/7mqKs8jBsembtcF98b1b1+lPxUSYmK2x2FqS+twoc6NmGbv0sFVSQsvYsY71bW7oZ90QYS3KDKWVR/01RNc3dgt1hs6tnGPev2VPx56t29ODJje79FNVv337A2gNholYYqT7ZaNn0QKFkBlCc8VkaX1Erov22/4pVWsE9GD1ZC1J3u3xWVdaxmqDxa0ZuzjCdjc5GopKCBtJuGbnVX/eGKXH94m34l98sGduJjhP9VCuddz3JL/r/zLx267vt1cQIclZ/pUMMY+EMbeyZGwJiKWDjA9b3x7x5xJcZl0CuEOJ6IcR+IcRa7dhUIcRDQohN9t9TtJ9dJoTYLITYIIR4q3b8dCHEGvtnV4pK6WR1klIW1ciNRyOIR4VT10lZt6e8zEHpTcuqkWt9ffq8qbjhE68EUGj4SrNm9A6ICuQeGMg6jcJIhbQbKeOydG2/yyBILRUqrZeyr4qawF76/dNWTV+3rEwA+Pa7X4b7Pn9OUdAkEbM+F3oDHKTOZLXSOcNp3Ka0Jlxv1iNlQKj/Mb8vY3VbOpFyCQSqzcBU++DWDC2qsIGJl3KGtXGOmqwYaUm+Hsj1UwejGnogp9LMeT1iWhugBpTdA5kJr11YaSMkN/99/vH4+jusZVBqN/ig1los/TyqoGxXfwZSArM7W9yeBgD4zOsXYMv33u60YdPakzhm5qSKJUaCZF9fGu+9+ilsswdxU1vdy0d41YdotGF7s7PS+9P09iQS0Qi++c7icgSHdbZgb2/a19dBNdd4WyLqq2yeehwaymKa3SeORSP43ntOxrtPtWoc//zhTbhu0TZn3wV12x3K5p260JNb407/VAXG8oaJREzg8Mkt2OWzyeR0zkAmbxYFN3QnzenEaUdOwdtPnu0c83LycLwMZ/Nl2XtqD5HYKJlglUor6P1tv6860INT6qsBl6BbVutXu03AVTMhq7dvXmS0jqUsRKVArsrOdwuOhc0HrlmCz9yysmwMrVzwq8X46PXLXH+mJkeu1Vb0TsT9Le1sNjl6IFdf9apn55btuWOftp8mnoezhl2+y72PmdeuV7frWV33A5k8PnvLCix78aATH/JTwkzeqG5soe61fel82ed1LIHcWkvHjBd97L+9ewhP2eN3vQRCPavK9VURJ0yzrpG3X/mP0Z84fMj5cuHQyuKfnfaRwtdzTh/xZcYrI/dGAOeXHLsUwCNSyoUAHrG/hxDiRAAXAniZ/ZxfCyFU63A1gIsBLLT/lL7muLCWoxQCNYDVQJXOGP3l2cKuwerW41ojV7sxnTl/atHPS5Op9EZLBQwODGRwcMD6EO31KBimb3bWppVWSJZsxDFgz/iWdqSqmd3xgxMP7xjT49uSseKM3BDWyNWXFExrT7gGPUZqiNX/yGdvWYkX9npT43k0ecPEbpdll247oKu6biN1WhozxVSfnGEiHok4wc22EWbP9WBIv486GNXQN/9qRICuTXvNwUwee3qHcfp3H8ZvnpjYjR1zhixbLl7JZ16/AP92jlXTuzMVR96UgQ3+lNZsVgODlS9ZnZ7DOioHcoHyul8AcMTUVnSm4s6mSEF035o9WLH9EH7xsFUeYnLJpm9T2xLoaIkFvj5yJU6N3JJ2OZWIYuPlbyvb9GzmpCQyedPXgbFKNXJ17S0x10FjEB0cyJYlN8xot65nNahS/ZGIti+FWpZbvNlZobRCPBrBEVNb0T2Y9dWAWWUNd4wy4aiXmegZDv71a2XklgRy7ZI4o70/Hak4snmzrM+pB3L93vfWAwdqyOCakWuvugHc+9ibu/pH/bf603knYPa8B3usqLHjh151JN758tm48JVH2MfLf59KfRrVJjRDRq7aCH20DEC3mrJuNWonovzXcK760gp6ILdofxHt833Vo5ucazjjk03AtncP4oRvPoCBTB5zp7jvw/C6Y2c4X9/41ItlP1fXfX86h/vW7AVQ+P8Y8qDsSSU5s7qxhT5pqicxxqMC63f3Ydm26koleB2sN52SF1a87UPXLsVzO3qKVkzUlZGrxYVmJgvv88Z9Fdrvnh3AnlXAUOH/79fG/xR+ft63gGn2Kp2ZJwKHnTTivz8ugVwp5ZMASt/RCwDcZH99E4B/0o7fLqXMSCm3AdgM4EwhxGwAHVLKJdL6X7lZe864Uh8qPSDQmigP5KqGJhGLOMGO0g+kKYuDtaUNXXndXbPs6z+t2OnMRPYO5zy54DM5a3MCvcbm/v5M2U7uhc5z8U1m3Z4+zL/0XmzY249bl77kSdH9kZwxbwqOmJrCW1922Jie15aI4cBAxumUGNrv7fedc0dycDDrBOMPDBQ6TwtmtLvuTJrOGTg0mMXiUTJRV+/oHd8THSc3LdmOHz7wQtnxNpdAoArglk5i6EZZ7e6JvGGVVlCBgVkjBLz09zhoGbn6AMHt/auXHhweyOSdOpv3rK6u8Px4yRomErGxb+amln/5vW55Jb0lS4vVRNp/3PosAFTMlhjNu06ZPWpQb9m2g55nD1SiBvzq818aAOxMxZHOmbjxqRfr2rjBTwxT4uF1+5DNm2Na3glYwXsA2HHQX1maOlXfdSTtyZgntS8bIZ03nYlSZaq9rHqnXT5BDRgjTkaugbS9eVYyFkFbIgYhChlRObu0gsrUP+lbf/dNaRk1KVUpI1eZMSmJWz/1KrQmor4593oM54yy61SVVujPjPz7qf+r0pqFmQBl5JouWZKq7IFpSnzu1pV4avMB5AzTCZZkcibufm4XblxcyLZ0K1tweGcLVn3rLbjiA1Zd2Re7B51ycF//y9qyxzeaul9+850n4qoPnYaX2ZsG65/j9Xv6cO0/tiJvmk5tXJ0K5N701ItFeyCEkQrGjtY/cyttWNp2AsDOCViFMDyGGrkqcJlEFlOiheQZdf/uHc7hJw9udI57HeRT9NUcpx4x2fUxpxwxGRu/+zYA7iu2VcauPvGqgtl+KpmTN8xRV0YAcFZ39g7nnH7nzZ88EyfO7sDWA4N4/zVLrFiPlOhacivSg+4TSV73qVV/WJ8IWbatuyg+V+t9V0qJGAqvk5KFz9F7frXY/UlXvRK45lxgqLv8Z9/qAc75EjDXWt2P135h1HNoZI3cWVLKPQBg/z3TPj4HwA7tcTvtY3Psr0uPlxFCXCyEWC6EWN7VNfaad3oZAaU1EcO27kHs0HYiVG+sPhNcXiO3eOl16TLs4ZxRFK3XZ59UA9aXzhUtS9/rQZmCQW1zAhXI6BnKlW0mpBqj0o6UmhW84FeL8NW71uAuLZvZD4ayBo6bNani5k+VtCWjuGf1Hrzt51aafBgyctM5A6d95yF8+6/PY8fBISfAee1Hz0BbMuaa5WhK4P/9aRX+9dqlZRv56Td3v2Y/3blyp+txt0G0WyD38f96PT581pHO937c9ExlJi2c1Y4PvepI/PYjZ1R8rB4EClq2l54hr9ceHC+lgVxVH3qiB4/W5nVjnzHoTFmDorFkagxk8jj26/fjwef3jvnfG2+lA/j+kgzdwye7Z0uMZnZnCj1DlSdKt3dbHdNv+bTeu+ovqBhtaV+kMxV37kkrth9CGCzefAD/dvNy/OqxzegeyEAIq3RINVT29bbuwUaeYs0Me2XYqKUVkjEns3Pz/n7cN0J9Rb/LuSzpbEtEkdSSJdTn2qmRmzUwnDPQErP6p5GIQHsi5tSHzBom4lFRVCP52R3++Pyr/lA196nXLJiOuVNSvu1DVeOuZ3fioXX7XDNyVemX0fobM+zAfmkgqyiQ65PgTyVuXQU1GdOfzuPe1XvwoWuXIps3nRVUmbyBz9/+HL79t3X49eObceUjm5xr4dZPvcp5nacuOw+dqThm27Xi9/VlioLmE13yTSUBqf6yyg4+pPU/Lr1zDb5773qs39NfVLpKUX3uF/b24yt/Wj0BZ+0dtWJotE2G3TY9dJuf3dXT+P06hsdQWkH1n+9OfAN39n6g7DWufKR4w1k/BHJNU+IWe68XADijZGW1Th8zlgb/1MSdvspRbXTptnm8V1TSz2jmTWu1sm/39Dlj3pZ4tOge3jOcw9rnlmLG3z+Dl274pOvreB3IVRNr+oTq9+57oWjiq9aVqaYE4ig8V+QK/c1j7c1qi+xcDuTtGMqdnyr/uYpRzTkNuGwncMoHyh9TwovNztw+PXKE4+UHpfytlPIMKeUZM2bMcHvIiJyNvbQLct60VizbdhDn/Ogx51jpABKosNnZCP+WWVLEvjgj10BLPAIpgQ17+53sVy/KK+gdL73upN5BiAirViRQXCtGpy72iZglHIvhnFHVTaiUWkqx1a5LGIYauS/aA9s7V+7Cv/9hBZ6wC+ufc+x0AFbw2s2WLut5pTtP6ssG/ToIcctQu+eSs10f61ZaYf70Npx3/Czne7e2wWtq2Vrcrj145AjLyKXWtPppKWo1hrU2eLRstlroO4wPpPNOh9uttlsjZQ0T8Rp+P7Vh27oxLLPc2zuMbN7E5fetH/O/N95KSyvs60sjnTMwf1orXj63s2jp3lio5XJqIipvmHhg7V4nQK8Gnmt3+3NVQWmAW6+rCVjZBt9+l1UntnSyLajU7/GLRzbhykc3ozMVd83ocjN/WhtaE1Es92in5NGo/sNogdxJLTGnjb7gqsX47Aj1Ff0ub2fP6oQQTt1coDCgEnpphZxZ1BftbI3jTyt24t7Ve6ys5mikqOTKb57Y0shfo2p77HJO1a4i6EzFJ2SpdKN88Y+r8Kmbl2MoayAVL04IKF3dV4nazPKuZ3cVJ8FoK3H8nkThlpGr+hFDuUJ/K29KZ2MlPTngRw9swM8e2ujck6a1lf/f6bXik7Eorv7X0wBM/P0rnTeRjEWc63WKPaGil/hRe6gcHMyOGkB6Ye/o5SSCTC1pH21jOrcMTrd2fyLG2pU2GnWjPgfHR1S+nnUtqOzH0olYtxIcE+2JjV24154g/eUHXzHq4z94ppXUs6oke1wlmejvXTwaQTIWcd1zyCvVlHQCrDHwCbM78OxLh5z3qSUeKRp3dfVncPn/PQkAkN3u912vE59MrXaxTh9L1jqml1IWBXKRHcRnXr8AQIUx433/r/D1wD4AwJfn3u7+4kmXQLCLRgZy99nlEmD/vd8+vhPAEdrj5gLYbR+f63J83KkOdFJbpvDpcxc4X6sPrNuMWenskZSjD/DTWa22U77463lTrUF31jBx+jwrnX/trokfSFqbE9i1NbWMNH1W3ZSFIuu5CpuGKX5b+jTksvlCNT7+2qOcr6WURQFBP8wk1kLVoTKkLPqMqwz1SsvVVTZ5aR0rvcyGX+u7lU7AvOLIyTjJXgJWqnSzM+XVC6Y5X482m+6FvFn95lj6exa4QG7WwDkLp1cMxNfre+85GRefa9WbHczknf+fia4D7pa9Vo1jZlrLLL/y57Fktli/mx8mYkoDljlDYtWOHuQMiWNnVdexcaMyeXfZwZVHXtiPf//DCvzuH1bt4yH7ffbr3lilNbxOmN2BF3/wDud7IQTed4bVtfKq1v5421OyOmksQa6WeBQLZrRXt3uwB1QwarRade3JmFP+RtW9vmP5/2fvq8PbuNKvz4jRzJTEYaYGmzRJN00xZWaGxba/Le2Webtb2HZLW6Ytt1tOm6SQhqkNc+LETkwxSbZoRprvjzt3dGcEFlrq9jvPkye2NJIFMxfOe95zwneYZDtYT1AW1F4BALqlDRUd+lySIpclEYrtRnR7BfzuP+vlwDh2bGjocOPp73aHtVPqS1Ayq1DlCxwJuWZDVozBiYDtdAgXdlaaY8KJo8vxwsWRO4WAIEH50tJ9WLIraOWlDDvL0kFaQjhrOSqCUYc+2RlFrhr7JdEFPfdnDCqS72Ots8wGrawiXLm3Dd9tb4mrkJsMvCqRTDhrJ9a3PpaW7v9l0M+it3V3OGJJUJ1XdqOuT4jceG2NWA2eCeQ8oN3Jjy7cqTjSmwXdjWzRYcqAyGpcCro/ONyt6hqQ9pns7f6AiJIcY1irjEwhVkUuAIyvzsOG+i5532/UKRW5Tg+PMslZVdCFFw95mLEtE9wQ/ZOToiitE+1MDYiAgbFWgK8Htxw3DCeNKUdHOM/vQ+tDbhoztBa4Zgnw+3UJvYZ0jqifArhE+vkSAJ8wt5/LcZyR47gBIKFmqyX7BSfHcVM5UtK5mHlMShFU5AYHpWkDC3HCaOKf+vry/Vi2+zAcHiGkarH5YJeCFCJhZ8rnv+fkkYrf3WHsFOjP1McNAEZW5GJkRQ4WbO779lZWkWs1sESuDguun4kfb54j3+bh/eCF6Aup7CNy/WG9X3tDZZ4ZZ0wg9YUNDV3/E9YK1D5EwyGsqXskb9hWaXJSb6Z9QgBTawswoMiKN1cewENZoOpj0eL0oE61mY9mIWmk1gqq6rNJr8Xme45FgdUQohrMBvB+MWa1GqvY+6VZK7h5PwYUWSMS8clicKkdfzlhOOxGHZzeYGK6to83ID5BjKlqrga7aaKFJ5dPwE8HIrcbd0kFGH8WbJAdzPl41UxSSPt0wyGpqyLx74ASBI3SuU/HQdryRjcr2Tqu7zustAig58bQUjtqJRW2zaiD3ajLiD1TOpDs5qcq34yGjuwkcukaKZoXO0BUmu09PoU68S8fb0rra0sHRFGEEAhV5KpBCQ5OKi65eT88vF8hvPjpQFAJ5eH90Os00Go4/HjzHFwyrR8Odbrx96934Nnv92Dh1uY0vJvYQMnHWDtHcs36XyyRy4bJhrNW0Go4PH3BhKhty4BSucu2I3uF8IKYbIRfVQ3Mt+hRLxFu6twUSo55+QAm9stX3EcJIZNegz0PnoDXL58s32fSa+UCQZ5ZL1tXPLJgBy57dU1sqekpgIcPKMawoCI3eB6zS6dIhavg/jN+wc0vCZTI7o3IdYRZl/sDomJ9V9lH8xs9Z2NR5AJQeIZa4ZGfI1wBJhvWW6wwpzCGzgHahaoW9NAxirXKFPwiSuwmOWsjGyAEYvPIBYDpg4rg5v34WQoGM+k1SiLXK2B2KTkHeXNR2OdgyXp3BmwW6D7oyhkD8OUfZ+K08UrX1lyzPmFxVkCtyOXJZ1FgNaBdKhBsOdSFsfd8gxV72oAcSa96zlsAgC7RApvFCpSPBYoGJfQaUrIz5TjubQArAAzlOK6B47grADwM4BiO43YBOEb6HaIobgHwHoCtABYA+J0oivSbvQ7AiyABaHsAfJWK16dGpLCQJ88dj3yLHg98uQ0XvLgKh7u9OGlMuUJB8NXmJgy7Y4H8u4hQRW5pjnIgYCvV6qorVU8B5Is/bmQZ1h/o7PONmMsXDCfQajh5UrUYtBhWloPqAgumS4rEVqcXQiCAHJMOJ4+tCHm/QHapVUVRhNsXGr4QK66dRapv+9t6/ifCzmgF12LQyQuwsyYGxfAcx+Gu+SNkcoCCTsLqjYZXCmWiLc/PL9mbVZuR9WH8IsUosjtKFoXbYNuMOuSZ9WEXWZkG7w9AH2MK2wOnjcKJo8tRYDX84oJ0XElcy/HAaiRp8XTBnUjAXTIt0IlaKwDA5VInwc/1Hbjrk8244d2fcdozyxULTBZnPLsCQO+dFn0Bh5uHSa/B2tvn4rbjhwMA3lp1AO09vqQ8kSlBcOtHm7Ct0SErf+lcR1UD6o12toAdc/Ra4hUKAF/9aSYW3jhLvq801/Q/QeTy/gA2HVS2Lg4vz4nrOQiR64463mcKvKzIjX6Nl+Wa4RUC6HTx6C/Z5cwfW5H215dqUDVZOCJnYg0hsIaW2uXCGVWkuX2EyGVJhFuOGyb/HBCDa/nqAgvGVOUpCrVXvb42tW8kDrCBybEgz6L/xYZUsp1aTo+Q8BzNElWsokmpyM38PBUNaiuvmYOL5TA/dbgsPd9dPn/IONXqlFRwei20muCYT0Ft8ColQcY10l6lL+ERlIrccNYKHGNAqI2wkPrwuumwGXVw8/6sC8tOJej7DxcyzH7/4RS5fCAArYbDbccPw7MXTEBNgQW7W7rT92IlxOORCyiJXDMnFcp5f9jrNhsUufSzXvx/syKenyxogJn6O6IiP7YALQQCKLEbs8pagdrwxYLqfLLmOCCNXya9VrE3dnoEaAPkc+D84ff9rCI3E+trel1pNRxGVOTggdNGYcH1M9Gv0II5Q4uRY9bhx12t4RW0MUDHsdYK5HPKt5DuGsEfwKq97Qi4u7BgcyNgsAAjTgWGn4R9x72BY7x/D8miihcpIXJFUTxPFMVyURT1oihWiaL4kiiKbaIo/kYUxcHS/+3M8Q+IojhQFMWhoih+xdy+VhTFUdJ9vxfTtPr2hrFWAACdVhNSEa0ttmL3gycoWhhZhPNCOnZkGU6fUIlrZxG7BpbUUg9a/Rgfy0KrAcdLquCzn1/Rp5sPtfUANSxnb7tqJlkkvLR0H3h/AEa9Fk+eNx4zB4f6FGeTYtHN+yEExIRJAGqQ3e0V/icUuZTAaO/xodnhxZGDCvH3s8YqjrnsyAG4/7RRYR+v3mj4BOK3w07SjV2FcCRiAAAgAElEQVTZ49EYzmsq2uaZLlYiVZ/tJl1WWivE04o/sV8Bnr5gAvKSqERmAv6ACJ8QgEWf3MQXC2wmkhafqFH/5oNdGPTXr/D9jpbeDw6DRMPOAGDucJItesazK/Daiv34egtRpfXWhpcNLasOjwCbUY8imzFk4xqr12Q4sJuQf327W15s0zmZ+ngJWUBmhwNLZLDXuUbDKTYf5bmm/wlrhddX7Mfmg8H24PevnYZ3rp4a13NU5VvgFQI43J195FisHrkVVEne5ZG/53D2BNkOuj4I1zVy6/HD8drlkzFtYCHpgvAKso2Em/ejx6skcq+bPRDPXThB/p0lStkuNwqPRCL0tZJTVuTGOC/nmfXo8YUnPLIdbEHYzYcqcuPBDzfNBgAc7gmvyM32z0e9dRtUYpPPa5dqPUH3Tx0uH9TTL1Xk9qaEpJ11tzIFDiB0rZ4OeKQgQgqzFF7Idu6xa6hIXWPDy3Nw/dzBCIhAd5aJC3Y2O2MujnoFP+7+dEuIBR2FLoq1woo9wRR7um9ZW9cuW8T4/SL0Gg7XzBqI40eXY/rAQtS1ubC3Nb1krkcVaNcbLpsSVDxSRa7H5w+brZPpICyArIsLrQYMLLb1fjDIfGPSa7CjuRu7moOeznSMYr97r0CJ3OxR5PL+QMzdm3TN/aNkc2PUaRRFum6PAI0o2c/5w6vDvXxmiVzK29D9hMWgw7CyHCy+cRZevGQSjDot6tpcuOSV1XEXkQKiiL/o/hO8gVHkiiLh/2pbFmKT6UrkOHYAfh7QkmLXF67haEG+XBhIFL9Ksxq6cWOtFSgGqzz4In3AMskqKttGAKJofOzscTh+FCFlD3f7sGBzI0566kdFZQJQGn8XWA0YVGLHkYMKcaDdJUvZ+wLqcAJaIWDtCKii6dXldaSiI10U4VphwpFnmQJdUNA01XhBPWN7vAL8zCY/GyqJ8eD7HS147JsdCuJua6MDeebw/m22CF65arWtT/DDqNMoyPtsCtsJV1SIVo2ki9JIihK7SZ+VYWfx+B5R2JggnV8CqDLAbEj/1GWT0uLp4izezSMdvymJGi94fyDhMLf+KjU9RW/fdbhQwL4G71e2ai684Sj55xJ74kQuiy2HuvD+OuIzSgkj2i2TBR+BAuv2d+Cs55ZjW2OQ1Ix2XpTm/G8octlOipoCC47olx930B0lOLLRXkFW5PZyjVdJipgFmxvlufvjnw5mfXu5GrRIFI6ENhu0mDWkWA52W8kQGjubnVixt02ROA1AbiUHlPN5dUGoXdSwOxbgxCd/xLSHFif9PnpDICDK361PIAq6WDfN1F/04/UHcdkrq7OC5IgVLlV4UyJWZhT9Cq0oyzGhvduHFqcHRz3yncLzNdvPffU8SsehZodHJjKqC8x49+qpuFKyDzrc7VPsLwCgrccLDRd5vUr3aQWSxQLHcZhQkyffv7Ux/T65XiEQIorKtxgU6jZWfRrNvomO75092bW+nvf4EkyNcexYsLkJry6vw8NfhbeYixS8xPsDOP/FVfLvdN9y5nMr8Oz3e3C42wtBZa0wdwQJYF6wJb12jG4fKaRxMQb+3jIvmDl0x7H9AJBCTzjxkzOD+4/dLU6s29+OZodHzlCIFXaTHp9tOIRjHidBX4I/EOJhDAC/nT0QJTkmOD2Ji0JSDSEORa6aNzHptYo5vNvLgwuQ71DvD7/v92SJtYK6e16nJZZMdKza2NCF2z/ZHNdzB0TgeO2a4A0SkUvn8g6XD7X1HwAASh1bgICANk8AI+9cgH98Q/yi2YDtRPDrJHKlDVu46tJZE6swc3DQ54OVPNOkQiA4CAdEUdE2woK2mHS5edz0/kZsPujA3lalz12OWS8/L02Zf/bCiTDoNPjk59iy3rY1OmS/v0Qg+ANo6HCjLDe4MB4vtbqxnxG7cBaYio4lDOHnyqKKKt38JFr1sEjV8G6v0uOn/RfWAnfpK2vwpKREq2QmLfUGiSIckTu01B6i4PRJhBM7WB/szB4iocvNh/hYHz+qPPzBAHKlQTUScfe/oMilsBp0YVu8shV0XDEnsUmMFXYT+Wzo4ivxSnJizKBXiC1ZNhzKIyhXW51ezPr7d1i8LXO+kb1B8AcUmxVWJTGwODxBHS/q2lzy4o6e/3T8yrY2/MXbmrGmTmkPY4mi0CrPNaG125uUrUc2gF17LLl5TsybSBaUBO2LQJh44ZNyBnq7xgeWkHP+SUZFDgSDkH4pEGKwGbAZdRBF4ErGDmHlXtLMV6fyiGaLOuy8x94+lBFm7GzuRpvKazgd+OM7P2HWI98BiD0dnGJQCXm9N3+4Ed/taM1I8HGiUK8jcpJsF82zEL/gb7e14EC7C08sDoYkLdrWgjvj3HD3JagC7I0rJuOf545DmRRM1uzwyJ/TW1dMxZTaQliNOpj1WrR1e0MUi4edPpiiEGgPnz4G02oLMa46SN4+d+FEfPTb6QCAbY3OsI9LJdSKXAAotBlkVWIgICpUyKOrImcb0D3zom3NIUFSvxTQdYUngtCHElnqbAo1weX08Ipr6mCHm3ibMuNJVb4F42vy8PmGxpS89khQh032CqbFfka1GTajDg63EHZPlUkbvrmPLcEZz65Al5uPu0isHt/C2Um+d800nDOpRuZOWhxe1Le7FN7fmQAfRzC2euwx6jQKHsTJKHINgUhELqPIzQCRG2CsFcKhjSk6/WfVgeBeb+njwN25ivNZjZD1BE8+A1pc63Dx8EvnPefpBPw+fL2tTRaQAESokAx+pURueGsFAKgttuGNK6ZgWBlZULHk30Onj8ajUgs6bdUjHrnh/w5l2bvcvOxhpFbZ5pr1uOfkkfj2/2ahPJcck2PSY87QYny1uTGizPvDdQ0Yf+83+GFnK47/54+YKS0cE8Ge1h50ewWMZsKDqAfb7KEl8m2FTLJwj88vb7TCKXKziRzyJKni02g4WA1a9HiDE5HVoM34YJwoDna6UZlvxmDJnznSBMYS9wB5z/0KLXB6BNzywUb8sLMVQNBagd14N2aTItfNK2w1Ntw1DxdP6xfx+HKJ5I5E1hIiN7sUA0B8vkcUtiwlpSPB4yPXX1yLygRhNRB1GJ0vIi3MIyHZFiKPKg06HnAcJxcIS5jr+OnvdmN/myujvpG9QQgoleUaDYcXLz4CfztjdEjHTLwYEcZjNUjkku8rG1TJLPa3hRZp8yzhuygAosj1B8SstBOIB7QjYmpt7ynSkVApK3KzZz6i4GViM/qYrVY20nm7LUE/t0whqMiNvA5TF9vZtYn6qlQqcoPPyW7WTh4X6iWc7uvi842NONTlgSBZOcTTVaEen7LxvI0Etdd+cZLdEzkmPRweXh4H6H6Z48ga9vUV+7PWS5W+roHFNpwyrhKlUmG1xeGV11usCqvIbsDhbm/I3OPuZQ0wqjIXb189VTFGlOSYML46D3ajDgf6oNjj4UMVuUU2oxyO7PQKCquJC6dEXntTFdu9n2/F5a+uiXhcNoOq/thv0sP4w9J1pFqR61GtFx1uQWG10OIk54e6o+GkMRXY2uhIq71Cb+dhCALM/oh3ySGO6kKFXsvBmQV5Ki1OLy7v/jew7tWYH6Oeq+g+gQ1rpGIougZvdnow85HvcNozy5J8xclB8IeeR7HgH2eNBcdxijULS+QaA+EFXCzJrT7P+wK0fqCNUBBTrzEXUaHL0sfJ/z2HIz53QAR+9I9Cp2UAYC2RFbm0KNXGdFq4OprQ4/ZAQHC8fvWySf/fWiERUBImUus4EFQpqgkDSma2S95NATFUrk1BvxwHU+1RqwpyzXoYdBrUqrxZThhdjmaHFz/Vh08af3PVfnS4eNz96ZaI7yFWUJUbq2SYNaQYm+85FpMHBE9wvVaDyf0LoNNw2N7kwBBpUx2uhSqb2rXpBl1dNY4HVqNOQeRW5pvR7PBknXorEtgFb0OHCzkmHYZIxYpIRC57fXz+hxn4/I8zYTfp0eTw4N219bjk5dUAIG9WXrl0Em6YOwRV+easslbocvPIMevkCTbXrI+q7qIDsJrIpiDWCtlzfgOkKugR/GHtYqLBZtT9osLOXDx5rcn478UKu4moCOj4EW+XAZ1nwvmCxQJ1iEi8eOj00ah7+ETFebxPmn8KrL0n82YKgl+EXkX2zB1RinMm1UR4ROx495qpiiLO4BIbOt08Vu9rl328so3I3dYU2h6bF8UmqFz2VM2eMZiF4A/gxvd+xvYw74vCK/jx1qoDAIB7Twnv1R4LbEYd8i36rLRWoG2msShj9j54gvzzyApC9mXbHNQbgh65kefe8jwl+TekNLguHqNS8rFjYySylAb0sogU+JgK/HQguF4/3O0jXRVxELm5Fr0iPDibAnJ6g0u1QY+0fooVOWYdutxCyHlekRvsJsvWtYtfpQArZRS5jjD7z0KrEW09vrBzTyJFa47jUFVgQX0fFALCFZyLbEYcloQurapzODfK3MUWKDc2ZIcanf1OYlkb0GPY/JxhdyzA4L9+hfYen7yeVCtRWaEAtaqrZ+atA+0u8GEIuBNHl4PjSAEpXfDwcQYMswpGXw9yJCJXba1ACd5Mo6ujDUd3fgB89qeYH8N+D17BL3+vRYzgzWoknxm9/jdJ53SmC3TxeOQCwJd/nIk3rpiMM6VQ9N/NGYQTR5cjR7JC0kpErkkMP1+xitxPN8TWaZ5K0Gsx0rb/5Usn4aQxwS7d99bWkx8MknCkJ3LOiSiKMHI8XMYiEmQmhZ2VSPN4s8MDrUBuK+S6EBB84KHDdbMHYslNcxRiyUTxqyRyqZIy2kKjWCJ91MEnlAyiVf2AKCKCswK0Gg52ow4ODy8vXg+qCK5IAVyzhhADfNpWpkZDhxsmvUbemAOxTTJunz/EAD9SImU4ontqbQGEgIj6drfcIkMHKxY93uzwggGC78+YBCliNmjx5aZGuR2yKt8Cl8+fVYR1NLDePbyfBL9Re4VwgX2AsqViVGUuBhRZpcV1cOJt6vKg083DoNNgcKkdf5o7GBV5ZhzKImsFh0dArlmPH26ajbW3z+31+En983HfqaNw1/yRYe/PMenhyrJAEq8QgChG9vWNBJtRF9Lila1YsLkRh6UU575Q5BZI7YF0gR1vS5BD+lwTHSM8fACmMF0j8SLctBAptCKB7vWUQwgEYkoOTgR2k17uPKkpsKC6wIJ1+ztw9vMrsHQ3qbo7PAIufnl1WgmfWNHW7cXe1h6cMaEK+Ra9XFiNRvD3KySt+PsOZ2fr/YF2Fz5afxBXvBpZFb6daQkekqQKuyrfkvGNUzjwMYadAVCE/lF1Xzq6nr7Z0pS2jbWsQI7yfmlCNgC8fvlkxXn+4GmjQ46naxj1c1Jfv9GVuXj+oomK+1rT2LK9i0mQb3F65G6leMB2xrGBUdkO9flYkjSRq4fDzYecj2wb6tJdkZVSmUSAUQ8DZJ1lNWixu6UbTg8JlmaJlCKbAa1OL/gwQZvhOkdjQU2BOSnLvVjhFQIh6wmiMCY2JruayTVxxYwBeOSMMVGfK1qBMlNg/ZgdMYyNlDPwhclWmHDfQlmd2BFhHw4Q4s/pEVB3uEdeA973+VYs2tYMraoQVpZLFNiLtycWqhsLur3+sJ23EaEicnPNOnS5fSF5JUU2IxwePuOCqAoujnGkpw3wOhXj0qlPL8dOKfSsUEHk6gBvtzxmrdgbVFiruaC+RLxWGSMqchSh9lX5Fjx9wQSU55rh9PDgKJErBdt9t6MFry7bJx/PFineWVOf7MuPG/RajLTvsRh0eOKccXj1skm4cGoNfq7vJOekUSokd0cjcgETfPBrjYDeIityi21GmPQaHGh3yd7BpeiAnXODB8kEoHaqyeJXReRua3TguCeWYGdzN0x6TVT12j2njMRVMwfgyEFFitvpRdpG27OiKHIBuhgRUN9Ovki1j4o9go9UnsWAQSU2rNsfqsgNBER09Phw7qQaRbU/UkomiwtfWoVx9y5UVPppaFcsJFCuVDHVwo8JReRx4RS52VQpp4NIMuSP1aCDPyDKFcVgeMEvw15BXZCwm3Q4aUw5Cq0GuWgQDk+dNx5vXjGFeZxyoXXk376FKCoVMZV5ZhzKIjVYl2StYDXqFG0vkcBxHC6a2i+iUrnITq6BbPLwom388SpVrUYdOlw8Pv6pIeOLqWiob3fh2jfX4+KXSRhEvIR1Iii2GeHzB+TCn4cPxNXKSRW8iSrnPHz8CutwODVMe3Fbj1f+vtnCnigCjyzYntFFZiIWIfGAzuE6Dae4Xlj10pKdrXhy8a60vYZYsVaa/8+fUo2f7pyHkyXLo2hF236FFui1HF5aug9H3L8w64qNLlW4XDik0n++Kt+c1YrceAMNqd9mqr/Xtm4vrn5jHa5Ok+0KLSZHU+TSdRVACDt6fdYWWeXQWRYVkoJXTYZ/8rsZePnSI6DTanD0sBKFZ3hrGtZsoihi5iPf4sEvgwFHzQ4vfP5Qkqs3jKhgiNwsUKvFih6voPCNTFqRayJEbodqX8MSm+kOeUoUdJ3AtvL2+Px4f10D3l59IGTfV2Qz4lCnG/Xtbhw1pBj3nTpKPmcT7SSsKbDgQLsrJV7p6/Z34NFvdoS9zxtGkUvXTg6PgOeW7AUAXHZkf5w9qTrq38mL06e0L8CS67Fcjz6pA4sSuOouXPm5VEUa1q6tNIcQnHVtLgwqseH0CZXyY9TdSgAwc3AxNjV0hoi0UoUerxB2/I2IgJLILbIZcaDdJQe2fvHHGfi/Y4Zg/tgK8H4xI76pQLDQYkEcc8Lfa4EnxyvOhW2NDjz81XYAQREgAOTUfQM8VAlrw48ozzVhbV1QmHcwQ8VlURSxv80V97wkY9ciYMM7AIg139dbmuHsIe/FDC8QCOCyV9bg7s+2ymOPJ8pary8g74+jnMM6rQazh5ZgaFkOnB4BH6xrgKiT1g09rREfFxBF6CFA1OgVRC7HcehXYMW+wz0w+MltR2pJB/05IyyYWhvaLZQoflVE7jurD2B7kxOfbjgEay9hOUU2I/564oiQBSI1MG7rptYKYiRBLgCymKlvd+EAUxllW6c0UZRHE2vysf5ARwjB4vDwEAIiqgssmMJYH8SiIKLE8H+ktkWAVeT2fjrQifYi7UJMfv8IoLM+LHnU4xWyhhiiG8Zk1G2nT6hEj88vkzp0w9GSBaqtWMCr2rvtJj3GVOVh3R3HYFRl5PCB+WMrMIMJ/2MX6joNJxMKrOqkIo+kpmdLi7LaIzdZ0HTTbLKPoGES8RK5dENxw7sbIqr/swHUD5KeUr2N36kA3Yg2dAbH7ngWJPSaU6sQYoWXDyRlrUChLkYChJSmacEf/3QQAGS15zPf78GTizJHYvoDYlxtX/GCWqdoNZyi60Tteb7+gNLPPhPYLSn8RpSTMZoGv1EP+3DQazWoLbJhyyEHDnf7FO3e2QCqZImmVOxKoRKRELnurFmPUNDxIVbFJt100jbNVCtyaRfVqn3tEcmHZCBbK0TxyGXHu8p8s1x8jyR4oIpctXCgptCCo4eRRHe9VoOjGDVRb4rctXXtcSsZW51e1Le7FeRMs8MDL++Pm6hnW3ObujxZV4iJhB6fHzajDv0llVGyc1euWQ+nVwgRqMxmhAesh2g2ga59w3WWuKTPiUV5rlnu4DljQiUumtpPPibRovXoqjx4hQC2NyUfeHbGs8vx1Le7w2ZDeITQzqFg56oXFr0WNqNODp6MBvW8nw1dbzwjvoqle41XKXHVuTgUVJG7qaELE+9biK82B4sSpTkmONw86ttdqCmw4KHTR8ufcbhz6qghRQiIwPIUXg+BgIj7P9+KjQ2d8RO5KkXu+Jp8NDu82FjfBYNWgxHlOfjDbwbLazGHW8C+wz14e/WBCE+YeoiiKIvwTBwzxggRyHA/D+xeRH7uaQ1RZ9Pnohkrt+jehuGDC8mdrTtQW2xFBzM/qMe115bX4Z+LduHJxbvSulbZcoiQ6V8nUgTzC8BbZwAfXwMgGPSlA7Mv4oNzJ92XelQK4Pp2V1rWGJFA1wexqMppPtZNH2yEwytd+97I/tMBEdBAhMhpAYjAnm+BXQsBkGL9t9tbYAgo1xP5M65M4F1Exq+KyGV5JUsYO4BYYNRpYTfpZGKB94tR20CHltqxTrWRitXYeGK/fHS6eEW7FhAkNQqtBkU4Qix+WpP7k806K3Wn1YpYFKu09eU3mvXkhvpVGPnTvSiB8j0GxPjDgdIF+v6SWVjWSmnplAjvL7Wv7kmjwXwqoSZVI22MegP7OD8z2bCblfJcM4SAmDVhcA5P/Imk0UA92g5mkX0ErcTH+z6pugsAznthZUpfUyqhbkPrixY8uvGg3RRAqA9gNFDFXSKKXKr+T4W1wqjKXOx64HiZ9KC4478k9ZsW8k4YVSbfV9cHISmRwPvTZ60ABC2DqvLNUTcn2xodWJ9hErTV6UWOSSdv5qcNLMSPN8+Rvcoi4SLGBzjbukYo2aWPQnDR8ezb/5uV9N+ryrfAKwTS2lKfCHxxWCsAkJVYJXYjOC71RC5LGM7+x/cpfW6AIa57CXdbctMcrLztN9BrNfJ5H2nNTFtWe+tGG8x47fa2LjnzuRVxv/+mMAX9VidR5MZL5E7qHxRnfLu9BaPu+jqux2cKLh8he967ZhqW3jIn6eejOSWsT6hBp8El0/vj7vkjMG9EKVqcXoX/YraA2pWxQp1/SEHZAGBTnc9jq4NiilPGVUrHkLkp0TXAxH75AEhhJhmwn29jV+h57uH9IaphSuS2Or1w8X5MkF5LvHj2+z0JPS6VYEUwTm/81grhPrOyHBO63Dz8ARGr9rWhrceHt1btl+8vle5v6HCjOt8Co06LsyYSNXO4IvfYKhJu9+OuyMrBeHH5a2vw4tJ9uOO/m9HtFaJmCoUgwMxNfI8sfNre7ITdpJNt++g6vq3Hi8teWY3bPtrUZ0HSrCe1mVXkuiKQ4Uv+Abx5hvzrK5dNUnR60Gu+ItcEQMR1us+Cj/U6UVukzEFi9zS8P4C7Pt2CxxftxGMLd6ak+BIJVPB336lxZg84m4H7GBWp4JXHMT1D5PKe4Gt3y91XAViNWpwwmuwxZj7yXVrWGJHQJF2DsRTFWGujHilce9PeyHYQIkRoIAKcBji4jty4/CkAkH13zYx3cM+Q04CaKSHPkwx+NUSuKIp4Y2VwoExG0VVkM8pt1S5f9AFu+qDCEBLNatBi7vASHDeyLMKjCGYOIUqq99cqTyK6aC2wGnAcs/ne29r75tsdxmidqszMei3Au0nVJQLo4kprJEQm1r+Gsp1v4lb92xhWZsdlR/bHH38zGED2BJ7RhUgy1gpDywhhvnArqWINK8tBvkWPrY3pG3BTCXV7VU6CxCa7oWKLhmybBq1oLaTJjxlGl5tPmLgOB9rO+dH6hpQ9Z7Lo6CHXc7Q0+3CYFiYMJhuhbhnLt8b3PhPBuOo8hR8fEFyYxAJ6zcXiq6ZGsIsgNRYSeq0mxMt8bR0hKVdJSmz2M82keFEIpNdaYVCJDQ+cNgqPnj2uV5VJphVfzQ4PSnKUAVDVBb0rmy6YEgyG+25H+rzzEkFMilw3WTuor79EQDeRbEEmG8DLYWexnevUksBm0sFq0GFDQxfeXLk/ZeqddLXlUsSiyAWImrZM2iCb9eT6jDR/XzNrIC6cWoPzmfM9HM6eVI3zp9SgwGqIKnigLfHxdhOxxRKTXoMimwEtTi9cvvi8CAFgeHkO9j54Ao4eFgxB+SV0fjk9AixGHUpyTDGpL3sD7f5jvb6NOg04jsOlRw7APGn/lA1e5mr4w1grnDmxCrcePwwA5GBNCtpmy3Za0H1lotYKlXlmDC2144uNyYULeRlBjtqvWBRFYgGlIptpaGFDhxvdHh72OEjAL/44A6dIdlBr6jLfJcaqgmNS5ErEL7VYaOzyoMhmwO/mDJSPKcs1QRTJ50kLjKz7XZHNiIBIxAC0A5B2TFF7AhY6rQbTBxXihx2tKZsPvt9BSOG9h3skRW48HrnMXOLrQaG0ttzf1qMYy+nc3NDhRo+0tr75g414fUVdUq89FtCOygnVObBrmfPaFcEvt14pdJleY8Orl02Wf6fFvKoCC4xQrfldbein8kNt7/FB8AewYk8blu1W/s1YuJxEQQvp46rz4nzgfuXvXQ146rzxGFuVCx2C14XXFUrkUpu4MyZEFyCkA6Io4rMNhzBzcFFMVnUmvRZPnDMOAOD2kGvzp93Bvf73O1oUAg9RBDQIQOQ0hMwltwIAzp1cAz0EGLng52PNi2xlmSh+NUSuOi0xmdTzIptBJnJ7azkI19ZqMejwwsVH4NkLJ0T9O+W5ZoyrzsMbK/crPN6orUOB1YDxNflYe+NEjLB2Y1sMpCL1bexyBwdaerEZdRrggXLgixsiPp4qUauLpUGgi7TlWuDFdbMH4q75I9FP2nylI4wjEXikymgypEhlnln63snnZjVqUVNo7ZMwgVSAV21M8hNUNEbaULEJnhP75aMq34yVWdD25hMC8PCBhInrcLCb9KgpsGDV3vassY/olpQC8VpIVOSZ8fOdx8i/Z6O6BQguPopsBpw+oTI+dUCC0Go4TKhRLnbi8fKiC3qnJ36bGdrNYErUxyoMqJc5TXKfPrAQXS4eP+wkC3b2M40UgNgXIORH+r5fjuNwwZR+KLAaQlqthpXZMbTUjrevmorKPHPYTVOq8ce3f8Ldn25R3Nbp8uGd1QdwqMuTUGgQx3GYO5y0lmfbHNUprT2iKVE73T7YjLqUWGxQ4jvbfHLj9cilKjeT1BX2w85W3P7fzWHVoIlgv+o8SYW3JguaK1EQRxHObCCfTaR5zWrU4f5TR/c67+WY9HjwtNEYUmqLqsjtTjDbgf0OvEIAxXYTWp0eOD1CzB14LDQaTrGviNSenU3odPEoSGGnDLU2omtuQCkYoBZ12RhkSJeF6vyUsVVkPaEek016LTbdPQ//OCsYBiYTuUnsVU8ZX5KWhCoAACAASURBVIH1BzqTCr70+oNrHrWvK+8XERBDyeZ+BRboNBz+/P4G7GntkYOg4GgE7i0MKtfCYGRFLh4/mxAprOIxU1AQuTHsaakS1yUd29jlRlmuSXE90+6otm4vmiW1IJ0P3rl6KnLMwWOplc7xkmhrfE14Am720BIc6vKkbKwYKxF946rz0OPzJ2Gt4EKhNHd1ung5ZweiiOELzsGxmjWobw96tn61uQl3frJF/YwpR0OHG3a48FHrSXh8wJrgHZH8UNUCN3e74nui18bgEhtsUI1JrsOyjQRA+KeOHh9eXrYP572wEu+vU4qC0tkRRxXPUeclUVRWFgDAq+KXOvcj16zHf66aiqqc4HP5XME1s5yHIAU3V/VsxkXab+T7U73GCIf6djcOdXkwb0RpzI85dXwlqvLNEAVybZoYa4RLX1mD059ZLv8eEEVoECAk7jVLyI37lgDvXIBSuxEWKQBO4KTPqHxcku8oFL8aIldQeYTGNSipUGg1yovS3loOCplFKx2otBoOHMfJ7QXR8K/zx0PDcbjlw42yWuD9teSip5Nc0b/H4Uv/1fhxV2uvbQmUtGUnZBrAZtaKAERg/esRH19sN2LPgyegmnYJOIlC9diRpXJLEF2oZzqIgJLWCqI6CbDqIKtRh34FFuxvz85kcDXUA2b/ImtCzxNp8HcxBBfHcRhVkYsth7oS+hupBL0eclKoyAWA62YPhJv3p2wTnSxcCYadAUTFS9OEs8UOQ40OFw+OA1b9ZS4eOzv1E2Ek9JMKV7QFLB5rBboB8PkDISGXvSHoW566UDc6T9mMOgwuscHpEdDWE/y+2dDKnjjeZ6rh9glJFVrjgXodkGPW4+sbjsK0gYUYXp6T1hY3gChyPt1wCK8ur1OQ/S8t3YdbP9qEDfWd8kYuXrxw8UScNKY8xJYk06D+t9GKBV3u1NnhVMsWKVlG5EpjQqweuTRRubrAokjGjiXkNhZQleCRg0ihJ9WBh1QJG8/5TIthqUp3LrGb0BJljlPvE2JFM9M+LYpkbV7f7obTk3g3kIshjVgyM1vR3uNLaadMSU5oAYu13BlcQjq/Pv05OcVpOhC0VlDeTrvVhjGWeBR2k16hGKNzUzKdhGdOqIJOw+HNlft7PzgCfMzaRa3ap3ssdYiQTquRww0B4KQxktJ43xLSdr/i6ah/U6PhMLw8B+09mQ/7Y60VuqXsly83NcpKcA/vVxC81FrhQLsLoiiiqcuDshyzogt4TBVp365rc2G3yp5vREWOojBFxw+dVoPVf/0NXr98MsKBhlaf9szyEOV0IqBF7m6vAJ8QgC2eLmbWWsHXrSjeyZyIqw36hpV43vC4gsilSLcQrKHDhcEc4VI0B4LEHDpVPr10neJWqcNdbWH3wwVWA2ycau50d6KIKcjnWwxod/nQ1EXmojUq+xOqyE1Hlww9V6MqrN+9EHjzdOVtHtV+vqtBeh4dBhcF53Rvd/A4N0/+lkcKRBz07TW4T/8q7CBrsVScp71h7X7y2U5i8qRiQZ5FD22AfP45GvJ9smHXi7Y2wyv4JUWuZK1QNhoYfTY5YPvn0K16GvfrXwYArBn0J+DoO4Ax5yT7lkLwqyFy1abpyWwUC20G2ae2yy1EVfuxZC09Bdhk3t5QlW/BXfNHYNnuNrzwI0n/XLydtErKg6NATrIWpwdvroxuFk4JN5bIdfv80HCAXoxC4nTWyybgWg0H+KTJhycDDktJj63OA8cBz/2wJ66U91Tiux0tGHHn1/i5vhMewQ+jThM1WC4W0HY/nYaDUadBTYEFhzo9WWHI3xvUr3FoqT2h54lEiKo3QCMrclDX5uozv6NIoP6kiahiooGS+vsz6CXKghJ/iQZjFNnJWHI4y3wkKTpdPuSY9Gn1Tg0HSjrMkDor4ll4sNdcvIFnnjQQuXThZjXqYDfp4PTycsARez+Q/jbraHD5/H1G5KqLsOznPaLcjr2t3fjbgu2497Otafn7e5lNXBtDyLEdRImmv3MchyKbEZ1ZsBlmQUN9oqnbu1ypI3LNBi2KbEaFtcL8p5biqcWZC/QDgNslj+pY56baYhvuP3U0tBpOVucCqQuGo8TLFTMGAEBSKr5waHZ4oNVwCnFDb6DFjVSN+8V2Y9RiZaIdNur2/lEVOdjV4kRDhzsuBTKLbgWRm53zMosOlw8FcVo7RUOJPUgOXCJ5frMWFmW5JoytzsO7a+tx4YurUvZ3U4Fw1goAsS9668opeOWySb0+B1t4TRQlOSYcN6oM76+tj8sWigVLZKrXP/QcDWedcO8pI+Wfr5lVS34wSAISX+9FtQKrHu09mT/v2XWc0yNgW6MTv31rPaY8uBgAMO/xJQofa/p5eYUA2np82N7kBO8PKNY0g0qIEqrV6ZVt0SiMOo2i+DOhJugvXGI3RZwvKvLMsn3DV5saE3qvLOga9Ccp9FVN1kcFVeRyWoB3Icekky2EhmvqgWePJKFQEuo73CFt7wfSXHjtcvMo1YQRG317P/MiVgL3lwBNmwF3Z8hxVpWliIYjhZebZ6vCaD1dOGpwER49ayy233ccCqwGdPT45G4cysesu30upgwoQF1bD3a3ODHu3oX4QKXWTRZOrwCDThPdZmD758De75S3eSWlbeEg8n83Y50Y4MHryLXd2RHsxKXCF49AiFyti6idZ2o2AgjNPkk1RFHEe2vrYdRpMLhjCfD8LCAQ2ziYbzFAz5Fj7RyZ39lQ1StfX4uhty9AQBSh5QJS2BkAExMe/83tmK8llhzN+irgqD8D2tR3G/6KiFy1T20SilybER0u4m9idLfgoY0zgF2LIh5PF91/OX4YqvLNuPm4YXH9vbOPqMbxo8rwj292YFMDGXgunFoToug9qVaDl5fti9oeTS8sdkJ2S4mCHNsOwaplBB/wxCjgvYuCt6ll9kwFrsBqwL0nj0Sni89YwMgnUhL7pobOlKW/04FPCIjgOA41hRb4AyIaOtxw+/yKTXm2gX7vw8tzcPr4ypjU4OEQbhExtbYAl0zvr7htlGQYvvlg+luToyFI5KZ28KREbqZVXm+t2o/tTY5gYGGiRK4ttI1xb2s3nlq8K2PFGBadLj5hO5BkcPYRVXjuwom44ZghABDXxoKdcxzu+NQFQSI3dVM0nfMsBi3sJj2cHkGxMGGVP5lUcRIiN/3WGUBoQVfh9V2eg4BIAldeXrYPu5pTr85lyTKWYPIz504y9i35FgOcXgEXvLhSDurMNKiKK5q6PZWKXADoV2jBzhby/YmiiE0Hu/Dowp0pe/540cQoOBMZswutQSK3I8VELlU6pp7I9aLEboyroE5b01NlYVRsN8Ll80dUeyX6d5ocxAeTYkxVntxen4g1CgCcxPilZmunDIWH98Pl86dUkVtgNeDu+SOw4PqZGFMVvp18jLTOXLr7cFYJKmQiN8y5fuSgopgssGgBIFm/+Iun9YfDI+CTnw8m9HhWkUsCuFz4UiIKKZFrC7O+vnhafzx13njcfuLw4P7LICnrfb3vlfoXWrGzuTvj36vaWoEt2nS5+RDCkT2e5g+QjILgZzRjMBEGHO72ynkIFAatRiEOi2d++PO8oSjLMWFJCkLP1F1ktt48ch2HgLtzieqaeuSa8wBfDziOk8/nyd4VQPNmYPmT8kMPtLtCzvOmMCFxqYRPCKBCqyJy+80g1gpUfbr2FfJePvsT4DwEVE0G5vyV3LdzAbi23ah7+EScNp50I9cYu8F5unDiEFXHq6cTHMfhjIlVMOm1yLca0O7iQZtxfP4ArAYtCm1GDCiyou5wDzZKXE8qSHkW3R4heocqy/2wBRf6mVz9AyErnSyRK0AwkoJDV2cokUutFUQdKc49Y3gSUzVbU7Z2iYTtTU6s3NuOAUVWaP/7W6Dx51Cv3wjINethkLx/TX6yFgoXXC2KAAcRoJyK0RZyDABMmHlCAu8gNvyKiFyVIjce424VimwGiCIxMa8WpclxySMRjx9eThbGo6vysPSWo+Ou0HMch4dOH41CqxEXvLgS5WjDZc0PAT7lQvvq0Tq0Or14Y0X4E9Xt88uTMqu48vB+MlkIzMDJ2iu0SGqknQuCtzlUiwKvcmKukVqS97eRgcAnBPo0lECrCVa63D5/YoTI0ieADe/Kv6pDMkZI7VEbGzrx0FfbcPSjP2TtgpsOqLefOByPnZN4a3o4QvTlSyeFbLqpj9O6/ZkNK4jJDygBlOeaoNdyWLIzgjF+H0AURfz148047okfg0RuggWLIJEbPH//tmA7Hl24E5sOZtYiY+shBz7dcCil6tRYodNqcNyoMhRJxEk8rX6CQskRryKXPNaYwvdMW7tsJkmR6xFkUu0vJwxTbMY8fCAjfsmiKMLVh9YK6nOK/Z1NjwcgewmnEn9+f4P8Mzt3sApuGvySCKglyLLdbXgywwpUCqoCjxYc0+nm5deeChw5qAg/13eiy8X3STtfb7jpgw29HxQFtIMCSF3RhY5XZbkm2I067EmyML1iTxsuemmVPI6EC+7rDbSwEq81TSRQb8pIJLU/QW/wZocHY6vyYNRpcNzIMoypDqpyErVGuXBKDbbeeywGldiyXpFLx6tUZhEAwKVHDsCwshycPqEy7P0Di4OECd1rZBr3frYV/16yFxyHhAUTQLD7LdnQ6En98zGszI7XVyQWjKi0VuBx0Uur8du31uO6N9fJSsJIquH5Yytw5czaME/ae5FofE0+ur0C7pA6FzIF1iKi2yMoxEmskIOOnyzXQK2rLp3eX7GmMeq0yDXr0dbtldd6APFL57j4uhZYcByHGYOLsGJPW9KhZ14hgDJm7OrVjvLgevL/imeCwi5TrvxdUzW91iQRXYfJeiQALfa39cCpOs8b+4DILdUwKlu9FZgp5QM9XENsI7sle8iDa8n/g+YCEy8LPka6n/rffo+rgb/1C3pAX/0DMOGSEFuCAoseHT0+sHVDuv7uX2RFW48PjyzYASDxOSkSnJ7odqDgGVsIJ0Mie7qIwtpgBWxlSkWun4ffRIjcbkdwz+9mFLlGnRZc/gD5vmmarWkXv9VJ8/wjZ44BNNL11x3bOj7PoodBCq2jHrnhxmIhIErWCtLzT/s9cNZrQPXU4DH2StSUx+7RGy9+dUQurZono/ihaog9rd3widLzRJmYHj9nHH47eyDGVuVGPKY35FkMeOycsXB4BFyt+xwDG78AFtymOGa0tQu/GVaCxxbuVPqbvXshsPAu2c+1ttiKHobUdUuJgvAzi8X9jGdM227li1nzEuBqA4zM+/EqlZf9VK3nf35/A6Y8uFixKEgnKEHR1uOTZf0xIxAAdnwFLLoL+Phq+Wa1KmBYmR02ow6Lt7XIm/yfDnRk5aI72dZ7inCfYzjyMM9iwNBSO/7xzU50pMjDLxEENxipVfjptBoMLrFjya7WjClWWUWbi/dDr+WiBghFA/VcXLytWfY2psRSWwbb27pcPC5+eTWAxFvMUwG7SQethpODJmOBzy/KC3JHDGnHLKhfZaKJ1eFAF5uCX0SOWQ+nJ2itMGdoCcpzzVh041G479RRADKjyvUKAQTE5MepWDFcKsbRQgYb2lhsNyrC0FJN5Ha5ecVC/tGFO/Ha8joAZMM8rMyOuodPjKhGiwUsGdoXAYGxgPqmuXl/xPVAqhW5MwYVQRSBc/69IuPF1kBAxK5msoH55oajEnqOIkaRmypimnYQ6DQcJvbPx39/OoQFmxPPObjpgw34cddh7JB8plscXpTGOYZXSjZkqerGoJ1CJz21FFe+tibk/kTn8qYuDyrzzVj9l7l44txxCluARBW5HMfBYtCh2BbdDiIbIHc+pWmM4TgOP995DNbdPldx+3QmTHp3S+Y74lqcHry8bB/cvD8k6CxeUF/ogcXhFV6xguM4XDStH7Y2OhRp67HCx4SdLdt9WC6CfLW5CVe/TgiumDNnaGCU1wG8cDSw7bOIh9Lr5p019XG/5lSCF5SK3Dama40NpaLWSLwQHEOoqtSo14R8RoVSeDZbMDdK63da/CkN4xPdG6YMKECHi0/6evAKftlOEIjhO9ZLx3qdjCK3QOZGhpSS87ibFqkl4ZgGfoh+XvaF1XDkX7rzR3yCH6fg++ANlkKiyNVI7/PFY4ilJAu9GTAHrS7gIupTtrAKAFh8H/k/vz9RJatsGfIlawXW7oSKjWigPH3/qVYmd3uFsAp6OBqBrZ8AHua1soI9dwdgyiHKU1sJsGsh8FANsOEdoGkj/Gbire9xduIa7WcYxh0IWitIilxwGvg58rev1X2GxdtaUvre1KiTinsDiqxBoaLa6zcC8swG6KkiV3TDHxDDKnKdHh5aGnYGANYiYOSpwJF/Ir//YT10N6S3GPUrInLJ4EpJ2GTmWEp63P7fzTBw0hcrRL7YimxG3HzcsPgTmAUfULeU/LzmJUy3teDRs8aislRi9l1tChk852zEPZIv0V2fbCYVOVEkk+WyJ2RbhqMGE1N0ugFweSVPQlZVm98/+DNboRFF4Isbyc9lo4O3q6wWKvPN0Go4ue3k0w0kkECtak0XaADI4W4vunurQKmx9b/A2+eG3Hz93MEAgDMmVAEgZN68kaX4ekuTPGBd/cY6HHH/ImxsyK6UYXcSYVi9IZLq4DRJRXHV62uTrg4nCkqgxdLKFi+umDEATo8gt+z2NdhJxe3zJxWKQRUCi7a14MQnl0IURdmnsy2DQSvP/LAb7T1ePHjaaDx57viMvQ6NhkN1vhkLNjeh/61fYNXetl4fI/gDcvdF3IpcIfXWCkPLyEK6f6EFdpMODkaRS/3PBpXYUSS9ZrV3W1+AjqPWPiJyaXjnLccNBRDqRfnAaaNRmmPEiWPKsWpfe8I+g+FAuxVevPgIAMCG+k7c9SlJa+5MEZHJdv+kKhQrWbC+zOG8o0VRJB65KVTk0g6R7U1O/Gd19ByBdOO5JXvQ5PDg9PGVGJKgVz27cUyVn7UQCEAnBfH+4ehByDXrce2b6/De2sSIFFo4ooRCs9MTtzr1rInVeOKccbhoar+EXoMa/ZjA2kXbWkI2yaz6LlbRgdvnh8MjoDTHhFyLXi5208JjuNCueFBkN2aNOODjnxrw0fpQz8Z0WVixyLMYUGhTfpZDSu3457mkw2x3htZhLBZtDRITydo6zxlagreunILLjhzQ+8G94NRxlbAbdXg9QrdmNLBq+L0qJbsj3u+dEnxtu4lq8b1LIh46U7IfmNgvP+IxfQGfyiOXvRbX7w/u87Y1EjETHwgeT1WoRp0mZO9VZDPi5/pOCAFRthXQSx0IJr0WT503Hs9dODHu1ztlACHUVu1LrhvSwwdQkRccr3vdQ9M2fG+X0lqhfQ+w8jm8ecUU1BZbMaksdG03hiP5P8eOLMXPd81Dsd2Ipq7Uhm2qkdezF6VgPiOjjZDRd7YBpzwNdB0gr51FVz3xOL30S/K7ROQOKLQimIIEQPQTha85j6iS/V6AD841hVZiecUWYek1NEAVRL73cE9IWHkykPmQtj1K64TX5gPvXUxuZ2/b/gXQvAVY+zIhcwHAXkaymbxdwMfXAAACOVXgRS1ynbtwm/5tPKV/St5feHg/EaXwLmhHnQ5UTYYRPJbtOIQDaeyk2N/WgwKrgZDk1DrUG4Pdo6sdVVyLTOTaOTe6vQIcYYrmTo8AjiVyKYadANzZARQODE29TDF+RUQuuRB0SfoNAZDbDRo63DCCVpfSsNC6vxh49URg34+EPH1+Js6YUIl5bZLtQcs2JYHsbERVvgU3HjMEi7a1YMBtX6KuJViB7Wwmk/jICqJC6nKTwbaxy00qb+17g8/lZiq3LJG7+cPgz2OZ9D1eeTHqtRpU5JnkigjF11ua8eCX29JO7FE1WVu3L351jzt81dqo06Lu4RPx6Nlj5dtOGVcJrxAIUUxQf5tsgSvJ1nsWW+45Fm9fNbXX466eWYtrjqrF2v0dGWt7S+cG44j+ZIG5ti4z3pMsOdjQ4U5axch6/A247UvZ3zhTBFCXm8dbKw/ghNHlOH9KTUr99xJBTaFV3sic8++VvR7P+wOyouGez7Zi5iPf4vkf9sQ09tF2u1TaScweUoIPr5uGC6b0Q45JD58QkK0iWOI0TyJg+jrw7O5Pt+CoR0jAQqqtUKJBq+EweUABBpXY5GIdxanjK7Hytt/gnCOq4RMCWBkDgR8rdjQRgmvqwEIFYc/7A+hy8TIRlgym1RbKP2fS95gFS4aHU5N6+AB8/kBKFbl6rQavXEoChl5ZVpey540XrU6v3DKp9pWPBwWMIrczVR65flFeH0/sV4DF/zcLMwcX4dYPN2JXsxOCP4Bnvt+NQ52xbbCp4GF3azc8vB+dLj5uhZlGw+HU8ZXxiyCiPN+wsiB5vlZl/cR65Mb6PqllmJqk/ui66bh21kAMKEpOUVlkM4SsL1fubevzoNWvtzThhnc34Mb3NuDb7c2K+9JlYRULThlXico8c1YocjvdwTFWncsSLziOw5GDilIS9Gc16nDmEVX4clNj3Opu+j5YIm/d7XNxHxNmlhfrWB1QjVUR/CQB8v5PH1+Jgx3pJfR6Aw1ythi06PbyaOv2orrADLtRhzV1wfGjXnqdvF+U91lUuGTUaUNyeYptRrlzdtYQIq5i5+j5YyswviZ+Eru6wIzSHCNWJ0nkenm/IlSz11whKuZq2kS4CQAwEq4BC25BSY4J3/7fbBQ2MHlCUldvP46MJ7XFNuSY9CjLMaXdWsHmlcawHCLMUoRgjT0PGH02+fm4h4Gb9gBVk4DJUodulRRW6GqXX7cJqvWVUZpnTFJHFaMEpXsZ9tym11e/wmCxschmhE8IyOdWKuDw8KjUdgFPTQB+eDh4R5tkvbX3e+UD3jlfGQAHALZQmwBd6XB0w4wcDyn0DeQOBa0V+ACxiePdRNV8xOUAgBKxBR/9lNowN4r2Hh8+39gYDAuU/HkViuNI+PganLv8JBiksDMb3HC4eSzc1hxy6OFuLzQQoQkXYpZmAlf+M33yV7IAtLpOv9QhJYkpIQDlhUY9NEISDZMFS56+eQb5PyAA39wevL19L9DDeHRKMvjLjuyPk6WghKe+Dkq6hdbdKM0xyj5lnS4eoihiZ3M3ad/pkVpHjTlypQldB5Uk7YdXkP/z+5O2CYruZuCVE0nlRsKgYht2NTsVC4f7Pif+UYfSPEjTcKG2Hi+63Hx0RSbvVsrt1dL7QORq2KT+4SfabFE/UaTKWgEgi8JYfJ41Gg5nHVENACklQOIB3WCko624psCCIpsxYyFCbLv+uv3tSQdERdowtGXoXP54fQO6vQKunTUwI39fjXOkc5libV30hTLvF1FiN2FAkVVOJ37oq+14+rvdUR8HsGFnqSNyNRoOE/sVQKPh5MIGJSHYc4e246c7iICFKIp4dXmd7EHV1zYa/QqtWHTjLEzsVxByH8cRoteg02Dp7uQ9sV9Ztg9vrKhDs8MDm1EHm1Gn8Mlr6vKgw+VLiUesTqvBp78/EkcPKwk7J22o7+zz7pEenyC3yquJXJdPwPA7iRd/njm1hZvJA5TfrYZDn3eKUJuBS6b1w9jqxC0zJvcvwPVzB6PEbkRnCq0VdMzGw6TX4p/njodRp8Uz3+/B+S+swiMLduCRBdtjej46hjV0uOU1YLweuenAm1dOwcuXHgGLQRtShGWJ3G2NDrQ6vbIa6snFu/C3MO+dkjHlucr3Vl1gwa3HD0uaiCu2G9Hj88vqJgA4998rMevv3yf1vPHgQJtL8b3/+f2N8tzhEwK46CVif5RORW40DCqxYVeGidz31tTLRZpsxMXT+kMIiHh52b64Hkf3zqyitMBqwAVTgip5tVI6Ivyq1mRd9PFgcKkdTQ5PRoOkqQgs32KAwy3gcLcPRTYj+hVZFPkRVEHKCwG5Y4JeI6YI1goUs4eWAFDmTCUKjuMwtbYQy3YfTiok0isEFMKf3hW5zHe06jnyv4ZZv4oi2UtTkhcASoYBnAYDdUTJTou3Zbmm5C0FvN3A9i8jfqgWn7QnnXot+Z8tKmi0wBkvAH/eDUy5lrTLX7kIKJIK/ToD4Um2fgo4GlFbbEWFUVUgoc9nkiwoGQKxQCrSN3QEuRXKUZj0Wlx+5AAU2Qy4/cThAJQWHsmiy81jiEYiTze+R/7/8MrgAXu/C30Q5Xpukx5XENolYJ18MbphQZFI9kUaToRLWgN4BQFjepYD7nZAbwHyyF5qRpEby6Q1dZeLT2kux7r9Hej2CrhqpvRa9cSmKSZrhV3fyD96RD0snBdOlxur97VLgicRd+lewxRuG5odHmgRgE7b9xkuFL8eIlcajOeNLMWC62fKKYOJgOM4/P3MMQAgp9rB51SSqslCYSTNDBAr/kX+P/p2AGLQVBsg/iZbPoZOq8GT543H/x0zBN9vDVY7vG0HMKDIigH1H6OGa0aniwe/7BmcHFiECiuA7hYAHFA4iBC5uxYCj48gXrFqjDoDGHwMqayMv4jctn+pLLMHgCFlduxoduK0Z5aFPDxWtUOioC2bbd0+ODy9KHL/PYeYm1M0bVTe74184VsMOrkthm0BisdLsy/gljYBqVDkAog5sG9gsRVFNmPSbT6JottDgpNSpehhwXEcjuiXn5DvWCrAKnI7XDysSQQ4AghJ36XIlCJi5d52VBeYZV/DTOPEMeXY8+AJWHQj8bX8uT46Acb7AzDoOPzr/PG49fhhWHfHXJw+vhL/+GYnXl9RF5VECipy0zNF0w13U5cHBq0GBl3w79ANRmsf2eAAoSECatIt0zDptTiiX7686EwG93y2FXd8sgWtTq/sA/iv84O2Ia8sq0OL05twSJIaY6ryMLTMjg6XD6Iowh8QZfLplKeX4eR/hc7P6YTb50dZLllUd7l5xXe/szm4GUylIhdQevwdNaQYAREKAr0vQN/rOZNqejkyOswGLa6fOwS1xVZ0pUqRGwiEdKwVWA24cGoNPt1w3b9nqQAAIABJREFUCKulwtX2ptha2Ol7bXZ4IqpWM4EimxFHDyvF+Jq8ENUaS3xc99Z6THpgEQb99Ss8uXgXHlu4E89+vwcr9iiL0lQJmqyXaSTQDsBMzcO8P4DTn12OPa09+PO8IVh4w1Hw8H789eNN6PEK+BdTmEw0pClZDCqxYU9rd8byCgDg5g839n5QBjGgyIr5Yyrw2vK6uHIrKJHbIhVjRpTngOM4aDRkHxxXsUKtyPVGH0vmjSTKv9X72vHJzwd7LZ6nA7x0TpXmGNHW48Xhbi+KbEbUMkp7i0GL+nZyfXoFP/LMBhi0mqBHrk4bsj6nalezXpvywvW8EWVo6/El/HmJogivEJDDJgGE7i98PUqR0w9/C/dEwZ+9TmDPt8R2gMKUC+RWo1ZL+A461pXnmpMncj/9PfDOecGwdhUsvPTZ5EoCjdKRoQfZiiP7cHodQPMm4OOroddq8PXx0tql/0zyPxX3mSMrcllBG0uU3zl/BNb8dS6mDyQdVY99szNue7ZI6HD5UKaRXgunBTZ9AGx6P3gAyylR7F8GlI0JqoypIpnijJegMefApbWhkgvOj1SRW8vvw3l7biaWG1odUESszObkHMKG+i4c7HRj/H3f4C8fbUrJewSChZUBNBCTfo/RiNz1rwPNyvOlGWQvsr++HrtbunHU4GKUox2X6b7G84bH8OCX26GBCF0K80zixa+GyKWG5QatBsPKcqBJskpOfVKNrJz+haNje7ArhsGVBowNnkf+n3c/YJAuoqIhwBjJ1qBBCmyomkz+X3S3PLheO3sgRpQGF87argOYmdeOmh9vwqv6v6Fw66swLPoL/qZ/AZeuOBZY8ghgKSBG1q42YOkT4V+b3gIcdTOgMwInPU48QChadwAe0pI9vCwHokgUGWocTmN4A+8PwOXzQ8MRNWGzwxs97KpVqhAK0nfpUqlHe/m+ThpD1M/3nDwSS26ag9piKw5n0Fc0HFyyR25qFBNFNgMKrAbMHxs9UZ3jOEypLcDKvcmnqCYCp0dIq0pkVGUO9re5UjbJxgM1+dVr61MvuP/U0ci36OWxDSAhM5EI3nSC9wewfM9hTB1Q2PvBfQithsPAYhv6F1rw3tr6qBtH4n2mwciKXFw7ayCMOi0eOXMM5gwtxp2fbMH8fy0N6xEKBFvyUhl2xoJW/w92umFRLdCLbUYptT5xFUCL0xPXplrtx5tKJXKqMH1gIbY3OZMq0rFjYJPDI2/gThpTge33HQcAsmJq9tDiJF6tEgUWA3i/CKdXwO/eWo8jH/4Wb6yok+9/4IutssdfutHjE1AhqRf//cNejLrra1mZwraLp0KRrMZ/rpqCC6fWYI702Tq9fTduL9jcKG+sUzUn5ZkNinbuZKBW5FJcObMW7Gp5XwyefS1Oj2zN0+r0yl6RiYT3pAuT+hdge5NDoQqnRG6tyqfwsYU75Z//uXin4v3vbumGzahL23sbIVmhbT4UugHti/DgNfvacbjbi+tmD8Tv5gzC4FI7fjdnEBZta8Ed/92MJxeTltyZg4syprgeUmqDhw9gdwaVmxRV+WZUF5hRw/gxZwt+f/QguHx+vLaiLubHUCX4WRPJuvDVy4IkzllHVMfXMeVXjbe8S+nTqUJtkRUmvQa7W7rxp3d+xpnPrYj9b6UINHi2psCCw90+tDgJkct2Yx49rAQrpD1Oj88Ps0GLXIte7poz6jQhIhpaMBchyuuxFLhoACBrB4NOg6+3hLaCxwJ5v8iQiwpFcecB4MEKYO1LzIN66bp0HALekrqL9dL4qjMB9jKMy+dhMWhlu7qyXBOcXkG5x2ncCCz5e+TnF0US2EVxQLI/6wjjCy2KsPNtcHNmYPh8YO49hGNJBJLCWO/YT3xST36S3F4hFeeptQLTtV1gNUALP2ZogsSlek3AcRyK7UYYtBpsOtiFf3ydvNrfw/vh4QMo0EjrrIAQVE+rQcO6AKBjH/HFpShRkd6S1YLLUKS42eUT4A+IqBQPBW8cMIsQ5LnVGK5tgM8fwINfbkNABD7f2IhUodXphYYL5mLJ9qcskct7gOdmAmtfIT9/+gfg2WnK92AuBwAs30AI3qOHl2CEpg4A4BDJGM9BhE6XuTDhXw2R65UWXnpd6ry2AMCiYapLnTEYybfvBR4ZAKx+Ifz9okhOODr4zH8SuLMdmP4H4MqF5Lb+M0kVyZQL7PuB3DbjBuC054GOOuDefOCb26HXcHjklCHyU/9B8z5+t/V8AECtpgnjNz8o32cQpMqotZikN7raQ/09rpb+lik3mFAJAAZGieD3AY+Ti3zaQCUJw1acDqexXZv6orIKWaoACgFLLlIlrtojtxci9/YTh+Op88ZjZEUOagotKLQastJawaDTpMRvCyCTzNJb5uBxxi84EqYOKEBjl0euWKcLe1q78cz3uxVkidPLpzWtfVgZ2WTtaHJi88GuPlWEqBM0Y04OjoAzJ1bhpzvnKTygR1TkoKHDhS1hNpHpRH27Cw6PgKm12UXkAuTc/9PcwdjZ3I3av3wZcTPNC4EQYkSn1eDZCyfivlNHYXujE8c/8aPcbs3iiUVkc5yTYlUixfByct5uOtgV4sXKcRwGl9pk4mBjQyf63/oFNh+M7Ry457MtmPzAYvzp3Z9xz2dbYlKss2TUjccMiXJk5kAT0lckYRPDqrjX7e9Q2DSx5PVxI8sS8seLhFKJON16yIEFW5oAAP9ZHQyxeuHHfTj7+fRvkv0BER4+6B1NP8uP1xNbqH1MmE6qFbkAMH1gEe4/dbRMErPBa+mEV/Dj2jfX48WlhKRPVZBbnkWfMgsUwR+Qu4tYlOaYcJTk4VhTYIFX6J0wW7MveM0rFLn2zCtyKabWFiIgKi1y/NLa4bYThuPj307H+juOkTswAEJmrdzbjjOfW4FOSeG+pq4dQ8vsEUNfk8WgYhtMeg02NYQWWv717a60/E0WX25uhEGrwe/nDJLf4yXT+6PAasBHPwVTzV+/fHLaX0skzBlaAg0HfLbhUMh96nT4dKOhw40lN83BDzfN7rO/GSuGlNoxd3gpXl66L2YlP1VcP3j6aGy8e15yZL0/zL6oflXEwzmOQ0WeWe4gyQQ8DJHrD4ho7/GhxG7EFGZtekS/fLQ6vWhxeuH2kfBw1jfYqNeA4zhU5ZsxQlp7TRlQCJtRh9/OHiQLjSryIuxT44TVqMP0gYVYurs1ocdTAtVu0smENavORT2xUpGVnHslbmDoCbL/KQBCFFJ0MiGjuVJHtBgArMWo0HVj4+W5qFrzILDzGxzd8AzGc7uUqty3zyVerR114V/00seAx4YBuxeT36k/b9tu4LAkjGvZDtydC3x1C2a5vkGnpoDYKMy4PmiBECuoLYhWWj+7OwFrCVBQS7iSU58ht4fzyLUY8EfdR3jT8BAmccSyJpy/OMdxePbCCQCA73cm9l2yoB7MeZy0zvJ7iTAvvz/wuzXAsUFOCEffCVy/ORjixRK5Wh1wdxcw/5/k9+JhAAC9SdmVsrm+HV7Bj1yOEYVUSgF+hQNR0rMTHCfiC4nA5QMBhYVQMmhxelFoMwY5Dzr2sETurq8J7/P59UBXeK/e6v5kP9LVehAajqzNrSDnJZ3xtQhAH84jt4/wqyFyfYwiN1VYctMc3DKvlvxSMw3Ii9IuJ4pE8UkJ2jUvkv93fEW8Zb1OUk16+1zgbwOAxp+J7N1WEvSZKRkOXPIZsVXgOGDQMcRYHCAD4/D5wb+3/CngnjyU98TmZybDWkxUua42WVkLABhxSvD9qYlNg1K9AK8DEEhr6D/PHYcPr5uGdbfPxaCS4EWeTusBmixIfYcA4KQx5cqDfnoT+Ox6ZUids4l8T02bgNJRwKSryO3u6ERuoc2I+WMr5EVunsWAhk4XRFGEKIr45OeDfbqQDAe3z58yWwUKi0EXk2UBJePS7ZN77Rvr8MiCHQpPZqLITV8AB237/+fiXTjpqaX49497e3lE6qBO0Ez19wsAg/8fe2cdHsW5f/HPrMfdjZAAQUJwL16KtbSUAi1V6u52q7elt97e9lejVKgbLS0VKO5Q3C1oIEjcbbO7vz/emd3ZzW6ECKG353ny7Ozs7GRlduZ9z/d8zwn3I7/MzLi3V7OiCQYS9YUy4AhtYa/U+uKSNIc1jyclo9lqRa+rObk36bVc0y+Bt6/sTkFZFZNnrnPbsh/iY2iywosr1BOGcDef8ZD24Ww7XsCpwnKemCt81r/ZkFGv9Fylqv7r9pN8uuYol7+/ls3Hap5DzRYr3286TrXFag9smnNbf+4Z0a7Gtq0BXWMC8DPqztpeIaekksveW+u0zjUIadlDQ7myTxwvy9ZNTYUYOX1690nHserrosR2LQw1BxSv9pggL6eOxfm7BLnc3ESuAl+j2HdJC7xnwKlDRyNRu2d/AxDmZySvtAqL1capwnK7ZVWF2cLbS9IbNO6otto8hgHfO6IdWo3E7UOF+k5R23qCYgkzNjWSsioLh7JLMGg1zaKyPlt0iwvEoNOw5qBjXGKRu9kMOg3d44MI9jGQHO7HxO4xSBI8Ob4Tb1/ZnT0ni7jr663sOVXEvtPFXNqt9s6kxkCn1dApyt9tIe2E/H3/ufs0P2w6XuPxxmLu1hN8uT6DfkkhToViX6OOu4Yl2+//ePuAZiOy64NwfxMDkkL5ZdvJGp1f3Z9fxJWz6g4nbQzMquuiXishSdI5/Txqw4Oj2lNcWc17K2r36rfZbNz02UaO5ZYxsmM4eq2m8ectq5vz7aaPaxXLxJxzIld8t/EhjnluuL+RdvJ8VpIEQQ5w4EwxZVXCzk19rjPKnVXLHhrKz3cOBIQdyOanRnLPiHZ21WBpZdNdj9qG+pKZX35WnZDKWMDXqGPWtb1Y//gIx/Fcmgv7/xDLyvf2+SXiNritozsYoMtEx7KagPWRu43MZcJ/tjQb3ezRgrf4+grap3/EXOMznCpUfe+Kmjtzi/sXvX++uP1S/p/K6130FLzTU3Av38idzBtm4mMrJcqSWXM/9cXlHzveAwiCULFRiO4muBtw65Eb6K0nTRJzxT6hYmzgp6126+c7omMET43vxLHcskZbUiqdb342WTxSXiBef2A8hLWH9qMdG2t1wstW4X18I6mBHtfBU7lCYQtE+orrflb4IABOnTnNHztPE4A8rotIdRDbKePR5uzjyhCHZ7fN5myvVV98tOowbR77nWqLlS0Z+Vz/6QY2HMkjTO3d7Y7IVduh5rv3DjeFtQHAWJGFr1FwHl6S2FeYSfxONFj/sVZoCShErrGJFLkA8SHe4scHwu6gtBaiavlLMCPM4X2r/PhXvSF7y94Gn0+AAwvAXCpMqP2inM3CARIHC6IVYPDDoPMSfiWRXQWh+mQWXPicY3s5nMyiV4W7xfSyL55MvcN5/+Yy8AqC6nLhmdvpUhj2pKi8eAVBh3Fw5dfOz9G7aSHKEUqBCd1i6JkQTIivkRsGtnE83JxErtyu3CHCj81PjiT9hTE1vdnmPwabP4VC1eC3+JSjHePMLuh3u1iujxWGCmmxARzPKye3tIqdmYXc++02npjbdN4vZ4MyuUp8LpAc7kuIj4H1R5qXyFXUNMqgr7zKwqr0nLM3UD+9E/58otYEgsgAE34mHavSxQXhpfkNLJw0AsfyypzacZoylf7j63rRKyHI3tYJooW0srplChJ58oAj2PvceO7VBa1GsgcReAqLMlts6GtJLR2bGsX8ewcT4mtg2kd/MeO3PdhsNvuk8PpGpNrXB+NSRXGryg05O6pzBDYbXPPxBnugx1d/ZTD9s0117jcuyIvebYIYmBxCakwA8cHe3PHVlhrn/J+2nOCROTv4ePURtmaIz7A1ET2u0Gk1DO4Qxu87Tp3VhMud51tiqLfLfR9enNi1yUlMhbjff9pBwJ0uajkPZAVK8SnQy4Cfihjad7qI0spqjuSUYtBpGNc1qkZ4VFNC6dJoKWsFtfrtkjrsiBqCyAATFquN7OJKhr66nAEvLQXg2w0ZvLHoAB+vrn9h0WyxejxfpcUFcmDGGCb3isOg1fDQD9tZW0tBQ2nNVXwkl+7LIjHUp1WRWya9lsHtwvhtx0l7garSg+Dj5Uld2fjESAK89FySFs1zEzqz+mAO4/9vNZIEF3VxM8ltQqTGBLDrZCEWq83Jx1c5jm/9YjMPz9nRpPZVheVm7v9uO+D+mL1uQBuGtA/juv4JTt1v5wqXdo8hI6/MKXxWURZuO17QqOCnuqB4zvqbdHx1U79m+z9NgY5R/lzWLYbZa446E2UuyC8zs3ivCKF6dVLdnXf1gqu1AsDeX+HbaR6fEhvk5eQP3ZSBSPWB8v/U3TNhvkYkSeLnOwey/KGhtI9UiNwSWZGrs1/DjapOSL1LHoFC8Ab5iG2HtG86O6XoQBOlVRZ78HdDoPxu/E16Ar0N9g4aQASu7/pRLLvaKQQmiI5eBZ0mwP2y56jSsZw8EvrIIqmqMkHqlmbVeA0Wm8R+tUhCDshy6+EKzuHrFrOweVTjra411LxrfEdz1ug4HoY8Jjp430wVFgsmNwGmCpGrslbQazV0jxNzqx5BFXhRwbUrB8Oy/9R8Pti9cpWCt1tU1W2FViDPEX0sShegTSilFdvOkCToOhVSxjuepHgIu4MkCcJXRujE16joPJWwXpcB0EVzlGU7j+IvlWGRdHDbKkend/drQO/NRF/BjSTJXrbqMSog+Je5t0P2ATzhLbmDsbDczL/n7Wb5/mwO55QSrtgdWa2OIpKayC1SEflKccIFupC2WJGIIs8uCjPJlqpGm5jTSNjQ6/9R5DY7lMmxoSFEbuEJZ1WqOyhBZAGxgoD15PejKHCPrBS3VaXCl+OE3KKw7zfIUZ14qivAv44Bf3gKPJYB0xc6qk86o/A2eeSIw6MF0I59CUY+K6on034g05jMLfr/sL+zygclpB2MeNpxMio+KU7KQx4WJK4kCRI3eaTz6zC4CXkoqenNM6FbDPueH01yuC+5zeghq1y4/L30hPga0btTjVbJJ7LTKoK1KNPhTTz6ZQdhXoci1xWKSnPzsXx7dam51ah1objC3OjW+7OF4pP71+G8ZvXJVUi/4/KgT/FdPOsgge+uFuGCRbVXbRWVkoKW8K0D2HIsn9SYAD68RrSqZDeh7/SIjhHMuX0AsUEO5ebagzl0eHJBiwROKBMjZYDbGnHjoETC/YysP1zz87DKE2635x4V4kO8mXfXIK7pl8BHq48we+1Ru0qwuRPAHxktAgcuSA6t8VhKpB9xwV72IB8lhGJlPVTZ2SWVxAR68dVN/fj17kG8N60HBWVm7v12q9NkOlf+jrcdL+DNxWKQ1lxWEk2FGwclUlRRzfcu6rf6dJhkuQmPa+PixdlcCPczodVITkFV7rzrm5PsAJgldyyE+Rnt/oGTesZitcH2EwUcyS5lau843r2qR7MEVCpQCLCWslZQfFhvGNiGf0/o0mT7Vcjumz7faCchLVab/bdV3gDSo9riWZELonil1UjYEMfIVR/95faYVv9fhfw4VVhRw2qrNWBSz1iyiivthJW9c89lnqDXauzhRABTescxpVccNhtc2DGC8Ga2jEiNDaSsysKRnBIGvbzUvj7XxcKruAkVfWrCrHt8TYJCq5H4bHqfJj2eG4MxXSLxM+qYvfYoIAr5pU5BivUL6Wsofth0nD7/Ee3cr0zq2uqCOt3h/gvbY7XZeHuJZ1WuQvK+P62HPZyp0XANO1OQ4dnWJybQy+k4f2XBfp7/bU+zX6sUVFRb0GokOqtEDYq9RLe4QBJCRKBzkLeed5amk1NShbdBS4CX+Mzq01Vl1GlZ/eiwJu3EiZGLt2ejZlYyP3yVMWhVmbAlACE2U1CeD5UqBaVfhDORC0JxC7DjO3E79HEIiHc85q0af8b1tS9qJRsHDqVzsqCcP3aecmTYrHsHit14/ypcjNYgk3Uejg+l0xaYG/+4+23qC0WBW5gBuemgdTN+1RkEp1Iik7CVJbDmLQKM4hrTxaeAPj6n0dmqRE6RG6RE+tEnMZiZKw65L2Ts+lF4FruS1y5QbJi8LCpeq+SMc1f1xJkw9SvH/QnvCl/b1Ctq3TcAwYmYrpiJJFtnfGF4icnHnsWfUqr1/s7BcXoTRHQmTZfB7UOT+Pi63ngbtOzMLHT+bR9eDtu/hnd7O/g1q/NnYJJFavllZjILHGMSRTVvPzbAmdM7uNixvOkT9+/JN4w8KZBoKcc+H04MEN+dZC4DbOixoNOdO9HR/wyRqwzQ6ppY22G1Cq/X7zxXCgG5NV+ymz1T5kGlYJCrebJSlcpi4cvhirCOjhNbXUQuiJOEOxWFdzBcMVvYLei9of0Y4aOr1YF3MEuH/sjC4jasSs/j1qr7OD5hDty9CdoOdfaKqY9vjKu1AkCp+wm/Sa8l1NfQaEXuR6sO0+8/SzjuJohJUSbWqmpSLjaKLy7Amd2iaihpRMXQGCCWG6jI7RITgJdey0vz9/HhykOAx0tKi+Cur7fw5+4z5yRsTMHA5FAyC8rZe6p5BtPgUPMpx4Qysb2mX8LZ7dAmE7LuBg0q3DE0mT/vG8zzE4Q3dEuFg50pqqBtmA/9kkJoE+LNv8Z2bPL/Ea3yll6yT0x2l+2vWT1vati9nFqpIhdEgWJ4SjhL92Vx4+yN3P3NVnvB0Cy36NZGjCjwNep4bkJnLuwUwQu/7+VP2cO0ySZPHpAQ4sOSB4dw78ianrSSJDGph6jE3zq4Ldep1MG1nUdsNqEOVBdPOkcH8NyEzqw5mMtHKuuRYznid3I8v8yuznRqhWqF6BEfRK+EID5efcSu4rv6o7/oOWMxi/fUfp5QCi0vX55qX9cmpGWIXK1GItLf5ETkuvsazzSjStdssfLpmqOAUAuN6hRBqK/Rft5atOcMxZXVJLYAua1MUEtaSpEre0BP6hnbpGrrXm0EaaS2OsgtrSRLDhdryCW/2lrT09sd7h7usD6Zs9m9r5xDxeb4LlMi/dxuey4xsmM48cHevLMs3Z7UDnV37kmSxH8mpvLj7f15a2r3WrdtCqTK4oCdmYWcUin7f99xih9V38GB08VMeHeNk0XJ2UJty5HYQuepxsDHqOPq/gn8tuMUX6w7Ss8Zi3hVFRDUXGGO3210FPVCWvn1S0FcsDdX9Ynn+03HPR4rdl/rpuyMsLgUGvwUyzvPJ6qYIGff2E/WHOHj1UdaRFAAwlrBpNPgbdDZxzUJboLs7hyWTH6ZmSqLFS+DFoVqiKzn5xcb5G1X6DYFohtB5JaorBUAQTC+11fYE9jUJJpN2CEoiOvnEEAp0BmFSKw0W/jKxvaCqK5CkTnoAQfRC4IsHHiv3avVlLGKx37ayR1fbaG6XKWkfF3VAW2phu+uEYQfiBb6M7trvqngJOHrOuRRSg2h3FN1JylR/jW3awhc+ZFQD7ZgAbFQKAuCfn8AFj1tzzeKsGbz2cS6Q8PvH9merOJK3ll6kO3HC5zH4etkP96M2i1klHmVsarAuZPaHYejICgBrpsnrBfqC9XnMsS2kQCpFIvRDZcU2gF94TEeHZ1Cm1AfUiL9+HJ9Bkn/+sNBWFeqztsZayF9MTwXbA+ZA+zdxjklleSVVnLH0CTenJLGXcpYRW2hqShyLdUiQK/3TY7HEgaJ7vNxrwu/ZwC9N4X6cKKlXK7qGw+HljK1g2N88MHERDSSDam2z7CZ8b9D5DZUkWuWL26KgtYTqivFyUk5GZV6IHIr5QmUUpVRm76HpYgAM0kDU76ErpPFep9GtlkEtRH7e+IU+DhXySb2iCXIW88na47wp7UPfh2GOB70UlXfI1OpEwY31golnsmeEF9joxS5Zjnl8HRRBa8vrFmByiquR0Kyn3ziVPx2vEOEOre8QJyENFpBkHsF153G6YJQXyMPjmrPkZxSuyI3t6SqxVuCDmYV8/hPO+yele5aqFsKY7pEodNI/LKtEZ5EdUAp4imEifJ5m87WO1Y5+VfXPRDqEOlHWpz43RzMaj6yWkFVtZX8MjPhfib8TXqWPzyMYSnhdT+xgXAXviDR/O2xpUpqbjP4/jYl+ieFUG62sGRfFr9uP2mf1Jkt4mCsrye7JEm8PjmN2CAvHvtJdAnENFHwRW1ICvP1qBiZPqgN94xox/RBiYzs6Di2ft/pPll25opDvLvsIBVmaw0V/ORecYzuHMlrC/ezR/Zp3Se3UB04U4KXQcuknrGtqvXaE24e3JYT+eUs2H2aCrOF1XKL+eK9tRO5Crk2oVsME7pF0yXG/+zPTWeBmEAve0FbKXq5fvXuVLpNhVMqpUT7CD/euaoHKx8ZSrCPgbZhPnZCqkWIXHmC2lIeuYoit6ktM/xNel6c6DxGyyqq5ESBKJIUlNefqDZbbG7Dzlxx9/BkDswYQ7e4QObvdN/qqZCAbcMc32X7Vkjk6uQQr12ZRUyfvZEtclt+fSzYtBqJngnBeLWAZVVSmA8mvYYlsnL41sFtGZsq7Bwe/GG7fbuvN2Sw/XgBw15b3ujCvaKq7hDhZw93bu24c1gyYX5GnvplN2VVFqdCQ1MTuYXlZnJLKu1jFRC+9ucL7hyejEGr4c1F7luW524VwXFNanHjGnamq3vfMYFu5pfA5nqEqDYFKswW+2/8p9sH8MWNfdwW2W+6oK19zulr0NnbsG8clNgir9MVyvdWl4XSKwv20eax311Col26wrZ/K27f6urcmg7w1wfidspX7hW5AMkjxG1ArLjV6mHCOxDb05nnMPgIa8g+t1LkncANlh/4PONCfjI8jaWiGNqNcmy7/Rv59mvYO08sK36uB/50/v9Tv4bb14hl3zBuCP6SXcGjGv/duBK5nSa4384/BopOCMsHRZmsoCDDQfKCgytyQf+kEC7rHsM7yw4y4d01vLUkXShTt3/rCFzL8Ww/AA5rBV1VoT2gDKidyD0bqD6XEpsJf8qQvNwQuX6RQhEsK2zVVn6bjuaDuVzjW1lzAAAgAElEQVSQrQrWvef4rjfMsq9W8mHSs0qw2kRA62XdVUVz5bxj8HUcv2U5gA3COzn2f+XX0PN6Qe5e+j6MeAbi+hKd0I7OPkWMCc2GLy7DtPVj+1NGh8vnIXdq7BZCsxO5kiQdlSRppyRJ2yRJ2iSvC5YkaZEkSenybZBq+8clSTooSdJ+SZIuqmv/VdVWoYKqrhIVGQ+DF08tUx5xyNG+5CTFtlqdKgFYqoQqVjkZuSP9bDbHweNO3VeQAdf/Bk+chtBkx8mq4/ia2zYRfIw6npNboi5oF+o8wVD7vNTmj6JA7U3zTIE4qXhSJiNUV4dzSrnyw7MLIMjIK8NqExeqn7edrFGZPZJTgp9JV/ukSWnxUfx2YnoKj9yiTOeTs3dwg60VQLTcKIgJ9KLKYrUr7VoK7y07xDdyMnmYn5FZ1/aq4xnNh2AfA0M7hDF3aybHckubxWtV8XVSfBiVkIKzJkvMFc63dSA53BdJgv2nG27W3lAoLa3ugqqaEgadhok9YpzW5ZY6q+k/Xn2EL9Yfq9f+qi1WFu4+Xecks7yqGi+9ttVPIEd3iWR81yim9IqjZ0IQ7y07iM1ms6s166PIVeBv0vPhtb3QSOL30jXWjd9WC8LPpOeBC9sT4W+iXYQfKx8eBsDy/TW7LV5esI8X5+/jtYViINk52nnQpijYArwM3P/dNkorq9l9soioABNV1VayiiubNdyqKXFhxwjig735bO1Rp46QbcfdeyUrOFNcQYCXHpNey3+ndGPenYOa+6U6IVoOPPMz6egifz8+Rh1ajWQnTz21yjcFskvEvmff0NvuFehtEBPFnvFBdquFtqFurJqaGEHeeiSpae1oakNzEbkAV/aJt3vogXhPJbJlRH2T6UFW5Naj8CRJEgadhrGpkezMLCQjt2YHikICBnkbeP7SLtw4KJG0c3w+84TLe8ZyZZ94lu3PZuZK0THQIAu2FoASeKYU5Ud3ieSVSWmO1lEZ6gDUM0WNO7aV7/CxsSl1bNl64GvU8fyELkhSzd/aniYmcge8uIRL3llDloooi3ej1GytCPczccPANszbftJeXFVQVW3l1+2CyG3SLhlXa4Vh/3Isn3Dvv+96jCvYf7r5BRMg5hGKUjYu2JsL2nkWWCm/uf5JIdw2JImJPWIY1al5/bM9IcTXiFYjccaNN78a7y0XXaPKfAkcYWd+cihovVo7UsaJW6Obgt2QRyF1svCUdYUTkSt/11odVT1uJFEj+JIemoMYq/IF6fZMAYQkC2/lkmyYd7fj+bG9RSjX5k/FfYWbCIgDvZf8Pi1sO17AyE4RjRcOuBK57t47iDD6wkwoOlnzsYJjzhaPearQreMbnGwEnr24M50ifUmRMpi18jBlW7+DubcKpSrU8AC24+ASKMkir9SMt0GDlO9svVlDRd1YqD6XCgz4S2XovN1c//0ihcK7NAdWvc6/ojbz9HhBrK4/lAMvRIowRBDHyaElDi9g1WemFC1ekTNqapyHFSLXJ1TYLJgr4OhqsU4pLri8brwC4YIHQKPFKySeEGsuhkOLar6HPx4Rt3vm1fKBNC9aarQyzGazdbPZbAqT9BiwxGaztQOWyPeRJKkTMBXoDIwG3pMkqVYWZv+ZYm7/cov4sj+f4EgudIFdkVvXQLWqVJDC31/rWJeb7lje+BG81w+OrBL3qytAa3RUodxZClRXOtq0LW4GV0rwmU6+YCYNgyezhc1BM+LitGgOzBjDFzf2dT6hqYlcv3pchBQLiF43Cg8UryDhneMB7SLEyXrd4VzyShuuzD2cLX7Ir0zqSoS/kSkfrueWzzfR9z+LGfH6cr5cn0FskLfze0pfDF9eLk6KuYcgW/b7qZJJt2DZ5zTngPP79wquaa1gtdRsEXJBxyh/ux3M0A5h6LXO/oQtgWqVz8y3t/QjJbKRbSSNxNTe8WQVVzLk1eXc/LkHw/pGQPFDK7QTuYoi9yxPc4oSt7p+5Ia3QUd8sHezebGpcVRuS48Paf6JwxuTu/HetB72+67kx/O/7eGpn3fV2VoO8P2mE9zyxWZ+8NCSq+BchvM1BEadlneu6sHLk7oypXccJwsr2HOqyH69qbeVj4z2EX6sfnQ4P94+oNWRCfEh3vRNDObnrZn2QEkF78uTAYBpfeMZ6MZ3N9jHwKuTurL/TDH3f7eNaquN8V2j7I/HBTW/ArkpoNFIXNs/gY1H8+2T3QvahZKeVVJr18Xh7FK7J64kSS1epOgpt+EH+xjsXl8GrYa9z43m+1v7A5DTjMSmokh25yfat62DiHRtpW0O6GTP08aSXfVFYbkZrUZytKo2MT65vje/3yMKA1nFFZTJ18KC8trHV2VV1fSasZj5O0/VW5GrYEwX8dudt71ml0252YJBDvm5pl8CT43vVC+vyHMBrUbiP5d14Y3JjkCn5vqeGgPFXiE+2JtucYH4GnVc2t25yKpO/HbXUl1eZeGmzzaysB6igorzpCvGFaO7RLLm0eH8drejUDYuNYq9p4qbzF4s/UwxpVUWMgtEqPGtg9uy7ekLm9XXuzlw6+Ak/E06Xv3TOaRXUe71bxvStO/JUu3c0t11Mlz4vFj+aITbMLQgHwM6l3NHkLf+rNLtzwYVZku95xAzLu1CTKAXPeKDCPMz8sbkbmef0dFIaDUSYb7GeoeaFqvGdMqyj1H+7bvyFlfMhttlX+OKAqE4VSa8kgQD7xPKRgXewXD5LOjqxmdVba0Q29u+GDLwuhqbbjhtFfvvdhUcXw+vJTtv0PtmGHSfg1O54lOY+JFTZ/Fna49SZbE2TbCcl6xBjEqDibMguof77fxjhCDMnWK2skh0fiu8w8wLhMBs14/w8YXCusJmg6UvEJCzhT+GnWKB8TEGVa9n6/6jzvtSk8AKqivhy4nwbl8KyqqYYpS/N0W9DBDfv0Fvu06oOBQJGwFSKTofN2Sxwi9lrIUlz+E9/16mD0pkXFstCze7nJNGvS0Wds0Rt/mO96qRjz1FSd4/KURkUCmiS6W71kfuLKwogJWvARLE94Mrv4Mxr3p+P77hgitaNqPmY/7yHGb4E56f38w4V1edCcBn8vJnwKWq9d/abLZKm812BDgI9KlrZ4v3nuHITlk270FaXuUhjdYJFUXCMHrhk87rc1SG8Nu/Frd5stdfdZVna4XNswWx7I68VWAMgH531FzfQsbJbskCdVXCL6rm467QaOHxEzBW/iG4Iz9VuKpPPK9dIQbN9W13ennBPq7/dAOF5WaO5Qoit0t0APPvHcyU3nEs3HOGM0WVHJJJ3uv6u/ii/nybMLbO3udoE1EjuK24zT3obC3h7ea9vNUNZg2t9fX6GHV2H6UQXyOJoT6ktwDBp4aaRFLCis4lhqWE0yVGkMkrD2Q3OeFZap+8mqkwW6iobqS1gmIhUE8iFwQRt9c1dbMZcCRHDGKTwppfvQbOib1qIlc9Mfp1h5tqswvKqsR3tDuzsNbtyqssLdKy2pQY1iEcnUbimw0ZDe8AUSE60KtF2svPBncNT6baamPtQUfniVpdP/OanrxwmWc7nmEp4UzrG89CmfS/qLOjUJjQSt+zO0zuHUeAl563l4qxwbjUKCxWW60qoUPZJR7VRS2BS9KiaR/hy9PjO9FZJoUqZMItxMeAViOR3Ujv+tqg7NvdxHZcahReei094gNbjPCL9DfVe5ILIuyx14xFNYoY9UFhuRl/k67ZrENMei3tI/zQayWO5JRRJpNwBXUocnecKCSnpJKn5+3GbLE2qPAUF+zNkPZhvLPsIJuPOY+RKqos9nbH8wGSJDGxRywfX9eLx8aktEqv0z6Jothxbf8E+3EU4TKuU/vzn3ajxNuZWcjivVnc8kXdhXRFkXu+XYdBXEPjgr0ZlxrFvSPa0ScxmLzSKifrmKIKM2sO5pwVubvpmLNQJdTX2Kr9/D0hwFvPHcOSWbY/m0V7zpBZUE6bx363K7+n9YuvYw8NhNUsOjYnfy68KMGRLwOOebULOsi2LNMHJnLL4LZM6hnLoeySFgk8KzfXfyx6db8E1jw2vNV0kkUEmOrte68OSjycXUpMoJcg8StLhDCryyTha9t2KHS6FCI6ORSvehdByYX/dny/dUHd0asSjklegfzW6TWur3rEvu7b/dXiO+861XkfT+eJgPeE/tDvdsd63wjoegW7TxUx9cN1ZBdXsnjvGdLiAt2KDRqM8E7CT3Xq16Io4en6rqg+lQ5gRZ9olMVVxSedhXvr3oV9v4vlk1vglbbCp/iTUXb/35mGNzl6yJnsJP+oIH1P74RXk+HYWocKuDyPrOJKbrDOhYgu0P9O8TtMHCy8jZsSLlYNgVIZkru8JYVfmjPdsW7tO7x7cgo9ylY5bfrMbhfivTTbbkNRUW2hQ4QfQzuE8cjoDpg0VpFB9V4/0UWvKHJ9ZSJ35hDBBfW5RfBdHUZD31s8v58qVdeRq9fv6V3iNrZOqrLZ0BJErg1YKEnSZkmSlE8qwmaznQKQbxUDvhhAHQd9Ql7nEfFBRuYFvkli5q8AmLOFevZkQblTenxReTW+BgnNhxd4VO3aVbgbZjqvV5PDWnmAp7TbWyoF6Wr0r2kp8Ou98M1UZ48PVzy4D0a/WNtbbHmof3DaeioTjH6C0AXZjsBzm6kkSQzrIH6U9SFyTxaU8/7yQyzfn82HKw9xPK8MX6OOQG89wXOv4j/xW5h/7wX8ePsA1j42nPQXxjC1j8sARCO/j4IMh1p41AuOx4NUxK9XkGM5MEFUftQpiYUZzq0QHqAojzpE+NE+wq/FFbknC8pJDPXhs+l98GkFChOtRmLenYPY+MRINBL8tr1u4q8hUKwVNh/LJ+WpBXZSxXS2AQKK75C5/r6R3eMDOZxd2ugwv7pwKLsUb4O22a0VFHSODuDH2/szoVu0E5Gr9l3+ZdtJu6WAJyit1CVu0uJLKqvtKqLSqurzQpGrRpifkSm94/hyfQbP/7YHaJ5W6nOJvokh+Bp1LN13hkfn7GDmikOUqr7Lfm3d+KO54IlxHQnzMxLuZ6RbXCCzru3F2NRI+p4Had8K/E16bhsiujg0EgxIEpOC3SfdX89sNhu5JVUt9nt1hwAvPQvvH8II2RoCHF0bGo1EqK/BrdXAL9syafPY726DRRuCrKJKtBqJYDf+gl4GLUsfGsIn1/d288zmQUKIN4ey66/qmrXqMDklVaw64Nk2yhMKy6ub/Vyg12pICvPlgxWH7J1OR3JK7WTHi/P38vFqZ8XOjhNinGa12jBbrPX29Fbw6hVdiQrw4oZPNzqFJpWbzy8iV8GIjhH233Vrw9jUSBbcd4GTr6M7/9JQX/H7OlVYc9yitl7Id+mGK6ow25WYoCJyz8PvUcG703pw/4XtGS7nB/y81aEe/78l6Uz76C97AGNDkOsyvgvwPn+v89MHJpIS6cfTv+xiwxFRoH1OHr8EejUxOW0xi7lYpwkOxaaviqApcd/V1TVWzEmjA038a2xH2kf4UVVttYt6mhMlFdUOi4HzDJH+xvoTuRXK/CmPedtP0jFKtgkoyBC3HcYIX9trf3EQlgpB6dMIUlSrE2rIUTNqEKHjrriJZx9whMJvtSSxK7NQWBU8cRqm/Qi3rBDcg9oeYNoc6DwRQkVA16t/7mf94Tx6v7CYjUfz6RzdRN2pkiT8VNXt+e6gWFSekv3M5dflxDtEdHZ+jsKh7PnF2d5RyfUBpll+cX6OuVQEnv32gCA6179PdYGj+/FMQTFR1lPCs1irF7/D634VeUBNCdX36EUVfpTWtKEAB3FvU80bFwpl63XahY63ZdOy9EAe5vv3Q+IQ6DZNPJArhBQVZiuhfgZm39CHO4YmO3eEH5jvUOS2HSqUyCWnAZvIkaoPLnjAsdzjGnEb1lHYPZScFgUD/bkTy7UEkTvQZrP1AMYAd0qSNLiWbd2VM2qU3CRJukWSpE2SJG2qKi0m1erwrNVv/5IfNh5l8CvLmDxzHbNWHmb2miNsPpbHZaatgoD7ZqrrLgUOL3O+bwwQfitZe2BGJKx63XHAKV645QWCxJQk8A4Vvht/PCxa+RV8d7XzfjWqi4K7oLBzjcaqgb2C4MyuWjcJ8TUS4W9kz8kidmUW1nqxUVJ6JazcsnYYmg0fEBfsjWSpgoOL4Nd76BjlT8+EIKIDvdyrSpTv7fcHhRF6aAdoP9rxuLq1QF0hjkoTbRrv9avplVoHwXfDwDYAdIzyIzUmgBP55WdlJXE2qKy2sCUjn0HJoU3TQtJE0GgkwvyM9Gsbwm87TzVZqxs4iFwF/yer5Yxna62gmJc3QJGrEFnL92dz2XtreOrn2n8HZ4sjOaUkhvq0aDhUz4RgogO9yC6ptH9val8toM5ihaLeLK2saU1y7zdbGfjSUubvPEVZlQUvw7kvPjQU94xoR5cYf/7cLSYkgX8zIteg09A/KYTvN53gu03HeXH+PvJkz+TXr0irF1nlbdCx+P4h/Hr3IHRaDRd2iuC9aT3tJP/5gusGJNCvbTCPjE4hLtiLQG89m46570Qpq7JQbbXh30qOB4UAilXZGIT5Ge1Ebk5JJduOF1BeZeHeb7cB8J8/9tbcUQOQXVxpV/66f01eLapq6xjlz4n8cq6atV7kLNRje4A9p2rvJnCHgrKqFinqXNJN2FwpJFxZlYVZq4TKbeaKw/YCkwLlfJ1fVkVJRXWDrWDC/Ux8Pr0PWo3EjZ9ttBOB5WbreankbM2QJImUSH+na36kishVwjE7Rvnjpde6VeQWqojcgy5FjGmz/qLbc4vsBRslsK4lAxmbC3HB3vRrG8z3m4/bBT5HZHuqGb/vYdl+z+HM7pDvonQ/nwu2Bp2G5y/twqnCCl5f6NzRGtjUBLXVXDMUSOmGBI8h2fePbE//tiH2Dp72EYJkbAl7heLKanxNrWRsUlUqOkptNufsHg+I8De5PQ+ooXSN5ZdWUVJZzfTZm5zW231X3ZFe/rLOrj5ZOrWh7y0w4O4aqyVJEnZUNy2lrM89HLFF2sNl0XtBu5EQ3a3m/tpdKGwVZHFZVIBjnJMaE8AladGNe70NRXhHUcDY/4e4HyIXC9WfqVrFWlHkOZvn2Gpn+0cZNmXdp6PhxAaxmz3zeX/2bPs2gXk70NvMENRyAXzeUiV6qp07nRX4qAK6U5wzoTpqMqhGyy1+79K38l2KK6pZc1oD182DobLX8pq3oTyfCrMFH63MJSx7EX64wbGjfX84LFuC2sC9KmFlpOfuQSfoVXZfCvmsM0BcX7Gs5ozOAZqdyLXZbCfl2yxgLsIq4YwkSVEA8q1y9j4BqM8IsUAN2Z7NZvvQZrP1stlsvcLCwpCqnE/m3/w0l1BrDtuOF/DCH3t59tc9bD9RyGiDXA3x8UBsqeXlkgYePSJk54dXCL/MJc85vFeKTkJOugjHslelQoR0fsOHMP9hx74q5MqKogoNbefx82o1SLsShj1Z93buENRGvOft39W6Wacof/46ksfE99bS9z9L2HnC/QRJmRx08i4mQCrjGf0X9EwIdE53tHr2JqTopKPSW5QpFLURnUWwXPKFYr3BF2JkC+cQle+OcpHIOSCKAGrisRb7CIAxqVHsnzGatmG+9uCi7SdqD8RpKhw4XUJltbVeCrlzgXFdozicXdpkKuVqi7UGqaigJRW5io/dQz9sZ2tGAV+sP8ayfQ2bJGQVVbBsfxZfrj/GwSz3A9XDOSW0bSFbBTVCfY2YLTb7hFAhZq8f0AagTrsMpeV3we7TfLshw4nI3yKnEH/51zHKqyznnTcfiIHzb3dfwOIHhvDI6A70SAiq+0nnGQa7FIZWp4uBdUMmOwHe+hptwecbvA06vr2lP7cNSUKSJIZ3CGfpviy3pKDSjt9aJvxJYb5c2z+Bmdc4AjDDfI12+4NrP97Ape+ucSKmd5wobFQra1ZxBeH+radlXVHlrD2UW2dQHTgmtp5U155QWW0hu7iSgBYgqZXzsBrL9zsfk2ofZyWozGqDo7ll6M/CCiYu2JuZ1/TiRF4502dvpLDMTHmV5W9BALZ2RKsICoV0SwrzJSrAZBdAqKG2BXEdW+yU7Y4+kol/e+BRayGxGolbBrfleF65vbBxIr+M/m1DSIn054ZPN9Lj+UX18vkHodIMVdlvKCro8xW92wQzunOkk/UE1LTuaDSsFmchE4j54rQfxbIHIjfc38Q3t/QjTu4kSZYtiloij6K4woxfK+hoBARxNfdW+HoyvBTnMSBOQYS/iaKKantRpgZmDuZF3SwAbpi9kf4vLrGfIx4f01GEiX17pdg2MKHm84tlesa/mYnR2J54j32eTlEBrEp3k0NUB8wWK34mHekvjOHXuwe1/LzYO1jYMICwoVA4KH+Vkldncih184/Aya3O+5j8uYP4TBoGPQVZedwWxuzqUdyveVT1/0L5MOE1qtBzt2aOffUPhn+LheCWI3LtcKfIVYsG2w51LMuFgUxrCAuzg5g2vAd+Rh2zVh3ml22ZjPtcDtfe/RP8cAPTiz/g1RNXCU5mxUuC7AbxmR//y2FvqjUI0eXFb0HqFdCmAYHDV/8EF7/tsIPIP+bg8ty9txZEsxK5kiT5SJLkpywDo4BdwDxAcbK+DlD04fOAqZIkGSVJSgTaARvq/EedZIvd+3djk7R84/UK6013k34tbH3qQlY9MoyXL0+lX/VGsV1ptlDJuhqrq4lBJFHNCesg5OoK8uUDaNeP8E4vyN7vqEZ5q9oLyvKEhNvJ/0U+2bk7IbY2XPYBDHm47u3coe9t4nZv7Sl+IztFkFlQbm/P/mL9UbfbKT5vH4xxJEI+MjpFmIQrKPYQ3nB8A7zRseb6NgPF7dVz4Ol80Vow+XO46EXopfJrCUuBKJnMLTnjkOiD54qZCkraadfYADQSbM1oGSJ3/WGhGO8e3zqTokd3jkQjYQ8LaixK5YGKO//Fs1YGnYUiV6/V8MzFnZzW/bHzVL2e+8fOU2w+ls/w11dww6cbefLnXYx6cwXvLE23E547TxQyZ/MJjueVkxLpISG1GaF8vkpIUKVMnneI9EOnkTwSzwoUEqFtqA+P/bSTEW+s4JPVR5yI+HWHctl0LP+8nkAmh/tyx9DkBivczgeMT42iY5Q/941shyRhVx+3msnOOcJFXSIpKDOzYn/NiYZS+PA3tQ4iV6uReG5CF/uEGMRv+0xRJcUVZnvC+1y5FfmGgW3ILCi3X1dcsftkIVnFtZ8ns0sqmzYBvZEYmBxqJz7Vns+eUCkr+Y7mNKyd966vt7LvdHGLnM+8DTr85f9z/0gxKQzxMXJSFXz1r7kOW6iMvDLS4hxjhIaEnanRJzGYt6/szq7MIqZ8uI69p4rw+UeR2+zwMmgZmxrJI6M72MfJPRKCiAwwebBWEOSsXlvzWq0EvC3em4XNZrMTua0x+O1sMDwlgjFdIvnv4gMs3nOGE/nldIj0Y/YNvZnWNx6jTsOtX26ulzq3uNLspFZ1F+B4vuGJcY550oRu0bxyedemD+qymN3b9SWPEASvB49cV/gYdcQGebUIkVvSmhS5Smdputx2rvioeoCSjeLWC74wE05t53KW2FcVV1Rjs8Hzl3YRpLk6TMydfcLIZ0WL+cB7G/Amzh4XtAtl87F8e9ZGffDfxQeYs/kEUQGmczsej+4ubrUGB/GnJjL1XnDrKmEJIVsGKGQtIGwQotIc+4gRwWrhhiqerb6en/MSWGIcSVXSaLJu3sw3ue1YFuQmXA4Er9HceHA/DFZxSL6RnrcFZ14sTRQPwkwWnh7fiVuHJPHI6A6sOZjLvd9uY/fJIh4x3yy2PbyMy82/EWDJgyMrnPeZOgly06FInoPr5PNZz+vh8o88exq7Q/II6HmdYx8JAxwiTlvdHV3NieY+qiOA1ZIkbUcQsr/bbLYFwEvAhZIkpQMXyvex2Wy7ge+BPcAC4E6bzVaL1FLGZTOFXDogFim2F0arUBno5z9IkLaCuGBvpnSPRFuRBwaZ/Nj7K2Ssc95PaZbDsFj5t0qFREGV64XD5vgy1fLqigJRbVEbb1tl4ji4LSSPhP531fnWzksExonqiidyVcbFqvaGPonBzN952j5J2pVZSJ8XFrMrs5B8WZEbIjkGnv4mvTPxrvj4uGL33Jrr2g4VJ0sFij9MQAz0v8Ph9Qvih36lHI5Wcsb5f9ahyFXDx6ijQ6Q/W1xCEpoLaw7lkBTmQ3Rg60yCD/E1MqJjBLPXHq2z9ac+UGwVYty837MJnBKQT/INUOQC3DAwkaMvjePoS+MY1SmCjUfrPk5ySyq546stXP7+Wkoqq3ljchrLHhrK+K7RvLbwAI//tJMX5+/l4ndW89AP24kKMHFFrzp8mZoBnWTfLKW9SVHk+hh1JIR419nqVlZlwcegZfEDQ3hjchpB3gae+20Pl723lnKzhZsvSCQ2SKgujP8oulolgnwMzL/3Au4b2Z6uMQGsk8m9CDd+jf9LGJ4STlSAiQ9XHq5hGVNY1roUue7QIdKf7OJKJx/Jn7aI5Wv7t0GrkVh7qKY/7L9/3c24t1cz7NXlLK+FBMkqqmxVhIdeq+HZSzrTJcbf7ftyhVK0OpFf3iBl8iJZ5Wc86+tQw1AkE3C9E4MY1iGMXScLWXnAUVxQSOsfN58gq7jSyXqpMa9xdJdIPrm+N5n55WQWlNP7PPK8Pp/x3rSe3DE02V60T40JIDLAfUv1n7tPo9VItAv3cyJyrVYbJZXVRPgbySwoZ1dmEfllVfgadSLw6G+Clyd1pVOUPzd9vomSymqSwn0J9zfxwmWpLHpgCCmRftz51ZY6u6iKK6rxNersFjXuxp3nG+KCvVn+0FAW3j+Yt6Z2Z3LvRrbLu4PVXFORC2KeZTXDxlmw97d67apDhB/p8njzoR+2c883W+t4RsNhs9kokb/rVgGzi0/96jdqnWcr1itu51gq/sOLCoyIebZJr2Fkx3DnbR866J70ShoOd6539qdtRpG1RlMAACAASURBVAxMDsVssfHXkfrPvf+7WOQmaVrQhs4tFDuFigKhqJW0gm+S5POr0U/4rKp9cztdAtE9YOxr4v7wJ8A7BAbeBzE9xdPMhRx9aRwzr+nJzUXTab/7Wvq8vIYjOaWUdbhMPE+xkdToYeo3TqFyzQa/SPHaFUR0cr9dDzmbKqy9OJ4AugsPXO82fZg+KBFfo45r+rfhx9sH0LtNEPeNbEfEkJsZWvk6AKU2mVw9qLI07ToF2l0ESLD0ObFO2wSdEzqT41ZRSLuKQlsYzXqFttlsh202W5r819lms70gr8+12WwjbDZbO/k2T/WcF2w2W5LNZutgs9k8pJK5QH3wK+3xYR2h+JRoP5hzo1gGiFfZJ+z5RfhplOaIVLrSHMcPbPTLYht3NgiufjAKketqeG01O9s4KD6sqZfD1T/CRS/wt4VPuCDGa4G/Sc/6x0ew/ZlRvDYpDa1WYtIH6ygsM7MyPZus4krG/99qZvy+F6NOgwmVv2x5PsxU2S17InLzjgjbhAcPCDP17lcLs/aGXHh8wgBJtP2oVcD1UOSqMSAphNUHc1i6z9G+9dGqw/SasbjB7fe1oaSymg1H8uwBPK0VT47riM0GN3++ySmY8GxQWguRe9awylXfBihyXdEzIYijuWV1hp+pK+btI3y5rHsMiaE+vDW1G3cPT+bbjceZueIww1PCeWR0B76/tf85IUWSw/3oHO1vV1IrKlqTTkNqTADbTxTU6nusJABrNCIl/MfbB/D6FWn2ts60uEDenCKqzmmx57Zd5R/UjeEpongZH+xNYohPHVs3M2w2546JFoZeq+HOYclsOJrHHV9tYcWBbH7fcYrjeWV2cq01E7lD2oeh1Ug89ctu9FqJ9hFCrds+wpfEUB+6xgaw7pCzcnXzsXx7WFCgt4GbPtvktj3ZYrWRW1rV9AqvJsDApFC2ZOTX8Fh3hVK0qrbanBSutSFLPq8H+xh4aFSHxr3QeuL1K9IY2TGcAUmhjE2N4lhuGQv3nEGrkbh9aBI5JZVkF1fy4A/CaqxLtD9X9IwlyFvPJWm1ZgvXiUHtQln4wGDen9aD+0aeBxZifyO8ODGV72/tT2KoD9EBXpwprnQqOJwsKGfPqSJig7xIDvflYFYJP2w6zuSZ6+wq1Mt7xOJn0nHT5xuZvfYoCSGtMMOjEfA36fnq5n7cMTSJq/vFc1l3x/Hua9Tx6fW9SQz1YfpnG3l32UGsHgo2xRXV+Jl0fH1zP36/ZxAaD77f5xvahPrY/WebBZbqmh65rtj2db121S7Cj8M5JVRVW5mz+QTztp90sg5pLLYfLyC7pJJqq631XLfdzUV+va/mOhmKNYbbDBoVAbzY+DB/GB5n8f2DWfbQUOEpmy37JaeMdw6kO4fokxiMl17LvG0N7+S86YK2dW/UnDDKAWtpVwkx2WMZ0HG8yOsBh1+rmjMyBsAty6CPrD6N7g6PHBakaFiK4Fn63QnARZ0j+e/U7kQHmIgN8sLHoKV3z15C5HjZTLh9Hdy/G1LGtsjbBZwtB7w8cC6jXoCblwqLlcmfw83LxPJNS+DS95w27ZkQxA+3DeC+ke25fWgSpoj29Kp4n7TKWZRE9IEd34sNhz8pbBAiu4hwMoUf0jcBP9B2mFCgj3nZ8f7qoTdtTrSSMlMTImk4rH8XRj4DS56HrN2wa46DwO12pSAYs/bCxo/EusxNMOIZwCa8U59REXTBbn78IclQeNxx3+6R63Ky6zwRfFWVrV7TYdTzdScc/h3gGy6IcQWWakGC5h8RRLj8uSgVwwAvPR9d24tJH6xj9tqjVFkc3pv7ThcxuH0Ymupjjv19fqnz/ys4hlvkHxEnTb8It2bq9YJWB9iE90pcH8f6BihyAW4clMifu0/z0A87WPHwUPxMelam55BTUsnXGzIYJifrWq02Kqvdh4WYLVaqLbZa7QK+3ZBBWZWFST1b93GWEOLDm1O6cduXm/lo9WGRNnmWUCbhXWIC+F22MnhsTApTG6MqUE7ODVTkqtFT9kjddDSP0V2iPG437m3h6dOvbTCvTkqzB5pIksSDozoQG+TFsdwyHhrV4ZxPGkZ3juSNxQfILam0WyUY9Vp6JATx87aTnMgvt3uZuaK8ylLj2L28ZyzRgV7M33WKkR0jMOm1bH5yJEFN5Sn5l+xZ/ngmGFveV/jvjGv7J3A4p4Q7hiaf8+OSzyeI1qonzpyzBNlpfePZfCyfuVszmb+rplLG36v1DrmSw315YmxHnvttD93jgogN9uLAmRJ7QbB/2xA+XHmY3JJKQmSLBMVqYcXDQwnyMXDNR39xx1db+Oi6Xk5eyvtPF2Ox2ogKbD2KXAVDOoQxc+Vh1h3K5cJOnkMrKlXFxuN5ZR7PcQpsNhsP/rAdg07Dt7f0a7HumMt7xnK5fO0fkCy+u1XpOUT4G+kU5U+11WYn7kJ9jQxuH8aozk2n0IkK8CIq9fxXKJ5v8DPp6SOroKMCTVisNk4VlvPwDzsI9NYzuov4jl+/Io21h3KZt/0kLy/YT05JJXtlK5XYIG9m39Cb/y5Ox9+k5+p+54ENXAPha9QJazY3CPc3Mee2ATzy4w5e/XM/WzMKRIinS+hXSWU10YEmEkPPcfHyfIPV7MiK8YTy+nUtpkT6YbbYuOOrLfZ1aw/m2o/zY7mlGHQap6Cr2nAst5R/zd3JPcPb4W3QMeHdNXjJXWEN8gouyYKfb4fhT4mMFasFPrkIet8MaVPqvx93cA3c9o2AAwvE/FqjraGajZA96WtYK1itWPKPoozEY6RckMBszUAf0Bm2fAFLZ8g76dy419yEMOm1XNU3ntlrj3LL4Lb2AFJPUCwYHh2dcu7nw7IVgp2LUuYiV34Dx9Y6gs/UFp3uAuYUaLTw4D6Hohe4JC3aHuRWYVZ86uXCjLuwseaGmsg1eigQmfzt6mKMfo7PKbaX++1leBtEIe2l+XsZmxqF7+F1cEZ2Yk27yjEH6H4tbPlcLHs1QWaJVgcXygpfJZvpbLmlJsLfp2dGQbuR8MA+ISUf/aJj/dLnxW14Z7h1JXS7yvHY0dUOxa6PS0uBzo2CxPUHofiNuLL9pgDn/emM/xskLghS21wGlXL71p//glcSYdZweCvN7VN6tQlmREo4by4+wLvLDhHuZ+TZSzrz7S39Bcmnbis5tc2xrDWKIDI1zBXw9RTI3te0RuxfqiwZGqjIjQ704r1pPcgrreKdpcIDR1HsrDuUaw8keeLnXfT9z2KnUBIFd329hY5PL3BS9bpixYFsUiL9nLzvWitGd4nkos4RvL0knRP5ZXU/wQMURW43+T2P7xrFbUOS6k5B3/EDLPiX8FJ2hXKSztwkyMCzQNfYQPxNOhbudnxfFWaLPR3eFTMuTXVLEEzpHc8jo1POPVmGCLuy2WBlerad3DDpNPSIFxfJ2qwkyqss9sGxGv2TQnhuQhd7QE6Ir7Hp3uuKl8StUrj7B02GIB8Db03tTodz4NfshKKTDn+sffVrzWwOSJLEa1ek8fn0PnxyfS++v7W/XfVl0GnsBGhrxfRBiXx9U19mXtOTZy7uzFtTu/HYGDG+mdgjBhtw+ftr+WnLCfJKq9h0NI/EUB8SQnzwN+n5fHpfksJ9ueWLTfyl8tOdteow3gYtY2spZp0r9EwIwqjTePT/VVBZbbXb9GTk1X2tWnc4l1XpOTw2OqV5VW61IDrAZPfmDfMz2ie+j8wRyc2fXt/7n1CyvyHS5HDd95cfYt3hXObvOs2czSfwNmjpFhdo98bOKanE36Sz++H6GLX0TAjmixv7suiBIVzZJ/6cvYdzBS+DlrenduPZizuxfH8WY95ayZqDztYreaVVdY8t/0FNWMx1K3Kt9VPV9m0rihaL9zrG1itUFjJXzfqL/i8urZdK12az8cqC/aw5mMuUD9dz8TtCWFEuz8EaFNJ5aKlo8V73jrhffApObIS5t4j7696DnIP131+1qhO1uhyC5RZ9UyCMeQWwCZuED4fC99dB+iL75n4mPT4GbU1rhaXPod04q8a/0mfthPyjMO8uKDkNkV1h6OP1f60tgDuGJhHiY2DS+2ud5hp/7j7NmLdWMfatVfy05QRmi5XcEtmW0acV/Faj0uCBvQ4rAQXBiXYrAQDaXwS9bxIKWp86QtnckPcKWsV1XU3kNoO1RbCPgVcmpTG0Q7jDPxiETaaC2F4OO5emIHLV8I+CZwuh82VNu98G4u9H5IL4cCUJ2g4Rhst6H6golB+TSb2Rz8Il78CkT0W7wi9Cnu7W0PuBvXDJ/7n/Xx0vBoNclY3u5vxYbC/nFv6m8Oc4X6AokRV7BfXk2lxWs7Io445h4iIV6mtgxqhIOLxCVBs3zHKQ7Qq6TIKrfhCm03vnwYwI2PqleOyXO0WlEqCqYeEkbiG3LzihrOF+t11jA7miZyyfrDnC4ewSckoqCfLWU1JZzQ65Lf2bDRkUVVSz6WjN/SvBQtNnb+KbDTXtJMwWK6vSc+hUR6WyNeHpizsjIfHsvD1nvY8SVevy5idH8sbkbnU8AxFc+NNNQsH/8YU1H1cUuad3CkVnRcPSykGQNxd1jmTRnjN8syGDaR+tJ+WpBfR+YTFvLBKtS+r2vfg6VF6NQuaWmgWPs0BqTADhfkZe+/OAfYDoZdDSKcqfqAAT82oJsCszW/AytLAqUfE9r2eQxj84D6Hujtj/h8f065aAViMxuH0Yw1Mi6JMYzJtTutlDV1uN114tGJAcSpCPgQAvPRO6xdgnBMnhfvx3SjcMOg0PfL+dHs8vYtn+bC5SqTkDvPV8cWMfYgK9mD57I1sz8vllWyZzt2YytXc8Qa1hQuUCo05L7zbBLN2XVastTKXZQpsQb3QaiWN1ELllVdX8e94ewvyMXNX33JFhkiTRQSaRw/1MtHFplY8N+kc5+3dExyh/YgK9+OovxxhxVXoOXWIC0GlF0VUJtnvoog52y5NW00J+jiFJEtcPTOT72/rjbdRx7Scb+Fr+LCvMFvJKq4hqiErzHwhYq9175AJ0v0bcVtaes6AgKsCLq/uJc+uUXnGM7hzJsn1ZWK02rFYbmbL9zQu/7a1zXzN+32vv5HOH6HqqegHHWETxzcw/6nisqhT+fBze6SmsoOpCSTa83h6WPCe2L88XCsY7N8Ad60W3qaSFubcKcdOen+GrSXBklX0XEQEm5yDSzM2w+k33/2/Hd5B7yHHfN6JZCLjGIMTXyH+ndKO0ysLkmev4vyXplFVV88LvezlZUE611coD32+n67MLeXiOsA8Kbi3jDv/ouj9Pr0AY97pnT9nzCaYWtMdTVL3qgDgQn/cty4WdqTth5t8Af08iVw2/SJgqk3sJg8RJEAQz3+MaaCcTOKVyJc/bTQXEP1rYKYAgY4MSxfJ1v8HkLxzbRaUJ4vi21XD3FgjrIKpmCprCn+N8gaJELpE/V1eLiqOrcIeeCcF8eWNfFtw3mFF7n4TPL4FlM+CPh2CDiyqy/UXQfhQMfUzcVwj52ePh1HbHdsOfbPz7GTWj5roGKnIVPDy6A0adlofn7CCnpIpL0qKRJFhzMJctGQ7ydtXBbEorq0k/U2yfYEYFmPAxaOkRH8jjP+1kxOvLnarQv+8Qg5Fu8a1fjasgJtCLO4clsXjvGfadbjhZCg5rBV+jjhBfY90BZ+YK52MEhE+2GlYXRbRSDGogruobT3FlNY//tJM1qnT0D5Yf4mRBuT3M75mLOzUimK0e+OQi+GBQo3ej0Ui8MbkbZ4oq7D6Lkf4mNBqJK3rFsXx/NusO5XIwq2aicEWVBS99C192qmVrjEZYZPyDVo6KAsfyrh/htdblzxnkY2hYe2YrxcVp0Sy4dzDf3NyPJ8Z25LYhSdwpF18VhPoa+frmfoT6Gbn2kw3c/9024oK9eGBUew97Pfe4pFs0R3JKSXz8Dy55ZzWnCmueK4TdkUhL96TI3Xwsj14zFtP5mT9Jzyrmlcu7nnNljKLC9TOJ4Kq2cjt4YqhPqyTW/0HjodVIXNNf2CJc1j3GTuYrStzIABOL7h/CK5O6MrV3PH/ccwFvTe3GwOTWnavQ0ugRH8TPdw5kcLtQ/jV3J6/9ud9uQxH1Nwg4a3FYzLJVnRtc/DZ0ndqgedWzF3fmw2t68sT4jozrGsXpogp+2HycwzkO8c53m47T+ekFfLH+GJuO5rH/dLFTJke1xcrHq48AsPLhYcQGeTGxRwwxgV58eE1PHrywfcO8opWxiFJM/u5qx2NZKlK5PhYSx/8S2616Hf4dKNS+wUmCW/CPEqRfrxugKNP5eZ+NtxPikf4mTqkVud9dY198oOo29lgTKNaHCu/PQ0udu07zVKRuK8KA5FA2PjGSsalRvL7oAN3+vYiMvDKem9CZBfcO5tPre9OvbTDrD4tjKdj3n+vcOYGhBa3swtoL7m3cGzUfi+wCySNb7rW0MP7+RC4I39xnC+GG32s+ZvSDJx1EmMcKQngniO0tEv+GPg5XfgeJF9SsrvhFCtNqJaHQpFJGuvPb/btCMUcvzRKVRNe0za8meTS1H9QulFAfAxxeJlaoq4c61WRYCZ2L7we+Ko+3o6sgN10kFt63s2msFTQauF+lGA1tDye3ed6+FoT7mXj+0s5sPiYu5O0jRYDUqvRse5hMpyh/lu7N4pl5u7nwzZW8vvAAZouVM0UVTB+UyJc39eXxMSlCOfDpBl5fuJ8Ks4W/jojnX933/PI2myq38C11CX2zWG12y4naoFgr+Jo8DBLn3QPvDxTLO+fACxFOqa2AsP9QV8ldidzKsyOZu8cHMb5rFLFBXtw+VJwX3pyShg0bD8/ZzpYMMfBrdqLHUlX3NvXEoHahvHBZF/v9ULll/MZBiQR567ly1npGvrGSP3c7fEKrqq0UV56DBGBlwKwm+/7B3wu1qXjK8sTv/ywLMf/AGRqNRP+kEG4e3JbHxqTgZ6qpsIrwN/H1zf2ICjBhtcHU3vGtWo08NtVh+bDjRCFP/7K7xjYVZgtGnYbkcF9794waNpuNNxYdoKjCzNV9E5h5TS+77/25xNQ+cQT7GJjYQ9h6zb1zIC9fnsqSB4ac41f2D5oTNwxswz0j2nHX8GSGyyn0yWGOiXWbUB8m94rDoNMQ5mdkQrcY9Nr/jSlhQ+Br1DHr2l5M7R3HO8sOctl7awHRmfQPGgir2bMiV6MR5GTJGUhfDNa6x/06rYZRnSPxN+m5qHMkob4GHv1xJyPfEDZLb1/ZnQndognzM/LUz7uY9ME6LvrvSjo9vYBpH61n54lCdp0U4/p7R7QjPsSb1Y8O543J3Vjz2HBGdY7k7hHt7JkV9YISSFZ4HIrPOBO2R1c7ll3JVwWVxQ7Ctyyn5uMhLlki416H1MmOz1XhMHb/BGf2cHfFB1RlHXJcr8rEHPFQ/BX8ZB3M2KoX+ajPfLj0/ZocRcr4Ot7suUOYn5F3ruzOB1f3pEuMP7cPTWJ812g0GolhKeF8ekMfPri6JwOSQmgX/k82xjmBRr6euFqWNhciUx3/838IrXdk3ZLQGUSCYGmO8BxxB69AuGmx436H0fXbt1YP1/4iSMe6vIH+TrArcrMgJ120c7hi91xnr2I1cj14CNms4mKTd9ghpQe4e5NQWR5ZAT/eKNZ1uRwCm7CtUe270uVyWP6iIAm8PaQx1oLLuseSfqaEWasO0z0uiIIyM6/+uR+TXouPQcv1A9vwyJwdpGcJguKdZQdZmZ6N1SYUrN4GHbcOSeK6AW14Yu4u/m/pQb7+K4MKs4VxqVGtwku1IQj1NdI2zIfNLnYSt36xicV7szj60rhan1+k8nhziy2fOZY3zxa36+VEzLAU4aW8+VPoc4ujpcU1ibIRRND/Xdkdqw00ElzRM5a2Yb6UVFp44fc9dpVuiyn2qiubpMVkSu94DDoNwT4OP9sALz2vTErjv4sPcCSnlH/9tJNOUf7kllZx6btrAEiLbeEJkDKQrmeIxj84D2GWFTiSRlwj1Fjzlvj9hySJtNl/0CKICfTilzsHsTOzkF4JTexN1sTwNerY89xFnMgvZ+Hu07y28ADztp+0B4eAUOT6mXQMbh/G4r1ZjHlrFd3jg4j0NxHia+DrvzLYc6qIu4Yl89BFHc7hu3FG5+gAtjzlsA4K8NIzpff/nvfp/xqMOi0PXChU8PeOaEdiqI/T8fwP6g+dVsOLE1PpEOnHywv2ceOgxHPvC38+oi6PXCXZ/qvLYfRL0O/2eu/aoNMw85pe3PnVFk4XVaCRoGd8AJekRWO12lh1MIfyKguV1Rb2nirmh03HueTd1Zh0Ys5w1sF++cdgxSsw9hVhs2gRcxFKsmrOY9Xz4MJMQTy5YtYIyNkvPFI3fizW+cc4iN9QN91Gl8+Cy2bCjm8haYTIotk/H05tp3/uXO6wZJJZMIlYU5UgmvvdyV+BN8EBQRj3SQwG/1C4ZyssfUEIocb/13NAVSuBJEmM7hJpD7hzRW2P/YMWwgP7/raWBq0F/xC5CkwBzefn0XZo8+y3NUPxGs7eBytfFctXfieMvU9u/X/2zjs8iur94mfSeyWFkNB7b9Klo4IFRURUxIINO/be28/2tYC9gyAqCALSe1UQ6b2GEAghvdf9/fHO5d6ZnW3Z3WQ33M/z5JnZmdnZ2c2WmXPPe17K9Cmx4pBTRw0RGkduq553kPBWVQ7cu56mfkK5RGA4/XUaS8Hyf3/hWhFXD+vkmXuyRkIuADx1RVs8NLQVggN8kRQVhM9WH8H6w+cREuCLa7s2wtRVR5CaXYzb+zVF09gQfLj8EOLCAzGoDe8GHuTviw/GdcENPZMxffNJ/H08+0JJnbfRs0k0lu3LQHW16YIwuGI/OXSLyioRasXRlZ5bgpjQAAT62ShjXfe+eazH2O+Az/vR/I6fgYZdgc43mDtYnRByFUWBGkmH5qor5tY+TTC8XTxm/Z0KE4Bu7mxOJ7qLi7PJ+eACrutm3rxxRPsEjGifgMMZBbj+8024/vNNaCRkMbas7dHxEvX/Zu37pr5wejt9N11sJ04sFsU3kEdpzLyRcvA3fkS3z+yqm2O7iAkO8KWLRC8gJMAPrRPC0TgmBIv3nMXL8/egT/MYxIfTAFtZZTXi/H1xc6/GMJmAhbvSsXTvWWQX0e+EogAPDml5oepCIvEUgvx9Ma5nSl0fhlejKAru6N8Mt/ZpAj/pXK4Z1ZWAjxXZQbyWOrvH4d33aBKNLc8NQ0FpBarWfoioj28GXjgHH79ADGrNr5tGd6V+LNNWH8H3G05geLv4CznRDrN5KrBjBtC4NzWyYs3aqsqAXDWj+p61wM83ACc38vvlnTLe3/mDND24CDirnrM8sguYfQv1fYm18Pvi48ONUa0vA7Z9d2HVAJ892JR6Hslb76QFzQaiIovew9d2TUK/FkKk5NDn7X3mEoltXHStKbGMFHIl7sHXn/KGxVzboAjK9olrQ2HsR1fR8nXv0Y/7gCl8W9ZY6qZfqGlcZTl3UAbaEIJGvA40G0iRC66mw3VA6t+8c+ixNUBStxrvLjiAhMeokAD878aueHXBPgxo2QABfj74emJPvLFoH8b1TEH7pAjc2rcpAMo/09OneSz6NLfR4dLD6dY4Gr9uS8OpnGI0iQ3VrDtwtgA9rLi6dqXloV1DO0aPV72uvd3uahK+xn4H/H4n7zTb4VpzZ58bSrMbRgbjsctqwb0lxkIUZ9XKj2urhHD8dl8/PDBzO/5LzUV0iD++ua3nhY7atUJVJVCm/t/qe7RC6hbKQR7yAjDoybo+mtqF5R/7BnAh99ASYP37fJv07STmNuxMt8uLqPkf+50oLwL+/hLodbfHO1Ek7iPI3xcfj++Kqz7dgCd/24Uf7rgEiqKgrJKiFfx8fXBbv6a4rV9TABQZk1NcDl8f5ULEjEQiqZ9IEdcJqiqsC7nBgpBbUfMm1eFB/sBWNZIv84C2o71KRJA/nh3ZDlOGt0aAM/9T1oS7soymrMkZe2yAevIkdQMOL+XrLEUrBIQB5YXA0dV8ma8fNVw/vIyMJrboPhE4tAzIT0N1UndEpm9HyT8/Aae30vqEDqg4R8f52rUdHYuOkEgkHoX8RZK4jzBdSUOAIM6FJ1IWUnUVsOoNYMUrWqGMCU+BasawXwB1I7zi/2w/rl8A0PZK93TbvOEH4PH9QHw7wD9EG17vJJd1SMTGZ4bi/8aS0NAmMRzTJ/VG+yR6DXx9FEMRt77QMYkc8XtOc9ExSG2MxRpMWOJsfima6sTfC+ibmAFAk/6Um32j2gix4/XaYPbcVPP7lJk37/IaxM9WDZv01YQ2ieFY8sileHdsZ0y7pTt6NImpnQuh/QuBpc/z5+0fStEK9nQK9layqWEH1n/An2dFqeXt6xPsoo81vmSIgzHZx4AvL6UIJQBY+BgJ37mqM2b3b8DKV4EtX7j/eCUeTcv4cDx9RVusPZSJ7zeeAACUVVQbVnwE+PkgISJIirgSiUSip+As8HFXIGMfVbn5Wmk8JTYbL61ZTwqU5gP//sh/+/PTrW4e5O9rHEWXtg1Y/pLtxytXzz2Ks4HDy+n5Ms4foikTchlRjSlaQU9hJom4ADU6AyiaEQDC4oFuE+y7rk3qBjy2F3glDz4T5qAaPuiU/iut63EHEJWCiio6R/S/CDNFJZL6hPwES9xHeIL2tiiUhSdSBqn4I3tmJ02zjvKcW7FZ3NUfAX3uc8+xOoqiACm9LGf5Xqx83AWYZSH32AatE8Pg76tg92kuOsaG0sXxukOZlu6G8spqZBeVXyiBNcNo5FvfyAzQugEyD5qvzzlBJ4mr3/YugSz7OLBYELhYbEkt4efrg3E9U9CvRS12xP71VnJXr/+Abid0oLK+8pq7PDwe9n+tLKHv1ZJc4O1GwLIX6/a4aoPyYgAKZerd/Btfrm+yCXCXzDm1eSX7DSrIUPdlpXGaxLM5stJln/GJfZtiRPsEvLZwHz5ZeRj5JRUXBhYl5hggqQAAIABJREFUEolEYgf7FwA5x+l8rDiLx+4ZIUYrHF0JHFpqeVtLbPgQWPAwRRsAlp2vtvhmGOXrnz9sfbtKNYLt7C5q4n1oMV93bh85kAPDgUTeHBjhSdzJK8LiFvyC6HyVbesMITHISByEVqaTAIDqQXQtUKk2kfb3rb/mIInkYkCelUrcR5g1IVct7c45zpel/0fT/6bzZYGCkOtpxLYkIbc+u/wcwWQisfPgohrdPdDPF60TwrE3nQu55erJxqoD55BVWGZ4v6wiWm4x44qVXWuO1UDIFU+sck+ar988FZgxBlj7jvY96slUVQLfjtCeXLohIsJj+G4kMP06oJnakX3LNJo27k3T+hyvUCkMLmTsJWdIdSWw6ZO6OyZ3s/0nYMdMEmz9Q2iATcy6z1E/x5FCXjprese2YxdPrAqkPn8+6jNF5+n7edZ4l+zO10fBtJu745ouSfhw+SEUlFWiZ1PPbtomkUgkHoWiygyF52iQVH9dKBKsy1OfOc7xx9M7cM/udnwf1UIljw1H74VqoAML+bJA9dwi5wQ151YUIEroXRIWT6+H2b7Ua5XYljT1DbCciesAsUN407gn/jqD2VtTUVFN1631ucpTIrkYkEKuxH2YCblitIIq5GYf48uOrwem9QE2qNlGoXGAP2+S5HHEtqSL/lp2OHosRoKpg3RMisSe03kwqeJ4WUUV+jaPRWW1CQt2Gp9Qncu3IeRWGrhnG/U0Xya6v3fNNt5Xmpox5S2Ns/bMAYp0bub67EpN3cSzt0US1VxUo5Pn+oKYzZb2D3Uwru/8+RAwbzK9pwNCaFmwkMHMKiZEpw8TctkgIYtRYdEp+s+LxDtgn+3T/7lslwF+Pvh4fFdMu7k7nh3ZFld3dtIdJZFIJBcTbID0+FqaxjSzvG2wwUBZVaXtxygvApa/TL/l+nPzf38AfrlFe96bdZQ7aY0Q83nZ+UBuKrBwink1n9F1T1g8oKgxPEndaSo23w6K1PatACia4YdRNH9BvFUAHxsNnO0goNUIlIcmYUNVB8zdkY6n5+xGZkEpgv19ZT6uROLlSCFX4j7EHy6AHFMMFruQLThyjywHMtXM2fj2wL3r3JNz6yqim9I0x8C9eTEiOtmsnSRZoWOjCOQUVyAth06Oyquq0Tk5Eq0TwrB0L5U+5xSV46nfd+LA2XyUVlRh9DTqBBtvryO35yRgxGvm2922EOitjlyzk8GEjubbAe4Re1h2J0DlaG814qJTTTFyF5ZdBKXjYp5xaBzPJzv9r3a7U1uBXye6ZBCiTqiqBL4aQplwVeWAjz+5T9e9xwfEgPotYAPckQtoHbnMZd+kH1/GPlPl6ntk2/cUl8KEcCnkeifMbe/iwV9FUXBl54a4d1AL2ehIIpFIHIGdg1ap1wTRVoRcHx9g/CztsgIbjliAmoBt/AhY/Ra/hgSATuMo2uDAQqrcAehc79PuwOwJlvcnRqcVqpFLi54Atn0HvKZzDRv14PAL4lV/yappRBxgDoo0PzcXDQjMkVtlXIXoMD4+CHh4K85exSsJf92WhtBA50ViiURSt8izUon7EEtCXsmjH2kGc+uyXNyml+ru2xKI8HD3S1g8TYvquUhiL+IIsz0nXwb0bUHNDlbuz0BlVTVKK6oREuCHEe0T8M+JbJzNK8X0LSfx67Y03PjlFry5iE7aWsSFXmgKZ4bekdt+NDXE05PQHrjibQAKj/ywVNaUl1aDZ2eFwyuA91oAx9bQ7c3TqAzt9Paa7W/HTOCVSCDd4P7sxLQ+I+aiBYQBMS0A30DzyIx/vgT2zQf2/mE7C80TyU+j//GCh+lCyS/QOINu2QvApz2Nm/jVB0rzeMVHUJT5+lYjgCePUqliSQ5wYBFwfB2ty0uluBRWWVHfRe/6ilHlhUQikUjqDr1gaeS6FWk7CrhzGb899RLt+qXPU4SWCPvtzjlJj5fci64pr/wAeCmLzv/+egLYPp03Nz1sJX9XzNZn5wPVQsXTsbXAD1fReWOFQYWbWH3KqsFEgiLpMcQqKvExmZDrSgLDcN0lzfHx+K5o1iAUVdWmCw3PJBKJ9yKFXIn7iLGS7ePrTx1Kj62m2wOf4OtGvQ8Me9m9x+YKQlUh92IQxmxRXU0Zsgyxc6sDtIwPR9vEcMz97zQKy6ikKjzID+MvaQyTyYQX5u3G1+uPIS48EH4+CqZvOYn2DSOw8vHB8LfkltK7LYMNhB6GomhzmVuOoOkld2m3Y7maruLkBpqeIHfxhYEOMXrEEeapzuKdOndDQide4lafEfOOywtpECkqRStkHlzMhfJ5k4GpPanrsDchukGqyul7lb2/Q+OAR3aRO2TXbCDrMBcv6wPiRdD5Q9yJ6W/Q9NA/lATu4GgqYTz4l/k2bPBGdMZLvAdWgmuqtr6dRCKRSGoHvZBrT8VE497ANer1RGUpz6w1meg6I3WT9ryeVZmV5VM1VvNBwO0LeVxazztp+ueD3DwEGLtpAe2+izKB9B3kmG3Qmpb9dA1wYj0w/yHjfQSG8/kGrfj8pY/TsbCqoVLB/FIpuG/dIeSC8nBHd22ELyb0QEiAL7qmWLkWkkgkXoEUciXuI6IRldEMeMx4vZgt23QgMHkzjcT2uhto4J4fMpfCHLmFF0kpbnW1tuSIUVEKrHyVGg8xnHC13davKXal5eHZudSkICzIDykxIbihRwpW7D8HH0XBnPv6Yfa9fdGrWQyeGdnW+g4rdeVJoXHWt2cnf416At0mAA9tp5H9ENXpmNCROtS6MqKAneyyUXlWJs4yPu0h5yTwcVdjMZI1kWh7Je1TjAM5f6R+OjVZgyt2shzVRPs8Z40Hso9q73NuX+0cm6sQc98qy8h1fM1UGgx74jAQ3YQGzBg1HGDxSMQsvOxj2uiegU/yC0FAyM+NJpHfyLWbc4Km5QXeET9SdF422hRhpbtGjSwlEolEUvvohVw/CxFoelJ68XlmlikXfpfFJmRsPuckDeSJ8UoA0PcB4HZ18HbN23z5mR3Gj10pCLmFGeTmBUjg9fHj63z9aFuWg8vw8QVumg10n6jN5x/2EnDV/7hZRGy+K1aURDej642+Dxofn5O0SQzHpmeG4osJPdyyf4lEUntIIVfiPnx8gEd2AMNtuGsf3EbbJrTn3eW9AXZCsvoNYNUbwJ8P1+3xuIrzh4Gze4D/dQIOCeVHfz0OvJmg7egKUMboxo+0y5yImxjXMwW9m8Vg8Z6z8PVR0E0dNX7p6vZ4bERrzJjUG41jQ9AyPgy/3tsXA1vbEGYrdY7cEIPScxF2khUQSg5dFq/Q5z6atruGpmvfceBZ2YCdiLIpi6lwRMhN20quwg0f8U7BjDsWk7jVfjTdTt3M103tAXzUqWbH7UnoRS3WVIPljEUk2dGB2IPKs00mYPfvdCFUXQUUGTRVFC9syguBwDAgshENhrF8cTFmwtvzXwszgd/vpNeiJFu7TixnHPoC0PUWfpuJvLmplKe3U20E17gv36ZKyPV+uxFQ4MGVFiW5FMWycEpdH4nnwEpf9b9PEolEIqkbSvPI1MPwszPDPK4NiaEAjzITB2/Fc7ksNRaL5d4H6mLWFAVo2h9oMkA7eJ+2zfixmSPXL4iE3GL1XGP4K8D9f/PtWN5+sq55ckUJ0OYK4JpPjffPhGYxjk4UcgNCgScOAZe/aXx/FxAVEoDgAJmRK5F4O1LIldQdt84DRk/Tlp54K+veA7b/SC4p5uzyZGbdBPw3w3x5cTaVmH/Rn7Ij595NeZIVpRT0DwCFOlefUdaUEy5lXx8F0yf1xsKHBmDb88PRKoHKlEID/fDwsFbolBxpYw8q1dUkgDFxbvirQNcJxvm4IqwsSp/ldekTwIvngQFTgPCGQNq/5vetKSwKYO9cmjIXw7n99rvu2EnlyQ3kSug5ia+Lb0viVlQK3a6POaB653UjnUsiOIq7cy2JPcUGYmldcWI9MGcSsPJ1YMYY4L3m5s3vxFy1klxzJwoA9H+Ez3t7DMy2b4E9c+i12P27dp3oyAW0mexM5GWvV/F5ILYV0Ose7X3EksYPWrvmmN0Bu7D99/u6PQ5PgkVtSEeuRCKReAYludS8muHrZ3lbPex8NU+tpBLPf8T4LDGiALAc39BfNdsMf5V+/3f+Ynx+zc4ToptRFVN5IblrO42latEJc7V9XWJbAYOeIaEXsJ3XfiFaQWwQLZy/+gWRq1cikUhsIIVcSd3RYgiVrnszousLAD7pBnzcpW6OxV7Kiykjcv4D2uWVZcC7uo6ypXnALzcDi5/iy3LtyId1sgFcgJ8POjaKRHSoDdHVGl8NpA6zzLnX627g2mm278eiFWJ0r4WiUAapXwDQbJBzcQTH1wOVggNQLHn/agiJeAC5KVe+RvMnNvBS+upqKievLAN2/QZkHTVv5BWZbP64AWHU8IkJlqKgWZxtvr03UaHLKms6gKYthtI0KJLc2ZVl2pI2EU8SctP/o2lJNm+Cl6XLTBajFY6u1MYoMIa9QhceTfp7v4AvOs3XvatdF6ATckWCY8yXhTYAOo4BHhQGZCKTgZeF90ZZQc2O093IBpvmXBBypSNXIpFcJBRlATPGeq6BpDSPqoRqQqQq5OaeAjIPAZsEh6t4zpyfTmJqfAeK8mt7lfH+Wl8OTN5Eg9t9JgPn9po3BC7OBhY/Q/MxzamKqThb1ztjGND7Pn47IAQY8izQYhjdtmVOYtcYpQaO3MHPaQehJRKJxAry20IicYbO47S3WalMtQe7gsTy6txTwNuNgb+/AlK3WL6PmCWlFzB9dZlXkSmeIRidpYxdrP0/Oka9Y88SPv40NXI3MqIak8gqNlyyl9QtwI9X0XEB1KSn8Bxwyd10m51YNhsENOwCbPgQ2PgJ8MOVwFtJwL75wDdDadDgjXhg7l3Ap921J7kA0OUm88dWFBL7irOA/Qu0gw4nNjj+XDwJvQsioRPw+EFg/Ey6zXJRS/O1Da2aDeTzniTkss+QKLAf/As4spLfLtd1TNZntQF0UdByGGV6e6sj99BS4IO25o5kkYAw82XjZ9Efc+FP3sSzk5no3aAlj1vxDaDPyI0/0+3zh2g6/0Fgz1znn4er0Fc8VJYDP42mAaKLFRaN4cm/vRKJROJK9s4Fjiync0RPoLqKN54ESMg1yqS3h6AIOg/POwX8cS+w+1e+LjeVzn9StwAF6QBMwP2bKMrP2qBuQgf6je84hn7vd8/Rrt/6LY9qYLFq1RXm5xcRDfk8cwAndgJGvkcxZlaflwVHbnAMMPhp6/eVSCQSASnkSiTO0KCN8XIxl9LTEIXcz/sDZXnA4iepE6slRGdagS5n1DeAGgAMfYFKlqKb8sfIPOTexkGntmpPGi0RGsczQ23BRsv9Qy1vE5EEwFQzYezcfpoyl2XROdpXQnsgqRvfLvMgMHE+zS9/kS//dSJ3a1pi8LP8RLPlCO26kFgSB2dP4CVrgLko6G2w91ynccDoz4DwBCA8kZ9ks5PnAwv4thPnU8TLjT8DrS73LCGXic0Ze/my9e9TzEJ5Ef8TaXWZ5f2FJXABUP+Z2TGLO7un9QZS/za/f12y4lUqpTy21vI2EQaun7aj6I+R0IGc+YC2/JLFqPiqgm+c2kAx8yCVhv43Hfj9jpofv6sRB9NMJoq7ObYGmHF9nR1SnSMduRKJ5GKDNd+yVGVU2/xwJeW3AxRrVlVG517WzqetEdmYooREB25kCrD1a+CdJmRsAICuNzu23+BoOl/aM0c7+CeeE7ccxuf1LttwQchlFT+KAvS+h66BrGEo5JZSpIJEIpE4gBRyJRJnCE80Xp5z0ni5JyC6ZcvyzNf3M2jaJjoYMw8Bs28FMvbR7coSus/AJ4EBj5JgdOpvIPs4MO0S4BcDZ6gryDwEfDscWPaC+Tp906pQGw3ORC6Up1vJpmX/95o0RGL5lqwJF8v6Cm+oPdltO4pONjuO5cuGCs918HOWH4OJt48fAm7UZSEXZwMHF5nf57QLM3/rAva/6HUP0O0W8/XsJHnhFP6ahzSgLLJ2V9F7xJPiJZjYbFRG//VQcmfrHarWShjD4unzvulT4PVY4NwBvm7efeTsXvt/QOYBYO8fzh+/KwmLp+m5vdrlYtRCu6sd21e1IGYHq44hX9WNH92E9p19XPsa63OY64rVb/D5sgJ+jFUecnx1QbXMyJVIJBcZrBLBU2KAUjeTqFxdzYXKoEjg8f3AU8cd319sC2rkK9L9NppWV1DlXVgicOnjju+701gaBP35BuDX2+h3lJ0XtRhKzdGg0CBxhzHa+4bG8/noJo49bkA47VfT7KyMN9CWSCQSO5FCrkTiDJZcnnl25MjWFUwgijI4+QiNo26xesQTjp2zgP1/AsueB95IIEFEdLex0ehPutL0+DqXHLYZrOnaP1/SNPs4nZBlHuJO2YZqdIAjJ7n9HqZYAqNoAkZYgvYYrGEy6fJwVRHx7G7gmxHAmZ10OzwRGPUenTw+/B+VaAFAR9VlF9eWn0wOfJJKsB7ZqZ5sqiR0pJPl5B7qPhMAf90ov95Rzcg8YLzc0zm1leJBstX8WEuNLhr35fPHVtM0NI4vC4nxLEeuNVc/+1+lb9eW/LH3pRHswoMNfKRuNt9ml9ol2tNcjawBIUCNU7pPpPmgKO6e1WdaW4L9z0UHr96R6+tP63NParOXPWGATu+mLs4CvhxovO3FBBM0PO296wxbPgf+mFzXRyGRSDwVNriob/hV16x/XyvkBkXSOZajdLyefuPYeWtILHCJ0Mj3xHrzxsT20mYU5eoeXQnsmwf8X1Mg7R9qinzrH9SY7bl0YPJG89xasWlbTHPHHtfHhzJ3S/Ooqmr370BFiRRyJRKJw0ghVyJxFqNsRk/OomRCbsvhNG3Qhk5mAGDwM9azYUPjuePp6CqeSyqWBBnlQxl1hnUW5p40VVNO1tZvgMPLyAW8Sc0L63YrTR2JughPAK77gkcsGG6jOnLt+T+vfgt4I467hPMFITXtH2D9/9R9NqR4hTsW0YkhO1FsMxK4bSFw51JyJzx1HBjyPK2LbgpM+J2W9Z4MXPGO7ZPlScvNl/kGaEvXvIl175LTlDWIs1SeFhYH3L2K5ll+stgcLCSW3OXlxeb3rQkVpVrXq71kHSWBP/MAkNKHL2eNP0RSt9AFwS1zgIl/Wo8P0Yu8pQZufEa5G+NQaoL4vCKSuBgbHEXv5yl7je9nRPMhwOhp1BSFEaRz5AL0GTy3Hziziy/LqYGjyNWw75zWI2m6+q26OxZPQhS43fF7UxcseQbYObP+PB+JROJamJArmhUOrwA2fFSLx1AOLHhUG/m1+k3eaLimGbkAb1YLUGTYlH10jvtSNr/2qqmQ6xcIjPnSfHmbkXw+IMTy/m/4kc7La0JQBInvi58C5kwic4w4YC2RSCR2IIVcicRZki/h85c+QScXntDsyxJlBSTcNVZFoqoyoJGazdpskHUhN7GT8XIxq9M/CHg2Tds5VixP3v4TcHZPzY7d0mN+dzmQdYTf3voNTXvcTtPWlzv/eCLM3ahvlGDEundpmnWYMjeZG5SRl0pl3KI7VERRgGaX8vLvkBitsOUfTMtGvkPb2SKlF9Cop3ZZbEsSu71RMGBOPDa15mpg/zfmghZdFUzULc6iCxNny+jXvgN81ps7he3lwEIS+AHtBcXVH1NnZpGKYjr5bzUcaD7I+n5F0RrQuo/FMkH9Ok9AdLQ3aCN8VhS6IIpMtn9fPj5AtwlAqPB6sLgFH0HITekNZOyh2AlGtgcIuWwgiOVpiw1gLmaqhPdITZpQejLenl8ukUjcA4vTYZUjFSXAz9cDK14G0rbVzjGkbgb+/R5Y+jzP7AWAnb/Q1No1hS0Cw+j8FKAqGVZh5uMLNFIrzyxVYdlDYidgwlzgptnA/VtoULjdVbbvBwAdruXXUY4SFKk6cgXjQHANHMsSieSiRgq5EomzjHiN3JAvZQPDXiSRwRNKcPXsmw+8EklZqAFhXAjITwcuf4ucbQ1aaU+6rv0caCEE/id2NN53zgnt7cBwYPzPwNjv6TaLEzi+DvjzIeCL/s4/H/3Fbd5prdDc6x5y2E3ZC1xnMOruDL5+QFw74OQGIM1GtixzQmYepI64ADDsZe02oXF0YlpbVOvKs6Ob0YWAPnPVG2Cl1CzCw1rDCDErWXxfA1oh95ebgM9qeILO2L+QplkOCrmis6ZRd+DmXylCo+Uw4KFtdDtBeJ9bc46L6PNzmaO9vMg8h9eTsoIBrUjXfDAXcl31mWFxMOJrH9dGW6bvH1L3jtzqau7INRLuffy9czDGFVQL4m1lqeXtvBFv/F6WSCTuR+/I3TOXrzu5SbttzkmgyA2DtGxwMfMgnVu2uZJu/6ue/zsj5AJAh+toygRdxuBnAL9goJmT0UIthwFtrgDi2zk2KOwMQZHUq+LgX3xZTaInJBLJRY3HCbmKolyhKMpBRVGOKIryTF0fj0Rik4adyQ3JRIWc4/QDXVlO3VA95cL6LzXy4MR6Elpj1M6yLE4hpRfdFk+6ut5M7jWGvrxb8aXOrwOfMH7MiCSa5p+h1+NHoSFRaR4JE9U1bE7Dyr/HqO7bjN1AU8GROvRF9ZiTnRuxt8S4n2hqrUlYSQ7P3UzdQoJ2XFsSmUVqO4pD3xCI5YuyRmzeBHt9mXijzwQWEd8Hve/TrhOF3CMryEnrzGc3QG1cV3ze+nZ6xMiDmBbkJhe7ILe+HJi8gfKQAfsvksITgScFUZkdF8vFFfE04aiqHGjcD3h0D9D6MsrJBcw/RzWFvZaiOCp+1w1+lqIWso4AJzcDc+6ufdfnmneA16J5tnFkCnCVUD6b0JHETE9pelPbaDqA17OmbyUeNrAikUg8AzbIWXyezt/ECqDlL/JzmKpKGpz+0c6moCJHVgBvJtH+S3KA9B309+1lwOnt/NqCnVPohdVwK9n99jDwSeDedUCTvtrlTfoBTx8H+j/i3P7rgtxUmoqDjp5cySmRSDwSjxJyFUXxBTANwEgA7QHcpChK+7o9KomkhuSmAstfAl6LBQo8IDNXvMAvzaUS41fyzLu9BuocfmLJv360OrwhcMtv5OQ1ggm5BemUXwvw8uW0rcCM64AfrrQsmOWn02v4fhvzZg7lhSQkiyd3TYXGX/Y6FWtKbEt6Lpbyd09spOYJrPHd1q9JJAwIo3KxcdOpqVlghHlHXHejz4FlzRocyRL2FJiQyzDKrDYiTBcnwITcGcL/IsOJCBB2HEV2CrnnDgAlufx9Pup9cxetCGvkZ63BmZ7QWGDQ0/S+ZVnZLP9NHARxhXBUmgcsec45YfGPycDMG+lixy8AiFLF1YT2wItZQK+7nT9OgMojH9nFM7UB7XddcAw1yzuxAfj+CoozOPWPax7biP0LgIWPaQe5tnxG0+NraRraQOswZ9+1nhaLURtk7AW2fcdvS0euRCKpS1K31E4Uj/hd978OVF0TFAm0UuPE3koCygrp976iGDi3lwwUjrDhI6CiiJ7TjLHAV4Po79TfwNdDgHLdb3xQBNB5vHDbSUeuXyA/39HjH2y9N4CnIg48NlErFC09R4lEIrGARwm5AHoBOGIymY6ZTKZyAL8AGF3HxySROMaNP9M06zCweSq5Hz9o7fjJk6sRxVZrjY7YSRfLuhKFIubiZQTaEM3CEgEowPlDqgChAI+qjaZWvQEcW0MOs1ejgA/akltAFHX/fBjY+DFQeJZOIkXKi0gsi2hEZc8AkNwLuHMZcP231o/LFfj4ABENtc3LRJiAK3JyI3dqtr+GBNQnj9bO8YowAUxRfwKSutH/+9Tf5tuWFwE/XqNtZOFJiO67vg/aPqlnAqs+k1ifIQs451Bm+bv2OHKrqyhP993m9NlM7GRbpGynOmvEjG57GPIc0Gksd3+wJnyNuvNtSnIc/76qrgK2fAHMvpXcqjtnA1umAes/cGw/IjtnAoeW0IWoXqAX842dRVGA6Cba9w5raAhQyWOve7QXzfqsa1cyewKw7VvgzA76PizNB0JU0ZY16vML5M5kgL4HAc+LxagN8nQDUPXNkXsx/k8lEm+lsoz6Nsy6qRYeq1zbjGv7T/SbfuMMahRWUUy5++x3AzA+N7WH4izgtB25uwGh1ETsvg3AHYtr9lj1HXGA2y8QeOIwnZtJJBKJA3iakNsIgPgLk6Yuk0i8hxZDjEWx42tq5/HLi4HMQ3SCJ4qiFaVc/LGGjy9wxTvAParzi5V1NxnAS/AZTEC1hF8ACUSbPgX++QqAicTPmObmwmDBGco5zTrKlx1ZzufP7tJuX15IQrKiAA9uA279AwiLAxr3JqGqNghP4vm/ekQxYYKQWxbeULudXwCJwrVJn8nAy7m8S25kCtCgNblCGUXnqVlF+g4S4ee6qIzd1Yivc7+HbG8/cT7Q+UatUAcYu0bsddNaOy579sEGA0xVNOgRaIeDpc1I4KHtQPeJjh9bWDzFeZhM5LQBtPENpmqgLN/wroYcWwu8FgMseZq6L3/Umb+nrUWP2EvOCfNKAXcj5u8GRwFxrfkxxLbSfn8dW2PucncFOSdpIOudFGpiw2ADMLHCwBr7Xknb6vrj8HT0md+VJcbbeROiG1tGK0gk3gNz0Gfud/9jVZVRxcjkTdplfgF03hnVmOKTzh/i68V5e2DnMoUZ9lU8BamNeRM7UfyBxJxL7uLzzQbROZmvv+XtJRKJxABPE3KNrFRmNdeKotyjKMo2RVG2ZWZm1sJhSSQOEBBKTtSCDO1I+d55tfP4ix4Dpl0CvBEHvJnIHXcVxUBAOHD1x8D4mdb30Wcyb2zmFwA88A9w82w60Rj0NJDYme/TFpe9ybuxsqYF3W+jaUpvcqQqwlcREyKOrtLuRy9QlBdxd2tkI3If1DYRSZbjCMRmbM2H8AZVrMlcXaMowLVfAPEd6H3aoJX2BH/L58Af9wK71M7D7hCqXIHokrTnIiO5JzDmK/Ok0cVJAAAgAElEQVRGWT6+QM9J2mWO5tuKMOHNHiGX5T0DQPZR+0sRY1vUrOFXRDJl6+Wl8eOMbKzdxhHxaN172tsF6ZSLDWgHB2pKZQkfdKhN2P+B5eXevwW4ayW5oM+oA0vLXwJ+Gg38dpv1faX+bZ9TVNym4Cw5rAB6TRk97zS/X4shNF3ytO3HqG/ooxTqgyNXFO6Ze+vISoobqevqHolEYhlrFW/Osu074Ohqtb9ENX3X+QUBCR1oYFdEUYAuN9H24vn0mrfp/M5eWAxTYYZl84Z4Di9e90iMGfku8HwG9S3wxoxfiUTiEXiakJsGQOymlAzArG7ZZDJ9ZTKZeppMpp5xcXH61RJJ3RMWT1lVYn6n3lEKAAcXA18Nce2Jn+iAqyylEl1AFT5DgB63A22vdGyfcW14jMKQ54ChL9C8PcfdpC81JHj+LDDma1rW+14qVb7sTcp5fDkHeCmbOtCe3QVk7AOmq6LvZW+SwHZ0FTVX+G8GsO17YO8f2pPHuiAiSW3kVgasfE0bs8DEufv/JnfiLb8Cl78NdK2Fcjt7aTsKuH8TlanHtiLnY6XaPIOd+B9bQ9PCs3VxhLYRRRsm7NeUqz7U3nbKkauKS/aIwfrBAHfnO7MstnP7BCFXLX5hkRO5DpRfsve94gvEtaP5Q0tpWnSuZp2y9WKVrRgXd3Ddl9TskXXLjmxEAwENO9PzKjgLbFaza4+ttbyfwnPAd5cBv91u+zHFksuCdOOM4fbX8vnH9gOPHQAaduXLSnJtP46nc2qreWxN5kFa9v0oIE0o8dULt/UhI1d0xJepvyUzxlDcyLzJdXNMEonENmWFtrdxhJk3AqveJJf+winA9GuB91sCH3em32+/QNoutgUwYQ71X2D0vo8GQY+upAHJgHC6RljyDDUqswdm2PhvBv3uMdjA+bCXqd8DIySm5s/1YsHHhxrzhsZ6Z8avRCLxCDxNyN0KoJWiKM0URQkAMB7An3V8TBKJ44QlkCO3shTodS+VfGfsM+90/u8PQPp26oTuKqKaaG8zQaa8yHYUgqOP4Ui5s38wLx3yDwZGvQekCPmePr5UirVnrrbJVGxLcu5WlVNcxfwHgIWP0rpMF7j9nCGiEbkFd/1KWaCLhMZx5YWAbyAQ31bdNgnoe7/zjR/cRYPWVNqfsZuaOqWrJ/msu66+fNlTEEUbV58QF52nwYqjNchDZRc/tsTgvDRgxvXaZe4WoqLVz+/Bv4DVb9J8fDvgljmUa+fjb+6It4TJROJa3weBl7OBO/6i5RlCJp84by/luovhunDkthkJjJ5m7npu1JOmH3cBqivo+7CqjIRdI1j8ij2vqSjg5acbDwSIecYRSRRX4xcA3KpWfXhqnrUjfDsc+LQHv73oCWBaL+CrwZQ1vlTIE6xShdwbfqBpfRByxfeS/rOw6xfzcwmJROIZVLv4s3loCbDuXe1vQ3EWZd0eX6cd+G05nPovMEJiqAqvUQ8yUIQIbll9JY0lKnRRNR3HAk8codgGgCrtwpP4eunIlUgkklrBo4Rck8lUCeBBAEsB7Afwq8lk2lu3RyWR1IDQBiRelObRqGtiF7rYzDyo3a5KdT/mnnTdY7MmZYOfVfedSidiVWXOOxYZcW3IUat3MDpLox7k/JyrNnrqcQfQchidnBoR09y1j+8orFM8ayRx8C+ebVheVDcuwprCmuF9PRT4wYJj28gd6A6qq4ETG7UZz5ZwdRn1jTOoaV5CRxLRlr1IDpiMfY7th0WaFNtwo6bv4PP3baS8tEHPOPZYjhIaT9N/f9AubzWcsoPj22oHU6xRkkODGeyzEBLDo1dYM66zdu5LRO/2rwsh1xLJPUm4ZoLh8Jdpeman8fYsM9GewRDxM3b+MOUVizRobfl7nAn0lhowegvsO1SM7tmqVnMUZtBU8aHvh/Uf0OsE8EGy+hCtYFTd0aANX3auFvI3JRKJ47hy0Fv8PTCKt6qusG2o6DgGuHsVGUqu/YKE2N730fmqpd8sEb2QW11B/Shu+BG45lPqneEnVB+6yjAikUgkEqt4lJALACaT6S+TydTaZDK1MJlMb9b18UgkNSJOuOAKjee5qFu/0W7HLtLz0lz32CU5QNNLgcHPAO1HAwcXUVYu4LoTLEUhR23TAa7ZH2PAFO3tYS+Rizc0lotDd6+mE9Fb5wF3LnPt4zsK6xT/z5d82entwMzx9L+u7QZNzsDKx0Ua99Xe1neHdxd75wI/jAJ2zrK9bWUJ0HwwcPsi1zx2u6uBu5aToFl0nru+RZdjzgnbn1km8pXlm18ImUzAyU3kxP/rSVrW90HKpb7tT+7idhe2muvFtbM/25YJThGCI4c1YCs4S3nhZx1w5FZVAgsfM++OHeBBQq6iAJe/CVz5ATl2W10GQLF8UcziSuy5wC9VXVehcTyOh+UXtxkFPGilmRlzRXm7kKsX8QsNeiFUFNPnc+VrwOaptOyCkFsPHLns+yU4hpdqlxWQkA9YzmaXSCR1iyvd8qIz39JnPr6d/ftr2h8Y+y0ZPQIjbbtyqyrMHcaXv0XTuNbaZqs3/wqM+0lGBUgkEkkt4XFCrkRSL+j7IJ+Pac6do/9+ry3TZtmR7MK7ugpI3cLdfHrO7gHWvGPdqViay0ub4nSCUICHj5SHJ1DmI0N04d25lETcRt3pRLTFEHIF1CURDbW3fQOAZS8AhxbT7ZbDav+YaopRLitzVDLyXTjgYA12wWJNAMw8SJ+VyjISHl09qBDSgJx+LH9OFG4/7kIl3ozyIsqdK84GclR3fUUJ5Q4DwBeXkjjJBL0VLwPfjwS+v4I3sRrsZheunq4T+PxTx7Xr4tvS/9qeDGx2oRkufBbYxd0ld1Ge7K5f6LWxh/OHKNdbnyfrSY5cxiV3UYZuYDgNhJz623i7KsEhWpILnD9ieZ856v8ipTdf1k39X7UaYf14/IOAkFjvF/n0jtoN/zPfhlWZiLBu6ZZ+P72J3FTKjI9uwh255YVcyLXl9JdIJHWDOGBX5aQ7VxyUY5UHemrS6Dc4CuhzH7B/AW/cCVCVzr8/8msMNgjdZhRl4j62H4hMNt5n68vJPCKRSCSSWkEKuRKJO1AU7o4KjiYHHHM8HhZcpEwoYRfef38JfHc5sOkT4/3+cjN1nNVHNIhkHuDOJLEBDlD3zcHsISIJGPsdjfqzTF2ARGgxG9ITCEvk84OeBrqMB05todudxlETCG+iw3Xa22LWGuBa57g1mFNdFHSyjwNfDOBC6bRe9Fkpy3ddZIhIaAOgoogy6AAuYheqzT6KBJfgkmcpkuLdZsDUniTYVlfQYENAGJB1mMTJrd/Qhd3hFeaPF1DLMRyjpwIjXgMe2GrenIQJ+Ok7tE2ljGD5r6KQ6xcIvJgFDH2emiv6+AGzb7UvKsNS7rWnx5R0uA44skLbbJLBInQA4OshwNQe5hf426cDU3uRkA0AyUJ+eOdxwLNpFDVji4gk/j/xVvRCyJZpNH/F//HlZYVa55viw78H1r4DrBG29UYy95PjLTCCzhNMJhJyWT69M40YJRKJ+xC/vypLLG9nD+J3eZZOyGWGkeimNdt3H7Vp4peXAhs/JiPJgkeABQ8Dx1TDCatuaDkMeO60tvJGIpFIJHWKF6g6EomXcvXHQHQznj16zxrqFr/lM+DdFuTM0gu5O2fS1JJ4wsSjzANA/hng0DJg67e8wzsT2liuVusrKHeTlZ03cbFr0V10vB7o+0BdH4VtfP34fN8HtS7HMV8Zu1w9mcROfD6pO0UWJHWj5YpP7Qm5TMAtzeXL9vxODt1/vjLPinOHkKsXN1msxKl/+DLm/Duyki+rKgdm3kDzkcnA/Zvpsx/THNg3H/jjXuCcQfR7bZcjKgrQ/xESi/SwUs2frgG+GWaepWsycSGJfXeFJ2q3YZ+NtlfSoMzJDbZFYcA8L5zF0kQ3s33fuqTfQ+TiXvGK+bpKQcjNPkbTPLWJoMlEVRZ/PgicPwhs+pQG/6JS+H0iksj1a897xDeAmuPYI5p7KmIpb0kOdVtvPZK/FwD6jROFXL8gHh2Umwqseat2jtVdlORQLFNkMn3vVpbSAFdoA3qu0pHr3VSW0+CkpP4hfi/pY5UcRRRyWWXCmK+B676keJ/nzpj/9tpLcDRw/bfU3HTdB9pzm5WvU38Ado0ic28lEonE45BCrkTiLlpfBjyygy68ALoQH/E6oPhSE6V983kX2txU6tCdoQo85yw0VvIPpmnWEWpINfMGYNFjvBFM7imatlWbVfn4UO5m0wHAK3nGoo3EOSbOB678kETblF60LCLZO3PC+j8KXPs5zQ96mqa3LwImLafnlOPCpnzWYEIuc78CJFABlIf5li7Swh1uVn0mKytxPCM0J8s9SccqCs4AcGwNTf1DqLNzUjegwxhya+/5nW839AVqYNSwi8sP3ymimlCJPuPERrogZf+XtK3Aey2Apc/Td1dYIo+gMKLrzfQ/2v4jX1Z4zlhsZHmgjLHfARP/1AqbnkhQBND3fnJw56Zq14mOXAbbJi+NqixEQuO0XcCtvbZ6WOn90VX238fTYM3OAODzvtSdvWEXbZRNeYE2C9cv0Px7oLa+r+yhstwxUaeskFzokSkUX8KiSQLD6bNpb1SJxDNZOAX4pKtx/rPEuxEduc4KuflnKGJFJKEDVX8BzseldRoLTJwHlOUBq16nZX7BQPp2qgxcq1Y2+AU59zgSiUQicTlSyJVIapPmg4CXskgo+W86ABMvZ886Qo6bxM504fr1UIpQOLSMLmxNJi5yZB0Bso/y/e7+jabMpdNACra1RvPBwCWTaF5RgMcPAveuq8sjqjk+viS6vZIHtLmClgWE0gBCTDPuJnQ3TPhiHeoB6w40d5Tds+fPyD9NTpvNn/Fl03oBCx7lGZYADdYwxIufFkP4/IApwEPbgYFPApM3AXd5mOimKOTIZuSeBD7qBExXv6tYdvHmqcCOny1n5jECw+lzcnIT3d79O/B+KyrhZGJu2r/AvAe0XboBEjSbD3L2GdUO7a+l6c5f6AKeDURYE3JLcszXhcbxEtZIBwXsEa/R1Jb7uSQXWPQETT0N0dHGqlAik81fC/G1C4o0b+KXYeB8rys+7Q78OtH2doyyAhKmo1IAmMitDdCykFgaDJZ4Lztm0PT9luR+lNQfRCH34F/2Nw41ouCM+e+rqyuQmvQHwhKAkxvpdnJPvm63OvAsHbkSiUTicUghVyKpbRSFogPS1O7jLYYBD//H13dSy7JP/0tC0cwbSPQ4s4M3d8nYo91n2jYg5wR3KPnrRvAltUd4IhAaa3s7byO2hXbwwJ2w93GBIOSKziUftWyfuUbdEa0Q1Rh4ZCe/XZZPkSYVRcBlb/LlO2dSPuyUfdSMr//DfB3LqgaoeVVSN2rMNvg5ej0BiiAQIzo8BTEL78wuEtRObgReiTTPYNU3nTKiYRcaCCgrAOaoAx/bf6IGkADwzVASN/75kjetAqiBl7cQ2wJodTmw+k3gzUT63j64xNiVteJVGpjTu7kBEiijGgNXfQTc9qdjxxAWT00u0/+zvt1/M6iSY/M0x/ZfG1QbNAiKVKsc7lrJsyHThFJg5tgX8RSxs6qSBmcPL7M/8qK8kPJxWSbuwSU0DQhVhVwZrVBvWP8+MOcuYP2HdX0kElcgDkQteQb4rLflbW1RXkjnERPn82WhLm7yqyjAaGGA+rLXgUY9gQGPAVC/r7zpd1gikUguEqSQK5HUBawsCqDohZjm/HbjPsANP2odccVZwFeDaT4skTviek4C7l0PwATs+5OfQIpNwiQSVxDTnASm2ijpZSX8ZXk8D7cwg0TQy98GnjoGPPCP0BDKTTEW4brGHsxZE9VYt11DILIRb8bHxBcxI9nXn0SoyZsAPwPRydNgbuKAMPOGLaxhY5yapdv1Ftv7S+wMwMRjJxgLpwDr3tMuY6+bjwcK3La49nOtc3TNW8aCYvF5YOWrWkcse78ldKCL6553aH8b7KVBKxLNMw/a7pruiY3RDIVc9TVN7glc+jjN75jF1xsJpJ7SEKzwLJ/Xv95ndgLnj9AAyQ41I7+6WhVyw4CGnemz+M+XtC5QdeR6ynOTOA7raSCy+zf6PpB4P0YVGDWlspxiY5oPBtqPBiIbu2fgutVwitbq9xANON+9knpsMKQjVyKRSDwOKeRKJHVBXBug1700z2IQrvg/Km+Kbgp0uBa4exUwfiZwzafa+3YXyjNbX0EXegmdgP0L+AmkrwOZihKJPTBByd0NWvLTtWLxzlnA91cCp7dRE66+95NDJa4Nb8plMrgwdgV+AcDQF/lncO5dNA0MA5oN5NsF6vJ0r/kUiG1FzkgRH1/z8m9Ppf/D1ByRiWYA8Fw6iatndgLBMcADW4DHDgC97rG9P9ZIb7baEPCOJcCQ52l+1RskYo75hm7npgJT9qqDVF5GaCwwZQ/Fk4z+jF6rjR+bZy4DwKGlWkeuXwDw6B5y4jpDZGMqxZ/WizLUjWC/Ffooi7qksgyYOZ5Xq7QfzddFNuLzwdGU42hUIcAGFwDXu1ZXv62NVrEX1igR4FnbjC8HAlN70PxS9fPAoloCwui7btx0vn1ILA3+yoxc78UoTkVSf3CpkFvKqw3G/QQ8vN11+9Yz4lXgsjf47Xjhu1RW+UkkEonH4SVXlBJJPWTUu8Djh3iJdZ/7gCcOUWksQI6stleScDtZzZaM7wC0Gcn3wZq/dBlPZaYs48qozFQicYboZjTNcaOQW5oPfNgOOLiIL1v0GHByA3VPTuyo3X7ws8CVHwDtrnbfMQ18Auh2K9BcyLgNaQDctoCiF5r0p21Emg8CHtpW827SnkBkMnDHIi7AAuQESuhA88w1G9GQBGpbRCRpm7Y07AIMeorHVDRoSZEzAD1mZDKQ0N7551GXdLsF6DiW5iMamq/PPclzgwGKx4lKcT7zWWwMt/MX420uuN4LtKXARpTmA++3oaZ37uT0v8ChxcDip+h2zzuBlsNpXhQSFMX8s8WaS17/DTBhDonZrnStmkzA2neApc86ft98QchN20oN7gDzxn4lqjjLhFw2QNSkL98mNJ7E3LI8cutJvA9rkR+2Pov1BfY89y/gTvT6giuF3KoybdZ+bVbbiRVF+oZrEolEIqlzpJArkdQl4Qn2bZfQAXgpB7hnDZU9Xbi/Kg70uJ1cSrtm020ZrSBxNdFNaTpnEhciakrGXmDTp9ru9IDWrdakv3k5X5hOvPELBC65yz4h0RkUhTo7P3mUXDFM3IxuCtzxl9adW98I031HNexCU70L2RaKAjx5BOg2ARj0NO+2zUT4DmPIrfzcGWDSCueO2ZPocTtNxQG4m2YDl79F8/sXkDjX+UaK1HEFYrSDqYpcwWLGNMBzjY+uBF5vAPz9peX9rXuX4gF+GEW33SUgZjGHrSrK+gYA42cBz6Sab2tpkCSxI4m/obG8UZorcEZsyhKcw0ue4TFJlr5HmUuafcbEz1p4Is8GL5GuXK9kxSuW17EGifWZilL6zlnxClVozJtc10fkWioNMuONvjMry4DjBo1xj66mzOTibIpRqyh2/THaCzvvs9XQVCKRSCS1jhRyJRJvwceHSm8VBZgwl4QPdkEXGMYFA4AELonElQSEAD3uoPlt3zu3r8/7ActeABY8DHzcFTixgZaX5fNt/AKFDFwVewc+3EVoAyr3VtyUyeuJROhyghupZeD6EnF7CAwDRk8DhjzHl0U3AZ45xb+/AkLqV2OVpgOAW/8g8ZqR2Il/lsoL6WJ5zFcUqeMKREdudRWV738zlG6X5pO7VC82MBesEcVCKfia/wPeba6NC3AVF0rOWYOdEPrNE5sGMpiQy9Y1H6xdH9LAtc3O9i/g847GUeSlagdEijJJ2Mm00M2+TIhWYFz2BsW8KAr/3ZcNzzybs3uAWTfznHeAPn8H/9Jud82ngL+aeyrmKddXWE76hv/xZbayvL0JI1e1UVPLNe8AP15NzYpFVr9Fmcnz1aaOWbXUZNaIu1YBdy6tX7/JEolEUk+QQq5E4o20HAbc8L1WUOo+kTI5G7SRGbkS93D1RyQ65Zyo+T7EbMf/ZlBUw+q3zdcVnQdaX07zg54GWo7QNgCU1A5MNGp6KU1bXe76xwiKqL/iuKIALYZSLAXLEg6NI8GaVVREN3HtY4qOXCaK5qbS5+udFODVKMfEyHJh2zVv0e2jK6lR27bvgPT/gIx9zh+33nlmrakPazgYlgg8uI07nBmhcUCRC4VO0RWb72CDuNI8qpgR2foN8Ntt5ttWlvPXW3zMfg/xCBf2mbyYGp4VZwP//mDc1M4TKS8CvuhPMUGicMt+O3vcDty+iGJAuk8EblcHCvTO+frIrBvNl5V7UFa3s1SVAT66qrgSAyGXZXzr+w6wahUWMTVxnmuPzxFCY6kBs0QikUg8Di9sCS2RSAyJaQ7cv4UcWN7SUEnifUQkazMfHaHgLPBBG/Plp7cBaf9SYzNGQCjQ+z4gvj257eqr0OfpKArw2H4gKIpuRzQERr0PJPes2+PyRi5/Gxj2ErlMARJyC87w8lVXoRcNGXmn+Hz6Du26kAbG91n3HrBvPjXUzNjNl6duITHyzE6+7OVc5z6n5UXa235WXGDMGZ51GGjQynx9ZDKQn0auvwFTHDuOU1sp57Jpf75MrBbITwPiWuuOvZiiIHwNTqtLcs1dxWLW7iM7ga3fAps+obiEC9EKFrKSQ9X/1cXkyJ0zCTi6ihowNmhZ10djm/T/+DzLlc87DXypDoi1GEpufQb7fhWdm4WZ9L5jfRTqA5aE+LJCy99beipKgfUf0OCGmOPqKVSWU0VRueDMFb8/Kkoo85tFS7EBrMpy+uyLom9IA+PvN4lEIpFc9Ei1RyKpTyiK8YWkROIqIhvVPCPXUilxZSmVfu+bR6LW4OeA67+l7NsWQ6SIW9dEJHGXEAD0ulub1S2xD18/rcuyNI+mcW1d+zhGnxcfP62DUxRlo5uRgFhdTbd/uYUEXABYpXYxD42lWBHGjp+1Ii5AorQziI7cFsPMYz1E4tVGeKZq4/WsKZ+1PFJLfD+S8oBF0ak0nzudjWIl3k4GZowh5+iOmfy+BRnA8bUk5IrxGoxnUuk7jwnTxVnG0QoiF2O0wqmtNDUqUfdExIZXBRk0Td/OlwXqBEgm5Ioi3ozrgE/rWRVK7knj5eWFxsuN+G865XZvnuqaY3I1VeXUp+KOJTzyhb1vM/YCbyYCBxbx58wiYDZ/CrzXHDgjDLLp+wRIJBKJRKIihVyJRCKR2E9UY8pHZZl2VZXmDVqOrSWHmZ7sYzSNaARMnG+8/y43A4OfJsFYIqnPMLGHiY7upLrSXGgNiiSnbZuRJIiW5ZNr/sBCEnDFAZuSXGr090oecP/ffPnId/m8Xth1lPJiikq4Zy1w61zrTQxZtIIlWo3g5c3FDjYFq1addGIOdFkBCe6KD3BkBbD8ZWDvH+Rsrq6mpnLH1wLvNqPmTZkH6X5z76JpwRnKhn72NDDkeeDKD8nBzJy6ITHqsWZxgUcv9jGChW0vFtj/pCTH+naeQkUpn2efuxxBxNQ7Sdn7QBSqz+5GvSP3lPHyMjuE3MyDwJldNPALGMcVeAJVZRRv1qQv/35kg3bsO3Lb97wCgX0/HVhkvq8AKeRKJBKJxBgp5EokEonEfiJTSLQoUEWO1W8A77fSiiU/XQMsesz84uz8ESqXfnQPOVUGTKGu9IyedwKXPu7uZyCReAbDXqKpJtPWRTyTSk3kRHJTtbfbjAImbwASO9PtkmyteHRwMZ8XReD4tsC46cADWyn39+kTtDxjj3PHXFFEglZSV9vb+gWSQ3j0NOP1AaHAdV/QvH6gyRpi06XzB/l8WR45YUNiqXJg40fAb7cDXw0yFlRZaT0T71izs8AwYNBTwCWTtM5p5rL98WqKrGDbGuHrRw7OoosgT5WhqKJ+RUndHoe9VArHWXCGBMxlz/NlvgHa7X39gIBwY3HSqHmWt8LEyz73a5d/O9z253RaL4qmYK9HQQ0abtYGVRU8PueCQK8Kuewze2Q5kKa6zNn3hyJckrOYCf9g9x6rRCKRSLwWKeRKJBKJxH6YE46JQgeX0PT0v+bbntxofjuxM89wHv4K0HYUX9/+WhkNIrl46DyOHK6WBDtnCIok19+UvcAtv9My9pllIgFrtsZuF+doP8fH1/L5S+7S7r/9NZQTqyh0/6gmVDbsDOXFjjnQxv0EdJtgeX1NsmTF8veso5RbCdBrE2xBPBVfJ/1+gtWS+eu/sf64TMgFKILGx896RnBEktYxXN/x8TYht4ymTQZQI8BvhvF1XW4yjlMJjjKOjqgsNV/mrTC3uVEuuD632xIsb/askwNH7qKyjAv1zFXPhFwjsZp9P4kxCnHtaOotzf0kEolEUutIIVcikUgk9sOEXNalvkq9YP15LLBWLSNkeX/6Uuu8NCChvfk+A9Tc0PrU1EUi8QQik6kRJsCFXOb6YyIjK+svyaaGaGGJQGxL4Ng6Wn7rPHKRWiOxE5U9O0N5EeAf6tw+RC5kyZ63vp3IX0/y+bO7Kft28dNAeQEJ39d/CyT3Au5cCqT0pu12/sLvE9UYaNyPO3JLcoFO42w3cmJxCYzqSuvZ4FGNLZep10eYW1HMUfZkmOAc05TcuYVqTm5MC3KK+/qb3ycoytiRW1GPhFzWyC/CIDpJbAhmDSaS557kAy2eRFU5RSsA5Kj18edCrtFABMsurxaqAdgglLV4GYlEIpFc1EghVyKRSCT2E9WEpoufpEw3lnsLAKvfVGdUF8m5/XzduvdJUAk3aGB09ypg4FPGF3cSicQ5WFk/c8jftoCycbvfRreZiFiSQ0JSSCw1EytTxQdrTccYzQYB2UeBU//Y3raiFNjwPy5qlBWS0FGWz0uRXUGIKoYUnSdnW/oO2w63uDY0je8AHFtDA1V/qxENIbFAp7HAXXFefUwAACAASURBVMuBxn2ASctIzD2ynN8/pQ/QqDuJ2kufJ7GJCebW8BNK7YOjKXbGGlGNzaMy6jNM+GSCmKfDXLSBuvfznUss3yc4ij6DWUeB3b8L+/ISF7I9MMexUca1vUIuEz5N1UDOcd6k0VMozKBoF4AGY4IitUJueBJ33ALckSs2yOs+kfoFiNFTEolEIpEISCFXIpFIJPYjRh/smGm+vjCT5+Cxhj8Z+4BVr9N8WLz5feJaA0Oft+5Ak0gkNSMwjDtdIxoBzS6lbFwmMIaqztWiTBKSgqOBhI78/uGJth+jy3gSjOfcBRTZiDL4bzqw4hVgs5pv+1En4J3GlLGrbwLlDMxpnJ8OfDWY8mz/+ZrEakuCbkUxiSxJXUmEFTE6tis/4PMT5gAjXgWSupEAvHkqLfcLtO94h7wA3PQL8NRxip2xRmQKCe2e2vDJ1bBS9eyjdXsc9sKE3K43kZg78l1gwlzj3z9GYDhwagswYwwwZxJfXp8cuaV55FAVv1OSL1HX2Snkinnd03pRNZCnUFFK2bfNBvJlopBbWULxMY268/Wsv4CYhRyeCFz3ORCe4P5jlkgkEolXIoVciUQikTjGk0dJ7GHNjW7+FZikutKOr+UlglmHqXnQ0VX8vg271O6xSiQSLiBFNzNfFxRFpcAFZ1UhNwpI6EDrEjrZ55INiiD3WP5pEqH2zKGBHCO3XF4aTXfNBt5rSZEOjJIcx56XNfwCKbZl/fvAGTV/c/GTwP81MR6EAtSc3lCg6aXm6wINhNzETsA1nwJDXwBaDif3cvPBuuOwknUrMuhJoM1I+wa0mKMx7yKJV2Dl9N6SC1xRCkChAZFnU4He9wIth1m/Dxt4yDmhXV6fMnJLcun7RfxOGfYSNbOz15Gbn05iMOPoStceY00xmYC5apZ4aBxfrnHklgJ+wUDzIeq6KIpt2b+Af0cBvJpAIpFIJBILSCFXIpFIJI4R2oBKr9kFZ3A00LArXaAcVgXdhl2pVDDnOHD+EF2YPHFY60SRSCS1A4tXMHIEKgo5wPJOUVlwcDTQYig1ZbryffsfI7kH0OE64Nhq4Pc7yS234UPz7VjkyvlD5s3D+j1k/+PZQ4iFbNo9vxsvLy8iIbfVZebrLLmFu08EBgrZuqENgPEzgdhWwLCXgd73OXbM9hCVQlN3xCt4YmQDKzs/ssJ+52ZdUllKAr4jVSZXvGN5X/WF0jwSNkWXul8wuZHt/b8WnafvMbFhmidEbpTkkCALAP7C4E1QJHfOV5bQuk5jgbHf0wAQAMxWmzbGtABu+BGIaFh7xy2RSCQSr0QKuRKJRCJxnHDhQiM4mjIem/QFdqmNf1J60TRjL7D9R7roslZWKpFI3Acr0Q2zUKob3hDY+wflNQaGU/nvdV9QFqwjdL5Re3vvPPNt9I5DALhjCfBKHtB0gGOPZwvW8CymOdDrXr7cpDqFd8yiJo3V1eT0Kz4PBIRR3MTwV4CO1/P76PNOrdH2SuChbcClj/HGRa6EZZUbvZbOcHAJRV0cWura/ToLc+QCwPnDdXcc9lJZqhXz7CEwnAZP9Bg1yPJWUrfwzyTDP4jETnsduWV55OC9fRFfxlz+dUmxUFngF8znwxKo2gEgR65/MAn8HcfQgLhIeSHQ4Vr3H6tEIpFIvB4p5EokEonEcSJ0Qi4AdB7PlzEX2k61WUdip9o5LolEYk5AOE0tDaaw5jwAj0ypCS2HA6OnAXetIkdq7kmgukq7jVge33k80O1WILlnzR/TGqxEOaUPcOnjfHnuKSD1b2DefdSkMXUz8HEXIOsI7xQ/YAow+jN+H1c2YnOWkFj6yzzg2v1mqm7pmeOAo6tdu++aYjJR5jDLUi2oQbxCdbVWDHY3FSX2R2qIhBs4MeuLI7c0n/53+ogSvyASscsKLd9X/x3i4wtEJtMAEMCF0rqk6ByfF0X8qBR63lWV5MgVRV59hRJrtiiRSCQSiQ2kkCuRSCQSxwkXOtkHqU2TOlwHtBkFXPURENuCXGNHVtC6XnfX/jFKJBKC5dDGGGTkAkB0Ez7f7+GaP46iAN0mUMzCwCfIZXfqH3Kr/TEZ+OEqyoRM6k7O1wFTgNFTAV9/2/uuCcwN26QvuZKfOAJ0vYWaZu2Ywbfb8TMv32dNGgGtIKN3EtYlikJuvu0/AWedEN4Z+WeADR9pm8CxZm168tKAxU8DZQXOP649sCZQKb354zvKH/cAn3Sz3OSOUV0FLHmOx3/UlMqymgm5RvEdtSlAu5ribOD7K4HT//LvIOY4Hfws4ONHn9HAcFp/YqOF/egaKPqoTVdZ0zRPEHJzhbxqUayNTKYKgIIzqiNXeF/4C9uN/Z5iFSQSiUQisQM/25tIJBKJRKJD7Drtq/6U+AUAN83iyxu04p3fgy1kVUokEvcz6GkSDdqMMl4/+FnKZ+x9H/88O0vLETTI8/0VQJMBwMkNfN3Y7yhuxZEM0ZrQ90ES5zqModthcdSACiARFAAiG5OQy+h+q3YfV38CnNgA+HiY9yG2JXBiPfDlpcDLTjaJW/AIcHgp0EJoyGWpsdimqcDfX1AOeleDKABXkLEXOLQE6D+F3LgA/eb4h2gFM3vZ/RtNCzO0v116zu4GtkyjrNNbfgXi2zn+WICahRpsezs9isF7zJsduef20+d+/oPAtZ/TMnYuMOhpoP+jJGwGhAFHlgM/jALu22BewZP+n/Y2c81fEHLPuO852IvYqDEwnM9HJtP0p9E0gKR34U6YAxxeQVELEolEIpHYidvOShVFeUVRlNOKouxQ/0YJ655VFOWIoigHFUW5XFjeQ1GU3eq6TxTF3Wf4EolEIqkREUm2t2HOPr9gIDjGvccjkUgsk9SVxFOxyZBIWDzQ70HXibgA5cxOWgb4BmpF3L4PkjO4Nk7xEjsC138NBIbxZcFRfD4kFkjqQvM+fsC46UCfB7T76HEb7cPTYFUOUU2sb2cPzF3LohoSOpIzubzYfNvqSpq6usHU1m+Ak5vpWD7vB6x8DTizgzeKCoqkvFF9g7zibGDZC9QEyxZ5p62v36JGaeSlAp/14Y99bC2wcIp1d6zJBKx9D1jxCgnBlj5r1mh7lfkybxZyK9V838yDXOhkFTyKwt2povCZc9J8P0yoZU5X5sj1D6b3RV0IuRUl2jgIlvF7+VvabPFItTFh9lGa6p39LYcDIy00upNIJBKJxALuthf8z2QydVX//gIARVHaAxgPoAOAKwB8piiKOrSKzwHcA6CV+neFm49PIpFIJDXBKMtPT/NBwJR9wN2rHG/8IpFIvJ+4NrwpkV8QEN+BOrbXJZ1vBK7/FnjmFPDUMSCpGy0PjgbaX+N5zltLJHQAWl1ObkZnCVEH2vJP06DbwCcAUxVlButh3+WujFbIOw0sepzc2wUZfHnuSS7chjSg/1GJzn38Xktg06fAvPttP05hhuV1FSXArtnaZenbabrhQ2Dbd8DhZcb3rSwD5k0GVr8BbPgf35+jxLagpn+ioOuN0QrlRSRmV6gitKkKKFVFcaPqHHGgRR+jcOAvcowDlDcLcEcuQDFPdRGt8Hl/4O1G/HZpHgnNfR/QDlIxRy7DHc0PJRKJRHLRURdnq6MB/GIymcpMJtNxAEcA9FIUpSGACJPJtNlkMpkA/ARAtu6USCQST8QeIRcAIhsBCe1tbyeRSOonKZcATxwGHt0N3L+JC6d1hY8vicksj5Qdj97p6Q1EpQB5NYga0CNmFPuHUKM6ADh/yHxbllnrzOulFzlTN/P5qT34fOZBLuyFxhkLuSz+gAmF1tDfV8TI0Tv9OhKYs4/T7dP/Ajt/AQrPabdbOIU39mQ44xK99jNg5Ls0742O3GUvArMnUCQJ4/BymoqOeIbYAK1Y939Y9TqfZ+5WH6FyICKJBiBqG+aw3TGLMqbL8o0zjsVGkoDtnGaJRCKRSOzA3ULug4qi7FIU5TtFUdgQbCMA4llnmrqskTqvXy6RSCQST8MvAOh1L3DTL3V9JBKJxNMJi6c/T4Q10bJ3cMqTiEwmAXPWTUD6Dlq2bz7w50OO7aeynM/7B1O+eXAMZeGK6wDufiwSxMzqavqzh9J84M1Eik5gWBJYc05wwTi0AYmA4rbF2UCG2uytxEkhl61rqEZtQHVVbv2GZ73/8w3wx73kvgWotP7oKp6xLEYIddNlLTtCUCTQ806a90Yhd9u3ND2zgy9jr1GQgZAbGsfni3SOXNHBGt2Upv4hfFlEEgmpdcW8+4AfryaHeqCBkAuQm5wR27J2jksikUgk9RqnhFxFUVYoirLH4G80KCahBYCuAM4A+IDdzWBXJivLjR73HkVRtimKsi0z0wsdFBKJRFIfGPUu0GZkXR+FRCKR1JyAUOCWOTwCwptgDsWDfwHr36f5XydSIzdHMmxFsdAviPJdR70HpG0F1ryl3ZY5TQuF8++3koDfJmq3O7iYsmv1ZOyl6foP+DKjGIKwBBJqLwi5Bo7cE+v5vCWHcHUVn2f3XfQ4sPR57XZs3WVvAI8foucvEt4QKFfjJFjW7sxx5NoFyEF761yg+RDgoe3AiNfhFD5+1PzMG6MVGGd307S1ep7g42fcBE50hOsduaL7NrYFTcX3a0QjisxgTnEAOLaGIhksUZID/PuD/YMPtsg6TAMURo5cAHjoX+DJY8Cje4B2V7vmMSUSiURyUeOUkGsymYabTKaOBn/zTSZThslkqjKZTNUAvgbQS71bGoAUYTfJANLV5ckGy40e9yuTydTTZDL1jIuLM9pEIpFIJBKJRCKxTavhXCTyJiKF02l9I69cByIXRLGwJJumncYCbUZRlMDu34HVb9Ny5n5kgpvJRE2t9i/Q7nPWeMquLc7WlpPnCcV3bLlerLxzGRDfnmIVijIpezQglITc0lwuwIlu4ZJsrZjHEEXikhx6nbZ+A2yeqo1TEDNcwxOomdxL2Xx9j9u1z6G6Gji5kS/rdQ/FdEycR+8lZ7OWFYWed02ydusCkwn4+0seQwEA5WozsLZX0rS60rjJoZgjq88pNglia4z6GRUduBFJAEzanNyfRgO/3GT5WDd8RLm7y190nZhblm/ZkRscRc0fo1Jqp8mjRCKRSOo9botWUDNvGdcBUGuf8CeA8YqiBCqK0gzU1Owfk8l0BkCBoih9FEVRAEwEMN9dxyeRSCQSiUQikXgtogAmNoACgHxDL4QxVWWAbyDNi03MOowhB+6cScDad8jpWMiiFVQRtCzffH+iwDr7VuDjLsDiZ4BDS4F8QcjNOgL8cBU1CRNJaE8N2Eqy6XFCG5AAFhxNwh57zJJs7f2Mcm5F92ZJNvCz0GzvPUG8P7OLpqFCBIiPLxDXluZ7TqK4hB53kDM3+xgtH/I88HKuewQ6v0DvceTmpgKLnwK+GmS+rs0o6/dtd402pqlC+J+VFfJ5FnvRYjBfFqGm8LH3uzhoUFVJTlk97P2zeaq5cGwviu7zVngOCAyv2b7+v707j4+quv8//jpZIEASkLDvqBi2QIAoKAqtRKIsQVmKiijuVovbV77F4g8p/dLail+oX7WtIqIVi0qNiEurIsiqFDSyBhAFjCJbICbsgfP749xhZkgCBJJMknk/H4953DvnLnPuzOQ+bj7zuZ8jIiJSQmVZI/dPxpjVxphVwM+BhwCstWuBN4B1wL+A+6y1vvuefglMww2Athn4oAz7JyIiIiJSOcU18s/7MjejvcGVSjIAVMEhaNTRzTft6m+/KA0iAm57/+DXcOyIe42DOS6b0RfQBHiyjbulfW9AVubWxa7G7Od/caUI9m7xL3uhT3B5BIC657uAWM0El5Gb96O/TmoNb7gNXxmEA14gt79XpuHjx4MzfiE4o/X7lbBzXfDyBX90gcNFk13GZ1zD4OWj3oe7FkBsfRj0jL/27eo33PS81mWXZRldiTJyM19zU19Jj6gYN42u6bJRL38YLn+o6G2NcWWafJ/jm7f4l/myem/9F8Q3hns/Dy5bEd/ETX3f98DSG++Mhieaw5EDwa8X+EPDhmJKqvz0A/y2LmyeX3jZ8WNgjwW37dvqfnwQEREpB2UWyLXWjrTWJllrO1lr072MW9+ySdbaC6y1idbaDwLaV3ilGS6w1v7KWg3tKSIiIiJSSEQkXHiVm9+7BfZsdiUIoOjs1OIUHIY6LeCmf8LwV/3tMfH+wG6t+rAry8037OAyYw/uhRXT/evv3wmf/A/s3Vr8a615y5UMADhcRB1fX2C4ZoILCv7wJTTo4NoKBXL3uMGzmnh9XPU6fDzBZRW/P8aVUQjMaN23zU1/uRSSR7j5Bb+HSV7wtqjyGrUSXMkEn0YdXfbyOu+mwbqtiz/Wc1UzoXDN2Ipqz6bg5773zJcxm/o4pE449T58A4Ft/Jcr5fG33i6Qn3wTtLzULWvQNjhgGu/dAOrLyM0NKCnylRdc3r3BTQ/uc8F833NwJUF8ZUHWvws7vED/9q9csHbhSbWSAY7sd9MO18HAp/3tcU1OfXwiIiKlJOr0q1Q+R48eJTs7m0OHKuFIr2EgJiaGZs2aER0dffqVRURERKRoN82Gjx6HJVPh/7oGBDtzil7fWhcoq3eRC1yuehN2b3TByQtTC6/f/W747nM3CFjG3a6tWQpkL3dBxuiawevnfheckQtwwZWAgc3z3G3tF/Rx8wCR1Vy25X+mucBbTG3XXsML1h3a54J34D82Xz3bgzku2Nmki8v2XDwFtiyBjHsg610XBOz9327dhDb+YGPChZA2CTJnBvez3+Si37NAUdXd6333mXtellmYsQ2Da7+CC3B++oQbUK0i1XU++YcDXwC3RY8z30d8QKmQT5/wz1ePLX6bmDruO+gL5AZm5PrkfAv1El1w35dJfcGV0Lq3y+J+81a44yN4fYQrrTFmkz9YW9T+fFnCrXu7rHWfkhyriIjIOaiSgdzs7Gzi4uJo1aoVRkXlKxRrLXv27CE7O5vWrcswi0FEREQkHAQGE08uO3CyzfPcQGQAV/yXC+JC4ZICPh2HuIzXuq1d5mLWu3BhH/jsORe8y/nWXwYBXKD2878FtyWPcIOnPdvdZfU2aOceEZHQ/Zcuq7JREtRPdIHjk48poY2b+gK52z6Dlpe7Y61xnrs1P3WCu51/wR8gywvq5W3311tt2s0fyI2q7h7DZ7rM2nVz4IGv/Nmdp5M01AVy4xpD7RZnts3ZiG0IO9YGt/kCnGszoNcjZffaZ2rvVph9q5vGNYE8771vfQWsmQ0tLj3zfdVuWnR7tVMEco1x5RV8pRWKqom7dwv8rVdw1nDf/3GZ5Z2vh6lJMM37EWP/Tsjfdeq/I1/d3upx7jPyqZ9YfD9FRERKUZUM5B46dEhB3ArKGENCQgK7du0KdVdEREREKr+IIi7ni8vInTXCP7/oKTj/5y4YNWxG8fv3lQ8YNgOOHvCXKMjbDluXuGBv4jUusPvOryBns8t6PXIACg76a/n2nQSf/9Vlz/rq3vpEVYPLH/Q/Dwzk1r/ITX2B3E//CPu+c0Ha6Br+9WrVD97nvm3+7N22/WDVLH8NYYB2A9xjyAvFH3tRUm5z70nz7hBZhv9KxTZwgcXjxyHCq4bXKAl+XA2RFeSutpUvuXIFAG3S/IHcpF9A0xQXLD1TgZ9loFNl5IIXyPVet6jB9/Z+W7j0g69fcY1ceZLAWrnfzPcHcA/mwO6v3cCC0V7d3yPegIDVYoPrI8cW82OIiIhIKauSgVxAQdwKTJ+NiIiISCk5dqRwW+Ct7tOvhm3L4L7lbmCzQN8uhAt+7rILTycyGiJrQ00vCPvP29201RUukJu/07/udc+7LMlP/wiNk11bm1T3OBNNu7lpXGM3ABq4LF+fr15zmcKBAd/YBv75Oi1cIHfjv93zBh1g8Av+OqznIiKy6DIUpS22IRwvcNmhtbxjN5Fu6st2DrUtS/zzgd+hajX9A+iVxA2z/BnjPoGfe1Him8K33qB5h/MKL187xz/fvDt0viF4eeLV/kBuzXr++sfg/rae6ea+T/2nuO/viYxcL8B824fudfX/jYiIlJMqG8itaCZMmEBsbCw//fQTvXr1IjW1HC4Az1JsbCz5+fkl3u6yyy5j6dKlZdAjERERESlSu3Q3yFegH76ArPddJuq2Za5tzq/cNCIKRq+EP3d2AzrVPCk79nTiGrkao5s/cc99t5THNnABzloNoFk3oBu0Tz+7Y4qpDRNOGgwtIjJgeR0XZIus7m+rFRDI7fcUvHkL/OcFd7zxTaBeKQRxy5Ov3EX+Dn8g1xeIX/Jn+NmjxWexlofjx4PrIVePgxvfcIPUna3Ea6BlT5fp7XO6QG7t5i4TuOBw0aUVDudCtTjo9yR0+kXw9wggaRi8M9plEZ/X0j/AWWBd5X3bYOYQV0f5fa+kha/kQ4vuJT9OERGRcxAR6g6Em4kTJ551EPfYsWOl3JvSpSCuiIiISDlLuMANfnWyDx+D7av8z7OXu+kDX0Gdlv7szqRhJXs9Y2BkBvxqBfS4Fxq09y+76Z9w3V9Ktr+SGP6qmx7Z74KaUQGB3NiA0gpNkiH5Rjff+QaXIVrZ+G7V95UrAFfawmft2+XbH4AvZ8LWZW7QvInnwf6AUmnntXSDf3X6xbm9xnmtgp83P02gtH4i2OOwe5MrpVEt1l9mo0kXN20/CJJvKBzEBRcMH7sNBj3jajb7XDmu8LrvB9QlPpMsdhERkTKgQG4ZmjRpEomJiaSmprJhwwYARo0axezZswEYO3Ys7du3p1OnTjzySNEDFsTGxjJ+/Hi6d+/OsmXLWLlyJb1796Zbt26kpaWxfft2AF544QUuvvhiOnfuzJAhQzhw4MCJ17v//vu57LLLOP/880+8dn5+Pn369KFr164kJSUxZ86cQq89cuTIoPYRI0bwzjvvsHbtWi655BKSk5Pp1KkTmzZtOtFXgO3bt9OrVy+Sk5Pp2LEjixYtKo23U0RERESKElO7cFvON/5sXJ+4Jq7epzFwwz8g/ZkzL3dwsnpt4Oo/lG2d2JO1G+gGqjp+1AURo4rJyI2KgaufgBteh/5PlV//SlPdC9x099f+tqOHoPONLhP5hy/dsv3lVGbhWAHMuRdeujp4ELA2aW7apGvpvI6vFIfPyfWUT1a/rZvuynLfiVr14JK7XNv5P3PT02XNxtR236VaCe7HiZoJ0HZA8et3vdlf8kNERKScVfnSCr+du5Z1PxRxm805aN8knscHnrp4/8qVK5k1axZffvklBQUFdO3alW7dup1YnpOTQ0ZGBllZWRhj2LdvX5H72b9/Px07dmTixIkcPXqU3r17M2fOHOrXr8/rr7/OuHHjmD59OoMHD+bOO+8E4LHHHuPFF19k9OjRgAusLl68mKysLNLT0xk6dCgxMTFkZGQQHx/P7t276dGjB+np6UH1a++44w6mTJnCoEGDyM3NZenSpbz88ss89NBDPPDAA4wYMYIjR44UyhR+7bXXSEtLY9y4cRw7duxEUFlEREREykBgIHfIi65+ba16rsYquDq2WxZBtYDBvi5KK98+lhZfKYhDucGB3MBBsaJruJq+iVeXb99KU2wDV0JiV5Z7fqzADeYVU9tlreZmu/qtCW1g9Iqy70/gQGI537hpy8th8POQ9S607lU6r9O4k3++2hlkvdZrAybCvU95P7pM5l5joNsoN0Be/XbQ4dozf/2037sfCyIiIe0Prkbxj6th4wdu+YApbsA7ERGREKnygdxQWbRoEddddx01a7pbudLTg2uExcfHExMTwx133EH//v0ZMKDoX30jIyMZMmQIABs2bGDNmjVcddVVgCu10LhxYwDWrFnDY489xr59+8jPzyctzX9xfu211xIREUH79u3ZsWMHANZafvOb37Bw4UIiIiL4/vvv2bFjB40aNTqxXe/evbnvvvvYuXMnb731FkOGDCEqKopLL72USZMmkZ2dzeDBg2nTpk1Qny+++GJuu+02jh49yrXXXkty8km/rIuIiIhI6YmM9s+37Ak9H4TPnoOffnDZqa17u0AuNmRdLDU16vjnA2vkBgp8PyorY6BBO9jl7urjtV+4chLRMS5Iv3uja9+zCY4fK7psQGkKLOvgy/Tu+zv3eXS5qfRep6E3SFrqBH9m7alEVXfZsbuyIOdbaHW5e+98g991Hl6y1zfGX3bk0nv97T+uhncfcn9LIiIiIVTlA7mny5wtS+YUo5dGRUWxfPly5s2bx6xZs3jmmWf46KOPTmTtpqenM3HiRGJiYoiMdBcT1lo6dOjAsmXLCu1v1KhRvP3223Tu3JkZM2awYMGCE8uqV/df5FrrLuBnzpzJrl27WLlyJdHR0bRq1YpDhw6dvFtGjhzJzJkzmTVrFtOnTwfgxhtvpHv37rz33nukpaUxbdo0rrzyyhPb9OrVi4ULF/Lee+8xcuRIxowZw80331yCd05EREREzkr1OFcj9NgRN0hTjbrQ0Ktj+9MPp962MvAF+iA4I7cqqp8IK2fAmn/C5nmuzR6HmnWDy2bs3eJqJZelzwJqH29Z7Ka1m5X+61SPhfF7IaIEFQAbd3bvEUDd1qXfJ4BGSXDHx2WzbxERkRJQjdwy0qtXLzIyMjh48CB5eXnMnTs3aHl+fj65ubn069ePqVOnkpmZSWRkJJmZmWRmZjJx4sRC+0xMTGTXrl0nArlHjx5l7dq1AOTl5dG4cWOOHj3KzJkzT9u/3NxcGjRoQHR0NPPnz2fr1q1Frjdq1CimTp0KQIcOLij+zTffcP7553P//feTnp7OqlWrgrbZunUrDRo04M477+T222/niy+KGIBDREREREpftVr+wZ5yvnGB3QbtQtun0lSnOdRp4eajYoKXDXzaZXJWFb66s7MDbuU/kOPKS9jj/rY9m+GLV+CDX5/9ax3Og/Vz3UBmRVn2jH9+y2KIrOYvc1HaShLEBeg91j9/XhkFckVERCqIKp+RGypdu3Zl+PDhJCcn07JlUiY68gAAEtBJREFUS6644oqg5Xl5eQwaNIhDhw5hrWXKlCmn3We1atWYPXs2999/P7m5uRQUFPDggw/SoUMHfve739G9e3datmxJUlISeXl5p9zXiBEjGDhwICkpKSQnJ9O2bdsi12vYsCHt2rXj2mv9taVef/11Xn31VaKjo2nUqBHjx48P2mbBggU8+eSTREdHExsbyyuvvHLaYxMRERGRc1DvIne7vTEQ6wVy93ztMljPa+0GybqwT2j7WFrim7ps46hqwe3dbglNf8pKix6F2372KKx+I7ht/054Z7S3fKyrDXumjh2Fz/8Gud/B53+F6/8Bbfv5lxccdlnBgY7ud3V6SxpwLSv1L/LPaxAyERGp4owt7lfXSiIlJcWuWBFc4H/9+vW0a1eFMg9C6MCBAyQlJfHFF19Qu3YRIyKfJX1GIiIiIqXoUC7s3+1usd+7Ff7sDRp1/s/h5rdD27fS9uYoWJsBV/0Oet4f6t6UHWtdJuzGf7sax/0mwyV3wub58PeAAbz6PA7zfuvm71kCjToG7+dADqybA11vdrV0926FpU+7AH/2f2BdwPcj7ffw79+4+fF74T/T4IMx7vnAp+H9R1zZjouugRtnld2xl9QE7/+UMZtdDWEREZFKzBiz0lqbUtSyCvIzqlREH3/8MW3btmX06NGlGsQVERERkVIWU9tfJ/W8ltBuoJvP/S50fSorvlv6y3qAr1AzBi4bDd1Guecx3kBvrXtBx6Ew8M9QLRb27/Jvs39n4f0s+AO8+yD8oTlk/sMFdf8zDT4cFxzEBdj8iX9+xxrI/9H/PL4pDHoWmveAwc+XyiGWmh7ewGQ1E0LbDxERkTKm0gpSrNTUVLZt2xbqboiIiIhISQ2Y6mqeFhwOdU9KX4yXYHD41KXEqoykoa4ucLOL3fOISBj6optfPBV2b/Kvm78reNu9W2G5F3Q9uh/evgfiGhf/Wl8HDOi1bRn88KX/ecvLoFpN6PSLsz+WspL2e/c4xWDTIiIiVYECuSIiIiIiVU2tejD8VUi4MNQ9KX3R3iBnBYdC24/y1PySottrJsDXH/mf5+8IXv7ClYW3ydse/LxlT9i6JKDBABY++G/3tO0AGPpS4ZrEFYkCuCIiEiYUyBURERERqYp85RWqmovvhO2roMd9oe5J6O3aEPzcV1rhzVHQKAkO7D719iMzwETAK4P8bTG1octNrj4vQHyTih3EFRERCSMK5IqIiIiISOVRow4M/3uoe1Ex2OP++Zr1XGmFgsNuMLi1Ga4t8WpI7Ae7N8KyZ11N3ZTbYOXL0KSrP7O5TV+X4dtxKLRJhaZdXU3dyx8OzbGJiIhIIQrkioiIiIiIVEa3zIWV06FVL1cLd/9O2LPZv/zAbqgeD237A/3h8of8ywZM8c+PzHBB3Rp1/G0dh7iHiIiIVBgK5JaTCRMmEBsby08//USvXr1ITU09o+3efPNNxo8fT6NGjZg/f34Z9/L0tmzZwtKlS7nxxhtD3RURERERkfDWrJt7AKx7G/Ztgx++CF4nKub0+7mgiFq6IiIiUuFEhLoD4WbixIlnHMQFePHFF3nuuefOOIhbUFBwtl07I1u2bOG1114r09cQEREREZESqlUf8nfCtmWu7q1PdI3Q9UlERERKlQK5ZWjSpEkkJiaSmprKhg1uIIJRo0Yxe/ZsAMaOHUv79u3p1KkTjzzySKHtJ06cyOLFi7nnnnsYM2YMhw4d4tZbbyUpKYkuXbqcCO7OmDGDYcOGMXDgQPr27QvAk08+ycUXX0ynTp14/PHHT+zzlVdeoVOnTnTu3JmRI0cCMHfuXLp3706XLl1ITU1lxw432u2nn35KcnIyycnJdOnShby8PMaOHcuiRYtITk5mypQpiIiIiIhIBRDbwJVS2LEOWlwK8c1ce0ydU28nIiIilUbVL63wwVj4cXXp7rNRElzzxClXWblyJbNmzeLLL7+koKCArl270q1btxPLc3JyyMjIICsrC2MM+/btK7SP8ePH88knnzB58mRSUlJ46qmnAFi9ejVZWVn07duXjRs3ArBs2TJWrVpF3bp1+fDDD9m0aRPLly/HWkt6ejoLFy4kISGBSZMmsWTJEurVq0dOTg4Al19+OZ999hnGGKZNm8af/vQnnnrqKSZPnsyzzz5Lz549yc/PJyYmhieeeILJkyfz7rvvlta7KSIiIiIi5yq2oRv87IcvoNsoSJsES/4MyTeEumciIiJSSqp+IDdEFi1axHXXXUfNmjUBSE9PD1oeHx9PTEwMd9xxB/3792fAgAGn3efixYsZPXo0AG3btqVly5YnArlXXXUVdevWBeDDDz/kww8/pEuXLgDk5+ezadMmvvrqK4YOHUq9evUATqyfnZ3N8OHD2b59O0eOHKF169YA9OzZk4cffpgRI0YwePBgmjVrdq5vi4iIiIiIlIVa9f3z1eOgSRcYNiNk3REREZHSV/UDuafJnC1Lxphil0VFRbF8+XLmzZvHrFmzeOaZZ/joo49OZO2mp6czceLEoG2stcXur1atWkHrPfroo9x9991B6zz99NNF9mn06NE8/PDDpKens2DBAiZMmAC40g/9+/fn/fffp0ePHnz88cenPWYREREREQmBuEb++WpxoeuHiIiIlBnVyC0jvXr1IiMjg4MHD5KXl8fcuXODlufn55Obm0u/fv2YOnUqmZmZREZGkpmZSWZmZqEgrm+fM2fOBGDjxo1s27aNxMTEQuulpaUxffp08vPzAfj+++/ZuXMnffr04Y033mDPnj0AJ0or5Obm0rRpUwBefvnlE/vZvHkzSUlJ/PrXvyYlJYWsrCzi4uLIy8srhXdIRERERERKTcOO/vn6hf9HEBERkcqv6mfkhkjXrl0ZPnw4ycnJtGzZkiuuuCJoeV5eHoMGDeLQoUNYa89o4LB7772Xe+65h6SkJKKiopgxYwbVq1cvtF7fvn1Zv349l156KQCxsbG8+uqrdOjQgXHjxtG7d28iIyPp0qULM2bMYMKECQwbNoymTZvSo0cPvv32WwCmTp3K/PnziYyMpH379lxzzTVEREQQFRVF586dGTVqFA899FApvFsiIiIiInJOqsfCmG/geAHENQx1b0RERKQMmFPdrn/ajY0ZBkwA2gGXWGtXBCx7FLgdOAbcb639t9feDZgB1ADeBx6w1lpjTHXgFaAbsAcYbq3dcro+pKSk2BUrVgS1rV+/nnbt2p31cUnZ02ckIiIiIiIiIiISzBiz0lqbUtSycy2tsAYYDCw86QXbA9cDHYCrgeeMMZHe4r8AdwFtvMfVXvvtwF5r7YXAFOCP59g3ERERERERERERkSrhnAK51tr11toNRSwaBMyy1h621n4LfA1cYoxpDMRba5dZlwr8CnBtwDa+Aq2zgT7mVKOFiYiIiIiIiIiIiISJshrsrCnwXcDzbK+tqTd/cnvQNtbaAiAXSCij/omIiIiIiIiIiIhUGqcd7MwY8zHQqIhF46y1c4rbrIg2e4r2U21TVJ/uwpVnoEWLFkV2wFqLEnorpnOpyywiIiIiIiIiIhKOThvItdamnsV+s4HmAc+bAT947c2KaA/cJtsYEwXUBnKK6dPzwPPgBjs7eXlMTAx79uwhISFBwdwKxlrLnj17iImJCXVXREREREREREREKo3TBnLP0jvAa8aY/wWa4AY1W26tPWaMyTPG9AA+B24G/i9gm1uAZcBQ4BN7lqmbzZo1Izs7m127dp3rcUgZiImJoVmzZqdfUURERERERERERIBzDOQaY67DBWLrA+8ZYzKttWnW2rXGmDeAdUABcJ+19pi32S+BGUAN4APvAfAi8HdjzNe4TNzrz7Zf0dHRtG7d+mw3FxEREREREREREalQTGWvV5qSkmJXrFgR6m6IiIiIiIiIiIiInBNjzEprbUpRyyLKuzMiIiIiIiIiIiIiUjIK5IqIiIiIiIiIiIhUcJW+tIIxJg/YEOp+lLPaQG6oO1HOdMzhoR6wO9SdKEfh+BnrmMNDOB5zuJ2/IDw/Zx1zeAi3Y9b5KzzomMNDOB6zzmHhIdyOOdFaG1fUgnMa7KyC2FBc3YiqyhjzvLX2rlD3ozzpmMODMWZFOP09h+lnrGMOA2F6zGF1/oKw/Zx1zGEg3I5Z56/woGMOD2F6zDqHhYFwO2ZjTLGDgam0QuU0N9QdCAEds1RF4fgZ65jDQzgeczgKx89ZxxwewvGYw004fsY65vAQjsccjsLxcw7HYy5SVSitEHa/vohUVfp7FpHKSucvEamsdP4SkcpM5zCpik71va4KGbnPh7oDIlJq9PcsIpWVzl8iUlnp/CUilZnOYVIVFfu9rvQZuSIiIiIiIiIiIiJVXVXIyBURERERERERERGp0hTIFZEyY4yZbozZaYxZE9DW2RizzBiz2hgz1xgT77VHG2Ne9trXG2MeDdhmgTFmgzEm03s0CMXxiEj4KOH5q5ox5iWv/StjzM8CtunmtX9tjHnaGGNCcDgiEmZK8RymazARKVfGmObGmPne/4RrjTEPeO11jTEfGWM2edPzArZ51LvW2mCMSQto13WYVDkK5IpIWZoBXH1S2zRgrLU2CcgAxnjtw4DqXns34G5jTKuA7UZYa5O9x84y7bWISMnOX3cCeO1XAU8ZY3zXWH8B7gLaeI+T9ykiUhZmUDrnMNA1mIiUrwLgv6y17YAewH3GmPbAWGCetbYNMM97jrfseqAD7rz3nDEm0tuXrsOkylEgV0TKjLV2IZBzUnMisNCb/wgY4lsdqGWMiQJqAEeAn8qjnyIiJyvh+as97h8KvCDHPiDFGNMYiLfWLrNuUIJXgGvLuu8iIqVxDiuHboqIFGKt3W6t/cKbzwPWA02BQcDL3mov47+mGgTMstYettZ+C3wNXKLrMKmqFMgVkfK2Bkj35ocBzb352cB+YDuwDZhsrQ38B+Ql75a+/6dbYkQkRIo7f30FDDLGRBljWuPuKmiO+6cjO2D7bK9NRCQUSnoO89E1mIiEhHeHZhfgc6ChtXY7uGAv4Cv10hT4LmAz3/WWrsOkSlIgV0TK222422NWAnG4zFuAS4BjQBOgNfBfxpjzvWUjvNv9rvAeI8u3yyIiQPHnr+m4fw5WAFOBpbjbAosKeNhy6KeISFFKeg4DXYOJSIgYY2KBfwIPWmtPdadmcddbug6TKikq1B0QkfBirc0C+gIYYy4C+nuLbgT+Za09Cuw0xizB3db3jbX2e2/bPGPMa7ig7yvl3nkRCWvFnb+stQXAQ771jDFLgU3AXqBZwC6aAT+UV39FRAKdxTkMXYOJSCgYY6JxQdyZ1tq3vOYdxpjG1trtXtkEX83ubILvIvBdb2Wj6zCpgpSRKyLlyjfasTeIxmPAX71F24ArjVMLV9g+y7vNr563TTQwAHdroIhIuSru/GWMqemdtzDGXAUUWGvXebf95Rljeni3I98MzAlN70Uk3JX0HKZrMBEJBe+a6UVgvbX2fwMWvQPc4s3fgv+a6h3gemNMda88TBtgua7DpKpSRq6IlBljzD+AnwH1jDHZwONArDHmPm+Vt4CXvPlnvfk1uNtgXrLWrvL+sfi39w9EJPAx8EL5HYWIhKMSnr8a4M5Tx4HvCb71+Je40eNrAB94DxGRMlVK57Dq6BpMRMpfT9x5aLUxJtNr+w3wBPCGMeZ2XBLQMABr7VpjzBvAOlxZmPustce87XQdJlWOcYP3iYiIiIiIiIiIiEhFpdIKIiIiIiIiIiIiIhWcArkiIiIiIiIiIiIiFZwCuSIiIiIiIiIiIiIVnAK5IiIiIiIiIiIiIhWcArkiIiIiIiIiIiIiFZwCuSIiIiIStowxdYwx93rzTYwxs0PdJxERERGRohhrbaj7ICIiIiISEsaYVsC71tqOIe6KiIiIiMgpRYW6AyIiIiIiIfQEcIExJhPYBLSz1nY0xowCrgUigY7AU0A1YCRwGOhnrc0xxlwAPAvUBw4Ad1prs8r/MERERESkqlNpBREREREJZ2OBzdbaZGDMScs6AjcClwCTgAPW2i7AMuBmb53ngdHW2m7AI8Bz5dJrEREREQk7ysgVERERESnafGttHpBnjMkF5nrtq4FOxphY4DLgTWOMb5vq5d9NEREREQkHCuSKiIiIiBTtcMD88YDnx3HX0RHAPi+bV0RERESkTKm0goiIiIiEszwg7mw2tNb+BHxrjBkGYJzOpdk5EREREREfBXJFREREJGxZa/cAS4wxa4Anz2IXI4DbjTFfAWuBQaXZPxERERERH2OtDXUfREREREREREREROQUlJErIiIiIiIiIiIiUsEpkCsiIiIiIiIiIiJSwSmQKyIiIiIiIiIiIlLBKZArIiIiIiIiIiIiUsEpkCsiIiIiIiIiIiJSwSmQKyIiIiIiIiIiIlLBKZArIiIiIiIiIiIiUsEpkCsiIiIiIiIiIiJSwf1/B/loXzmgr/QAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(24,5))\n", "dis['dis'].to_pandas().plot(ax=ax, label='dis-reanalysis')\n", "ytest_dis.to_pandas().plot(ax=ax, label='dis-forecast')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'river discharge [m$^3$/s]')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hiIiETChWKzXgr8Ba59xdTdpnA7cC5znnqpq0Z5pZpP/xIBoWntninNsNVJjZVH+fVwIvd+BbERER6fYak8PUo5SVZiXHArAnzMpKj2Rm7Nu3j9dff509e/aEOhwRkZAIxcjhdOAKYGaT7SnOAv4EJAHvHLFlxcnASjNbATwPXOecK/G/dj3wELCJhhHFpvMURUREpJ2VVvrLSo8ychgbFUnPHjFhnxxGRERw0UUXERcXx7PPPktNTXjHKyLSHjp8zqFzbhHNzxd84yjnv0BDCWpzrxUAo4MXnYiIiASiceQw/ShzDgF6JceFdVlpo8TERObOncv8+fN55ZVXmDt3LtpCWUS6k5CuVioiIiKdW9lxykoBeqd0juQQYMCAAZx++uls3LiRAwcOHP8CEZEuJGSrlYqIiEjnV1rlISEmktioyKOe0ys5jhU7yjowqrY58cQTGTx4MCkpKQB4vV4iI4/+/kREugqNHIqIiEirlVbWHXW+YaPslDiKK+uorfd2UFRtY2b07t0bgE8//ZRHHnmEysrKEEclItL+lByKiIhIq5VW1ZHW4+glpfCv7Sz2HajtiJCCKj4+np07d/LQQw+xf//+UIcjItKulByKiIhIq5VWeY47ctgrxb/XYZivWNqc0aNHc/XVV1NbW8sDDzzAZ599hn8rZhGRLkfJoYiIiLRaWdXxy0obRw47y6I0R+rXrx/z5s0jOzubV155RfsgikiXpQVpREREpNVKKutIO8ZKpdCwWinA3k44ctgoNTWVq666iu3bt5OdnQ3A/v37ycjICHFkIiLBo5FDERERaZV6r48DNfWkHmfkMDkuivjoSHZ30pHDRhEREQwcOBCAwsJC7rvvPl555RVqazvfXEoRkeYoORQREZFWKa/2ABx35NDMGvY67MQjh0fq3bs306dPZ/ny5dx///1s27Yt1CGJiLSZkkMRERFpldIqf3LY49gjhwC9kmPZ28lHDpuKiori9NNP55prrsHMmD9/Pu+++26owxIRaRMlhyIiItIqpVV1AMddkAYgOyW+S40cNurfvz/XXXcdEydOJDY2NtThiIi0iRakERERkVYprWx5ctgrOY69B2rw+RwREdbeoXWo2NhYzj33XG1xISKdnkYORUREpFXKDpWVHnvOIUDv5Fg8XkeJf7SxKzLrWkmviHQ/Sg5FRESkVUoCKCvtnRIPdN69DkVEugMlhyIiItIqpVV1xERGkBATedxzu8JehyIiXZ2SQxEREWmVskoPqQnRLSqn7J3ckBx29r0ORUS6MiWHIiIi0iqlVXWkt2AbC4CMxBgiTCOHIiLhTMmhiIiItEppVR2pCcdfjAYgKjKCrKQ4zTkUEQljSg5FRESkVUqrPC1ajKZRr5S4LrnXoYhIV6HkUERERFqlrKqOtBaWlQJkJ8exs6y6HSMSEZG2UHIoIiIiAXPO+UcOW1ZWCtC/ZwKFpdX4fNosXkQkHCk5FBERkYAdqKnH63MBlZX2T0+grt7HvoradoxMRERaS8mhiIiIBKysqg6A1ACTQ4AvS6raJSYREWkbJYciIiISsNIqDwDpPQIoK/Unh9uLK9slJhERaRslhyIiIhKw0laMHPZJjSfCYIdGDkVEwlKHJ4dm1s/M3jeztWa22sxu9renm9k7ZrbR/zOtyTU/MbNNZrbezM5o0j7RzFb5X7vXzKyj34+IiEh3VFrZkBwGMucwJiqCPqnxKisVEQlToRg5rAd+6JwbAUwFbjSzkcCPgXedc0OBd/3P8b92GTAKmA382cwi/X3dD8wDhvqP2R35RkRERLqrQ2WlASSH0FBaul3JoYhIWOrw5NA5t9s595n/cQWwFugLnA884j/tEeAC/+Pzgaedc7XOua3AJmCymWUDyc65xc45Bzza5BoRERFpR+VVdZhBUlxUQNf1T09QWamISJgK6ZxDM8sFxgOfAL2cc7uhIYEEsvyn9QV2NLms0N/W1//4yPbm7jPPzArMrKCoqCiYb0FERKRbqvZ4iY+OJCIisBkd/XsmsP9gHZW19e0UmYiItFbIkkMzSwReAP7dOXfgWKc20+aO0f7VRucecM7lO+fyMzMzAw9WREREDtOYHAaqccXSHaUaPRQRCTchSQ7NLJqGxPAJ59yL/ua9/lJR/D/3+dsLgX5NLs8Bdvnbc5ppFxERkXZWXecjrg3J4fZiJYciIuEmFKuVGvBXYK1z7q4mL70CXOV/fBXwcpP2y8ws1swG0rDwzFJ/6WmFmU3193llk2tERESkHdV4vMTHtGHkUPMORUTCTmCzyINjOnAFsMrMPve33Qb8P+BZM/sO8CUwF8A5t9rMngXW0LDS6Y3OOa//uuuB+UA88Kb/EBERkXbW2rLS1IQYkuOitJ2FiEgY6vDk0Dm3iObnCwKcdpRr7gTubKa9ABgdvOhERESkJarrWpccQsOiNCorFREJPyFdrVREREQ6p2qPl7hWlJWCtrMQEQlXSg5FREQkYDUeL/HRrfszol96AoWl1Xh9zS4yLiIiIaLkUERERALW2jmHAAPSe1Dn9bH3QE2QoxIRkbZQcigiIiIBq65r3WqloO0sRETClZJDERERCVi1x9uqfQ5B21mIiIQrJYciIiISsJo2lJX2SY0jMsK0nYWISJhRcigiIiIB8Xh9eLyu1clhVGQEfVPj2a7kUEQkrLRon0MzS2/BaT7nXFkb4xEREZEwV+PxArR6ziE0lJZq5FBEJLy0KDkEdvmPo21eDxAJ9G9zRCIiIhLWqv3JYWvnHELDdhb/WL0nWCGJiEgQtDQ5XOucG3+sE8xseRDiERERkTBXU+cDaHVZKcCAngmUVNZRUeMhKS46WKGJiEgbtHTO4bQgnSMiIiKdXHWQykoBlZaKiISRFiWHzrkaADOba2ZJ/sc/M7MXzWxC03NERESkazuUHLZh5FDbWYiIhJ9AVyv9mXOuwsxOAr4OPALcH/ywREREJFxV1wVnziFo5FBEJJwEmhx6/T/PBu53zr0MxAQ3JBEREQlnwVitNCU+mtSEaLYXKzkUEQkXgSaHO83s/4BLgDfMLLYVfYiIiEgnFoyyUtB2FiIi4SbQxO4S4B/AbP+ehunAj4IelYiIiIStxrLStiaH/dITNOdQRCSMtCg5NLNpZmbOuSrn3IvOuY0Azrndzrm32zdEERERCSeH9jmMaVvx0ID0BApLq/H6XDDCEhGRNmrpb/WrgGVm9rSZXW1mvdszKBEREQlfNUEqKx2enUy9z7Fse2kwwhIRkTaKaslJzrnrAMxsOHAmMN/MUoD3gbeAj5xz3mN0ISIiIl1EMFYrBThteBbx0ZH8fflOJg9MD0ZoIiLSBgHVgzjn1jnn7nbOzQZmAouAucAn7RGciIiIhJ9qj5foSCM6sm1lpT1io5g9ujevr9xFbb2+YxYRCbXj/lY3s+vM7EEzu8zMXjOz6wGcc9XOuTecc//mnMtv/1BFREQkHFR7vG0eNWx0wfi+HKip5/11RUHpT0REWq8lX/nNBOYB33fOnQOMa9+QREREJJzVeLxtnm/YaPrgnmQkxvL35YVB6U9ERFqvJclhsXPOAb/1P69tx3hEREQkzFXXeYmPCU5yGBUZwfl5fXh/XRFlVXVB6VNERFqnJcnhHwGcc6/6n7/YfuGIiIhIuKsO4sghwIXj+1Ln9fHGqj1B61NERAJ33OTQObfuiOcL2y8cERERCXfVHl/Q5hwCjOqTzJCsRJWWioiEWEDLjJlZvpn93cw+M7OVZrbKzFYG2MfDZrbPzL5o0vaMmX3uP7aZ2ef+9lwzq27y2l+aXDPRf/9NZnavmVkgcYiIiEjr1NQFd+TQzLhwfF8+3VbKjpKqoPUrIiKBCXQN6ieAvwEXAecC5/h/BmI+MLtpg3PuUudcnnMuD3iBw0tXNze+1rjfot/9NCyUM9R/HNaniIiItI9qT/DmHDY6P68PAC9/vjOo/YqISMsFmhwWOedecc5tdc5tbzwC6cA59wFQ0txr/tG/S4CnjtWHmWUDyc65xf7Fch4FLggkDhEREWmdYM85BMhJS2DywHReXL6Tho92ERHpaIEmhz83s4fM7HIzm9N4BDGeGcBe59zGJm0DzWy5mS00sxn+tr5A04kJhf42ERERaWfVdcHb57CpOeP7sqWokhWF5UHvW0REji/Q5PAaII+GEs5z+VdpabBczuGjhruB/s658cAtwJNmlgw0N7/wqF8zmtk8Mysws4KiIm2yKyIi0hY1Hi/xMYH+CXF8Z43NJikuij+/vynofYuIyPFFBXj+OOfcmPYIxMyigDnAxMY251wt/n0VnXPLzGwzMIyGkcKcJpfnALuO1rdz7gHgAYD8/HzVqoiIiLRBe5SVAiTHRXPtSYO4e8EGVhWWMyYnJej3EBGRowv0a78lZjayXSKB04F1zrlD5aJmlmlmkf7Hg2hYeGaLc243UGFmU/3zFK8EXm6nuERERMTPOdduySHAt0/KJTUhmrveWd8u/YuIyNEFmhyeBHxuZuvbsJXFU8Bi4AQzKzSz7/hfuoyvLkRzMrDSzFYAzwPXOecaF7O5HngI2ARsBt4M8L2IiIhIgGrrfTgHcUFerbRRUlw0804exPvri1i2vbRd7iEiIs0LtKy0zdtFOOcuP0r71c20vUDD1hbNnV8AjG5rPCIiItJyNR4vQLuNHAJcNS2Xv364lbvf2cDj105pt/uIiMjhAho5bLp9RWu3shAREZHOq7oDksMesVFcf8pgFm3az5Itxe12HxEROVyLkkMz+ywY54iIiEjnVl3nTw7bqay00bemDiArKZa73t6gfQ9FRDpIS8tKRxxnbqEBWlJMRESki2scOWyPfQ6biouO5MZTh/DzV1azaNN+ZgzNbNf7iYhIy5PD4S04x9uWQERERCT8dcScw0aXTe7HAx9s4WcvfcFrN80gMTbQpRJERCQQLSorPdpcwyOOwuP3JCIiIp1ZdZ0PaP+yUoDYqEjuvjSPL0uquO3FVSovFRFpZ4FuZSEiIiLdWEcsSNPU5IHp3DJrGK+s2MUzn+7okHuKiHRXSg5FRESkxTpqzmFTN5wyhBlDM/j5K6tZv6eiw+4rItLdBJQcWoNvmdnt/uf9zWxy+4QmIiIi4aamg1YrbSoiwrjrkjyS4qK58cnPqKqr77B7i4h0J4GOHP4ZmAY0bmRfAdwX1IhEREQkbHV0WWmjzKRY/nhZHpuLDvLzl1d36L1FRLqLQJPDKc65G4EaAOdcKRAT9KhEREQkLIUqOQSYPiSDG04ZzHPLCvlwY1GH319EpKsLNDn0mFkk4ADMLBPwBT0qERERCUvV/rLS2KjQLFvwbzOHMiijBz/9+xeHYhERkeAI9Df7vcDfgSwzuxNYBPw66FGJiIhIWKrxeImLjiAiwkJy/7joSO68cAxfllRx73sbQxKDiEhXFdBuss65J8xsGXAaYMAFzrm17RKZiIiIhJ1qjzckJaVNTRvck7kTc3jwgy2cn9eH4b2TQxqPiEhXEXBNiHNunXPuPufcn5QYioiIdC/VdaFPDgFuO2sEyfHR/OTFVfh8LtThiIh0CQGNHJrZLc00lwPLnHOfByckERERCVfVHi9xHbiNxdGk9YjhZ+eM4AfPrOCJT7ZzxbTcUIckItLpBTpymA9cB/T1H/OAU4AHzew/gxuaiIiIhJuaMCgrbXRBXl9mDM3gd2+tp7SyLtThiIh0eoEmhz2BCc65HzrnfkhDspgJnAxcHeTYREREJMyEw5zDRmbGLbOGUVFbzwdNtrbwemuoqtoawshERDqnQJPD/kDTr+Y8wADnXDVQG7SoREREJCxV13mJD4Oy0kZjc1JJiY9m0cb9h9p2736BxUtmsWrV9zlwYGUIoxMR6VwCmnMIPAksMbOX/c/PBZ4ysx7AmqBGJiIiImGn2uOjZ2L4JIeREcaJg3uyaNN+nHOYGZmZX6emdjc7dz7OvqI3SUudyuDBPyIlJS/U4YqIhLUWjxyamQHzge8CZTQsRHOdc+6XzrlK59w32ydEERERCRfhNOew0UlDM9hdXsPmokoAYmMzGTL4P5h+4iKGDrmNqqqtrF9/O875QhypiEh4a/HIoXPOmdlLzrmJwLJ2jElERETCVLhsZdHUyUMzAUXdAUYAACAASURBVFi0sYghWYmH2qOiEunf/zv07n0BznkxC3gHLxGRbiXQ35JLzGxSu0QiIiIiYa/aE15zDgH6pScwoGcCizbtb/b1mJiexMZm4fPVs3rNf1Bc/GEHRygi0jkEmhyeCiw2s81mttLMVpmZZnqLiIh0E9UeL3FhNnIIcNKQDJZsKcHjPXrpqNdbycGD61i5ah7FxR90YHQiIp1DoMnhmcBgYCYNi9Gc4/8pIiIiXZzX56ir94VdWSnAjKEZHKyt5/MdZUc9Jzo6hQnjHyMhYTArVn6PoqIFHRihiEj4Cyg5dM5tBw4AvYABTQ4RERHp4mo8XgDiY8Jv7t60wRlEGHy4sfnS0kbR0WlMGP84SUkjWPXFDezd+1oHRSgiEv4C+u1uZtcCHwD/AO7w//xF8MMSERGRcFPdmByG4chhSnw0Y3NSWbSx6LjnRkenMj7vUdLTTyY2LrsDohMR6RwC/ervZmASsN05dyowHjj+b+EmzOxhM9tnZl80afuFme00s8/9x1lNXvuJmW0ys/VmdkaT9on+OY+bzOxe/1YbIiIi0k6q6xqSw3CccwgNpaUrCss5UOM57rlRUYnkjXuI1JSJABw4oCUUREQCTQ5rnHM1AGYW65xbB5wQYB/zgdnNtN/tnMvzH2/47zESuAwY5b/mz2bW+Il0PzAPGOo/mutTREREguRfZaXhmRyeNCQDr8+xeHNxQNftL/4nnxZcyK7dz7dTZCIinUOgyWGhmaUCLwHvmNnLwK5AOnDOfQCUtPD084GnnXO1zrmtwCZgspllA8nOucXOOQc8ClwQSBwiIiISmHAuKwUY3z+NhJhIFh1n3uGR0tNOIi1tGuvX305Fxdp2ik5EJPwFuiDNhc65MufcL4CfAX+lIYELhu/7t8d42MzS/G19gR1Nzin0t/X1Pz6yvVlmNs/MCsysoKgooCpYERER8WssKw3X5DAmKoKpg3oedb/Do4mIiGLUqHuIikph1Rc3Ul9f0U4RioiEt0AXpIk1s2+Y2W3A14A84CdBiON+GrbIyAN2A39ovGUz57pjtDfLOfeAcy7fOZefmZnZ1lhFRES6pcaRw7gwLSuFhtLSrfsrKSytCui62JgMRo++l5qaQtas/TENhUkiIt1LoGWlL9MwUlgPVDY52sQ5t9c553XO+YAHgcn+lwqBfk1OzaGhjLXQ//jIdhEREWknNWFeVgoNi9LA8be0aE5a6iSGDrmNjIxT0Tp3ItIdRQV4fo5zLugLv5hZtnNut//phUDjSqavAE+a2V1AHxoWnlnqnPOaWYWZTQU+Aa4E/jfYcbW32novm/YdZP2eCgb07MHEAWnHv0ia5bxeLDJ8/1gREekKwn3OIcCQrET6psbz7tp9XD65f8DX9+t39aHHHk8p0dH6bBaR7iPQ5PBjMxvjnFvV2hua2VPAKUCGmRUCPwdOMbM8GkpDtwHfA3DOrTazZ4E1NIxW3uic8/q7up6GlU/jgTf9R9ir8Xi58/W1LN1awuaig9T7/lW2cvKwTH44axjj+qWGMMLOwzmH83iIiImhesVKYocMJjI5OdRhiYh0WdV1PiB8VysFMDNmjezF059+SXWdt9WxlpYuYcXK7zL8hDvp3fu8IEcpIhKeWpQcmtkqGhK3KOAaM9sC1NIw988558a29IbOucubaf7rMc6/E7izmfYCYHRL7xsOnHP86PmVvLpiF18blsnMEVmMyE7mhF5JLNywj/v/uZnz7/uIr4/sxY2nDmFM3xQiIlTWciTn81H27LOUPvEkPaZPp9ePbyU+bxz1RfuVHIqItKNDcw7DeOQQ4PQRvZj/8TY+2rSf00f2alUfiYknkJQ0mtVrfkB19Zfk5t6oUlMR6fJaOnJ4TrtG0U386b1NvLpiFz864wRuPHXIYa+d0DuJyyf35+FF23jowy28vWYvKfHRTMpNY1JuOvm56YzITiIhJtDB3q6lfv9+dt36Yyo/+oi40aOJGzUKAIuIILpXVoijExHp2jrDnEOAyQPTSYqNYsHava1ODqOj0xifN5+1a29jy9a7qa7ezvDhdxIRERPkaEVEwkeLMg3n3Pb2DqSre+uL3fzhnQ1ckNeHG04Z3Ow5SXHR3Hz6UK46cQAL1u7j060lLN1WwoK1+w6d0y89nmFZSQzrnURuzwT6piaQkxZPdmocsVHh/WHdVlWfLafwppvwVVTQ+447SL1krr7FFRHpQNV1XiIjjOjI8P7dGxMVwddOyGTB2n34fK7VVTgREbGMHPl74hNy2br1HtLTZ6jEVES6tICGoczsEeBm51yZ/3ka8Afn3LfbI7iu4oud5fzgmRWM7RfLmJEruODlX3DOoHP47tjvUl5bzpyX55AQnUBGfAaZ8ZlkJGQwa8AsLp44ngN1B3hi9QvsLfPhrelLSUkSG/dVsXBD0WHzFc1gaFYis0f1ZvbobEZkJ3W5xCkqM4OYnBx6//IO4oYNC3U4IiLdTrXHS3x0ZKf4fJk1shevrdzNisIyxvdv/aIyZsaggf9GaspE0tKmAlBdvYO4uJxO8e8gIhKIQGsUxzYmhgDOuVIzGx/kmDq1vQdqWL+nggM1HsqrPRyormf+J8uJ7/0B+1KXcs/ySiZkTSA3JReA6IhoTso5iYN1B9lfvZ/VxaspKiwiMz6T8VnjKa0p5c8r7zrUf0JUAuNGjeNXY+aRHTuSwtJqdpZVs6OkiiVbivnT+5u4971NDOiZwBU9a7ns9NEk9s85SrSdw8EPF9HjpOnE9OvHgKee1IexiEiIVHu8YT/fsNEpw7KIjDAWrN3bpuSwUXr6iQDU1u5j6afnkZo6mRHD7yQmJqPNfbdFaekSYmKy6NFjUEjjEJGuIdDkMMLM0pxzpQBmlt6KPrqUGo+XpVtL+GBDER9sLGLD3oNfOSc592ksYRMn9/s6V428ilEZow69lhCdwB0n3vGVa3yuYUW4nMQcFl22iIq6ClbtX8Vnez9j+b7lREYY/dITKPKsY+2+1zlt5Gl8f+Ykyqt9vL16L29+sZvUh37Hjt9tg9yBpJ/yNXqcOI2YQYOIyWlIFp3Xi6upob60DG9pKd6yUiLT0okf3RCf8/mwiEC3wgyu0meeZc/Pf072r39N6pwLlRiKiIRQTZ2X+JjQfi60VEpCw7z9BWv28aMzhget35iYDHJzb2Tz5j+w5JOzGDH812Rmnh60/lvK56tn27Y/sXXbn8jKnM2YMX/q8BhEpOsJNLH7Aw3bWTzvfz6XZlYS7S5KKuu44L6P+LKkipjICCYNTOOiCTnk9UslrUcMyXHRpMRHU1g5jMToRLITs1vcd4Q1fPhGRkSSEptCSmwKOUk5nDnwzMPO21K+hVe3vMqzG54lOSaZr+d+nbMHns1lkyfx0YA7ePzhlxi1cw3jnniCkvnzSTrjDHL+eA8AG0+cjre8/LD+Ui+9lPjRo3BeL+vzxhORmkJUzwyi0tOJ7NmTpK/PInnWLHzV1ZQ88ggWFUVUVhaxw4YRM2gQETHBm6hfuXgxe/77v+kxYwYp550btH5FRKR1GstKO4vTR/TiV6+vZUdJFf3SE4LSp1kEA/pfS8/0Gaxe80NWrvoe2dlzGX7Cr4iI6Jjvy2tqdrN6zS2UlS0lu/cchg37RYfcV0S6voB+iznnHjWzAmCmv+lC59za4IcV/rw+x81PL2dPeQ33fWMCM4dnHXUvpaExQ9stjouHXcw5g85hye4lvLn1TV7f8jrvffke7859lxmnTyZxZBq/f2Mfd6zbx1XplVw3e8yha9OvuQaLjiIyNY3ItDQi01KJzm5IYF19PenXfof6oiK8JaV4i4up+/JL4oafAIDv4EGK7vnj4cFERtLrp7eR/o1v4K2ooHLJEuKGDiW6X7+AN6iv3bKVwpv/ndiBufS96w9YVLceoBYRCQudLTmcNbIhOVywdi/XTB8Y1L4TE09gUv6LbN16L7W1+9otMfR6q6is3AxmJCeNxjkvBQUXUe+tYOSI35OdfWG73FdEuidzzh3/rMaTzeYCbznnKszsZ8B44FfOuc/aK8Bgy8/PdwUFBW3u5653NnDvuxv5zZwxXD65fxAiC44qTxVby7cyKmMUzjlmvzCb8rpysqJGs35bNn0Se/M/F5xGfp/h1Pvq2VK+hbKaMkprSymrKcOHj/FZ4xmePhyf8+HxeYiNjP3KfZxz4PHgPB48u3ZRu3EjNRs2kHTqqcSPG0flkiV8efU1AFhMDFFZWURlZdHrP39EfF4eVcuXU/r4E3gPVuCrOIhFRxPduzcZN95AdN++bDn/fLwlpeQ++8yhMlgREQmtS/9vMQDPfG9aiCNpuVl3LSQrOZYnrp3abvdwzmFmVFSsZeeupxg86IdER6e0ud/i4g9YveY/8HiKSU+bzvjxjwKwes1/MDD3RhISgpvwikj3YWbLnHP5R7YH+jXXz5xzz5nZScAsGspM7wemBCHGTuP9dfu4992NXDwxh8sm9Qt1OIdJiE44NKfR4fjPyf/Jop2LWLRzETG9PmE/8L2X1vHc3N+QmeK46JWLvtLHTeNvYnj6cPZV7WPW87NIjE4kPS6d9Lh00uLSuGz4ZZzY50T2eEp4cOWDZCZkMnT0UIaeNIeMpIZELj4vj9znnqV2w0Zqt2ymfl8R9fv2Yf6yU9+BA1R/sYrIxCQiEhNxtbVUfvIJPb83D4uMpPfPbsdiopUYioiEkRqPl7QenWufv9NH9uLBD7ZQXu0hJT66Xe7ROB++vHwZO3c+xb59bzF0yE/o3fuCVs2V9/nq2LzlLr788kF69BjKCSfcQY+Ef22DNWrk74MWu4hIU4GOHC53zo03s98Aq5xzTza2tV+IwdXWkcMdJVWc87+L6JMaz4vXn3jUUtJw45xjV+UuPt1eyC9f3oqrT+evV+VT5D4lLTaN1LhU0uPSgYYVVFNiUyitKeW5Dc9RUlNCSXUJJTUlFNcU871x32N27mzWlaxj3tvzKK0tPXSf+Kh4/nbG3w5bdEdERLqGr9+9kMGZidz/rYmhDqXFlm0v5aL7P+bey8dz3rg+7X6/ioo1rFv/Mw4c+JzU1CkMP+G/6dGj+f2Nj2Z/8T9ZseI79O1zOUOH/pTIyPh2ilZEuqtgjRzuNLP/A04HfmtmsUDnWLYsCGrrvdzwxGf4nOP+b07oNIkhNHyr2TexL31H9SWv12iu+ttSvvHQJzxwRT6TczObvSYtLo15Y+cdtc/h6cP54LIPqPJUsblsMxvLNrKxdCM5SRrtExHpijrbnEOAvH6pZCTG8I/VezokOUxKGkn+xOfYtesZNm3+HXv2vszgQbe06NrG8tSMnqcwKf/vJCePbedoRUQOF2hidwnwD2C2f7/DdOBHQY8qTP3ln1tYtbOc388dR25Gj1CH02q5GT144foTGZSRyPWPL2PdngNt6i8hOoExmWOYM3QOt06+lZTYts+zEBGR8FNd5yOuE30xChAZYZw9Jpt31uylrKquQ+5pFkHfvpczdcrbDMy9EYCysgIOHlx/1Gvq6ytZ9tkl7N//PoASQxEJiYCSQ+dclXPuRefcRv/z3c65t9sntPCyad9B7nt/E+eN68MZo3qHOpw2y0iM5W/XTCIpLprvzC+gqKI21CGJiEiYq+mEI4cAl07qT129j5eW7+zQ+8bGZhIREYtzjg0b/5uln57Ptm3345z3sPOcc6xb/1PKyz8nIqJzzekUka6lRcmhmS3y/6wwswNH/mzfEEPP53Pc9uIq4mMi+dk5I0MdTtD0So7joavyKamsY95jBdR4vMe/SEREuiXnXKcsKwUY2SeZsTkpPP3pDgJZayFYzIy8cQ+TmTmLzVt+z/LlV1JTu+fQ64U7H2Pv3lcZPOgHpKdP7/D4REQatSg5dM6d5P+Z5JxLPvJn+4YYes8W7GDpthJuO2s4mUlf3dahMxvdN4W7L81j+Zdl/Oj5lSH50BQRkfDn8Tq8Ptep5ts3demkfqzbU8HKwvKQ3D8mpiejR93LiBG/pfzACpYuPYeqqu2Uly9n48Zfk9FzJgMGXBeS2EREGrVoQRozO+ZMaufcXcEJJ/wUVdTy6zfWMmVgOpfkh9e2FcEye3Rv/nP2CfzurfUMzUrkptOGhjokEREJM9X+6pK4TjhyCHDuuD7892trePrTHYzrlxqSGMyMPtkXk5I8np27niY+vh+7dj1DbGxvRo78PWbdZo0/EQlTLf0tlOQ/8oHrgb7+4zqg69RZNuOXr62hxuPj13PGtGqvos7i+q8N5txxffjf9zayq6w61OGIiEiYaZx60BnLSgGS46I5e0wfXl2xi6q6+pDG0qPHYIYN/SlmEQwe/CMm5b9IdLQWcxOR0GtpWekdzrk7gAxggnPuh865HwITgS65b4FzjseXbOfVFbv4/swhDM5MDHVI7crMuHX2CTgH/7dwc6jDERGRMFNd508OYzrv6NZlk/txsLae11fuDnUoh5gZMTHpoQ5DRAQIfCuL/kDTdaDrgNygRRMmyqs9/NtTy/mvl75g+pCefO9rg0IdUofISUvgogk5PPXpDvYdqAl1OCIiEkaqO/nIIUD+gDQGZfbgmU93hDoUEZGwFGhy+Biw1Mx+YWY/Bz4BHgl+WKGzbHsJZ/3xQ978Yg8/OuMEHv32FGKjOu8HYaBuOHUwXp/jgQ+2hDoUEREJI519ziE0jNJdmt+Pgu2lbNpXEepwRETCTqD7HN4JXAOUAmXANc6537RHYKHw6OJtXPJ/S4iIgOeum8aNpw4hMqLrzjNszoCePTg/rw+Pf7Kd/Qe196GIiDSoqev8I4cAcybkEBVhGj0UEWlGwBMHnHOfOef+6D+Wt0dQofDRpv384pXVnDIsk9dvmsGE/mmhDilkbjx1CLX1Ph76cGuoQxERkTBxqKy0k25l0SgzKZbTR/Tihc92hnxhGhGRcNN5Z5UH0Z7yGm56ajmDMxO59/LxJMdFhzqkkBqcmci5Y/vw6OJtlFbWHfd8ERHp+rrCnMNG184YSEllHY8t3h7qUEREwkq3Tw49Xh/ff/Izqj1e7v/WBHrEtmjrxy7v+zOHUFXn5eGPNHooIiL/Wq20M885bJSfm86MoRn8ZeFmDtZq9FBEpFGLk0Nr0OV2gf/dW+so2F7K/7toLEOykkIdTtgY1iuJs8b0Zv5H2zhQ4wl1OCIiEmI1XaSstNEts4ZRWuXhkY+3hToUEZGw0eLk0DnngJfaekMze9jM9pnZF03a/sfM1pnZSjP7u5ml+ttzzazazD73H39pcs1EM1tlZpvM7F5rxQ71b32xmwc/3MpV0wZw3rg+bX1rXc68kwdTUVvPqyt2hToUEREJsa5UVgowvn8aM4dn8cAHW/QlqIiIX6BlpUvMbFIb7zkfmH1E2zvAaOfcWGAD8JMmr212zuX5j+uatN8PzAOG+o8j+zym/Qdr+dHzKxnXL5Xbzh4R6HvoFsblpDC8dxJPL+2+K7o5n6O2uqHkqK6mnlf+uJwlL2/mQHF1iCMTEelY1XU+oGuUlTa6ZdYwyqs9/G3RtlCHIiISFgJNDk+lIUHc7B/lW2VmKwPpwDn3AVByRNvbzrnGov8lQM6x+jCzbCDZObfYP6L5KHBBIHHcs2ADVXVe/jB3XLfaxzAQZsZlk/qxamc5X+wsD3U4Hcrncyx/+0se+uGHLHxyPQDRsZHUe3wse2s7j/3XYl793xVs+bwIn9cX4mhFRNpftcdLTFREl9riaXTfFL4+shcPLdpCeZVGD0VEAk0OzwQGATOBc4Fz/D+D6dvAm02eDzSz5Wa20Mxm+Nv6AoVNzin0t7XIhr0VPPnJl3xrSn+GZCW2PeIu7ILxfYmJiuDZgq4zeli88yBfLCzk/SfWUfDGVipKag57vWxfFS/94TM+fnET2YNTGDIhC2hIluf8x0SuvPNE8s/MpbiwgrcfWk1dtTcUb0NEpEPVeLxdpqS0qR/MGkZFTT0PLdoS6lBEREIu0KU5vwS+CQxyzv3SzPoDvYGgrAVtZj8F6oEn/E27gf7OuWIzmwi8ZGajgOa+tnTH6HceDSWo9O/fn1+/sZYesVHcfPqwYITdpaUmxHDW6N78fflObjtrRKctJ/J5fURENnwX8sXCnXzxwU5iE6Korapn6atbGTwhizO+O5od60p4488riYiM4PSrRzBsSm+OnM6alB7HlPMGMensXPYXHiQusXtvfSIi3UN1XddMDkdkJ3P2mGweXrSVb08fSFqPmFCHJCISMoGOHP4ZmAZc7n9eAdwXjEDM7CoaRiK/6S8VxTlX65wr9j9eBmwGhtEwUti09DQHOOqqKc65B5xz+c65/PikNP65voibZg4lXR8ALXLppP5U1NTzxqrdoQ6lVbz1Pl66ezkr3m0Y/Rx/Rn+uuHMa3/nDDK741TQmnplLaq8EALIGJDNkQhaX3z6ZE6ZmfyUxbCoiMoKsAckd8h5EREKt2uPtMiuVHumm04ZSWeflyaVfhjoUEZGQCjQ5nOKcuxGoAXDOlQJtzrDMbDZwK3Cec66qSXummUX6Hw+iYeGZLc653UCFmU31r1J6JfByS+61u7yG/ukJXHnigLaG3W1MHZRObs8Env60c5aWLnpuI7s3ldMjNRaA5J7xJPeMx8xIzohnynmDmHLeIABi46M47eqRJKbFhTJkEZGwU+3xdtrqkeM5oXcSM4Zm8Nji7Xg0j1xEurFAk0OPP1lz0JC8AQH9FjWzp4DFwAlmVmhm3wH+BCQB7xyxZcXJwEozWwE8D1znnGtczOZ64CFgEw0jik3nKR5VTb2XH585XIvQBMDMuGRSP5ZuLWFL0cFQhxOQtR/v5ouFOxn/9f4MmZgV6nBERDqthjmHgf7Z0HlcfWIuew7U8NYXe0IdiohIyAQ65/Be4O9AlpndCVwM/FcgHTjnLm+m+a9HOfcF4IWjvFYAjA7k3gAJMZGcObp3oJd1exdPzOEPb2/gmYId/OTMzrH1R9GXFSx8cj05w9OYev6gUIcjItKpVdd13ZFDgFNPyCK3ZwJ/+2gr52rvYxHppgL6CtA59wTwn8BvaFgs5gLn3HPtEVh7yU6JP+Y8MmleVlIcpw3P4oVlhdTVd46Sm6IdFfRIjeHr3xl1aDEaERFpnfJqDynxXXcBrogI46oTc/nsyzJW7CgLdTgiIiER0F/MZvYD4KBz7j7n3J+cc2vbKa52k9BFJ9N3hMsm92P/wTreXbs31KEcU+PWFCOn9+Hy26cQn6SFh0RE2qqksq7LL+R28cQcEmOj+NtHW0MdiohISAQ6nJIM/MPMPjSzG82sV3sEJeHpa8Oy6Jsaz+OfBGXnkqDz1vv46IVNPP6zxezdegCAKH0ZICLSZj6fo7Sq6yeHSXHRzM3P4fVVu9l3oOb4F4iIdDGBlpXe4ZwbBdwI9AEWmtmCdolMwk5khPGNKf35aFMxm/aF18I0+wsreOF3y/j8nS8ZMb0P6X17hDokEZEu40CNB5+DtISunRwCXDUtl3qf4/El4flFqIhIe2rtRKx9wB6gGNASkN3IpZP6ER1pYfWh+fqfV/LMrz7lQHE1Z143hlO+cQLRGjEUEQmakso6gC4/cgiQm9GDmSdk8cQnX1Jb7w11OCIiHSrQOYfXm9k/gfeADOC7zrmx7RGYhKeMxFjOGpPNC8sKqaqrD0kMNZUeFj23EZ/PAdBvRDonzR3Kt+6YxqC8zJDEJCLSlZVWNSSHad0gOQS4ZvpAiivruGfBRuq176GIdCOBbmXRH7jZObeiPYLpFqrLYPWLUNMwJ468b0JiJhRvhn1rILE3JPWC+DSIiIaoWAiz1VWvmDqAlz/fxUvLd/GNKf079N67N5fz9l+/oKqsjpEn9SE9uwdjT83p0BhERLqbkkoPAOndoKwUYPqQnpw9Npv7/7mZRRv385s5YxjdNyXUYbVYvc8RFRFefzuISOfQouTQzBY5504C/g24sclWEAY451xyO8UX3nw+8FRBbOLxz63Yw/9n77yjo6q6PvxMSe+9914IJUDovVeVLohYsIuKihVFUV/8RAXEAigoFhBRQEE6odeEUNIb6b1P2tT7/TEIIgGSkAbMs9YskjNzzzl3crn37LP3/m2OLoOz60FZc7Xdd6jWOEzZA7tev/64F2PB0g2i1sH5jeDRG9x7g1tPrQHZDoR7WBHoaMb6ExnM6OnWJqVBBI3A2T2ZnPrzEmbWBjzwajjWTrq8Qh06dOhoC8pq5ABYm94bxqFIJGLljK6MCXXi3T/jmPjlMR7v78XTA30w1JMgEYuQikUdojTWoTIZJQolkxytKZAriTgZj0Ij8KiLLYv9XBB3gDnq0KHjzqFRxqEgCP1E2jtgsCAIWa08p9alpgSyToJ9MBg20aaNWgc5Z6AiCyqzoSoPvAfDzE3a97/pB3IZGFmDoQUYWYJHX+g5F1T1EL0Ogu+D3s+AjZ/2GKmh9t/OM8CjD8gKoboQ6spBo9L2A6BvCoIajq+Eo58DInDtAXO2a72LbYhIJGJ2b0/e3HKRs1nlhHtYt/qYB39OJP5YPr7h9gyaFYiBUVOd3jp03L2kFlVzLLWE2b09OsRiVcfdx73mOQTts25smBP9fG356O8EVh1KZ9Wh9Gs+Y2dmwAf3hTIyxLHN56fUCPzfpXxWZhXxpJsdkwBzqYTHXe0okCv5LreEeo2GTwLcdAaiDh06Gk2jV9iCIAgikWgLEN6K82l9KrNh7Ujtz5buYOUFs/4AiRRyoqA4ESpzoSpXa/zpGcG0H7Wfv7AJytK0x7h0h2BXcOp8tW+fodrj6sqhvhIqc8D0crUPK094OUlrMDaEkaX25XSDeYdN0b4UtZB3FjKOac/lH8Nwx8tgaAlhU8Eu4Ha/pVsysYsz//s7gfUnMtvEOAzq54y9pznB/Zx1i18dOv6FIAjM33SOCzmViEXwUG/P9p6SjruQ8loFhnpijO5BsS8LYz0+nhzGlO6unM0qR60B+yRR7gAAIABJREFUtUaDSiOwN76QJ3+MZkZPNxaOC8ZYv202LrPrFTwdl0FUVS2znGxY4KVdPBhLxCz0cUYQBNwM9VmWWYieWMwSf136hQ4dOhpHU+9iJ0UiUQ9BEM60ymzaAocQmPF/UBirzfGrLdMahgAnVkLcFu3PJnZg7qz18AmCNu9v1u+gb3zjvoe/d/Oxb2QYNgV9Y/Dsp339gyBovZmpa+HIUnAM0xqJnaZq8xdbARMDKZPCXfn5VCYLxwVja9o63sucpHJc/C1x9LLA0evOyffQoaOt2BVbwIWcShzNDflgRwIR3jb4O5i197R03GWU1SjuKa9hQ3T3tKa757Wboc8M8uWzvcmsOpzGqfQylk3vQphrCzzr/4VMpSapph4TiZggUyNqVGqGnUlCIwh8E+zBfQ7XppgIgoBcpeF1byeMxGLCLW6ybumgaDQCIhG6zWAdOtoBkSAIjf+wSBQP+AOZQA1Xcw7vGMXS7t27C1FRUQ2/WZWvDf80d27zUM0WQVaoFbu5sEnrXZzyA4Tc12rDpRZVM+yzQ7wywp/nhvi1eP8XD+ZweGMyo54IxaebrmKKDh3/RaXWMHLZYUQiET89FsHYFUewMzNg67N9MdS7sz08ao2avOo83MzdAIgqiCK/Jh9HE0ccjR1xNnVGIr6zz/FO4rHvz1BQVc+Oef3beyodkhNppczfdI58Q/AKsWNdhB+eFka33e+ekkpeTMyiTKlmqqMVK4I8EASBhy5e4kM/FzyMtGuVbw6l8eOJTGT1SqrlKjQCPBjhzgcTQxFfFqY5Wi6jt6UpkjvA4Np2LpfXf7+Io4UhDuYGSMQiymuUrHm4Oy6Wt/+96tChA0QiUbQgCN3/295Uz+HoFppPx8T8RjGddwhmDtDrae2rNA3MXVp1OF97U/r72bL2WAZz+nphaqC9nHaviUWlUGPtbIq1swnWTiaY2RhiaKLX6L6z4ko5sikFzzBbvHTlKXToaJA/YnJJK67hm1ndcLQw5JMpYTz6fRT/tyuJd8YHt/f0mkS2LJtT+adIKE0goSyBlPIU5Go5Jx88ibGeMVtTt7ItbduVzwdZB7F6+GosDVvWS6OjYUprFPdEjcPm0tvHhl0vDGBmZDxREjW9TyVwv6EJn/X2bdZGjVyj4cO0fFbnFBNiasjnge4Emmg1CkQiET+FeQOQX1nHJ7uT2H4+D2dLI0aEOOJkYUhhVT1FVfWoNAL6YhEXZLVMPpfGg07WLO2gOYg/ncwkr6KOBaMC8bI1YWaEOwVV9RRW1aNQaXCyMLxSwupmCILAz6eyiPCyxk8XRaFDR5NpknEoCELHqXyu4+bY+LTJMC+PCOC+L4+x9ugl5g3Veg/1jaWU5deQFVd25Ubu3cWO0U91AuCvL85RJ1OiqFOhqFchr1MR2NuJwTMDEQSBg78kkXqmEGtnE4Y/Gnxl11OHDh1XkavULN+XQmdXiytiGEMCHXi4twdrj11igL8tgwLuHI/74ZzDLDm9BDM9MwJtApnsP5kA66v502/1eovHOz1Ofk0+6ZXpfBb1GUvOLGFJ/yXtOOt7h/JaBR42d154YltiYazH9rGd+TujhPnxWfyhrmPnzhje8XRkTieXJoVI/l5YzuqcYh5zsWWhjzOGkmvLUlfLVaw6lMaaI+loNDAwwJ6DSUXkn8/jkb5evDUmGBMDCVKJmMpaJcHGhrzk4cDnmYUYS8Qs9m3afFoTQRD4fF8KK/anMDTQHpVaQ5irZbPDczefyeDcX19TZm2C77wFiPR0nkYdOpqCTvJRx23Rxc2SYUEOrDmczuzeHlga6zN4ZiAAapWGiqJayvNrMTLVeg0FQQABjM31sXQwRt9IioGRBGc/bc6Eok5FxvkSTKwMGftMGPqGuktUh46G+PlkFrkVdXw8KeyaRd4bY4I4mV7GK79dYO9LAzp00fLCmkL2ZO5heuB0xniNYYDrAFxNXRtctBpJjfC08MTTwpPezr3xtfTFz6rlw9l1NExZjQKrezznsLGM8bRlpLs175/P4ltVGe8cTOZQdB7vjg/By7ZxJZimO1rjbWRAL8urpbIq65REZ5Zx+lI5m6NzKKmWM76zMwtGBuBmbUx2We2V/McNp7NYNq0LvX1smL7mJN52Jnw+tTM1ag2rc4oxlUh43bv9o6VUag0Lt8Wx4XQWU7u78tH9nZD+xxBuCrmJZwja8QRT9NKprTIgOvspunsbwdkftYrvYdNBz7AFz0CHjruPJuUc3g3cNOdQR7NIyK9izIojPDXQh9dGBbb3dHTouOuplqsY+H+RBDia8cvcXte9H5tbybgvjvL66ECeGtg2UQTN4fUjr7M3Yy/b7tuGq1nz1BSVaiXfxn7LnJA5GEl1HoLWQKnW4PfWTuYP978SIaKjcRTXK9h6Opvl+1OpsdZncpAD7w3yb1DVVKZS83jsJYKrBKhUoFBpUKg0yFUakgtlJBXKEASQikVEeFvzyogAurpfX+84Pq+KV347T2ZpDVue7cuhpGI+/DuB0aGOrJjehddTc/k5v4zt3fzobtF+9YIFQWDmt6c4nlbKs4N9eGVEQPO9mSoF6sOfojm8lCpMUI78Px7do8LFK5A1s7vDxpmQuB1M7LWpNz0eu1oq7GbseRs0aq26vaU7ePZvehk0HTo6KC2Vc6hDx3UEOZkzLsyZ749l8EhfT+zNdLtyOnS0JmuPXqK0RsGrIxsuWxPqYkFPT2t+PZPNkwO8O0z42L+JKYphR/oO5naa22zDEOBs0Vm+Pvc154rOsWLICgwkd6CYWAenvFYB0KG90B0VO0N95g7wYWxnZwacTuJHsZxdv51h/8Ru2P9L5VsQBF5KzOJwWTUnzhRjUavBQE+MvkSMvlSMq5Uxo0Od6OFlRVc3q5uWFAl2NmftnB6MX3mUueuj2PZsX0Qi+GBHAq/9fpGPJ4cxxs7yloZhuVKFVCTCTNqywk8KlQY9iQiRSMS0Hm7M6uXBmE7N8GKqlVB2Cez8Qa2g+tR6ItU9MZqwlJE9QhgmS+KLyFTSiqvxmfYTZBzV1one/57235EfQrfZ1/crK7yq9J57FvLOgbJG+/vzZ3XGoY67Hp1xqKNFeGmYH39fzOeryDQWTQhp7+nouAepVag4m1nB6UulnLpURnZZLatndyfU5e4qgaJSa1h/IoMhgfYNeg3+YVoPN17+7TynL5UR4W3TdhNsBGqNmv+d+h/2xvY83unx2+orwimC9/q8xzvH3+HFyBdZPng5+hKdEdOSlNVojcN7vZTF7eBsYcTpQaE8eTaNI84i+h6KZeeAYHzNtN7uNTnFbC+uRJpcyZxAJ96fGHpb4zlaGPLNrHBmrD7J8xtiWDenB7UKNZ/tTcbV2pj5w/0BiK6sIUZWy+Ou1wq//ZJfyhvJOagEgc5mxvS1NGWAlRn9rZsu8PLpniSUagGpWIRELGJnbD6P9vViek93Jnb5j3BedTHseh2UtVrleDMnrZfPyAouHYGMI1BbCmXpkHUKRGJ4LYPoAgWPVy1icNcAXggwZf7B+SjEGgxtjFl6UMGKSePQ8+oPXv0h/7zWOLTQKiFTUwJqhXa8C5vgrxdg4koInQSP/K0tF1ZbBhWZWu+hDh13OTrjUEeL4G1nyuRurvxyKou5A7zvKqlpQRCQlRYjFkswtba50tYRvTH3KisPpLBsXwoqjYBYBCHOFijUGuZtjGH78/3arDB1W3AkpYSSagXTe7jd9HNjOjmx6K84Np7J7nDG4dbUrSSUJfBx/48x1rt9kZP7/e5HI2hYdGIRLx18ic8Hfa4zEFuQK8ahznN4W1jrSfktIoB3oi6xWlXO4FOJRPUNIVOu4L3UPKRF9fQR6bNwXMsoDYd7WLH4vhCtt3BXIm+OCcJYX8LYsKteup/zS/klvwyVRuAp96sCVqYSCX0sTeliZsyximq+zi7ieEX1FePwWLmMTmbGmDfCq7jxTDaVdUrUGgG1RsDF0ghHiwYijCpz4IfxUJUH1j6QdQLqyiH8Ee37GUfg0P9pa0abOUOXB8GzHxklMl789RymVna8NyGEt46/TFRBFGb6Zkjt8jha+xdzd+/g+9Hfavtx6gxTvr867tHP4fRqcIvQjuHeBzz6ohE0AIhFYjCx0b506LgHuHtWTDranXnD/NgSk8sX+1NYMumOKX15Q3KTEji9dRP5qcnUVVXS874p9J/xMOUFefz+0Tt0GjyC0MHDMbG8sfdGR+vz5/k8lu5JZmSIAw9GeNDN3RIzQz2Op5Yw87tTLN4ez/8euPOvx3/4IyYXK2O9WyqRGulLuK+LC5uislk0PgQL48aXkmltvC29mew/mdFeLVcdaZL/JNSCmmVnl5FVlYWvlW+L9X2vU16jBHTGYUvxfncvrI5p+PR8Np9XJlLqZ4aoXo1rVh1fP90HvdsQZPkv03q4E59XxZojlwhyMufx/toSGGqNQGRiER8HuiFTaViUlkeOXEGoqRHTnWyYYG/JeDuLK5ugNSo1hQoVANUqNQ9eSEcQYEmAKw86XW80nUwvxcHcEC9bE868NexK+02L2xtZg60/3L8K3Hpq25R1IL1sSPZ/GQa+Bpfrm5ZUy1mxP4Vffj6BgVExn0+NwMxQj7ci3kIkEmFvbE9UziWmr9+IpaUHADKFjFcPv8qDgQ/S36W/dh49n9B6Ks9tgD7Pw9B3uVCWwII9cxjuMZyXu79MvaqeJaeX4G/lz2iv0VgZ6p77Ou5edMahjhbDxdKIWb08WHf8EuPCnOnnZ9veU7opKWdOYGhiimtQ6HUPqqMb13N662ZMLC3x7tYDR28/3EK0Boayvh5zW3uOblzP8d9+JqjfIPpOfwgz6459vu2BWq0mNTWVgABtbtzp06epqKjAxsYGb29vrKxu7wEbm1vJgs3n6e5hxRczuqEvvbqo6uNry1MDffj6YBoD/OwY3Zyclg5GVb2SPXEFTOvhds253ohpPdz48WQm287nMru3Z+tP8CYoNUrOFZ3D3tiervZd6WrftcXHmBowleEew68s3HQe/pah7ErOYcfZYLjTeamvD6pqJV9GpmGbaICxoObbR3phY9ryObNvjwsmoUDG21tjCfewwsPGhI1nsnhrSywLRgXw1QAfiIdvc0oINDFksoM1UrGI0hoFUrEIS2N9TKQSvC97CY0lYjZ38WV7cQWdza73/CcWVDH3hyhCXSzY8MS1glkNlqbKPg12gdpcvgd/vfa9f5ehkBqgUmvIKalhS8wlvo06gNogDZfgHCo1aewpGMaIgKU4mDhcOaS7qxdD3YYTea6MmlEqsmRZpFek8+z+Z/Gz8mNup7mM8BiBZNznMOZTBJGIDYkb+CTqE2yNbOnn0g+A0vpSIrMj+T3ld5ZGLWWw22Ae8HuAXk69kIhbNidTh472RqdWqqNFqVWomLjyGOW1Cv6e1x97844hTqNSKDj+289UFhcx/sXXAPhjySIuxURh6eBEyKBhhAwaesXAO7bpZ2oqyhj00GPoGzUc9laWl8v5vX9zfs8O9AyNmPvlWvQN755w2pbg+PHjnD59mueeew6pVMratWvJzc1FrVYDYGVlRdeuXRkwYECT+y6WyZmw8igiYNtz/bAzu35RpVRrmPz1cTJKa9n5Qn+c7/Bw51/PZPHa7xfZ+mxfurg1rgbYuC+OoNbA3/P6tbmhVKusZXfGbg7lHOJk/klqlDXMCZnDy91fbvWxv734LYU1hbzV661WH+tuZ8X+FD7bm0zKh6Nb1Kt1ryMIAq9uvsDm6ByWT+9yff5dC5JXUcfIZYcJcDDj1yd7IwgCL/92nm3n8lgwKoC5A3zYXVLJIGszTCRi1h7LYMnOBFQagfcnhPBQb0+teqpag6nBjf0KBZX13P/VMTSCwJZn+t78nqtRw6lVsO9d6DITxi+75m1BEEjIl7EnvoDY3ErSS2rIKq1FpREw9lqOxDAfsUhCqE0IPRx7MCt4FrZG12/SRmeWM+nr47w7PphH+nqh1CjZdWkX3178lvTKdDzNPfll7C9IRBIWHV/EzoydDHAdwEf9PsLC4Nqc9aSyJLambmV7+nYq5BWsHbmWHo49UGqU6Il1myc67ixupFaqMw51tDjJhTImrDxKVzcrfno8Akk7F7EXBIE9q1YQG7kX1+BQprz9IWKJhJqKcjIvxBAbuZfs+IsAjJ//Bv4RfZvkcagoLCA/OYGg/oMByI6/iGtgCCLxvb2IkslkfPHFF7i5uTFr1qwr36cgCJSUlJCenk56ejr29vYMHToUQRAoLS3F1vbWHliFSsODa04Sm1fJ5qf63FR0JqOkhjErjtDJxYJf5vZq9+vxdpi26gTFMjn7Xx7Y6Ovzx5OZLNway5/P9W12UenmoNaoGf3HaPJr8nE0caSfSz/6OfcjwikCU33TW3dwm3wW9Rnr4taxqPciJvlPavXx7mYW/RnH72dzuLhoZHtP5a5DoxHIrajDzfr2c29vxR9nc5i/6TyvjQrk6UE+qNSaawzEZwb5UlIt59XfzhOZVIyBVIyXrQmfTu1MiLMFB5OKeGJ9NP39bBkZ6sjwIIdrFGy3xuSyMjKVgsp6Nj3Zm2Dnm6h6FifBtucg5zT4jYT7vwFjawDi8irZcjaXPfGFZJXVIhKBv70Z3nYmeNlqX7V65/GxtaSrfVdM9G5djmPKN8fJq6jn4KuDrmxwaAQN+7P2c7bwLK/1fI2ksiQe2vkQczvN5bFOj2lzDW+AQq3gaO5RBrkNQiwS8/Hpj4kujGac9zge8HugTe5xOnTcLrpSFjraDH8HMxZPDOXVzRdYsT+Fly6rorUXF/fvJjZyLxH3T6Pf9IeutJtYWhE8YAjBA4ZQXpBH3MH9VBUVAjfIh7gBlg6OWDo4ApAdd4FN77+JlbMrPSdMIqj/ICTSe3M3ce/evajVasaMGXPN9ykSibCzs8POzo6IiIgr7bGxsfzxxx+Eh4czePBgTEyuf+DnV9ZxMr2UrTF5RGWW88WMrrdUI/W0NeH9iaG88tt5vjuazhMDOm7dv5uRXVbLqUtlvDLCv0nX58Quzny4I56NZ7Jb1ThUqBUcyT3CmYIzvNbjNSRiCc92eRZ3c3e62HVpc6/lC91eIKk8iQ9PfYiPpQ9d7Lu06fh3E2U1Cl2+YSshFovaxDAEuL+rC3vjC/lsbxKDAuwIcjLn0ymdAfhifyr3dXHhu6OXOJZWysTOzmw7n0digYzM0lpCnC1wtzZmVi8PdscVsD+xCIlYRKizOVue6YtYLOJEWilylZpvZoVfNQzrq7RCM2IpGF8WdUnYDpsfAX0TeGANdJoCl+8POeW13PflMUSI6ONrw9ODfBgW5NBAZMjNBbn+yzODfXlk3Rm2nM1l6mUxL7FIzHCP4Qz3GA5AgHUAfz/wd4Pex/+iL9FniPuQK78HWAdwtugsn0R9wg9xP/B6xOsMcx+mC2vXcUei8xzqaDXmbzrHlphcfn4sgj6+7ZOPl5ecyK+LXse9U2fuf+0dxK2cG6BRq0k+dYzT2zZTnJGOqbUN4WMm0mXkOKT6987iKjMzk3Xr1tG/f3+GDh3aqGNqa2vZuz+SmOgolIjJlTohM/PEzNwcE30psXmVZJbWAmBhpMfTg3waXeBdEATmro/meFoJ++YPvCPDS1ceSGHpnmSOLBjc5MXky5vOszuugNNvDW1R5ValWklUYRQ7L+1kX+Y+ZEoZ1obWbBi7AWdT5xYbp7lUyiuZvn06crWcjeM2Ym98cxEfHQ3z0HenqJar2PJM3/aeio7bpKxGwYjPD2Nrqs+25/piIJWgUmtILa4m0NGcWoWKzNIaXvr1PAB6EjF5FXXsnT/wygaBIAhczK1kZ2wB8XlVLJ/eBUtjfZRqzbVhx2WX4LsRUFOk/b3vCzD8fW25iv2LYOi7YHrt/8lP9ySxMjKVg68MwsPm1h7BxiIIAhNWHqOqXsn++QORtlJ49IXiCyw+uZjEskTmdZ3H3LC5rTKODh0twY08h/d23JuOVmXxxFC8bU144ddzZJTUtMscjM0t8OoazpjnX2l1wxBALJEQ2GcADy1ZzqQ33sPK0ZlTW3+7EmKal5xITUV5q8+jvcnMzMTCwoL+/fs36vOCIHA4vYolsYZskYegNnXEQ5VDQPU5yqrlxOVV4u9gxsJxweyY14+YhcMbbRiC1lv57vhgNILA4u3xzT2tdkMQBP44m0uEl3WzvAzTe7pRLVex/Xx+s+dQq6zlmX3P0HdDX3Zn7Aa0heyf2PsEuzN2M9h9MF8P+5p9U/Z1CMMQwMLAguVDllOvqiemKKa9p3PHUlaj0NU4vEuwNtHn40mdSCyQ8fneFACkEjGBjlpPn7G+FFm9msQCGXP6ePLJlDCq6pW8+2fclT5EIhFhrpa8NiqQHx7tieXla+Maw7C2DH6eoq0feP8qmPSdtm4ggKkdTPzyOsNQqdbw65lsBvrbtahh+M+cnxviS2ZpLX9dyGvRvv9NmF0YG8Zu4NXurzLWeywAVYqqK2Ux7mRUCjU1lfL2nkabMf/Xc7z++4X2nka70OZhpSKRaC0wDigSBCH0cps18CvgCWQAUwVBKL/83hvAY4AamCcIwu7L7eHA94AR8DfwgnCvuUE7OCYGUr6aGc701Se4/6tjrJndne6e1m0ytkajRiQSY+noxH2vLmyTMf+NSCTCs0s4nl3CqS4vQyKVIggCf69cSlVREYH9BtL/wYebrHAqKyvhUkw0tRXl9Jo0vdnzU6vVbNu2jZqaGh56SBtqu3btWqqqqujatSvh4eGYmjY/Z2LAgAFERESg3whvaV5FHQu3xrI/sYhARzNWPjiUcA8rysvLkclkuLu7c6xcxjfZxQS52RFsadKsUB03a2OeG+zL0j3JHEouZqC/3a0P6iCcy64gvaSmSQbxv+nuYUWgoxlfH0rjgW4uTd41V2lULDi8gGN5x7jf935cTLXCGd6W3iwbtIy+Ln0xlHYM8an/4m/lz85JO68TltDReMprFAQ53SR/TMcdxdAgB6b3cGPV4TSGBtnT4z/P5R+OZ2BhpMfELi4Y6UuYN8SPT/cmM7aTI6NCG6n6nBcD1YXw4Cbw6N2oQ/YnFFEkk/NhhEdTT6lRDA9y0D5jDqQyobNLq+WfS8VSZofMBrQbey8ffBmlRsnivotxM2taOGxHoSSnmt1rYuk6wp3gvs7UVMjJTizDLcgaE4uWV9htb1RqDXsTChkXduernDeH9vAcfg+M+k/b68B+QRD8gP2Xf0ckEgUD04GQy8d8JRKJ/nH/fA08Afhdfv23Tx0dgABHM7Y80xdLY30eXHOKbedyW31MWVkJv3+4kO3L/w/NZVXM9sTU6uqDd+IrbxM+7j6STx5l7YtPcvKPX1EpFLfsIy85kfULnmf103PYu/oL4o9EotE079wEQWDnzp1cuHABe/urO7fBwcFYW1sTGRnJZ599xubNm8nNbdrfq7q6mrw87a6sgcGtHxgKlYZHvz/DifRS3hoTxPbn+xHuoS1DYGVlhbu7OwDFChXRVTU8cC6VkdHJ/FFYjlLT9L2guQO88bY14d1tsdQr2//aaCxbYnIxkIoZ3cmxWceLRCJeGu7PpZIa/ohp2t9UEAQ+OvURh3IO8VbEWyzqs4hQ21AAbI1sGeox9PYMwyOfQsbR5h/fCP4xDCOzIlkWvQzdPmLTKKvV5Rzebbw9LhhXKyPmbzpHtVx1pb2gsp5dl8vlGOlrl1tPDfIhxNmct7fGUlZz6+cVAL5D4cULjTYMAX45nYWjuSGDA1pn404sFvHsYF/SimvYFVvQKmM0xDjvcSSVJTHpz0lsStp0R91/BEEg/lgemz+OQlGvwt5Du0mUGVfK/u8T+P61Y2z84DQntqaRl1KBRn3ne0gBzudUIKtX0d/vztlEbkna3DgUBOEwUPaf5onAD5d//gG471/tGwVBkAuCcAlIBXqKRCInwFwQhBOXvYXr/3WMjg6Gp60Jfzzdhy5ulryw8RwrD6S02s0x9cxJ1i+YR15KEp6duyKWdJz6QyKRCDt3TwbOepQ5n36NV+dwjv36I1lx2twOZX39Nd9LeX4uRRnpgFY8x8DEhP4PzuHhT1byyOffNDtM9tSpU0RFRdG3b19GjryqPtirVy9mz57Nc889R8+ePUlJSSE7OxuAoqIiVq5cyY8//kh8fMNhmRUVFaxfv561a9dSU9O4MOKvDqaSWCBjxfSuzB3gfUOP1n0OVkT3DuGTAFdq1Rqeic/kgZjUJl9HBlIJ708MJaO0ltWH05t0bGOQ1SvZdi6XH45n8GVkKkt2JrJ4ezzpxdXN7rNIVs+f5/MYEeKImWHzxY1GBDvQycWCFftTUKga/wDPkmXxV9pfPBb6GFMDpjZ7/AbJi4H9iyFpZ8v2ewNOF5zmu9jv+C72uzYZ726gVqGiXqnBShdWeldhaiDl0yldyCmv48MdCVfafz6ViUYQmPUv752eRMzSKZ2pqFXy3l9xDXWnpbYM9r4DFzZpfzdqfB3b7LJajqQUM62HW6vlAwKM6eSEt50JXxxIQdOMDcamIhKJmOg7kT8m/EGYXRiLTy7muQPPUaeqa/WxbxelXM2BHxKI/DERJx8Lpr3VE1tXbURRUG8npr7Vg973+2BgJCVmTxZbPj1LXbWynWfdMhxOLkEsgr4+92b96o6iVuogCEI+gCAI+SKR6B93hgtw8l+fy7ncprz883/bG0QkEj2B1st4xROho22xMtHnx8d78trmCyzdk8zO2AKm93RnYhdnzG9jwfsPSoWcQz+u5fyeHdh7+jD2hVexdnZtgZm3DpYOjkx4+U0K01Ox99KGCh74fjWpUSdx9g9EIpWSevokbqFhTHn7AyzsHZj27pLbHjc5OZndu3cTFBR0Q6EYW1tbRo0axZAhV5XY/lEYLSgoYNOmTXTt2pVRo0Zd8Q7m5eXxyy+/oFQqmTFjRoNKo/8lqUDGl5GpTOjszLAB8NXNAAAgAElEQVRgh1t+3kgi5iFnW2Y62fB3cSXKy+VGBEFAAMSNDDXt52fL2DAnvozUqvO527SMUuC57ArmbYghq6z2SpueRDun36Ky+XJmt0btQu6NL+TzvckEOJoR7mHFd0cvIVdqeHKA923NTyQSMX+EP4+sO8Nv0dnMbGToloe5B7+N/w1381a4d0Z+BCa2MHDBDT+iqa+n9LvvEBsYIHV0Qs/JET1HR6SOjoiauPnzao9XKasvY/nZ5VgaWDLZf/LtnsFdzz+eIptGeA5VFXIqd17CfJg7enZto8Cpo/n09LLmiQHerDqUzvBge/r62rLhdBZDA+2vuy8GOZnzzGBfVuxPYXK469V7WewfkLIHcs5Aaaq2rcfjENa0jaQNp7MQoc2Pbk0kYhHPDfZl/qbz7EsoZERI86IxmoqTqROrh69mQ+IGNiZuRKaQYSTtmMJoGo2AWCyiLLWAxFMF9BjrSfexXoj/FYYrEouwczPDzs2MbiM9kNepKLxUiYmFAYIgkHGhBM9Otoju0NJRh1OK6exmiYXxvak231GMwxvR0FUl3KS9QQRBWA2sBq1aactMTUdTMZBK+HxaFyK8bVh/Qlt77aMdCYwNc2JkiCN+9qa4WRs3Kw+grqqKpOOHCR93P/2mz0aqd+1/6OjMcr49kk5nN0tm9HDvMP/hHbx9r/zs3a07gqAhLymBuqpKuk94gPAxE1t0PGtra4KDg5k4cSLiW9Rh/He+oJ2dHdOmTUOtVhMZGcnRo0fJy8vjySefJCUlhc2bN2NsbMzs2bOvCVW9EWqNwILfL2BmqMe744ObdA5ikYhx9ldLMmzIL2NzYTnLg9xxM2ycd2Ph2GAOJhbxyubzrH+0J4Z6zfcwazQCqw6n8+meJBzMDfnxsZ4EOZljZijFQCohu6yWx3+IYs66MywcG8TDfTxvmDN5OLmYZ36OxtnSiMikIrbE5CISwS+P97plyY7GMMjfjm7ulnyxP5VJ3Vxvet5bUragFtRM9p+Mp4XnbY/dIPd9A6UpCBJj5AkJ1MfHUx8XT318PIZhnXB8801E+vqUrfseTfW13lfzMWNw+ezTJg0nFon5oN8HVCmqWHxyMdaG1tfI0eu4nvIarSfA6hbGoaDSUPpzAspsGVYP+AGgyK9BamWA2LCjLzXuXeYP9+dgYjELNl/kmUE+lFQrmN3bs8HPPjPIhz/P5fLOtjh2vdgfA6kEUvdpX649tYXs3SLAo0+T5qBUa9gUlcOQQHucLFrfYJrQ2Zll+1L44kAqw4Md2qzchFgkZmbQTKb6T0VPoodao0aDBj1x+69HBEEg7WwxsZGZ6MuKCIr7HmVODpN/2oGD7621IgyMpLgH2wCQnVDG319fxD/CgSEPBSGR3lnal5W1Ss5nV/DcEL/2nkq70VHu2IUikcjpstfQCbise0wO1xazcQXyLre7NtCuo4MjEomY0dOd6T3cuJBTycYzWfx5Lo/N0VpHsL5EW3TX3tyAqnoVFbUKymsU1CjU2Jka4GplhIuVEa5WRoQ6W9DL2wYrE33Mbe14dNkqjMyuFU2oqlfyya4kfjqViam+lJ2xBazYn8KUcFce6euFp23LKqLdDn49++DXs2kP1RshCAJlZWUUFhZSVFREUVERo0aNwtbWlilTpjS7X4lEwrBhw/Dx8UEmkyEWi8nIyMDOzo4ZM2ZgZmbWqH7WHr3E+ewKlk/vgo3p7SWzG4hFXJDV0utkPBEWpoy0NWeUrQUeRjfu19HCkI8e6MSLv57jyR+jWT07XLvQaSKFVfW8vOk8R1NLGNvJiY/u73TdxoObtTG/P9OHFzeeY9Ff8SQXVfPehJBrlf0u4+9gxuhQJ94I1/DBn+fZK7dnwahgevvYUFmn5GBSERO73DBI4paIRCJeHhHAzG9PseF0Fo/09bruM2qNms+iP2N9/Hp6OfVios9E9CQtvHhRyUGsp615ZmLDpfHjkadovQ5iY2MMgoLQc9QKAYjEYvyPH0OjUKIqyEeZn488LQ3zMWOaNbSeWI/PBn3G+yfex9+qfWuw3gmU1Wo9h9YmN78GKrano8yWYTMrCLGBBEEjUPZzAmqZAqtJfhiH3Zu5Ox2dfzZtJ355lPe3x+NtZ0K/G5SeMtTThuXPXnuaVYfSmTfUD8YsBT2jK3UKm8Pe+EJKquU8GNE2kV1SiZjnhviyYPMFNkfnMKV724rE6En0EASBt4+9jUKt4OMBHyMVt99yvKq0jsgfE8lJLMewvhTX3EMIRgpsn3kaS9emRwC4BVkTMcGbU3+mU1elYNSTndC/gzaIjqeVoBFggN+9GVIK7VTnUCQSeQLb/6VW+glQKgjCEpFI9DpgLQjCApFIFAL8AvQEnNGK1fgJgqAWiURngOeBU2jVSr8QBOHvW42tq3PY8ahVqEgskJFaVE1acTVpRdUUVyuwMNLD0kgPK2M9jA2kFFXJya2oJae8joLKelSX8wWCnMzp42NDqIs5lsb6l4/RJyG/ikV/xVEkkzOnjycvjwggs7SGtUcz+PN8LiqNwJhQJ14a7o+vffOVOTsaMpmM7du3k5SUdKXNysqKyZMn4+Jy1bBQ5Faj76I977r4UpR51YhN9TAOs0PcBM+qRqNBpVI1SpkUIKOkhlHLD9PP15Y1s7u3yK5tdr2Cn/NK2VVSSWJNPcNtzPkxTBuGmVBdR4CJYYNhpxtPZ/H6HxcZFuTAVzO7od/IHU6VWsNPJzP5dE8ySo2GReNDmNbD7abnotEIfLInia8PptHfz5ZvZoVjYqB9YMbnVeHvYIpUIiavqo74lTMYpohEYWiLfsBw8B3GirwAPovM4okB3rw+KvCaEJ+mIAgC01efJK24hiMLBl8RnQCQKWS8evhVjuUe48HAB3m1x6uts2jZ9x5cOgRz/gY9Qyr//BMkEgyDg9H38LhS+uWW56JSUfrtd1jPfgixsS6MsTXYGpPLi7+e48DLA/G2a/g+WRNTRPmvSZgOcMFyjDdKhRw0AkKxkvI/01AV1uIwrytS244ZRqdDm//9f7uSWDQ+mDkNbBr9m2d/Ocve+EL2vjSgRUpOzPr2FJdKaji8YHCrKYj+F41GYOqqE6QWV7Nv/kBsb3OTsjn8EPcDS6OWMt57PB/0+wCxqO09bJlxpexeHQtAj17GOCTuwGryZAxDQ2772ZxwPI/In5Jw9DJn4ktd7xgP4ht/XGD7+Xxi3hneqvmvHYEb1Tlsc+NQJBJtAAYBtkAh8C6wFdgEuANZwBRBEMouf/4t4FFABbwoCMLOy+3duVrKYifwfGNKWeiMw7sDpVrDhZwKTqSVcjytlOjMcuQNiGwEOZmz5IFOdHazvKa9qKqeH05ksO5YBvVKNZPDXXlhmD8ud2Bx9P9SWVnJ6tWriYiIwNfXF1tb2+sMN3lGJSVr43B+pxciqZiyTUnUntU67EV6Yow622Ha2/mK8dhSKNUaZn57ioS8KvbOH4ijRcuXP8isk1Or1hBkakS+XEHX4/E46usx0tacOS62BJle+zdefyKDd7bFMaaTIyumd73lw+BsVjlvb4klPr+K/n62vDch5IaL5obYFJXNG39cJNDRjHlD/EgvqWH5/mQe6+fFwCB7pp5Nw7qskJ+dcwmqPg1p+6GuHI3XQBZZfMj6k1mMDHFg2bSu1xh2TeH0pTKmrjrBG6MDefJyeQyFWsG07dPIqMzgjYg3Wl585h9K0+CrXtqaZ/d/c1td1UZHk/nQbIx79sTtm68RG3bMchp3Mt8dvcTi7fGce2f4lXp2/0bQCBQuP4vIUEJdbw2eXboRvWMbJ//YSJcRYwjrPYKqdeno2Rph91QYort8sXWnotYInLpUSoSXzS0NtILKeoZ+epAeXtasm9PjhkaEXKXmywOpuFoZM7VHw965uLxKxq44yvzh/lpPZBuSWiRjzPKjjAp1ZMWMrm069j+sOr+KledW8ninx3mh2wttOrayqIiMd5cQp9+TIe9MxNym5dc/KWcK2bcungkvdMEloPECRe2FIAj0+ziSUBdzVj10nc1019FhjMP2Rmcc3p3UK9XkVtRRUauksk5BRa0SqUTM6FDHBsP3/qGkWs5XkWn8dDITgOEhDlga6WGoJ8FIT4KRvgRbU31sTQ2wMzPA3swQB3ODNstRaAyCIJCbm0tcXBwjRoxAJBKhVCrR02vY+6cqraPoq3OIjfSwf6YzYmM9BLUGRCKUBTXUnMynNqYIA28LbB8JRRAEZAeykVjoI7UzxsCjefXOBEHg7a2x/Hwqi8+ndeb+rq0vGFSjUrOjpJLdJZUcKJVRr9EwycGKhT7OOBhc/X6+PZLOBzsSGB7swCN9PenuYX2NF7FeqeZoSgl/Xchj27k8HM0NWTgumDGdHG95LQiCQG5FHUUyOd3ctQ/HEZ8fIrnwag5dZ1cLxnR25v3CYtTW+rzmaM9LwZe9vBo1xG8FqSFCwBjWHctg8Y54urhZ8v0jPbEwal7I58NrTxOVUcaOef2vhFdvSNyAr6UvPRx7NKvPm1KaBnFb4MKvUJUHz0eD2e2LQVRu20be629g0r8fritXIm6kB1tH41i6O4mvD6WR8sHoG3qr1bVKDqz5iosn9vPoslXUV8s4tXUTqVGnMLW0YtZTn1C+MRnL+30xjbg364bdbfyzafDNrG4N1j7Mr6zj6Z/Oci67AoCHennwzvjga57HkYlFzNsQg4GemL9f6I+9Wdtv7izbl8yyfSmsm9ODwYG3zpdvaQRB4P2T77M5eTP/6/8/xnmPa5Nxsw5eRPbGc0hqK7F78UWs5zzcauuaqpI6zO+QqIH04mqGfHqID+4LZVav1qm32ZG4kXF45wQB69BxEwz1JPg0wXvzD7amBrwzPpjH+nuxYl8Kx9JKqFeqqVOoqVOqaUjpurOrBU8P8mFEsGOzQ/tagpqaGi5cuEBMTAxFRUUYGhnRo0cPrK2tb2gYaupUlHwfh6ABmzkhV8JH/9nN13c2Rf8BPyxGe6Gp1QpRCHUqqvZqjWd9Lwvsnwxr0jxlsnjk8kJ2xcv4+ZSEpwf5MCZYH0HQIGrlMBoTqYSpjtZMdbSmXKliRWYhvxaU8Y6PM6B9MItEIh7v741GEPhkdxJ74wsxNZDSx8eGru5WnM0q50hKMfVKDaYGUp4Y4M28oX6YGtz89ikIAn9dyOeD7fEUyeQ4mBtw6s1hAEzv4U5qUTV/xORgaaSPn4MZ72UXoHE04kNvFx7z/NciRSzRetnQKnE9anKMTsOMWRCjpFquarZx+NEDnRiz/AjzNsaw+ak+6EvFzAic0ay+bkhuNNgFgr4JpO6HA4vBMUzrMWwBwxDAYuJENAoFBQvfIXfeC7isWK4zEFuQsloFVsZ6Dd7rlEW1SCwMiD22lwvH99JnykwsHZ0AJya+8jZlebmU5eVg0sUBsb4Uw4BbC1vouDN4uLcHv0fnsHBbHIVVckaFOuJgrjXujqeW8PyGGOqValY+2JWLOZWsOpxOekk1Xz0YjrmRlDVH0vnfzkSCHM1Z83D3djEMAZ4e5MP2C/m8vTWWPS8NuBLq31aIRCLe7Pkm5fXl2Bm1TV6uWq1hz6/ZWLg9wIQlEzDwvnkY8e3yj2GYfq4YC3sjbJw7bhrP4eRiAAb639s50jrPoQ4dN0AQBOQqDSXVckqqFRTL5GSW1vDTyUwySmvxtjPhqQE+jPezxagNw1FLq+WcOJ9M1L4tIGiQScyJk1uTqbEmzMOOwYH2DA6wx9/B9JqdQEGtoWRdHPJLldg+Goqhj+VNRrkWQaVBXSlHUAvo2Tc+t6uoaDcXY58BIKPKjTOyT/lqZjfOnBmLXFGElVVvrK36YGM7GEODtpEUr1VrMJaItbl359PpZGbEU2722OpLqZarOJ5aQmRSMYeSisirrMfZwpBhwQ4MC3Igwtu6UcI1JdVyFm6NZWdsAZ3dLJkc7kqIszld3Syv+ZvE5lby8NrTlNYomDjIi56d7JnpcpMkeLUK1gyGonhUY5Yh7f4QGo1AZZ3ylmqSDbErtoCnfopmbn8v3hrbNNXYG6JSQMKfqE58jTQvijXmz1MZ8hBze1pjIdWA2a3LljSH8o0bKfpkKR4//4RhYGCrjHEv8vRP0aQWVbN3/sDr3itcfhalSMHmU0twD+3M/a+9e8t8UXW1ApFUrFMwvQuIy6vkpV/PkVxYjUgE4e5WBDqZ8cupLLztTPlmVviVfP7forJ5c8tFXK2MCXWx4K/zeYzt5MQnU8Iw1m/fayE6s4zJ35xgTh9P3h0f0q5zAVBqlK2qYJp6PJPd69PobRVHt/8932rj/BulXM1P75xA31DKlNe7o2/UMf//P/b9GdKKqzn46uD2nkqboAsrvYzOONRxu6g1An9fzOfrg2lU5MtYjykxZmJyO1kT6mtDd0+rBnNzmkteRR2/nsnmQk4FCfkyCqrqEaOhqzSXKiNn3F2cCHIyRy0IHEwqJiG/CgAXSyMmhbsyNcwJZytjRGIR5b+nYOBjgXG4AznldVgY67VIncmGUKtrOXFyBGpMWXL8PuzMrVn1yCQM9cQUFv5FWdkRysqPI5cXIBbr4+v7Jm6uD7XKXBqiVq1hfmIW24oqMJKImeNsy9Pudtjpa78PQRBIyK/C1ECKexNFF2JzK5m66gTPD/Fjbn+vK3mMCo2G5Jp6YqvriKuuI7a6Dn1BxCvW1vTwbKRXpb4KfnsY0g7AqI95v3gABxIL+Xlur2blzL699SI/ncxi3SM9GBxwG2FVGjXsW4Ty3Eb0aovIEJxYpxpBlOUo4koFLIz0eGqgD3P6eGKkL6Gwqp7IxCIOJBYhV2lYOC74toWhVKWlSG20cur/eIV13B7TVp1AADY92fuadnWlnPz/nSZRfoZLylhmLVmOkenN1Yo1CjWFS6PQ9zTHekag7u9zl5BaJGPnxQJ2XMwnsUDG2E5OfDw57LroijMZZTz5YzRlNQrmD/fn+SG+HeYaWLg1lp9OZfLt7O4MDWqdDazG8EPcD+y6tIvFfRcjIKARNJjomeBq1nJpGH9+cpLi1BJmPO+FcWjbGcN5KeVs/fwcXp1tGTU3tMPVQFSoNHR5fw+Turmy+L5Q5HI5EokEqbRjGrItgc44vIzOONTRUgiCwPG4QmQHsgnKq6cOge+R86dYxcTuLjw5wOe2SmUkF8r45lAaf57LQyMI+DuYEexkTrCzOUFO2pd1A96i/Mo6Yo5lI40uxqJGhRMifnfUw2ewB+XVck5nlnPmUhlFMjlmBlKeHuzDo329bqvWX0OkpX1KRuZXrIl7lcxqP7Y+2/dK2NE/CIJATW0qmZmrcHSYgI3NANRqOWKxFJGoZedzI5Jr6lmWWcjWwnKMJWI2dfahm4X277bozzjWn8hgZIgjj/XzItzD6oaLmYySGvYnFvFYP22ITkWtAmNDKX8XV3KfgzbXcNaFdPaVao13I7GYEFNDIixNWXg5zLXRqOSw+VFI3E5O+AJGR3fHwkiPbc/2bXJpkHqlmvu+PEaxTM7OF/pjb36T8C5FDVTmgKIaFLWgrNX+HDqJ1CIZfDeSzFp9NjIC67DRzOztRZirJbG5lSzdk8TBpOLLubsGxOVpvwdnC0NqlWrkSg3vjg++peprYyhb/yO10dG4LP0E0Q1CrHU0jhGfH8Lb1pRvHgq/pr3mTAHlv6dQ2asWm07eOPo0Tkyk6mA2VbsyMB/ugfnQtildoKPtkNUrMbvJhmNhVT15FXV0de9Y4iSyeiXTV58kIb+Kt8YG82jfG9ejbU0OZh9k3oF5CP8q3T3UfSjLBi9rkf6ry+tZ/+Zxuo3yoNdEnxbpsymc25fFsc2phI9un/Fvxom0UmasOcma2d3xFVWz+bffmCbtj4mHNZcMipGbCviGBeDg3DZRTm2Bzji8jM441NEaKItrKfsrDWVyBWWGYqYpq5BrNIzu5MTTA30aXcBcrRE4klLMTycz2ZdQhJGehOk93Xi8v3ejvEKCSkPFX2nUnCpAbK6P2tmEOIWCdUUVnKquA8DJwpAentaEe1hxJKWYfQlFOFkY8vKIAO7v6tJiUuJF5Sks3/EDW5P7semp3oQ4N+47SE39P0rLDuHh8RT2dqMRt1H9p5Saer7KLuIjP1eMLnv6Ciq1qra/nMqisk5JZ1cLZvf2ZFL41V3cGrmKLyNT+fbIJfSlYg68MhB7M0Muymp5ISGL+Jp6Uvt3wlQqIbK0ikqVmlAzI7yMDJDczuJDrYQtT4F9IOe95jJ11Qm6ulvy42MRNxVhavDcC2WMX3mULm6WrHyw241l3X+YoC1B8S8EqRHvBv7FT9FFmOmLeWKQH7MiPK6r9whaldQvDqQgV2oYFGjHkEB7AhzMKJLJmb/pHMdSSxkV4siSSZ1uy/tetn49hR/9D6uZM3Fc+Haz+2kKglqNIjMTeXIKyry8Ky+7F1/A0N8fTW0tSKV3XD5k9w/2MjzYkf890Oma9tKf4lFkyXB8o2eTFtGCIFC+KZnamCKsHwzU1T/U0WGoVah46ddz7I4rZEZPN96bENro8kYtycXii+RU5yAWiZGIJNgb2xNm17Rc/xv2vT2ewzsKeGhx73YRiREEgYM/JxF/NI9JC8Jx9G7cuqAt+L9diaw+nM4PE23Zv3sXlpgw2XMYonw5e6qjuCTRKrq7u7vTu3dvAgICEDey7FJHRWccXkZnHOpoTeqSylDm11AfbsfaoxnkHsthv0qOq4Mpo0IcGRnqSLCT+XWLqeRCGb9H57AlJpcimRxrE30e7u3J7N4eTcolEwSB0h8TkNoYYj7cA/HlUgdqjUBMVjkO5oa4WhldM/7J9FL+93cC53MqCXE255PJnQl2bp4i6T/UK9U8vPY0Z7PKWTunB/39Gr8ALCraRVr6UmprL2Fo6Iq726M4O09BImm7OnbVKjVPxmWywNuRzmbG1CpU/B6dww8nMglzseCzaV0QBIHnNsQQnVFOQVU9D3R14fXRgViZGrA8s5BlmQVY60n5JMCNETbX/81bBI0GLj+cdh07zVN/FfFIX69m5c38FpXNa79fwFBPwqN9vZjb3/uKgafRCMTnV3E6Pg3r7N2UYolMrUeFyoAD+XrkqcyZ1cuD54f4NtlzefVUBNYcSWfpniRsTQ34/pGeBDjePEzxZhQu+Ziy77/H6cMPsZz0QLP7aQhBpUKekkLd+QsYde2KYYA/1UeOkj137pXPiE1N0XN2xnHRuxh360bZ+vUUr/gC08GDcXjzDaRWHctz0hAajYDf2zt5eqAPr4wMuNIuqDXkvneCGstqXB/tiYll085FUGkoXnMRRW419k93vqZkjqDWoCquQ2pnpCt7oaPN0WgEPt2bxJeRafTytubrmeHNyufuqOQvXEjh/lOERf6F2KBp92qFSkNZjeK2S1Cp1RoyLpTg07Xt1WFvxvgVh+lWnYJIkY2Pjw+THpiEsYl23aGuklOckEeaPJfT0WeorKzE38ydyVOnoO/W/OdUe6MzDi+jMw51tBXKoloKP4tGKRURYwj/3959h0dVpQ8c/54p6b1BCiSE3gIklFCkq2BDBF1QsIMFy+rK/lZdd21r37WLAvaC2KWIqAhKCb2XAIFAgPTeM5mZ8/tjRqRDSJkkvJ/n4UlyZ+4972XuM3PfOee856vSMtZipWWgJ6G+7pRX2SitslJmsTqW3jAohnYMY3xCJMM6hZ1T4RO7xUbFtlzKN2UTOLYdpmBPtF3XeCy/3a5ZsC2DJ+fvpKjCwv0j2nPnkLbntQBsZtZP/LzhXZ5bNY5nxg9kTM/IGh9Dazu5uUs4mDaLoqINhIePp0vn52t8nPO1q7SCG7buJ8diZXzLQKZGhR5dH9FiteNmMlBYbmHCzNX4epj4x+hOJEQHYdeaMRtTWFdcxvgWgTzVPpJAcwP0fBamwduDWBJxF+79pzCo/RmK2pxBSnYpr/yyhwVbM/DzMDEpMZq8wmJi9rzLy+WjsWDG39OMt5sRL3cT3m6OKsH3jWhfqyHUx9p2uIjbP1qHza75fGoi7cLO74NXW62kTZlCxfoNRH/yMZ49etQ6tsJvvqXo22+p2L4dXeHoiQ/7+98JvvUWbEVFlPy6FI+OHTC3aoXR9/i4KzZvpuDLL6nYsJHY+fOaxHDXovJqejz5E49d0eXocGlwfAm149vFrPrmM8Y9/x+CI0+9ht2Z2EotFP90EP/L2qDcjVSnl1G+MYvyLTnYS6vx6BhI8M21X4hbiPPxzcbD/OPrbfSLDeKjW//sHS/48kvc27XDs2fPJndtWktKSRkyBL9Ro4h45j813v/BLzbzzcYj9GwVwDXxkVwRF3HKqS01kXu4BGVQLq9gmllUyawXP8VmOkRC6+5cdtPVGI2nvgez2Wxs+nol7CimZZU/vqNj8L0oskn2Ikpy6CTJoWhIlsMllK5Kp2JnHrrShtVs4INIM/vMGm83E17uRrzdTMSGenNlj4jTD+c7hrZrLGnFlG/MpnxLDrrKhinYA//LY/HsElyreAvKLDz2/XYWbM2gR5Q//72uR41uzq3WChYvG05umZHqwPe5fXDtFzUuKtqIyeSPt3dbSkt3k5Y2m9atb8fHp+PZd66F/Gorz+/P4IvMfCrsmsGBPnzQPRavUyTMhdVW/E1GlFLMOpRDlIeZ0aHnXg221uw2mDMR9i2Bm+ZD9ADKqqznXZZ9Z3ox//t5D7/uymCmx+sMZy0rEmfTaeAVDVJyfl9OKRNmrgbg86mJ57VMDYC1oIADf5lA8K23EjjhL7WKyVZSwr5LLsUYHIR3/wF4xsXh2bMH5qioGg+rbCo3lam5ZQx7adkp1yX97sWnyDl4gNtfn13r8yn8IZXS3w+DUeHZJRhzhDemYM9zGnJqK66iZPkRqvYW4NbGH6/uobjF+DW6Yhei6flgZSqPz9/JjBviGd09HLvFQsqQodgKCnBr25aAa67B/+oxR4tgNXYL//0D1g2rufjJsXjF9/9jkLcAACAASURBVKrRvpvSChj71iqGdAglq7iS5MwSTAbFsE5h3D+i/TlPnTmW3a6Z88QarNU2xj4Y79K1EOcsSKbvinQORVsYMvWScxq1YK+ykvdFMgv3/EZAm1DG3HJtk3lv/4Mkh06SHApX0FY7lSmFVGzLJeCqWAzuJqrSijEFemD0Pfs3b7ZSC7aSatzCvbFbbKQ/uRqlwLN7CN59WjpuhurwTWnB1nQe+247ZRYb949oz9TBsZidyz9UVh7G0/PkngKbrZKFv9+Bt17BjqpnuW/0dXUWzx8yM+exK/kR7PYKwsIuo1PHJzGb63d4Xn61lY+P5LGrrIK3u8YA8My+dPxMRhIDfNhcUs4LqRm83jmaS0NcOH+iohBmDYeqYr7p8ykvJZXy2sRe9D7XKqgn0pqK+X/Hc+NMuPQZ6D+tbuM9i71ZJUyYuRqTUTF3av/z7pm0V1Zi8KibhNaam4vy8MToUze9pI3dhoMFjJuxig9u6cPQYyrZFizezw9fvkKLxE6MvP3uWrdTlVZMdXoZXnEhR9de/UPZukwwKLwTTq4gWbErj7xPdoHWuLX2w3LYsaRC+GOJR4fUC3G+rDY7V7y+guKKan752xC83EzYSsso+XERhV9/Q8WmTWAyEf7kkwRcM9bV4Z5RebGFD6b/RnTpJi77ZHqNv9C6ZsYqDhdUsPShofi4m9iVUcy3m47w5fpDFFZUM7ZXJNMv7Ui4f80SvOyDxXz/ymYMBsUlt3elVWfXrIX63lPLGV4GrR5LxOh97qM67NU25r82l00lexjQpz+XXH5pPUZZ9yQ5dJLkUDQG2q7J/O967KXV+I1ojc+ACNQpJr5XZ5VRsuww5VuyMUf40OIex7d9VfsLMUf41OtaYdkllfz7+x0s2p5Jp5a+PHtNd0KNi9i792nat3uUyMjrj37AWCy5JK2/DUvFDjYXTeZvV//rlItm14Xq6kIOHfqQAwdnYDYH0qXzcwQHn7wGW33RWjNy/W52lFYe3TY00JenO0TSzss1CzkflbMbZo2gwj+WEfn/IL1Mc1H7EP46sj0J0cd/6Fbb7BRXVFNltWOx2gnycftzWROrBRY+CJs+hn53wejnXHAysDuzhImzVuNuMjB3an9aB5//vNPS33+ndMUKWjz8cI2/SCnftAnPHj3OuoZfc/PzziymfLSeefcMJC7K0RP+xxIWW/KX0umOS2mb0K/e2tdaO9Zm3VOAMdA5qkKDV0IL/C+Oxl5eTfEvafgMjMAU7Im9ykZ1RinuMY2nyIVo2tYdyOfat5OYNqwt0y89fv3Uqn37KPr2W/yvuQb32FjKVq2iaOFCgm+7vd4Xlq+p9V9uY82SHC7rkUGbu26o0b7fbz7C/Z9v5oXxcVzX+/gvhosrq3lr6T7eW5mKQcGUi2K5a2jbGq1dWZhVzqJ3tlGQUUbi1W3pdUnrBu2B25NeTOVrm7C29Cb+ryflSWdlq7Ky4Jt5bNq9lREjRnDRRRfVQ5T143TJofHxxx93QTiuM3PmzMenTp3q6jDEBU4phUeHQKzZ5ZStzqA0KQPLgWIMvm6YgjywpJdS8F0KRfP2Y82rwCcxHL9hrTD6OW6QTIEep0wm65K3u4kr4iLoEu7Hou2ZvLcyFaOpBV1Cszhy5ENKSncQFDgAo9GL/NICtu75kHmpN/LIuIfwrMdv7Y1GDwIDEwkJGU5e/m8oZSI4aFC9tXcipRQ3RYZwU2QwCX7eTIoI5sGYFgS7NYI5ZN4hENoRc0Uu10++gwAfLxZtz+SDVQcprrAypGMoe7NKuPqtlTy7KJm3f9vPuytS+WDVAdqG+vxZiKgwDRY/AgPuhZGPg4uGyoT4uHNR+1Dmrj/Ed5uPMKJzCwLPs4pp0fwF5M+aja6qxHvAgHPer2LHDg5OvB5lMuHVu+Y3Dk3ZhgMF/Lwri7uHtsPf03F9V2zLpXJXPjvKVjHo5psx1uMaYEopvOJCUWYDBrMRU4AHpiAP3Fv5Yg73RpmNeHQMOtrbqEwGTAEu/oJGNCuRAZ4czCvn87WHuKJHxHHvP6agILwHDDhaXKps5SryP/yQwk8/RdvtjnmJp5m31tB+/+YgfgFGEqdcVKNCNBUWG1M/Wk/rYC9ujiihIOMIQZF/DjF3NxkZ1D6Eq3tGkllcxcerD7L1cBFX9og458rnHj5mOvZrSWF2BeUlFtrGhzVocvjJ0n2UpxXiE5xBYLtw3Dxr1vtpMBno0LUj+fn5rF69Go9KI1Htousp2rr1xBNPZDz++OMzT9wuPYdCuFjlngLKt+ZgSSvGf3QbPDsHU7Ypm8Lv9+EzMAKfARE1GuZQH0oqq3lx8W4+Xn2Q1kEePHdpMhV5b2A0etCv72Ie+OoQS3al8/kdg4hvwPWrbLYqlAKDwZ3MrPkUFW0kNGQkAQF9MRgaQbLmamlrqCzN56Oc9nQK92dwh1Dyyyw8Pm8HrYO8CPFxw8NsxM1kICE6kGhjPvhHOZLB0hzwaRzLDOxML2bSu2swGRSfTUmkXVjN5yBqrcl66ikKPptD2PSHCL7ttrPvU11N6rXXYc3Lpe2CBRj9L6weqbd/28dzi5LZ+eSlR3sC8j7eieVQCSEP9cLcxJblEOJ8ZBdXMvy/v5EQHcgHt/Q5Y+Jizckh67nnKV64ELeYGFo+8QTe/fo2YLQnK8gs47PH1zDouvb0GF6z4lGvLdnLKz/t4unw/WQk/cJl9/yNzhcN48juXfz6/tvExPUipmcCER06YzSZmLsujf/7ehs39GvN01d3q/HwVbtVYzQ33AgNu11z0QtLSSzfTsTun7jppTcJaXV+iZ3VUs0XL35Ip+oIut89FHNYw1VYP1+n6zlsmAXEhBCn5dEhEI8OxydUXnGheHYOqtdhozXh62HmyTHduCIuggfmbmbS5234x8hX6O7+CovWvsui7XE8PLpLgyaGAEbjn9+AlpcfID19LocPf4TJ5Etw0BBCQy+hRYvLGzSmRiXpDTx2zWNqZG+I+AfkRBNkNPPaxF5QWQQLHwJrJdgssL0KDq+D4Y9B4p2NJjEE6BLhx+dTE7l+1homzEzi09sTa7zMhVKKFo8+iq2wkOwXX8IYEEDAuHFn3Cdv9myqkpOJeuP1Cy4xBEeBKneTAU+zo/dD2xxzp73iQiUxFBeMMD8P/jqyPU8v3MVPO7O4tOvpF0E3hYYS+d+X8B87lswnnqBy506XJ4fW5O20t22ndXjNFp3PLKrk4583cVvBL2QcSCfhirF06O8YMqltNtw8PFm/4FvWfv8Vbp5eRMf15Ipb72L/kFje+W0/saE+x1U5PhulFEZzw45S2bg3F0NhFTEVyQS1bX/eiSGAyc3MdXdNIvutzeS+vx3fWzviE9o0Pzek51AIUSNFFdX887vtzN+STs9W/uxKL2JAu1DevalPvc0zPFc2WwX5+SvIyV1Cbu4SPD1b0af3NwDk5i7F3z8Bs7l2azg2KVYLbPkMfn8Jig45tiXcDFe+6qhw+mZfMJjA6AYmD/CLgFHPOn42QvtySrl+1mosVjuf3N6PrhE1/+DVFguH7robc2Qk4U8+cdrnFS/+iSMPPYTvyBFEvfxybcJusqZ/uYUVKbkkPTwCgOrcCtJfX0uydT1DHrkDD2/Xlp8XoqFU2+xc/tpy8kotvDqh1zktF2SvrESZTCiTiZJlyzB4eOCdmNgA0R4v4/HHKfp+Hh1WrsDgdW69WftySnnho8VEr/8MH3cjo6c9QPs+/U96XlV5OWnbN5O6aT1Hkncy+YXXMRhN3PXpBn7amcXsG3szovPJxaQaizkz1nPRwQrMt7RFuVcSFhNb62NaDpewdOYCtpgOMOWuOwgMdU2RnXMhBWmcJDkUova01ny3+QiPfbcDH3cTP9x/Ua3XO6prWtuwWHJxd2+BzVbO78sTMBi8iIm5k6jIG4/rdWz2rBbYNc+REIbHQVhnV0d03g7klnH9rNWUV9uYMyWRzuE1T/btVVUoNzeUUlRs34E5MuKkRemrUlLIfvkVIp75zwXZawhw2wfryCiq5If7/yyw8N0LT5GTdpDbX5/V5Mq2C1EbKdkl3PHxBvbnlnH30LY8MLLDOa0FrLXm4A2TqNi4kcBJkwj724MYajiv7XwVZZaw/ab7aN0liFYv//esca5NzWfW8lSWJGfhrS1MNWzgxvvvIaDF6XtLT1ReVMj8V1/kK/c+7Cjz4Ks7B/w5n70RsVjtrHpsOT4eJnr/e2CdHjstaQ+f/PgFfn6+3Hb3VDwb6PU+m+zsbA4cOEBaWhodO3YkLi5OkkOQ5FCIupRTUgVAqG/jTrS01pSUbGP//pfJy/8dd/dwYtv8lfDwsSjVOAoGiHOXllfOX2YmUWW18/nURDq0qNkQ0z9om419l12GvbCIsL9Px3vgQIrmzSd4yu2S+ABj31qJt5uJT253VCStrrIwY8r1dBk8vE6WsBCiqSm3WHl83g6+WH+YhOhAXp3Qk6jAs/fG2SsqyH75ZQo++hi3tm1p/f57mMPCzrpfbS1/8ze2bq1m/BWaFldefNLjFqudzYcKWbE3hyXJ2exILybQy8zkxGgm9485r8/27AP7+fqZf2G1WlkUfjkFPhF8P20gYX6Nq1jU7yvTiJ1/kJ2mXXSemEirrnF1evy9G3YyZ+FXREdHM2nSJIwuKk6Um5tLSIijp/u7775j8+bN+Pr6MmjQIBITEyU5BEkOhbjQ5RcksW/fixQXb6N/4s94ecW4OiRxHlJzy/jLO0nYNcy9I5G2oec3xLFq714yHn+Cig0bwGxGmc3Efvctbq1b13HETc/QF5fSPSqA1yf2wppbQcYbG1iWOocB991E2wTXzqMSwpW+33yER7/djlJw26A23DKgDf5eZy+CVrZqFYfuuRdzeDgxn8/B6Ht+X2ydC601H92zEHP+ESZ8cPNxVUoP5ZfzxPwdrNqXR7nFhkFBXFQA4xOiGBcfVeuK44WZGXz9zL8ozs/jx7BLcI/txtyp/eu1knlNff1SEgk5FuanvcHl0/9ObHyfOm9j8+bNfPfdd/SI7sLYW+p+7efTsdvt7N27l6SkJA4cOMDUqVOJiIggPz8fpRQBAQEopaQgjRBCAAQF9icw4WtKSrYdTQz37H0aX5+utGhxJQaDvC02BW1CvPlsSj8mzFzN9bNWM3dqf2JCar44vXv79kR//BFF33xDyc+/EDb9IUkMnfLLLAQ7h4tX7MhDVWoqdAmt6/gbdiGamjE9I+kRFcDTC3fyyi97mb08lUmJ0dw2qM0Ze9u8Bwyg1dszKFu+HINP/c7ZzT1cSqnNi4TOPsclhlprHv5mG5vSChgXH8Wg9iEkxgYfXa6mLgS0DGfiUy/yzXOPM+rQT3yivHhgridv3RDv8toEAEUVFmJyLaTrLEy+7sT0iK+Xdnr27MmR3/fgsU9TubcAj/b1X7QvJSWFxYsXk5OTg5+fHyNHjiTQOW0iKOjc5j9Kz6EQ4oJms1WwfsN1lJbuxMurLV27/Bc/v+6uDkuco92ZJUyYmYSn2cgXd/Y/pyFe4uzKLVa6/GsxD4zswP0j25M9YwsVhUWkRe/noutvdnV4QjQauzKKeXNpCgu3ZeBmNHBVjwgm9G1NfOuAsw5Ptxw6hDEgoF56EJO+3cemn9O45YWBePr8WRNgwdZ07vlsE09c1ZWbBsTUebvHKi3IZ8m7b5HVdTTP/JbJXUPb8n+jOtVrm2eitWbB1gxeWJxMRU4BUzK/p9OlQxky6dZ6a9NeZSVnxhashVUETumKV2T9zWGvrKzk5ZdfxsvLi2HDhtG1a9czDmc9Xc9hwy0mIoQQjZDR6EnfPt/Tvftb2GxlrN9wLQfTZqO13dWhiXPQsaUvn9zej5IqK5PfXXt0HqyonVd+2QvAgHbB2EosWNKKCewbI4mhECfoHO7HG9fHs+TBIVwTH8XCbRmMm7GKUa8s570VqaTllWO1nfx5Yq+q4uBNN3HojjuxV1TUeVxHth4hqp3fcYlhaZWVpxbspGuEH5MS63+hdp/AIMY89E+mjIpnYp8oZixN4Yv1h+q93VNZdyCfCW+sZPucnfibTfxft0pKLfl0HTy8Xts1uJsIvqkrhw15vD77LTIOptfp8e12O0lJSdjtdjw8PLjxxhuZNm0acXFx5z3PUZJDIcQFTykDYaGX0q/vQkJChnHgwAws1fmuDkuco64R/nxwSx8yiyqZ/O4aCsstrg6pSduUVsDs5fu5vl9r+sQEUbEzDzQQ3bgLTwnhSrGhPjx7TXfWPjqSZ6/pjofZwJMLdjL4xaV0fOxHBr+wlMnvruHxeTv4YVsG+dXQ4u9/p2LTJtIffoS6HMlnt1jotmA63XPmH7f9tSV7ySqu4skx3TA24PBOq6WKhN1fc415Lw9/s42vNxxusLYB/vfTbu59ezX3ZdiYpNz54rJuxHVoTZfBwwlpHVPv7ZsCPYgdFw92zZzPPuXgwYN1duykpCQWL15MWloaAJGRkZhMtZseI8NKhRDiGFprKiuP4OkZ5epQRA2t2JvLrR+so0uEH5/c3g8fd5k/WlNVVhtXvLaC0iorPz0wGF8PM5bDJax743MOGpO5/j9nLocvhPhTcmYxWw8VcTC/jLT8CtLyytibXUq5xQZAuzAfbj28kl4/fEzIvfcQOm1anbRbvORXjkybRquZ7+AzeDAAe7JKuOzV5YyLj+L58Q07b1hrzYKXn2Pv2iR2x1/P4nxfHrmsE1MHt633tn/ZmcV/P9rIqyZfvE0Ggm/ojHu7sw/5rQ8HN+7lm98WUFRURFznblxy2Sh8fM9/7ml6ejqzZ8+mY8eOXHfddTU+JylII4QQ50ApJYlhEzWofQivX9+Luz/dyNSP1vPezX3wMDd8dTxLpZXKsmr8gh1rW5UXW/D0NTeJ5THe/DWFvdmlvH9LH3w9HAUqKj0qWZ36PYMm3uTi6IRoWjq19KNTy+PX+Ku22dl+pIjV+/NZk5rHk/k9uTd6F8NffwNjpy4EjRh2Xm1VllZzYHsuqZuyObTFQtvYkXTq71i4XmvNY99tx9vdxN9Hdaz1edWUUopL77qf3EMH6bF3Ph79buWZH5LJKani4dGd661IzeGCcp7+YgtvGnzw8XUj9NZu7Nr6O0cW72DUtAcb/D05Or4907pN47ely0hKSiL0kBv9JgzDLarmc04tFgtff/01Pj4+XHnllXV6LpIcCiGEaDYu7dqSl66N44G5W3jwi828PjG+3odPHdiay6Fd+eQeLiU/vYzKsmr8Qz2Z9JTjxuyHGVspK6witlcobePDCI/1RzWCin0n2pFexFvL9nFNfCTDOjrWYLOkl3JwxToA2vft78rwhGgWzEYDvVoH0qt1IHcNbUtGUQXPzwsm68uPWZlUwfQWmVzatcXRm32tNaUFVVSVV1NVbnX+q8Y/zIuIdgFYKq3Mf30zWaklaLvGvbqYsOzNtOkXjTI7vuCZtyWdNan5/GdsN4J9XDM83M3Ti6seepQ5jz1Ez51fEdD/VmYtTyWv1MKTV3er85EeFqudaZ9twtcGfoEeBN/QiRULP2HjonnE9IjHaqnC7N7way+6ubkx8pKL6eLTBpbmUrgwleyBBgIDA4mMjDzn4yxevJi8vDxuuukmvLzqthCbJIdCCCGalbG9osgrtfD0wl2E+e7k31d2qZNvVStLqzm0K5/M1CLyjpQy5v5eKIMidWsue9ZlERLpTWx8KP4hnviFOHoNtdZ0HxpFyoZsdvyeztZfDxMc6c3IW7oSElW/pexrotpm5+9fbSXAy41/XdHl6PaSpYfw3m4mKLIVQRHSoy5EXQv39+SVyf1IGtCONfN28OD7KxlXsY/e7cLo3cofb7OBOYt9sOvj38Oiq5OpyFhIdV4BVd2mEX9lIm16hmJaPh+3qCH4DBoEQGW1jecWJdMt0o8JfVy7TE9wZCuuevBRFr/9Cvf0CyU0OICXftrDTzuzGJ8QxeT+0ee9Zu2Jnl20iy2HCplxQzyhsb4sePUFDmzZSPxlYxgy6VYMLlqUHhw9qZED22NPaIO1zMLcz94lLy+P3r17M3z48HNK9nr16kVISAht2rSp+/gay5xDpVRHYO4xm2KBfwEBwBQgx7n9Ea31D859HgZuA2zAfVrrxWdrR+YcCiHEheHpBTuZvSKVf4zuxJ1Daje3parCyudPrqG0oAqT2UBotC+j7+iOp68blkorZjfjWXsDLZVW9m/OIembffQbE0uXgRG1iqkuvbg4mTeX7uPtSfGM6hYOgK62k/5UEil5GzEM8uMiGVYqRL2qttrYPG4CPru3H7c9PWoQ0S/8Bw8vE8WfvIdtywa8/d1xCw7AFByEKTSU4KlTUadIeN7+bR/PLUrmsyn9GNA2pKFO5Yys1dWYnL2am9IK+CjpIAu2plNt01zUPoRpw9qRGBt8yn0ziyr5aWcmFqsdu9bY7GDXGneTAS83E55uBrKKq1i7KIXrwgO59J7efPP846Rt38KI2+4ibsSohjzVc1JZWcnSpUtZu3Ytnp6eDB06lF69emE2n7z2ZFpaGhEREbUuOgOnn3PYaJLDYymljMARoB9wC1CqtX7phOd0AeYAfYEI4Begg9badqZjS3IohBAXBrtdc//czczfks7Lf+nB2F7n3/O19JNkdq1M5/JpPYjqHIjReP7FvqsqrLh5GFFKcWBrLkER3kd7GuuD1prqShtunqe+mfhtTw43vbeWCX1a8dy4PwtVVOzKI+/DnXiOjcS9vT8+Qae+WRNC1B1rQQG23FxS8yv5cWcWi5NzyKrUtOvShumXdqRPzLktZA5QUGZh8ItL6R0dyPu39K3HqGtO2+389un7ePr40m/sdeSUVPH52jQ+WXOQrOIqLu3agkcu60x0sDcAJZXVvPPbfmav2E9l9ZmXmmqDgdnKB+8oX1rcEUfmgb2U5ObQIXFQQ5zaecvMzOSHH34gLS2NKVOmHB1mqrUmJSWF5cuXk5aWxpgxY+jVq1et22tqBWlGAPu01gfPMBRoDPC51roKSFVKpeBIFJMaKEYhhBCNmMGgeOnaOHJLqpj+5VaCvN0Z0iG0xsfRWhPY0ouEy2KI7lb7BMndmaTZqu0s+2w31ZVWLp8WR0T7wFof+0SFWeUs+2w3SsFV9/c8aXhtRlEFD8zdTKeWvjx+VdfjHqvYkYdyNxKUEIMyycpXQjQEU2AgpsBAOgGd+nXnbquduevSeO3XFK59O4khHUJ56JKOdI86+2Lqby5NoazKyj9Gd67/wGtKKcoLC9iw4FsA+l59LfeOaM9tCa1Y99kO/rYnh4uTf+fmgTGE+3vw+q8p5JdZuKpHBPf1jSawpBp7RhlGDxNegyKpstopeW0TFDjWulVeZryvikCZDIS360h4u4YvxFNTLVu25JZbbiEjI4OICMfIkp9//pmUlBSysrLw8/Nj1KhRdO3a9SxHqp3GmhxOwNEr+Id7lFI3AuuBv2mtC4BIYPUxzzns3HYSpdRUYCpA69auHW8thBCi4bibjLxzYwJ/eWc1Uz9az6wbezO4hgmiUoqeI+v+s8NoNnDNQ/EseGML817bwqip3YjpXjfDvqzVNjb+eJANiw9iMhvpf3WsY63CY3JDq83OfXM2UVlt480b4o+r7Kq1xlZhIU9lYjiwt0ncWAnRHLmZDEzuH8P4hFZ8lHSAGb/t48o3VjCqa0sevKQDHVqcutLlofxyPko6yPiEKDq2rHk1zPqmlOKSO+9Ha82Kzz8ic99eRt39AKSV0fZwOd/5BTG3hZE3lu9Ha0iMDeKxhGjCtuRTNWsHFQAKPDoH42E24mE2YkiMwG6xoUwGLKFWPnjsHgZNmEyvUVe6+nTPmVLqaGJot9vJzc0F4KqrriIuLq5OhpOeNYbGNqxUKeUGpANdtdZZSqkWQC6Oj7WngHCt9a1KqTeBJK31J8793gV+0Fp/fabjy7BSIYS48OSXWZg0ew0pOaXMnJzAUGc1zrNZuyCVwJZetO/dot5iqyi1MP+1LeQdLmXELZ3p0KdlrY6Xn1HGgje2UJJXSfs+LRg4vh3e/idXKHz+x2RmLNvHqxN6MqZnJHaLjfINWZgjfHCP9iNl6Up+f+99Rv7fvbTu1qNWMQkh6kZJZTXvrkhl9vJUyixWxvSI4K8jOxAT4n3c8+7/fBM/bs9k2fShhPvX37D12tJas/GHefz2ybuExcRyw3/+h+VQKfmfJ2MrqqKqX0vyuwfRu00Qhd/vo2JrDj4DI3FvF4A53BuD28nzLKsrK/n00QcpKypk8nOv4hdS8xEjF4KmNKx0NLBRa50F8MdPAKXULGCB88/DQKtj9ovCkVQKIYQQxwnyduOzKf24YfYapn60gXcmJzCs05kTxIyUQtYtTKX74Mh6TQ49fdy4+oFeLHxrK9mpJWdNDm1WO0d2F1BebHH8K7JQmF1OZMdAel3cGp9Ad/xDPRl2QydadTn1/KRfk7OYsWwfE/u2ZkzPSKpSi8j9aCe6worPRZG4R/uxd8dqKsylRHXuVh+nLYQ4D74eZv46sgM39Y/h7d/38eGqA8zfmkHv6ECGdwpjeKcwqqx2vt+czt1D2zbqxBAcPWUJl48hLKYNlWWlKIMBt9a+tLg/noLvUiApk25tA1FK4X9JNP6jYzC4m7BZq8lJSyVrfwp+YS2IieuFtbqaBa88R1F2FnlHDjHukSclMTwPjTE5nMgxQ0qVUuFa6wznn2OBP0o4zQM+U0r9D0dBmvbA2oYMVAghRNMR4OXGp7f3Y/K7a7nj4w28dUM8I7ucOukrL7bw68fJ+AS6kzi2dpVOz4Wbp4mr7uuJwegY97lt2WGyDxQT2SmQiPYBjnXOyqpp0yMUZVD8/P5OKkurATC7G/EJ8qCVs1qqm4eJMX89fbGCjWkFTPt0E10j/Pj3lV2wFlaS98kujD5mAm/uijHCg13Ll5Kyfg3t+iS6tOS7EOLUAr3deHh0Z24brJDSQAAAEbBJREFU2IYPkw6wZFc2zy5K5tlFybgZDQR6mblzaP2/d9WVVl3/LIa15edFZO3fy7Cbp+LZORhtd45y9DCwbclitv36MzkHU7HbrAB0HTKSmLheGIwGinOyMbu5c/GUe4iJq33RlgtRo0oOlVJewMXAHcdsfkEp1RPHsNIDfzymtd6hlPoC2AlYgWlnq1QqhBDiwhbg5cYnt/XjxndX8+k7W9g/JIopYzsfV6glK7WYRe9so7KsmiumxeHm0TAflUbzn0VfKkqrObAtj+TVmX/G3sKLNj1CMRgUYx+Mx2hWePq61Si+3Zkl3PL+OsL83Hn/lj64A9kf70Jb7QRN7oxbmDclebn8OOMV/FuE0+fKa+ryFIUQdSzMz4Ppl3Zi+qWdSC+sYNnuHFak5HB59wj8PE5eCqEpqCgpYvuyXziSvJPL75tOWBtHkquUgR3LlgCahMvH0CK2HS3atMO/hWO0hcFg5MYXXndh5M1Do5tzWN9kzqEQQoicnHI+eWoNbhZNUYQ70+5PwN/fA4AtSw6x5ddDjL6jO6GtXVfIQds1eemlpO8twsvPjVadA3H3Ov+bvUP55YybsQql4Ks7B9AqyAtttVO4YD9Fpjw27/qJq6c/BkD2gf2Eto5BGaRKqRCi4R3asZUf3vwf5YWFBIZHcN2/n8XLz5+K0hI8vH1Oqrwsaq5JrXNYnyQ5FEIIAVBZXs2sGZtgbwlWo6LfmFgGXBJz1nUBm6LskkqufTuJwvJqvrijPx1b+qJtGmVUFGQc4dNHHsQvJJRJz70qw0iFEI1CRWkJS96dQXF2FhffcS+hrWNcHVKzIsmhkySHQgghjjVv2QHWf5VCgE2xv68fXdoEEhcZQPcof/w9z7+nTmvN2tR8rHZNqK87oT7uBHiZG/wb74IyCxNnreZgXjmfTulHjwAvKrbnUboqHb8JsXzx8j8pKypk0jMv4x9Wf4V3hBBCNB5NqVqpEEII0WCuGhpDhw5BvLN4L9tyi1mwO/voY/1jgxmfEMXo7i3xcju3j0y7XfPTzixeW7KXnRnFxz1mNioSY4N5ckw32pxQer4+FJRZuGH2GgpyyvmyW2tCv0slI73MEUukN0s+m0l++mHGP/qUJIZCCCGk51AIIYQ4VmG5hW1Hilh3oIDvNx/hYF453m5GLo8L56oekfRtE4Sb6eS5eJXVNpbsyub1X/eSnFlCTLAXdw9rR+sgL3JKqsgpqSKjoJR9P8xls18ct42KZ+rgWMzG+pnXV1juSAz3Zpfy3vgexHyxH7fWvnh0CsKzUxAlupA5j/6NxHETSbh8TL3EIIQQonGSYaVOkhwKIYQ4V1pr1h0o4KsNh1i4NYMyiw1vNyOD2ocwvFMYkQFerD2Qz+r9eWxOK8RisxMb6s29w9txZVwEphMSv+wD+5nzr79TZdP8GjAQ2iXw/Pge9GgVUKdxF5VXc8O7q9mTWcrMGxMY2jEMe6UV5W4kP/0wbh6e+AaHUFZYgJd/gBR3EEKIC4wkh06SHAohhDgfFRYbK1Ny+XV3NkuTs8koqgTAoKBbpD+JscH0bxvM4PahGA2nT7aKsjNZ9Ob/OJK8k0P+7fgl8CIevqY3N/SLrnWMxZXVLE3O5p3f9pOSXco7kxMY1imMI8k7SV71O6mb1lGUnUW/sX9h0ITJtW5PCCFE0yTJoZMkh0IIIWpLa01yZgnZJVX0ah1Q4/XE7HYb6+d/y8q5n1DqE8a7gVdx88A2/PPyzif1Np5NSWU1329O56edWSTty6Xa5iiA8/y47gzrGMaPb73Mzt9/xeTuTutuPYjt1YfY+D74BofUqB0hhBDNhxSkEUIIIeqIUorO4X50Dj+//Q0GI33HjCemRzwYjKitZcxekcr+3DJen9jrnKqkVlbb+DjpIG8tS6GgvJqYYC9uHdiGS7q2oGdUAEZnkunlH0DiuIn0HTMOs7vH+QUshBDigiA9h0IIIYSLaa2Z+d9X+fyIJ4aojjx2RReGdAg95VzAapudL9cf5rUle8ksruSi9iE8eHEHekT5U5B+mANbNpK88jeGTL6NqM7dXHA2QgghGjvpORRCCCEaqerKCjyzUrgy6xArzZqb3y+jYwtfpgyO5aoeEWg0q1Ly+HF7Jr/uOIK9KIeOEQG8PGUgiW0C+WnmG8zaupHSvFwAgiKiqCwrc/FZCSGEaGqk51AIIYRoBCrLSvn2+SdJ37MLt5Yx7Da0YJGpO0H+3phL8wkp3E/bqkNEVBzBYLfSaeAQLr9vOgAzp91Cy7btiekRT0yPePxCwlx8NkIIIRozKUjjJMmhEEKIxqq6qpJ1877h4NZNlOTn0uG+5/lsTRqxK9/BXJhBQHgEsT17E9GxM0GRrQhtHePqkIUQQjRBkhw6SXIohBCiKbBZrRhNjtkf6Xt24ennT2DLCBdHJYQQojmQOYdCCCFEE/JHYggQ0aGzCyMRQghxoajZYkpCCCGEEEIIIZolSQ6FEEIIIYQQQkhyKIQQQgghhBBCkkMhhBBCCCGEEEhyKIQQQgghhBACSQ6FEEIIIYQQQiDJoRBCCCGEEEIIJDkUQgghhBBCCIEkh0IIIYQQQgghkORQCCGEEEIIIQSgtNaujqFBKaVKgN11fFh/oKiOjynt1k+7IUBuA7d5PqTdhlHT66GuXGj/z4213fp4/RvruUq7Z3cu10NzOl9p9+ztNsRnRGM5V2n3ZHXx+jfm8+2otfY9aavW+oL6B6yvh2POdNG5SLv1/Po35XOVduv+emgG5yvt1vPr31jPVdo9p2Oe9XpoTucr7Z693Yb4jGgs5yrtnnKfWr/+jfl8T3d+Mqy0bsyXdpttuxfSuV6I7brKhfb/fCG1eyGdq7Qr7Uq7TbNNaVfaPa0LcVjpeq11b1fHIVxDXn9xLLkeLmzy+otjyfUgTiTXxIWtub/+pzu/C7HncKarAxAuJa+/OJZcDxc2ef3FseR6ECeSa+LC1txf/1Oe3wXXcyiEEEIIIYQQ4mQXYs+hEEIIIYQQQogTSHIohBBCCCGEEKJ5JodKqbFKKa2U6uTqWETDcL7eHx/zt0kplaOUWuDKuETjoJQqdXUMwvXOdh0opZYppZpt8QEh9wfieEqpR5VSO5RSW5VSm5VS/Vwdk2hYSqkopdT3Sqm9Sql9SqlXlVJuZ3j+X5VSXg0ZY0NrlskhMBFYAUyoyU5KKWP9hCMaQBnQTSnl6fz7YuCIC+MRQgjR+JzX/YFofpRS/YErgHitdRwwEjjk2qhEQ1JKKeAb4DutdXugA+AD/OcMu/0VkOSwKVFK+QADgdtwvvkrpYYqpX5XSn2rlNqplHpbKWVwPlaqlHpSKbUG6O+6yEUdWARc7vx9IjDnjweUUn2VUquUUpucPzs6ty9XSvU85nkrlVJxDRq1aBDO94EFx/z9hlLqZufvB5RSTyilNiqltkmvQvN1putANG9nuD843fvCZUqpZKXUCqXUazISpdkJB3K11lUAWutcrXW6UipBKfWbUmqDUmqxUiocjo4seMV5D7FdKdXXpdGLujAcqNRavw+gtbYBDwC3KqW8lVIvOe8Jtiql7lVK3QdEAEuVUktdGHe9anbJIXA18KPWeg+Qr5SKd27vC/wN6A60Ba5xbvcGtmut+2mtVzR4tKIufQ5MUEp5AHHAmmMeSwYGa617Af8CnnFunw3cDKCU6gC4a623NljEojHJ1VrHAzOAh1wdjBCizp3u/uAkzs+Rd4DRWutBQGgDxSgazk9AK6XUHqXUW0qpIUopM/A6MF5rnQC8x/G9SN5a6wHA3c7HRNPWFdhw7AatdTGQBtwOtAF6OXuWP9VavwakA8O01sMaOtiG0hyTw4k4kgScPyc6f1+rtd7v/FZgDjDIud0GfN2wIYr64EzqYnC85j+c8LA/8KVSajvwMo43BIAvgSucHwi3Ah80SLCiMfrG+XMDjutICNG8nO7+4FQ6Afu11qnOv+ec4bmiCdJalwIJwFQgB5gL3AF0A35WSm0G/glEHbPbHOe+vwN+SqmABg1a1DUFnGpNPwUMBt7WWlsBtNb5DRmYK5lcHUBdUkoF4+gi7qaU0oARx4v+Aye/+H/8XelMGEXzMA94CRgKBB+z/SlgqdZ6rFIqBlgGoLUuV0r9DIwBrgOkGEXzZeX4L8Q8Tni8yvnTRjN7bxTHOdt1IJqhM9wfzOPU14Nq2AiFKzjv/5YBy5RS24BpwA6t9emmGZ3uXlI0TTuAccduUEr5Aa2A/Vygr29z6zkcD3yktY7WWsdorVsBqTh6Cfsqpdo45xr+BceEdNH8vAc8qbXedsJ2f/4sUHPzCY/NBl4D1l1I3wxdgA4CXZRS7kopf2CEqwMSLiHXwYXpdPcHcOrrIRmIdX6ZCI77BtGMKKU6KqXaH7OpJ7ALCHUWq0EpZVZKdT3mOX9xbh8EFGmtixosYFEflgBeSqkb4Whhyv/iGEX2E3CnUsrkfCzIuU8J4NvwoTac5pYcTgS+PWHb18D1QBLwHLAdxwfCic8TzYDW+rDW+tVTPPQC8KxSaiWOb4yP3WcDUAy83wAhigbmfGOv0lofAr4AtgKfAptcGphoUHIdXPDOdH9w0vWgta7AMa/sR6XUCiALkESgefEBPnQWKtwKdMFRk2A88LxSaguwGRhwzD4FSqlVwNs4ChuJJkxrrYGxwLVKqb3AHqASeARHx0EasNV5LVzv3G0msKg5F6RRjv+X5k0pNRR4SGt9hatjEY2PUioCx7CSTlpru4vDEXVMKdUDmKW1lspyFzC5DkRNKaV8tNalznL3bwJ7tdYvuzou4RpKqWU47iXXuzoWIepTc+s5FKJGnEMJ1gCPSmLY/Cil7sRRQOCfro5FuI5cB+I8TXEWJdmBY2rCOy6ORwgh6t0F0XMohBBCCCGEEOLMmnzPoVLqPaVUtnOJgj+29VBKJTkXrpzvrDz0x8TiD53bdymlHj5mn/8opQ4ppUpdcR5CCCGEEEII4UpNPjnEUVFo1AnbZgP/0Fp3xzEBfbpz+7U4FjnvjmNtmzuOqUQ2H5C5KEIIIYQQQogLUpNPDp0LkZ64/EBH4Hfn7z/z5xomGvB2Vq3zBCw4qlSitV6ttc6o/4iFEEIIIYQQovFp8snhaWwHrnL+fi2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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "tstart, tend = dt.datetime(1981,4,1), dt.datetime(1981,10,1)\n", "dt_runs = dt.timedelta(days=7)\n", "dt_fxrange = dt.timedelta(days=14) \n", "\n", "fig, ax = plt.subplots(figsize=(15,5))\n", "dis['dis'].sel(time=slice(tstart,tend)).to_pandas().plot(ax=ax, label='reanalysis')\n", "plt.legend()\n", "t = tstart\n", "while t < tend:\n", " t0, t1 = t, t+dt_fxrange\n", " tm1 = t0-dt.timedelta(days=1)\n", " \n", " fcst = dis['dis'].sel(time=tm1) + ytest.sel(time=slice(t0, t1)).cumsum() # forecast\n", " fcst.to_pandas().plot(ax=ax, label='forecast', linestyle='--') #, color='r')\n", " \n", " t += dt_runs\n", " \n", "\n", "ax.set_ylabel('river discharge [m$^3$/s]')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }