{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import evaltools as et, viz_tools, places\n", "import cmocean as cmo\n", "import datetime as dt\n", "import netCDF4 as nc\n", "import matplotlib.dates as mdates\n", "import matplotlib as mpl\n", "import matplotlib.gridspec as gridspec\n", "from matplotlib.colors import LogNorm\n", "import cmocean\n", "import f90nml\n", "import os\n", "import pickle\n", "import xarray as xr\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['Campbell River', 'Cherry Point', 'Friday Harbor', 'Halfmoon Bay', 'Nanaimo', 'Neah Bay', 'New Westminster', 'Patricia Bay', 'Point Atkinson', 'Port Renfrew', 'Sandy Cove', 'Squamish', 'Victoria', 'Woodwards Landing', 'Boundary Bay', 'Calamity Point', 'Vancouver Harbour', 'Port Moody', 'Indian Arm Head', '2nd Narrows Rail Bridge', 'Tsawwassen', 'Duke Pt.', 'Horseshoe Bay', 'Departure Bay', 'Swartz Bay', 'Vancouver', 'Hope', 'British Columbia', 'Washington State', 'Pacific Ocean', 'Juan de Fuca Strait', 'Puget Sound', 'Strait of Georgia', 'Central SJDF', 'Baynes Sound', 'S3', 'QU39', 'SJDF', 'Cluster_1', 'Cluster_2', 'Cluster_3', 'Cluster_4', 'Cluster_5', 'Cluster_6', 'Cluster_7', 'Cluster_8', 'Cluster_9', 'Central node', 'Delta BBL node', 'Delta DDL node', 'East node', 'Ballenas Islands', 'Discovery Island', 'Entrance Island', 'Race Rocks', 'Sand Heads', 'Saturna Island', 'Sisters Islet', 'Esquimalt', 'Pam Rocks', 'Halibut Bank', 'Sentry Shoal', 'Egmont', 'Comox Airport', 'Squamish Airport', 'YVR', 'Hoodsport', 'Twanoh', 'DabobBay', 'PointWells', 'CarrInlet', 'Hansville', 'Dockton', 'PointWilliams', 'Sandheads'])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "places.PLACES.keys()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'lon lat': (-123.9534, 48.281677),\n", " 'NEMO grid ji': (315, 95),\n", " 'GEM2.5 grid ji': (101, 124)}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "places.PLACES['Central SJDF']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'lon lat': (-123.558, 49.125),\n", " 'NEMO grid ji': (450, 258),\n", " 'GEM2.5 grid ji': (138, 144)}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "places.PLACES['S3']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "pl=places.PLACES" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# path to model files:\n", "PATH= '/results2/SalishSea/nowcast-green.201905/'\n", "start = dt.datetime(2015,1,1)\n", "end = dt.datetime(2019,1,1)\n", "#end = dt.datetime(2019,6,1)\n", "namfmt='nowcast'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "flist=et.index_model_files(start,end,PATH,namfmt,flen=1,ftype='ptrc_T',tres=24)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "36" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "int(365/10)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['Campbell River', 'Cherry Point', 'Friday Harbor', 'Halfmoon Bay', 'Nanaimo', 'Neah Bay', 'New Westminster', 'Patricia Bay', 'Point Atkinson', 'Port Renfrew', 'Sandy Cove', 'Squamish', 'Victoria', 'Woodwards Landing', 'Boundary Bay', 'Calamity Point', 'Vancouver Harbour', 'Port Moody', 'Indian Arm Head', '2nd Narrows Rail Bridge', 'Tsawwassen', 'Duke Pt.', 'Horseshoe Bay', 'Departure Bay', 'Swartz Bay', 'Vancouver', 'Hope', 'British Columbia', 'Washington State', 'Pacific Ocean', 'Juan de Fuca Strait', 'Puget Sound', 'Strait of Georgia', 'Central SJDF', 'Baynes Sound', 'S3', 'QU39', 'SJDF', 'Cluster_1', 'Cluster_2', 'Cluster_3', 'Cluster_4', 'Cluster_5', 'Cluster_6', 'Cluster_7', 'Cluster_8', 'Cluster_9', 'Central node', 'Delta BBL node', 'Delta DDL node', 'East node', 'Ballenas Islands', 'Discovery Island', 'Entrance Island', 'Race Rocks', 'Sand Heads', 'Saturna Island', 'Sisters Islet', 'Esquimalt', 'Pam Rocks', 'Halibut Bank', 'Sentry Shoal', 'Egmont', 'Comox Airport', 'Squamish Airport', 'YVR', 'Hoodsport', 'Twanoh', 'DabobBay', 'PointWells', 'CarrInlet', 'Hansville', 'Dockton', 'PointWilliams', 'Sandheads'])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pl.keys()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'NEMO grid ji': (344, 271), 'lon lat': (48.735, -123.135), 'Vector Stn': '57'}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pl['Cluster_5']" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "mesh=nc.Dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[[ 1.00000115, 1.00000501, 1.00001253, 1.00002718,\n", " 1.0000557 , 1.00011125, 1.00021946, 1.0004302 ,\n", " 1.00084067, 1.00164012, 1.0031971 , 1.00622914,\n", " 1.01213271, 1.02362358, 1.04597551, 1.08940061,\n", " 1.17356428, 1.33592899, 1.64636781, 2.22990285,\n", " 3.29248567, 5.11998508, 7.97451506, 11.8252972 ,\n", " 16.10792044, 19.95870258, 22.81323256, 24.64073198,\n", " 25.70331479, 26.28684983, 26.59728865, 26.75965336,\n", " 26.84381704, 26.88724213, 26.90959407, 26.92108493,\n", " 26.9269885 , 26.93002054, 26.93157752, 26.93237697]],\n", " mask=False,\n", " fill_value=1e+20)" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mesh.variables['e3t_1d'][:]" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "454.9323447653587" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(mesh.variables['e3t_1d'][:])" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 397.0, 0.0, 897.0)" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "ax.contour(mesh.variables['tmask'][0,0,:,:],[.5,],\n", " colors='black',zorder=2,linewidths=.5)\n", "j,i=pl['S3']['NEMO grid ji']\n", "ax.plot(i,j,'r*')\n", "j,i=pl['Cluster_3']['NEMO grid ji']\n", "ax.plot(i,j,'r*')\n", "ax.set_aspect(1)\n", "ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 397.0, 0.0, 897.0)" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "ax.contour(mesh.variables['tmask'][0,0,:,:],[.5,],\n", " colors='black',zorder=2,linewidths=.5)\n", "j,i=pl['Cluster_1']['NEMO grid ji']\n", "ax.plot(i,j,'r*')\n", "j,i=pl['Central SJDF']['NEMO grid ji']\n", "ax.plot(i,j,'r*')\n", "ax.set_aspect(1)\n", "ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[1.00000115, 1.00000501, 1.00001253, 1.00002718,\n", " 1.0000557 , 1.00011125, 1.00021946, 1.0004302 ,\n", " 1.00084067, 1.00164012],\n", " mask=False,\n", " fill_value=1e+20)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mesh.variables['e3t_0'][0,0:10,j,i]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['/results2/SalishSea/nowcast-green.201905/01jan15/SalishSea_1d_20150101_20150101_ptrc_T.nc'],\n", " ['/results2/SalishSea/nowcast-green.201905/02jan15/SalishSea_1d_20150102_20150102_ptrc_T.nc'],\n", " ['/results2/SalishSea/nowcast-green.201905/03jan15/SalishSea_1d_20150103_20150103_ptrc_T.nc'],\n", " ['/results2/SalishSea/nowcast-green.201905/04jan15/SalishSea_1d_20150104_20150104_ptrc_T.nc'],\n", " ['/results2/SalishSea/nowcast-green.201905/05jan15/SalishSea_1d_20150105_20150105_ptrc_T.nc'],\n", " ['/results2/SalishSea/nowcast-green.201905/06jan15/SalishSea_1d_20150106_20150106_ptrc_T.nc']],\n", " dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flist.loc[0:5,['paths']].values[:]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "f=xr.open_mfdataset(flist.loc[0:29,['paths']].values[:].flatten())" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "test=np.mean(f['flagellates'][:,:10,j,i],1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.19353463, 0.19585939, 0.17772563, 0.17018925, 0.15057345,\n", " 0.14145637, 0.14665715, 0.14985387, 0.16430801, 0.19850898,\n", " 0.22536305, 0.21813767, 0.22096321, 0.22419822, 0.25851965,\n", " 0.23370525, 0.24639848, 0.23486075, 0.23435584, 0.23521712,\n", " 0.23471816, 0.25163656, 0.24313378, 0.22408512, 0.23028934,\n", " 0.25350475, 0.26361176, 0.2547002 , 0.2741353 , 0.2891082 ],\n", " dtype=float32)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.values" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "f.close()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 29\n", "29 58\n", "58 87\n", "87 116\n", "116 145\n", "145 174\n", "174 203\n", "203 232\n", "232 261\n", "261 290\n", "290 319\n", "319 348\n", "348 377\n", "377 406\n", "406 435\n", "435 464\n", "464 493\n", "493 522\n", "522 551\n", "551 580\n", "580 609\n", "609 638\n", "638 667\n", "667 696\n", "696 725\n", "725 754\n", "754 783\n", "783 812\n", "812 841\n", "841 870\n", "870 899\n", "899 928\n", "928 957\n", "957 986\n", "986 1015\n", "1015 1044\n", "1044 1073\n", "1073 1102\n", "1102 1131\n", "1131 1160\n", "1160 1189\n", "1189 1218\n", "1218 1247\n", "1247 1276\n", "1276 1305\n", "1305 1334\n", "1334 1363\n", "1363 1392\n", "1392 1421\n", "1421 1450\n", "1450 1461\n" ] } ], "source": [ "# upper 10 m average at each location\n", "if False:\n", " dd=29\n", " chls={'S3':list(),'Central SJDF':list(),'Cluster_1':list(),'Cluster_3':list()}\n", " for ind in range(0,int(np.ceil(len(flist)/dd))):\n", " start=ind*dd\n", " end=min((ind+1)*dd,len(flist))\n", " print(start,end)\n", " with xr.open_mfdataset(flist.iloc[start:end]['paths']) as f:\n", " for ipl in chls.keys():\n", " j,i=pl[ipl]['NEMO grid ji']\n", " phy=np.mean(f['diatoms'][:,:10,j,i]+f['ciliates'][:,:10,j,i]+f['flagellates'][:,:10,j,i],1)\n", " chls[ipl].append(phy.values)\n", " for ipl in chls.keys():\n", " chls[ipl]=1.8*np.concatenate(chls[ipl])\n", " with open( 'chls.pkl', \"wb\" ) as pkf:\n", " pickle.dump(chls,pkf)\n", "else:\n", " with open( 'chls.pkl', \"rb\" ) as pkf:\n", " chls=pickle.load(chls,pkf)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "dts=np.array([ii for ii in flist.t_0])\n", "yds=np.array(et.datetimeToYD(flist.t_0))\n", "yrs=np.array([ii.year for ii in flist.t_0])" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "cols=plt.get_cmap('Accent',6)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Chl (mg/m$^3$)')" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,1.8))\n", "for yr in np.arange(2015,2019):\n", " ii=yrs==yr\n", " ax.plot(yds[ii],chls['S3'][ii],color=cols((yr-2015)/(2019-2015)))\n", " ax.plot(yds[ii],chls['Cluster_3'][ii],color=cols((yr-2015)/(2019-2015)))\n", "ax.set_xlim(0,366)\n", "ax.set_ylim(0,12)\n", "ax.set_ylabel('Chl (mg/m$^3$)',fontsize=14)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Chl (mg/m$^3$)')" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,1.8))\n", "for yr in np.arange(2015,2019):\n", " ii=yrs==yr\n", " ax.plot(yds[ii],chls['Central SJDF'][ii],color=cols((yr-2015)/(2019-2015)))\n", " ax.plot(yds[ii],chls['Cluster_1'][ii],color=cols((yr-2015)/(2019-2015)))\n", "ax.set_xlim(0,366)\n", "ax.set_ylim(0,12)\n", "ax.set_ylabel('Chl (mg/m$^3$)',fontsize=14)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1,\n", " 2,\n", " 3,\n", " 4,\n", " 5,\n", " 6,\n", " 7,\n", " 8,\n", " 9,\n", " 10,\n", " 11,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 16,\n", " 17,\n", " 18,\n", " 19,\n", " 20,\n", " 21,\n", " 22,\n", " 23,\n", " 24,\n", " 25,\n", " 26,\n", " 27,\n", " 28,\n", " 29,\n", " 30,\n", " 31,\n", " 32,\n", " 33,\n", " 34,\n", " 35,\n", " 36,\n", " 37,\n", " 38,\n", " 39,\n", " 40,\n", " 41,\n", " 42,\n", " 43,\n", " 44,\n", " 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149,\n", " 150,\n", " 151,\n", " 152,\n", " 153,\n", " 154,\n", " 155,\n", " 156,\n", " 157,\n", " 158,\n", " 159,\n", " 160,\n", " 161,\n", " 162,\n", " 163,\n", " 164,\n", " 165,\n", " 166,\n", " 167,\n", " 168,\n", " 169,\n", " 170,\n", " 171,\n", " 172,\n", " 173,\n", " 174,\n", " 175,\n", " 176,\n", " 177,\n", " 178,\n", " 179,\n", " 180,\n", " 181,\n", " 182,\n", " 183,\n", " 184,\n", " 185,\n", " 186,\n", " 187,\n", " 188,\n", " 189,\n", " 190,\n", " 191,\n", " 192,\n", " 193,\n", " 194,\n", " 195,\n", " 196,\n", " 197,\n", " 198,\n", " 199,\n", " 200,\n", " 201,\n", " 202,\n", " 203,\n", " 204,\n", " 205,\n", " 206,\n", " 207,\n", " 208,\n", " 209,\n", " 210,\n", " 211,\n", " 212,\n", " 213,\n", " 214,\n", " 215,\n", " 216,\n", " 217,\n", " 218,\n", " 219,\n", " 220,\n", " 221,\n", " 222,\n", " 223,\n", " 224,\n", " 225,\n", " 226,\n", " 227,\n", " 228,\n", " 229,\n", " 230,\n", " 231,\n", " 232,\n", " 233,\n", " 234,\n", " 235,\n", " 236,\n", " 237,\n", " 238,\n", " 239,\n", " 240,\n", " 241,\n", " 242,\n", " 243,\n", " 244,\n", " 245,\n", " 246,\n", " 247,\n", " 248,\n", " 249,\n", " 250,\n", " 251,\n", " 252,\n", " 253,\n", " 254,\n", " 255,\n", " 256,\n", " 257,\n", " 258,\n", " 259,\n", " 260,\n", " 261,\n", " 262,\n", " 263,\n", " 264,\n", " 265,\n", " 266,\n", " 267,\n", " 268,\n", " 269,\n", " 270,\n", " 271,\n", " 272,\n", " 273,\n", " 274,\n", " 275,\n", " 276,\n", " 277,\n", " 278,\n", " 279,\n", " 280,\n", " 281,\n", " 282,\n", " 283,\n", " 284,\n", " 285,\n", " 286,\n", " 287,\n", " 288,\n", " 289,\n", " 290,\n", " 291,\n", " 292,\n", " 293,\n", " 294,\n", " 295,\n", " 296,\n", " 297,\n", " 298,\n", " 299,\n", " 300,\n", " 301,\n", " 302,\n", " 303,\n", " 304,\n", " 305,\n", " 306,\n", " 307,\n", " 308,\n", " 309,\n", " 310,\n", " 311,\n", " 312,\n", " 313,\n", " 314,\n", " 315,\n", " 316,\n", " 317,\n", " 318,\n", " 319,\n", " 320,\n", " 321,\n", " 322,\n", " 323,\n", " 324,\n", " 325,\n", " 326,\n", " 327,\n", " 328,\n", " 329,\n", " 330,\n", " 331,\n", " 332,\n", " 333,\n", " 334,\n", " 335,\n", " 336,\n", " 337,\n", " 338,\n", " 339,\n", " 340,\n", " 341,\n", " 342,\n", " 343,\n", " 344,\n", " 345,\n", " 346,\n", " 347,\n", " 348,\n", " 349,\n", " 350,\n", " 351,\n", " 352,\n", " 353,\n", " 354,\n", " 355,\n", " 356,\n", " 357,\n", " 358,\n", " 359,\n", " 360,\n", " 361,\n", " 362,\n", " 363,\n", " 364,\n", " 365,\n", " 366,\n", " 1,\n", " 2,\n", " 3,\n", " 4,\n", " 5,\n", " 6,\n", " 7,\n", " 8,\n", " 9,\n", " 10,\n", " 11,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 16,\n", " 17,\n", " 18,\n", " 19,\n", " 20,\n", " 21,\n", " 22,\n", " 23,\n", " 24,\n", " 25,\n", " 26,\n", " 27,\n", " 28,\n", " 29,\n", " 30,\n", " 31,\n", " 32,\n", " 33,\n", " 34,\n", " 35,\n", " 36,\n", " 37,\n", " 38,\n", " 39,\n", " 40,\n", " 41,\n", " 42,\n", " 43,\n", " 44,\n", " 45,\n", " 46,\n", " 47,\n", " 48,\n", " 49,\n", " 50,\n", " 51,\n", " 52,\n", " 53,\n", " 54,\n", " 55,\n", " 56,\n", " 57,\n", " 58,\n", " 59,\n", " 60,\n", " 61,\n", " 62,\n", " 63,\n", " 64,\n", " 65,\n", " 66,\n", " 67,\n", " 68,\n", " 69,\n", " 70,\n", " 71,\n", " 72,\n", " 73,\n", " 74,\n", " 75,\n", " 76,\n", " 77,\n", " 78,\n", " 79,\n", " 80,\n", " 81,\n", " 82,\n", " 83,\n", " 84,\n", " 85,\n", " 86,\n", " 87,\n", " 88,\n", " 89,\n", " 90,\n", " 91,\n", " 92,\n", " 93,\n", " 94,\n", " 95,\n", " 96,\n", " 97,\n", " 98,\n", " 99,\n", " 100,\n", " 101,\n", " 102,\n", " 103,\n", " 104,\n", " 105,\n", " 106,\n", " 107,\n", " 108,\n", " 109,\n", " 110,\n", " 111,\n", " 112,\n", " 113,\n", " 114,\n", " 115,\n", " 116,\n", " 117,\n", " 118,\n", " 119,\n", " 120,\n", " 121,\n", " 122,\n", " 123,\n", " 124,\n", " 125,\n", " 126,\n", " 127,\n", " 128,\n", " 129,\n", " 130,\n", " 131,\n", " 132,\n", " 133,\n", " 134,\n", " 135,\n", " 136,\n", " 137,\n", " 138,\n", " 139,\n", " 140,\n", " 141,\n", " 142,\n", " 143,\n", " 144,\n", " 145,\n", " 146,\n", " 147,\n", " 148,\n", " 149,\n", " 150,\n", " 151,\n", " 152,\n", " 153,\n", " 154,\n", " 155,\n", " 156,\n", " 157,\n", " 158,\n", " 159,\n", " 160,\n", " 161,\n", " 162,\n", " 163,\n", " 164,\n", " 165,\n", " 166,\n", " 167,\n", " 168,\n", " 169,\n", " 170,\n", " 171,\n", " 172,\n", " 173,\n", " 174,\n", " 175,\n", " 176,\n", " 177,\n", " 178,\n", " 179,\n", " 180,\n", " 181,\n", " 182,\n", " 183,\n", " 184,\n", " 185,\n", " 186,\n", " 187,\n", " 188,\n", " 189,\n", " 190,\n", " 191,\n", " 192,\n", " 193,\n", " 194,\n", " 195,\n", " 196,\n", " 197,\n", " 198,\n", " 199,\n", " 200,\n", " 201,\n", " 202,\n", " 203,\n", " 204,\n", " 205,\n", " 206,\n", " 207,\n", " 208,\n", " 209,\n", " 210,\n", " 211,\n", " 212,\n", " 213,\n", " 214,\n", " 215,\n", " 216,\n", " 217,\n", " 218,\n", " 219,\n", " 220,\n", " 221,\n", " 222,\n", " 223,\n", " 224,\n", " 225,\n", " 226,\n", " 227,\n", " 228,\n", " 229,\n", " 230,\n", " 231,\n", " 232,\n", " 233,\n", " 234,\n", " 235,\n", " 236,\n", " 237,\n", " 238,\n", " 239,\n", " 240,\n", " 241,\n", " 242,\n", " 243,\n", " 244,\n", " 245,\n", " 246,\n", " 247,\n", " 248,\n", " 249,\n", " 250,\n", " 251,\n", " 252,\n", " 253,\n", " 254,\n", " 255,\n", " 256,\n", " 257,\n", " 258,\n", " 259,\n", " 260,\n", " 261,\n", " 262,\n", " 263,\n", " 264,\n", " 265,\n", " 266,\n", " 267,\n", " 268,\n", " 269,\n", " ...]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((0.4980392156862745, 0.788235294117647, 0.4980392156862745, 1.0),\n", " (0.7450980392156863, 0.6823529411764706, 0.8313725490196079, 1.0),\n", " (1.0, 1.0, 0.6, 1.0),\n", " (0.2196078431372549, 0.4235294117647059, 0.6901960784313725, 1.0),\n", " (0.7490196078431373, 0.3568627450980392, 0.09019607843137253, 1.0),\n", " (0.4, 0.4, 0.4, 1.0))" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cols(0/6),cols(1/6),cols(2/6),cols(3/6),cols(4/6),cols(5/6)" ] }, { "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": 2, "metadata": {}, "outputs": [], "source": [ "# path to model files:\n", "PATH= '/results2/SalishSea/nowcast-green.201905/'\n", "\n", "# start and end dates for analysis:\n", "\n", "# number of days per model file:\n", "flen=1\n", "\n", "# dictionary mapping desired model variables to the file types where they are found\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n", " 'flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n", "\n", "# dictionary mapping model file types to their time resolution in hours (1 is hourly files, 24 is daily)\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "# results format\n", "# -- nowcast: files like 01jan15/SalishSea_1h_20150101_20150101_ptrc_T.nc\n", "# -- long: files like SalishSea_1h_20150206_20150804_ptrc_T_20150427-20150506.nc, all in one directory\n", "\n", "# path to directory containing database: \n", "# obsDir='/ocean/shared/SalishSeaCastData/DFO/BOT/' #normal obs dir\n", "obsDir='/data/eolson/MEOPAR/OBS/' #temporary obs dir\n", "#(dbname defaults to 'DFO_OcProfDB.sqlite')\n", "\n", "# Where to store last pickle file:\n", "pkldir='/data/eolson/results/MEOPAR/clusterGroups/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1) load DFO data and match it to model output: don't repeat this part unless you want to look at different years (outside 2013-2016)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7153\n" ] }, { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
02015.02.011.011.06861148.300833-124.0003331.9NaNNoneNoneNaNmg/m^315.3132.14umol/L29.2275079.8594211.8839982015-02-11 11:04:07
12015.02.011.011.06861148.300833-124.0003336.6NaNNoneNone2.57mg/m^317.1333.90umol/L29.4843419.7772436.5443402015-02-11 11:04:07
22015.02.011.011.06861148.300833-124.0003336.7NaNNoneNoneNaNmg/m^3NaNNaNumol/L29.4848399.7719876.6434952015-02-11 11:04:07
32015.02.011.011.06861148.300833-124.00033311.0NaNNoneNoneNaNmg/m^3NaNNaNumol/L30.1445499.43999510.9071172015-02-11 11:04:07
42015.02.011.011.06861148.300833-124.00033311.0NaNNoneNoneNaNmg/m^320.6237.65umol/L30.1579139.43373310.9071172015-02-11 11:04:07
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "0 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 1.9 NaN \n", "1 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.6 NaN \n", "2 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.7 NaN \n", "3 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 NaN \n", "4 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 NaN \n", "\n", " Ammonium Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units \\\n", "0 None None NaN mg/m^3 \n", "1 None None 2.57 mg/m^3 \n", "2 None None NaN mg/m^3 \n", "3 None None NaN mg/m^3 \n", "4 None None NaN mg/m^3 \n", "\n", " N Si Silicate_units AbsSal ConsT Z \\\n", "0 15.31 32.14 umol/L 29.227507 9.859421 1.883998 \n", "1 17.13 33.90 umol/L 29.484341 9.777243 6.544340 \n", "2 NaN NaN umol/L 29.484839 9.771987 6.643495 \n", "3 NaN NaN umol/L 30.144549 9.439995 10.907117 \n", "4 20.62 37.65 umol/L 30.157913 9.433733 10.907117 \n", "\n", " dtUTC \n", "0 2015-02-11 11:04:07 \n", "1 2015-02-11 11:04:07 \n", "2 2015-02-11 11:04:07 \n", "3 2015-02-11 11:04:07 \n", "4 2015-02-11 11:04:07 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load DFO bottle data (returns pandas dataframe)\n", "# AbsSal is Absolute (actually reference) Salinity, and ConsT is Conservative Temperature\n", "# N is nitrate+nitrate, Si is Silicate; Chlorophyll_Extracted; Z is depth (m); dtUTC is datetime in UTC\n", "# excludeSaanich=True -> do not include data from Saanich Inlet\n", "df1=et.loadDFO(basedir=obsDir,datelims=(start_date,end_date),excludeSaanich=True,)\n", "print(len(df1))\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Lat,Lon)= 49.011 -125.17033333333333 not matched to domain\n", "(Lat,Lon)= 49.02133333333333 -125.15683333333334 not matched to domain\n", "(Lat,Lon)= 49.0305 -125.15283333333333 not matched to domain\n", "(Lat,Lon)= 49.0415 -125.15133333333333 not matched to domain\n", "(Lat,Lon)= 49.0425 -125.151 not matched to domain\n", "(Lat,Lon)= 49.05233333333333 -125.143 not matched to domain\n", "(Lat,Lon)= 49.070166666666665 -125.15616666666666 not matched to domain\n", "(Lat,Lon)= 49.071333333333335 -125.15733333333333 not matched to domain\n", "(Lat,Lon)= 49.083 -125.17166666666667 not matched to domain\n", "(Lat,Lon)= 49.09283333333333 -125.19416666666666 not matched to domain\n", "(Lat,Lon)= 49.295 -123.05466666666666 not matched to domain\n", "(Lat,Lon)= 49.29516666666667 -123.05383333333333 not matched to domain\n", "(Lat,Lon)= 49.29516666666667 -123.03316666666667 not matched to domain\n", "(Lat,Lon)= 49.29533333333333 -123.0555 not matched to domain\n", "(Lat,Lon)= 49.29783333333334 -122.98066666666666 not matched to domain\n", "(Lat,Lon)= 49.29816666666667 -123.097 not matched to domain\n", "(Lat,Lon)= 49.29833333333333 -123.09666666666666 not matched to domain\n", "(Lat,Lon)= 49.29833333333333 -122.98266666666666 not matched to domain\n", "(Lat,Lon)= 49.2985 -123.09666666666666 not matched to domain\n", "(Lat,Lon)= 49.29933333333334 -122.983 not matched to domain\n", "(Lat,Lon)= 49.29966666666667 -123.09016666666666 not matched to domain\n", "(Lat,Lon)= 49.30466666666667 -122.93966666666667 not matched to domain\n", "(Lat,Lon)= 49.304833333333335 -122.94116666666666 not matched to domain\n", "(Lat,Lon)= 49.304833333333335 -122.93933333333334 not matched to domain\n", "(Lat,Lon)= 49.30533333333333 -122.94 not matched to domain\n", "(Lat,Lon)= 49.70747 -123.72357 not matched to domain\n", "(Lat,Lon)= 50.02883333333333 -124.7325 not matched to domain\n", "(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n", "(Lat,Lon)= 50.491 -126.37233333333333 not matched to domain\n", "(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n", "(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n", "(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n", "(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n", "progress: 0.0%\n", "progress: 72.70612185546022%\n" ] } ], "source": [ "# match model output to observations and return both in a dataframe\n", "# the model variables will have their original names prefixed by mod_, eg mod_vosaline\n", "# the observation file names are unchanged. \n", "data=et.matchData(data=df1,filemap=filemap, fdict=fdict, mod_start=start_date, mod_end=end_date, \n", " mod_nam_fmt=namfmt, mod_basedir=PATH, mod_flen=flen,\n", " meshPath='/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.8\n" ] } ], "source": [ "#Chl:N ratio used later in plots; get value from namelist associated with model output\n", "mod_chl_N=et.getChlNRatio(basedir=PATH,nam_fmt='nowcast')\n", "print(mod_chl_N)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/viz_tools.py:123: UserWarning: No contour levels were found within the data range.\n", " contour_lines = axes.contour(\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot matched data locations\n", "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='matched obs')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# add column for day of year\n", "data['YD']=et.datetimeToYD(data['dtUTC'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data.dropna(axis=1,how='all',inplace=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def logt(x):\n", " return np.log10(x+.001)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# chlorophyll calculations\n", "data['l10_obsChl']=logt(data['Chlorophyll_Extracted'])\n", "data['l10_modChl']=logt(mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates']))\n", "data['mod_Chl']=mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])\n", "data['Chl']=data['Chlorophyll_Extracted']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) add Cluster info: Also don't need to repeat this unless you want other years" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "clusterD='/data/tjarniko/MEOPAR/analysis_tereza/notebooks/CLUSTER_PAPER/CLEAN/KEY_PAPERFIGURES/pkls/'\n", "cxf='Xcoords_for571_stations.pkl'\n", "cyf='Ycoords_for571_stations.pkl'\n", "cfile='BIO_clno_5_2015_reass.pkl' # only 2015 and 2016 overlap with hplc\n", "cver='BIO'" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "data['Year']=[ii.year for ii in data['dtUTC']]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "cx=pickle.load(open(clusterD+cxf, 'rb'))\n", "cy=pickle.load(open(clusterD+cyf, 'rb'))\n", "cf=dict()\n", "for iyear in np.unique(data.Year):\n", " cf[iyear]=pickle.load(open(clusterD+cfile,'rb'))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def round2(num):\n", " return int(np.trunc((num+2)/10)*10+2)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "data['Cluster']=np.zeros(len(data))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "for ir, row in data.iterrows():\n", " ii=(cx==round2(row['i']))&(cy==round2(row['j']))\n", " if sum(ii)==1:\n", " cluster=cf[row['Year']][ii]\n", " data.at[ir,'Cluster']=int(cluster)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(930, 6877)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# number of points not assigned a cluster, total length of dataframe:\n", "np.sum(data['Cluster']==0),len(data)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "pickle.dump(data,open(os.path.join(pkldir,'DFODataModelClusterBIO_1905temp.pkl'),'wb'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Jump to here to load pandas dataframe containing DFO Obs, model values, and Cluster ID" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data=pickle.load(open(os.path.join(pkldir,'DFODataModelClusterBIO_1905temp.pkl'),'rb'))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthChlorophyll_ExtractedChlorophyll_Extracted_units...mod_flagellatesmod_vosalinemod_votemperkYDl10_obsChll10_modChlmod_ChlChlCluster
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0 rows × 34 columns

\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Year, Month, Day, Hour, Lat, Lon, Pressure, Depth, Chlorophyll_Extracted, Chlorophyll_Extracted_units, N, Si, Silicate_units, AbsSal, ConsT, Z, dtUTC, j, i, mod_nitrate, mod_silicon, mod_ammonium, mod_diatoms, mod_ciliates, mod_flagellates, mod_vosaline, mod_votemper, k, YD, l10_obsChl, l10_modChl, mod_Chl, Chl, Cluster]\n", "Index: []\n", "\n", "[0 rows x 34 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[(data.Cluster==5)&(data.mod_Chl<0)]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2.7816674164071743e-08, 12.303171944618226, 0.21, 43.96)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(np.min(data.loc[ii,['mod_Chl']].values),np.max(data.loc[ii,['mod_Chl']].values),\n", " np.min(data.loc[ii,['Chl']].values),np.max(data.loc[ii,['Chl']].values))\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.6, 49.7, 0.21, 43.96)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(np.min(data.loc[ii,['Z']].values),np.max(data.loc[ii,['Z']].values),\n", " np.min(data.loc[ii,['Chl']].values),np.max(data.loc[ii,['Chl']].values))\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([105., 82., 14., 66., 24., 4., 1., 0., 0., 2.]),\n", " array([ 0.6 , 5.51, 10.42, 15.33, 20.24, 25.15, 30.06, 34.97, 39.88,\n", " 44.79, 49.7 ]),\n", " )" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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-5.95327079, -5.00659036, -4.05990993,\n", " -3.11322949, -2.16654906, -1.21986862, -0.27318819,\n", " 0.67349225, 1.62017268, 2.56685312, 3.51353355,\n", " 4.46021399, 5.40689442, 6.35357485, 7.30025529,\n", " 8.24693572, 9.19361616, 10.14029659]),\n", " )" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ii=(data.Cluster==5)&(~np.isnan(data.mod_Chl))&(~np.isnan(data.Chl))\n", "plt.hist(data.loc[ii,['mod_Chl']].values-data.loc[ii,['Chl']].values,50)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[136., 68., 37., 17., 7., 5., 10., 5., 5., 5., 1.,\n", " 0., 0., 2., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0.],\n", " [ 68., 84., 52., 27., 19., 12., 12., 3., 5., 3., 2.,\n", " 0., 1., 1., 1., 0., 1., 0., 0., 1., 1., 1.,\n", " 1., 0., 0., 0., 0., 0., 0., 0., 1., 0., 1.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 1.]]),\n", " array([2.78166742e-08, 8.79200027e-01, 1.75840003e+00, 2.63760003e+00,\n", " 3.51680003e+00, 4.39600003e+00, 5.27520002e+00, 6.15440002e+00,\n", " 7.03360002e+00, 7.91280002e+00, 8.79200002e+00, 9.67120002e+00,\n", " 1.05504000e+01, 1.14296000e+01, 1.23088000e+01, 1.31880000e+01,\n", " 1.40672000e+01, 1.49464000e+01, 1.58256000e+01, 1.67048000e+01,\n", " 1.75840000e+01, 1.84632000e+01, 1.93424000e+01, 2.02216000e+01,\n", " 2.11008000e+01, 2.19800000e+01, 2.28592000e+01, 2.37384000e+01,\n", " 2.46176000e+01, 2.54968000e+01, 2.63760000e+01, 2.72552000e+01,\n", " 2.81344000e+01, 2.90136000e+01, 2.98928000e+01, 3.07720000e+01,\n", " 3.16512000e+01, 3.25304000e+01, 3.34096000e+01, 3.42888000e+01,\n", " 3.51680000e+01, 3.60472000e+01, 3.69264000e+01, 3.78056000e+01,\n", " 3.86848000e+01, 3.95640000e+01, 4.04432000e+01, 4.13224000e+01,\n", " 4.22016000e+01, 4.30808000e+01, 4.39600000e+01]),\n", " )" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PJ13Py0FVPV9Vb2X+qfFLklw84ZImKsnlwNGqemDStYzbag13X2/w0o4kWQvQLY9OuJ6TLskrmA/226vqC13zKd8vx1XVj4CvM/99zancL+8ArkjyJPPTu+9M8jka6JPVGu6+3uCl7QG2dutbgbsnWMtJlyTALcCBqvrUwK5TvV+mkry+W38V8C7gu5zC/VJV11XVuqqaZj5HvlpV76eBPlm1T6gmeS/zc2XHX29w42QrmowkdwCXMf+K0iPA9cA/AbuBC4CDwFVVtfBL12Yl+V3gX4Dv8It51I8zP+9+KvfLm5n/cnAN8wO73VX110l+mVO4X45Lchnw0aq6vIU+WbXhLkk6sdU6LSNJegmGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWrQ/wMe2zRVX5JfTgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(data.loc[ii,['mod_Chl','Chl']],50)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " N: 298\n", " bias: -1.0716362509525188\n", " RMSE: 4.032773851267568\n", " WSS: 0.5227603605400591\n" ] } ], "source": [ "et.printstats(data.loc[ii,:],'Chl','mod_Chl')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Year', 'Month', 'Day', 'Hour', 'Lat', 'Lon', 'Pressure', 'Depth',\n", " 'Chlorophyll_Extracted', 'Chlorophyll_Extracted_units', 'N', 'Si',\n", " 'Silicate_units', 'AbsSal', 'ConsT', 'Z', 'dtUTC', 'j', 'i',\n", " 'mod_nitrate', 'mod_silicon', 'mod_ammonium', 'mod_diatoms',\n", " 'mod_ciliates', 'mod_flagellates', 'mod_vosaline', 'mod_votemper', 'k',\n", " 'YD', 'l10_obsChl', 'l10_modChl', 'mod_Chl', 'Chl', 'Cluster'],\n", " dtype='object')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.keys()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# create dictionary of dataframe views by year\n", "datyr=dict()\n", "yy=np.array([ii.year for ii in data['dtUTC']])\n", "yys=np.unique(yy)\n", "for yr in yys:\n", " datyr[yr]=data.loc[yy==yr]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot matched data sampling times\n", "clist=('gold','aqua','plum','c','m','r','g','b','brown','gray')\n", "fig,axL=plt.subplots(1,1,figsize=(12,1))\n", "for ii, yr in enumerate(yys):\n", " dshift=dt.datetime(yys[0],1,1)-dt.datetime(yr,1,1)\n", " axL.plot(datyr[yr].dtUTC+dshift,np.zeros(np.shape(datyr[yr].dtUTC))+.1*ii,'.',\n", " color=clist[ii],markersize=4,label=str(yr))\n", "axL.set_yticks(());\n", "yearsFmt = mdates.DateFormatter('%d %b')\n", "axL.xaxis.set_major_formatter(yearsFmt)\n", "axL.xaxis.set_ticks([dt.datetime(int(yys[0]),1,1), dt.datetime(int(yys[0]),3,1),dt.datetime(int(yys[0]),5,1),dt.datetime(int(yys[0]),7,1),\n", " dt.datetime(int(yys[0]),9,1),dt.datetime(int(yys[0]),11,1),dt.datetime(int(yys[0])+1,1,1)])\n", "for tick in axL.get_xticklabels():\n", " tick.set_rotation(90)\n", " tick.set_horizontalalignment('center')\n", "axL.set_ylim(-.1,.1*(len(datyr.keys())+1))\n", "axL.set_xlim(dt.datetime(yys[0],1,1),dt.datetime(yys[0],12,31))\n", "axL.legend()\n", "axL.set_frame_on(False)\n", "xmin, xmax = axL.get_xaxis().get_view_interval()\n", "ymin, ymax = axL.get_yaxis().get_view_interval()\n", "axL.add_artist(mpl.lines.Line2D((xmin, xmax), (ymin, ymin), color='black', linewidth=2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Display stats" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chl depth<15:\n", " N: 1128\n", " bias: -1.063038494482337\n", " RMSE: 4.2665735142910055\n", " WSS: 0.47133074369184613\n", "cluster 0\n", " N: 61\n", " bias: -1.0433987600606554\n", " RMSE: 4.15584071944118\n", " WSS: 0.4331381374902409\n", "cluster 1\n", " N: 48\n", " bias: -0.9623142875159583\n", " RMSE: 2.6727830440354285\n", " WSS: 0.6330633127363025\n", "cluster 2\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "cluster 3\n", " N: 453\n", " bias: -1.3085037965030737\n", " RMSE: 4.792964263448938\n", " WSS: 0.43117269642958045\n", "cluster 4\n", " N: 125\n", " bias: -0.41952574214577654\n", " RMSE: 3.563638557922338\n", " WSS: 0.5999185714810953\n", "cluster 5\n", " N: 140\n", " bias: -1.3812470767346832\n", " RMSE: 5.502663737859913\n", " WSS: 0.49191090985246433\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/py39/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3372: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/home/eolson/anaconda3/envs/py39/lib/python3.9/site-packages/numpy/core/_methods.py:170: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:1114: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] } ], "source": [ "print('Chl depth<15:') \n", "et.printstats(data.loc[data.Z<15,:],'Chl','mod_Chl')\n", "for icl in range(0,6):\n", " print('cluster',icl)\n", " et.printstats(data.loc[data.Cluster==icl,:],'Chl','mod_Chl')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chl depth<15:\n", " N: 1128\n", " bias: -1.063038494482337\n", " RMSE: 4.2665735142910055\n", " WSS: 0.47133074369184613\n", "cluster 0\n", " N: 61\n", " bias: -1.0433987600606554\n", " RMSE: 4.15584071944118\n", " WSS: 0.4331381374902409\n", "cluster 1\n", " N: 48\n", " bias: -0.9623142875159583\n", " RMSE: 2.6727830440354285\n", " WSS: 0.6330633127363025\n", "cluster 2\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "cluster 3\n", " N: 453\n", " bias: -1.3085037965030737\n", " RMSE: 4.792964263448938\n", " WSS: 0.43117269642958045\n", "cluster 4\n", " N: 125\n", " bias: -0.41952574214577654\n", " RMSE: 3.563638557922338\n", " WSS: 0.5999185714810953\n", "cluster 5\n", " N: 140\n", " bias: -1.3812470767346832\n", " RMSE: 5.502663737859913\n", " WSS: 0.49191090985246433\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/py39/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3372: RuntimeWarning: Mean of empty slice.\n", " return _methods._mean(a, axis=axis, dtype=dtype,\n", "/home/eolson/anaconda3/envs/py39/lib/python3.9/site-packages/numpy/core/_methods.py:170: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:1113: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:1114: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] } ], "source": [ "print('Chl depth<15:') \n", "et.printstats(data.loc[data.Z<15,:],'Chl','mod_Chl')\n", "for icl in range(0,6):\n", " print('cluster',icl)\n", " et.printstats(data.loc[(data.Cluster==icl)&(data.Z<10),:],'Chl','mod_Chl')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### mod vs. obs plots" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cm1=cmocean.cm.thermal\n", "bounds = np.array(np.arange(0,30))\n", "norm = mpl.colors.BoundaryNorm(boundaries=bounds, ncolors=200)\n", "#pcm = ax[1].pcolormesh(X, Y, Z1, norm=norm, cmap='RdBu_r')\n", "fig,ax=plt.subplots(1,1,figsize=(3,3))\n", "args={'marker':'.','s':8,'norm':norm}\n", "ps=et.varvarScatter(ax,data,'l10_obsChl','l10_modChl','Z',cm=cm1,args=args)\n", "cb=fig.colorbar(ps,ax=ax,boundaries=np.arange(0,30))\n", "cb.set_label('Depth (m)')\n", "ax.set_ylabel('Model')\n", "ax.set_xlabel('Obs')\n", "ax.set_title('log10[Chl (mg/m3)]')\n", "ax.set_xlim(-3,2)\n", "ax.set_ylim(-3,2)\n", "ax.plot((-3,2),(-3,2),'k-')\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/viz_tools.py:123: UserWarning: No contour levels were found within the data range.\n", " contour_lines = axes.contour(\n" ] }, { "data": { "image/png": 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jKGU9PT25fPmyiIisW7dOAOnWrdtHx7p69aqkTp1ade7ZunWrPHjwQL0+a9Ys1XM1MDBQcuXKJalSpRJ3d/dYiuLy5ctibGwsNWrUiPc+Hh4eAsisWbNEp9OJg4OD2NraysuXLz8q45eyc+dOdQnz1q1b6vlz587F8vDNmjWrZMuWTQoVKiTOzs7i7Ows5cuXFyMjI7GyshIrKyupVauW1K9fX/LkyZPgFxgNDY2vx6+iEL/LJVNbW1spVqwYERERnD17FjMzM4yMjAgPD8fU1JTLly8DULRoUU6dOqX2s7S0xKBUG8xyVyDq4SUKvr1EWuvkeHp6cv36dVKkSMH+/fsT5DjTvHlzVq1axfbt23n69CleXl40adKE0qVLM2nSJAYNGoSdnR1nz54lTZr3Ffr4PxEREQwfPpw5c+YQFhZGlSpVcHFxwcjIiGrVqpEhQwbat2/PwoULuXLlCpUqVeLZs2eMGzeOwYMHq+OUKFGCFy9eqFlZ3iUoKIjMmTOTOXNmzpw5g5eXFyVKlKBatWps2rTpq8YnVq9enR07drBu3To1Y8+NGzfIkycPiqLQp08fbGxs2Lt3L+Hh4WpsoU6n4/Xr15QsWZLQ0FD09fU5cuQIoaGhvH79ms6dOzNjxoyvJreGhsbH+VWWTL9LhagoiqRLlw6dTkeJEiUIDAxERNDX1ycoKIg6derQpk0bUqZMyT///ENERAQ6nY6aNWvSZd0Vjly6w90Z/89dWaxYMTp27BjLY/Fj+Pn5kSZNGhwdHbl27ZqqTHx9fcmUKRMAkydPpm/fvp+kaO7cucOff/7Jnj17uHPnDgDlypXj0KFDjBkzhqFDhwLRqeLSpk0LwPXr13F0dCQkJISUKVPSpk0b5s6dG+/4rq6u7N27l1evXpEiRQqmTZtGnz59+Ouvv2jZsmW8fb6U58+fkyNHDtKnT8/p06fVQPgiRYpw5swZTp06RZEiRT55XBH56ZIMaGj8iPwqCvG7zFRjmDoTjx7dTVDbWrVq8ebNG9WFf2nLwtz3z8Usvd7MmjkTPT090qVLR+rUqROsDENDQ4mpthHj6BGTUzRlypQ0adKErVu30r9/fywtLenQoUOC55YlSxbmzZsHwO3bt2nZsqVahSEmHduWLVto0KABEG0RxuRTDQ0NJSwsTE3tFh8x+TuPHDlCzZo1adiwIX369OHevXsJlvFTGD9+PCNHjiQiIoLFixeryvDx48ecOXOGMWPGfJYyBDRlqKGh8U35LhWiREUvlR4/fhxFUQgPD8fAwIA1a9bw9OlTRARLS0siIyN58+YN9+/fJ2/evLRq1YrevXuTKZU506ZO5Y8uXZgwYQLbtm1j06ZNVKtWjblz55IxY8ZY9wsKCmL16tWsW7cOU1NTjh07ptYXXLVqVawE2+bm5vz555+kSJGC+fPn4+bm9kkK8V2yZs1KhQoVOHbsGHZ2dsyZM4c5c+YAkCpVKg4dOkTu3Lmjn4kIw4cPByB79uzxjhdT4aFKlSrUqFEDEaFGjRoAiZ7cOjIykh49ejBv3jyKFCnCX3/9Rc6cOVVZY/KH1qpVK1Hvq6GhofG1+C4VYqT/I7Vsz7vkzJmT3LlzExUVxevXrzEyMsLOzo6mTZuyd+9e+vTpg6+vLy1atMDJyYmsWbOyePFigoKCGDlyJLNmzSJz5sw4OjoSERGhhiOsWOOOhIdiZGVLWgtDqlSpgqurK1WrViV58uScP3+eFClSYGpqio2NDcuWLWP+/PkA8YY/fAp58+YFoFGjRty6dYuMGTOip6fHH3/8gYODA0FBQSxfvpyFCxdy+fJlXFxcaNWqFcePH8fZ2RkjIyMATp06RalSpTAzM1MV519//cWFCxcYOnQoTk5OXyTnu1y6dIlRo0axadMmatWqxeLFi2PVh2zZsiVXrlxh6NCh6vw0NDQ0vnu+hufQlx6ZMmWSJUuWiLe3t1y/fl18fX3l0qVL8eaujCEyMlLq1q2rejPGeGm+y+XLl2X48OFSoUIFqVKlilhbW4ueobGY5akkaZv9KRn6b5PBm86LiIi3t7f06NFDUqRIEcvTNH/+/FKoUCH1s4WFhfj4+LxXro8RFRUlVapUERMTE7l06VKc6zVq1BBAChQoIG5ubhIcHCwtW7YUQMzMzKRr165y+vRpKVWqlOjp6cnTp09FRGT27NkCSPr06dVzX8q+ffukWLFiaoq6Dh06xAk5iQm9qFWr1gd/XxoaGj8OaF6mSYezs7PE7OF9Ks+ePWPv3r1MnjyZ69ev065dO+zs7Dhy5AgFChRg+PDhalq3qKgosgzYhmLw/yXRtBZGDM4bSu3atdHX16devXpUqlSJ169fExYWxt69ezl06JCalmzgwIE4Oztz7Ngx1Vr7HJnTpk1LhgwZuHXrVqxxChYsyPnz52nRogXLly8HostKPX/+nDp16rB582YADA0NGTRoEKNGjQKiSyHNnj2b8+fPU6BAgc+S6122bt1K/fr1MTc3Z+jQobRs2ZKUKVPGanPv3j3Kly8PwNWrVz+rOLKGhsb3x6/iVJPk1mB8R3zVLj6VR48eSa1atdQg+IwZMwogVatWlVOnTklkZKT4+/tLxao1JW2zPyXjgO2SccB2efHihZoi7N1YwXfZsGGD6Ovrx7IcY+IT79+/Lzt27IiThDo+Xrx4IdOmTRNHR0c1KfV/YwZDQkKkUaNGAqiWaKVKlQSQq1evyqFDh2TRokVy+/Zt8fLyUvs9fvxY0qRJI46OjuLu7i7//POPBAQEyKVLl2T//v3xJjaIj8jISJk7d66aiu706dOxrut0Ovnnn3+kSpUqoiiK6OnpyZIlSxI0toaGxo8Bv4iFmOTKL74jMRRiDG/fvhVfX18REZkwYYKqwN5dCnVwcIjVx9jYWHLkyPHBcZ88eSIrV66URo0aSfXq1eWff/6RGjVqiJ6enpor1c3NTWrXri1t2rSRhw8fxurfv39/taxR0aJFpVevXrJ161bZsWNHHKW4cuVKAWTQoEFy8+ZNMTc3F0CmT58uIiJ79+5V51K/fn1Zs2aNREREyJ49e9Rcq/89kiVLJr169RJPT0+5evVqvMubr1+/VjPFZMqUKd4A/wMHDsQad+zYsVqlCQ2NnwxNIf4kCvG/PH/+XFavXi2tWrVSv8Tz5MkTq0316tXF0NBQHj16FO8Y4eHhsn79emnQoIG0bNlSMmTIIIDY2NjI4MGDZd26dXHqLxYtWlR0Op1cu3ZNTX5dsWJF+fPPP9WaiTGHoihSvXp11YqLiIiQihUrxmozdepUNQF479691fMxCbTbtWsnIiLPnj2Tffv2yb59+2TYsGEyY8YM2bx5s9SqVSvWeKamptK2bVtZv369+Pj4yJ9//in29vYCyJQpU96bni4kJESqVasmVapUkTRp0qjKtnPnzuLk5CTNmjVLUGYgDQ2N75dfRSH+dHuIn4KIUL9+fTZt2kRoaCgmJiaICOnTp+fRo0c8evSIdOnSxeozY8YMJk2axNOnT7G2tiYsLIySJUvSsWNHnJ2dMTc3x8vLi5CQELZv306OHDm4desWixYt4uTJk1SsWJGQkBAaNWqEg4MD48aNw9bWlhkzZmBgYIChoSH79u1j+vTpjBw5khEjRgDRCcMvXrzIgQMHyJQpE/Xq1UOn07Fr1y6qV69O2rRpuXbtGqamphgbG2NoaEhQUFCcavEhISH4+/tjZ2fHsWPH8PX15ejRo+zZs4eXL1/y+vVrtW2JEiXo3r07jRo1ivPs7t27x7Jly7CwsEBRFCpWrEjevHk5ePAgNWvWJDQ0FGdnZ86dO0eFChXYvXs3+vr6X+G3qKGh8bXR9hB/Ugvxv8QU2L1x44Z6rkqVKgLEKS/l6+urenxu27ZNwsLCpF+/fmJpaalaif89/vjjD/n777/VzwYGBlKqVCm1qHD58uXV/cd3iWm/c+fOeOU+f/68WhA3derUqqyenp4CyMyZM2O1v3jxovzxxx+SPHlyASRbtmzSpUsXOX/+vNomIiJCjh49KtOnT4/X4zUGf39/dU/23aNy5coSGRkpV69eldu3b4uIyKJFiwSQ0aNHf/gXoaGh8d3CL2IhJrnyi+/4lgpx8eLFAsj27dvVc0+ePJE0adJIihQppHXr1lK3bl3JmzevuiR47do1CQkJkefPn6vKoHr16jJ06FAZM2aMrFu3Tvbt2yelSpUSQNKlSyfnzp2Tvn37Cv9WtOjTp08sJfxfdu7cKY6OjmJlZSW+vr6yZMkSKVmypLofevDgQXUv9M2bN2q/fv36iYGBQSynngULFqihEs2aNZOJEydK1apVxcjISIyMjKRLly4SHBycoOfl6+srZcqUEUDSpk0bRymmTmsnR44cUdvrdDr5/fffRU9PT4YOHZogZyMNDY3vC00h/iIKMcaimj17dqzzp0+fljp16oilpaVYW1tL4cKFxd7eXtKnTy9FixYVRVHEyMhI4P/Fgf9LVFSUuld54sQJ1Vs0Xbp08ZY7+i83b94UQ0NDqVWrlpQvX14AyZcvn3q9a9euAoidnZ14eHjIjh071L3JGGKcXjJlyiQvXryINf69e/ekXr16akxjkSJFxNnZWYoUKSIuLi5SoUIFcXFxkc6dO8uJEyekWrVqoqenJ4qiyODBg8Xd3f3/+57GZurPNjY2sazr169fq/JXrlw5QXPX0ND4ftAU4i+iEO/evSv8W5Zo7ty5ser4vXnzJpYVZGBgICVLlpT8+fNLt27dpE2bNrJmzZr3fsFfv35d7Xvw4EF58+aNqsTetUg/RIYMGaRKlSpy48YNgeiSVzFERkbK6tWrVW9V/nWOibEi7927J2ZmZpIsWTJ1CTM+9uzZIx07dpSCBQtK0aJFxcnJSbJly6Z6mALi7OysKsK7d++KSHRNSkDM8lSQDP22iKljqVjW4sSJE2PdZ968efGe19DQ+L7RFOIvohBFosMxMmXKJICUKVNGIiIiRCTawnv3C97W1la2bNmS4HGHDRsmgDRt2lRev34tIiInT54UQPr16/fR/jFKcPbs2bJjxw7p2rWrmnUmMjJS9fz09PSUWbNmyYYNG9T9yJCQELU+5O7duz/pecSwe/duSZ06tejr64uJiUmc2o86nU6MjIwkT+kqknHAdkldf4QAMmTIEDUE5eDBg7HaZ8+eXbJly/ZZ8mhoaCQNv4pC1PtEH5yfkoEDB3Lnzh3c3Nw4cuQIY8eOBeB5UDjPAoI5ffo0Y8eOxdjYmFq1apElSxZy5MhBtWrVmDNnDm/fvo133Jjzq1atok2bNogIRYoUoV69ekyfPj1WLcf42LRpEwDh4eHqvX7//XeioqKoV68eRkZGLF++nFKlStGtWzfq1atHnjx5CA0NpV69ety+fZuZM2eqibY/ld69e6PT6WjdujVhYWFUq1Ytjnzh4eH0atWAexOrMaxMdOYaGxsbVq9eTbZs2fj999/VROmKolChQgV8fHzYs2fPZ8mkoaGh8dX4Glr/S49vbSG+S4sWLURPT0/GLFov2YfsFMchO+XUneiA9FevXsmsWbOkRo0aUr58ecmePbsAMmrUqHjHiok77NKliwDSu3dvWbRokTx48EAyZswoGTJkkDNnzsTb9+jRo+qeoYODg6RJk0bmz5+vBr9PmzZNABk3blysfuHh4eLg4CCAtG/f/rOfQ4wlGyN7lixZYmW3iZFFL1lyydjtb3UvNmvWrOLv7y8iInPmzIljoQYEBKiWa9asWWX+/PnanqKGxncOv4iFmOTKL74jKRViUFBQtAIoVllN5zZs3XFp1aqVTJgwQd6+fau2nThxogAyYsSID44ZFRUVKxC+cePGcvz4cTExMRFA2rRpI/fv3xc/Pz8pV66cuLi4iJ6enhgbG6ueqgsXLhSdTidNmjQRPT09OXz4sBqY/y737t1Tl34/N7l2VFSU2Nvbi6GhoZiamoqZmZncuXMnVptkdjnEwNJG7HusFbtOSyVFihRiamoq169fV9tcv35djI2N4zjSPHv2TGbNmiUFChQQQIoUKfJZcmpoaHwbfhWFqC2Z/ofAwEAAiuV1wNhAD3NjA16c/Ie//vqLQYMGkTJlStKkSUPmzJkZOHAgTk5ODBgw4INj6unpsXnzZry9vWnfvj1r167F29ube/fu0bhxY5YuXUqGDBkoWLAghw4d4vDhw7Rq1YrKlStz9OhROnbsSPv27VEUhQULFpAsWTJGjRqlBrpHRUUxZcoUSpYsycOHD2natClHjx7lyJEjn/UMzp8/z8OHD3F0dCQkJISJEyeSOXNm9frmzZsJfXQdszwVUPQNeb5+BAEBAfzzzz84Ojqq7RwdHZkxYwZ79uxh8uTJ6vk0adJQtmxZtS5l9P83DQ0NjaRFU4j/wdramrRp03L+6D6ujKrMxRGuXL9whhQpUrBp0yaaN29OqVKlyJUrFwMHDmTPnj0JquqgKAq5cuVi/vz5VKxYkfbt29OmTRuKFClClixZgGhFsXr1at68ecPt27fZunUrjRo1Yvbs2eo4yZMnJ3v27Ny8eVM9t3LlSvr378/x48epVq0aGTJkIGvWrPz++++8ePHik5+Bubk5ALa2tiiKwtixY/Hw8FDfovr27UvatGkxL/AbYb4XiHj5gAkTJuDi4hJnrJYtW6IoilqpA8DPz48CBQqwZcsWKlSooFbs0NDQ0EhKNIX4H5IlS0bFihW5du0aYSHB6OspNGjQgICAAG7fvs28efPYtGkTO3bsYMKECaROnfqTxtfX12ft2rV0796dW7du0bt3b548ecLevXvx8vKievXqtG/fnsOHD9O/f3/Wrl3LmzdvmDRpEsuWLSMsLIwsWbLw8OFDoqKiADA1NQWgdevW5MuXjwkTJlCtWjVevHhBy5Yt0el0nySjra0tAPb29ly4cIGwsDAqV65MnTp12LBhA3fu3KFWrVr4zvydPP5HMTMzo1evXvGO5ebmhojQokUL9dzBgwcRERo1asSGDRuws7P7JPl+ViIjIzVrWUMjKfka68JfeiTlHqKIyJEjR0RPT09+//130el0otPppFy5cmJgYJDgjC4J5fLlywJIixYtRESkWrVqAkjt2rVFROTp06fqPiIgHTt2lF69egmghmDodDqpU6eOGBgYyMmTJ6VevXpiYGAgffr0EUAqVar0wVRs8WFlZSX58+eXqKgoCQoKkm7dusWKdzTP5yqpfushgPTo0eO940yePFkAOXnypHpu+/btAmhlot4hNDRUbGxsJHXq1NKiRYv3lh7T0EgK0PYQf11Kly5N586dWb16NVevXlXDBSIjI/H29k7Ue+XJk4eMGTNy+PBhwsPDuXLlCunTp2fz5s24u7tjb2/P0aNH6du3LxC93NiwYUMAdSlVURSWLFmCnZ0djRs3Zty4cdjb27N+/Xr69OnDqVOnqF69Oq9evUqwXOPGjePixYu4uLjg4+PDrFmzuHTpEmkqtCZFmRYkL1qPkNtnsLOzY/r06e8d59atWwDcuHEj1pwBbt++/WkP6yfm6NGjPHv2jODgYNasWUPt2rUJDQ1NarE0NH4pNIX4HpydoxOo37lzB4AuXbpgb29PkyZNYlWESAyaN2+Or68vPj4+ZM6cWXXs2bBhA5GRkZw7d46IiAgAjI2N1QocKVKkUMewsrJi7dq13Lt3jxw5ctCqVSseP37MiRMnmDZtGk+ePKF169bxLsmFhISwbNkymjdvzqxZs7hz5w6dOnVi+PDheHl5UbBgQVq2bIm1tTV2ZRthWbwhBpZpCPE5re43xsf58+dZsmQJqVOnpkqVKup5GxsbQFOI72JhYQFA27ZtWb9+PWfPnsXOzo6FCxdqilFD4xuhKcT3kC1bNuD/X9opU6ZkzZo13L17lxYtWvD8+fNEu1eMt+jdu3fJkCEDr1+/5u3btzRu3BgALy8v6tatC8CaNWsoVKgQANWqVcPV1ZUDBw4AUKxYMVatWgXA69evmTt3LufPn6dLly507dqVLVu2YG9vT+XKlXF1dcXV1ZV69eqRLl062rRpwz///EOPHj3IkSMHI0eOpH///ly4cIEWLVqwYsUK0qdPT1OzK+giwpCIt+gZGnPjxg2mTp0aZ05+fn64uroCcODAAdKkSaNeUxQFIyMjrK2tE+0Z/ugULVqU7Nmzs2vXLmrVqsX27duxt7enY8eOWFtb06NHD16+fJnUYmpo/NRoCvE9ODg4ANFKKoaCBQvSr18/tmzZgoODwyc7q8RHeHg4s2bNwsLCAmdnZ9KnTw/AkydPVMW3b98+ypQpQ3h4OH369CFNmjT07t2bHDlysHfvXhYuXKiO17hxY3777Tfmzp1L0aJF8fX1JW3atGzZsoX58+dTrFgxfHx8uHfvHnfu3MHT05Nq1apx+PBhTp48ye7du4mIiGD06NEcOHCAzJkz89dff3Hy5EkcHR3p27cvBW4tx3d6QwJfPKV69eoMGjSIEydOANGKeMaMGRQoUIAXL16wZs0adYk0hkmTJhEeHk7VqlW/+Pn9TDRu3BgfHx+KFy/OpUuXOHLkCNu3b+e3335j1qxZpE6dmsKFCzNkyBAuX76c1OJqaPx8fI2N0i89ktqpRiQ6ON3Z2VlSpEihJrNu0KCB6lTi6OiYKPfp37+/ALJp0yYREaldu7ZkyJBBdDqd3L59W73fiRMn4u3/buknkeiyUAMGDBBAmjVrJiLRWW/09fWlUaNGcYL1AwMDZf78+ZI/f/5YeVudnJzilGrS6XSqk8yKFStEJDp7T4YMGSRjxowSGBgoxYsXF0CKFSsm7u7uceSNqciRP3/+WJlvNKLrUY4ePVoKFiwogGTOnFk2b94sOp1OTpw4ISNHjpQSJUqInp6eGBoaSseOHWXTpk3y6tUr1flLQ+NrwC/iVJPkyi++43tQiCIit2/fFj09Palfv76IiKxfv15VGG3btv2sMXU6nWzdulVKly4tuXLlEkCKFy8uYWFhEhYWJmZmZtKpUyeJiopSiw43atRITeVWrVq19467cePGWEpt8eLF6vXx48cLIG5ubrH65M2bVyC66PG0adNk2rRpcuTIkfd+ud66dUsAmTVrlohEK+SY+xkaGgogAwYMeO/8s2bNKqlSpdK8KD/C2rVrxdHRUYyMjGTYsGGxXnzu3bsndevWFXNzc/XZGxsbS+rUqT87kbuGxofQFKKmEEVExMHBQXLkyKF+rl+/vgBy+PDhzxrPzc0tltKqVq2aPHv2TF69eiVNmzYVQLZt2yZnzpwRQBYtWiQion5etWpVvONOmjRJAEmdOrWcPn06TrmnqKgocXV1FRMTE7l48aKIRLv6GxgYSI4cORJkXeh0OmncuLEAMm/ePHWM0qVLCyDNmzeXY8eOxRnr7du3sn79eilbtqwAMnfu3E9+br8iT58+VZ+Zvb29/PHHH+Lj46NeDw8Pl/3790uBAgXU3wEgFy5cSEKpNX5GNIWoKUQREXFxcRETExOJjIyUO3fuiIGBgWTMmFEtEfWpxJSEmjRpkvj5+YlI9BdbTAHdZs2aydu3b6VXr16iKIo8f/5c7fu+ZbGYBNw5c+aMs4T6Ls+ePZO0adNKjhw5JCgoSEREVcIf6icSneN1xIgRAkj69Onl6tWrH52rn5+fzJ49W2xsbASQDBkyyNixY9WyVRoJY9OmTfLbb7+JgYGBmJmZSZMmTWTfvn2x2uh0OnFzc5PUqVNLqlSpZNKkSdoSqkai8asoRM2p5gNcvnyZnDlzEhYWxsSJE9mxYweRkZFUqVKFJ0+efNJYd+7cYcKECRgYGAAQFBREqlSpAFixYgUHDx6kZ8+erFy5klatWjF9+nQqVKgQKxOOoigoigJEv8hs2bKFdevWqc49KVKk+GBISJo0aVi1ahXXr19nypQpAJQpUwaI9l59H6tWrSJdunSMGjWKwoUL4+3tTc6cOeNtGxkZyZEjRzhz5gzFixenW7duhIeHs337du7cucOQIUMwNDRM6GPTAOrUqcPOnTs5d+4ctWvXZteuXVSqVImsWbNSv359fHx8UBSFDh06sGvXLjJlysSAAQPIkiULZ86cSWrxNTR+HL6G1v/S43uwEGOcP2KO5MmTy9atW9XPFhYWMnLkSDl//vxHx9LpdJIzZ061b5YsWWJVhdiwYYPqaBKz9NW4ceM4Ti0xYy1YsEBatmwZS76Y49ChQ/HKEBkZKQsWLFCdZyZPnqyer1ixopiYmMRajhOJtvD69esngGTMmDHe5dAYHjx4ICNHjhR7e/tY8hQvXly8vLw++ow0Eo6/v7/07NlT0qZNK4AYGBjIoEGD1CLUOp1Oli5dKra2tpI+fXp1JUJD43PhF7EQk1z5xXd8Dwpx7NixAkjVqlUFEGtraxERuXbtmhw/flyKFSsmiqIIINu3b3/vOGFhYarX56RJk8Tb2ztO/T+dTic9evSQDBkyiIODg4wZM0bCwsLiHW/KlCmqssmVK5ccO3ZMmjRpoirt9/WL2bs0MDCQBQsWxFryfdcZp1ChQrJ3714REXXcOnXqyI0bN+IdNzw8XJo1axZLCQ4cOFCWLl0aS+lrfB1u3rwp1tbWAsjatWtjXfPy8hIjIyOpUqWKVnNS44vQFOIvrhBfvHghgCRLlkxOnTolT58+jaNsnjx5Ivny5RMLCwuZNGlSvHtjMWEKrq6u8urVqw/eMyoq6oP7Pvv27RNAsmfPLseOHVNrM8YUIr527dp7+y5dujQ6B6m5ubx8+TLWNX9/f+nQoYOUKFFCACldurQ8e/ZMkidPLi1btowz1rNnz+TmzZsiInLixIk4Vupvv/32wXlqJC63b98WIyMjqVSpUhzFF1PIuXv37mrhZg2NT+VXUYjaHuJ7sLa2pkiRIoSGhlK0aFHSpUuHhYUFZcqUoXz58pw8eZK0adOyYcMGHB0dGTBgAO3atePRo0exxjE2NgYgR44chIWFffCeenp66h5hfPTv3x+IzjNaokQJjIyMgOi9xRw5cpAjR4739m3dujUTJkzgzZs3XL16NdY1Kysr3NzcOHbsGFWqVMHT0xMbGxtev35NrVq1YrUdOXIkNjY2ODg4cP/+/Vj3nDp1KmZmZmTKlOmD89RIXLJkycKsWbPYt28fY8eOjXWtY8eOtGzZklmzZuHo6MjChQvVKikaGhr/4Wto/S89vgcLMYZ79+7JwoULpVOnTtK9e3dxcnJS3eBfvHihtuvWrZsAkjJlSrl48aJcvXpVIiMjJSIiQurWrSuA5M6dW7Zv3y6DBw8WX1/fT5Zl+vTpYmVlJWnTppXHjx+LSLR1GBkZKb6+vnLx4sUPLo3dv39fAPn999/f2yYyMlJOnDghS5YskXXr1sWyWF1dXVUrMHPmzPLs2TMRiV4WPnXqlGrBamEV3x6dTqcuXbdu3Vo2bNigWoRRUVGya9cuyZo1qwDSoUMHefToURJLrPEjwS9iISa58ovv+J4UYnzElC9asGBBrPMnTpwQMzMzVWmkT59eVXxbt24VfX199VpMZppP5dKlS2JiYiLGxsYyYsQIdZkz5nBxcfngsmvWrFnF0NDws5TW8uXL1TjJ/xIaGirTp08XQCZOnPjJY2t8OW/evJEmTZqIhYWF+vfwbniGTqeTjh07qtdatWqVhNJq/Eh8LYXo4GAk+/Zn+ewjseVSouf6feHs7CxeXl5JLcZ7efToEZkyZUKn0+Hm5ka7du3Uaz4+Pmzbtg2dTsfIkSNxdHRk6dKl5MuXD19fX1q0aMGRI0dwdnbG09MTExOTBN9Xp9Oxa9cubt26xZYtWzh06FC87YKDg9Wiwf/l0KFD9O7dm/Pnz7Njx47PzicaEhKCu7s7Pj4+vHnzhr///puXL1+SPXt2du/eTZYsWT5rXI0vJyAggPz583P//n1mzZpFt27d1GsiwqFDh6hQoQI2NjY8ffo0CSXV+FFQFOWsiDgn9riOjsYyb779Z/evVPFOosql7SF+BnZ2duzbt48iRYrQpUsXTp8+DUBERATZsmWjV69e9OnTh6VLl3LhwgUKFCjAzp07yZgxI1u2bGHw4MF4eXmpsYAJQafTMXjwYKpXr06vXr0wNzdn8+bNFCpUiOvXr+Pi4qK2Xbx48XvHKVeuHAcPHgRg+/btnzz3mzdv0qNHD+zs7GjdujXjxo1jzpw5lCtXDg8PD65fv64pwyQkLCyMSpUqcf/+ferXrx9LGQLMmjVLfQkKDAzke3wh1tBIKjSF+JmULVuWHTt2YGtry2+//YazszPJkyfn+PHjapsGDRrw4MEDUqRIoTo7xPysKAqfYgW3bduWSZMmUaBAAUaMGMH27dvx8fHBy8sLR0dHZs2aRevWrbGxsWHkyJGx+up0Onbv3o2bmxuPHj0iefLkGBgYcP/+/Y/eNywsjBkzZrBhwwaqVq2Ko6Mjs2fPpkqVKhw6dIjXr1/j5+fHhg0bcHFxQU9P+5NKKp49e0a2bNk4e/YsQ4YMwd3dXb125coVunbtSs+ePcmePTuzZs1i06ZNH3Ti0tD41TBIagF+ZKytrdmyZQv9+/fn0aNHhIWF0aRJEy5cuICVlRUAqVKlIioqily5cqn9FEUhVapUatHfhJAvXz4guphw7ty5ARg1ahR9+vRRvUz79++Pu7s7RYsWjdW3VatWrFy5EoDkyZNTo0YNIiMj2bFjBy9evFAz5gBERUUxYcIE9PT00Ol02Nra0qtXr1jjHT58mNKlS3/Ck9L42uh0OipUqMCjR49YsmQJrVu3VpWdl5cXRYsWRU9Pj2bNmjFx4kTs7OySWGINje8PTSF+IQUKFMDDwwOAM2fOUKRIEaZNm8aYMWOA6PRvr1+/Jnv27Gqft2/f4ufn90n7hz169GDfvn306dMHiFbG7u7u6pdeQEAA1apVIzg4mNGjR6v9Ll68qCrDw4cP069fPzZv3oyjoyPJkyePo5RPnjzJsGHD3itHvnz5cHZO9K0Ejc/kxYsXLF++nHnz5nHnzh2GDh1KmzZtYrW5fPkyOp2Ov/76i+bNmyeRpBoa3z/a+lYiUqBAAQwNDdm9ezfPnj0DouMPHR0dmTlzJv7+/kB0bGKnTp3YvHkzR44cSdDYenp6/P333/Tt25chQ4awa9cuKlasqF4PDAzkzp075MiRg4IFC7JixQqKFy9OgQIF1DapUqXi1KlTBAcHc/36dU6fPo2trW2s+8RYixYWFjx9+pTp06cDULt2baZOncqlS5dwcHBg9erViVIgWePTERGOHj1Ks2bNsLe3p2/fvqRNm5aVK1fGehmKISa/bdq0ab+1qBoa3wWKougrinJeUZQPOk5oCjERMTQ0ZMKECXh5eZE5c2YuX76MqakpvXr14smTJ2zatElt2717dwAOHDjw3vGOeJZh/4GsHDxYAIgOoJ8yZQpjx46lSJEisdqmSZMGiFZomTJlomXLlrx69YpJkyZRuXJlfv/991jLtu8jbdq05MyZk6CgICZPnkzPnj0ZPnw4//zzD6NGjaJHjx6YmZnRtGlTGjRo8KmPSOMLCAwMZPv27eTNm5fSpUuzbds22rVrx6VLlzh27BjNmjVTVwzevHnD4sWLcXZ2pmfPnqRPn15b5tb4lekBXPtYI00hJjJ9+vRh1apVhIaGsmfPHgDKly+PiYkJ7du3Z+rUqQCqJ6avr2+849y+vZqIiOisNzoJwsur9QfvqygKhoaGHD16lOfPn7Nx40auXbtGq1at2LNnD6tXr06QNWppaYm3tzelS5dmwYIFQPRe5fXr1zEwMGDmzJmUKlUKQKta8Y0IDg6mffv2pEuXjho1auDt7c2iRYt4/Pgxc+bMIW/evLx+/Zr58+dTpkwZXFxcsLOzo3379rx9+5bZs2dz+fLlT1qi19D4WVAUxR6oBrzf/f5fErSHqCjKPSAIiAIiRcRZURRrYB2QCbgHNBSRV/H0rQLMBPSBxSIyMUGz+IGpUaMGdnZ2uLm50aFDBxwcHLh27RpdunRhwIABFCtWjJIlS5IvXz62b9/O06dP4yxnPXmyPtbnwNfH+RBHjx5V9wMzZcpE3bp1gWjL0cHBgZs3b1K2bFlu3LiBg4PDB8dSFIXy5cvj6enJ9u3bqV69Oo6Ojnh7ezNgwACWLFkC8NkxjBrvR0Q4ceIEmzZtwtzcHJ1Ox4kTJ9i3bx/NmjWjcOHCZMmSherVqwPRnsxXr17F19eX4OBgHB0d0el01KxZk06dOlGiRAnNk1TjV2cG0B+w+FjDBAXm/6sQnUXkxTvnJgP+IjJRUZSBgJWIDPhPP33gJuACPATOAE1EJHYyzf/wvQfmJ4QjR45Qvnx5GjVqxKpVq1AUhcDAQDJnzkz27Nk5deoU3t7eFC5cmOLFi+Ph4YG+vr7aPzw8HM+j/685WLToXszN3h/fd+XKFfLmzQsQJ+A6MDAQGxsbMmTIwPHjx2N5lb6PsLAwMmfOzNOnT2MF+kdERDB//ny8vb35888/sbD46N+YRgK5ceMGDRs25NKlS7HOGxoa0rlzZ2bOnAlEW4zr1q1jwYIFar3DNm3a0LFjRwoXLqwpQI1E5zsOzPcFXrxzaqGILIz5oChKdaCqiHRRFKUc0FdEqr9vvC/xMq0FlPv35+XAIWDAf9oUAXxE5M6/wq39t98HFeLPQJkyZRg6dCijR4+mWbNmVK1aFUtLSwoUKMDJkye5f/8+z58/p3bt2qxZs4b58+fTtWtXtb+RkREVK9xO8P3y5MnDqVOnOHz4MOXLl491zdLSkpCQkE+KETQxMaF06dKsX7+ewoULM27cOGrXro2hoaG6/6mReBw+fJjmzZvz4MED3Nzc+P333wkJCcHExASdTkeKFCmAaA/lAgUK4OPjQ86cOZk5cyadOnVSE71raPxivPiIoi4J1FQUpSpgAiRXFOVvEWkWX+OEfkMK4KEoyllFUTr8e85GRJ4A/Ptvmnj62QEP3vn88N9zvwT16tUDwNPTUz2XMWNGQkNDyZgxIxUqVFAr1adPn/6L71ekSBH69esXKyzi+fPnLFiwgJMnT37yeKtXr2bZsmX4+flRp04dZs6cSWho6BfLqRGNiDBy5EhSpUpFuXLlCAwMxN3dnQ4dOmBubs6TJ0/YvHkzmzZtokuXLvTo0QN7e3t8fHyYNGkS3t7edO/eXVOGGhrvQUQGiYi9iGQCGgMH3qcMIeEWYkkReawoShpgr6Io1xPYL761m3jXaP9VtB0AMmTIkMDhv29y585Njhw5WLFiBRMmTABgxIgRpEuXDkNDQzJkyICenh7ly5cnY8aMX0WG+vXrqwq5Vq1aJE+enMKFC1O9enUyZ878wb4GBga0atWKRo0aUbZsWXr27Mm9e/fUUAyNL+PixYuMGjWKzJkzU6lSJbp27ao6LI0aNSpWxqEY675atWp07tyZKlWqaEujGhqJTIIUoog8/vff54qibCZ6KfSZoii2IvJEURRb4Hk8XR8C75o+9sDj99xjIbAQovcQEz6F7xd9fX1KlizJkiVLuHnzJg4ODmTKlIlx48Z9MxliYh8bNWrE9u3bURSFlStX0qdPH86ePavuO36IZMmScfToUYyNjZk7dy5ZsmSJkyNT49Oxt7fH3Nwce3t71q5dC0Rbjc2bN2fVqlUULlyYOXPmEBkZSdGiRQkNDcXc3DyJpdbQ+DERkUNEb+29l48umSqKYqYoikXMz4ArcAXYCrT8t1lLYEs83c8A2RVFyawoihHRJuvWBMr/UxCzL7h8+fIkuf/8+fPR19fn1atXnD59mqCgIGrUqEFERAQ3b95M8DhGRkYcOnSIQoUK0b17d9zd3bXE0F9IqlSpyJ07N4GBgeq5mzdvsmrVKurXr8/u3bspUqQIJUqUQF9fX1OGGhpfmYTsIdoARxVFuQicBnaIyG5gIuCiKMotor1IJwIoipJOUZSdACISCXQF9hAdFOkuIt6JP43vl6xZs2Jtbc348ePp3bt3nOvHjm1k/4Gs6pHYlC5dmilTpuDh4UH+/Pnp0aMH27Ztw97enho1anzSWGXLluXAgQPkz59fXUb9r0ekxqfx7NmzWC8WMbGrkydPxtraOqnE0tD4JfmoQhSROyKS/98jt4iM+/f8SxGpKCLZ//3X/9/zj0Wk6jv9d4qIg4hkjen7K2FhYcHZs2dp2rQp06dPZ/362PGFYW/7x/q8/0BOEptevXpx584dXFxcmDVrFgAVK1b8LGeMZMmScfDgQUaOHImnpyf58+fn+vWEbilr/BcHBwdu3bpFSEgIgPo7+RwnKA0NjS9Dy1TzDciUKRPLli0DoGHDhjx8+PCby5A5c2Z27txJSEgIBw4cUIPrPwcrKytGjBjB8OHDgWjv1smTJ39S9Q6NaHr37s3bt2/5448/ANRi05s3b05KsTQ0fkk0hfiNMDQ0pEOH6IiVmjVrEhYWBkCqlLGLBFes8NF0e19EsmTJKF++fKwkABAdFP7y5Uv1c2RkJLt372bLli2sX78eX19f3r59G6vPqFGjOH36NI6OjgwYMIB27dpx/fp1bW/xE6hcuTJDhw7lr7/+YtmyZRgYGFClShW2bdvGxYsXk1o8DY1figRlqvnW/AyZat7Htm3bqFmzJn/88Qdz5sxJanEAmDt3bqykAGnSpOH58/ichqOJ72+mZ8+eaiaVUqVKMXv27FiVNjT+j7e3N2/fvsXJyQlFUYiKisLV1ZUTJ05w6tQp0qRJg5OTE+bm5nh5eZE8efKkFlnjF+c7zlSTqHJpFuI3pkaNGrRr1465c+d+Nw4pLi4u5Mz5/73Ld5Whoijkzp2bBQsWMHjwYI4ePRrvGDNmzOD27duMGjWKkydP4uTkRKdOnfDw8NDKRL1DZGQkpUuXplChQuqKgb6+PqtXryY0NJQpU6ZgY2PD2rVruXPnDvny5cPd3T3OOCLC2bNnOXXqFFFRUd96GhoaPyWahZgErF+/noYNG7JmzRoaN26c1OLES4wS+5R0bzE8ffqUrl27sm3bNsLDw3F1daVNmzZUr14dMzOzxBb1h+LIkSOULVuW1KlT4+fnx9KlS2ndOrqSSfbs2QkNDeXatWtYWFiwceNGhg0bho+PD/369aNAgQJERUXx8uVLFi1apC6p1q9fP46zloZGYqJZiBpfjZhqE7dvJzxX6bdGT0/vs5QhRNdU3LBhA69evWLw4MGcPn2axo0bU6hQITZs2JDIkv44BAcH06RJE4yMjLh27RoVKlSgS5cuajzokiVLePLkCe3atUNEqFevHp6enpQqVYqJEyfSsGFDmjRpQteuXVEUhblz55I7d24OHjyYxDPT0Pg50BRiEpAtWzYAhg4dyqNHj5JYmq+Hqakp48aN48WLF6xcuZLAwEAaNGjwy3pQHjhwgMePHzNjxgxSpkxJjx49CAsLw9s7OjS3TJkyjBs3Dnd3dxwcHNizZw9WVlYcOHCAFy9ecPDgQTw9PTl79iznzp3j6tWreHt7U6FChSSemYbGz4GmEJMAU1NT2rVrh56eHtmyZWPIkCG8efMmqcX6aujr69OsWTPu3btH4cKFqVu3LrVq1fqllvnevn3LuHHjMDU1pU2bNgCcO3cORVEoU6aM2q5///64ubkRFBRElSpVqFKlCgcOHMDU1JRy5cpRqlQpChYsiKIo7N+/H4CJE3/6EqMaGt8ETSEmAYqisGjRIk6dOkXZsmUZP348VlZWlClThqVLl37yeFevjYqV7Sbsrd9XkPrLMTY2Zt26ddjY2LB3714aNmxIxYoVuXv3blKL9tVZu3Ytp06dolevXhgbGwPRWWkKFy5MypQp1XZ6enp06NCBq1evMnToUA4ePEjFihWxsrKic+fOsRyUmjWLTtr/+vXrbzsZDY2fFE0hJiHOzs7s3LmT/fv306dPH549e0bbtm0pVKjQJ+0vPnmyItbnY8eKJbaoiUbmzJl58uQJAQEBDBkyhJMnT+Lq6sr8+fN/2uVjEcHd3R0bGxtGjx4NRCddP336NFWqVIm3j7W1NWPGjMHf35+tW7dSu3ZtFixYwJ9//qm2qVOnDiYmJvTr10+L/dTQSAQ0hZjE6OnpUaFCBSZOnMjly5eZOHEi586dY+HChR/v/APg6+vLkCFDqFixopqhR1EUjIyMGDt2LJs2bSI8PJwuXbrg6OjI5MmT4yQA+JGJCbPYuXMndevWVR2Vbt26hU6n49WrV0RGRr63v4WFBTVq1GDVqlVYWFgwYMAANVVerly5aNKkCfv27SM4OPibzEdD42dGU4jfEUZGRmoCcB8fnw+2DQw8x7nzzbl7bx6ZM637FuJ9Mjdv3iR37tyMHz+eAwcO0KRJkzhf/pUrV+bevXucPn2aXLlyMWDAAHr27Jk0An8FTp06xbFjx6hXr16sOpKFCxemSpUqzJ49m/z588eqeBEfiqKQLFkyrKyssLS0VM/fvXuXfPnyaZUwNDQSAU0hfmcYGhqSJUsWzpw5w/3799/b7tLlzrx6dZx79+ZhnVKhYoXbxJS3LFTw7DeS9v2ICHXq1CEkJISDBw8ybtw4jh49yuzZs+O0VRSFwoULc/r0afr168eCBQsYP348QUFBSSB54uLnF72fu3HjRipWrKg6T+np6bF582bc3Ny4ceMGHTt2/OA4d+7c4fnz54wcORJbW1sAgoKCOHr06HuXXTU0ND4NTSF+h0yaNImHDx+SJUsWhg4dyuXLl+PsERkYWAL6gGBgEJ3aq2KFG1SscJsUKVJ8c5n/y61bt7h69SqDBw/G3NxcrQeZL1++D/YbN24c5cqVY8iQIZQvX/5biPpVqV27Nt7e3owePZpjx44xZswY9ZqJiQkdOnSgcuXKrFu37oP7gDFlod5VfkePHiUyMpKCBQt+vQloaPxCaArxO6R+/fp4e3urcWn58uWjYcOGXLv2/8TfTk4ryJKlB/nzLcTcLPtn3+td79SnTy8kgvTRmJmZYWJiwrhx4yhcuDC+vr4sXryYihUrfrCfoaEh+/bto0aNGpw9e1Yti/Qj4uvrS+/evZkwYQLp06cHouscnjhxIla76tWrA6iluWI4d+4cU6dO5cSJE+zYsYNMmTKRPfv/f9c5cuRAT08v3tRuGhoan46mEL9TcubMyYEDB3jw4AF//PEHGzdupFixYnh6eiIimBinJXOmP7C2LvnZ9/hvQWLvq/W+VGwVOzs7li1bhouLC0OHDsXHx4e2bdsmqK++vr5aDqlfv36JJtO3RET47bffmD59Ojt37lTTs0G0UnyXTp064ejoyLx589Rz3t7eFClShL59+1KiRAl27NhBuXLlUBRFbTN37lx0Op1aOUVDQ+PL0BTid469vT1z5szh+vXrGBgYUKZMmR/G6aRx48Z4eHgwZswY7O0/LV9h5cqVKV68ONu2bftK0n1dfH19uXbtGoMHD+bFixdcvHiR6dOns2LFCtasWROnfWBgYKylz+bNmxMVFcWePXtYsmQJ6dKlo1WrVup1Hx8fpk6dSsWKFXFzc/sWU9LQ+OkxSGoBNBKGg4MDV69eZeDAgcyaNYtdu3ZRs2ZNxo4di4mJyWeNWbHC7f9YiaaJI2wi8fz5c9WB5Edj9+7dQLSlqCgK+fLle+/+6cWLF3n69CmVK1cG4OXLl5w/f548efLg6uoKoGa3iWHRokUALFiw4JNfNjQ0NOJHU4g/EDY2NixcuBBnZ2e2bdvG1KlTCQ4OZv78+Z89ZrR36veJtbU1vr6+SS3GZ7Fjxw6ABC0Tx3iijhs3jgcPHvD48WMABg0aFKetiLBq1SomT55MwYIF1by4GhoaX462ZPqDYWhoyB9//MHu3bvVEIV1677POMQvpXLlyjx79owGDRqwcuVKnj59mtQiJQgRUbPulChR4qNB85UqVWLSpElYWloyYsQIFixYQM6cOWnSpEmsdiEhIZQoUYLmzZtjY2OjKl0NDY3EQVOIPzDjxo2jRIkStG3bFjc3N8LDw5NapPciIqRPnx5FUWjSpAnp06d/b1LqgMCzPHmykcGD+9GpUycOHz5MixYtsLW1JV++fPTt25c9e/Z8lx6o69ato0CBApw/fx6IXvaNqWbxPhRFoX///nh5efH8+XN2797N8ePHYznQ+Pj4kDt3bk6ePMmgQYPw8fEhbdq0X3UuGhq/GlqB4B+c+/fvU6lSJW7dukXHjh1ZsGBBUov0XlKmTIm/v7/6WVEU9u7dGysUIzDwPOfORyettrYuRf58buh0Oi5evIiHhwceHh4cPXqU8PBwrK2t8fT0JFeuXF9Vbj8/P6ysrDAwMCA4OBgTExNi/j7Dw8MxNTXFxMSEEydO0L59e9KnT8/QoUPJmjUrlpaWODsnrH7pmjVrWL58OatWrYqV8Btg1apVNGvWjMqVK7Nr165YylJD42vzqxQI1vYQf3AyZMjAjRs36NOnD9OnT+fJkyfMmDGDzJkzJ7VosYiKiiIiIgKAGzduYGdnR86cOalduzavX79Wv+BDQx8ACjpdKCEh94DorC5OTk44OTkxYMAAQkJC2LdvH23btqV27drMmjWLMmXKYGoa1yno9evXrFq1ihs3blCrVi0KFy4cb5ozf39/li9fjp6eHseOHSNZsmQcPnwYc3NzvL29SZ48OTlz5uTs2bOICFFRUfHO09HREQ8PDzJkyBDvdZ1Oh4eHB4sWLcLPzw+dTkfu3LmpVq0akyZN4uLFi7i7u9O5c2cgOvh+1qxZaqmsCRMmaMpQQ+MroVmIPwkRERH07duXhQsX4ujoyIkTJ0iWLFlSixWL9u3bs3jxYho0aIC7uzvNmzfn77//5rfffmPbtm3o6+uj073l6tX+vAm+Rc4cY7G0fH8Wlv3791OzZk1CQkIwMjKiVKlSuLq6YmBgwMqVKwkODubJkyex9vBi0sRBdNacqVOnkjx5csaPH8+QIUOAaEv2zZs3lC1blpCQEEqVKoW/vz9nzpyhePHiiAhOTk6YmJhgZGTE69ev0el0ZM2alQoVKqgJvCMjI5k7dy79+vUje/bsREREEBYWxoMHD0iVKhW2trZERESoyboXLFhAwYIFyZcvH8bGxrx8+ZJUqVIB4OLiQooUKVi7dq06vobGt0KzEDV+KAwNDZk5cyaVK1emWrVq1KtXjwkTJpA/f/6kFk1l/PjxLF68WM3aMnv2bDJlysTYsWPJnj07M2bMoEaNGuTJMzNB41WsWBE/Pz88PT3x8PBg7969DBw4EAAnJyeyZMlC6dKl6dSpE1mzZmXy5MmICJ6enpw8eZLTp09z48YNBgwYQLp06QCwtbVl9+7d5M2b95Mtsbdv38ZSVjt37lRjRu/fv0/x4sVRFIXJkydTrVo1Jk+ezOLFi9X2QUFBXL16leHDh1O+fHlcXV1p2LAh7u7u3Lx5k3nz5mnWoYbGV0SzEH9Cxo0bx4gRI9DT06Njx45MmjQp3uXEb839+/fJmDEjbdq0YcmSJer5ZcuWMXLkSO7fv0/atGmpVKkSrq6u1K1bFzMzs0+6x9OnT3n16hU5c+b8YLtr165RqFAhQkNDAUifPj2urq4sWbKETp06JSiU5datW1y8eJGoqCiWLVuGh4cHuXLlYvbs2ZQtW5bz58/j7OysJi6Pwc/Pj65du+Lu7o6LiwuNGzfG1NQUb29vxo4dG+seVlZWZM2aldu3b/Pq1St+++03mjdvTs2aNT/52WhofC6/ioWIiHx3R6FChUTjy/D19ZU6deoIIK1btxadTpek8oSGhoqTk5MAsnPnzjjX/f39ZenSpdK4cWNJlSqVAOLo6Cju7u5fTaaAgAAJDg6WDRs2iImJiZiYmAggNWvWjNVuzpw5UqxYMVmxYoU8ePBANm7cqM4l5rCzs5M//vhDrKysBJA0adJItWrVBJAaNWqIiMiZM2ekadOmYmRkJIBUr15drK2tRVEUyZYtmwBSvHhxuXXrljx69EiWL18uJUuWFECaNGkiZmZm6v1Kliwp4eHhX+3ZaGi8C+AlX+G73sHBSPbtz/LZR2LLleTKL75DU4iJx6BBgwSQrFmzyu7duyUyMvKr3/PAwXxy/ERspbJv3z4BJH369B/tHxUVJX///bfY2dkJIOXKlRNvb++vJa6IiBw/flzKly8viqLI0qVLY12rWrVqLOX332PEiBESEREhIiLPnz+Xv/76S37//XfJmDGj1KlTR27evCl+fn5iYmIi+vr68scff8jgwYPV/t27d5eyZctK7dq1xd/fP9a937x5I40bNxZzc3O1vbOzswCye/fur/pMNDRi+FUUorZk+pMTGRnJX3/9xcCBA3n58iVWVlZUrFiRcePG4eDgkOj3+2/C8JhMOCJCrVq12L17N8eOHVMdWz5EWFgY48ePZ8qUKYSFhZEpUybevn1L8eLFsbKyIk2aNLi4uFCiRAmMjY2/WPaoqCgCAgLihDwMHjyYCRMmxDrXvXt3wsLCWLhwIRMnTmTAgAEfHPvBgwdkzpwZV1dXevbsqaZpmzNnjprI/ENERERw6dIlWrRowdWrV4HofKnv82bV0EhMfpUlU00h/iL4+/uzZ88e9u7dy7p167CxsWHWrFlq6aHE4r8KEf6vFP39/XFycgJg5cqVlChRAgODj/t13b59m40bN3LkyBEMDQ3x8vLi6dOniESHP5iamlK2bFny5s2LTqejfPnylC9fPtG8bFesWEHLli1xcHBg6NChNGjQAGNjY/LmzYu3tzfnz5+nQIECHx2nUqVKXLp0iU2bNlG6dGnat2+Pm5vbJznKPHjwgKlTp5IsWbI4SlpD42uhKcQkRFOIX5fDhw9Trlw5AF69evVFBYX3H3AEIoH4koWjno/h5MmTVKxYkZCQEFKmTMn06dM/2XlGRNDpdISEhHDw4EH27t2Lh4cHN2/eVNtkz56dESNG4OLiQpo0aT57fhAdO/jo0SPSp0+Pv78/K1asYO7cufj4+DB06NBYRX/fx/79+6lUqRI1a9YkWbJkrFu3jqNHj1Ky5OeX79LQ+Fb8KgpRC2j6BSlbtixz584FYOjQoWoy6ffhf+kp/ufj5hHdf6AuMcow+nPWOMnC//u5WLFiPHjwgHXr1mFhYUGLFi2wsrKiXLlyjB8/nrNnz35UfkVR0NfXx8LCgpo1azJ79mxu3LjB69evCQ0NZcWKFQQEBNCsWTNsbGwoX748QUFBHx33fejp6ZE+fXrc3d2xtbWlV69epEqVihUrVjBq1KgP9g0JCWH48OFUqlQJMzMzsmXLxrp16yhXrhzFihX7bJk0EofXr1/z4MGDpBZD4ztBU4i/KB07dqRBgwbMnTuX/Pnzx6nWHsPDgZ6ErL5FyLpbPBzo+Z+rF+PtU7HCbfWID2traxo2bMi1a9fw8PCgZ8+eBAQEMGTIEJydnWnatCn79u375MK3FhYWmJiY0Lx5c548ecKZM2cYOnQoR44coWPHjnzpasjSpUsJDw+nYcOGnDhxgubNm380SH7atGmqBVmzZk2WL18OgJubG/r6+l8kj8an8+rVK06fPk14eDgzZ87E1taWDBkyxCmvpfFroinEXxR9fX3WrFlDnz59ePHihWoxfgrWVh+2jj6GiYkJLi4uTJ48mQsXLvD06VPatWvH+vXrcXFxwcrKiqFDhxIQEPDJY+vr6+Ps7MyYMWMYPXo0a9asUWsIfi4TJ04kY8aM7Ny5M8HKddeuXRQuXBgfHx/27dvHmzdvWLNmzVdxaNL4MAEBATg6OlK0aFGsrKzo2bMnWbNGL/F/rCKJxq+BphB/Yf7880+mTp1KhgwZ3lt54kM4OTUjne1QAIyMSnxxbUUbGxsWLVrEq1ev2LFjB2XKlGHcuHHkypWLJ0+efPa4gwYNwtXVle7du3PhwoX3tgsODiY44P1fjAUKFCBFihQULFgwQY4wIsLFixdJlSoVf//9N35+fqxbt47GjRt/zjQ0PpPr16/Ts2dPrKys8PPzI1++fLRu3ZqWLVtSp04dANXrV+PXRnOq+Qk5evQoY8aMUd38c+bMiYiQM2dO9Yv87NmzVK9endSpU3P+/PkPLt89nHYGogT7fkW+1RSAaGeWXbt20aBBA3LkyEGxYsU4c+YMFStWZOzYsQnyUI3Bz8+PAgUKYGZmhpeXF8mTJ491/b/LwfYTS8cZo2/fvkydOpUWLVrw119/JUgppk+fnpw5c2Jubs62bdvipHfTSHyePHmCoaEhBw4cYMGCBRw8eBBDQ0Nq1arF27dv6dGjBxUrViQ8PJyUKVOSKlUqzp8//0XOZT87v4pTjZbL9Ceke/funD9/HnNzc9zc3NTzKVOmRKfTYWFhwf379zE1NWXOnDkE7LpD6NF/nWaS6WM/okSs8ex7fzxm8Gugp6dHtWrVWLZsGR07duTy5cvkzp2bSZMmAXySVZs6dWrWrl1L+fLl6dixI6tXr/6gQns07Qx2/5n3nj17gOgwjL179+Li4kLdunUpW7YsoaGhXLhwgWLFimFlZRU9xqNHPHz4kG7dunHp0iX09PQIDw/HxMTkUx+FRgK5ceMG+fPn5+3btwBkypSJ8ePH07Zt2zjexh07duTNmzesXLlSU4ZJhPHrzDh6fMlWRplEkwU0hfjTERYWxvnz52nUqBErV67k5MmTXLx4EUNDQ44cOUJkZCRBQUH07duXFi1aYGlpGds6Co2/rNG3kf0x164NQt/AjJw5JmJoGG3FNWrUiHr16hEWFoa5uTn16tVj0qRJ9OjRA1tb2wSPX7p0acaMGcPgwYPJnj07ffv2jWMpxiDP4zr0bN68mRcvXuDt7c3evXvZsmULK1asiNXGysqKU6dOkT17dvbv3w9EOxGtWrUKIFESCGjEz7FjxyhbtixRUVHUqlWLDh06ULly5XhXP9zc3Pjrr7+oXr06NWvWTAJpNb5HNIX4k2FiYkKDBg1Yt24dvr6+LFiwgK5duwLRb8SJzcPJp8A/PPpDCkPsB35+KMEtnwn4vzqOoujx4OFfZMncXb1mYGCg1jGsVKkSmzZtokOHDsybN0+tnpEQBgwYwPHjxxkzZgxr167lzJkzWFpaxmmXzCl1nHPZsmUjW7ZsFCtWjLZt2xIaGsrEiROJiopCURTy589Px44dcXBwwMXFRS3r9K5FGBUV9UlLvRoJZ82aNURFRXHr1i2yZcumnr958ybjx4/HxMSEiIgI3r59y6pVq8iePTurV6/WlrA1VLT/mT8hy5YtI3/+/IwZM4YCBQrQsmVLMmfOTJcuXXj58iVV/vq/88u9idVIPaoIfiOiqzEY189M4NGHmBRIjbF5AqyZGGUIEBDxRXKbGNuhp2f078/vt/xatWrFlStXWLRoEVmyZGHUqFEMHjw4QffQ09Pjn3/+YfPmzTRu3Jh27drh7u6u7hmGXPEDfT1Mc6b8yEiQLFmyOHGIyZMnp0+fPjx48AB/f3/SpUtH+fLlyZQpE7ly5dKU4VfE398fIM6qQZ8+fdi+fTsGBgYYGRmhKAodOnRgyJAhWFhYJIWoGt8p2v/OnxAzMzOGDBlCixYtGDx4MCtWrEBEOHr0KDeduqHo/X8JKdPAHdybWE1VCA8HevIWCNp+l9Q982OcNv4lxa9B1qx9MDPLir6+KWnSVH1vu2TJkjF37lzat2/P4MGDGTJkCPnz56datWoJuo++vj7169dn/PjxDBgwgJYtWzJy5EiyZMmCaZ64luGn4OrqyuXLl4For1UjIyMMDAzQ6XTs3LmTrl270rJlS8zMzGI5OWl8OYaGhpiZmcXZo43J97pr1y4qVqyoWeka70VbK/iJSZ8+PStXruTFixdMnz6dffv2EXjCPVYbu3e+j9++eRvr2qvNdwDwP+jLw4Ge0ceI2N6Ypv1y///n7rn5EvT0DEmXrgE2NtUSpCgKFCjApk2byJkzJy1btiQi4tMs1L59+9KuXTtWrVpFpUqVPive8UOYmZlhaGiIoijs2rWLevXqMXfuXIoUKULu3Lmxt7enVatW+Pj4JOp9f1VMTEwIDg7mvx7qkyZNwtHRkaZNmxIaGqopQ433oinEXwBra2t69OhB06ZNCTq+hrD7l9Rrxyb836r67xKpVbUsAITsuf//k7F1JtYprbGfWBr7iaWxTmed+MJ/BBMTE2rWrMnLly+ZMWMGt27dSnBfPT09Fi1axNGjR3nw4AGNGjXizp07X0XOXLlyMXnyZPWzsbExjx8/Zvny5WzevPmr3PNXY+LEiZibm9O/f/9Y583NzWnatCnPnz/n/v377+mtoaEpxF8GRVFYsGAB2bNnRzk4i1O9nLk3Me4SY+pRRTArk47UA4pgnOHbLZd+CW3btiVXrlz079+fHDly0LdvX/z8/BLcv3jx4kydOhUPDw9y5swZq7p9YrJt2zb155iwAHt7e5o0afJV7verYWlpyZs3b7hy5Uqca7dvR++bP3z48FuLpfEDoSnEXwhzc3PWr1/P06dPadmypXo+08AdZBq4gyJjdmNsbIxV1awYW/3fWkw94P8B+cauCffoDAkM+f9S69jjiTOJeMiePTve3t74+Pjg6urK1KlTyZcvHzNnzkxwirXu3btz7do1bG1tadiw4UcTnn8O8ZWjWr16Nfb2nx+YrPF/YrIQVa1aNdbvffv27SxfvhxnZ2dKlSqVRNJp/AhoCvEXI0+ePCRPnpw9e/YwYcIEMg3coV57HhyFTqcjT5482Nvbo9PpADC2MlaXRVNXyJTge/lPeKdyxZsoVTl+LbJmzcquXbvYt28fdnZ29OzZEwcHB/bu3UtkZORH++fIkQN3d3ceP35MhgwZGDJkCC9fvkw0+dq2bUvz5s1p0KAB06ZNA1BjFTW+nJjECVOmTIm1B92/f39Sp07NP//8oyVF0PggmkL8xVAUhevXr1OrVi2GDh3K20fXY10/efIk3t7ePHr0iBEjRqhLez8SFStW5MSJEyxcuJCXL1/i6upKypQpqVu37kcdWIoUKcLp06epVKkS48ePx8nJKdGUor6+PitWrMDd3Z0ePXpQtWpVJkyYkKCSVxr/JzQ0lKioKI4ePcq5c+c4deoUBw8eVCu3pE2bVm0bFhbGtWvXqFKlCnZ2dkkotcaPgKYQf0FsbW35888/0el0VEt+L9a1AwcOAJA7d27Gjh1Ls2bN8PLyIirq0zPYWPctlBjifhaGhoa0b9+e27dv4+7uTsOGDdm9ezeOjo6UL18eDw+P9/YtUKAAu3btYteuXTx79gxXV1fV+kgs9PT0WL58OTY2NjRs2JDAwMBEHf9n5MWLF/z222+YmppiampK6dKlKVSoEMWKFaNChQq8efOGQYMGxeoTEwLzqaXEPsbly5fp2rUru3fvTtRxNZIWTSH+osTEZoUG+Mc6f+/ePQB27tzJ4MGD2bBhA4ULF6Zw4cIcPXr0k+5hmso03iTZ76LuMQ70JCQk5JPGTwhWVlY0aNCARYsW4eXlRe/evfHx8aFOnTrMnDlTdbb4L4qiUKVKFZYsWcK9e/eoVq0aixYtSlSLOVWqVIwePZo7d+4kusL92Thy5AhVqlRh9+7ddO7cmRYtWrB8+XIWL17MypUr+fvvv3n06BGNGjWK1W/y5MkYGhoyfPjwRJVn3rx5zJ07l99++41du3Yl6tgaSYdW7eIXJnfu3Ny6/wSbNnPRT5YcER3+C5rz5nUgQUFBmJub8+zZM1avXs3gwYMJCwtjzZo1NG7cmCdzzhH1MBgMwH7sh5Xe+3iy8TpRZ97xBo0nsfjX4NGjR7i6unL16lUAevbsSf/+/d+bF/X169cUL16cq1ev4uLiwpYtW+J1kPkcfHx8yJEjB1WrVmXLli1aoD7RZbMOHDjAzZs3KVOmDH5+fpQvXx4LCwuGDh0aJ6zifURFRZEqVSrq1KnD0qVLE1XGtWvXqt7B1tbWnD9/Xn3J/Bn5WtUu8tnmkJ0tPz+5d/pJZRJVLs1C/IVZvnw5EW9eEXQ2OhxAUfQwMjQgV65cat5QGxsbevXqxdOnTylWrBjt27fn1q1b0coQIBIeTfm8MAXjIrGrDyRzTvX5k/kE7OzsuHLlCrdu3aJGjRrMmDGDcuXKqblH/0vy5Mm5cOECEydOZO/evdjY2LBw4cJEWYbLli0bEydOZNu2bcyePfuLx/uR8ff3Z/r06eTIkYNKlSrRpUsX8uTJQ/ny5QHw9fVNsDIEOHPmDAEBAV+l1mFM2r8YuRs2bEh4ePhHeml872gK8RcmT548GBkZEXH/IiJCjlRG+L98SdqM2eO0tbS0ZN26dbx584a5c+fGuiaB/19GjEmc3KZNG+bNm6cuwcaHdXpr9LP9G+uYxoSU1b5dFXlFUciWLRtbt25lz5493Llzh5w5c9K9e3dOnz4dZ8/U0NCQ/v374+HhgZ2dHR07dqR69eqftbf6X/r06UONGjXo06cPI0aM4PXr11885o+CiHD69Glat26NnZ0dvXv3JmXKlKxYsYIbN26wePFiGjduzJgxY9SyWseOHUNRFJYtW/bBsTds2ICiKFSqVOmryD5r1izy588PwKlTp+jXr99XuY/GN0REvrujUKFCovFtmDlzpgAybdo0yThgu5jlLi+gSJZm4+K0jYqKklSpUomjo6P49NknDwYckQcDjkhYWJhERkbKsGHDJFWqVAKIiYmJAGJoaChDhw6V7du3yz///COvXr369pNMAHfv3pXatWsLIIBYWVnJ9OnTJTQ0NE7b8PBwmTp1qgAyYMAAiYqK+uL7v3z5UsqWLSuA1KpVS3Q63ReP+T3z5s0bWbRokRQsWFAAMTMzk44dO8r58+c/2vf+/fvq72nw4MHxPqvt27cLIGXLlk184d/h1q1bkjx5clUed3f3r3q/pALwkq/wXZ83raP6PfI5R2LLleTKL75DU4jfDp1OJxkzZhRA0rV3k/S91ouBtb36xXz37t1Y7bdu3SqA/PHHH+IweLtkHBB9bNy4UQApXLiweHh4SFRUlHh7e0uZMmXULwtA0qRJI8uWLZPIyMikmfBHePbsmaxevVqKFCkS/UzSpZPJkyfLlClT5OHDh2o7nU4nLVq0EECyZMkijx8/TpT7T58+XQD5888/E2W8742rV69Kt27dxNLSUgDJkyePzJ07VwIDA+O0ffv2bbxjeHl5xfqbOnv2bKzrN2/eFBMTEzE3N5dHjx59lXm8S8zfPiAWFhZy48aNr37Pb82vohC1JdNfHEVRaNasGQDP1g4h/Okt0jQcjUWhGmzZsoUsWbMydOhQXr16BUCNGjXo3bs3c+fOxd/7/16nC88FoaenR9asWalUqRJ6enrkypWLw4cP8+zZM+bPn4+NjQ3Pnz+ndevW9OrVK1GD3hOLNGnS0KRJE44ePcrKlSt5/Pgx/fv3p1+/fuTPn5+JEyei0+lQFIVFixaxZMkSnjx5wu+//x79hvmF9OjRgzp16tC3b1/q1av3VTxvk4Lw8HBq1KhBrly5cHNzo1q1anh6enLp0iW6dOlC8uTJ8fPzIywsjICAAPr27YuZmRkDBw7k+fPnscY6dOgQAMWKRdfezJgxo3pNRKhbty5v375l27ZtpEuX7qvPrW7duvTq1QuAoKAgGjRoQGho6Fe/r8bHURTFRFGU04qiXFQUxVtRlFEfbJ/Q/8SKougDXsAjEamuKEp+YAFgDtwDmopInM0PRVHuAUFAFBApCfAI0rxMvz1nzpyhaMkySEQYeiYW2LaaiUS+5aXHPN7ev0yxYsVYvXo1mTNnJjw8nLJly3Lq3CVsW83E0CraOzNi2ygeXz3DgwcP4qQjq1u3brxJrLt06RJnTzI+wp4G8fZOIJYl7GNlu/lQWMedO3f466+/sLCwQEQoX748BQsWjLeC+n+JiorizZs3XL58GWNjY3Q6Hd26dePMmTNkypSJNWvWqF/If/zxB/PmzcPPz49UqVJxx+8NLZeextbShDXtiybofu8SGBhIihQpAHj27BkWFha8fv0aGxubTxrne+Hx48c0adKEI0eO0KFDB8aOHUvq1P8vs3XixAmGDx/Ovn374u2fN29eTp48iampKQDr16+nYcOG6vUbN27g4BC9/+zj40P27NkZM2YMQ4cO/Yqzik14eDjlypXjxIkTALRp04YlS5Z8s/t/bX5UL1Ml2m3bTETeKIpiCBwFeojIyfjaf4qF2AO49s7nxcBAEckLbAY+tKNcXkQKfI0HqpE4FC5cGP/nTyhatCi6sCDQ08MwZXrSNplAqmq9OHXqFNmzZ2fHjh0YGRmxdu1akhkZ8HLrRCQyAtFF8fjGBSDaK/O/HDp0iCpVqrB161bKli2rns+bN+9HZXu47BIvZlwgaOvdOKnfPpQKbtCgQYwZM4b+/fszYMAAihQpgpWVFaamphQpUoShQ4eyaNEiVq5cGcuRRUTImjUrKVKkIGfOnBQuXJiiRYty6tQplixZQnh4uJplRqfT4eLiAkQ7WQBUmHqYB69COX3vFVmHfDhwW0SIjIyM5Zzz5MkT9ed+/fphampK2rRpyZUrFz169HivN+z3ytSpUzly5AjDhw9n/vz5sZThnTt3qFixIsePH2fgwIH07duXIUOGMHToUAICAtiyZYsaBB9D5cqVGTBgACNGjGDjxo2qMoToeEVA9Uz9VhgZGbFu3TpSpowuLL106dKPOv1ofH3+XfF98+9Hw3+P91qBCSoMpiiKPVANGAf0/ve0I3Dk35/3AnuAYZ8hs8Z3QooUKShfvjynTp3Cf+8CUlbphkS8ZfmYXmSd2pG6detSvXp1atWqxfr161mzaiW1atXC/8BiUrp2xrJIXQJPrCOFdUrKlCpJo0aN6NSpE2fPnuXVq1fs3r2bpUuXcujQIcLCwtDX18fQ0PDjgt34vCwuMUtpR44cIXv27Ozfv5/9+/cTFRXFrVu3mDhxoqqIMmfOTI8ePciaNStDhgzB19eXVKlSqUtfr1+/ZsSIEeTNm5ddu3apxYlFhMGDB9OqVSvGjh1L6dKfFpM5cOBAtSzU7NmzCQ4OJkeOHDRu3Jg9e/bg7u6OsbExJiYmpE+fnlmzZhEUFJTocXVfEyMjIwBatWqFnt7/38GDgoKoXLkyoaGhHD58mDJlysTpW7NmTYYMGcK4ceMoU6YMrVq1Inny5EycODHee5UoUQITExOGDx+Oh4fHJ1vnX0L69OlZtWoVVapUAaJXDgoVKkS+fPm+mQwacfl3dfMskA2YKyKn3tc2oRbiDKA/oHvn3BWg5r8/NwDeVwZBAA9FUc4qitIhgffTSCIGDhxI9+7dCb9zhoezm/JoQRt6N3EhZcqUzFi2EgvnWmzZsoVhw4ZRs2ZNevXqxZvzO3i8pAvGmQqQptFYLArV5KT3bbp06YKenh6FCxdGX1+fP/74Q32DNjExSZgyhAS+tsWlRYsWmJiY0Lt3b27cuEHTpk1ZunQpy5cv5/jx47x8+ZJz586xfv16DAwM6NmzJzVq1ODSpUvY29vz4sULZsyYAYCfnx8zZsygbdu2pE6dmpMnT9KoUSOGDBlCoUKFMDExQURi1TxMCK6ururP3bp1Y+DAgdSuXZtcuXLx9OlTQkNDCQ0NJSAggAULFgB8k32xxCRm//nUqdjfQ5cuXcLHx4d06dLFqwxjGDlyJOXLl6d169bUr1//g9mCcuTIwbx58zhw4ABjx45NnAl8ApUrV2bYsGi7IDQ0lAYNGvxSYTRJQCpFUbzeOeLoGBGJEpECgD1QRFGUPO8b7KN7iIqiVAeqikgXRVHKAX3/3UPMAcwCUgJbge4ikjKe/ulE5LGiKGmItiS7iciReNp1ADoAZMiQoZCvr+8H5dL4uqxYsYJ+/fqpDg2p6wzB1KE4AC93z+HNxd24urry22+/cejQIbZs2QJAMofipCjVDMOU9gR5bUF5cJZRPdrRvHlzLC0tP1ueh6OOQ2gU1i1yEpXemMCFF7AsmRmLYh8unbR69WratWtHWFgYe/fupWLFiu9te+/ePfbu3Yu1tTW1atXCzs4OfX19Jk2aRN68eXFycgKiXxomTJhAcHAwM2fOZNu2bZw8Gb0lMXnyZKo0aEqNBecB0Adux1N38l327t3LvHnz+Oeff2KdL1WqFJ6e/18Sfvv2LQ4ODgQGBhIQEPDBMb8ntm/fTo8ePfD19eXkyZM4O/9/5yR79uykSJGCM2fOxOoTFRXF7du3yZIlCwYGBjx69Ejdlw4ICPjo31KuXLkIDQ3l7t27iT+hjxAVFUXlypXVSiYNGzZk7dq1P3QWoh91D/G/KIoyAggWkT/jbfAxN1RgAvCQaMeZp0AI8Pd/2jgApxMw1kiiFaoWdvEDoNPpZMKECQKI3R8r1BCL9L03ikXB6oKeQSz393cP++6rJeOA7eIweEdST0MCAgIkZ86cYm5uLgMGDJDw8PAE9fP09BR7++gQlAIFCqihArlz547VTqfTyatXr+TChQtfJOfRo0djPcMKFSrEadO6dWsBpHr16vGGruh0OvHz84s3Ni+mfVLEOF68eFEAmTdvnnpuzZo1AkjPnj1jtT1z5oxkyJBBfQ7FixeXdu3aCSBGRkby+vXrj96vbt26AiRZeM+zZ8/E1tZWncPs2bOTRI7Egh807AJIDaT49+dkgCdQ/X3tP7pkKiKDRMReRDIBjYEDItLsX4sPRVH0gKFEe5z+VxubKYpiEfMz4Er0UqvGD4CiKFy6dAmAoDP/qOf1DI2xdumEbasZpGk4hg0bNlC942AUYzMAkmVxRtGPXg59GyVflBD77bOgWAnAPyc9lqWlJf/88w/Fixdn0qRJpEuXjr///puIiIgPylaqVCl8fX0ZPXo0IqJWpHj+/DnvekErikKKFCnUrCWfS8mSJVm3bp36+fjx4wQHB8dqM2XKFPr378/27dvJkycP/fv3Z/Xq1bRs2ZLs2bOTI0cOUqdOjZWVFc2aNWPIkCGMHDmSevXqYWJigqWlJZaWltSqVeubVmqIsaDfdaiaNm0a6dKlU8N6mjRpgqmpKYULF+b+/ftMmTIFiPZCXbx4MRDtzdmxY8ePhrhky5YNgPv373+N6XyUNGnSsG7dOnXPtHfv3pw+/XkpDjW+CFvgoKIol4AzwF4R2f6+xl8Sh9hEUZSbwHXgMbAMopdIFUXZ+W8bG+CooigXgdPADhHR6qX8QMTsodm/uU5k4DOCLuwm7P5lRASj1JkwSpMJa2trLArVIH23VWTos4k0DUaiZ/T/5NeOI+J3pw8NDVUV3X+/+GPwm34h1ufnw9+7H/5BHBwc8PDwYOPGjVhZWdG8eXOMjIwwMTFRvTcnTZrE3LlzuXjxIsuWLaN27doMGzaM0qVLc/r0aZ4+fcrKlSsxMDD4aiWbGjZsSPPmzQFIlixZnP2nlClTMmnSJBYsWICNjQ0zZsygadOmbNq0iSxZsmBjY8PgwYPR19dn1apVjB8/nlGjRnH48GFat25NjRo1qFevHqdPn6ZWrVrfrBbj06dPgf/vJ0J0btIUKVIQEBBArVq1WLt2LbVq1QKic4X27duXM2fOsHHjRlq1agVAmTJlWLNmDW5ubh+8X4zn6c2bN7/CbBJG6dKlmTBhAgARERE0aNAAf3//j/TSSExE5JKIOIlIPhHJIyKjP9Req3ah8VFmzpxJz549Y52zLNEYs7yVCNo8kqDnD6lSpQqndVkwz+eKoh/XC+ZePPto/w2ZiC+m8OEYT4hfV2I5pAAWFhYJn8i/hISEsHjxYpYuXYqTkxNXrlzh8uXLcaxFGxsbXrx4QVRUFKamppQtW5Z69eqhKApt27Zlw4YN1KtX75Pv/zGioqJ48OABqVOnxszM7INt37x5w4ULF8ifP3+sZxESEoKhoSFv3rxBp9Nhbm6OsbGxev3ly5c4OTlhaGjI2bNn1bjHr0VgYCCFChUiLCyM8+fPkzp1apYvX64qOoBhw4YxevRonj59ioWFhTp3Pz8/bGxsyJ8/P1WqVGHixIkkS5bsg0kLjh49SunSpZk2bZoaNJ8U6HQ6ateuzbZt0Qn0q1WrxtatW2N52/4I/Cx7iB/jx/qtaCQJ3bt3Z+/evUyePJnTp09Tt25dAo+v5bFbO4KePwSi38T9PeZhtXcE7czPExWSONaT/bD3hzEEjruQ4HEeet1TrVH/0Wep+9iJCxcuEBkZiZeXFy1btuT+/fvcunWLxYsXc/jwYZ48eYK/vz9btmyhdevWXLt2jXbt2rFjxw4ANm7c+KXTixd9fX0yZcr0UWUIYG5uTqlSpeK8GJiammJoaIiVlRUpU6aMpQwh2tJcu3Yt9+/fp2PHjokqf3xYWlqyfv16Hj16pBbxbdmyJU2bNlXbjB4d/fKeNm1ade46nY7Zs2cjImrFEVNTU0qVKvXB++XJE+1I6OPj8zWmk2BiCkFnypQJgB07dnyyJ7LGt+MzHdo1fiViKgbEVA1Ys2YN7u7uPHnyhEaNGql14ObMmcOyZcsYNmwYTk5OrFu3juzZ41bOUDEGYoyyD7yaxViOL7fcIvTEU/W8UW6rhE9iw4N4T48dO5bcuXNTq1Yt0qePjhyK2X+C6CQDNWvWpGbNmsyaNYvatWuzadMmgA9W8vgRKFGiBK6urri7u+Pn50fy5MnVjD4NGzZM9PCOvHnzqtlmYli1ahWA+uz/S7t27WIFuM+dO5fOnTt/9F6WlpYYGxtz586dL5A4cbCyssLd3Z2SJUsSERHB4MGDKV68eKz9VI3vA23JVCPR2bBhA40aNUJEcHd3p379+ok29sNRxyBUB0ZgPzrhQfDxZbT5UNq39yEiXL58mStXrvD7779/cv/vjc2bNzN06FAiIyMJCgrCwMCABw8eYG1tTbdu3ahduzYFChRIlHvNmDGDXr164e7uToMGDQCoXbs2ISEh7y26HBOq0LRpUwYOHKhafgkhV65chIeHJ7mVGMPcuXPVjDtp06blwoULP0w6vl9lyVRTiBpfhTt37lC/fn3Onz9PpUqVmDt3bqwUW0lBQnOg/uqcOHGCXr16qV6RHTt2pEGDBhQuXPiz9mwBgoODsba2JmPGjJw7d04tQP0xbt68Sbp06RLUXlEUnJ2d1ZjGWrVqsW3bNsLDwzEwSPrFMBGhSZMmqidxhQoVvnk2nc/lV1GI2h6ixlchS5YseHh4MHDgQA4cOECOHDnYsGFDrDav/V7HCqn42thPLK0eGu+nePHinDx5kkePHlGnTh0WLFhAxYoVsba2pkyZMowdO5ZTp04luDjy/v37qVixIuHh4cybNy/ByhCivUVj2ut0OiIiIt7bNmXKlMyZMydWXxH5bqqqxFRIiXkxPHDgAKNGfbD4gsY3RrMQNb46d+/epUGDBty8eZPz58+TNWtWAB4O8oyVZjf1qCJxnD++ZxLiJfs9ERUVxZMhx9XPtiNKoJ/s49aJp6cnV69e5e7du3h4eHD+fHQWHnt7e0aPHo2+vj6lS5cmc+bMcfoePnyYcuXKYWlpyYABAxg4cCCKovDw4UOCgoLIkSPHRzO49O/fn+PHj3Pnzh1evXpFgQIFMDMzY8mSJbFKP72LiFC2bFm1xFRCksh/Ky5fvkzRokXVPLm7du1S859+r2gWooZGIpE5c2Y2btyIgYEBVatWpV+/ftFB4eaxl7F+JGX4I/Jk/InYn0cdf0/L2JQuXZqOHTsyceJEzp07x/Pnz1mxYgVhYWG0adOGli1bkiVLFsqUKROrDqCI0LRpUxRF4dy5cwwaNAhFUWjevDnp06cnV65c6Onp8ffff8e5p06nY9++fdSrV48pU6Zw7NgxChQoQKFChTh58iT79+8nKCjovTL/+eefeHp60rBhw0/ad/wW5M2bl3nz5qmfmzVrxoMH8Tt9aXxbNIWo8U3ImDEjq1evxt/fnz///JPffvuN1oeGEyrRmWeM8sdJg6uR2CRS7Fvq1Klp3rw5vr6+eHp6cubMGUaPHo2npyctWrTgwYMH3L17l0GDBvHo0SPKlClDlixZgOgA9f8qwBs3bsS5R5UqVXBxceHIkSP079+fgIAAdu7cqe63LVmy5L2KzsPDg/79+5M3b16WLl36XeYQbdWqFa1btwaiY0IbNWr0weVgjW9D0u80a/wyVKlShWfPnvHw4UPc3NwYP348dZ8+ZdKkSVSt+n0vN/4M2A8pEWuZV2kd/3JjQnk3HtDZ2ZmoqChGjRql7hXr6elRq1Ythg8frvYxNDRk48aNhIWFERISgqOjY6ySWXv37mXQoEGcPXuWDh06MHPmTExMTABYu3YtR44cwdTUNFb84rvcvn2bunXrkiJFCrZv356gWM6kYs6cOXh5eXH58mVOnDjBwIEDmTp1alKL9Uuj7SFqJBlLlixh1KhRPHjwgHz58lGxYkVMTEzImDEjLi4uqlXxo/L2zVv8xkZ7apr1zoNVmk+Im/xBOX/+PAMHDqRo0aK0b9/+vfGF8bF9+3Zq165NihQpGDlyJJ06dYrlHdqwYUPWr1+vZuZ5l6ioKIKDgylUqBA+Pj54enp+NHj/e+DmzZsUKlSIN2+ia9hu2rSJOnXqJLFUcflV9hA1C1EjyWjbti1169bFzc2NvXv3Mnfu3FjJu7NkyYKLiwuurq5kypQJfX19oqKicHJy+i6Xwd4lMjJSVYYAwdOuYPWdO90kBk5OTuzZs+eT+61du5YmTZqQOnVqdu3aRaFCheK0iVkuPX36dByFWKRIEc6dOwfA9OnTfwhlCNGesEuWLKFRo0YAtG7dmnz58qmOZxrfFs1C1PhuCAkJITIykidPnuDh4cHevXs5ePCg+vYcw+DBgxk5cmSsAsORkZHcu3cPS0tLDAwMsLJKWmsszDeQF/MvxTr3vXuhJiVZs2blzp07PH/+nNSpU8fbpnDhwrx8+ZJLly7FCt2IiopSLcnSpUtz+PDh7/6F6b907dqVuXPnAlCwYEGOHTumLhV/D/wqFqLmVKPx3WBqakry5MlxdHSkW7dubN26FX9/f44cOcLChQtZsmQJmTNnZvz48VhbW1O9enUqVqxImjRpsLW1JXv27KRJk4ZUqVJRpEgRhg4dytatW/Hw8PjmczGw+373rr5HRo4cCRCvx+nbt29ZunQpXl5etG7dOk4co76+PuvXrydbtmwcP36cH/FleurUqWrh5HPnziVpQvJfGW3JVOO7xtDQkNKlS6uOF82bN2f79u14eHiwb98+IiIiKFeuHJGRkZQuXZqgoCAiIyPZt28fEydOVIPHJ0+eTMeOHUmePPk3kdvAwACzAXkInhRd/tPyjwLf5L4/ImFhYepLy7tB9DG/O2dnZ65cuUL27Nlp0aJFvGPUr1+fvHnzkiNHDqZNm6bWVjx06JCqQMuXL4+zs/N3mRnG2NiY9evX4+TkREBAAAsWLKB06dI/RXrAHwltyVTjpyUwMJCjR4/Su3dvbt68ib6+PsWKFWPw4MFUrVo1qcXT+JeXL1+SKlUqIHoP0sjICGNjY44ePYpOpwNgxIgRDB8+/INlk96+fUu+fPk+WAPR2dmZJk2aYGZmRsOGDZN8af2/bNu2jZo1awJgZmbGmTNnyJkzZxJL9essmWoKUeOnJyIigmPHjuHh4cHq1avx8/PjxIkTGBoacv/+fV6+fMn169dVS/R72rv5Eh5eugarX0BmsO/4fe9fnjlzhpUrV3L48GH09fUJDg6mfPnyZMqUiSxZstCgQYME7QsGBwdz5MgRFEUhKCiISpUqERQUhImJCX///TdDhgwhLCwMiI6N7dSpEy4uLjg5OX03NQr79+/PlClTAMidOzenTp1K8vARTSEmIZpC1PhaPHnyhAIFCvD8+fN4r2fLlo3Tp09/d5bDp/Lq1St1uTaGn92pJyHJ20NCQnjy5Alr9hxn1qQx+N2/BUQ7shw5ciTJFQ9Ev8CVL1+eY8eOAdCiRQv++uuvJHUU+lUU4vfxSqSh8Y2wtbXF09OTIUOGMGXKFLZu3crevXsJDAxkxYoV3Lt3j9atW/M9vih+Cv9Vhj87CU0Ob2pqiknKdKx8nArTJtNx6L2aqVOncu7cOaZPn/6VpUwYhoaGrFu3Tl1GXrFiBUuXLk1iqX4NNKcajV8OBwcHxo4dG+d88+bNefHiBb1796Zt27bo6emhKAqTJk3C2toaAH9/f+bOncuzZ8+YPn16rNCP74rCwJmkFiJxeXPjOdiZflK1jPh492Un5IE387asBXhvuEdSYGdnx+rVq3F1dQWiwzKcnZ3jxF9qJC6aQtTQeIeePXty4cKFWFXalyxZQpkyZZg4cSI9evRQ6wRaWFgwYcKEpBL1g9jXK83DMz9P/cdYFmBrR8wd08S6bt23EP5/nk3QWPZWpsxsXIA93s/4a+F8Hr7yZ9myZe/1YE0qXFxcGD58OKNHjyYsLIwGDRrg5eX1zTylf0W0PUQNjXjw8/PDxMSEq1evsm3bNqZMmaJm0Rk+fDhPnz5l4cKFNGjQAAMDA0qVKkXNmjWxt7dPYsl/TmIpRCM97EeXTJRxK1asyIEDB3BycuLo0aOYmpomyriJRVRUFJUrV2b//v0ANGjQgHXr1n3z/URtD1FD4xcmderUWFhYULRoUcaOHcu1a9dwc3PjzJkzjBo1ihkzZlC/fn127tyJh4cHf/zxB3nz5sXb2zupRf/pMa+QeC8dO3bsYNq0aZw/fx43N7dEGzex0NfXZ9WqVdja2gKwfv36WKWjNBIXTSFqaCSALFmy0KFDB5ydnQkPD2fbtm2ULFmS48eP4+fnx+nTpxER8uTJo31hfQVSDHBCSW5IinpZSVHu/VU6fH196d69O6lSpcLe3p40adJgZ2dHz549uXPnTqy2L168AKKTigPfbTJ5Gxsb1qxZo1qFvXr14syZn2yD+DtB20PU0PgErly5gouLC0+fPlXPWVtbExUVRWBgIMB376EaeOg+BpYmmDml+Xjj7wRzK3PMBxf7aLu6dety7tw5ateujU6nw8TEhK1btzJz5kxmzpxJhgwZUBQFCwsLrlz5vydu586dqVWr1tecwhdRtmxZxo8fz6BBg4iIiKBhw4acO3fuhw8P+t7QFKKGxiewfv16nj59yu+//06fPn24dOkS+/fvJyoqiqCgIKpVq0aDBg3w8fEha9ashIWF8ebNm+/Gg/HhcE/4t6DIq3U3SDusOAZmP8/XQFhYGNbW1ixdulRVFiLCzZs38fDwYP/+/bx9+5agoCAGDBhAVFQUJUqUULPDfM/0798fT09Pdu7cyb1792jVqhX//PPPD5fI/HtGc6rR0PgELly4QOXKlXn+/DmKouDk5ES6dOkwMDAgPDycZMmSsXPnTkJDQ7G1tSU4OJjIyEiaN29OhgwZ6Nq1KzqdjhQpUiSJ/HHi9QzBfsyP7YH6LidPnqR06dKUKFGCadOmxVtG6kfm5cuX5MmTR12hmDJlCn379v3q99WcajQ0NOJQoEABHj16xMmTJxk1ahRmZmacO3eOM2fOcOXKFQ4dOkSzZs2YOXMmpUqVomjRoqRNmxY3NzeGDBmCpaUl1tbWFClShA0bNhAUFKQmsU4SIpLu1l+DYsWKMXv2bI4fP07hwoXp1KkT/v7+SS1WohAQEMCMGTNUZainp8fAgQM/mLtV49PQLEQNjW9AREQEmzdv5uLFiyiKwtq1a7l9+zYAZcqUwdnZGXNzc8LDw6lZsybFixf/KnL810JM3dMJ47RfFuj+PfLs2TO6d++Ou7s7FhYWTJo0ic6dOye1WJ9FQEAAjx49om7duty6dYvy5ctjZWXFiRMnePz4MV5eXl/dEv5aFmKG1I4yoN78z+7f1a2ilstUQ+NHJygoiKVLl7J69WouX75MaGioek1fX581a9ZQp04dtfBtYhIcHAwRYJYi6fN2/q+9swyrYusC8Ds0AoKFitiKXYhiJ2AXehW7C7G7rl67wNZrd2DXFQHFFkXFFgM7EEUFpWt/P5D5PAIKFuG8z3Mez8zsvWftM3jW2Wuv+NWcPHmScePG4enpSffu3enQoQMVKlSQMw+lBkII3Nzc8PLy4tGjR/j7+2NgYICVlRVly5bl7Nmz3Lt3Dy8vL+7du6dSINvOzg5XV1fev39PyZIl5axKvxpFIaYiikJU+JOIjIwkKiqKsLAwhBBUr16d+/fjkk4vWbKEAQMGpLKE6ZuPHz/Su3dv9u3bR0REBJIk0bRpU6pWrUqnTp3Imzfvb5WlVatWcqB97ty50dHR4dGjRyrt9PX1KVq0KKVKlcLNzU0lGb2VlRUTJkygVq1av82hRlGIqYiiEBX+VIQQ7Nu3D1tbWwCKFi2aofeIQnzegIEGeqa/NnwgIiICHR0dzM3NqVmzplwGTENDg7lz59K3b190dXUJDQ1FXV2dgIAAPD09uXDhAvr6+lhYWFCgQAHy5cuHvr7+dyuiDh06sG3bNqysrBBC8OHDB3x9fXn//r1Ku8yZM5MnTx7u379PdHQ0ZmZm9OrVi6JFi9KiRYsMk6kmrSnEjONvraCQAdi8eTNdunQhW7Zs9OrVC3t7+9QW6Zfx+X7mezUwnfHrvF0dHR3JlCkTN2/exNvbWz5vbGzM0KFDmTlzJoUKFeL8+fMq/TQ0NIiJiVGJLc2ZMyc1atSgYsWK1K1blypVEo+PDAkJYcOGDXz48IGsWbPy+vVrtm3bBoCHhwdGRkZUqlSJFi1aULp0adlsrq+vj6+vL0+ePKFFixbUrFmTOnXqpLm0chkRRSEqKKQh7t69C8D8+fNp3749Z8+eZfHixVhYWNC2bdskVwZCCM6cOcO6devInDkzI0eOJE+ePL9T9B8j9tcN/fTpU8aPH4+FhQUWFhaYmJhQqlQp1q1bx6FDhzA1NSVbtmwEBARQtGhRPn78SO7cualQoQIGBgYsW7aMqKj/u+P6+/tz8OBBdu/eDUCBAgXo0aMHY8eORUNDg8DAQIYPH87OnTv5+PFjojJZWlpy8OBBsmXL9usmrpBiFIWooJCGGDp0KFu3bqVLly6sWrWK06f/v4qqUKECZmZmCfocOnSI4cOHq5hWs2XLxsSJE3+LzGmdy5fjqmBcunSJypUrU6ZMGerWrUujRo3o168fGzduxNbWlkWLFgFxCu7Vq1dyDcLWrVvTqFEjDAwM0NTU5PLly5w5c4aTJ08CcV6gf//9N3fv3qVJkyZMmDCBR48eqfx4yZcvH/ny5ePMmTNAnLNPmi0d9gej7CEqKKQxQkJCmDFjBjNmzMDAwICPHz9ibm6Ol5cX6urqCdq3aNGCAwcOMHnyZOzt7SlZsiQ6OjrUqVOHbNmyMWTIEAoUKPD7J/IN3j8MIGSlDwB5plVH0vg1YdFBQUG0bt2asLAwrl69SmhoKGpqagghEEJQpEgRSpYsyYEDB7h8+TLm5uYAvH79msjIyCQrmDx48IDx48fj7OyMoaGhnLpPXV09QWzp5+cCAwMxNDT8JXP9VSh7iAoKCqmCnp4e06ZN4+bNmxw+fJjdu3fTsmVL1NQSKoyIiAh5b6l06dLkyJGDHTt20K9fP3bv3k14eDjr1q3DwcGByZMn/9JVyed7gsmpv5ilUHay/IY6jYaGhhw9epRNmzZx7tw5jI2N8fHxITw8nJiYGJ49e8aBAweoWLEiZcuWlfsZG38912vhwoXZvn07f/31l8peb7ziU1NTIzY2zhacLVs2Xr9+ja2tbbpThn8SygpRQSGN8u7dO0xNTcmUKRPPnj1DV1c3QRtnZ2fs7OwAeP/+fYKUcN7e3owePZqjR4+SPXt2Fi9eTLNmzdDT+7kxiAlSwpG2ihJHRUWhpaWV4LwkSdSoUYNKlSoxaNAg8udPupJGYkRGRuLo6Mjhw4dlc+iXZM2alY8fP5I1a1bOnz+fJlfr30JZISooKKQqWbNmxdzcnLNnz5IpUyb279+fIAl18+bNKVmyJLdv38bGxoYpU6ZQq1YtedVobm6Oq6sr+/btY/DgwbRv3x5NTU1KlChBREQENWrUIFOmTOjp6WFkZMTo0aNTY6q/HEmSyJQpE61atcLe3p7AwEDCwsKwsLBIkRKMiYnh6dOn3Lt3j4sXL3LixAmOHTtGxYoVGT58OEuWLCEiIkJunzNnTvz9/alduzYbNmxIscJV+L0oClFBIQ3j5uaGk5MTEydOlPeoAHx8fNDW1pZDBVauXMmECRNo1KgRWlpa1KhRA2tra2xsbChfvjy2trY0btyYM2fO4ObmhqenJ9ra2uzcuZMPHz7I444cOTJR02w88kpQA0ynfbYC1AeCE+2SJoiIiCA0NBSAatWqfdcYx48fp2fPnipB9Do6OgwePJiQkBDWrVunogwhbh9y+PDhct5bhbSNohAVFNIwmTJlkh1pdHR0ALh27Rrly5cHYMyYMUyZMgV7e3v69+/P6dOncXd3x83NjbFjxzJ27FiyZ89O/fr1sbGxoVWrVlhZWcnj379/n7Fjx8ohBLNnz2bs2LGJyvJ63fX/H0RD+LuP6GQ1AMB0Qs0U7yH+TvT09DA2Nk5QJDg5xMbGsnnzZgYPHoyenh5jx47F1dUVb29vwsPDWbhwIfr6+rRo0YKqVasSHh5OSEgIurq6tGzZkqJFi/6CGSn8ChSFqKCQxilSpAiampq0bduWEiVK4OPjI1+bNWsWs2bNQl1dncqVK1O/fn309PQoV64cN27coHv37kRHR+Pq6oqzszOTJ0+mZs2aZM2alSpVqjBlyhSVcI09e/YkqRA1c+kTeff/q1QyqTropDUl+CXGxsY8ffqU+/fvU6RIkW9me7l//z5v375l8ODBeHl5UblyZerUqcOcOXMwNDRkwoQJZM2aFRMTE5o1a6YEzmcAFIWooJDG+euvv6hXrx7jx4/n5s2bODo60q1bN7JkycLu3bs5ceIEWlpanD17lhkzZsiejQANGjTAxsZGTmatp6fH/v37iY2NZcmSJWhpabFy5Up69+7NypUrad26dZJyZGlUiPBbb4kJCEe7dDZ5xZpeePHiBe/fv8fMzIycOXPSvn17Zs2ahba2tkq7x48fM2/ePJYuXSqfmzRpEra2tlhYWFCzZk12796dqgnCFX4NikJUUEgHZMuWjX///TfB+TZt2tCmTRv5OD4nZo8ePdi3bx+mpqZkzpyZPn36ULBgQcaMGQPE7al5e3tTpEgRcuTIwciRI5k3bx4nT55k8uTJSZr5co+o9Atm93s4efIkLi4uaGtrc/ToURYsWMDChQupVasWrVq1wsTEhC1btnDw4EEADAwM6NixI71796Z8+fI0adIEDQ0NVq9erSjDDIqiEBUUMhBZssQlyR4zZgz79u3j5MmTVK9enRUrVshtzpw5w7Vr12jfvr38xR5fRHfr1q0cOHCAAQMGMGPGjK862KQ3ypQpQ5kyZXj79i0dO3bEy8uLIUOG4OXlJWedyZEjB6NHj2bAgAHkyZOHlStX4ujoyMOHDzl//jyTJ0+mcOHCqTwThV9FxvlrV1BQkClfvjz58+dnzZo1Ca45OTnh4OBAtmzZZM/VGjVqyNc1NTWZPXs2S5Ys+W3y/i5CQ0MpVaoUOXLk4OHDh/j4+BASEsLDhw8ZNWoUZcuW5c6dO+TKlQtXV1f69u3L1q1befLkCY6OjkyaNCm1p6DwC1FWiAoKGRBtbW2qVKmCs7MzERERKvtkixcvZu/evQDUrl2bq1ev0q1bN7Jly4a9vT1qamq8f/9ezgGakVizZg3+/v4ADBw4kOXLl9OiRQvKlSvHnDlz5HZPnz6lYcOG8vGTJ09+Spaf2NhYgoOD0dDQQFtbm6ioqHS3F5uRUVaICgoZlIIFCwJx+4zR0dHy+Tx58hAVFcW8efO4cuUKEBe43rx5c3bv3s2zZ88A2LhxI56enr9f8F9I+/btgbi6hAsXLiR79uzMnDmTdevWMXPmTKysrKhXrx43b96UM9sULFjwh5VhYGAgQUFBjBkzBkNDQ/T09NDW1iZTpkxYWVklWRVD4feiKEQFhQzK4MGDGTBgAIcOHeLvv/9WuaahocHw4cMThB5YWlqyePFi+bhatWpJpiRLj2TPnh0zMzPc3d0BsLa2RkNDA1dXV/z9/Tl69CgeHh40b96crFmzMnHiRLy8vFJ8n4CAAB4+fMizZ8/o0KEDxsbGGBkZMXfuXACGDBlC3759adCgAceOHeO///77qfNU+D4Uk6mCQgYlV65cciqxmTNnUqtWLRUzYGKsXbsWLy8vbt68SenSpQGoWbMmU6dOZfz48b+9UvuvYM2aNTRp0oTBgwcDceblGjVq4O7uTubMmRk1ahRFixalVatW31wZxsbGEhsby9u3b9m+fTtqamp4enqya9culRqK9vb2ZM+enbx589K+fXs5a821a9c4cuSISiyoQuqhJPdWUMjghIWFYWlpiZ+fH1evXv1q4eB4hRcWFsbbt29VSh+VLFmSEydOkCNHjl8u8+v/7hJ5+rV8/LOD/sPDw7l9+zb16tVTSYk3ZcqUZNeR3L59O6NHj+bVq1dER0fL8Z+GhoZ07dqVQoUKcerUKerWrYuDg0OC/k+ePKF06dIEBwezZ88eWrVq9XMm9wv4U5J7KyZTBYUMjq6uLjt27CAsLIz27dur7Cd+ycePHxFCoKOjQ548eahevTq6urosXLgQX19fOnfurBL4/6v4XBkCvDrp+1PH19HRoUSJEhQvXlw+lz17dgoVKkRYWNhX+3748IFly5bRvn17JEmiZ8+eDBs2jNu3b3Pnzh1evHjBwoULGTx4MLt3706gDGNjY5k9ezYWFhYEBwdTp06dNK0M/yQUhaig8AdQvHhx/v33X06fPs2gQYNUVkWfo6+vr3Lcrl07wsLCePr0KZMmTcLV1ZVZs2b9DpFVEBEx326UQnR1dTl//jyhoaEMHjyY2NhYOnXqRJUqVThw4ECC9m/fvsXe3p48efIwYMAAzM3NcXFxYdmyZcydO5cSJUpQrFixbybxfvr0KWPGjCEgIIDKlSszb968nz43he9DUYgKCn8InTp1ws7OjuXLl6vEHX4NBwcH2rRpg6OjI4sWLQJg4sSJnD6dsP5hSnk+6TTPx/z/pcIXpQtz2xT74fslha6uLgsWLODNmzesWrWK169f06pVqwTORJMnT2b58uW0bt2a8+fPc+nSJUqUKJHi+xUoUIBhw4YBMHz4cCpWrPhT5qHw4yhONQoKGZxLly6xePFiLl26JKd2GzRoULL6SpLEjh07cHd3x8HBAX9/f2JjY2nfvj1Xrlz5sf3EiKQvmU75/YnC1dTU6NWrFy1atMDY2BgXFxeVHw4nTpygTJkyrF+//ofvNWvWLM6dO0evXr2IiIhAQ0MDIQSenp5YWFhgbW2NiYnJD99HIWUke4UoSZK6JElXJEk69Om4nCRJnpIk3ZAk6aAkSZmT6NdQkqS7kiT5SpI05mcJrqCg8G1u3bpFpUqV2LhxI8bGxhQoUIB169bRu3fvZI8hSRI2NjbcvXsXW1tbIC5RdlJVMdI7vr5x+5XGxsYq5+vXr8+NGzfkXKc/gqamJs7OzmTKlIkuXbrQoUMHOnbsyJIlS+jWrZu8f3v9+nXSouNjRiUlJtPBgM9nx6uBMUKIMsBeYOSXHSRJUgeWAo2AkkB7SZJKfr+4CgoKKeHVq1fy+3fv3nHw4EG6deuWaNuNGzdibW2Nu7t7ollqJElizZo1FCsWZ74sWTJj/lcuXbo0hQsXZu7cuQQEBMjnZ82ahbm5OV27dpWTF/wI+fLlw9fXl2PHjnHmzBk8PDyIjIzkypUr/PPPP1y6dIly5cqRL18+evTowe7du3+LQ1NGQpKkvJIkHZckyUeSpFuSJA3+avvk/PqQJMkU2ABMB4YJIZpKkvQBMBRCCEmS8gKuQoiSX/SrCkwWQjT4dDwWQAgx82v3U8IuFBR+jEmTJvH27Vusra0pWbIkhw4dYvTo0TRo0IADBw4kiCeMiYkhU6ZMREZGyufatm3L7NmzKVCggErbyMhInj9/TqFChXjz5g1jx46lUqVK9OrVSy5mnFwCzzyBqBiM6hb67rn+Cry9valatSo2NjYqK8Ljx49Tr149Fi1axMCBA3+pDM+ePcPFxQU3NzeOHTtGYGAg//77L3379v2l902M9Bp2IUlSbiC3EMJbkiQD4DLQUghxO7H2yV0hLgBGAZ//PLkJNP/0/i8gbyL98gCf/5R6/umcgoLCL+L169dMmTKFpUuX0rJlS7p27Ur58uVxdHTk0KFDODk5Jeijrq5OuXLlgDhlWq9ePfbt20eLFi0ShCFoaWlRqFCcAtuyZQtr1qyhX79+zJgxI8WyGtXIn+aUIYC5uTm2trYcOnSImJj/e7iWKVMGAwMDNm3apBJ4/yvImzcvffr0YdeuXfj5+QFxClkh+Qgh/IQQ3p/efyTOypmkDvqmQpQkqSnwWgjxpQ2lBzBAkqTLgAEQmaAzJJbWItElqSRJfSRJuiRJ0qU3b958SywFBYUk8PH5/85Gr1695AB0V1dXIK7EU2LEV8bQ0NDg2LFj2Nvbc/36dZXSUV9y48YNABo2bMjkyZM5ceLET5pF6hNfE/L+/fvyuezZszNlyhQuXrzIkSNHfoscQUFBTJ8+nZYtW7Jr1y5mzZpFSEjIb7l3RkKSpAJABeBCUm2Ss0KsDjSXJOkxsB2oJ0nSZiHEHSGEjRCiIrANeJBI3+eorhxNgZeJ3UQIsVIIYSGEsPgdmTAUFDIqtWrVYuXKlUDcF/jDhw9xcHDg7t27aGlpJelQU6hQIfT19dm0aRPt27dn+fLl6Ovr07p16yT3ruzt7dHS0iIsLIwiRYpgZ2fHiRMnMoQjiLm5OQB79+5FCCHPqVatWgDyD4xfSUxMDEZGRkybNo2iRYtSsGBBxo4dKz9fBbLHL6Q+vfok1kiSJH1gNzBECPEhqcFSlLpNkqQ6wIhPe4jGQojXkiSpAeuBE0KItV+01wDuAfWBF8BFoIMQ4tbX7qPsISoo/BjBwcEULFiQgIAA7O3tWbp0KRD3Bfu1fb49e/bQtWtXNDU1qVSpEteuXSMoKIhMmTLh6emJmZlZgj5Llixh4MCBFCtWjLt37wLwzz//JEgont4QQlCvXj1OnDiBnp4eGhoaREZGYmBgwOvXrzEzM5Pn+yuIjIzE0tKSW7du0alTJ9asWUNAQADGxsbUr1+fo0eP/rJ7f0l63UMEkCRJEzhEnJ9Lwv2Cz/iRwPz2kiTdA+4Qt+pb9+nmJpIkHQYQQkQDDoArcbbbHd9ShgoKCj+Ovr4+V65coVu3bixbtoxKlSpx8eLFbzq92Nra8vbtW/z8/Jg4cSL+/v5ERUXx7t072rZtK6d9y5s3r5z8e8CAAQwePJiHDx+ir69PnTp1mDx58m8zKf4qJEmiQYMGQFwVkGbNmtG2bVuqVatGmzZtGDkygWP9T2XHjh1cvXqVqKgo3N3dZYWYJUsWLl26lCFW4b8aKc57bA3g8y1lCEpybwWFDE10dDTz5s1j1qxZBAUFYWZmxowZM2jduvU3+3p6elKtWjWGDBmChoYG8+bN4+nTp+TNm5e6devi6+urEn4Q75mpq6srp4Zr3LgxCxYskPfj0htRUVEEBgb+loTm8QQHB2Nra4u7uzvGxsZs2rSJXr16qXzWc+fOZcSIEb9NpvS6QpQkqQZwGrjB/51CxwkhDifWXkndpqCQgdHQ0GDMmDHcvHkTJycn1NXV6dChA5MmTfpmEuuqVatiZmbG4cOHZYV261acgef48eMJYvHMzc3Zu3evSpjG4cOHKV68OKNHj+bt27c/d3K/AU1Nzd+qDAEOHjyIu7s7w4YN4+bNm9jY2PDkyRP5GU6dOpXhw4f/VpnSK0KIM0IISQhRVghR/tMrUWUIikJUUPgjMDU1ZejQoRw/fpyoqCimTJnCuXPnvtmvSZMm3Lt3j3/++QdApW5fUFAQ3t7eshn19OnTNGnShBUrVmBjYyO3i42NZc6cORQtWpQyZcrw119/8eTJk588w4zDkSNHMDIyYs6cObIyliQJHR0d8ufPz6BBgzJEXcq0iKIQFRT+IHLmzMnly5dRU1Nj3LhxbNiwQc5vmhgzZsygT58+BAcHY2RkhKWlpXxtyJAhVKxYkUqVKhESEiKPU6VKFYYOHcrhw4dp0KABurq6ALx//56bN29y4MABChcuTP369Tl27NivnXA6JCQkhMDAQJo3b86CBQtYsGABnTt3pnr16rRu3Rpzc/Mkq5Uo/BjKHqKCwh/I0qVLmTJliuwteenSJQwMDJJsL4QgPDxcVm4AuXPn5tWrV0iShLGxMdOnTyc6Ohp3d3cWLVokJ6cODw9n3bp1jB07lqCgIPLnz8/r169lk625uTndu3dPtIjun8jLly+ZMWMGbm5ucgykgYEBERER2NjY4OLiQvv27dm0adNvkym97iGmFGWFqKDwBzJgwAD8/PzYs2cPvr6+9OjR46uZVyRJUlGGACVKlEBPT0827fXq1YtFixbRu3dvsmTJIrfT0dGhf//+vHjxgkGDBqGmpqayf+nt7c3AgQMpUaIEx48f/+PzdZqYmLBkyRLu3bvHo0ePuHHjBkFBQYSGhnLw4EHKlSvHtWvXUlvMDImiEBUU/lDU1NRo1aoVU6ZMYdeuXeTOnZurV68mu//atWsJCQnh7du3eHl5sWTJEp48eULDhg3JnTs369atU8mNqqenx8KFC3n48CF3797F2tpaZbw7d+5Qr149cuXKxYoVK1T6/qkUKFCA0qVLI0kS6urqPHnyhCtXrlCvXr3UFi1DoihEBYU/nHHjxrF37140NDRo27YtHz9+TFa/+Eoa5cqVQ1dXlwEDBuDv78/BgwfJmjUrPXr0oGPHjonGy5mZmeHm5sarV68YPHgwmpqa8rU3b97Qr18/smTJQuPGjZkzZw5z587lw4ckE4z8EQwfPpwiRYogSRJt27ZNbXEyJIpCVFD4w5EkiZYtW7Jjxw4ePHhA3759kxX0ffHiRQCVGEM9PT2aNm3KvXv3mDhxIrt27WLu3LlJmkFz5szJggULePfuHQsXLpTNspIkUadOHR48eMDo0aMZNWoUvXr1+iOD0a9fv07v3r1xcnKiTp06+Pj4UK1atdQWK0OiKEQFBQUgLkfnlClT2LZtGxMnTiQwMPCr7Zs0aULmzJnp3r17gioMGhoaTJ48mcaNGzN69GjKlSv3Vc/Ip0+fMnjwYMLCwmjZsiVCCHR0dLh79y7Pnj1jzJgx7Ny5k+XLv98BIz1y6NAhypUrx+rVq+nSpQu7d+9ONH2ews9BUYgKCgoyY8eOpUmTJkyfPp0yZcrQt29fhg8fzuPHjxO0LVSoEBs2bODBgwdyuajPUVNTY9euXSxZsgQfHx9KlizJ6tWrE10tZs6cWX4fH76hphb39WRqasr06dNp1KgRQ4cOZfbs2axfv/6nzTktU6pUKfn948ePuXnzZipKk/FRFKKCgoKMmpoaBw4cYP/+/Whra7Ny5UqcnJyYN29eou1btmyJv78/5ubmdOjQgbFjx6o4w8TvLe7du5ds2bLRu3dvypYtmyD20dTUVE5WvWTJEiCujFW88gwODqZ69epERkYyZswYunfv/keYTwsWLEhkZCRTpkzh+vXrNGzYkO3bt6vUaFT4eSgKUUFBQQU1NTWaN2+Or68vkZGR5M2bl507d7Js2bJEM8zo6+uze/duypcvz6xZs9i4cWOCNs2aNePChQssWbKEu3fvUrp0aTZv3qzSpn79+gghKF26NIULF+bWrVsYGxtjZWVFnjx5mDBhgkp7Pz8/evbsiSRJ5MqVK1mZd56POf3/19VEi6anOTQ1NZk4cSJXr17FwMCA9u3b07t3b8UL9xegKEQFBYUk0dTUZOfOnejp6TFgwACKFSvG2bNnE7QrUKAARkZGAOTPn1/lWkREBIMHD6Zbt25oamqyevVqIiMjv+q8c/78eTZt2kSTJk14+vQprVu35sKFC1y5coVt27bh4eGBiYkJ8cXE/f39WbFiRcpWjdvfEuqTfvKr5s+fn0ePHuHg4MC6devImjUrdnZ2KAXVfx6KQlRQUPgqlpaWPHjwgBs3bpAzZ05q1KiBubk527dvl9tcvXoVFxcXevXqlSC+cMeOHSxatIgdO3bQt29funXrRkBAAKGhodSqVYvw8PAE98yePTudOnViw4YN3Lt3j/Xr11O5cmXKly9PhQoVOHbsGKdPn1YpZ7Vx40YKFSrE6tWrkz23D0cep/wDSUW0tLRYuHAhBw4cwM7ODmdnZ0xMTNiyZUtqi5YhUBSigoLCN5EkidKlS3P69GmmTZtGWFgYnTt35vz58wB06dIFdXV1hg4dmqBvoUKFVI7NzMzksIHP9wnjGTNmDGZmZrx8+TJRWQ4dOsT06dOpVasW+/bto3Dhwjx9+pSlS5eSJUsW+vbty5UrV5I1L93yv7eSxc9ATU2NZs2asXr1ary8vChevDi9e/cmJCQktUVL9ygKUUFBIdnky5eP8ePH4+npiba2NhMmTODZs2fcuHGDmTNnUrJkyQR9qlevzrVr15g6dSqGhoaoq6uza9cuYmNjCQgIIFOmTCrtDx48yP3798mfPz8jR47Ezc2NiIgI+frnnpfNmjXDzc2NvHnzYm9vz8KFC4mNjeXEiRMIIRJUtDedVROj7sXQKpmFbL1KY1g330/+hH4vlSpVom3btoSFheHr65va4qR7FIWooKCQIoQQXLt2jZCQEHx8fLh8+TIAxsbGSfYpW7YsEyZMYNeuXdy5cwdTU9MkzXzOzs7A/4sbN2jQQK5cD2BlZcWAAQPQ0tLi4MGDFC5cmOzZs5MlSxb+/fdfAIYNG0bbtm0pXrw4ly5dUgkb0S9mjHGX0ugWyUJGoGfPnsD/vXMVvh9FISooKKSITp06UadOHTQ1NXFwcKBu3boUKlSI0aNHs3nz5q8m57aysuLKlStUqlSJzp07Y2trK6eAi6d06dJs27ZNJUH448eP5XG9vb1xd3dHS0uLNm3a0KBBAywsLKhSpQpbt26V++zatYs+ffpQokQJChYsmOFrCObOnTu1RUj3KOWfFBQUko0QAgMDA3LmzMmNGzdkc6e3tzfNmzfnxYsXVK9enRUrVqiYNr8kICCAyZMns2zZMtTU1Fi9ejXdunVTaRMTE4OHhwexsbFUqFBBXoE6OTklqBivq6vLhQsXePPmDdeuXSM8PJwdO3bIe4nxJar8/f3x8/MjW7ZsaGlp/cRPJvX48OEDhoaG2Nvbs3Tp0l9yj19V/km3oK4oMrnId/e/2e2mUv5JQUEhdZAkCVNTU4KCgtiwYQNVq1bF3Nycx48f8+zZM/r27cvZs2cpXbo0r1+/TnKc7Nmzs2TJEry9valcuTL9+/dn06ZNKuni1NXVsba2pkGDBirm2P79+8vvT548yf3798mcOTNt27alcOHCDB06lLFjx6o41sTGxuLv78+cOXMwMTHByMiIZs2asWjRIu7cuZOug/z9/PyAuJW1wo+hKEQFBYUU0alTJ96+fYu9vT2BgYEEBQXRoUMH7t+/z/z58+nUqRMQ54DzrRVL+fLl2bt3Lzlz5qRLly5ky5aN6tWrc/369ST76OjoMGDAAABWrFhBkSJF2LJlC/fu3aNgwYJs2LAhQZ8TJ07QsmVLRo8eDcSZbu/cucPgwYMpUaIE+fPnp2fPnmzfvp23b/8fmxgREUGzZs2QJAkXF5cUf1a/g/iEBE5OTrRp04auXbtiZ2fHokWLEk25p5A0islUQUEhxTx48ID3799TsWJFXFxcaNKkCcuXL0dDQ4P+/fsTHR0NxKVke/bs2TfHi4yM5Pz587i7u7Ns2TJ0dHSYMmUKPXr0SHTvb9WqVfTp04e+ffvKjjS3b9+md+/eeHt7c+XKFYoXLw7EVaDPkycPAE2bNsXQ0JBNmzYhSRKPHj3Czc0Nd3d3jh07RmBgIAYGBnIu18DAQFq1agVAgwYNOHLkCABBAUEQCob5DJOck7OzMzo6OrRo0SIFn2zKefz4MfXq1SMqKorQ0FCioqLQ0tLi7du3aGtrM378eEaMGJGgwHNK+FNMpopCVFBQ+G5iY2NxdnamQ4cOVK1aFSMjI1xcXBg5ciRnz56lXr16TJ06NUVjXrhwgQ4dOvDw4UMWL16Mg4NDgjZt27Zl586dHDt2TKVY7sWLF6lcuTK5cuXC19cXPT09hBC0aNGCgwcP4ubmliBxQDwxMTGcOXOGfv36cefOHfl8tWrV5FWYEILnY06r9DOdVTPR8eIVeWp9x968eZOyZcsihODkyZPUqlVL5XpQUBCnT59GT08PZ2dn7t+/j7q6Ovnz5+fvv/8mb968cts/RSEqJlMFBYVk4efnJ++3hYSE8PDhQ5o2bUqHDh3Q19fHxsaGe/fuUaJECebMmcPZs2cTVYYRERHY2trSs2dPnJ2dCQgIULluaWnJhQsXABg4cGCiqclevHgBgK+vr0qi68KFC5M5c2ZevXrFokWLgDjFtGnTJgoVKoSNjQ1FixbF3t6effv2ERgYyPPnz3n79i0LFizg8OHDzJ07Vx7P2NiYqVOnUqpUKQ4ePMjzPcmvNnHv3j3ZZOnv74+Liwt9+/aladOmeHt7J3uc76V06dIMHz4cTU1NKlasKJ+/du0avXv3xsTEhGbNmlGvXj02bNjAy5cv8fX1Zf369RQvXpxx48YlmkUoI6OR2gIoKCikfcaPH8/s2bOJiYmhVq1aREVF4enpCUDJkiU5deoUhQsXJigoiFWrVn11rBs3brB3714A1q5di6amJhMmTEBXV5eKFStSvXp1Zs+eDYCDg4OcI/Vz1qxZQ6NGjejbty9r1qzB0dGRLFmyUKFCBaKiogDYunUrBgYGshI8e/YsO3bswM3NjY0bNyZZW3HOnDny++fPn6OpqSmXXXq+Jem9zS/5vHDy/Pnz5TkB3L17l/v37yd7rO8hJCSErVu3UrNmTfT09IC4vVQrKyvU1dXp3LkzrVq1Ijg4GBsbGznM5fLly4wfP56ZM2eycuVKVq5c+UvlTEsoClFBQeGrBAcHM3fuXKpVq0atWrWYNWuWyqrs9u3bHDlyhKCgIHR0dDAxMfnqeKVKlaJkyZK8evWK1atXM2nSJCZNmiRfz5QpE6GhodSrV4/FixcnOkbx4sV5+PAh8+bNY+7cudSsmdBsefPmTQYOHAjEJca2trZm1KhRDBo0SN6zPHHiBJqamoSEhNCuXTsKFy7MmTNniIiIoFSpUmhqaqqMadqxrKrJtJ7q9aT4POG5qakpbm5uyer3I4wYMYKXL18yffp0IG5V3axZMzQ1Nbl+/bqKwv6c+H3hQ4cO0aVLF1q3bv3LZU0rKHuICgoKX+XmzZuUKVOGoUOH4uTkxLt373j27Blly5Yla9asBAYGUq5cOYYNG8Y///yDv78/np6elClTJskxb9++TaVKlZAkCXt7e4oXL46WlhadO3emSZMmaGlpMXnyZMqWLftN+fz8/Jg5c2YC5VmkSBF8fX3p1KkTwcHBHD58GCEEEydOZOLEiT/8uaSEjx8/Mnr0aHx9fXF3dycgIIBs2bKptHn9+jU5c+Zk+/bttGvXLtljP3z4kDdv3mBhYSEnO79z5w7ly5fH2tqagwcPyvu5UVFRHDhwgKZNmyZrbG9vby5cuIC9vb2yh6igoKBQqlQpbG1tWbhwIS1btqRnz56cPHmSO3fu4Ofnh6OjI5s3b6ZLly6cPHkSHR0dypYty7Bhw5Ics2TJkri7u2NhYcHcuXPJmzcvHTt2JEuWLDg7O7Nnz55kKUOIy9CyaNEibt26pZKtpUOHDuTIkYPNmzejrq7OgAEDiIqKkgsR/04MDAxYtmwZLi4uREVFJVCG8P/Ud2pqKftabt68OVWqVKFu3bpysvXRo0cTGRnJuHHj8PPzo1GjRgBcuXIl2coQwNzcPEknpIyIYjJVUFD4KpIksWbNGoQQnD59Gm1tbfbt2wdA3bp1WbBggRwUbmpqiqenJ3///Tfz58/n+vXrLF++PIF5Ljo6mtevX8v7fYsGzaRECx2u99kv73cFBgYycOBAJk2aRJEi/19FPH36lIULF9K1a1cVpVmyZElevnzJ06dPOXnyJDY2NvTr148ZM2ao5PlcuHDhL/mcksPn5aoSI6UWuydPnnDr1i1y5MjBmTNnqF69OlevXuXMmTMIIQgNDaV+/fp8/PiR/fv3U65cuRSNL4RIkQJN7ygrRAUFhW9iZGTEnj17ePPmDc+fP+fhw4dMmDCBkydPUr58eQYNGiR7ixYtWpRNmzYxduxYzp8/T8OGDdm1axcQZxacMWMGhQoVolWrVjx9+pQRNXsy3fr/ZaM+PIobZ9u2bWzevFklTdv58+fJnz8/Tk5OlCtXjo0bNyZQIvny5aNz587kzJmT3Llzs3jxYl6/fo2zszMxMTGUL1/+p30uqb3ldPHiRQBat27NzJkziY2N5fTp0yxZsoSCBQtiZWWFj48PkydPpnnz5ikaWwjBli1bElQMycgoe4gKCgrfzYsXLxgwYAD79++nTp06HD16VGUV5OHhIVd119DQQE1NjcjISOrXr4+9vT3Nmzfn1SRP+L+PDtnHVUInsw7nzp2jevXqODs707ZtWwB2795NmzZtAMiRIwdv3rxh4cKFDBo06LfMNyoqimXLlhEaGoqPjw+7d+9m6dKlCfKwfs7z588xNDTEw8MDDQ0NIiMjqVq1KoaGhmhra6fYRPo5Fy5coEqVKirnTExMuHr1Ku/fv6dYsWJYW1vj6uqKJEk0btyY0qVLq3jSJjXP2rVr4+npSc6cOfH39/8j9hAVhfgHEB0dzb59+1i3bh1qamqEh4dTtWpVbGxssLS0TOBJp6CQUtauXUvPnj1ZtmyZSq5RiPtynThxIi9fvsTIyEh2ovmcG4MP8d/dE3Sq0ALTmf/3GP3w4QOZM2eWj2NiYmjQoAEeHh5UrVqVc+fOYWFhIa+UfiWhoaE4ODiwbt06APT19QkODsbKygp3d/cE7d+9e0fLli05ffp0gmvxNGrUiCFDhlCzZs3vyiTz8eNH/vnnHypXrszatWtxdXUFwMbGBhcXF/z9/dm0aRObN29GW1ub+O/Vb33vCyEoXrw49+7d4927d2TNmlVRiKmFohB/HvPmzWPhwoU8f/6c3Llzo6mpiba2Ng8ePCA2NhYDAwPq1KmDjY0Nbdq0IVeuXKktskI65NmzZ+TLF1dsd9myZXTv3h0dHZ1E2759+5ZMmTJx/Phx9PT0MDIy4saNG3Tu3JmrV69+c5/rzZs3jBkzhrVr1wKwdOlS7O3tf+6EvuD27dty9Q5tbW0eP36Mvr4+1apVIyQkhAcPHiToc+PGDXmPc+jQoQQEBKCnp4eamhqampp4eHhw584doqKi0NbWpmbNmtjY2NCxY8dvhq4kRnBwMDlz5iQ0NBSAmTNnMmbMGPr06ZMgNjQxL9cvmTBhAtOnT4/31lUUYmqhKMSfR8eOHXn9+jUODg40bdpUNme9f/8eDw8P3N3dcXNz49GjR+TJk4erV6+SPXv2VJZaIT1y4sQJ+vfvz507dxg/fjzTpk0jNjaW0AuvUDPQIiBzKC1atODq1asq/dTU1OjatSu6urpMmTJF/qJ++vQp6urqch7SL4mNjeX169dJ/oh78OABT548ISoqisyZM2NiYqISD5gSXr16Ra1ateRg+t27d9OqVSvU1NSQJImoqCgVU/G0adOYOnUqkZGRrFy5kgkTJiSo/mFjY8O2bdu4cOGCnE/11q1bFChQAHd3dxVHouRy8eJFqlWrJueSrVixIs2aNeP27dvs2LEDiPMavn79+jdNtZ//CAAUhZhaKArx5xEdHY2GxrediU+cOEGDBg2oW7cue/bskevcKSikhJCQEPT19bG0tMTT0xP/VdeJfvgBgPt531HPoSUAgwcPpk6dOvj5+bFv3z6VQPXLly+zZcsWnJycgLg4w++xXLRo0YIDBw7IxzVr1uTUqVM/MLs4s2mVKlW4ceMGVatWxdPTk4EDB8pp4iAuR2jWrFmpXLkyq1atwtfXl1atWtGrVy8MDQ25ffs2mpqaHDhwgFOnTqkkFTh+/DgNGjQgKiqKkiVLsn79eipVqpQiGZs0acLhw4cZMmQI586dw8vLiylTpjBs2DAuXryIpaVlss2zXl5eCCGoUqXKH6EQFS/TDE5ylCFAnTp1cHR0xNXVlVy5cslpuRQUUoKenh49evTgwoULBAQEyMoQoIRaPvLkyUONGjVYsGABLVu2pH///ri6uqoEoj979kyl/uH3FvIdP368ynF8+jV/f3/atGlDq1atiIiISNGYmTJl4saNG0BcTN/EiRNxdHQE4hTh1KlTKVq0KLGxscyePZvSpUtjbW1NsWLFOHjwIJMmTeLw4cOyiffevXsq49etW5fbt2/j6OjIu3fvaNSoEZMnT+bcuXPyqu9bxIdJrFixAjs7O9q0acPff/9N48aNKV68eIr2KitXrkzlypWT3T69oyhEBZkBAwbg5uZGlixZaNeuHe/evUttkRTSIa9fvyZz5syonX6vekFXjZcvX3LmzBmaN2/O4sWLZROkt7c3mTJlwt7entKlSzN69GhiY2N58+YNWbNm/S45KleurJKH8/379zRt2pQBAwawe/du9u3bJycRTwlnz56la9euBAUFMWXKFDQ1Nfnw4QOtW7fm77//pkKFChw6dEiuLqGnp0e7du3w9/fn/fu4zyQsLAwgUbNokSJFGDZsGC4uLhQpUoQpU6ZQvXp1smfPTt++fQkODv6qfP3798fT0xMDAwOGDRvG+/fv+fvvvzl//jwdO3ZUSbv3LaKjo1XqQ2Z0FIWoICNJEtbW1uzatYtXr15RpkwZNm/enNpiKaQTzp8/z7Jly7h58yYhISFo1lY1cxramuHu7k6/fv24desWgwYNwszMjPv379O/f39CQ0NZtmwZlStXJiwsDEmSfng/u3fv3ly5cgVDw7i6hf/99x+7d+9m3bp1nD9/PtEcqN+iWrVqrF+/Xl65hoWFUbp0aY4dO8aQIUNwdXWlSZMmKn3ia0LGr3xPnDgB8NXVV/ny5Tl//jxv3rxhx44dNGjQgJUrV2JgYECJEiX48OFDkn2rVKnCpUuX0NXV5dixYxgaGrJ8+XI8PDzkJAVCiK8WYoa4FWuOHDm+/oFkIBSFqJCASpUqsWfPHrJly0b37t3x8vJKbZEU0gE9evRgwIABPHv2jKFDh5I5W2ayjbNAu2w2so2zQDezLvXr12f58uVcvHgRMzMzAHLlysXQoUPx8/MD4sIVfH19f5pc5cuXJzAwkAcPHjBjxgzmzJlDt27dsLS0TLT4cEpYvny5XAR56dKlzJ8/P9F28bUFDxw4QGRkJNWrVwdIViWJbNmy8ddff7F161bZA/fOnTvfNKHmzZuXoKAgmjVrxsiRI+XVsIeHBwBTpkyhXLlyHD9+PMkxbGxsvilfRkJRiAqJ0rRpU06ePEmePHlo0aIFa9euTfWsHAppm3jz35EjR+SagrqZdcnRoSS6mf+/bxUaGkrVqlW5d+8e9vb2GBgYAHGKcfLkyQByHcGfSaFChRg7diwjR45UOe/h4UHJkiUZM2YMjx49SvZ4QUFBDBw4EBMTE6ZOncqePXvo1q2bvBr8nFatWqGvr0+7du0wNjaWYyuHDBlCmzZtePnyZZL38ff3l7P7XLt2jZo1axIbG5ssU7KmpiYbNmzA1taWLVu2AHFK+dWrVwwePJilS5dSt27dJPtPnDgxgXdshkYIkeZeFStWFAppAy8vL1GwYEEBiMqVK4sLFy6ktkgKaZSXL18KY2NjYWpqKlatWpVom4CAAGFsbCwA4ejoqHLtwYMHQlNTUxgZGQl/f/9E+4eHh4uVK1eK69evJ3o9MDBQlF5fWuUVGBj4VbkPHz4sAPkVFRWVjNkKsXLlSgGIkydPitq1awtAaGpqCjMzM3Hs2DERHBycQLa9e/eK/Pnzizx58ojNmzeL3r17C01NTVGjRo0E9/3w4YPo2LGj0NTUFICoV6+e2LVrl4iMjEyWfF8SEREhzpw5I2bPni1iYmJS1Be4JH7Bd71OAZ0Ezyslr58tl7JCVPgqlSpV4sGDB8ycORNfX18sLS3p1q2bslpUSEDu3LnZvXs3urq69O7dm02bNiVoo6+vL5v6hg4dqnKtV69eREVFcfjwYRUv08/ZtGkTffr0oWzZsrx58ybB9Rr7aiTr3Oc0atSIixcv0rp1a9avX58sz+wZM2bQp08fIC4Tz7lz52jUqBE7d+7k3r171K9fn/z58/Pw4UO5j6GhIS1btmTv3r28efOGrVu3smLFCtatW8eZM2eYOXOmyj3Wr1/Pli1b6N69O3fu3OHYsWO0bt36q5mlAgICmDdvXqLFj7W0tKhevTqjRo36oXRxGRnlU1H4JpIkMWbMGK5evYqlpSUbNmxg//79X93UV/gzqVGjBj4+Pmhra8smus95/vw579+/p0CBAgmuaWpqoqOjo1LCCVDZK/s8HrFDhw7fJWNMTIxcZePWrVtYW1uze/duqlevzsePH3F0dEwyFZyfnx8xMTFs3boVbW1tDA0NsbKyIioqChcXF0qWLMnBgwcZMWIEb9++lcsxfU6FChXo1KkThw8f5sCBA3Ts2JEcOXLw999/U65cOYYPH87du3cZPXo0RYoUYcWKFRQrVuyb8xo8eDA5cuRg5MiR2Nvbs2fPnu/6fP5kFIWokGzy5s3LyJEjkSSJVq1aYWhoSI8ePZTVooIK6urq1KpVi1OnTvHq1SuVazt37kQIwdatWxM4tCxfvhwtLS3s7OxkhTVr1iw0NTVZtmwZEOf1OGrUKACOHj2KqakpxYsXx83NLcm/w/9a/ie/9/PzQ0NDg4YNGwKwbt06jh49yqxZsxg2bBgDBw5kxIgRVK5cWSWoH+DRo0eYmJigoaFBlixZiIiIICgoSGU127hxY5o2bSorsIIFCyYqU/PmzdHR0aF169acP3+eSZMmUalSJcLCwnBycqJevXqEhYWxfv36r37Wn/PlPmTr1q0T3ZtcsGABNWrUIDAwMNlj/ykoClEhRbRu3Zo3b94wduxYOnXqxLp161SydCgoQJwZMiwsLEEMm7u7O4ULF6Zq1aoJ+hQqVIgFCxZw4cIFOc1YbGwsEBcjmytXLtavX8+sWbPkwPYXL15w9+5dGjRowPTp0xOVJZ9hXI7V+MTggBwTGB9UDzB9+nTu3LnD/fv3yZ49OzNmzFAZJ3/+/IwYMYLGjRszePBgatasScuWLbl79668Wo1XyvFKMqnE3i1atOD48ePExMSwe/duBgwYgJeXF7NmzQL+r9yqVauWaP94AgICmDJlCqNHj8bZ2Rl3d3e5oK+JiQkhISEJ+sybN4+zZ8/KicAV/o9SIFghxWTLlo0ZM2YghODDhw8MHTqUa9euMW/ePHR0dJS0bwqyp+WX5k9jY2NOnjzJ1atXE61LWKNG3H7f3r17ady4MWPHjiUqKorJkyfj7++Pg4MD5ubmLFmyhBcvXnD48GGOHDlCx44dmTp1KmFhYZTb9P/k4De63pDf9+3bV84y8/LlS3r06KFy74iICIoVK4YQgpiYGAwMDBBCyCtZNTU12XsWkMtQQVxWmFevXtGzZ08gbu89c+bMjB49muvXr1OuXDkMDAyIioqiVq1aREVF0a5dOyRJws7OTh4nS5YsFCtWjBcvXjBnzpxvhoW0b9+eo0ePAshhJW5ubkRHR6Ourp5o/wcPHnDr1q0UFwv+I/gVnkM/+lK8TNMPb9++FZ06dVLx0itTpoyYMmVKij3ZFDIOCxYsEIA4e/asyvnXr18LExMTYWZmJj58+JBo3759+wpAqKmpCVtbW/Hq1Sv5b6t///4iLCxMCBH3t5cvXz75Wr169b4qU+bMmVX+Tnv06KFyfOnSJblthQoVBCCMjY2FsbGxcHR0FB8/fkxy7Fu3bgkHBwdRuXJlMXjwYDFp0iQxbdo00blzZ5V7fP7KlCmT2LJlS4KxHj16JABRtWrVJO8XGxsrNmzYIAAxdOhQMXDgQAGI3r17q7R7+/at2L9/v3j79u1XP5tvwR/iZZrqyi+xl6IQ0x8nT54UAwcOFMOGDRNVq1YVgMiTJ4/o1auXcHZ2FgEBAb9chlu3boljx47JX5gKqceBAwcEINauXZvg2qFDhwQg/v3330T7xsbGijNnzggbGxsBiAsXLoi7d+8mqpBu3bolNmzYILZv3y4iIiK+KtP06dOFpaWlAETOnDllpQOIcuXKqbR99+6dWL16tbCzs5MVmKWlZYJ73L9/X0XJWVhYCB0dHfm4ZcuW8o+DPHnyiPnz54t169aJFStWiPfv3yeQMTIyUkyePFkYGxsLSZJE5cqVxfr16xO027lzpwBEgQIFxIMHD0RsbKwoUqSIyJ07t3j+/LncbujQoQIQ2bJlE35+fkl+NkePHhWAsLOzS/RzVBSiohAVvpP4X68tW7ZU+VVeqlQpMXbsWHH8+PFvfnkll6ioKLFr1y5Rp04d+T7ly5cX0dHRP2V8he/jxYsXQkdHRzRo0EA+5+npKXbv3i0ry2PHjn11jGPHjglAjBs37qfKFhMTI/bv36+iyNq2bZtk++joaLFq1SoBiOHDh6tcc3d3VxnHy8tLhIWFidevX4vy5csnWBUWK1bsq7ItX75cXu2OGjVKlChRQkiSJFxdXVXarVmzRgBi3bp18rmLFy8KTU1Noa6uLhYvXiyE+P9qm09xxEnFMPr5+cnt5s+fL7p16yYAYWZmJqpVq6YoxNR8KQox4xAVFSVOnz4tKlWqJAoXLizU1dVlc1Hjxo3F/Pnzxc2bN8Xt27eTNKF9TmxsrHBxcRFNmzYVFSpUECYmJgIQ+fPnF7NmzRLNmzcXgHj58uVvmJ1CYrx580bMmjVLNp8LEWdBiP/ClSRJZMqUSYSHh39zrBw5cqgo1cSIjIwUgGjXrl2yZYw3MQLir7/+Ek+fPv1mH3t7ewGIAQMGCHd3dxVLREBAgDA1NRWSJIm+ffuK2NjYBMoSEKtWrRKnTp0SvXv3TnT+Tk5OKqbmkJAQUapUKZEjRw6Vv+moqChRq1YtAQhbW1sREhIihBBi+/bt8r2ePn0qr07jg/ttbW3F7du3E51fYGCg2LNnj3zPL2RXFGJqvRSFmHEJDAwU+/btEw4ODsLMzEzlP52GhoaoWbOmmDJlivD09Ew0Y4ijo6O8t1O1alXRoEEDsXfvXvHo0SPx33//yfuZJ0+eTIXZ/dn4+PiIrl27Cm1tbQGI2rVriwsXLognT56IzJkzCzU1NdGxY0dhY2MjnJ2dvzleeHi4AETnzp2/2TZ37txfNQl+yecK4suMMkkRFhYmbG1t5b6ZMmUS+/btk68vXLhQ/ls+fPiwMDc3V/n7njRpkhBCCAsLCwGIwYMHJ7jHkSNHBCCmTJkin7t165YARP369VXavn79Wtja2gpAbN++XQQHBwtDQ0MBiO7du4vQ0FDZpNulSxcxduxYoaamJrJkySLOnDkjYmNjk5zrq1evhJOTk2jYsKGiEFP7pSjEP4fHjx+L1atXi0WLFokxY8YIc3NzIUmSAISRkZGwtbUV//77r1i7dm286UYULlxYxeT6+PFjYWBgIH/xFC5c+JvpuhR+LrGxsaJw4cJCkiTRv39/cePGDXH8+HHRpk0boa6uLiRJEocOHUrxuEZGRqJGjRo/Xd7BgwcLQJQoUUIEBQWlqO/Hjx/FoUOH5B90jx49EkIIce7cuQQrwiZNmgh/f3/x5s0bsWnTJnnPMv7l4eGhMnZMTIyoX7++0NLSkhX8wYMH5f3CL5VYvOn01KlTYt68eQIQrVq1kq/H74EePnxYCBH3oyVeaebKlUt06dJFPHny5KvzzZ49u6IQU/OlKMQ/mzdv3oht27aJHj16CFNTU/nLo0iRIsLJyUlWdq9evRL9+vUTOjo6Qk1NTcyfP18cOHDgp+1PKiQfHx8fAYglS5YIV1dXUahQIQGIrFmzihEjRogHDx5817gVK1YURYoU+cnSxplZixUrJgBx79697xqjRYsWAhDbtm2TzwUFBQk/Pz8xaNAg0aZNG1mBtWnTRgCiaNGiwsnJSXh7ewtANGrUSKxevVrFGrJkyRIBCHd3d/l9tmzZxP379xPIEO8p+7kjj5aWlnw9Z86cwsrKSj6OiooSmzdvFkOHDhXt2rUTgGjTps1X52ltbf3HKEQlDlEhzZE9e3bs7Oyws7NDCMHdu3d58+YN1atXV8nBOGzYMLZu3Uq3bt0YNGgQFSpUSEWp/2ziSwsVLlyY1atX8/DhQ5YvX07Xrl1TVKH9S16/fp1oEd0fRVNTkxEjRtC7d29evXpF0aJFUzzGlStXAKhfvz4RERG4urpiaWlJrly5WLhwoUrb+HhAHx8f1NXViYqKokqVKri4uODi4kL9+vXldHZ//fUX06dPlwPs8+fPz+3btxON77W1teXw4cM0b94cc3NzzMzMMDc3l69nzpyZx48f4+fnx6pVq1i5ciUvXrwA4uKJgW/WnJw7d26iMaMZkWQrREmS1IFLwAshRFNJksoD/wI6QDRgL4RIUDhPkqTHwEcgBogWQlj8BLkV/hAkSaJ48eIUL148wTUdHR0g7st4/fr1vHz5ktq1a6OpqYmWltYP17pTSD7W1tZky5aNRo0ayYVzmzVr9kPKEOKqzcdXmf/ZPH/+HABTU9Pv6l+5cmWePn1Knjx5MDQ0JCAggIoVK3Lu3Dn5M4jHxsaGnTt3smXLFrp06YKmpiZnz56lRIkSPHnyhPz588ttb968iYODAzdu3OD9+/e0a9cuyWQXTZo0ketIJka1atXYsGEDJiYmshzz5s0jLCwMNzc3MmXKxIgRI746zz8pgD8lK8TBgA+Q+dPxHOAfIYSLJEmNPx3XSaJvXSFEwHdLqaCQCAsWLKBUqVK4urqycuVKFi1ahLq6OjExMeTPn5/58+fTvHlz1NXVU1vUDI+JiQnHjx+nbNmyREZGAnFf7Hny5PmhcV+/fp1omrefQbt27Zg7dy7dunXj6NGjX60i8SUxMTGykoqKiiIgIO7r7fLly9y+fVtlRXX16lWePHkCwJkzZ+jSpQsQ92Pv3r17lClTRv7xtnLlSvr27atyL1dXV7p37/5dc1y6dCmWlpa8fv2a9u3bc/36df766y8KFSrE/fv3laoXX5AshShJkinQBJgODPt0WvB/5WgIJF3hUiFDkmv+ETT8Y4guoM6rfg1/+/0NDAwYNmwYw4YNIzw8nDNnznD06FGCg4M5ePAgtra2ZMmShapVqxIREYGFhQXGxsZoamoSHh5OxYoVqV69Otra2r9d9oxIWFiYyvG7d+9+eMxKlSrh4eHB4cOHadiw4U/9Ai9RogTLli2jW7du5M6dm507d361WO7n+Pj4sHHjRiwsLGjQoAFHjx7l4sWLWFpaUqJECbldbGysbMrX0NBQqRBz5swZWQ6Iq2A/adIkIK5o8b59+1i0aBHjxo1L9pwiIiJ48uQJZmZmxMbGcvr0aVxcXLhz5w5r1qyRU+o9fPgQf3//BKn1/nSS+9e1ABgFxH52bggwV5KkZ8A8YGwSfQXgJknSZUmS+nynnAppjFxj/kPbPwZ1QPtxDOX3n0pVeXR0dLCysmLWrFksWbKE69evs3XrVlq2bImPjw9Pnz7F0dGR4cOHM2jQIEaNGkX9+vXJly8fDx48SFXZMwqfJ4suWrQojRs3/uEx169fj5GREU2aNKFx48Z4e3v/8Jif07VrV3bv3k3mzJlp3rw5Y8eOVSk3lRR58+YFoEqVKkybNo3z588TEhLC2bNnVX5grVmzhiJFipAlSxaio6OpXbu2fO3IkSOoq6uzYsUKAHnPEOJyucbXW7x06VKy5hIdHU3ZsmUpVqwYf/31F0WLFqVRo0ZcuHCB/PnzU7x4cdq2bQvAkiVLVJTh/fv3efz4cbLuk56QJGmtJEmvJUm6mZz231SIkiQ1BV4LIS5/cak/MFQIkRcYCqxJYojqQghzoBEwQJKkWkncp48kSZckSbqUWOFPhbSF9Mm6FL9L9+pFRKrJkhiGhoa0b9+etWvX8vDhQ+7du8f79++5f/8+9+7d49mzZ+zcuZOIiAjatWsnm/kUvp/atWtjYWFBxYoVOXDgAIaGhj88Zq5cufDx8WHcuHF4eHhQuXJlevbsydSpU5k9e/ZX98+Si62tLUeOHKFKlSrMmjWLzp07c/bsWbkEVWJkzpwZbW1tlR9TOjo6KvvWoaGhDBo0iDdv3mBsbMz48ePl5N8Ad+7cAeI8/QGqVq1KWFgYrVq1YvHixZQuXRqAzp07f3MOT548QUdHh3v37gGwa9cujIyM2LZtG8+ePcPd3R03NzdmzpyJhoYGrq6uCCF49OgRVapUwczMjMqVKxMeHp6CTy5dsB5IvvnqW26owEzgOfAYeAWEApuBIED61EYCPiRjrMnAiG+1U8Iu0j75Rx8S+T57JSfTR1pk7969AhAdOnQQPj4+Xw1WVkhdXrx4Idq2bSvH0ZHMoP2UMGTIEKGmpiYAYWBgICZMmCA8PT0TDc0wMzMTZmZmSY7l5eUlAOHo6Jjo9QsXLggNDQ3RsmXLBH93I0eOFIAYM2ZMsuR+/PhxghjIKlWqJJqqbe7cuQIQixcvlhOEx798fX0THZ90HHYBFABuJkeeb64QhRBjhRCmQogCgB3gIYToRNyeYfz6vx5w/8u+kiTpSZJkEP8esAGStXRVSNs8ntWE0yNqkB14MquJbEL6EbY98yfX8avy63fQsmVLRowYwdatWylRogT58uVj2rRpxMTE/Jb7KyQfExMTnJ2dCQgI4OXLl+jq6v50c/f8+fMJCAhg165dsjm0atWqmJmZMXLkSJW2ZmZmPHr0iI8fPyY6Vr58cXUYE6tJCHFeqrNnz2bfvn0sXrxY5dqcOXN49eoVM2fOTJbchw8fBuK8SK9fv87KlSs5f/4848ePT9B22LBhWFpaMmrUKLmQcZMmTdDR0aFfv35/9N/+j+xQ9wYcJUm6BswA+gBIkmQiSdLhT21yAmc+tfEC/hNCHPkRgRXSDvmyG3J5VpOfNt5QX1Xz1+9SinPnzuXhw4esWLGCggULMnHiRLJnz07r1q1xdnb+LTIoJB8NDQ1y585NhQoVOHfuHOPHj+fatWs/bfwsWbLQunVrjhw5gru7O2vXrqV9+/bMmzcPS0tLHj16BMDIkSOJiYmhX79+stnzc06dittXr1evXpL36tq1KxDnMQ1w69YtLC0tyZEjR4q8o9esiduxunnzJiVLlqR379707duXuXPnynLEo6amRu3atQkLC0NHR4dSpUrh4+PD4sWLOXr0aLKVcBohe/xW26fXD/mppEghCiFOCCGafnp/RghRUQhRTghhKT7tMQohXgohGn96//DT9XJCiFJCiMRLWisopDIFCxakT58+HD9+HGdnZ2xtbTl79ix2dnbUqVOHOXPmcOXKFbmCu0Lq4+joSJUqVZg5cyaWlpY/VSlCnOKwsrKie/furF+/npkzZ3Lr1i3q16/PnDlzuHbtGubm5mzdupUaNWqwZ88ewsPDOXToEA8fPpQD4CdOnMiqVatkD8/PuXv3LhC3jwmwZcsWvLy8CAgIkPcDv8W5c+e4fDnOxePSpUuyIh00aBAAx48fT9Bn+PDh5M6dm/r163Pr1i0qVKhAz5496dChAxMnTqRWrVrcvn07hZ9YqhAghLD47LXyRwaTEvtlk9pYWFiI5HpWKWQcvlwRFtXR5HTVUqkjDHHxZf/88w/79u3j1q1bAOTIkQNTU1O0tbWxsrLC2tqa6tWrK7GOKeTQoUN06dIFa2trli5d+s1sKYkRExNDkSJFVLwjP378iL6+/k+UVBU3NzeGDh2apLIwMjIiMDCQwYMHM23aNKpUqSL/7aipqXHw4EGsrKzQ1NREkiTZ4Qbg0aNHuLu7y96lb9++JWvWrN+U6d27d3LWmZCQEDk+MjQ0FD09PQYNGpQgcw7AxYsXGTduHB8+fODff/+ldOnShIeH4+TkxMyZM4mIiCBXrlxERETw/v37y+IXJFXRLagrikz+/kxEN7vd/KZckiQVAA4JIUp/azxFISooJIOXL19y9OhR3Nzc5F/uly9flleMTZs2xdraGmtra4oXL65kyfkGI0eOZN68eUCcCXTbtm20adMmRWO8ffs2gSI9cOAAzZo1+2lyJsXz58/5+PEj/v7+nD9/HkmSyJ49Oy9evMDFxYWdO3diampKREQEkiRx6dIlqlevDsQF5OfKlQtra2s5VCgpBbtnzx5atWr1TXmEEAQFBWFkZCSfGzZsGPPnz2f79u20a9cu0X6enp4MHz4cHR0dLl68iBCCbdu2UapUKfbt2yeHkWzbti1dKkRJkrYRlzAmO+APTBJCJBURoShEBYXvJTAwkIULF7J//34+fPggO3jky5ePOXPmkC1bNsqVK0eOHDlSWdK0x+LFixk0aJAcGwpxPzpSEii+bds2OnToAEBkZCQvXrwgX758aTL7SlRUFOPHjycqKorIyEjevn2Lq6srgYGBKu0GDx6Mo6MjlpaWXL58mTVr1tCjR48U3WvBggUMHToUgFq1an01C0/9+vU5fvw4xYsXx8jICE9PTxYsWMDgwYNV2kmSlC4VYkpJe385CgrpBCMjIyZNmoS3tze+vr6yY05MTAx2dnZYW1uTN29e5s6dm6Qn4p/Ihw8f5MTY+fLlo0mTOMeszZs3ExYWRp8+fZg2bZrcJikWLVoEgJ2dHZqamhQoUEBWhrGxsdy8mXYc2jU1NZkzZw7z589n6dKlWFtbqyjD+vXrM2zYMF68eIGDgwPv3r3DxMQkxcoQ/h/XaGZmxu7du5NUhs+ePcPDw4Phw4dz+/ZtLC0tAWjY8PdnnUorKCtEBYWfTFBQEO7u7gghmDlzpvzFXqhQIcqWLUtUVBS1a9fGxsaGMmXKpMkVza8iKCiIEiVK4OfnR7Vq1fjvv/+AOKemLFmyULhwYY4ePSq3v337tkoqtHji983MzMzw8fFJ8Blu2rSJLl26sGXLFnkVmVZ48eJFgoTikiQhhMDIyIjg4GA5W05sbGyKze/e3t5UqlSJFi1asHnzZpXE4CtWrGDJkiWoqalx584doqOj5WTk5ubmlC9fHm9v7wT3VFaICgoK34WhoSFt2rThr7/+4vLly2zevJkePXpQunRpzp8/z61btxg1ahTly5enevXqnDp16o/IlCOEoFGjRvj5+bF27VrOnj2LkZERRkZGbN26FSEER48eVdkHu3DhAu/evcPPz4/Q0FA+fPjA+/fvmTNnDgD37t2TnVY+p3nz5ujp6clVHtISie2VXrhwgZ07d+Lv78+FCxfo0aMHz549+669aHNzc/755x/27t2LiYkJq1atom/fvjRu3Jh+/foRFhZG5syZ6d69O97e3lhaWsr3qVy58h+9/62sEBUUUoEXL16wceNGJk2aRFRUFHp6etja2rJ69eoEpYMyCsOHD8fJyYkhQ4Ywf/78RNv4+voCsG/fvgSB8IlRunRpLl++nK4+s5iYGN68eUNMTAx6enqEh4eTK1eun3oPIQSurq506dKFN2/eoKOjg5qamlx9xMHBQQ7LiKdcuXIEBgbKlTk+509ZISoKUeGXER4eztOnTylSpMgfZRZMCUFBQXh4eLB//342bNhA2bJlGTJkCBEREZQvXx4LCws0NNJ/He/9+/fTsmVLateuzdGjR5M1p+joaC5evMixY8cQQvDhwwe0tLQQQhAWFoa9vT2FChVSQl4SQQhBv379ePz4Md7e3jRt2pS///4bc3NzAgMDUVdX5+TJk7LnK8C4ceOYOXMmy5cvp2fPnip7j4pCTEUUhZi+efHiBcuXL2flypVynJWdnR1z5sxRSi19BQcHB5YuXapyLnfu3Jw4cQIzM7NUkur72bJlC0+ePCE8PBxHR0dCQ0N59OiRXBk+PdLi+FXeAOfqlk9tUb7K8+fP5XSK8fuT8ezevZuRI0cSFRXFlStX5BjGyMhIatasiZeXF507d2bjxo1yH0UhpiKKQkzfNGnSBBcXF5o1a0a9evU4duwYBw8exNDQkP/++0/lV6nC/4mJieHKlSuoq6ujrq7OjRs3GDhwIJIkMWzYMPr06cO6devYtGkTuXPnply5ckRGRlK7dm2sra0xMDD4rvs+fPiQf//9l0ePHtG5c2eaN2/+w3OJjIxM9MfP2LFjmTFjxg+Pnxp8mTjiVRpWivGff//+/Vm8eDGOjo6cOHECOzs7unTpwqVLl6hWrRoNGzZk//798r5hWFgYmTJlomDBgty5c0c2Rf8qhaidu6jI3XXBd/d/MrupohAV0ja3bt1CV1eXQoUKAXHmGxcXF/r3709sbCxXr16Vf5UqfB1PT09GjRolF5OFuKK5oaGh3Lp1S/71nydPHqZOnYq1tXUCD0aIU7ZCCM6fP0+RIkXkPatjx45hY2ODJEnExMSgpqbG06dPf7jS/aFDh2jWrBm1a9dm//79ciX57t27o6en90NjpxbpSSFeuHCBKlWqfNXLtkePHqxbt44PHz6o/JjauXMnbdu2xdzcnMyZM2Nubo6Tk9MfoRCVjR2Fn06pUqVkZQhxJpvGjRuzZ88e/P39sbOzw9nZmcaNG1OhQgXKlSvHqlWr+O+///7oTPuJUbVqVU6cOMHWrVuZOHEi165dw8vLi5s3bxIcHExERAR79uwB4r7g8ubNS+XKlQkICCA2NlZeqWtoaKCvr0/NmjXJkycPO3bsYMWKFdjY2KCjo8OsWbMA0NbW/mGF9eDBA9q2bYuBgQHOzs4YGhpSr149HBwc0q0yTG8cOXIESZKwsbFJsk18irsvc6b+9ddfzJs3j5CQEJ4/f46Tk9MvlTUtoawQFX4rS5YsYeDAgUDc/ljBggU5d+6cfH38+PFMmzYttcRLtwghuHHjBocOHWLy5MloampiYmIie21CXCiCra0tixcv5u7duwQHB6OpqcmNGzfYuHEjM2bMwNnZWa6q/j1ERkZSrFgxnjx5goeHB3Xq1PkJs0s7xK8SfSsV+aU5U3+UqlWryhaBxFi2bBkDBgwgS5Ys3L9/P0mLTZ8+fVi1ahWAskJUUPjZODg4cPfuXdzc3Hjy5Alnz54lJCQEFxcXKleuzPTp0+nYsSOvXr0iIiIitcVNN0iSRNmyZRk3bhwLFiwgNDSUHDlysG3bNoKCgvD392f//v107dqVPXv2kCVLFiAu7qxAgQJ4eHiQKVMmWrRo8UNyxHs2zp8/P8MpQ4gzk76qWz5NK8Nnz55x/vz5r2ac2b9/PxD3/IOCgpJs17dvXzmDzZ+AskJUSDOEhIQwePBg1q1bJyfNrlixIv/++y8WFj/9x2mGJiAg4KsVJGJiYrh37x5FihTB2dmZzp0706dPH1asWJGs8V+/fs2xY8ewsLCgaNGiADx9+pT8+fMDEBwcrJhHU4GoqChKlSqFr68vly9fpkKFCom2e/z4Mf/88w/r168HwNLSkuXLl1O+fPlEA/P/FKcaZYWokGbQ09Nj9erVnDt3DgcHBwYMGICPjw+VKlWia9eueHl5KXuMyeRb5ZTU1dUpUaIEmpqashJbuXIllpaWTJkyhbCwsAR9PD09KVWqFGXLlsXU1JQOHTpQvHhx/PziCjv37NlTbvuzaxMqJI8BAwZw//59Zs6cmaQyBChQoADr1q3jzp07TJs2DW9vb8zNzcmfP/8f/ewUhaiQ5rC0tGTx4sUsWbKEe/fu0b17dzZu3IilpSXVqlVLcl8kPVPx9DVyHb9KruNXefXq1W+9d82aNbl06RJ///03ampqTJo0ieLFi7Nt2zY5fs3FxYUWLVpw584djIyM6NevH8WKFUNNTU1WvvGB3Bs3bqRatWq/dQ5fUuncTXIdv0ruLzxDMzJXrlxh3bp1NG7cmFGjRiWrT7FixRg/fjyPHz9mzZo1hIeHU79+fWbNmkVatB7+ahSFqJCmyZMnD2vXrsXf35/Zs2dz9epVqlatSvfu3dm/f3+6qGBvd+6qrOy+dN2P50X0/798yvv8XoUIcabpf/75B09PT5ydndHR0aFDhw5YWFiwdu1aGjdujCRJHD58mFOnTrFw4UJCQ0Np0KABwcHBAHJh2y5duqT6l+mziLjk2AKw8vJJVVl+By4uLlhYWKCurs7YsWNTnI80vrLG4cOHKVq0KGPHjmXAgAG8ePHiF0mcNlEUokK6wNjYmFGjRuHn50f79u3ZtWsXLVu2ZNCgQURFRaW2eEny/MMHTnzhGzTx7v9zRR568CBJJZlatG3blkuXLjF79mxu3rxJz549yZUrFx4eHjRo0ACIqzbx7Nkz/vvvP7JmzUq5cuXo0qULABUqVEhTzyQmg690Hj58SOvWrdHV1eX+/fvUqFHju8eysLDg7Nmz2NnZsXz5curUqcOHDx9+orRpG0UhKqQrsmbNytatW3n79i3dunVj6dKlFChQgL179xISEpLa4iVg6uM3Cc4FRMatXl69ekWvpwnrJG4q8XMTPX8PBgYGjBo1ipcvX3L69GmePHlCqVKl5OtZs2bFwcGB1q1bM378eLJkyUL16tU5fvw43t7eqZ5s20Tr/7lSj1uWTEVJfi3h4eFYW1sTFhbGgQMH5HRt30IIwd27dxP15FZTU2Pbtm0cO3YMX19fJkyY8LPFTrOk/6zBCn8kWlparF69GmtrawYNGoStrS2amprUrl2bNWvWkC9fvtQWEYC5BXKw/62q0ltepjAA3Z68S7SP9U+ufPAjZMuWLdEVhyRJLF68OBUkSh7e1Uuntgi/BQcHBx4+fMjChQupV6/eV9u+ePGCQYMGcezYMTJlyoSfnx+6urpYW1uzcuVKcubMqdI+NDQUQKWQcUZHWSEqpFvU1dXp0KEDz58/x93dnSFDhnD27FlsbGzk7C0AERERsifk7yZz5szctygsH3t/9n59/qwJ2mdKcEZBIXFiYmLYu3cvLVq0kJNdfMn79+9ZuHChnNJvz549NGrUiIoVK+Lk5ETPnj05fPgwDRs2xN3dHYgzwY4ePZpWrVqRLVs2Zs+e/TunlaooK0SFdI+Ojg5WVlZYWVlRq1YtevbsSevWrTEzM0MIwbt373j79i01a9bE1dUVXV3d3yqfgYFBonkvc+XKhZHPKwI/O/cwDefHVEhbnD9/nnfv3mFnZ5fAiSY6OpohQ4awdu1alRCa0qVLs23bNpW21atXp3379tjY2FC+fHmuXr2Kuro6zZs3Z/LkyeTOnfu3zCctoChEhQxF06ZNefLkCZMnT8bT0xMdHR1Kly5N4cKFmTdvHhUrVqRNmzbY2NhQqVIlIiMjv7tKxM/gjqIAU4XPHZnScpLupAgODqZNmzZoaWlhbW2d4PqJEydYunQp1apVQ1tbm+PHjwNxcYpfYmdnh6+vLwcPHgRg0qRJ9O7d+4cTvKdHlEw1Cn8M69atY8WKFVy8eFEO19DT0+Pq1asUKaJaky02NpaoqKgMXb+xt9dVDn7mh5TW83P+LG7fvk09/0iVc+lNKdauXZtTp06xevVqlYQI8Tx+/JhSpUpRuXJlVq1aRbly5ciUKRPXr1//rhWfkqlGQSGD0b17d86fP09AQAC7d++mYsWKhISEUL16dbZt28abN294//49jo6OFC5cGAMDA+rUqcOOHTtSW/RfwsEvnHKLXPRNvGEG40ho5LcbpWEmTpzIqVOnsLe3T1QZQlwmmkGDBnHixAnCwsJ49OgRjx49SrEyfPbsGRcuXPgZYqcLFIWo8MeRJUsWbG1tcXNzw87OjsjISDp06ICxsTHZsmVjxIgR5M2bl379+vHs2TPatWuHubk5o0ePxsvLK7XFV/hBhlmUVznu/pPG/Tz5wuV3iXsQ/yiBgYEsXLgQS0tLFi5c+NW2V65cAcDX1xdjY+Nkr/6FELi5udGyZUvy5ctHlSpVflju9IJiMlX444mJieHy5cu4u7vz5s0bunXrRvny5YG4hOOLFi3C1dWVs2fPEh0dTc+ePWnevDnNmjVLcUaQtERwcLDKqjC9mQ3T0j7gnhevsb/3UuXcr5Dpr7/+YteuXRw4cIBmzZrx8uVL1qxZw+vXr6lduzZ+fn48fvyYoKAg1qxZQ8mSJfHy8kpRovX169fTvXt3smfPTocOHbh//z4uLi5/hMlUUYgKCsnkzZs3ODg48N9//xESEoK1tTUdOnTA2tr6j3RASE2+zO5TCTiYikrRw8+PDnf8Vc79bIUYERFB1qxZsbOzY/Xq1fTt25e1a9cSExODlpYWkZH/NwXr6OhgZ2fHlClTkh2sH0/Tpk05e/Ysr169kvfQlT1EBQUFFXLkyIGzszPv379nzJgxXL9+ne7du2Nqakr//v15/vx5aov4x3Ixle9f74u9Od9KRZJo+f0MGjSI0NBQWrVqxa1bt1i1ahWNGzfG19eXjx8/curUKby9vQkLC8PPz4/ly5cTGRnJzZs3U3Sf8PBwoqOjM7RDWVIoYRcKCilEU1OTmTNnMmPGDG7cuMGMGTP4999/2bZtG02aNEFLS4uBAwdibm6e2qJmWPSB4M+OH1QumlqiyPxqs218EvVMmTLJ+4MeHh4YGBgQExODr68va9asITIyEl9fX4KCgoiNjUVDQ4N69epRpEgRZsyYgaGh4VfvExERIde4/NNQTKYKCj+BCxcuMGjQIG7duiXnVH358uUfFdSs8Gt5+/Yt5cuX5/nz5+TLl4+CBQty/vx5MmfOTFRUFIGBgZiZmWFoaEiBAgUwNTUlOjqaW7du4eHhAYC+vj5z5syhZ8+eieabDQwMJHv27IwePZrp06fL5/8Uk6myQlRQ+AlYWlrK7unm5uZcuXIFT09PbG1tU1kyhYxCtmzZuHjxIjt37pQLaY8YMYJr165haGhI3759qVWrVqKOXkIITp06ha2tLfb29kiSRL9+/RK0u3HjBjExMWTJkuV3TCnNoewhKij8ZHLkyAFAmzZtGDZsGM+ePUtliRQyCrly5WLgwIEcP36cXLlyMXPmTB49eoSxsTEmJiZJej1LkkTt2rVlU+uWLVvw8UlYJ7Jy5cqYm5szY8YM3rxJWKklo6MoRAWFn8x///3H2bNnadasGfPnzydfvnw0atSIe/fupbZoChmErFmzcu7cOebOnYupqSlLliyhfv36nD9//qv98uXLh6OjI2fOnKFChQo8fvxY5bq2tjZdu3bl/fv3f+QPOUUhKij8ZDQ0NKhWrRr79u3jxo0bjBw5EldXV0qUKMGoUaM4d+4coaGhf1ThVYWfj6mpKSNGjMDNzY2zZ88SEBBA1apVWbBgwVf7DRs2jBUrVhAREYGnp2eC60+fPgWgYMGCv0LsNI2iEBUUfhGSJFG6dGnmzJmDr68v9evXZ968eVSvXh09PT0KFCjA8OHDGTlyJC4uLmmywLFC+sDS0pKnT59ibm7OmDFjiImJAeKSTnxe7SKeli1bkilTJtauXZvgmomJCYCc7PtPQnGqUVD4DRQqVAg3NzfevXuHh4cH+/fv58iRIzg5OSFJEvPmzUNLS4tq1apRrVo1rl69SmBgILGxsUyaNAlra2uio6NRV1dHkiTu3r1LaGgoFSpUQF1dPcH9hBBJ7ieFhITw6NEjOUNP165defz4MStWrCAwMJAaNWoQFRVF2bJlMTc3T3R8hbRH9uzZsba2xtvbG3d3dy5dusSKFSvw8/PD0tISdXV1zMzMmDZtGrly5aJcuXJ4e3sTHh6Ojo6OPE7Dhg0ZPnw4Xbt2xcTEBCsrq1Sc1e9FCbtQUEhFgoODUVdX58yZM7i7u+Pu7s7Vq1fJnTs3OXLk4Pr160CcGTY6OhoNDQ3U1dWJiIgA4vKyjhgxAgsLC9avX09wcDA+Pj5kzpyZLl26oKamJn/hHTt2DF1dXVxcXAgKCpJlyJUrF/7+/qipqaGjo6OyUs2aNSvNmjVj2bJlZMqUccsXCyG4e/cuefPmTVGas7RGQEAA5cqV4+XLuDRyVlZWlClThtOnTxMSEsLdu3epUaMGx44dw9XVlaZNm2Jvb8/SpUtVxtm3bx+tWrVi7NixzJgx448Ju1AUooJCGiMwMBB9fX00NDR4//49R44c4fTp02hraxMcHIwkSRQpUgQTExNWrFjBmTNnADA0NMTQ0JDQ0FACAgISjGtsbEx4eDiNGjWiTp06xMTE8O7dOzw9PbGwsKBfv37kzJlT9kS8d+8e//33H1u3bqV3796sXLkySZkPHTqEk5MT2traWFtb06NHD4yMjH7J5/MjPHr0iJ07dxIWFoaXlxfq6uqcOnUKXV1dXr16ha6uLrt376ZRo0apLWoCvrbq/xxvb2/27dtHp06dMDMzU7m2ceNGunbtysSJE5kyZQojRozA0dGRXbt20bp1a5V7NW3aFDc3Nx48eED+/PkVhZhaKApRQSF5REdH4+bmRlBQEC1atJBXccHBwbx48QJ1dXW0tLQIDAykdOnSqKml3G1gzJgxzJ49mwEDBtCwYUPCwsKoWrUqpqamCCHYvXs3f/31F1mzZiVHjhzcvXuXqlWrsmvXLnk/6nOS+8X+s7l48SI9e/bkxo0bQJzHZVhYGPXq1SM0NJS6deuycuVKHjx4QLdu3Vi6dCmampq/Xc6QkBBOnjyJvr4+e/bs4dq1a0RFRXH27FkgLlPNj+w329rasm/fPp49e0aOHDkoUKAAxsbGXL16VaXdmjVr6NWrF0eOHKFhw4Z/hEJU9hAVFNIxGhoaNG7cOMF5fX19ihUrJh/ny5fvu+8xdepUfH19Wb58uYpprXjx4kRHR+Pr60uuXLm4cOEC+fLlY926dfTo0YMCBQowdOhQtLW10dHRQVNTkytXrrBv3z7WrFlD+/btv1umlLJixQr69euHvr4+//zzD126dKFAgQIJ2tna2jJ69GhWrVqFvr4+8+bN+64fEd9Dhw4dePz4Mbdv35ZN2pqampiZmREVFSW3+5YX6bewsrJi79693Lhxg4YNG1KiRAnOnz+f4IdKvJdpmzZtfuh+6QllhaigoJAsAgMDuXDhAtra2ly+fBk3NzfCwsLo0aMHdnZ2Ko4Z165do1+/fgni4gwNDeUv+zp16mBtbY21tfUPOe+Eh4cjhEBXV1flfGxsLEeOHGHp0qUcPnyYggULcvXqVTJnzvzNMXv37s3q1avJkSMHrVu3xsnJKcH4P4v379/Trl073N3dAWjfvj3t2rUjJCSE+vXrkzNnTgDOnDlD7dq1ad++PZs2bfruVfaHDx/IkiULLVq0YM+ePfTr148VK1YkSDUYFBTEkCFDOHjwIG/fvv0jVoiKQlRQUPhlvHz5Ej09PT5+/IgQgqxZsxIaGsq8efNwdXXl2rVrQJzzTp06dZAkiSFDhhASEsLz58+JiYlBX1+f48ePY2xsjI2NDebm5oSFhfHhwweWL1/O2rVryZIlC23btkVNTY2IiAh0dXXZvn07Dx48IFeuXPTp0wd7e3tZuXyLqKgotm/fzr59+9izZw/6+vrs3LmThg0b/rTPRgjB6dOnGTNmDJ6enowbN45JkyYlmmMU4NKlS1SqVAmAU6dOUbNmze++d8GCBdHX1+fGjRvcvn2bUqVK0bRp00RDLWJiYtDQ0FAUYmqhKEQFhT8Df39/jh07hru7O0ePHk2yhJa2tjbR0dFyfF08GhoalCxZksePHydIdFC9enUcHBywtbVNUskkBzc3NwYNGkRAQADXrl37KbUv7927R+vWrbl58yZGRkaMGDGC8ePHJ9rWy8sLBwcHLl68iK6uLp07d8bR0RF9ff3vvn/RokUpUqQILi4uODo6MmLECGxtbdm9e3ei7f8UL1NlD1FBQSHVyJkzJx06dKBDhw5A3Ipyz5495MiRg+LFixMbG0twcDAVK1YkKiqK48ePc+nSJbS1tdHU1KRr167kzp2b2NhYPn78iCRJaGlp8eHDB4yNjX+KjDY2Nuzfv5+KFSvSsWNHjh07lqR5VwhBbGws796949GjR1SoUCFRx5w1a9Zw8+ZNlixZQvfu3ZMMafHw8MDOzo7g4GAWLVpEly5dEpRvevHiBatXr+bp06d06dKF2rVrf3U+Dx8+xNfXl4EDBxIcHMyYMWMwMTFh48aNKu3Cw8MJDg4me/bsXx0vI6EoRAUFhTSDiYkJDg4OSV5v2bIlLVu2THBeTU1NRVF8vp/5MyhWrBhLly6lW7durFmzhj59+gBx+5Rubm6cPHkSDQ0NtmzZgp+fH9HR0URHR6Onp0dMTAzh4eFAnMKEuP3TOXPmEBoamqQyfP36NQ0aNEBPT4+dO3fSpEmTBG2uXLmiUnfz8uXLCbxFv+Tw4cMANGrUCG1tbXLlyoWmpqbK6vvVq1eYm5vj5+dHqVKlkv9BpXMUhaigoKCQDOIV8eXLlwFwdXVlwIABPHjwQG5Tq1YtrKys0NPTo0KFCnh6erJnzx7Cw8MxNTWV28XHaH7Ng9XDw4Po6Gh27NiBjY1NgutTp07l77//BuJCMUqXLs3du3e/Oofw8HBWrVpFkSJF5CLAS5cupUWLFjg7O9O7d28APD098fPzo1y5cmTPnp1bt25949PJGCi5TBUUFBSSgYGBAWpqanJu0DFjxvDgwQOGDBlCcHAwL1++5OTJk6xcuZL58+fTpUsXli9fTufOndHS0pLLLR06dIhq1aoBfDXOsWTJkmhoaLBixQo+9/UQQqgow2HDhhEaGoqXlxdBQUGJlnWKZ86cOVy/fp2+ffvK58qXL48kSWzbtk1W7lZWVhQtWpSAgAC2b9/+nZ9Y+kNRiAoKCgrJ4OXLl8TGxsqeqt27dydbtmxs27aNyMhIlZCFz3FxcaFWrVqyE0zZsmUpX748AIMHD6ZZs2b4+fkl6Fe2bFmmT5/Onj17+Pfff+XzERERKtXs169fT4UKFeTjnTt3JjmH6OhoAHbv3k1oaCgQF6M6bdo0jh8/TtmyZXn69CkGBgasWrWKFy9eJEjrlpFRFKKCgoJCMogv/By/Hzho0CDGjx+Pv79/grqC8bx//57bt28TExMjt8mXLx9XrlwhODiYoUOH4urqSseOHRN40AKMGDGChg0bMnToUDmvrY6ODh07dgSgX79+vHv3TlawEJeeLinGjh2LsbEx58+fp3PnzvI9x40bx8yZMwkNDZXzoG7btg2AMmXKJPMTSv8oClFBQUEhGcSbE2/dusWLFy8A5CK6SWUCMjIyokGDBhw/fpyCBQtStGhRObRBT08PJycnVq5cyfHjx7Gzs8PV1ZXIyEi5v5qaGhs2bCBLliy0a9eO4OBgAAoXLgzExSYCODo6JpAzMXR1dbl8+TK1atViz549Kg44d+7cAeIyEAGyk5KlpWVyPp4MgaIQFRQUFJJBsWLFaNu2LcePH8fKygofHx/s7OzQ0NCgT58+JBbTLUkSLi4u3L59mwULFqCpqUmHDh3o1q0bPXr04OTJk3Tt2pWhQ4dy8OBBGjZsmMCL1tjYmC1btnDnzh0mTZoEoJLtB+L2BuO5d++ebBpNDFNTU+zt7eW28cRXUGnWrBnw/9Rtf4pDDSgKUUFBQSFZqKur4+zsjIuLC3fu3KFkyZLo6ekxcuRI9uzZIyff/hJJkihRogSDBw/m2LFjVKlSha1bt7JlyxYaNGjA9evXcXJy4t27d1hYWHDx4sUEY9SrV4/s2bPj5OTEunXr5BVp/Apv1qxZQJyXq7+/P5MnT05yHjExMbKS+9zzdcuWLVhZWXHmzBliYmLkleLXTLAZDUUhKigoKKSAhg0byiuyPn36cOHCBYBEK3t8Se7cuTl58iQRERE8e/aMLFmyYGdnJ8cjhoWFJZlebt26dZQqVYoePXowYsQIIC5Tz+ehG6dOnQJg+vTpeHp6JjrOhAkTmDp1KgBVq1aVz6upqVG2bFkgrq7i+/fvgf+bUP8Ekq0QJUlSlyTpiiRJhz4dl5ck6bwkSVclSbokSVLlJPo1lCTpriRJvpIkjflZgisoKCikFkOGDGHo0KE8f/4cDw8PmjRpQqFChZLdX5IkjI2NGTlyJHfu3JFXhUZGRrLTzpc0bdoULy8vnJ2d6dSpE8WKFePIkSPExsaqtItXdrdv3050nO7du1OyZEkANmzYoHLt7t27ZM2alTt37jB06FAyZ84sh4j8CaRkhTgY+DzAZQ7wjxCiPPD3p2MVJElSB5YCjYCSQHtJkkp+t7QKCgoKaQBNTU2cnJx4/Pgxr1+/TjQpdnKIV0wPHz4kICAALy8v6tevn2T7TJky0bZtW1atWiWXZapbt658XZIknJycUFNTw8rKKtExzMzMuH79OvXq1WPgwIGcPn1a3v+8du0a7969o06dOgQGBrJy5cpUqQmZWiRLIUqSZAo0AVZ/dloA8XVUDIGXiXStDPgKIR4KISKB7UCL7xdXQUFBIe0gSRI5cuT47lJMHh4eABQpUoQGDRoQFRWFnZ1dsvrGp48rU6YMPj4+5MqVCyEEQgiOHDlC/vz5k+yrrq7O5s2bMTAwoFatWhQsWJA+ffrQu3dvxo8fj42NDYcPH6Zdu3bfNa/0SnJTty0ARgEGn50bArhKkjSPOMWa2Lo6D/Dss+PnwJ/jw6ugoKCQBL6+vsydO5cCBQqwatUqvL29+fvvv1VWfF/D1NSUrFmzcuzYMZycnLhw4QK7du2iatWqKnuDSZE7d26uXbvGvn37cHV1xdnZmQ8fPtCnTx9cXV1/dHrpkm+Wf5IkqSnQWAhhL0lSHWCEEKKpJEmLgJNCiN2SJLUF+gghrL7o+xfQQAjR69NxZ6CyEGJgIvfpA/T5dFgM+HpSvu8jOxDwC8ZNK2Tk+WXkuYEyv/RORp9fMSGEwbebpYzfUf5JkqSGwEJAHVgthJiVVNvkrBCrA80lSWoM6ACZJUnaDDQjbl8RYCeq5tR4ngN5Pzs2JXHTKkKIlcDKZMjz3UiSdOlX1PRKK2Tk+WXkuYEyv/TOnzC/1Jbhe/jMj8WaOH10UZKkA0KIRD2OvrmHKIQYK4QwFUIUAOwADyFEJ+IUW3zhrXrA/US6XwSKSpJUUJIkrU/9D6RwTgoKCgoKCt9DivxYfqT8U29goSRJGkA4n8ydkiSZELcsbSyEiJYkyQFwJW65ulYI8eekPVBQUFBQSE1S5MeSIoUohDgBnPj0/gxQMZE2L4HGnx0fBg6n5D6/kF9qkk0DZOT5ZeS5gTK/9I4yv+8g8pWv65PZTbP/wBA6X5hzV37afosnMfffJB1nvulUo6CgoKCgkB6RJKkqMFkI0eDT8VgAIcTMxNorqdsUFBQUFDIqKfJjSfcKUZKkvyRJuiVJUqwkSRafnbeWJOmyJEk3Pv1b77NrJz6lk7v66WWcyLgFJEkK+6zNv1+2+R38qvl9ajf2U0q9u5IkNfgd80lEhhTP77M2ByRJupnEuOn2+X3WJsn5fbqeLp+fJElHJEm69qnfv588Ab8cN9Wf36+a26d26e7ZSZKUSZKk/yRJuvOpX6LhC2nh2cUjhIgG4v1YfIAdX/Vjic9skF5fQAni4hZPABafna8AmHx6Xxp48dk1lbZJjFsAuJmB51cSuAZoAwWBB4B6epjfp3O2wNaknlF6fn7JnF+6fX5A5k//SsBuwC4tPr9fOLd0+eyATEDdT++1gNNAo7T47L739SNepmkCIYQPkCB1khDiymeHt4jbfNUWQkT8RvF+mF84vxbA9k/tH0mS5Euci3LiKfJ/Ed8zP0mS9IFhxHk27/hdsn4Pv3B+6fb5CSE+fDqvQdwXa5p0ZPiFc0uvzy4UOP6pTaQkSd7ExZZnGNK9yTSZtAaufKEs1n1azk+UvvyL+D8FpbgKHyclSar5G+T8Xr5nfom5I+f5lUL+AF/ObyrgCIR+o196fX7JmV96fn5IkuQKvAY+AruS6Jcent/3zC1dPzsASZKMiEvOciyJfunh2SUgXawQJUk6CuRK5NJ4IcT+b/QtBcwGbD473VEI8UKSJAPizBqdgY1fdPUD8gkh3kqSVBHYJ0lSqc9+Af40Uml+KXJH/hF+5vwkSSoPFBFCDJUkqcBXuqbL55eC+aXL5xePEKKBJEk6wBbiEnu4f9H1tzy/VJpbun52Ulzs+TZgkRDiYSJdf9v/vZ9NulCI4oscqclFiqvSsRfoIoR48Nl4Lz79+1GSpK3EmStUFManX0QRn95fliTpAWAG/PQURqkxP1KQVu9H+cnzqwpUlCTpMXF/v8aSJJ0QQtT54p7p9fkla36k3+f3+bjhkiQdIM6E6P7Ftd/y/FJjbqT/Z7cSuC+EWJDEPX/b/72fTYY1mX5a0v8HjBVCnP3svIYkSdk/vdcEmgIJPPkkScohffIQkySpEFAUSOzXUKrwo/MjzvXYTpIkbUmSChI3P69fLngySWp+QojlQggTEZdKsAZwLxFlkW6fX3LnRzp9fpIk6UuSlPvTew3iknjcSaR/mn1+Pzo30umz+3RtGnHl/oZ8pX+afXbf5Gd66KTGC2hF3C+uCMAfcP10fgIQAlz97GUM6AGXgevEbRgv5JOHF9AcmPLpfetP168B3kCzjDS/T8fjifNwu0si3mJpcX5f9C3AZ95sGeH5JXd+6fX5ATmJiw2L//tcDGikxef3q+aWjp+dKXGmXZ/PzvdKi8/ue19KphoFBQUFBQUysMlUQUFBQUEhJSgKUUFBQUFBAUUhKigoKCgoAIpCVFBQUFBQABSFqKCgoKCgACgKUUFBQUFBAVAUooKCgoKCAqAoRAUFBQUFBQD+ByAo3BAYTkJpAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### map clusters\n", "fig, ax = plt.subplots(figsize = (8,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "m=ax.scatter(data['Lon'], data['Lat'],c=data['Cluster'],s=5,cmap=plt.get_cmap('tab10',6))\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "plt.colorbar(m)\n", "ax.set_ylim(48, 50.5)\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "## Plot residuals by year day for each cluster" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(6,1,figsize=(16,16))\n", "fig.subplots_adjust(hspace=.6)\n", "for icl in range(0,6):\n", " icld=data.loc[data.Cluster==icl]\n", " ix=ax[icl]\n", " m=ix.scatter(icld['YD'],icld['mod_Chl']-icld['Chl'],c=icld['Year'],s=10,cmap=plt.get_cmap('Accent',6))\n", " ix.set_xlabel('Year Day')\n", " ix.set_ylabel('Model-Obs\\n Chl(mg/m3)')\n", " ix.set_xlim(0,366)\n", " ix.set_ylim(-30,30)\n", " ix.set_title(f'Cluster {icl}')\n", " fig.colorbar(m,ax=ix)\n", " ix.plot((0,366),(0,0),'-',color='lightgray')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ow8cOYu3mSo6eOJSePfJNgNz5Xv7VFaz5x13kaqtYO/s+jrn6EXoOHVPobplZN9buX7DGAVajfZWSmtxvJelc4C8RcWGG/TOzZnbU7eChZQ+RIwcBv1/4ew4bdFiTN+GrVq3iySefZMiQIbz5zW+mqKjdmcHWjUQEN798M0u3LiUIpg6ZymkVp3W43uLi138PgqC4ld+Lt04ewZ+vPo2aunr69SoDoLK6jlUbK8mlo1rrNleyvaqOvr1KO9wvswaHjhnAoQwodDd2sWn+4+Rqk7dDKipm+5L5DrLMrE3tBVnLJJ0UEQ813inpRHbNLngQcLukUuAh4E/AU+G0Z+2qra3l5z//Oa+99hpTpkzhAx/4gN8UW6vae0lt2rSJ73znO1RXV1NaWsqKFSs466yzuqh3loUtNVtYvGUxdZEkApi1ZhanHnRqh0ez+g0qZ9WS5HnkoM+A8lbLlpcVN0mfXV5WTL9epWzaVgNA7/JS+vTsPiMNZp1p6LRTWf7gr8jVVgNB33FTCt0lM+vm2nsn/yng55J+JemTki6TdAMwE7isccGIuDoiTgROI5lKeBHwtKRbJH1Y0vDO+Ab2BTfccAPPPfcc27Zt47HHHuMvf/lLobuUqcrqOrZV1ha6G/uM3qW9OW7kcRSpiGIVc1rFaU3efC9YsICamuSNcG1tLU888UShump7qHnGyN6lvTOZLrhu5badzyXYuLa9ZLGvq6nLsXl7zc7tbZW1VNY4+5vtHyredzn9Jkyjx5ADmXD+d+kx0G9pzKxt7aVwnydpMnAecBgg4FHgoy1NI0zP2QrclT6QNAk4FbgReGd2Xd93zJs3r8n2U089xezZs1mzZg3HHnss73nPe7jppptYt24dp556Ksccc0yBerr7/vDEYr7/22eJCD5w0sF87N2TCt2lfULfsr4UUUSRiuhd0rvJsZqappnj6uv9Rnhv06O4B+dOOJf7Ft9HaVEpp487PZN6+w/qyaZ128nVByoSffq3PpLVXHGRaDyImgso8tIB1gnq63IsfnktNVV1HHjwYPr0y//3tLM8+733s/mlJwF48Wefos/YI+kzamKBe2Vm3Vm+92Rd37AtaURrAVZ6/KgWdv8euHZPOrg/qKysbLK9YsWKnW+S//73v7No0SKWL19OLpfjxhtv5MADD2TkyJGF6Opu+8Fv/0ltXfK93PzQK5z9tnEM6gb/MPdmlXWV3Lf4PuqjHgLuePUOrjz6yp0jHaNHj6akpIS6umSq2UEHHdSl/cvlgg2rt6EiGDSsj9fw2k1rlm/m5bnJbOxzjz6fwSP6Zlb3mIlDiYDNG3YwfHR/Bg3r02K5Zxdu4PJfPMn2yjouOvUQLnjnRGrrchQpCa4AioqULlbs7JbWMZWrF/Hsf3yQ6g3LOeDED7N97IVsXLuDyAVrlm/hzadMoLTASTC2vDKn0Vaw5h930OesKwvWHzPr/vbkxp/72jn+U+AJkimFvwAeB34DvCzplLZO3F81v8em8XYul2Pt2rXkckmekaKiItavX7/bbdRu3UB9Vf5Tg7JSW//691JXHztvmrc9Vx/1bW6PGTOG973vfQwcOJAJEyZw4YVdl4smInj28cW8MGsZzz+5jBdmLeuytvcF9fU55s9eTm1NPbU19Tz/1NJ278HbHUVFYuwbhjFlegUjxwxstdxXfzWbTdtqqK3P8av7X2Lp2m307FHC0ROH7rxX68hxg+hd7nuyrONe/OVnqVy1kFx1JSv++ms2v/Qk0eh/xfZtNW2c3TXK+g9tsj3g0LcUqCdmtrfYkyCrvY+lFwFTI2JaRBwNTAWeB94BfH8P2nu9YWmGpJckvSLpio7U1Z00H5Xq2bPp2jOTJ0+mrKyMHj160KtXLw4++OC8644Inv/Rv/H3T0zm/y6ZyKp/3JVJn/Nvv+n2hm7wz3JPRQSV22uora4raD/6lPbhmGHHUKxiilXMyaNP3mW06K1vfSsf+chHuOCCCxgwYECX9a22pp5N63ZQX58jV59jzfItOz8gsPZFrukHEbn6yDTIyld17euBuySq07Tv//mxN3HluVO44pwjufbSt3iU0jJRt31TkokFqK0L/rFoBcu3Jctsqkj06dej09qur8/l9RpTadMZGEVlnpHRnW168XFeveXrrH3qD4XuihWYpNGSHpY0X9I8SZ9O9w+S9ICkBenXgen+wWn5bZJ+3KievpLmNnqsk/TDttrek48hf9HO8UMjYudNRhHxgqSp6fpae9BcQlIx8BPgZGAZMEvSPRHxwh5X2k1cdNFFfO973yOXy9GjRw/Gjx/P888/v/P4W9/6Vk466SQ2btzIpEmTKC/P/4/7lleeZl3DH5mAl37+KUa85b1Zfwt561m2d04tigiee2IJG9cko4FvmDaKYaP6F6w/Mw6awVtGvoViFdO7dNd7sr773e+yfv16crkcF1xwAdOmTeuSfpWUFlFU9PritaVlxX4j3lEZxlg11XU8+4/FbN9SzeCRfZk07UCKikRE8Nr8NezYWsPoCYP5f+87nG/d9AyQpHMfPzKZslhaUsQp0w7MrkNmwKsHX8SgJVcRwFqG8Yf1oynZupz/OHcKkw8b3uKC2R1VV1vP3McWsXVTFT37lHHUcWOpr8+xfUs1fQeW06O86dIE1euajspveO4RBhzyxlbr/9NTS/nBbf+kuEh89cNH89bJIzL/Hqxlm1+Zwz+vfj9RV4NKSplYuYWRbzuv0N2ywqkDPhcRT0vqC8yR9ABwAfBQRFydDtxcAVwOVAFfASanD2BnzokpDduS5tDOGsBq6xMcSW0utx4RG1o457fABpIpggDvB4aQLGz8WETsUdYGSW8GvhYR70y3r0z78N3Wzjn88MPj7rvv3pPmulx9fT01NTX06NGD5cuX77xPq6ioiGHDhtGvX789qrd2y3p2rHi5yb7+h765w/3N1/J1O1izKfle+vUqZfwBe/Z9FFp9XY5tm6t2jswVFYl+g3q2fVKBbN++nZUrV+4cQSorK6OioqLT2ouA6qpaCOhRXkJdbT07ttWAoHefHpR048C6vmobVWuWoOJiyoePpaikrKD9iQg2r296j+aAIb0yq3/HtmQkNiLJLtizTxllPUrYtrlq5yLFAP0G9iQE9bmgrMTLSVjnmr9oPf2qV1IaNWwqGsT2or4UF4mxI/p22jps1ZW1VO2o3flaKC0rprZRtsy+A3pSVPz6B0RbX/snueodO7f7HDSZ4p4t3y+Zi+DZhRte/38hceT4Nt9OWYZ2rHyF2s1rd24XlZXTd9zUAvao+xo/fvyciOiaT2Ez0GfYwXH4+/+zyb4nfnzGbn0Pku4Gfpw+ToiIlZJGAo9ExCGNyl0ATIuIy1qoYwLwV2BMW0tVtTeSNYfkc9TGH0U3bAcwroVzLgA+AXwmLfcY8HmgFnh7O+21ZRSwtNH2MmCXj5EkXQJcAnDIIYc0P9xtFRcX75wm2L9/f6qrq3ce69Vrz99kqcBvGkcN6cXgfj2ICHoW+Mbljmg+GNOdB2eKi18PaiRRUtK5P/ftW6qor0veoNdUJan6I4CAHdtr6FfWPYPRyNWzbfG8ndOU6qu203d8S3l7upJe/+uabmYqoskU3obnDdevQU11HcVlxb6H0rpE/+qV9IqtCBiaW0WtyqinvMv+Z0Qkr4HGr42a6jrKGwV4JT37UrMzyBJFPXb9v1yfi51BW9P6Y5c3UtZ5ctVNP6jK1XkJmX3cEEmzG23PjIiZLRWUVEFyG9OTwPCIWAmQBlrDdqPNc4HftrcWcHsp3MfuRoMN51QC/5k+mtvWwr58tfT3aZdvLv3BzgSYNm1ajBvXUhzY/S1YsICVK1dy2GGHMXjw4D2up2breh6/5nSipgoQfcdPZdxpH8iuo/uRBc+uZPnCDRSVFDFl+kH0G5jdCENrttVu4+FlD1NdX83bRr2NoT2Htn8SsGTJEh588EEGDRrExz72MQYN6pxPUSOCR37/Ajtfno0DhNQRUyu65eLaW159hqU3/78m+468aVWBevO6RbVrWfTSWggYf9gwRo8bklnd2zZX8fSjr0FAaY9iJh85jtKyEv7x8ktUV75+r+FLPYOf3T+foiIx5eDB/OdH30RRkd8iWud45qvvYXCsA6COYv459tNc9OlLOWBI73bO3HO1NfU8/ehCKrfXUtajmGGj+rHs1WT0SUUwcspwRh40YGf5R7761p0fyAD0OeXfmPDhb+3cvuPR17j2zuROiXPePo76XE9+9+hrBPBvpx7C+L30vcje6LWnb2fx7/9r53b/N0xn3IxzCtgjy8qhY2p5/L9XN9mnH7Mun5EsSX2AO4DPRMSWDt7KcA7JDL025fUxkZKefAAYGxHflDQGGBERT7VQ9l3AN4GD0voFRER0dJ7YMmB0o+0DgRUdrLPbmjBhAhMmTOhwPWV9BzPlitt47Y4fUNZvCAd/8BsZ9K77qs/VU1lfSa+SXhQpuzf2dbX1rF66GUiSE6xctKlLgqybXrqJNTvWkCPHq5tf5bNTP0tpUfvTZ2bMmMGMGTM6vX+SKCoRuTRNP+mnuI2nVXbHAAuguGefpp3N8Pdld2zYWs3P751PVU2SLr3i0KGMGpcExaUZT7Xs07+ct8yYSHVlLT17l1FUnHzPRx0/ljl/e43a6jpGjR3I9279JzXp6NbcV9bzyootTDywcPcg2r6tZ48Soip5s1BMPWceN55ty7fw/KsbGDNxCP0GZj8aXlpWzLEnHUxdTT0lZcVsWL2Npa8kd0BEDvr0b55so1kW4PrXR0cigmvvfG5nNt1bH36Ve775Tt5/wniKisSQ3ViPzjqu4swvsG3x82yc9xg9R47n8M/eUOguWYFJKiUJsG6OiIb7qFZLGtlouuCaPOs6EiiJiDntlc13LP6nQA44kSSA2pp2tqX7q34InAk8194w2m6aBUyQNBZYThJF+k7GPPSfeCxTrry90N3odEu3LuX6+dcTBKVFpfy/Kf+PXiXZBELbNlelWagg6oM1yzdzyNQDMqm7LQ0BFkBd1LG1ZiuDyrvP3P5cLvd6gNXi8SCXy3XLQKvXiPH0n3gsW16dCwSjTrm4IP341I//wcIVWwjg8RdWc++3Z9CjE+9jKykt3iWRwLJXN1BXW08ErFyymd7lJWzenmQCjQj6OFW7daJhI4aybVEyilxU1pMd66rYVrmRyAUb1mzjTadMoKwTpg5K2rn+1opFG5scW71sM30HvB7cjTzhg6x8+Nc7t1c+cgslvfoz7v1XAbsuVwLBsEbB4V2Pvcb/3DOf3j1L+PZFxzDpoNaXULCOUVERh3/u1+0XtP1COlB0HTA/Iq5pdOge4Hzg6vRrvkkczgVuzadgvu983hgRl5Jk3CAiNgKt3eyzFHg+4wCLiKgDLgPuB+YDtzXOYmh268u3EumnjbW5Wn7/6u8zq7u0rJhco3+i6qKpU+P7j6e0qJRiFdOntA/9yzo2mlBXn2P5uu1U1dS3XzgPLQ23l/cuS0ewkuQg3THAguQf8ZFX3cERn7+JqV/+PQef99WC9OPVNMAC2FpZx7pNlW2W7wxrV25p8vv9xdMnMXJwL/r2LOXS0w/r1GlbZgd/8BsU9ehFUWk5/cZNYUffI5usk1XZBUt/VFc1XZqjurLpfTwHnf5peh0wYecNV1Ffy7L7f8HWxc/vslQJwPaqeurqc9TngtUbK/nhHc+ztbKWVRsq+dJ1szrt+zCzXUwnmdp3YqP066eRBFcnS1pAkrn86oYTJC0CrgEukLRM0qRG9Z1NnkFWvh8N1aYp1CNtfCjQ2uI3XwTuk/Q3YGf2hmbR4x6JiPtofzFk20/V5Jr+I95SsyWzumtr6ikq1utvRLsoH8D7J7yff677JzW5GqYMmUJx0Z6PcGyrrOWD332YdZurKCsp4rrPH8/YkR2bxSuJgw4ZwuKXkvsphh7Yj0OnHMDKxZuQYGQ3/7S2qLiEgZOPK3Q3mti0o5ZRXdzmgCG9WVO5mVwuWZfriIlDufNrJ3dxL2x/NeDQN/OWnzxH3baN9Bg8ipeeWcHqZZuJHBQVi96dtE7Wlo2VbFy7nf6DetJ3QDlbN6YfcIgmo1gAL/780+xY+WqTxR9VVLRLkoUGf3pqCTc+sAAhLj7tkCb3NG6rciIGs64SEY/Ret6Zk1o5p6KN+vK+wTLfIOtHwF3AMEnfBt4HfLmVst8mSXBRTuujXWaZmzxoMnPXz925ffwBx2dWd+9+5RQVJUFWUZEYNLxPZnW3paSohKOHHZ1JXb+6/2VWp28iKmvq+cavn+Z/v3hCh+sdN2k4YyYOIXKv30M0+uA9T9ayv+vbs3NSVrflkCkj6dmrlMrtNYwaO4ievf2n27pWSXlvSsqTEdNDph7AgCG9qamuY/jo/p2yTtbmDTuY+9giIheoSEw88gA2rt1O5bYa+g7oyQFjm35AVL1pdZPEFwDF5X3oO/4oiorE5LEDeWHxRiJgSP9ybnxgwc5pg7+870Xe9IZhzH55Hblc8PF3T8LM9n15BVkRcXO66NZJJNHgGRExv5XigyLilKw6aJav94x7D4N6DOK1ra9x1NCjmDQ4u39kpWXFTHv7eFYs2kh5z1JGVnTvEZqWrNywo8n2hq3VrZTcfSUl3XctrO7uktMOZeZ9LwJw8lEHMGZY1wTwjRUVFVFx6O5krzXrPJIYMWZAp7axftXWnTMToj7YuHYbbzp5Qqv3kI791y/y4sxPkauppmEqQ+2OLWx77Z/0O/go/vuyt3DXY4upqavn5KNH8f5vPtTk/O/+27EsWbONXj1KGDGo85MmmVnhtRlkNVuMeA2N5iBKGtTSYsTAg5JOiYi/ZNRHs7wUqYjjDzye48luBKuxnr3LGH/Y8E6puyuceVwFj8xdQS6ST0re85aDCt0lAy489RA+dMoEcrmgrBM+sTezXTUsNpyrD4qKRf/BSeDT2j2kw970HvqOn8Lcb72X6vXLgfSe1LR8eVkJ5544fmf5fzv1EH75p5cA+NxZR1BSXMS4Dk7PNrO9y+4sRjwG2Jg+HwAsAVpaR+tS4IuSqkkWIM4qhbuZ7aZFv/8vVjz4K3qOGMfID11LeVkJNXX1CJh6cHbrL1nHlBQXgeMrsy4z9IB+TDxyJGtXbGXg0N4ckMfshJ5DxzDp0p/x7A/Oo75qO8Onv4++Y49sseyHT5nItEOGUlJcxCGjB2TcezPbG+S1GLGknwH3pIknkHQq8I5WzumbdSfN9lfLti3jjlfvoDZXy6ljTuWwwYflfe6m+f9g8T0/ImoqqdmyllU//zzVtR+kPs3a9duHX+WoCQ60zGz/NPKggbudnKf/xGN468yXifpaikpav3fxu7fO5YHZywmCs982jk+cnv/fbjPbN+SbW/mYhgALICL+BLytcQFJFW1VoMSBu91Ds/3YTS/dxMbqjWyr3cbvXv0dlXX5p/fevvJVoqaSAJ4qmcwf1vVjbPVjlERyL9bazVWd1Gszs+6vpqqO9au2UlWZf7a/HasWMvuqE3n8U1NZ9udftFhm8/Ya7ntyCVW19VTX5rjpoVeoq28tIbOZ7avyzS64TtKXgZtIpg9+EFjfrMwPJBWRLOY1B1hLkmHwYODtJEkzvgosy6DfZvuFqvrXA6Eg2FS9iZ4lPds4o7EkY+my4pEsLhlNnYrpGVsYWfcCS0unsnL99k7o8d6lat0ylt3/S4p79mH0aR/fmd3MzAqnvj7HslfXU1NVx6ixg+jVN/sU7ju2VTP74YVAsuD21OPG0m9g+39bX/jxx9i+9EUgWHjbdxh4+PH0HnVIkzJFgiYxVST7zGz/km+QdS5JgHRXuv1oum+niDgrXazrA8BFwEigkmTh4D8C344If3RuthuEdi6wLETP4nwDLIi65OVWo9Kdy3qJoIRkPbFRQ7s+i113Ul9TxZx/n0Htto2oqJhNL/ydqV++q/0TzaxTzZ+9PMn+lwtWLtnEm0+ZuHN5iKysWrKJ+rrXI6HlCzfQ7+j2V6ir3bKOhuyCKiqiduuu+b9q6yO5GT3dDiAX+U8dMrN9Q74p3DcAn5bUD8hFxLZWyr0AfCnD/pnt194x+h38ddlfAThs0GEMKB+Q97ll/YaikjJG163ghdIJVKkn1ZSxungiABVdtNZXd1W9bhn11ZWQqydy9WxZMLvQXTIzYOO67eRyry/8vn1rNQMGZ5v2vLikachTVJzfUNPYsy7n5f+9HBUV02vURPodPG2XMuqq1erNrFvLK8iSdDhwIzAo3V4HnB8Rzzcqc2ZbdUTEnR3op9l+afrI6Rw26DDqcnUMLt+9BX4HTz2ZXiPGUbRuKe/KPc6SaVfxq/kDqapPXvY7qus6o8t7jR5DDqS4vBe52ipUVEy/Cbu+WTKzrjdwSO+dI1kS9O6E6YKbm60buKXZdmtGHPd++h/yJmq3rqdPxREUFe/6Nqpnj1LKSoqoTkfKevcoptjzBc32O/lOF/w58NmIeBhA0gnATOAtjcq8u43zA3CQZbYHBvQYsEfnFffoxdHfeoAdy1+mbOBwjirux++/9whbdtQiwQXvPKT9SvZhxWXlHP2N+1n+wHWU9OzLqHd+pNBdMjNg0rRRLFu4gZqqOg4YOzDzqYIA2zc3XYy9cnv+yS96DjuInsNaX2ewvKyY713yRr73239SUiS+/MGjkjW1zGy/km+Q1bshwAKIiEckNblDPCIuzLRntteLCCKgyJ/gFUxRSSl9DkpSB5cBv/nKSSxdu50RA3vSp2dpYTvXDZQPPoDx53yl0N0ws0aKiosY08nLSwwa3psVr23aud1/UP73u+ajpraemtp66ovkzIJmGdm6qQ8P3zW90N3IW75B1kJJXwF+nW5/EHitpYKSegD/ClQ0rj8ivrHn3bS9zVMvruHKX86iuraei089hAtn7N+jJt1Fj9JiDj7A64Kb2f5t4pEHULm9ls3rd9CnXzmT3zQms7qraur48q9mU1ObBFdf+PmTPPiD0zyaZbafyTfIugj4OsmUP5FkF2xt5OpuYDNJGvfqVsrYPu5rN8zZec/Pr+5/mRnHjmbkoGxvXLbdk8vlKCpyfiszM0lMmV7RKXVX1+ZeT9wBVNXWU58LSvJMrmFm+4Z8swtuBD6VZ50HRsSMPe+S7Qvq6l//ByPh6RIFVF9fzw9/+ENefvll+vbty+WXX87QoUML3S0zs31S/95lzDhmNA8+vZyI4Oy3jaOk2B9wme1v2nzVS7qnrUcrp/0jzUZo+7HPn30EZSVFlBYXcdqxYxi9n6/JVEgPP/wwL7/8MgBbt27lf/7nfwrcIzOzfdtV503hl587nl998QQ+cfphhe6O2X5L0mhJD0uaL2mepE+n+wdJekDSgvTrwHT/4LT8Nkk/blZXmaSZkl6W9KKkf22r7fZGst4MLAVuBZ4kmSrY2jfxHEkWwRLgQkkLSaYLCoiIOKKdtmwfcsq0A5k+eTg1tTkGdkL6XcvfsmXLmmxv3LixQD0xM9s/SGK873816w7qgM9FxNOS+gJzJD0AXAA8FBFXS7oCuAK4HKgCvgJMTh+NfQlYExETJRWRLm3VmvaCrBHAycC5wHnAH4FbI2JeC2Xf1U5dtp/pXV5K7/JC98KmT5/O448/vnP76KOPLmBvzMxsb/Da/DUsfWU95T1LOfxNY+jZp6zQXTLbbRGxEliZPt8qaT4wCjgdOCEtdgPwCHB5RGwHHpN0cAvVXQQcmtaVA9a11Xab0wUjoj4i/hwR5wNvAl4BHpH0yRaKDwMmRcTixg/gCKBzc7GaWasmTJjAJz/5SY444gjOOOMMzjvvvEJ3yczMurHNG3awZME66utybN9azfynlxe6S2YdJqkCmEoyO294GoA1BGLD2jl3QPr0m5KelnS7pOFtndNu4os0Jfu/kIxmVQA/ouWFhX9AMvTW3HyShYtPbK8tM+sckydPZvLk5qPeZmZmu6qrqU9TzidJrGrTbMFm3dAQSbMbbc+MiJnNC0nqA9wBfCYituzBkgolwIHA3yPis5I+C/wH8KG2TmiVpBtI5iP+Cfh6RDzfRvHBEbGo+c6IeEXS4Dw6b2ZmZmYFNnBob3r1KWPH1moiYPzkNj+wNyukdRExra0CkkpJAqybI6JhoGi1pJERsVLSSGBNO+2sB3YAd6XbtwMXt3VCeyNZHwK2AxOBTzWK+hqSWTS+q7Ot5dJ7t9OOmZmZmXUDRcVFHPW2cWzfUkVZeQk9yksL3SWzPaIkeLkOmB8R1zQ6dA9wPnB1+vXutuqJiJB0L8l9XH8FTgJeaOucNoOsiNidhR0elPRt4MsRsXORJElfTztjZmZmZnuBoiLRd0Bbn5+b7RWmkwwaPSdpbrrvKpLg6jZJFwNLgLMaTpC0COgHlEk6AzglIl4gyT74a0k/BNYCF7bVcF6LEefpc8AvgVcafRNHArOBf+tIxZJ+ALwbqAFeBS6MiE0dqdPMzMzMzPZdEfEYrS9BdVIr51S0sn8xcHy+bWcWZKUpD8+VNA5oWHlvXkQszKD6B4ArI6JO0veAK0miSTMzMzMzs24lsyBL0oiIWJUGVS0GVg1ldrfuiPhLo80ngPftYTfNzMzMzMw61e7cc9We+zIq056LSLIdmpmZmZmZdTtZ3pN1pKQt7DrvsSEJhoAtrZ0s6UFgRAuHvhQRd6dlvgTUATe3Uc8lwCUAY8aMybvzZmZmZmbWPW0t3cjfRt1e6G7kLct7soo7eP472jou6XzgXcBJjbMXtlDPTJLFj5k2bVqr5czMzMzMzDpDliNZDbnojwVGkYxgrQCeaisoyrPeGSSJLt4WETs63FEzMzMzM7NOkmXii1OAnwILgOXp7gOBgyV9olnyit31Y6AH8EC6IPITEfGxjvTXzMzMzMysM2Q5knUt8I6IWNR4p6SxJAkv3rCnFUfEwR3rmpmZmZmZWdfIMsgqAZa1sH85UJphO2ZmZmbWSSKCV59fzbKFG+hRXsIRbz6I3v16FLpbZnuVLIOs64FZkn4DLE33jQbOAa7LsB3bS2zYWk11TT0jBvUkneZpZmZm3dzmDZUsf20DkQuqdtTy4tPLOfqEcYXultleJcvsgt+V9HvgdODNJCnblwEfiIgXsmrH9g73/GMx/3H7sxQJTjhyJF/98NEOtMzMzPYC9XW59H92kresri5X2A6Z7YUyzS4YEfOB+VnWaXun/77reWrTP8qP/HMlF63dzphhfQrcKzMzM2vPwKG96dO/nK2bKgGYcHhLy5iaWVsyDbJaI+lPEXFqV7Rl3UOPsmK2VdUBEAHlpR1aRs3MzMy6SFGRmHpcBZXbaygtK6G0zP/DzXZXlincj2rtEDAlq3Zs7/Dti47hil8+RWV1PR9/9xsYNrBnobtkZmZmedq4djtLX1lPrz5ljJs0nOKSokJ3yWyvkuVI1izgbyRBVXMDMmzH9gJHjh/Mn77rwUszM7O9zY5t1Tz3xBJy9cHGtaKmuo7Djhld6G6Z7VWyDLLmAx+NiAXND0ha2kJ5MzMzM+tmdmyt3pn4InLBlo2Vhe6S2R6RNBq4ERgB5ICZEXGtpEHAb4EKYBFwdkRslDQY+B1wDPCriLisUV2PACOBhhfEKRGxprW2sxz7/Vob9X0yw3bMzMzMrJP0G9QLSahIFBWLEQcOKHSXzPZUHfC5iHgD8CbgUkmTgCuAhyJiAvBQug1QBXwF+Hwr9X0gIqakj1YDLMg2hfvv2jj2+6zasb3D5u01/OKPL7JlRw3nnzKR8Qf0K3SXzMzMLA9lPUo45qTxrF2+hfJepQwZ2bfQXTLbIxGxEliZPt8qaT4wimTJqRPSYjcAjwCXR8R24DFJB3e07cyzC0r6bAu7NwNzImJu1u1Z9/SFnz/B/CWbqK8PHn9hNb//+in07lla6G6ZmZlZHsp7ljL64MGF7oZZZiRVAFOBJ4HhaQBGRKyUNCzPav5XUj1wB/CtiIhW22vj2B6RdAswDbg33fUvJEkxDgVuj4jvZ9pg233ZCrzUVe1Zi4YA6wrdCfN16AZ8DboHX4fC8zXoHnwduodCXoeDImJogdrebZL+TPLzaqycZIpfg5kRMbOFc/uQJOj7dkTcKWlTRAxodHxjRAxstH0BMK3ZPVmjImK5pL4kQdZNEXFja/3tjHWyBgNHRcS2tENfJbmB7HhgDtBlQRbwUkRM68L2rBlJs30NCs/XofB8DboHX4fC8zXoHnwdugdfh/xFxIw9OU9SKUlQdHNE3JnuXi1pZDqKNRJo8/6qtP3l6det6aDSsSRJNVrUGYsejAFqGm3XkkTKlUB1J7RnZmZmZmbWhJI0mdcB8yPimkaH7gHOT5+fD9zdTj0lkoakz0uBdwHPt3VOZ4xk3QI8IelukjWz3gXcKqk38EIntGdmZmZmZtbcdOBDwHOS5qb7rgKuBm6TdDGwBDir4QRJi4B+QJmkM4BTgMXA/WmAVQw8CPyirYYzD7Ii4puS7gPeShJkfSwiZqeHP5B1e+3YZU6mdTlfg+7B16HwfA26B1+HwvM16B58HboHX4dOFBGPkcQjLTmplXMqWil/9O60nXniCwBJR5LcgxXA/0XEPzNvxMzMzMzMrBvK/J4sSZ8GbibJ/jEMuEmSFyM2MzMzM7P9QmckvrgYeGNEfDUi/p1kdeWPdEI7rZI0Q9JLkl6RdEX7Z1hWJC2S9JykuZJmp/sGSXpA0oL068D26rH8Sbpe0hpJzzfa1+rPXNKV6WvjJUnvLEyv9z2tXIevSVqevh7mSjqt0TFfh4xJGi3pYUnzJc1LP/Tz66GLtXEd/HroIpLKJT0l6Z/pNfh6ut+vhS7UxnXwa2E/0BnrZD0HHBMRVel2OTArIg7PtKHW2y8GXgZOBpaRrNF1bkQ46UYXSG8WnBYR6xrt+z6wISKuToPegRFxeaH6uK+RdDywDbgxIian+1r8mUuaBNxKknb0AJIbNydGRH2Bur/PaOU6fA3YFhH/0aysr0MnSNPwjoyIp5WsYzIHOAO4AL8eukwb1+Fs/HroEpIE9I6IbemN+o8BnwbOxK+FLtPGdZiBXwv7vM4Yyfpf4Mk0Sv8a8ARJ6sSucizwSkQsjIga4DfA6V3Yvu3qdOCG9PkNJP9sLSMR8Siwodnu1n7mpwO/iYjqiHgNeIXkNWMd1Mp1aI2vQyeIiJUR8XT6fCswHxiFXw9dqo3r0Bpfh4xFYlu6WZo+Ar8WulQb16E1vg77kMyDrDQH/YUkbzY2AhdGxA+zbqcNo4CljbaX0fYfd8tWAH+RNEfSJem+4RGxEpJ/viT36lnnau1n7tdH17tM0rPpdMKGqTm+Dp1MUgUwFXgSvx4Kptl1AL8euoykYiUpq9cAD0SEXwsF0Mp1AL8W9nmZBVnpPN9BkgYBi4CbgF8Di9N9XaWlNI3Zp1C01kyPiKOAU4FL0ylU1n349dG1/gcYD0wBVgL/me73dehEkvoAdwCfiYgtbRVtYZ+vQ0ZauA5+PXShiKiPiCnAgcCxkia3UdzXoJO0ch38WtgPZLlO1hySX4SGX5CGXwqlz8dl2FZblgGjG20fCKzoorb3exGxIv26RtJdJMPcqyWNjIiV6Vz9NQXt5P6htZ+5Xx9dKCJWNzyX9AvgD+mmr0MnSe97uAO4OSLuTHf79dDFWroOfj0URkRskvQIyX1Afi0USOPr0PheLL8W9l2ZjWRFxNiIGJd+bXjesN1VARYkiS4mSBorqQw4B7inC9vfb0nqnd7kjKTeJCtkP0/y8z8/LXY+cHdherhfae1nfg9wjqQeksYCE4CnCtC//UL6JqbBe0leD+Dr0CnSm8yvA+anU9cb+PXQhVq7Dn49dB1JQyUNSJ/3BN4BvIhfC12qtevg18L+IcuRrG4hIuokXQbcDxQD10fEvAJ3a38xHLgr+f9KCXBLRPxZ0izgNkkXA0uAswrYx32OpFuBE4AhkpYBXwWupoWfeUTMk3Qb8AJQB1zqrEXZaOU6nCBpCslo/iLgo+Dr0ImmAx8CnkvvgQC4Cr8eulpr1+Fcvx66zEjghjTjchFwW0T8QdLj+LXQlVq7Dr/2a2Hfl3kKdzMzMzMzs/1ZZ6RwNzMzMzMz2285yDIzMzMzM8uQgywzMzMzM7MMOcgyMzMzMzPLkIMsMzMzMzOzDDnIMjOzJpR4TNKpjfadLenPGbaxSNJz6eMFSd+S1COr+s3MzArJKdzNzGwXkiYDtwNTSdYcnAvMiIhX96Cu4uZrvUhaBEyLiHWS+gAzgdqIOL+lOszMzPYmDrLMzKxFkr4PbAd6p18PAg4nWWz8axFxt6QK4NdpGYDLIuIfkk4gWZB5JTAlIiY1q3sRaZCVbvcDlgJjgRrgbmAgUAp8OW3rm8C6iLg2PefbwOqI+FGn/ADMzMz2kIMsMzNrkaTewNMkQc8fgHkRcZOkAcBTJKNcAeQiokrSBODWiJiWBll/BCZHxGst1L2IRkFWum8u8FFgDtArIrZIGgI8AUwgCfLujIijJBUBC4BjI2J9Z3z/ZmZme6qk0B0wM7PuKSK2S/otsA04G3i3pM+nh8uBMcAK4MeSpgD1wMRGVTzVUoDVBjX6+h1JxwM5YBQwPCIWSVovaSowHHjGAZaZmXVHDrLMzKwtufQh4F8j4qXGByV9DVgNHEmSTKmq0eHt+TYiqS9QAbwMfAAYChwdEbXpqFd5WvSXwAXACOD63f1mzMzMuoKzC5qZWT7uBz4pSQDpaBJAf2BlROSAD5EkydgtaeKLnwK/j4iNaZ1r0gDr7STTBBvcBcwAjkn7ZGZm1u14JMvMzPLxTeCHwLNpoLUIeBdJcHSHpLOAh9mN0Svg4bSuIpLg6Zvp/puBeyXNJslq+GLDCRFRI+lhYFPzjIVmZmbdhRNfmJnZXiNNePE0cFZELCh0f8zMzFri6YJmZrZXkDQJeAV4yAGWmZl1Zx7JMjMzMzMzy5BHsszMzMzMzDLkIMvMzMzMzCxDDrLMzMzMzMwy5CDLzMzMzMwsQw6yzMzMzMzMMuQgy8zMzMzMLEMOsszMzMzMzDLkIMvMzMzMzCxDDrLMzMzMzMwy5CDLzMzMzMwsQw6yzMysVZK+JummQvfDzMxsb1KSVUWSjsqjWG1EPJdVm2Zm1nGSzgM+CxwKbAXmAt+OiMcyqr8CeA0ojYi6LOpM650JvA2YAFwUEb/Kqm4zM7OOyCzIAv4GzALURpmxQEWGbZqZWQdI+ixwBfAx4H6gBpgBnA5kEmR1lKSSVoKzfwK/Bb7XxV0yMzNrU5bTBWdFxIkR8fbWHsDCDNszM7MOkNQf+AZwaUTcGRHbI6I2Iu6NiC+0UP4EScua7Vsk6R3p82MlzZa0RdJqSdekxR5Nv26StE3Sm9PyF0maL2mjpPslHdSo3pB0qaQFwIKW+h8RP4mIh4Cqjv4szMzMspRZkBURJ2ZRxszMusybgXLgrozquxa4NiL6AeOB29L9x6dfB0REn4h4XNIZwFXAmcBQ4P+AW5vVdwbwRmBSRv0zMzPrEl2S+ELSoV3RjpmZ7ZbBwLoM75OqBQ6WNCQitkXEE22U/Sjw3YiYn7b/HWBK49Gs9PiGiKjMqH9mZmZdoquyC/6li9oxM7P8rQeGSMrq/tyLgYnAi5JmSXpXG2UPAq6VtEnSJmADyT29oxqVWZpRv8zMzLpUltkFf9TaIWBAVu2YmVlmHie5n+kM4Hd5lN8O9GrYkFRMMtUPgIhYAJwrqYhkGuDvJA0GooW6lpJkMLy5jfZaOs/MzKzby3Ik60LgeWBOs8dskmxVZmbWjUTEZuDfgZ9IOkNSL0mlkk6V9P0WTnkZKJf0L5JKgS8DPRoOSvqgpKERkQM2pbvrgbVADhjXqK6fAVdKOiw9t7+ks3an/5LKJJWTfJhXKqk8DfDMzMwKKssU7rOA5yPiH80PSPpahu2YmVlGIuIaSatJAqabSdbJmgN8u4WymyV9AvglUAx8H2icbXAGcI2kXsBi4JyIqAKQ9G3g72lwNiMi7pLUB/hNeh/WZuAB4Pbd6P5fSNbJAngLMBN4O/DIbtRhZmaWOUVkMxtD0iCgKiJ2ZFKhmZmZmZnZXiizIMvMzMzMzMwyvCcrnU9/taQXJa1PH/PTfQOyasfMzMzMzKw9kkZLejiNSeZJ+nS6f5CkByQtSL8OTPcPTstvk/TjZnW9X9KzaT0t3bfcRJY3CN8GbAROiIjBETGYZG78RnZvjr2ZmZmZmVlH1QGfi4g3AG8CLpU0CbgCeCgiJgAPpduQZNz9CvD5xpWkmXJ/AJwUEYcBwyWd1FbDWQZZFRHxvYhY1bAjIlZFxPeAMRm2Y2ZmZmZm1qaIWBkRT6fPtwLzSdZjPB24IS12A8lSJkTE9oh4jCTYamwc8HJErE23HwT+ta22swyyFkv6oqThDTskDZd0OV5Q0szMzMzMCkRSBTAVeBIYHhErIQnEgGHtnP4KcKikCkklJEHZ6LZOyDKF+/tJhtr+1ijQWgXcA5ydYTt5GzJkSFRUVBSiaTMzMzOzbmvOnDnrImJo+yW7h9GjR0dVVdMBpnXr1s2j6ajTzIiY2fzcdMmQO4DPRMQWSbvVdkRslPRx4Lck6z7+g6ZrP+4isyArIjYCl6ePbqGiooLZs2cXuhtmZmZmZt2KpMWF7sPuqKqq4swzz2yyb+bMmVURMa2t89L1Ge8Abo6IO9PdqyWNjIiVkkYCa9prPyLuBe5N67wEqG+rfJYjWUg6lGSO4ygggBXAPRExP8t2zMzMzMzM2qJkyOo6YH5EXNPo0D3A+cDV6de786hrWESsSTMRfoJ2ZuplmcL9cuA3gICngFnp81slXdHWuWZmZmZmZhmbDnwIOFHS3PRxGklwdbKkBcDJ6TYAkhYB1wAXSFqWZiMEuFbSC8Dfgasj4uW2Gs5yJOti4LCIqG28U9I1wLzGnTczMzMzM+tMaabA1m7AajEFe0RUtLL/3N1pO8vsgjnggBb2j0yPmZmZmZmZ7fOyHMn6DPBQOuzWkLJ9DHAwcFmG7ZiZmZmZmXVbWWYX/LOkicCxJIkvBCwDZkVEm9k3zMzMzMzM9hWZZheMiBzwRJZ1mpmZmZmZ7U2yvCerVZL+0BXtmJmZmZmZFVqXBFnAR7qoHTMzMzMzs4LqkiArIlZ2RTtmZmZmZmaF1mlBlqT/zri+0ZIeljRf0jxJn86yfjMzMzMzsyxkmviimekZ11cHfC4inpbUF5gj6YGIeCHjdszMzMzMzPZYV92T1WERsTIink6fbwXmk6SKNzMzMzMz6zYyHcmS9BoQJGtkjZS0MH0eETEuw3YqgKnAk1nVaWZmZmZmloWs18ka2/Bc0jMRMTXL+tN6+wB3AJ+JiC0tHL8EuARgzJgxWTdvZmZmZmZdbFBuE+duv7vJvpkF6ks+9prpggCSSkkCrJsj4s6WykTEzIiYFhHThg4d2rUdNDMzMzOz/V5nBlm3Z1mZJAHXAfMj4pos6zYzMzMzM8tKpwVZEfGdjKucDnwIOFHS3PRxWsZtmJmZmZmZdUjmKdwlTQOOAw4AKoHngQcjYkNH6o2Ix0iSaJiZmZmZmbVJ0mjgRmAEkANmRsS1kgYBvwUqgEXA2RGxUdJg4HfAMcCvIuKyRnWdC1xFkuRvBfDBiFjXWtuZjWRJukDS08CVQE/gJWAN8FbgAUk3SHImCjMzMzMz6woN6+y+AXgTcKmkScAVwEMRMQF4KN0GqAK+Any+cSWSSoBrgbdHxBHAs8BltCHLkazewPSIqGzpoKQpwARgSYZtmpmZmZmZ7SIiVgIr0+dbJTWss3s6cEJa7AbgEeDyiNgOPCbp4GZVKX30lrQe6Ae80lbbmQVZEfGTdo7PzaotMzMzMzOzfDVbZ3d4GoARESslDWvr3IiolfRx4DlgO7AAuLStc/KaLihpuqTe6fMPSrpG0kHNykjS2ZLOSp+fJOlHkj4haa9KFW9mZmZmZt3eEEmzGz0uaalQe+vstiddRurjJEHaASTTBa9s65x8R7L+BzhS0pHAF0lSqd8IvK1RmZ8Aw4AykiG4HsC9wGnAIcCn8/1GzMzMzMzM2rEuIqa1VaCVdXZXSxqZjmKNJMkj0ZYpABHxalrnbbx+H1eL8g2y6iIiJJ0OXBsR10k6v1mZ4yLi8PQbWQWMjIgaSbcAz+TZjpmZmZmZWYe1sc7uPcD5wNXp17vbqWo5MEnS0IhYC5wMzG/rhHyDrK2SriRZp+o4ScVAabMydbBzzuKsiKhJt+sk1efZjpmZmZmZWRYa1tl9TtLcdN9VJMHVbZIuJknKd1bDCZIWkSS2KJN0BnBKRLwg6evAo5JqgcXABW01nG+Q9X7gPOCiiFiVpmL/QbMyqyT1iYhtETGjUUdHADV5tmNmtluqN66iesMK+ow5jKLSHoXujpmZmXUT7ayze1Ir51S0sv9nwM/ybTuvICsNrG4BjpX0bmBWRNzYrMyprZy+BXhXvh0yM8vX+rkPMu9HH0FFRfQYdABHf+PPFJf3LnS3zMzMbD+Xb3bBfwOeAs4E3gc8IemiNsofIek9ks4EZpAsSGxmlqnXbv8euZpK6qu2U71hBRuefbjQXTIzMzPLe7rgF4CpEbEeQNJg4B/A9c0LSroeOAKYB+TS3QHc2bysmVlHlPUfCkXFkKsnIijtO6jQXTIzMzPLO8haBmxttL0VWNpK2TdFxKQO9crMLA8TL/4P5l17EZWrF3HAOy5gwBveUugumZmZWSdYXnwQVw78z2Z7zyhEV/LSZpAl6bPp0+XAk5LuJhmVOp1k+mBLHpc0KSJeyK6bZma7Kh+c3IdlZmZm1p20N5LVN/36avpo0FYu+RtIAq1VQDVJRo+IiCP2uJdmZi2o3b6Jl375eXasWMCBMy7hgLd/oNBd2mfMfmktazdXctLUUZSVFhe6O2ZmZnuVNoOsiPh6w3NJfZJdsb2dOq8nzUfP6/dkmdkeWl+1ntpcLcN7DidZU88avHz9F1k358+Qq2PBjV+iz5hJ9Bs/NfN21q5dy7PPPssBBxzAG97whszr726+fN0sHpq7AoD/+t3z/PE776S0xIGWmZlZvtq9J0vSx4Ergd7p9jbgexHx01ZOWRIR92TXRbP916PLH+XRFY8iiYn9J/K+g9/nQKuRrYuehVwdAFFXQ+WqhZkHWWvWrOErX/nKzu13v/vdvOtd+/aqFH9NAyyArZW1/O2fK3nH0QcWsEdmZmZ7lzZTuEv6MvBu4ISIGBwRg4G3A6emx1ryoqRbJJ0r6cyGR8b9Ntsv/G3F36iLOmpztby06SU212wudJe6l4hGz3NEZD94/tvf/rbJ9n333Zd5G91NcXHTQH7ogJ4F6omZmdneqb11sj4EnBkRCxt2pM/PBj7cyjk9Se7FOoUkQHs3XozYbI+UFpXufJ6LHGXFZQXsTfdTPngUpCN7RT16UdZvSOZtbNy4scl2fX195m10N+84atTO5/17l3JYxcAC9sbMzGzv0+50wYioamFfpaQmHxlLOhf4S0RcmGH/zPZrRXr9cxBJCE8VbGziRT/gn997P9UbVjLsje9h4OEnZN7GgQceyPLly3dul5aWtlF63/D3eat3Pq+pzfHqii0cMnpA4TpkZma2l2lvJGuZpJOa75R0IrCy2e6DgNsl/Z+kr0l6o3zziFmHVNU1+owjoKp+l8889mvlQ8fQb8Ix9D7wDQyYfHyn3K/Wu3fvJts9evTIvI3uZnC/8p3hfC6CgX32/e/ZrDXLti3j2XXPsq12W6G7YmZ7kfZGsj4F3C3pMWAOyRpZxwDTSdbK2ikirgaultQXeAdwEfAzSfOBPwP3R8RqbI+sXbuW9evXM2HCBIqLneVrf9GzpCfb65KEnqGgT0mfAveoe3nmm+9h66vPAPDiTz9Bj/7DGHjYWzNt46CDDqKoqIhcLhm8HzFiRKb1d0ff+8ixfPVXs9m0vYaPv3sSwwb6nizbPz2z9hnuW3wfQpQUlfCJwz9Bn1L/HTaz9rWXwn2epMnAecBhJGtePQp8tKVphOk5W4G70geSJgGnAjcC78yu6/uPe+65hz/+8Y9A8in6D37wg/3i03SDyrrKnc+LVczW2q0MKh5UwB51L9sWz2uyvXbOnzIPso4++mgeffRRFi1aRHl5Oeedd16m9XdHY4b14X+/eEKhu2FWcE+ufpLaXO3O7YWbF3LEEC/7aWbty/eerOsbtiWNaC3ASo8f1cLu3wPX7kkHrWk2s+rqav70pz9xxhlntHveykdvY8GNV1Fc2oPDv3AL/cYd2Ym9tM4wtt9YFm9dTI4cvUt607+sf6G71K30Hj2Jba/N3bk95OgZmbdRWlrKF77wBbZv307Pnj1bHUmOCJ7f8DxLty7l0IGHMq7/uMz7koX6+hw1VXX06FlKUZFndJu1ZVjPYaytXEt91BMEg8sHF7pLZraXaDfIasF9QEuBVIOfpsefJRn5mpw+HyzpYxHxlz1oEwBJM0iCtWLgl+kUxX1eNE5TDVRVtX9fTtW6Fbw081MA5Kq28fRXT+WEX69o56zOU1lZyfXXX099fT0XXXQRffpkP90icvW8+MvPsmXBHEa87RwOetdlmbfR1c6ZeA7PrH2GmlwNU4dMpbjIU0Ubm/rv9zD/fy5lx4oFjP6XTzDosOM6pR1J7f7OPr32af685M/U5mp5et3TfPiQDzOm75hO6c+e2r6lmqcfXUguF/ToWcq0E8ZRUurfKbPW/EvFvyDEmso1vHH4GxnVZ1T7J5lZtyFpNMlsuhFADpgZEddKGgT8FqgAFgFnR8RGSYOB35HcHvWriLgsracv8H+Nqj4QuCkiPtNa23sSZLX30eci4OKImJd2ahLwBeCbwJ3AHgVZkoqBnwAnA8uAWZLuiYgX9qS+vclhhx3GvHnJtChJzJjR/qf1G55/uOmOTlg/qD1L12xjR3UdE0b15/Of/zx1dcmisV/4whf4yU9+QlFRe3lXds9z/30JG2Yl0ypf+823KO0zgANO+GCmbXS10qJSjh1+bLvl6muq2DTv/yjpO4j+Bx+9c39dXR3Lly9n4MCB9OvXrzO7WhDFpWVM/tQvurTN2rocX7p+Fk+9uIZDRg/gPz76Jvr2KuXlTS/vnFZUn6tn8dbF3S7Ieu3FNdTVJn8LqnfUsmrpJg4c50/mzVrTo7gH7x3/3kJ3w8z2XB3wuYh4Og2U5kh6ALgAeCgirpZ0BXAFcDlQBXyFZJBockMl6e1QUxq2Jc0hiWtatSdBVnvvaA5tCLDSTr0gaWpELOxg5q9jgVca1uyS9BuS5Bv7fJB12WWX8X//93+sWbOG4447jgEDBrR7zqAjmiWF7OIRkJl/nM8N978MwKRR5RSlARZALpdjyZIlVFRUZNrmpn/+tcn2qkdu3euDrHzk6mqZfeXbqVyzGCRGn/pRxp/771RXV/Od73yHjRs3EhF8/OMfZ9KkSYXu7l7v3scX8+T81dTUBfMWbeC6P73IZ/71cCYOmMjCLQupzdVSXFTMQX0PKnRXd9F4emAQFO/mBx2rd6zmvsX3ERGcVnEaI3rt+0lAzMxs7xURK0kzokfE1jQh3yiSGOKEtNgNwCPA5RGxHXhM0sGt1SlpAjCMpiNbu2gzyEqH0pr7TcP+iNjQwvGXJP0P8Jt0+/3Ay5J6ALUtlM/XKGBpo+1lwBvbOqG6upqFCxe2VWSvMXr0aEaPHs2OHTvy/p5GfP4eKlctRCqi95hJXfqzGFy6jc++64BkI4LeRzb9JLCuri7z/vR7//eI+td/xUr7Dt5nrn9b6rZvpuyky2hYpngLsHDhQrZt28b06dN3ZsVbs2YN5eXlBevnvmJEzx186tSRO7cH9MmxcOFCBjKQ9/R7D9V11fQq7UXd2joWrt3z37/qDSuoWrMEJHodMIHSvh1PeKKetfQf9fr0460166lcuLGNM5paum0pFVEBwEuvvMSOPjs63Ccz6562ba6irjaHBH36l1Ncku3sE7OuJqkCmAo8CQxPAzAiYqWkYbtR1bnAb6P5/TzNtDeS1ZC2vfEQVMN2AC3d2X0B8AngM2m5x4DPkwRYb2+/361qaRhsl29O0iXAJQCHHHJIB5rb+5X1G0JZvyGF7gZI9Ok3mO1bkph8yJAhmU8VBCgfXkHligUNjdJjyIGZt9EdRStTQRv/jCU59X8X6F3Sm94lvdsv2I6or6VqzeJ0I9ix/CX6H/rmDtfbMFUQQIL62npK8nzjFAS5Rr9ruciRi1yTBbPNbN9QXVm38+9FRBJw9R/cq8C92lWutoraLespKiuntK+nPu/rDh1Ty+P/3XQ1KP2YIZJmN9o1MyJmNj9XUh/gDuAzEbGlg7PrzgE+1F6h9lK4j93dViOiEvjP9NFcR1byWwaMbrR9ILBLJof0BzsTYNq0aTFuXPfM8LWv+/C1z1Hf6L3/LVe9nbEjO/ueoHFsLKth26LnGXTECfQ+8NBObq972LxgNs/c8rmd2yopY+qvlrB+/Xp+/OMf70yccsopp3DccdknhsjV51i5ZBO5+mDEmAGUlu3bwdztT83l939//U/PkeMG8bP/l23mzi0Ln2Fpo2sKcOSNK9r8cGLtrPtY9ehv6DtuCmPe8ymKinf9877s1fW8Om81ufqgqFiMe+to+g/K/43Tky8/yaItiwAY3Xc0bx/fkc/NzKy7mvfUEjYvbzr5aOox3ev9VPXGVTz5uZPI1VSiomIOPO3jjD/ny4XulnW9dRExra0CkkpJAqybI6LhPqrVkkamo1gjgTX5NCbpSKAkIua0VzavjyCV+KCkr6TbYyS1eDe+pHdJekbSBklbJG2VtCWfdtoxC5ggaaykMpIo8p4M6rVOcNV5UykuEsVF4p3TDqRiRN8uaXfgpLcy+rSP7TcBFkDZgGEUlb6+blp5OoI3a9asJpkp//73v3dK+88+sYRXnlvFwnmrmfO3hbtkw9zX9O9V1mS7b6/SzNsoGzByl31tfeq2ecFs5v3kY6x/5i8s+v1/sejO/2ix3MiKgfQf1IvSsmJGjBmwWwEWwDkTzuHM8Wfy3vHv5byJ+/56YWb7qzGHDG2y3atPWSslC2fNE3eTq0nWkoxcPSse/FVhO2TdkpJ/ntcB8yPimkaH7gHOT5+fD9ydZ5XnArfmUzDfxBc/JUl7eCJJlsCtJBHhMS2U/SFwJvBce3MVd0dE1Em6DLifJIX79Y0TbFj3ctobxzB98giqa+sZNqBnobuzT+s5dAzjP/ANXvvd1ZT2HsBhn/olsGvq/84QEWxcs33ndnVlLdWVtZT36n7/kLPylskj+M0jC6murae8tJh3Tst+WmrNlrW77IuIVgOttbPug7qaZKO+llWP3sa4s67YpdziF9eyecMOcvXBqiWbGDKiL4N34wOQZduW8cDSBwDoWdyTin4VeZ9rZnuPvv17MvX4g1j4wlp69+3BhCO6X5IbFTf7gMtTl61l00mm9j0naW667yrgauA2SRcDS4CzGk6QtAjoB5RJOgM4pVE287OB0/JpON8g640RcZSkZwDSPPKtvYtaCjyfZYDVICLuI1mny/YC/Xvvu2+0u5tR7zifUe84v8m+Aw44oMn2oEEdT5zQnCR69+3Bjm3VREBxcRFlPfYkaene44hxg7j2sjfz1Pw1HFYxiLccNjzzNqK+rv1CjezYeS9iom57y8kstm2uIlef/GmOCLZvrc47yMpFjpteuomaXBLM3fLyLVx+1OVeu806VeTqifq6JqP1hbA/3n84YHAfjjou+zUtszLszafz2u3fob5qBxQVcdB7PlnoLlk3FBGP0fryUye1tDMizfDU8rG8583m+26oNl2nKgAkDSUZ2WrJF4H7JP0NqG7UqWtaKW9mnaC6upqysjJqapI3xQ2fe9TV57jql08x++V1TDywP//1iTfTswOB0ZS3VvDysyvJ1eUYf/hwior3/TciR44bzJGduL5USY9dk2e0NV2w/yHHsGHuAzu3y4dVtFjugLGD2Lhu+876hozMfxSrPup3rgMGUJurpS7qKMZBViHV1uX4yv/O4plX1jPtkKF8/fyjKemC1+Ajc1fw6wcXMGpwbz539hGd8qHa+rkP8vy1FxN1tRz4L5/g4ALcb7O2ci03vngj22q3cdigwzhz/Jn7XbDVXZX1Hcyx3/876+c+QPnQMQyafHyhu2TWRL5/KX4E3AUMk/RtkoyB32ml7LeBHUA50LfRw8y60KGHHkppaSllZWWUlZXxtre9DYBf3vci//f8aipr6vnnwg1855ZnOtTOisUbWb9yKxvXbWfJy+uz6Pp+TyW7F/SOedcnGTTlZFRSSo8hoznyit+2WG7IyL4cdfxYJh55AMecOJ5effIfHSgtKmVw+euB5cAeA+lRXNjRBYMf3fUcf3t2FVt21PLXZ1bws3s7f+nIRau28tUb5vDC4k38de5yvnXT053SznPX/htRWw2RY9kffsyO1Ys6pZ223PvavWyt3UoQvLjxRRZsWtD+SdZlegwczgFv/6ADLOuW8vpPHhE3pysbn0Qy5HZGRMxvpfigiDglqw6a2Z7p168fX/3qV3n++ecZPnw4Bx+crKs395WmgdBzr+W/TlJzEcFrL7yekGfV0k2MO2wYPcqzTwaxP+k5rILeBx7KjpWvAGLQlJPaHMmSxBGf/3Vedfcd0JO+e3CfZG2ulvVVr//ubKreRHV9tQOtAnv0n6uabD8ydyWXnTG5U9tcuHIrNXXJZJb6HDy7MFmeI1dXi4pL2vxd3S21VU02N788i17DK7KpO0+Nf+froq7JtplZW3ZnMeI1NMqmIWlQK4sRPyjplIj4S0Z9NLM91L9/f6ZPn95k36B+Td8U9+/dsYBIStZRASCgqCijN1j7MRUVcdQ3/sTap/5AUVk5Q6fldY9tpypWMSVFJTunDBYVFVGiffv+u71B/75lrNn8ejAysF/nB70NC5w3qK+t5h+fmkrNhpVQVMKUL93BgEPemHm7VeuWZl5nYyseuYUNz/6VoW88gwFHvJOy8hJ6FPdge106xRbRs6TtDyi27ajhuj+/TC4X/Ntph9B3H04CZGZt253FiMcAG9PnA0gycbS0jtalwBclVZMsQCwgIqKzF0kyszy8YcwA/vbPleSiYXtgh+prnOJGgvq6HKV+X9FhxWU9GfHWs9ov2EWKVMS5E87l96/9nojg9HGnO+lFN/CR097AFb94klxAkeDiGYd0eptVNfVNtk/Z+ltqKlcmG7k6nvuPD3LcL7KfVlc+eFTmdTZ47a5rWHzH9wFY99QfiGlXUnbIOzn68Gk8suphcpGjpKiEcf3bvuf9X7/+IFt2JB9E3PfkEv7y/dOyG9kzs71KXosRS/oZcE+a3Q9JpwLvaOUc339l1o2dPr2CPzyxlJUbdtC/dxkXduBNmSR69Sljx/YaCCguKd7nswvuz8b1H8dnp3y20N2wRo47fAT/9Yk388wr6zl6whCmNVvfqDMcOLQPpSVF1KZTBifUNb17oL5ya0YtiTTfFtB6QpcsrHz4pp3PA2DhvdQc9A6GrxrNWQefxfqq9Rw68FD6l/VvtY6NW6t3BlgA26rqWLOpkuEDd289OjPbN+T7buiYiPhYw0ZE/EnSNxsXkFQREYtaqyBdDGxURCzbo56aWSb69Srj1i+dyKbtNfTvXUZxB6f3TXlrBa/OW019fY5xbxi2X2QXNOtOjj10GMceOqzL2jty/CBmTDuQPzy5hL49Sxk2oILa11a/XiCj7Hv9DjmWLS/PgshRXN6HvhWdd69ZUUmzadPFySjtts3VHDtgYl51lJbs+re01H8PzfZb+QZZ6yR9GbiJ5EOeDwLN7/78gaQikhWT5wBrSTIMHgy8nSRpxlcBB1lmBVZUJAb1zebejR49S5nUCQvymln3JImrPjCVL55zJMVFYsNz5Tz3/fN2Hh90xNszaeeIL9zC0nt/TO22jRx46kcpKd91aYOsDHjDdFatWZxuCYZNA2DEmAF519GrRym9epSwozpZ5668rJj+u5HB08z2LfkGWeeSBEh3pduPpvt2ioizJE0CPgBcBIwEKoH5wB+Bb0dE01RBZmZmtldqWI9r8BEnMu6cr7Dy4ZvoPeYwDv3If2VTf3lvxp51eSZ1tafivf+PDXMfpG7HZug9jOJJZzBywhDGTBiSdx1FReLn/++t/OC2ZwH47PsO7/BMATPbeyka37XeXmGpH5CLiG2d16XsTJs2LWbPnl3obpiZmVk3l6urpXbresr6D0VO6mL7AUlzImJaofuRr2nTDorZs7/UZJ/00W77PeQ1kiXpcOBGYFC6vQ44PyKeb1TmzLbqiIg7O9BPMzMzs05TVFJKj4EjCt0NM9tH5Dtd8OfAZyPiYQBJJwAzgbc0KvPuNs4PwEGWmZmZmZnt8/INsno3BFgAEfGIpCZ3oEbEhZn2zMzMzMzMDNi6qQ8P3zW90N3IW75B1kJJXwF+nW5/EHitpYKSegD/ClQ0rj8ivrHn3TQzMzMzM9s75LuAw0XAUJIpf3elz1sbubobOB2oA7Y3epiZmZmZme3z8hrJioiNwKfyrPPAiJix510yMzMzMzPrGEmjSZL3jQBywMyIuFbSIOC3JDPvFgFnR8RGSYOB3wHHAL+KiMsa1VUG/Bg4Ia3rSxFxR2tttxlkSbqnreMR8Z4Wdv9D0uER8Vxb55qZmZmZmXWiOuBzEfG0pL7AHEkPABcAD0XE1ZKuAK4ALgeqgK8Ak9NHY18C1kTERElFpFnXW9PeSNabgaXArcCTQKur6kl6jiSLYAlwoaSFQHV6TkTEEe20ZWZmZmZmlomIWAmsTJ9vlTQfGEVya9MJabEbgEeAyyNiO/CYpINbqO4i4NC0rhywrq222wuyRgAnA+cC5wF/BG6NiHktlH1XO3WZmZmZmZl1OUkVwFSSgaPhaQBGRKyUNKydcwekT7+ZLmX1KnBZRKxu7Zw2E19ERH1E/DkizgfeBLwCPCLpky0UHwZMiojFjR/AEcCQttoxMzMzMzPbTUMkzW70uKSlQpL6AHcAn4mILXvQTglwIPD3iDgKeBz4j/ZOaFOakv1fSEazKoAf0fLCwj8gmd/Y3HyShYtPbK8tMzMzMzOzPK2LiGltFZBUShJg3RwRDTHMakkj01GskcCadtpZD+wgybIOcDtwcVsntDmSJekG4B/AUcDXI+KYiPhmRCxvofjgiFjUfGdEvAIMbqfjZmZmZmZmmZEk4DpgfkRc0+jQPcD56fPzSZagalVEBHAvr9/HdRLwQlvntDeS9SGSNa4mAp9K+pn0OW2vX6OyPduop3c77ZiZmZmZmWVpOkk885ykuem+q4CrgdskXQwsAc5qOEHSIqAfUCbpDOCUiHiBJPvgryX9EFhL62sGA+0EWRGR72LFAA9K+jbw5TTaa+jo14G/7kY9ZmZmZmZmHRIRj9F6dvSTWjmnopX9i4Hj8207r8WI8/Q54JfAK40ixSOB2cC/daRiST8A3g3UkGTzuDAiNnWkTjMzMzMzs86QWZCV5pU/V9I44LB097yIWJhB9Q8AV0ZEnaTvAVeSDNmZmZmZmZl1K5kFWZJGRMSqNKhqMbBqKLO7dUfEXxptPgG8bw+7aWZmZmZm1ql2556r9tyXUZn2XAT8qbWDki5pyJW/du3aDJozMzMzMzPLX5b3ZB0paQu73lzWkARDQKuLf0l6EBjRwqEvRcTdaZkvAXXAza3VExEzSdblYtq0adFaOTMzMzMz2ztsLd3I30bdXuhu5C3Le7KKO3j+O9o6Lul84F3ASY2zF5qZmZmZmXUnWY5kNSz4dSwwimQEawXwVEeDIkkzSBJdvC0idnS4o2ZmZmZmZp0ky8QXpwA/BRYAy9PdBwIHS/pEs+QVu+vHQA/ggXRB5Cci4mMd6a+ZmZmZmVlnyHIk61rgHRGxqPFOSWNJEl68YU8rjoiDO9Y1MzMzMzOzrpFldsESYFkL+5cDpRm2Y2ZmZmZm1m1lOZJ1PTBL0m+Apem+0cA5wHUZtmNmZmZmZtZtZZld8LuSfg+cDryZJGX7MuADEfFCVu2YmZmZmZl1Z5lmF4yI+cD8LOs0MzMzMzPbm2R5T1arJP2pK9oxMzMzMzMrtCxTuB/V2iFgSlbtmJmZmZmZdWdZThecBfyNJKhqbkCG7ZiZmZmZmXVbWQZZ84GPRsSC5gckLW2hvJmZmZmZWaeQNBq4ERgB5ICZEXGtpEHAb4EKYBFwdkRslDQY+B1wDPCriLisUV2PACOBynTXKRGxprW2s7wn62tt1PfJDNsxMzMzMzNrTx3wuYh4A/Am4FJJk4ArgIciYgLwULoNUAV8Bfh8K/V9ICKmpI9WAyzIMMiKiN9FxEutHPt9Vu2YmZmZmZm1JyJWRsTT6fOtJDPvRpEsOXVDWuwG4Iy0zPaIeIwk2OoQRURH62haofTZFnZvBuZExNxMG2u/L1uBFgM/6zJDgHWF7oT5OnQDvgbdg69D4fkadA++Dt1DIa/DQRExtEBt7zZJfyb5eTVWTtOAaGZEzGzl/ArgUWAysCQiBjQ6tjEiBjbavgCY1sJ0wcFAPXAH8K1oI5DKdJ2s1LT0cW+6/S8kSTE+Jun2iPh+J7TZmpciYloXtmfNSJrta1B4vg6F52vQPfg6FJ6vQffg69A9+DrkLyJm7Om5kvqQBEafiYgtUkt5+tr1gYhYLqlvWteHSO73alFnrJM1GDgqIj4XEZ8jCbiGAscDF3RCe2ZmZmZmZruQVEoSFN0cEXemu1dLGpkeHwm0eX8VQEQsT79uBW4Bjm2rfGcEWWOAmkbbtSTDkZVAdSe0Z2ZmZmZm1oSSIavrgPkRcU2jQ/cA56fPzwfubqeeEklD0uelwLuA59s6pzOmC94CPCHpbpI1s94F3CqpN/BCJ7TXlhbnZFqX8jXoHnwdCs/XoHvwdSg8X4Puwdehe/B16FzTSab1PSdpbrrvKuBq4DZJFwNLgLMaTpC0COgHlEk6AzgFWAzcnwZYxcCDwC/aajjzxBdp544G3koSZD0WEbMzb8TMzMzMzKwb6oyRLEhy0ueAIJkuaGZmZmZmtl/I/J4sSZ8GbiZJsTgMuEmSFyM2MzMzM7P9QmckvrgYeGNEfDUi/p1kdeWPdEI7rZI0Q9JLkl6RdEX7Z1hWJC2S9JykuZJmp/sGSXpA0oL068D26rH8Sbpe0hpJzzfa1+rPXNKV6WvjJUnvLEyv9z2tXIevSVqevh7mSjqt0TFfh4xJGi3pYUnzJc1LP/Tz66GLtXEd/HroIpLKJT0l6Z/pNfh6ut+vhS7UxnXwa2E/0BmLET8HHBMRVel2OTArIg7PtKHW2y8GXgZOBpaRrNF1bkR0ddKN/VJ6s+C0iFjXaN/3gQ0RcXUa9A6MiMsL1cd9jaTjgW3AjRExOd3X4s9c0iTgVpK0oweQ3Lg5MSLqC9T9fUYr1+FrwLaI+I9mZX0dOkGahndkRDydrmMyBziDZPkQvx66SBvX4Wz8eugSkgT0joht6Y36jwGfBs7Er4Uu08Z1mIFfC/u8zhjJ+l/gyTRK/xrwBEnqxK5yLPBKRCyMiBrgN8DpXdi+7ep04Ib0+Q0k/2wtIxHxKLCh2e7WfuanA7+JiOqIeA14hXbWebD8tHIdWuPr0AkiYmVEPJ0+3wrMB0bh10OXauM6tMbXIWOR2JZulqaPwK+FLtXGdWiNr8M+JPMgK81BfyHJm42NwIUR8cOs22nDKGBpo+1ltP3H3bIVwF8kzZF0SbpveESshOSfL8m9eta5WvuZ+/XR9S6T9Gw6nbBhao6vQyeTVAFMBZ7Er4eCaXYdwK+HLiOpWEnK6jXAAxHh10IBtHIdwK+FfV5mQVY6z3eQpEHAIuAm4NfA4nRfV1EL+7LPU2+tmR4RRwGnApemU6is+/Dro2v9DzAemAKsBP4z3e/r0Ikk9QHuAD4TEVvaKtrCPl+HjLRwHfx66EIRUR8RU4ADgWMlTW6juK9BJ2nlOvi1sB/IMoX7HJJfhIZfkIZfCqXPx2XYVluWAaMbbR8IrOiitvd7EbEi/bpG0l0kw9yrJY2MiJXpXP01Be3k/qG1n7lfH10oIlY3PJf0C+AP6aavQydJ73u4A7g5Iu5Md/v10MVaug5+PRRGRGyS9AjJfUB+LRRI4+vQ+F4svxb2XZmNZEXE2IgYl35teN6w3VUBFiSJLiZIGiupDDgHuKcL299vSeqd3uSMpN4kK2Q/T/LzPz8tdj5wd2F6uF9p7Wd+D3COpB6SxgITgKcK0L/9QvompsF7SV4P4OvQKdKbzK8D5qdT1xv49dCFWrsOfj10HUlDJQ1In/cE3gG8iF8LXaq16+DXwv6hsxYjLpiIqJN0GXA/UAxcHxHzCtyt/cVw4K7k/yslwC0R8WdJs4DbJF0MLAHOKmAf9zmSbgVOAIZIWgZ8FbiaFn7mETFP0m3ACySLhl/qrEXZaOU6nCBpCslo/iLgo+Dr0ImmAx8CnkvvgQC4Cr8eulpr1+Fcvx66zEjghjTjchFwW0T8QdLj+LXQlVq7Dr/2a2Hfl3kKdzMzMzMzs/1ZZ6RwNzMzMzMz2285yDIzMzMzM8uQgywzMzMzM7MMOcgyMzMzMzPLkIMsMzMzMzOzDDnIMjOzJpR4TNKpjfadLenPGbaxSNJz6eMFSd+S1COr+s3MzArJKdzNzGwXkiYDtwNTSdYcnAvMiIhX96Cu4uZrvUhaBEyLiHWS+gAzgdqIOL+lOszMzPYmDrLMzKxFkr4PbAd6p18PAg4nWWz8axFxt6QK4NdpGYDLIuIfkk4gWZB5JTAlIiY1q3sRaZCVbvcDlgJjgRrgbmAgUAp8OW3rm8C6iLg2PefbwOqI+FGn/ADMzMz2kIMsMzNrkaTewNMkQc8fgHkRcZOkAcBTJKNcAeQiokrSBODWiJiWBll/BCZHxGst1L2IRkFWum8u8FFgDtArIrZIGgI8AUwgCfLujIijJBUBC4BjI2J9Z3z/ZmZme6qk0B0wM7PuKSK2S/otsA04G3i3pM+nh8uBMcAK4MeSpgD1wMRGVTzVUoDVBjX6+h1JxwM5YBQwPCIWSVovaSowHHjGAZaZmXVHDrLMzKwtufQh4F8j4qXGByV9DVgNHEmSTKmq0eHt+TYiqS9QAbwMfAAYChwdEbXpqFd5WvSXwAXACOD63f1mzMzMuoKzC5qZWT7uBz4pSQDpaBJAf2BlROSAD5EkydgtaeKLnwK/j4iNaZ1r0gDr7STTBBvcBcwAjkn7ZGZm1u14JMvMzPLxTeCHwLNpoLUIeBdJcHSHpLOAh9mN0Svg4bSuIpLg6Zvp/puBeyXNJslq+GLDCRFRI+lhYFPzjIVmZmbdhRNfmJnZXiNNePE0cFZELCh0f8zMzFri6YJmZrZXkDQJeAV4yAGWmZl1Zx7JMjMzMzMzy5BHsszMzMzMzDLkIMvMzMzMzCxDDrLMzMzMzMwy5CDLzMzMzMwsQw6yzMzMzMzMMuQgy8zMzMzMLEMOsszMzMzMzDLkIMvMzMzMzCxDDrLMzMzMzMwy5CDLzMzMzMwsQyVZVSTpqDyK1UbEc1m1aWZmnUvS14CDI+KDhe6LmZnZ3iKzIAv4GzALUBtlxgIVGbZpZmYdJOk84LPAocBWYC7w7Yh4LKP6K4DXgNKIqMuozonAD4C3AMUk/38+FREvZVG/mZlZR2QZZM2KiBPbKiDprxm2Z2ZmHSTps8AVwMeA+4EaYAZwOpBJkNVRkkpaCM4GAPcAF5IEhv8O3E0SKJqZmRVUZvdktRdg5VvGzMy6hqT+wDeASyPizojYHhG1EXFvRHyhhfInSFrWbN8iSe9Inx8rabakLZJWS7omLfZo+nWTpG2S3pyWv0jSfEkbJd0v6aBG9YakSyUtABY070tEPBUR10XEhoioBf4LOETS4Ax+NGZmZh3SJYkvJPmTRTOz7ufNQDlwV0b1XQtcGxH9gPHAben+49OvAyKiT0Q8LukM4CrgTGAo8H/Arc3qOwN4IzApj7aPB1ZFxPoOfQdmZmYZ6Krsgn/ponbMzCx/g4F1Wd0nBdQCB0saEhHbIuKJNsp+FPhuRMxP2/8OMKXxaFZ6fENEVLbVqKQDgZ+Q3FdmZmZWcFlmF/xRa4dI5s6bmVn3sh4Y0so9T3viYpLphy9Keg34ekT8oZWyBwHXSvrPRvsEjAIWp9tL22tQ0lCSD/J+GhHNR8LMzMwKIsvEFxcCnwOqWzh2bobtmJlZNh4Hqkim5f0uj/LbgV4NG5KKSab6ARARC4BzJRWRTAP8XXqPVLRQ11KSDIY3t9FeS+ftJGkgSYB1T0R8O4/+m5mZdYkspwvOAp6PiBuaP0gyP5mZWTcSEZtJsvL9RNIZknpJKpV0qqTvt3DKy0C5pH+RVAp8GejRcFDSByUNjYgcsCndXQ+sBXLAuEZ1/Qy4UtJh6bn9JZ2Vb98l9SPJhvj3iLgi3/PMzMy6QpYjWe8j+UR0FxExNsN2zMwsIxFxjaTVJAHTzSQfis0BdhkZiojNkj4B/JJkbarvA42zDc4ArpHUi2TK3zkRUQUg6dvA39PgbEZE3CWpD/Cb9D6szcADwO15dv29wDHAYZIuaLR/UkQsybMOMzOzTqGINmdjmJmZmZmZ2W7IbLpgOtXjakkvSlqfPuan+wZk1Y6ZmZmZmVl3luU9WbcBG4ETImJwRAwG3p7uy3f6h5mZmZmZWYdJul7SGknPt3Jckn4k6RVJz0o6qtGxGZJeSo/t9r2/mU0XlPRSRByyu8fMzMzMzMyyJul4YBtwY0RMbuH4acAngdOANwLXRsQb0+y5LwMnk9x7PAs4NyJeyLftLEeyFkv6oqThjTo+XNLl5LHWiZmZmZmZWVYi4lFgQxtFTicJwCIingAGSBoJHAu8EhELI6IG+E1aNm9ZZhd8P3AF8LdGgdYq4B7g7AzbyduQIUOioqKiEE2bmZmZmXVbc+bMWRcRQ9sv2T2MHj06qqqaJjJft27dPJpmN58ZETN3o9pRNB0MWpbua2n/G3env5kFWRGxEbg8fXQLFRUVzJ49u9DdMDMzMzPrViQtLnQfdkdVVRVnnnlmk30zZ86siohpHahWLeyLNvbnLcuRLCQdSjKUNirtyArgnoiYn2U7ZmZmZmZmHbQMGN1o+0CS+KWslf15yzKF++Uk8xUFPEVyg5iAW/ckI4eZmZmZmVknugf4cJpl8E3A5ohYSRLHTJA0VlIZcE5aNm9ZjmRdDBwWEbWNd0q6BpgHXJ1hW2ZmZmZmZq2SdCtwAjBE0jLgq0ApQET8DLiPJLPgK8AO4ML0WJ2ky4D7gWLg+oiYtzttZxlk5YADgObzO0emx8zMzMzMzLpERJzbzvEALm3l2H0kQdgeyTLI+gzwkKQFvJ6NYwxwMHBZhu2YmZmZmZl1W1lmF/yzpIkkeeVHkdyPtQyYFRH1WbVjZmZmZmbWnWWaXTAicsATWdZpZmZmZma2N8ksu2BbJP2hK9oxMzMzMzMrtC4JsoCPdFE7ZmZmZmZmBdUlQVaab97MzMzMzGyf12lBlqT/7qy6zczMzMzMuqvOHMmanmVlkkZLeljSfEnzJH06y/rNzMzMzMyykGl2wU5WB3wuIp6W1BeYI+mBiHih0B0zMzMzMzNrkGmQJek1IEjWyBopaWH6PCJiXEfqTu/rWpk+3yppPsl6XA6yzMzMzMys28h6nayxDc8lPRMRU7Osv1HdFcBU4MkWjl0CXAIwZsyYzmjezMzMzMysVXvTdEEAJPUB7gA+ExFbmh+PiJnATIBp06ZFF3fPzMzMzMwyNii3iXO3391k38wC9SUfnZn44vasK5RUShJg3RwRd2Zdv5mZmZmZWUd1WpAVEd/Jsj5JAq4D5kfENVnWbWZmZmZmlpXMpwtKmgYcBxwAVALPAw9GxIYOVj0d+BDwnKS56b6rIuK+DtZrZmZmZmaWmcyCLEkXAJ8CXgPmAC8B5cBbgcslPQ98JSKW7En9EfEYSaZCMzMzMzOzdkmaAVwLFAO/jIirmx3/AvCBdLMEeAMwNCI2SFoEbAXqgbqImJZvu1mOZPUGpkdEZUsHJU0BJgB7FGSZmZmZmZnlS1Ix8BPgZGAZMEvSPY3X2Y2IHwA/SMu/G/h/zWbgvT0i1u1u25kFWRHxk3aOz82qLTMzMzMzs3YcC7wSEQsBJP0GOJ3W19k9F7g1i4YzS3yhxNmSzkqfnyTpR5I+IakzsxiamZmZmdn+Z4ik2Y0elzQ7PgpY2mh7WbpvF5J6ATNIMpk3COAvkua0UHeb8hrJkjQdmBsR2yV9EDgKuDYiFjcq9hNgGFBGEiH2AO4FTgMOAT69Ox0zMzMzMzNrw7p27pNqKZ9Da+vovhv4e7OpgtMjYoWkYcADkl6MiEfz6Vi+0wX/BzhS0pHAF0lSqd8IvK1RmeMi4vB0LatVwMiIqJF0C/BMnu2YmZmZmZllYRkwutH2gcCKVsqeQ7OpghGxIv26RtJdJNMP8wqy8p3GVxcRQTJCdW1EXAv0bV4m7UQtMCsiatLtOpKMHGZmZmZmZl1lFjBB0lhJZSSB1D3NC0nqTzJ4dHejfb0l9W14DpxCsjRVXvIdydoq6UqSdaqOSzN1lDYrs0pSn4jYFhEzGnVwBFCTb4fMzMzMzMw6KiLqJF0G3E+Swv36iJgn6WPp8Z+lRd8L/CUitjc6fThwlyRIYqZbIuLP+badb5D1fuA84KKIWCVpDGmqw0bfxKmtnLsFeFe+HTIzMzMzM8tCRNwH3Nds38+abf8K+FWzfQuBI/e03byCrDSwugU4Ns0fPysibmytvKQjgIpm9d+5p500MzMzMzPbW+SbXfDfgH8H/kqSpeO/JX0jIq5voez1wBHAPCCX7g4cZJmZmZmZ2X4g3+mCXwCmRsR6AEmDgX8AuwRZwJsiYlJG/TMzMzMzM9ur5BtkLQO2NtreStOFvRp7XNKkiGhtJWUzMzMzM7O8LS8+iCsH/mezvWcUoit5aTPIkvTZ9Oly4ElJd5NM/TsdeKqV024gCbRWAdUk0wsjIo7IpstmZmZmZmbdV3sjWQ1rYb2aPhrc3ULZBteTpHp/jtfvyTIzMzMzM9svtBlkRcTXG55L6pPsapI/viVLImKXRb7MzMzMzMz2B+3ekyXp48CVQO90exvwvYj4aSunvJime7+XZLogABHh7IJmZmZmZrbPa++erC8DbwFOSBfkQtI44FpJgyLiWy2c1pMkuDql0T6ncDczMzMzs/1CeyNZHwKOjIiqhh0RsVDS2cA/gZ1BlqRzgb9ExIWd0lMzMzMzM7O9QLvTBRsHWI32VUpqntTiIOB2SaXAQ8CfgKciIjLpqZmZmZmZ2V6gqJ3jyySd1HynpBOBlY33RcTVEXEicBrJKNdFwNOSbpH0YUnDs+q0mZmZmZlZd9XeSNangLslPQbMIbm36hhgOslaWbuIiK3AXekDSZOAU4EbgXdm020zMzMzM7Puqb0U7vMkTQbOAw4jWVj4UeCjLU0jBJB0VAu7fw9c27GumpmZmZmZdX/53pN1fcO2pBGtBVipnwJHAc+SBGWT0+eDJX0sIv7SsS6bmZmZmZl1X+3dk9WS+9o5vgiYGhHTIuJoYCrwPPAO4Pt70N5OkmZIeknSK5Ku6EhdZmZmZma2b2svfpB0gqTNkuamj3/P99y2tDuS1VJf2zl+aETMa9iIiBckTU1Tv+9Bc2mjUjHwE+BkYBn8f/buO06uqv7/+OszszWb3ntPgBAgQKgBpAuIXxAFRUGKiiJYflawYkdUFEXxy1dRRIooXVGa9JpCICQhvfe+vczM5/fHvbuZ3Z3Znc3eLUnez8djHjtz595zzu7duzufe875HGaa2aPuvmCPCxURERERkX1SG+KHF9393D08NqM96cn6v1beX2Rmt5nZe8LH74DFZlYI1O1BffWOBpa6+3J3rwXuI0vyDRERERER2e+1J35oV+zRYk+WmfXPsPm++u3uvj3D+5cDnwW+SNDr9RLwFYIA65RcG5bBCGBN2uu1wDEtHVBTU8Py5cvbUaWIiIiIiOylco0fjjOzt4D1wFfCUXltjj3StTZcsD5te/o4v/rXDoxveoC7VwG/CB9NlefasAwyjTVsttCxmV0FXAVwwAEHtKM6ERERERHpDg4cXcerv9nUaJvdykAzm5W26XZ3vz19lwxFNY0f5gBj3L3czM4hyIo+Kcdjs2othfu4XAuqZ2bnAj8AxoTlW1CU925rWU2sBUalvR5JEG02Ev5gbweYPn26jx/fLA4UEREREZG931Z3n97C+63GD+5emvb8cTP7nZkNzOXYluQ0J8sCl5jZt8PXo83s6Cy7/wq4DBjg7r3dvVcEARbATGCSmY0zswLgI8CjEZQrIiIiIiL7nlbjBzMbamF2vjC+iQHbcjm2JblmF/wdkAJOJeilKgMeAI7KsO8a4B13z7k7LRfunjCza4EngDhwR3oWQxERERERkXrZ4gcz+0z4/u+BDwFXm1kCqAI+EsYx7Yo9cg2yjnH3I8zszbBBO8KILpOvAY+b2fNATdo3eXOujcrG3R+n9XW6REREREREMsYPYXBV//xW4NZcj81VrkFWXZgr3gHMbBBBz1YmPyJIcFEEZAvERERERERE9km5Blm/Bh4CBpvZjwi61b6VZd/+7n5mFI0TERERERHZ2+QUZLn73WY2GziNIFvg+e6+MMvuT5vZme7+ZFSNFBERERER2Vu0ZTHizcC96e9lWYz4GuBrZlZDsABxVCncRUREREREur22LEY8GtgRPu8LrAaaraPl7r2ibaKIiIiIiMjeo8V1stx9nLuPJ0hd+H53H+juA4BzgQfT9zWzsS2VFa61NbKd7RUREREREenWck18cZS7f6b+hbv/28x+0GSfn5lZDHiEoAdsC0GGwYnAKQTzub5LsHqyiIiIiIjIPinXIGurmX0L+CvB8MFLCFZCbuDuF5rZFOBjwJXAMIIFvRYC/wJ+5O7VUTVcRERERESkO8o1yLqYoBfqofD1C+G2Rtx9AfDNaJomIiIiIiKy98k1hft24Atm1htIuXt5033M7IJWyniwpfdFRERERET2BTkFWWZ2CPAXoH/4eitwmbu/k7bb+1sowmmSKENERERERGRflOtwwf8FvuTuzwKY2cnA7cDx9Tu4+xVRN05ERERERKRsZ0+efWhGVzcjZ7kGWSX1ARaAuz9nZiWZdjSzQuCDwNj08t39++1op4iIiIiIyF4h1yBruZl9G7grfH0JsCLLvo8AuwjSuNe0r3kiIiIiIiJ7l1yDrCuB7xHMqzKC7ILZhgeOdPezImibiIiIiIjIXifX7II7gM/nWOYrZnaIu8/b82aJiIiIiIi0j5mdBdwCxIE/uPuNTd7/GPD18GU5cLW7vxW+txIoA5JAwt2n51pvi0GWmT3a0vvu/j9p+84jyCKYB1xhZssJhgtasKsfmmujRERERERE2sPM4sBvgTOAtcBMM3s0XNu33grgPe6+w8zOJkjud0za+6e4+9a21t1aT9ZxwBrgXuB1goApm3PbWrmIiIiIiEgHORpY6u7LAczsPuA8oCHIcvdX0vZ/DRgZRcWxVt4fCnwDmErQzXYGsNXdn3f355vsOxiY4u6r0h/AocDAKBorIiIiIiKSoxEEHUb11obbsvkE8O+01w48aWazzeyqtlTcYpDl7kl3/4+7XwYcCywFnjOzz2XY/WfAwgzbF4bviYiIiIiIRGWgmc1KezQNhDKNwvNMBZnZKQRB1tfTNs9w9yOAs4FrzOykXBvWauKLcN2r9wEXE6x99WuCLINNDXD3lU03uvtSMxuQa4NERERERERysLWVZBRrgVFpr0cC65vuZGaHAn8Aznb3bfXb3X19+HWzmT1EMPzwhVwa1lriizsJhgr+G/ieu7/Twu7FLbyXceFiERERERGRDjITmGRm44B1wEeAj6bvYGajCTqQLnX3xWnbS4CYu5eFz88Evp9rxa31ZF0KVACTgc+bNfS41WcM7J2279Nm9iPgW+7e0A1nZt8D/ptrg0RERERERNrL3RNmdi3wBEEK9zvcfb6ZfSZ8//fAd4ABwO/CWKc+VfsQ4KFwWx5wj7v/J9e6Wwyy3L21xBjpvkzQzbbUzOaG2w4DZgGfbEM5zZjZz4D3A7XAMuAKd9/ZnjJFRERERGTf5u6PA4832fb7tOefJEOsEmYkPGxP681pMeJcuHsFcLGZjQcODjfPr0+Z2E5PAdeH0ehPgetpPClNRERERESkW4gsyDKzoe6+MQyqMgZW9fu0tWx3fzLt5WvAh/awmSIiIiIiIh2qLcMBW/N467vktE9rrqRx/noREREREZFuI7KeLOAwMyuleT76+iQYBpRmO9jMniZY/Lipb7r7I+E+3wQSwN0tlHMVcBXA6NGjc268iIiIiIh0T2X5O3h+xN+7uhk5i3JOVrydx5/e0vtmdhlwLnBaevbCDOXcDtwOMH369Kz7iYiIiIiIdIQoe7KwIMfh0cAIgh6s9cAbLQVFOZZ7FkGii/e4e2W7GyoiIiIiItJBokx8cSbwO2AJwWJfEKyqPNHMPtskeUVb3QoUAk+Fuepfc/fPtKe9IiIiIiIiHSHKnqxbgNPdfWX6xnCF5ceBg/a0YHef2L6miYiIiIiIdI4oswvmAWszbF8H5EdYj4iIiIiISLcVZU/WHcBMM7sPWBNuGwV8BPhjhPWIiIiIiIh0W1FmF/yJmT0MnAccR5CyfS3wMXdfEFU9IiIiIiIi3Vmk2QXdfSGwMMoyRURERERE9iZRzsnKysz+3Rn1iIiIiIiIdLUoU7gfke0tYFpU9YiIiIiIiHRnUQ4XnAk8TxBUNdU3wnpERERERES6rSiHCy4EPu3upzR9AFsjrEdERERERKRVZnaWmS0ys6Vmdl2G983Mfh2+/3b66LzWjm1JlEHWDS2U97kI6xEREREREWmRmcWB3wJnA1OAi81sSpPdzgYmhY+rgNvacGxWkQVZ7v4Pd1+U5b2Ho6pHREREREQkB0cDS919ubvXAvcRLDeV7jzgLx54DehrZsNyPDarSFO4A5jZlzJs3gXMdve5UdcnIiIiIiKSwQhgTdrrtcAxOewzIsdjs4o8yAKmh4/HwtfvI0iK8Rkz+7u739QBdWY0e/bscjPL2LsmnWYgmpPXHeg8dD2dg+5B56Hr6Rx0DzoP3UNXnocxXVTvHtnw7oYnvnfM9wY22VxkZrPSXt/u7renvc6UkM+bvM62Ty7HZtURQdYA4Ah3Lwcws+8C/wBOAmYDnRZkAYvcfXon1idNmNksnYOup/PQ9XQOugedh66nc9A96Dx0DzoPuXP3s/bgsLXAqLTXI4H1Oe5TkMOxWXXEYsSjgdq013XAGHevAmo6oD4REREREZGmZgKTzGycmRUAHwEebbLPo8DHwyyDxwK73H1Djsdm1RE9WfcAr5nZIwTdbOcC95pZCbCgA+oTERERERFpxN0TZnYt8AQQB+5w9/lm9pnw/d8DjwPnAEuBSuCKlo7Nte7Igyx3/4GZPQ6cQBBkfcbd68dKfizq+lpxe+u7SAfTOegedB66ns5B96Dz0PV0DroHnYfuQeehg7n74wSBVPq236c9d+CaXI/NlQXlRsvMDiOYg+XAi+7+VuSViIiIiIiIdEORz8kysy8AdxNkSxkM/NXMtBixiIiIiIjsFzoi8cUngGPc/bvu/h3gWOBTHVBPVmZ2lpktMrOlZnZdZ9a9vzOzlWY2z8zm1qfUNLP+ZvaUmS0Jv/br6nbuS8zsDjPbbGbvpG3L+jM3s+vDa2ORmb23a1q978lyHm4ws3Xh9TDXzM5Je0/nIWJmNsrMnjWzhWY2P7zpp+uhk7VwHnQ9dBIzKzKzN8zsrfAcfC/crmuhE7VwHnQt7AciHy5oZvOAo9y9OnxdBMx090MirSh7/XFgMXAGQUrGmcDF7q6kG53AzFYC0919a9q2m4Dt7n5jGPT2c/evd1Ub9zVmdhJQTrBa+dRwW8afuZlNAe4lWMV8OPA0MNndk13U/H1GlvNwA1Du7j9vsq/OQwcws2HAMHefY2a9CJYNOR+4HF0PnaaF83ARuh46hZkZUOLu5WaWD7wEfAG4AF0LnaaF83AWuhb2eR3Rk/Un4PUwSr8BeA34YwfUk83RwFJ3X+7utcB9wHmdWL80dx5wZ/j8ToJ/thIRd38B2N5kc7af+XnAfe5e4+4rCDLpHN0Z7dzXZTkP2eg8dAB33+Duc8LnZcBCYAS6HjpVC+chG52HiHmgPHyZHz4cXQudqoXzkI3Owz4k8iDL3W8mSH24HdgBXOHuv4q6nhaMANakvV5Ly3/cJVoOPGlms83sqnDbkHC9AcKvg7usdfuPbD9zXR+d71ozezscTlg/NEfnoYOZ2VjgcOB1dD10mSbnAXQ9dBozi5vZXGAz8JS761roAlnOA+ha2OdFFmSF43z7m1l/YCXwV+AuYFW4rbNYhm3Rp1CUbGa4+xHA2cA14RAq6T50fXSu24AJwDRgA/CLcLvOQwcys57AA8AX3b20pV0zbNN5iEiG86DroRO5e9LdpwEjgaPNbGoLu+scdJAs50HXwn4gynWyZhP8ItT/gtT/Ulj4fHyEdbVkLTAq7fVIYH0n1b3fc/f14dfNZvYQQTf3JjMb5u4bwrH6m7u0kfuHbD9zXR+dyN031T83s/8D/hm+1HnoIOG8hweAu939wXCzrodOluk86HroGu6+08yeI5gHpGuhi6Sfh/S5WLoW9l2R9WS5+zh3Hx9+rX9e/7qzAiwIEl1MMrNxZlYAfAR4tBPr32+ZWUk4yRkzKwHOBN4h+PlfFu52GfBI17Rwv5LtZ/4o8BEzKzSzccAk4I0uaN9+IfwQU+8DBNcD6Dx0iHCS+R+BheHQ9Xq6HjpRtvOg66HzmNkgM+sbPi8GTgfeRddCp8p2HnQt7B+i7MnqFtw9YWbXAk8AceAOd5/fxc3aXwwBHgr+v5IH3OPu/zGzmcD9ZvYJYDVwYRe2cZ9jZvcCJwMDzWwt8F3gRjL8zN19vpndDywAEsA1yloUjSzn4WQzm0bQm78S+DToPHSgGcClwLxwDgTAN9D10NmynYeLdT10mmHAnWHG5Rhwv7v/08xeRddCZ8p2Hu7StbDvizyFu4iIiIiIyP6sI1K4i4iIiIiI7LcUZImIiIiIiERIQZaIiIiIiEiEFGSJiIiIiIhESEGWiIiIiIhIhBRkiYhIIxZ4yczOTtt2kZn9J8I6VprZvPCxwMx+aGaFUZUvIiLSlZTCXUREmjGzqcDfgcMJ1hycC5zl7sv2oKx407VezGwlMN3dt5pZT+B2oM7dL8tUhoiIyN5EQZaIiGRkZjcBFUBJ+HUMcAjBYuM3uPsjZjYWuCvcB+Bad3/FzE4mWJB5AzDN3ac0KXslYZAVvu4NrAHGAbXAI0A/IB/4VljXD4Ct7n5LeMyPgE3u/usO+QGIiIjsIQVZIiKSkZmVAHMIgp5/AvPd/a9m1hd4g6CXy4GUu1eb2STgXnefHgZZ/wKmuvuKDGWvJC3ICrfNBT4NzAZ6uHupmQ0EXgMmEQR5D7r7EWYWA5YAR7v7to74/kVERPZUXlc3QEREuid3rzCzvwHlwEXA+83sK+HbRcBoYD1wq5lNA5LA5LQi3sgUYLXA0r7+2MxOAlLACGCIu680s21mdjgwBHhTAZaIiHRHCrJERKQlqfBhwAfdfVH6m2Z2A7AJOIwgmVJ12tsVuVZiZr2AscBi4GPAIOBId68Le72Kwl3/AFwODAXuaOs3IyIi0hmUXVBERHLxBPA5MzOAsDcJoA+wwd1TwKUESTLaJEx88TvgYXffEZa5OQywTiEYJljvIeAs4KiwTSIiIt2OerJERCQXPwB+BbwdBlorgXMJgqMHzOxC4Fna0HsFPBuWFSMInn4Qbr8beMzMZhFkNXy3/gB3rzWzZ4GdTTMWioiIdBdKfCEiInuNMOHFHOBCd1/S1e0RERHJRMMFRURkr2BmU4ClwDMKsEREpDtTT5aIiIiIiEiE1JMlIiIiIiISIQVZIiIiIiIiEVKQJSIiIiIiEiEFWSIiIiIiIhFSkCUiIiIiIhIhBVkiIiIiIiIRUpAlIiIiIiISIQVZIiIiIiIiEVKQJSIiIiIiEiEFWSIiIiIiIhFSkCUiIlmZ2Q1m9teuboeIiMjeJC+qgszsiBx2q3P3eVHVKSIi7WdmHwW+BBwIlAFzgR+5+0sRlT8WWAHku3siojIHAo8QtDkOLAS+4u4vR1G+iIhIe0QWZAHPAzMBa2GfccDYCOsUEZF2MLMvAdcBnwGeAGqBs4DzgEiCrPYys7wMwVk5cCWwBHCC9j5mZoOjCuRERET2VJTDBWe6+6nufkq2B7A8wvpERKQdzKwP8H3gGnd/0N0r3L3O3R9z969m2P9kM1vbZNtKMzs9fH60mc0ys1Iz22RmN4e7vRB+3Wlm5WZ2XLj/lWa20Mx2mNkTZjYmrVw3s2vMbAlBINWIu1e7+yJ3TxHc3EsC/YD+7f7BiIiItFNkQZa7nxrFPiIi0mmOA4qAhyIq7xbgFnfvDUwA7g+3nxR+7evuPd39VTM7H/gGcAEwCHgRuLdJeecDxwBTslVoZm8D1cCjwB/cfXM034qIiMie65TEF2Z2YGfUIyIibTIA2Brh8Lo6YKKZDXT3cnd/rYV9Pw38xN0XhvX/GJiW3psVvr/d3auyFeLuhwK9gY/STYY3ioiIdFZ2wSc7qR4REcndNmCgmUU1P/cTwGTgXTObaWbntrDvGOAWM9tpZjuB7QTD/kak7bMml0rDoYP3AteZ2WF71nQREZHoRJld8NfZ3gL6RlWPiIhE5lWCoXbnA//IYf8KoEf9CzOLEwz1A8DdlwAXm1mMYBjgP8xsAEFiiqbWEGQwvLuF+jId15J8YDzwVhuPExERiVSUPVlXAO8As5s8ZhFkqxIRkW7E3XcB3wF+a2bnm1kPM8s3s7PN7KYMhywGiszsfWaWD3wLKKx/08wuMbNBYTKKneHmJLAFSBEEQPV+D1xvZgeHx/YxswtzbbuZHWtmJ5hZgZkVm9nXgSHA67mWISIi0lGiTOE+E3jH3V9p+oaZ3RBhPSIiEhF3v9nMNhEETHcTrJM1G/hRhn13mdlngT8QrE11E5CebfAs4GYz6wGsAj7i7tUAZvYj4OUwODvL3R8ys57AfeE8rF3AU8Dfc2x6IfBrgsCtDpgHvM/d17fpByAiItIBzL2tozGyFGTWH6h298pIChQREREREdkLRRZkiYiIiIiISIRzssLx9Dea2btmti18LAy39Y2qHhERERERkdaY2SgzezaMSeab2RfC7f3N7CkzWxJ+7RduHxDuX25mtzYp68Nm9nZYTqZ5y41EmfjifmAHcLK7D3D3AcAp4bZcx9iLiIiIiIhEIQF82d0PAo4FrjGzKcB1wDPuPgl4JnwNQcbdbwNfSS8kzJT7M+A0dz8YGGJmp7VUcZRB1lh3/6m7b6zf4O4b3f2nwOgI6xEREREREWmRu29w9znh8zJgIcF6jOcBd4a73UmwlAnuXuHuLxEEW+nGA4vdfUv4+mnggy3VHWWQtcrMvmZmQ+o3mNmQMK1uTgtKioiIiIiIRM3MxgKHEyz1McTdN0AQiAGDWzl8KXCgmY01szyCoGxUSwdEmcL9wwRdbc+nBVobgUeBiyKsJ2cDBw70sWPHdkXVIiIiIiLd1uzZs7e6+6DW9+weRo0a5dXVjTuYtm7dOp/GvU63u/vtTY8Nlwx5APiiu5eaWZvqdvcdZnY18DeCdR9fofHaj81EFmS5+w7g6+GjWxg7diyzZs3q6maIiIiIiHQrZraqq9vQFtXV1VxwwQWNtt1+++3V7j69pePC9RkfAO529wfDzZvMbJi7bzCzYcDm1up398eAx8IyrwKSLe0fZU8WZnYgwRjHEYAD64FH3X1hlPWIiIiIiIi0xIIuqz8CC9395rS3HgUuA24Mvz6SQ1mD3X1zmInws7QyUi/KFO5fB+4DDHgDmBk+v9fMrmvpWBERERERkYjNAC4FTjWzueHjHILg6gwzWwKcEb4GwMxWAjcDl5vZ2jAbIcAtZrYAeBm40d0Xt1RxlD1ZnwAOdve69I1mdjMwP73xIiIiIiIiHSnMFJhtAlbGFOzuPjbL9ovbUneU2QVTwPAM24eF74mIiIiIiOzzouzJ+iLwTNjtVp+yfTQwEbg2wnpERERERES6rSizC/7HzCYDRxMkvjBgLTDT3VvMviEiIiIiIrKviDS7oLungNeiLFNERERERGRvEuWcrKzM7J+dUY+IiIiIiEhX65QgC/hUJ9UjIiIiIiLSpTolyHL3DZ1Rj4iIiIiISFfrsCDLzH4TcXmjzOxZM1toZvPN7AtRli8iIiIiIhKFSBNfNDEj4vISwJfdfY6Z9QJmm9lT7r4g4npERERERET2WGfNyWo3d9/g7nPC52XAQoJU8SIiIiIiIt1GpD1ZZrYCcII1soaZ2fLwubv7+AjrGQscDrweVZkiIiIiIiJRiHqdrHH1z83sTXc/PMryw3J7Ag8AX3T30gzvXwVcBTB69OioqxcREREREWlRR87JipyZ5RMEWHe7+4OZ9nH324HbAaZPn+6d2DwREREREekA/VM7ubjikUbbbu+ituSiI+dk/T3KwszMgD8CC9395ijLFhERERERiUqHBVnu/uOIi5wBXAqcamZzw8c5EdchIiIiIiLSLpEPFzSz6cCJwHCgCngHeNrdt7enXHd/iSCJhoiIiIiISIvMbBTwF2AokAJud/dbzKw/8DdgLLASuMjdd5jZAOAfwFHAn9392rSyLga+QZDkbz1wibtvzVZ3ZD1ZZna5mc0BrgeKgUXAZuAE4Ckzu9PMlIlCREREREQ6Q/06uwcBxwLXmNkU4DrgGXefBDwTvgaoBr4NfCW9EDPLA24BTnH3Q4G3gWtpQZQ9WSXADHevyvSmmU0DJgGrI6xTRERERESkGXffAGwIn5eZWf06u+cBJ4e73Qk8B3zd3SuAl8xsYpOiLHyUmNk2oDewtKW6Iwuy3P23rbw/N6q6REREREREctVknd0hYQCGu28ws8EtHevudWZ2NTAPqACWANe0dExOwwXNbIaZlYTPLzGzm81sTJN9zMwuMrMLw+enmdmvzeyzZtaRWQxFRPYZ7s7itbtYum5XVzdFRESkuxtoZrPSHldl2qm1dXZbEy4jdTVBkDacYLjg9S0dk2tP1m3AYWZ2GPA1glTqfwHek7bPb4HBQAFBF1wh8BhwDnAA8IVcvxERkf3VT+6Zy1Nz1oHD+48fw5c+dEhXN0lERKS72uru01vaIcs6u5vMbFjYizWMII9ES6YBuPuysMz72T2PK6Nce5gS7u4EwdMt7n4L0KvJPie6+4eADwJnAx9z978AlwCn5liPiMh+q7yqjn/PXEN1bZLquiQPvLCC2rpkVzdLRERkr9TCOruPApeFzy8DHml6bBPrgClmNih8fQawsKUDcu3JKjOz6wnWqTrRzOJAfpN9EtAwZnGmu9eGrxNmpk8JIiKtKMiLEY/FSCSDP5mFBTHy4hptLSIisofq19mdZ2Zzw23fAG4E7jezTxAk5buw/gAzW0mQ2KLAzM4HznT3BWb2PeAFM6sDVgGXt1RxrkHWh4GPAle6+8YwFfvPmuyz0cx6unu5u5+V1tChQG2O9YiIdFsbNmzgtdde44ADDmDKlCmRl1+QH+ennzqan9w7FzP49iVHEItpeUDZP9QlUtz//HI2bK/k/BljmTi8d1c3SUT2cq2ss3talmPGZtn+e+D3udZtwSjAHHYMgqWjCRbgmunuG3M8rgfQ091bG+sYuenTp/usWbM6u1qRDlebrOWd7e+QZ3kc3P9g4rF4Vzdpn7d8+XJ++tOfNrz+wAc+wFlnndXCEbI3cndqaxLkF+QpwO1kP/jrHJ6Zs47auhTFhXH+9u3TGdinqKubJbLPMrPZrc1n6k4OGJDv/3v2gEbbTrl7U7f9HnLqyTKzTwLfAf5LEA3+xsy+7+53ZNn/UIIVlNPLfzDTviLSNilP8ccFf2R7zXYA3tn+Dh+d/NEubtW+78EHG/8J+9e//tVhQVYyFdz8iutDfqdK1CWZ88IKqspriefFOOI94+jRs7Crm7XfmL1oKzV1KQDMjKXrSxVkicheK9fhgl8FDnf3bQBmNgB4BWgWZJnZHcChwHwgFW52FGSJRKKstoxt1dtIeAKAJTuX4O4EczsDTz/9NE8++SQDBw7kU5/6FP369euq5u7V/vLUYv7x/ApGDSphTKrxe+k/7/ZYt7WCn93/FtW1ST53/sEsXruLm/8xD8O4/qPTOPvoUXtUbm3pVspXzadk5AEU9hsaSVv3dZvW7KKqvJZUyknVJlmxYDMH7+HPX3KXqqth1SO/4pLq2TycPJpl8UkkUykmj9BwQRHZe+UaZK0FytJelwFrsux7rLtHP1lBRADokd+DvFgeiWQCw+hX2K/RB/5Vq1bxyCOPUFtby65du/j+97/Pcccdx/nnn09BQUEXtnzv8taybfzpP4uprk2yvayGukHjgSUYwV2jQROOjqSez9/6Cuu3VQLwud+8Ql0yRSLpgPOTe+ZyxpEjqElVEY/FKYrndle/atNKZn37THAHTzHtWw/Ta+y+nQp+2fpSbvrbWySSKb70oUM4eGz/NpdhMWs0ct/Uk9gpZv7uq5TOfIiB1PFxXuPXvb/FzsRQ/fxFZK/WYpBlZl8Kn64DXjezRwg+X5wHvJHlsFfNbIq7L4iumSJSLz+WzxUHXcEza58hP5bPGaPOaPR+aWlpo6CrsrKSZ555hqqqKi677LKmxQmw7r93seL+H5PXow8Hf+EP9Bozla2l1dT/GJMpZ0N1D2oLjqdHYgNV1pceeeMjqbs+wAKoqUs2Onfuzr9W/ou3t88F4Lxx53HowENbLXPji/eTrCoHD7rf1j35Rw686leRtLc7cnc+d+sr7CirAeALv32Vx398FgX5bZurOGRkb1Yt2kJ1ZR3xuDH2wEGtHyTttvbNFxlAHQApYgxLrmVbfAiPvbKKj585uYtbJyLdxbr4GK7v94smW8/viqbkpLXcwL3CxzLgYYIAC4Jc8huyHHMnQaC1yMzeNrN5ZvZ2FI0VkcCQHkP46OSPcuHEC+lb2LfRewcccAB9+/ZtNpxt5syZndjCvUf11jUsu+vbJMp3UL15JfNv+QQAxx44mH49CykpyqMwP87HT59MKq+YZF5PrKCEc44ZHUn96fOu3OGUCf2JG8QNzj6oL29tf5OkJ0l6ksdXPZ5TmYUDhhPLD+YSxfILKRq0bw95S6acneU1Da9rEynKqxNtLmf7pgpqa4LjUg7rV+yIrI2S3byCI6mhgGT4kWRV3gQAJii7oLTR1jef5J1bPsnqf/4WT2n1IOlaLfZkufv36p+bWc9gk1e0UuYdhPno2T0nS0Q6STwep6CggKaZQ+vq6jq1HamUs31zOfG40XdgSWRzmKLkqSQ7FryC++4/VXXlOwEoKc7n7m+cwvyVOxjavwfxRBnP3P8CyWQSMH57VzX/fO1gfvKJoygpbrpsYO7y82Ika4MPA3lx4+ihvTl+WB8MKMgzXkrRMIQtZtnvi6WSCao3raSg31AGTj+HZff9AGqrwGIMmXFh1uPaYsGqHfzgrjmkHL71sWkcMn5A6wd1grx4jDOOGMGL8zaCwdSx/enXs+1DY6uraus7//CUU5kWuEnH6XHKNfznvz0ZklzHq4WnUhbrCwSBrkiudi2dzYLffJpUbRXb33qGZG0l4y74alc3S/Zjrc7JMrOrgeuBkvB1OfBTd/9dlkNWu/uj0TVR3J0333yT7du3c+SRRyqJwX4s5SlWl63GzBjdc3TGwGXmzJmsWdN8ymRnBjnuztyXVlK+sxrHGTqqLwccPrzT6s+Fu/P2zz7GzndfxxO7l/IrGrC7nUUFeRw5ORgy9r9/eYJkMkksvHfUo2YVc5cN5U9PLOLa86fucTuuv3gaP7z7TVIp5+NnTqK/GbXVSRynKlZBKqyvIFbAByd8MGMZiapy5nz3LKq3rcdiMQZOP4dkxS4AUrVVLPjtpzngkzfTc9RBe9zOVMr5zK9eoi4RtOezv36ZR39yErO2zqQwVsgxQ4+hMN51mfi++/EjeWPRFhLJFMceNHiPft8HDe/NioVb8GBKHKMmDsDdSaWcWMy65Y2CfcEVkzYy/4mHqE4Y4xJL+G3vb1JnBazaVMaJh3Rt0paqzat4+6aPUr11DUNP/DCTr7xJvwfdVPmKtxpumKVqq9i18LUubpHs71qbk/Ut4HjgZHdfHm4bD9xiZv3d/YcZDnvXzO4BHgMabgO6u7IL7qGHH36Y//73v6RSKR5//HG+//3v07Nnz65ulnSiFaUreHDZg1QmKjGCD3tT+k3hAxM+0GzfHTsyD3GaNGlSRzezQXVlHWU7q0glg1vRG1bt6HZBVvXmVexa9BpeV914+9bMOX2S+b2p71JKEaPKepNIpNhe2r7ejtOPGEFRQZyq2gQnHzqMWc8sa3jPDGLE6F/Yn2sOvSbrh7strz9K9dZ1pGqrgtezn2j0ftmyN5n1zdOZ9q2H6Dt5zxJ2lFXVNQRYAImkc+vsO0gVlBGzGMt2LeOKKVfsUdlRiMWMYw8avEfHujsr393C+pXbSSZTxMxwguBq5jPLqCiroUevQo44aSz5Bbnmi5JcrfzHTyFRQxFgqR1MqlvAgoJpTBndt6ubxuI7vkbVpuXgzqaX/8Ggo86h/6GndHWzusSOLeVsXL2Tnn2KGTmhPzs2V7B1Yxl9B/Zg8Ig+Xd08+k45AYvF8VicWH4Bg449r6ubJPu51v5bXAoc5u4Nn0LcfbmZXQS8BWQKsooJgqsz07YphXs7vP7669TW7r7TvmLFCg45ZO/KFOburFmzhlQqxZgxY3QnsA3cnbsX3d2Qsj3YCG9ve5tzx51LfqzxULVhw4Y1em1mHHfccXz0o52zllZ1ZS0r3t2Cp431KSja8+F0HSWvJPOHgpJRmZOjfvCsGTzz+iJKatZQRl92FR1Ij7w4Hz29fcHrj+95k/++uR4M7n92OR+bOCAIpDGKkiUcOuAwTht9aovXTLyoJG3IoxHLL2w+VjuVZPl9P+SI72QeaFA/vDRbPQX5zYcqJq0GcJKeZE1FtoSz3d/2TeWsXrK14aZAKvxZLH5rA9UVwTDbyrIaVi3eysSpSocftW2p3uQDccBIUR7rBcCL72zkiMldm3ykcsPSYLIkQe9I1eZVXdqerlK2s4q3X11NKunE4qWU7axiy/pSUklnw6odpJLO0C4OiktGTGbKZ3/H+v/eRe/JRzHitI93aXtEWr0llx5gpW2rMrNG/8PN7GLgSXfvuluZ+6BXX32V0tLShteJRNsnc3cH9913H6+88goAhx9+OFdeeWUXt2jvkfRk4wArZBhxa549beHChY1eu3unZRV0d2Y9u5y6cI6RGfTu36Pb9WIB5Pfsx6SP/5gld32bVM3uqabVm1dn3H9Iv2L+8INP8s7KHQztX0Rdwhk5qITePdqXFv/fM9eSCgPSZRtK2TmyD/3CoDRmxnkT/qfVmxJFA0fhyfB3xMAy/F4A1O7YlHF72c4q3np5FXW1SYaO6cuBhw9vVufmHVXND4zvnlheklfSYhu7s5oMSTLMrNm8xopdzf4dSgSerDqUc5kZDJG1HqyPB0llYokUL/3rXZKJFOOmDGb0pIGd3jaLp90gshix/P1zceSytOs/lXR2bqnYfVMi6WzbVNblQVblhmUs+N1n8WSCnQtfoaj/MIae+OEubZPs31rLLrjWzE5rutHMTqV5dsExwN/N7EUzu8HMjjF1V7Rqx44dzJs3j127djV774477uDPf/5zONF+tyVLlnRW8yKRSCR44YUXqK2tpba2llmzZlFR0Vr+lPaprk2wfmsFyX1g5nS2yyhFimW7ljX7IJiX13XDmWqq6xoCLAhuAB82Ywwlvbpurk42ydpqVvz9RlI1lY2215ZuaXi+bmsF9zyzlBfe3oC7U5zvDCsuZ3BPY8qYfu0OsCAI3qwhsYVRkpZ23J2GAKwlZSve2v1h0J1EReYho73GHxbu4mxcvZOl8zaya3sli95c33DeNq/dxc5tjX8mt/9rIRf/8L/NyqtL7D7XZXVlzd7vCO7Ovf9dxi//MY8tu3Z/8CurrOMPj7/L7x9bwPbStgVDA4f1Ii8vRiwenIh4foyefQqJNbn2CvYgwUl5VR3bSqtJJFONhlvKbseU/YcYjgGFXsmkumAFmKLKWupqk6RSzooFm6murG25oA7Qb+qJUH/TIhZvuIb2N30G7L6JEosbA4b2arheYnGj/5Cun8Kw453n8VQST9SSqq1i4wv3d3WTZD/X2qexzwOPmNlLwGyCYX9HATMI1spq4O43AjeaWS/gdOBK4PdmthD4D/CEu2e+jbqfWrJkCT//+c+B4IP0ddddx9ixYxvef/311zMel0rl/o+6rmIXsXge8aLdfyDdnZpt68gr6Uteccf/YYzFYhQUFFBdHXzwqc9+11EWrdnJNb9+mUTSGTW4hP/70okU7cXzKOIWZ2r/qbyz/Z1m79235D6m9p/aMDdr/vz5PP/88832+9WvfsUnPvEJevXq1aFtbfqhFAiHsbV2P6fz1WxdS11VObtXpgiFaX8376jisp8+R01dkrx4jI+dPIKFz/2VqqoqUg51w0/liEMP4tPnHkRefM+/vyvPmsyN975FCue840ZT0KSsJTsWM3nA5BYzC/adcnzQ8wJYfmGjRB7p6uPxNUu2suLdLaSSztrl2yhMG85pWMNQz9q6JA+/vJI//WdxxvJqqvLIL+jcrJWfveUl5i7bDsADL67g8R+fRe+SAq79zcss31CKOzw5ex1//87pjdLjt6SgMI9jzpjErm2VLF+4mfKd1ZTtbByoWcwY1sY79f9+Yw033juXRDL4m21mXPW+A9u99tOTs9by9Jx1HDZhABefMoHYXr5ob7FVB7+7QCF1JDz4Xa9LpF2bRkPPSecyzIJrZ3+9b5yoS1JZXsOBR4ygYlc1JX2KGDyiNwOH92bbxlL6Dihh8Miun5NVMvpgzGI4ECsoovek6V3dJNnPtfjJwN3nA1OBF4CxwPjw+dTwvUzHlLn7Q+7+aXc/nGDe1iDgL1E2fF9wxx13NDx3d/70pz/ldNzw4bkNvVr85+t4+TMH8eJVk9nw0t+BIM3zWzdexBtfncEr1xzCjndebHvD2ygWi/G5z32OgQMH0r9/f66++mry8ztujs7vHl1ARXWCmroka7dUBPNd9mLuztJdSzO+l/Qkb217C3dn27Zt/P73v8+Yqn3hwoXcdtttkbdtxYZS3lmxvaHHML8wj+ImqbNffGwRi9/qfucgv+/gZkkv0r21fBvuTiLpVNcmefn5/1JeXk4ymcRTSerWvsLfn1/OPf9dlrWMXPzqgXdIphx3eODlVVSGvUOOU0M19y+/nweWPdBiGSUjDuDwbz/C0JM+Enwa9Mw3YkqXzAJg68byhg+sngoSldSL58foO7AHECzq+8sHmgf39Xr02n2c0TkfQN8KAywI1sd6avZaEskUS9buIpF0kiln267qRutm5SKeF2PbpnLKd2b7nfCcehXT3fz3t6lNpEh5kI48mXL+7/F329y2dG+8u5mf3DuXF+dt5A+Pv8t9z7bv96876Fm3rdFvz8GJuQBsq9h9s6BX3+Jmf1s6Q+nS2Q3rLVlePhWrF1BeV86Wqi2kslxnACs3lvG537zMZ371It/4wxv8/P632nXeu0ptTYKXH1/EO6+vYcHMtcQL4gwZ2QczY8CQnkw+bHi3CLAAek84vOFGUqq2mgHTmg3EEulUuc7JaogGzGxopnlaae8fkWHzw8Ate9LAfVnTD8P1yS3q6up49NHsWfCbDg/LpHLjCtY//efwAFj0+88x7IQL2bnwFUqXziZVF/yxX3LXtzj6p817PqJSVlnHXU8vYf3imezYsQMzY9myZUyZkjm5QBSKC/KIWfChxoDCgszzU/YWKVLUJFv/57x169YW77QuWxbth7E/P7GYPz+xmFgMDh3Xn19+9jiSyRRVFc17UdYt38Hkw7rXvKy6nZuxeF7zXp9Y8PsyYXjvhnV6CvNjFNeuJ33gbiEV1NQFH+7b1Y4mQ8gSSYc8SKVg5Y4km72EdSvXMap2E8e0kJq817hD6TF8YqM1v5pKVAXzO/sPLmmU/TFdbXWCbZvKGTSsN3OXbctYTsygpDiPlx6ZwiEzVtFvcAXetEewgxQXxqms2X0mDhjVl7x4jIkjerNiYxnu0L93IX175jZEdeOaHaxevI3amgR1NdkXL/UUbFlfSv/Buff+JzIEZfVB+556d/VOauuC46trk7y1fBsfPW3iHpfXHViT353eie0YcMCAHg3bdm2rpKY6QVE71qTLxN1ZsXAL2zeVMWBIL8YeNKjRNTbk+AtYsWEpnqgDh81DBvDI3F9hZowsGcmlB17arJc5kUzx8Z8+1+zafvjlVYwf1ovvXXYk44btHQstr16ytdHNhZULNzMmnBu3a1sl27eU06dfj24xXHDeLy/H63YPIX7zhxdw4FW/pGrTKvoccDT9p57Uha2T/dGejHF5vJX3fwe8BtwO/B/wKnAfsNjMzmzpwP3N+eef3+j1Bz4QDPn661//ypNPPpn1uJ07d7Za9tYmKZwB3vnNp0jV1ZCq3R0je7Jjh/p84bevcM/Ti9m85FWSySSJRILHH3+cqqoMk+gj8sUPTmXEwBJiMeO4g4dwcjf7cN9WcYszffD0rD0F/Qr6YWaMGDGi1cQo1/3fG5z0xce47KfPsb2sfXdV//LkYmrqklTVJHlr2XZWby4nUZdsNvquu7LCoozD6iyc2D5+WG9u/OTRnHDIUD588gTyY8lG35oBRflx3n/c6Ha143MfOJi8uJEXN957+HB6F+YFPdtz13PPvA3MfnYC814awzf+OJNf/H1ei2X1mXw0sXj2D6HFQ8YCwXpQLanvzckWs6ccyioTVJUXMue/E4KhVJ3Uk3Xb/zuB/r0KKSqI84mzD2DquP4A3Pr5GVxy+iQuPnUCf/jySTkNFdy1rZKFs9ZTUVrTYoAFwbyTvmkf+nORqecr1yGM2Qwf0KPRIr0jBuy9CUey6eVljOtXxMAmcx5Lt1dmOWLPrVuxndWLt1C2s5pVi4M0/ukqt67D62rAU6RqKnh204skPEFdqo51FetYU948q+acxVsyzr9Lppwl60r52u1vRP59dJR4k+HL9X8Tdm2r5M2XVrJy4Rbefm01m9t5sykKpYtnNt6QSvDu7z/Hqod+zjs3X8bW2f/pmobJfmtPgqzW/kOsBA539+nufiRwOPAOwTytm/agvt0Vm51lZovMbKmZXdeesrqDE044gWuvvZaTTz6ZL37xixx9dLB+zaxZs1o8rkeP1v/RFw0a0Wzb1tcf451bPglpd93qh0FELZlynp69joWrdxJMR9j9qaAtc8r2xND+PfjTJ0bx8CV5fPfC8e3+UNMdnDPmHC6edHGz7YcOOJQrpwSZGtevX08s1sIl7fD82xuoS6ZYvr6U3z+2oF1t6lOy+wNQCqdXC0kgCou74Zy4ZBKaBCSxwh6MTEv7e8xBg/nZVcdw9f9MobCkb5MCjNu/dCJHH7hnazPV21ZaQ8yMvJixrawGd2dXTYLVpdXUpYJ63GNU1Sb552uZMx/W6z1xOn2nzMj6/oBDTwVg2fxNLc5vGTwiCMKOzCGbWzIRI0ack0ec3Oq+UZg8oi//+vFZPPuLc/nkOQc2bN+8o4pZi7Ywa9EW1m3N7cP4piwfDAsK41j93w2D3v2KmXTI0DYPi+rfu3FvWlF+0OM2uG9xm8pJt35bJel/0tZviz7wyIW7s2F7JRVV0d+oS5mxZlc1q5skMKkfxhoFd2fZ/I0sfXtjwxAzd9i4OvidSNZWs+Qv32Tj03c0Om7iP3YnU3C82QLctz26gC/d1vIiuO29wdWZejQZommxGNs2lrF2+baGuZueclYt3pLp8E5VOGhU1vdStVVsmdVaH4Hsi8xslJk9a2YLzWy+mX0h3N7fzJ4ysyXh137h9gHh/uVmdmtaOb3MbG7aY6uZ/aqluvckyPq/Vt4/MH2+lrsvIAi6lu9BXQ0syEn8W+BsYApwsZl13JizTnLIIYdw8cUXc9BBBzVsa21ybX0CiZb0Dz9MNZOogVR9b4eR37N/rk1tk8//5mW+/edZ9ExtYUpd8161TNkUo1C67E0W//l6Zn/rvbz7v59n5tdOpGbn5g6pqzOZGWN7j222fXDxYIrygp6XVCq1ewhq+qeG8Gu+7/7Hnkw5FRnSVrfFTVcdw9ghPRnUp4jvXHIE/XsVZvzg3rNPIUecNK5ddXWEwgEjyUtLCJPXsz8jzvwE4z7y7Yz7Fw05uOG5A7VFw5kUwVyEu55aTG0iRXVdiplLtrKrJkFxXjztblb9+lUwrJWelE2vPMj2edmH/25547EWjy/qkc+hx4+mpHfwO7VgVeYshfXtisWTjD5wM9MGHsrxw45vseyO5O58/tZXeGflDt5ds4v/97tXG4bUtaRPhp9nQWGcgcN7717nzaGoJJ/h4/q3OfHBz646hnHDejGoTyEXnzKB6y6exu+/eGK7ElVMGtGHgjADZTxmvL1iO7/8x7yG5BqdIZFM8fnfvsLFP3yG933zCd54N9q/sfFULXUpmmWH3VVRHlkdG1fvYs3S7TQdfV9bE/xdXHH/j1j3TPOp5L2qU/Qp6EN+LJ8ZQ2cwtMfuddNq6pLc/cxSWsvP0bcL5pbtqfzCvEa31hO1Sd55Yw1b1pU22q98V9cHjkNmfCjre7GCYvoe2HV/o6RLJYAvu/tBwLHANWH8cB3wjLtPAp4JXwNUA98GvpJeSJhzYlr9A1hFK2sAW0vze8ysxU/g7r696TYz+xuwnWCIIMCHgYEECxu/5O5HtVRmC205DrjB3d8bvr4+bMNPsh1zyCGH+COPPLIn1XWpbdu2sW3b7rkQ+fn5DR+ezYxx48a1mqY7UVlKxeqMuUkaWH4hPUcdRKxgz++qZvPm0qD9JantZBo/NmHCBOLxaOdK1ZVtp3LdosYbLUbxkHEU9G1fb0NLqivrqK1JEI/H6NGroMMyUKU8lXFoSl4sjxElIygrK2PDhqYrKwQMp9ATbIsHHwjiMWPyyD4UdcB8tZ1bK6lNpjCD/LBnLR43evWL/vesPVK11ZSteKtZkoi8kj4ZFyRevW4T1RVpNwdi+Uye2P7gce7SbY2ukDF9ioiZUZ1Isa2qliRJMCgpKGTU4J4U5GW/N1a1cTm1O7MncY3lF9Jz3GEkk0Z5hjWf8vJjFBXnkxf+XsxbsT2YI5ZFr75V5BcGwUz972FXcIKfYz0zmDq2P3nx1q/FyvJa6moSWMzo2buIWNyoq01SWVYTZpSDopICCou6T2/sttIaNu+soqYuiXuQ1XPYgOJ29ZC1RVlVHcvXlzYMWyzKj3PQmL57XN6ud19teO6AY6zMm8TAHvn0SssMW5m/i+KiIvoV9tvjuhrKKquhNsMQ0cLiPIpLCihdNicYJthE8bBJFPTJ3MPrwNvLttFafpRYzDhsfMfc4IxaKuWU7ahqFoxmEmVP454oW/YmqRaSGfUccwjxTsiovDeZMGHCbHffa9Iw9hw80Q/58C8abXvt1vPb9D2Y2SPAreHjZHffYGbDgOfc/YC0/S4Hprv7tRnKmAT8FxjtLQRSrf3XqE/bnv6fqv61E2QbbOpy4LPAF8P9XiKIBuuAU1qpryUjgPRPmGuBY5ruZGZXAVcBHHDAAU3f3isMGDCAoqIiqqur6d27N/n5+ezatYu6ujp69+6d0zpIrQ8DNHpPyJSjpHNUVVXRs2e0f+yqNu7uLK3/JU25Q1777xp6Kvi01TR+StQlqamqCxO6JamqqKVHjhPu2yrbnJdE2DOZKX16vR5ey5YwwIoZTB3Xr8X995S7s6WylopwYn+vwjwGFOeTTDq7tlVS0ruQvPzukYjE8jLPXUpUZOllTTaev2UezVDbpn+d61JOYdwoyosxolcRpQXbSKSckT37txhgQZOFUzNIJWopXTqH2IADyPTnP1GXoiJRQ6++xcTixtghvVi2vjTrNLva2jjx/CSx2O7fw65gQP9ehQ3Z23oW5+cUYEE4HCqtZyFRlyJRl6SgMI9UysnLj3erAAtgQO9CauuSbAwXiE15+5JptJWnvFEgkSnBR3skw0E2dY0CfKcuVkddbS29C3pnXIg9V+5OMsOcqbz8GMXhMOiMyyDE4uT3yh7gGTBuWC9WbizPukZjzKB3xMk7OlIiDOTT1ae0725aSvoDwWeEnuMO7aTWSCcaaGbp82xud/fbM+1oZmMJpjG9Dgxx9w0AYaDVlrvxFwN/aynAglaCLHdv821ad68CfhE+mmpPX3+m/5jNvrnwB3s7wPTp0338+Exx4L5v0ysPsuGeL2d93/IL6XHiRUy4+LsdslbWFb95h9qEMySxiMGp3Vnt6k/iTTfdRJ8+0aZ9fe6GkxqGQjqQJM4zPS/ghMtP4H2H7llyAnfn3Tnr2LS2FAMOPGI4Q0b1bXh/w6odrH93fUNnSK9+BUw9tGN+5+pSddw9625SNP9H8t1Dv8vy//yJxx98gRrLB2z3DGV34qRI2kBKR53OHV89GQdWbChj1OCSSBbUrbd8+VZuaJLy+wcnT2iYF1car+M9/zMpsvraa0ftZubf+hkSpY3nExz+143N9v3b3/7GypUrG17n5eXx29/+tt1t+NgvGyez+MiUIRw6tBeO4+78duUyNq3uB76Dj71vEJ8984SsZZXn1zDnfy8Pk9u08Lf/wI/hB1+Z9e1B/fsycvwAAA492Dn+85mynTpmTkmfGma8/11iFuOU8e25j9Y+j789n/ufD87bGUeO4IwT2n4d7tpeydyXVpJKOrG4MWHqUEZ20x4HLyrl2/e9gJmRcufX1x7P+HEd19YdZTU8MWstvXrk06u4mF89vrihl3NQ3yIePe3IPS772e8c3/C/wYG344dzX+/PcOW0YcT7F1AZL+Xdfm9Qxg7iFudLo79ESf6eJfyorqzljWeWkkxA048VsTiMGzeMXn2Lee67JzRfCiEWZ/hnfsOQ4y9osY6RI6t4/7ebJ68a0KuQy8+azEnHjCW/lRsm3cW811axa0PjeXcjJ/Rn05pdjRaex+CIo7v289aCp3/N5hfuy/p+z7GHMP60pzqxRRK1A0fX8epvGo/WsFvZmktPlpn1BB4Avujupe0cdfQRghF6LcrpKrfAJWb27fD1aDM7Osu+55rZm2a23cxKzazMzEoz7dtGa4H0WY0jge63+E43EStsudve62rY+MLfePf//l+H1D8+TE/bL7UOCP6Vpf86b9/ebKRpu1l+4x6kZTaR13qcSXlVHWu3lDNvxfaMGZ9aUllWy+Z1pcGd25SzYNY6nntkPju2VABQ3CO/0f/hoggDlqbyY/lMGzSt2fZCK8TM6Nm3H2dXPcvIRJPLwoykxRkQ38i93zqdsso6PnTDU3zht69wwXefYvmGKC5PmP/GGt56bW2z7am0Gz1ds5hodsv/9sNmAVa2lHpNe147aq23seGQL8PYUZVg0+p+pJIxUqkY9/6n5bkvPUcdxJE/+A9jzv9/xAqKGiW5SWeVzc9TuvTeRjPjpMOGZCoF9xjlO4sooIhLJl/S8jfWgRLJFPc+u4y6RIq6RIonZ61lV4alBFqyc2sFS9/e2PA7mko62zaWdURzIzFheG/u/sapXH/xNP7y9ZM5pAMDrOraBB/78X/59UPv8JN73uSRV1Y2LMBdmB9jeg4JUtrEjMOH9GJCv+D/WA/vzaRdRxLzOKePPH2PAyyADat2kkxk/juUSjobV++sb0SmHahYn3nNwnSZ5rsaQTD6oZPG7zUBFtBsUW6A9St30KtfUaNtffoXNduvs5Uvm5P9zVgekz+R6d6/7A/MLJ8gwLrb3evnUW0KhwkSfs1pcqmZHQbkufvs1vbN9Ur/HXAc8NHwdRlBEopMfgVcBgxw997u3svdo1gQYiYwyczGmVkBQRSZfTGp/VzxkNY7IT1RS/nKtzuk/nfXBEOu8qnO2AVZUxP9JNl4fuMAZ7Iv4qIdv+G2h9/mou8/w+d+8wpX3PQcNTlMiIcgRe2CWWuaBQaegrkvrwSgsqKu0ST2msqOS4mfSCWYs6X5P5Ear2Fr5Vbe3j6fYmqYUTuHEq8IF6XdnfhiRyKPz9/6Mrc9toBdlXVUVCeorE5wbzsW000kU9TUJUkmkmxeV9pqJseCou4xVBCCJClly95stn3Cxd/NuP+4cY2vqcGDo5nn1zSmKy7ZHbyV9M5r1CEVj2cPUlOJWirWvkthv2GM+9DXOO7XbzL0pA9jGYbL5vXNPncqvzDOwGG9dpebcl6al+l/j2OxFL37V/KVI7/E+D5ddxc7HrNG8wtjMaMwP/cPsuW7qnnrlVWU7ti9tEQsHiy22p0N6VfMkZMHMnxgx6Zxn79yBzvKa3GHZApeW7CZD504lqKCOH1KCjh80gBWtiMg9SYZ+iZNPooLDx6ye35rCnrU9aIoUcLb297Oaa3IbKpbCL5jcWtY8Lh46NiM+2xe+AI/mvkjbnjjBh5e/nCz999evp2v3t48u6ADS9ZFc0OrMw0c1vwaSCWditLG/8MLiro+mUdez+ZDOS2/iLEXfJUZt82nt4YK7pcs+EPyR2Chu9+c9tajBPEK4ddckzhcDNyby465/hc6xt2vIci4gbvvALJdUWuAd1obp9hW7p4ArgWeABYC96dnMZTGigePJr9XC3c2LUassAdDT/pIh7ajjqJwInNjvXr1yrR7uxT03Z3lqb7nbHzdIiZXz8YJMj+t2FiWUyasRF2SOS+syJ4xKfyGSnoVNloLp7gk82WRTDn/96+FXH3LSzz40oocv6PGymqzf4j548I/sm3Wv3EghvP+qmcYmVi3ewczUhgzF23liVlrG9qclxejX689m0P24tsbOO2r/+K0r/yL2//1LsmUs2xH83TSeWHg1W9QCUe+p/sM301UNv/AE8svyrpIRWFhYaOkJsXF0SQZaPqXckPaWkBFiRhnnVxILJ6ioDDBVz+WeahlorKMmdedzOzvnsOrnz+c0mVvkt+zH5Mu+zH9pp7UsMByPbPMI8VHTRrAMadPatKTBT0zzUkyZ/whGznqjKXNFmPtbGbGz646hiH9ihnQu5AfXnEURQW5z6Pa1WT9pYLCOJOnDWNENx0qCLCropaP/PAZzvvOk1zw3afYsqvj1h5syh3+/sJKqmuTbN5ZzY33vsXlNz3P07Nb7iHNpv9BxwblElx+xSOObbZPjDhJEmyo3MDGyubDeXPVJ0tyhrz8GCPG9WdE2CN46Nf+Rry4+f+pdVUbqPPgZtrcrXNZtGN3sqVUyvnSba+yZkvzv4P5eTEOmzBgj9vdVSYeMqzpnw/MIN4Ne+MmfbxxHrQ+B81g6hfvYOwFXya/JNrpCbJXmUEwtO/UtPTr5wA3AmeY2RLgjPA1AGa2ErgZuNzM1jbJZn4ROQZZuf4XqgtTqHtY+SDIMDEk8DXgcTN7Hmj4hNoketwj7v44rS+GLEC8oJgjvv8f1v77f0nWVFGzfT3xwhLye/cnv9cACnoPpHjIWPofdlqH1J8XMxIpz9qTFdUH1HQHfOpm5v7gfDyxOzAqoIb81O47lymHDdtb/zCybVNud2Ury2uw2O6h+5UVmYOye55Zwj3PLKO6Lsm7q3cyqE8xJx4yNOO+2fQp6ENhvJCaZOM6YsRIeYqywYMYsiTolTKgZ6qi0X7xsJH1H+rjMeOISQO4/L2T29SOej+8+01qg4WcuO+55YzsWcia0uY/26RDXgymnTB2j+rpKMHCvPU5fAKpumpWPnQzo87+TLP9R4wY0egO+rBhwzqmYZ7+1IkNe5Off/1Ujh16bNbMlVveeIya7RtI1QY//xUP3MRhX7uXeEExh37lr6x44Ges+eetpOpqiBUUkz9wLJl+U4eP60d+QdOAzPjFZ47l+3fNoby6jrgZlb6Lg49bQ/8hwTTbG2ffyAUTLmBK/65bVeOISQN5+Pt7tt59eir3WNwYOXEAw0a3P4NdR3rwxRVs2F5JIulsK63mrqeW8KUPdcyd+oPH9qNvSQG7KmuJmXHw2L4sXbf7b2TKg5tYf3lqCacfObLN5Zcufh1Iu7+x7jno/fEmezl5nk8NsKN6B8NKorv+8gviHHPmJPLTbi6s/ffv8UTzkQmlgxr3YL+99W0O6Bck2apNpKjKkoDkyrMm8+GTJ0TW5s6ycfUumubR6jOgB30G9GDVoq0N25ouWtwVeo2ZwlE3Pse2N5+mZPQUBhyWZSkb2a+4+0tkX+M344dgdx/bQnk53y3ONcj6NfAQMNjMfgR8CPhWln1/RJDgoojsvV3SCYoHjWbSx3/UJXUfO2UwMxdtoaa2J4VhvpP63/B4PN4hPVl9JhzO1C/9mXk/vzRtLTAYl1jEHIIFWuMxY8rovq2WVZPDGlLPPjSfMQcOxMxwHItZw/pCTS1cvZPqcJhibV2SZetL2xxkxWIxThlxCv9Z3XzVejOjYtBA3s4/gHfzJ1HotUyrnU9wLyQOnmJIcgs9UtvpndpEVawvEyZO5Vef3fN1Q9J7YNyd5TsbB1h5MWN4r8KgJ6t7TcUCoGjQaIbMuIBNrz0Kyd0fpjyZecjnnDmNh2rOmzePj3wk+p7gdaWVjE5LxZ0gydNrn+bYoc3v7teLF/fcPe4wFievycLJo9//Oao3r2LXotcZOP0shp93JW+9sprqJsNb1y3dzqTDmn94nTquP/d/53QAapI13DTnJpJp2RUTnuDh5Q93aZDVHj17FzHthLFsXldKrz5FDBnVtrveO8pq+OHdb7J2SwUfO20i/3P8mA5q6W55cQuDbscM8lpaiLydigryuPsbp/DvmWvp3SOfU6YN48qfvUBypzcMv86L2R4PW4zlFYbJWkIFmWYYGHmpgvqne2zrhub5t+pqk7z+5GIOOHwEg4YHdZetnJcxHXg80fh/Q/r8sKKCOGcfNZKnZ6+lpsm8rwtPGs/rCzfTszifIycP7LClPqLWdKmHWMw4/MRxrHx3c6N7VBEPXtpjJSMPpGTkga3vKNIJcgqy3P1uM5tNEPEZcL67L8yye39337PbibLP+NGVR/HIK6tYvW4gi998nlRtBb0LainIj3PppZd2SNKATa88xMLbPtvo078Bxw+v4Y2iErburObC94xnag4TxIeO6sOyednXG6q3atFWJh0ylHUrdtCzTyGTsgRO7ztmNK/M30zwgcg4oY0BFgTZBZ9a0zwz0gnDT+CwgYfxZMVjPFcQA4wqinirYArH1sxlcf54+qRKGZHYwNrEG8RIkUzFKdsQY9GaqRyQli2xLb7xsWl898+zSaacD544ln88v4L6zxUGvHf8AI4a0TvoGeiGw67MjAM/cyt9DjyOJXd+Iy1lc+YPP1VVjYPIhoWfI9azT9Cr4jhbCtfisRR5sZaHdA466ly2vfkUW954jB7DJjLxozc0ej9eUMRBV9/aaNtx753My4+/22itoERdkrraBPktDLUrjBfyP+P+h3+u+GfDsKl9QZ/+PejTf8/W+fnR3W/y+sLNJFPOL/8xjwNH92VyBAtVt+SCE8bx3zfXs2jtLkYOKuHSMzo2a2f/3kV87LSJDa//ct3JvLl0G7c9uoAl60qJx2N8fA/bcODVv2H+L6/A3SkeOo5+p1/KuhWZRhM4hnFA3z1fnqWyPPNog7raFO+8viYYJjquP/m9mw/tc6CupPHvyLAejW9KTJs4gH+93nw9w0//8kXWb68Eh/NnjOXzF0zd4++hM40Y3491y3cnqhoc/l4PHdOPtcu2Nww9Hx118hORfUCLQVaTxYg3kzYG0cz6Z1qMGHjazM509+b5S2W/UZAf58L3jAfGw0eP65Q6l9x5fbMJLg48v2Uwp5w7nM+8/6Cc7x7m5edRWJxHTVUrPVoOIycMYGQrY+1nTB3Kbz9/PO+u3sWRkwcydmjbe/LcHc/QJfTW1rc4deSpDEuNBcJFPS0ItMYl1zIuGcyTeDP/YOpvO8ZJkti1hk//8iVuuupojj6w7UkcTj5sOE//bCh1yRRGir89t3uumRkcObwXffsWMWX6SHp10iKpbbX4jq+y8cX7wwDLsPwC+k2ZkXHfCy64gDlz5pBKBUMkP/zhD3dIm045aRwTh/TiL6+8zj1PVBCLT+UrH53U4u+uxWIc9JnfcNBnftOmug47fgyzX1jRkNxly/pStm+p4JjTJ7a4ntmw+GSKV72f7RVrKRo3h8KiFOeOPbdNde9LVmwsa1gXKZFKsWFbRYcHWSXF+fzpaydTl0h1Sba6N97dwm2PLmBNmGm1NpHktkcX8JvPZb5+WjLw8DM5/rb51O3aSvHQcbz+9PJm+1hhkgNHTeCUUZ8k3nSSUBv06lNEVXn25BcrFm5mxLj+JEq3ZXzfko3HzlUnd/f0JJIpfnLP3IzHrdtW2bCW2SOvrNprgqySXkUcdeoE1q/cTs8+xQwLF50uKs7n2DMnUVFWQ4+SAvILu9daciLdQVsWIx4N7Aif9wVWA5lS2F0DfM3MaggWIDbAI8owKJJVqi7zHcqt3oennl/O0QcO4sjJg3Iqq7qytvEaIFn0HZB78DBmSC/y8+IM3cO75QXxAk4beRpPr3m6UbBVWluKuzN+3DgaLld3ilO7e17c8ljX6yisthQ8SZI4pQygpi7J46+v2aMgC4LJ3Pl5MRKJFPlxozb8sB43Iy8Wo7KslpLeHbM4c3tVb13Dppf+vrsHKxZn7Ae+zMizPpVx/wEDBvDLX/6SJUuWMGrUKPr27RtJOwb0LmRbmKkrL25MGdOPqtok9zy+k9pE8Cf6lnvW8b7DDoukvnQ9+xbznv+ZwmtPLqaqoo5k0sFS7Nxa2SjDYLpkyvnUzS+wtTT4cNljyUROOm8JebH990NWevibSHqnBj1dEWCt2lTGd/48u1GmVvfMqctzlV/Sl/xwmGsyuXvKt8Vg4sFDGT6+H7FY+6+BA48czo5tFdRVZ/77Xj+3aNDR51K2ah6pmsZJLEp27Gz0ekvV7iUg6hIpsq7LXN/LbzBsD/8HdJWqiloqSmsxjFTSiecFv/F5+fE97v0V2R+0+NfZ3ceFE7yeAN7v7gPdfQBwLvBglmN6uXvM3YsjTuEu0qJhp2ZeF25y7TtgsLMN6+YUFuW33HNgcODhwzn8pNzmPy5dX8r533mSq3/1Ehd+/2m2lzYf65+LGcNm8LUjvsaIkhEUxArIj+VzcP+DMTP61GxmWmoJeV5LT6/glJq0NMKegMpdVHhvHEiQz87YMIry4xzQxvknmcQMLjt0OP2L8+hXlMelhw5ryCrYTYbqNxPLLyKVNv8qnl/ImP/5PPGC7IFzUVERhxxySGQBFsDOtLvqZsbmXdVU1Tb+sFpVk+jQOQ89ehWmrV3tjdLIN7WzvIad5bWkUpBKQfmuIuqSyYzprPcXxWl38YvDIbtdpbo2wQ13zuai7z/NHf9e1CG/N+u2VpIX3/09GsF8pGvPPziS8iceMpRYzIjFjf6DezFiQn9iEc05i8fjnHB29jk7vcP1noaf+QkGTDu92fvl/fs2ej2wePcwuYqa7MNnf/zJozhgVB+OOmAQP/vMMW1sddcp21nFgllr2bm1gvUrd7Dk7Q1d3SSRvUautx6PcveGdFvu/m8z+0H6DmY21t1XZisgzFM/wt33LMerSCsmXfJ9SoZPYvGfvk76CsHJvCIG9y3m+CmZFlTNLJ4X44iTxrF8wSYsZvTqU8SGVTuprU7gBB8Cho3NPfvYXU8tbrjLW5dI8vgba7jk9D2bv1CcV8wVB13Bop2LyLM8JvUNyokVFnNwciUH1TafLmnA5MRb7IwfhgH51DAstZgzT/sQF0WQ8cpixoQBPfjKcWMbbY/FrdE6Yt1JsrY6iBIaXjdPu9wZ0mP5ukSKooI4/XoWcurhw3lu7gYc57IzJ3foRPmDjhzBorkbqCqvZfTkgVkTuAD061nI4H7FbNxeScqT9OxXRQfmXNgrfP6CqXzt9tdxdyaP6svRB+bWY94Rbnt0AU/NWUsqBX9+cjETR/TmpEOjzYR5yLj+FBXESaYcd+dDJ43j8vceQM/iaObaDhnZh/6DSkgkUhT1aPmG154qLI5RU9U8SXL9QsXv/v5zbHm9+VKcibTMuD3zenLM0N0BU8+i7N//4RMH8OevndyOFneNyrKahlsGqZRTtrPzlgoQ2dvlGmRtNbNvAX8l6PS+BGg6YPlnZhYjWMxrNrCFIMPgROAUgqQZ3wUUZEmHGX7qpaSSCZbeeT0AFosz43O/4JMHH0BBC3NMMunZp4hDjwuyhKVSKTavK60f/Nrm7pm+JYXkxY1E0onFjN492pd4My+Wx8H9G9817jVmKiPe+0nWPHYrTdP5OVBjBQ3/LA0n5glefmcTF586sd0fjsyMqceMYuHsdSQTKbAgC9WUo0Z22yxalRuaLMLcRV1uybTFrgviMaqqE/TrWch3Lj2CS88ooyAvzshBHbvYbH5BHlOPHpXTvrGY8Ycvn8SDL65gZfkyfPh84hbn/WPf36Ft7M6OOmAQj/3wvewsr2X4gB5demPhlQWbG+4d1CVSvPHu5siDrF498rn7G6fy8jsbGdq/B0d0QNKDeH6cWDzWYX8/ikuKqKlqfmOlqEfwt3DbnCeavZfKi1MxcABx4pw77lwOG3hYozXiigryuPiU8dz7bPM5Zd30XlOr+g4qwWJGLByJPnRM917aQKQ7yTXIupggQHoofP1CuK2Bu18YLtb1MeBKYBhQRbBw8L+AH7n7no2REmmDkWdcQe/x06hcv4R+B59IYf/2f8Ao21FNdWVdQ4KAVYu2tprsIt0nzzmQxWt3sWjtTo6fMoRzjsntA21bTfjwNykZeSDv3nZNwzYHksR5peAsCtlIHkGSh83xiVSv3cX375rDTVe1f/jKgKG9mHHOAcz87zKqymtJpZxVi7YyYEj06fqjYN1gXReAow8axNyl20m5M6hvEYP7BXfKzYzxw7rnSOs+JQVccdYBwAHUJE8jZjHyY9FnDN2b9CzOj6wnp13taNKb0t4bOtn0KSngnGNGd0jZ2zeXM++11XjKGTa2H5MPGxZ5sDVoRG92bt0dZFksWCZjxPjg77rlNf65JYqKWH7sUZQOG0pBLE7vgt4ZF+H+/AWHcNX7DuLUr/yr4VZXXgzy8/Y8WUdXKizK56hTJ7JtYxnFPQvoP7hnVzdJZK+Rawr37cAXzKw3kHL35gtNBPstAL4ZYftE9kjvCYfTe8LhkZVXUJiHp81oLihu2yT/Xj3yue2LJ0TWnpYMnfFBts76N1tn/5t4YQl5F/2GLz9SiVsM8wMooJI6ikhZ8D3MWbKllRJzV1ebpLK8tuFntWtbJalUKrL5FFEq6j+SRgu9dFGP202fOoZ/vraamrok5xwzmrxuEvzlqjDePROb7K8+etoEfvjXN0mlnHjcOHN62xcH7mrvzlnfcENr4+qdjBjXn559sg9h3RMjxvWnuqKOrRtK6dWvmKGj+9KrbzEF4fy6VLLxvMg+005jy7TxxD3F6F6jGdc7U96vQF04YqE+46RjpBzie2lvVlGPfEZ0w2U4RLq7nD4pmtkhwF+A/uHrrcBl7v5O2j4XtFSGu2dMlCGyNyjuWcDkw4excuEWCgrzmHLUSBLJFCs2lDGgTxH9e3WvD5pTv/CHhucPvbSSvLy3qEuCW4waGt+J3NNsh5nk5cfJz481rL1U1CO/WwZYAMVDx9F36omULnoD9xSjzrm6S9pRkB/nghOzf2ATaYszjhzJgN5FLFm3i2MOHLxHy0XsD8yMiYcMZWKWNQuLB4+mYlXDRxyGTjyWrx1xOTXJGkrySlrsWYvFIGZGsn7JjJh1YSoUEekqud6O/1/gS+7+LICZnQzcDhyftk9LA/KdLNkIRfYWw0b3Y9joYDx6VU2C93/rCXaW12LAty45vMOGzrTXyEEl1GXJRl+QZ/zoyqMiqysWM454z3hWLNiMxWBcG5KNdDYz47Cv3Uvp0tnEC0voOSaazGgiXe2ISQM7ZJ5UZznwiOENwwWHju7bJctATP3CH5lzw/uoK91K3ykzGHHGFcRieVQlqrhr0V2U1pZy8oiTmTqg+XpXJUX5/L8PTeXmf8wjZsa3Lzmi2yYAEpGOk2uQVVIfYAG4+3Nm1mgmtrtfEWnLRLqxe/+7tCH1tgO/+Pvb3TbIWrulgnja0JV6eXG479unR75mS3FJAVOO2juGKFksTp/JR3d1M0QkTf/BPTnx3IPwlBPvgnXAAIoHj2HG797BU0ksbfHjfyz9B2vK1+A4D694mGElwxhQ1Hx+7gdOGMd5x48FUIAlEpGynT159qG2L3jeVXINspab2beBu8LXlwArMu1oZoXAB4Gx6eW7+/f3vJki3UyToSLddS2o6m3ric97kDE1CZbnH9DovXgsziU//i+3ffFEJo9s/1pZ0n25O5tffYidC19l4JHvzbj+j0h3EotZt0jJlx5gAeyo2dGwGHyMGKW1pRmDLFBwJbK/y/UW0ZXAIIIhfw+Fz7P1XD0CnAckgIq0h8g+Y/qkxv9Uxw3rHhmXNr70D1778rG8+cMPULp8LrO+cQq9XruFy8pv5Zjq5xrtW1OXpLImyX3PLstcmOwzNr54P4v+8GU2PHsX83/9KXa882JXN0lkr3Tc0OPIj+VTECugV0EvRvbcO3rtRaTz5ZpdcAfw+RzLHOnuZ+15k0S6vy2lNRQXxKmqDSY7Vdc2X9Sys1VuWMbiO75Cqraa6s2rWfjbq0klE1iyhgLg6NqXeL3o5EbHFOTFGNKvOGN5su/YMe95UrXBIqKp2mp2LnqNflNP7OJWiex9jh92PGN6jaGsrozxvcfv90sXiEh2LQZZZtZ8ufM07v4/GTa/YmaHuPu8drVMpBubPnkQRWGqXwcufM/4rm0QULNjIxYLL2lPUVdZSv2qpJZXSHzIQeTXxqhLBNsK8mIcf/AQLjtzUlc1WTrJgGmnsXX2v0nVVhErKKLflL1nTLtIdzOi54iuboKI5MjMRhFkSB8KpIDb3f0WM+sP/I1getNK4CJ332FmA4B/AEcBf3b3a9PKKgBuBU4Oy/qmuz+Qre7WerKOA9YA9wKvQ/YspGY2j+DzZh5whZktB2rCY9zdD22lLpG9Rp+SAn73+Rnc//xyJo/sw/kzxnZ1k+g98UgKBwynZtt6PJVk7Ae+REHfwax78g5KRh3E4eddx6O/m8XarRUUF+Txv//vBMZ004WCJVpDZnyQWEExuxa/zoDDTqfvQce3fpCIiMjeLwF82d3nmFkvYLaZPQVcDjzj7jea2XXAdcDXgWrg28DU8JHum8Bmd59sZjHCpa2yaS3IGgqcAVwMfBT4F3Cvu8/PsO+5rZQlss/YWV7D1be8RE1tkn+/sYaUOxec0LVrHcULijjyB0+wc+GrFPQdTK8xwd+GwUfvXl3hrutOYWtpNf16FpLfRVm7pGsMOuocBh11Tlc3Q0REpNO4+wZgQ/i8zMwWAiMI8kecHO52J/Ac8HV3rwBeMrOJGYq7EjgwLCsFbG2p7hY/Zbl70t3/4+6XAccCS4HnzOxzGXYfDExx91XpD+BQYO9dsEMkg9lLtlJbl6SqNkl1bZIHXsiYbLPTxQuKGXDYqQ0BVlOxmDG4b7ECLBEREdkXDDSzWWmPq7LtaGZjgcMJRucNCQOw+kBscEuVmFnf8OkPzGyOmf3dzFpcDLTVT1pmVmhmFwB/Ba4Bfk3mhYV/BizMsH1h+J7IPmPkwBLql53Kj8cYP6x31zZIREREZP+z1d2npz1uz7STmfUEHgC+6O6le1BPHjASeNndjwBeBX7e2gFZmdmdBOMR/w18z93faWH3Ae6+sulGd18aTiIT2WccMKov1188jfueXcbYIT358oWacigiIiLS3ZhZPkGAdbe713cUbTKzYe6+wcyGAZtbKWYbUEmwlBXA34FPtHRAa3OyLiVY42oy8HnbvQBrfTKL9Nv3LeWBLmmlHpG9zpnTR3LmdK2RIiIiItIdWRC8/BFY6O43p731KHAZcGP49ZGWynF3N7PHCOZx/Rc4DVjQ0jEtBlnu3paJG0+b2Y+Ab7m71280s++FjREREREREeksMwg6jeaZ2dxw2zcIgqv7zewTwGrgwvoDzGwl0BsoMLPzgTPdfQFB9sG7zOxXwBbgipYqzmkx4hx9GfgDsDTtmzgMmAV8sj0Fm9nPgPcDtcAy4Ap339meMkVEREREZN/l7i+RfQmq07IcMzbL9lXASbnWHVmQFaY8vNjMxgMHh5vnu/vyCIp/Crje3RNm9lPgeoJoUkREREREpFuJLMgys6HuvjEMqjIGVvX7tLVsd38y7eVrwIf2sJkiIiIiIiIdKsrFch6PaJ/WXEmQ7TAjM7uqPlf+li1bIqhOREREREQkd1HOyTrMzEppPu6xPgmGAVnz0pvZ08DQDG99090fCff5JpAA7s5WTpgf/3aA6dOne7b9RERERERk71CWv4PnR/y9q5uRsyjnZMXbefzpLb1vZpcB5wKnpWcvFBERERER6U6i7Mmqz0V/NDCCoAdrPfBGe4MiMzuLINHFe9y9st0NFRERERER6SBRJr44E/gdsARYF24eCUw0s882SV7RVrcChcBT4YLIr7n7Z9rTXhERERERkY4QZU/WLcDp7r4yfaOZjSNIeHHQnhbs7hPb1zQREREREZHOEWV2wTxgbYbt64D8COsRERERERHptqLsyboDmGlm9wFrwm2jgI8Af4ywHhERERERkW4ryuyCPzGzh4HzgOMIUravBT7m7guiqkdERERERKQ7izS7oLsvBBZGWaaIiIiIiMjeJMo5WVmZ2b87ox4REREREZGuFmUK9yOyvQVMi6oeERERERGR7izK4YIzgecJgqqm+kZYj4iIiIiISLcVZZC1EPi0uy9p+oaZrcmwv4iIiIiISIcws1HAX4ChQAq43d1vMbP+wN+AscBK4CJ332FmA4B/AEcBf3b3a9PKeg4YBlSFm850983Z6o5yTtYNLZT3uQjrERERERERaU0C+LK7HwQcC1xjZlOA64Bn3H0S8Ez4GqAa+DbwlSzlfczdp4WPrAEWRBhkufs/3H1RlvcejqoeERERERGR1rj7BnefEz4vIxh5N4Jgyak7w93uBM4P96lw95cIgq12iTSFO4CZfSnD5l3AbHefG3V9IiIiIiIiLTGzscDhwOvAEHffAEEgZmaDcyzmT2aWBB4AfujunrW+Ft7bI2Z2DzAdeCzc9D6CpBgHAn9395sirbDltpQBGXvXpNMMBLZ2dSNE56Eb0DnoHnQeup7OQfeg89A9dOV5GOPug7qo7jYzs/8Q/LzSFdG41+l2d789w7E9CRL0/cjdHzSzne7eN+39He7eL+315cD0JnOyRrj7OjPrRRBk/dXd/5KtvZH3ZAEDgCPcvTxs0HcJJpCdBMwGOi3IAha5+/ROrE+aMLNZOgddT+eh6+kcdA86D11P56B70HnoHnQecufuZ+3JcWaWTxAU3e3uD4abN5nZsLAXaxjQ4vyqsP514deysFPpaIKkGhl1xGLEo4HatNd1BJFyFVDTAfWJiIiIiIg0YmYG/BFY6O43p731KHBZ+Pwy4JFWyskzs4Hh83zgXOCdlo7piJ6se4DXzOwRgjWzzgXuNbMSYEEH1CciIiIiItLUDOBSYJ6ZzQ23fQO4EbjfzD4BrAYurD/AzFYCvYECMzsfOBNYBTwRBlhx4Gng/1qqOPIgy91/YGaPAycQBFmfcfdZ4dsfi7q+VjQbkymdTuege9B56Ho6B92DzkPX0znoHnQeugedhw4UZgq0LG+fluWYsVn2P7ItdUee+ALAzA4jmIPlwIvu/lbklYiIiIiIiHRDkc/JMrMvAHcTZP8YDPzVzLQYsYiIiIiI7Bc6IvHFJ4Bj3P277v4dgtWVP9UB9WRlZmeZ2SIzW2pm17V+hETFzFaa2Twzm2tms8Jt/c3sKTNbEn7t11o5kjszu8PMNpvZO2nbsv7Mzez68NpYZGbv7ZpW73uynIcbzGxdeD3MNbNz0t7TeYiYmY0ys2fNbKGZzQ9v+ul66GQtnAddD53EzIrM7A0zeys8B98Lt+ta6EQtnAddC/uBjlgnax5wlLtXh6+LgJnufkikFWWvPw4sBs4A1hKs0XWxuyvpRicIJwtOd/etadtuAra7+41h0NvP3b/eVW3c15jZSUA58Bd3nxpuy/gzN7MpwL0EaUeHE0zcnOzuyS5q/j4jy3m4ASh395832VfnoQOEaXiHufscC9YxmQ2cD1yOrodO08J5uAhdD53CzAwocffycKL+S8AXgAvQtdBpWjgPZ6FrYZ/XET1ZfwJeD6P0G4DXCFIndpajgaXuvtzda4H7gPM6sX5p7jzgzvD5nQT/bCUi7v4CsL3J5mw/8/OA+9y9xt1XAEsJrhlppyznIRudhw7g7hvcfU74vAxYCIxA10OnauE8ZKPzEDEPlIcv88OHo2uhU7VwHrLRediHRB5khTnoryD4sLEDuMLdfxV1PS0YAaxJe72Wlv+4S7QceNLMZpvZVeG2Ie6+AYJ/vgRz9aRjZfuZ6/rofNea2dvhcML6oTk6Dx3MzMYChwOvo+uhyzQ5D6DrodOYWdyClNWbgafcXddCF8hyHkDXwj4vsiArHOfb38z6AyuBvwJ3AavCbZ0lU5rG6FMoSjYz3P0I4GzgmnAIlXQfuj46123ABGAasAH4Rbhd56EDmVlP4AHgi+5e2tKuGbbpPEQkw3nQ9dCJ3D3p7tOAkcDRZja1hd11DjpIlvOga2E/EOU6WbMJfhHqf0HqfyksfD4+wrpashYYlfZ6JLC+k+re77n7+vDrZjN7iKCbe5OZDXP3DeFY/c1d2sj9Q7afua6PTuTum+qfm9n/Af8MX+o8dJBw3sMDwN3u/mC4WddDJ8t0HnQ9dA1332lmzxHMA9K10EXSz0P6XCxdC/uuyHqy3H2cu48Pv9Y/r3/dWQEWBIkuJpnZODMrAD4CPNqJ9e+3zKwknOSMmZUQrJD9DsHP/7Jwt8uAR7qmhfuVbD/zR4GPmFmhmY0DJgFvdEH79gvhh5h6HyC4HkDnoUOEk8z/CCwMh67X0/XQibKdB10PncfMBplZ3/B5MXA68C66FjpVtvOga2H/EGVPVrfg7gkzuxZ4AogDd7j7/C5u1v5iCPBQ8P+VPOAed/+Pmc0E7jezTwCrgQu7sI37HDO7FzgZGGhma4HvAjeS4Wfu7vPN7H5gAZAArlHWomhkOQ8nm9k0gt78lcCnQeehA80ALgXmhXMgAL6BrofOlu08XKzrodMMA+4MMy7HgPvd/Z9m9iq6FjpTtvNwl66FfV/kKdxFRERERET2Zx2Rwl1ERERERGS/pSBLREREREQkQgqyREREREREIqQgS0REREREJEIKskRERERERCKkIEtERBqxwEtmdnbatovM7D8R1rHSzOaFjwVm9kMzK4yqfBERka6kFO4iItKMmU0F/g4cTrDm4FzgLHdftgdlxZuu9WJmK4Hp7r7VzHoCtwN17n5ZpjJERET2JgqyREQkIzO7CagASsKvY4BDCBYbv8HdHzGzscBd4T4A17r7K2Z2MsGCzBuAae4+pUnZKwmDrPB1b2ANMA6oBR4B+gH5wLfCun4AbHX3W8JjfgRscvdfd8gPQEREZA8pyBIRkYzMrASYQxD0/BOY7+5/NbO+wBsEvVwOpNy92swmAfe6+/QwyPoXMNXdV2QoeyVpQVa4bS7waWA20MPdS81sIPAaMIkgyHvQ3Y8wsxiwBDja3bd1xPcvIiKyp/K6ugEiItI9uXuFmf0NKAcuAt5vZl8J3y4CRgPrgVvNbBqQBCanFfFGpgCrBZb29cdmdhKQAkYAQ9x9pZltM7PDgSHAmwqwRESkO1KQJSIiLUmFDwM+6O6L0t80sxuATcBhBMmUqtPersi1EjPrBYwFFgMfAwYBR7p7XdjrVRTu+gfgcmAocEdbvxkREZHOoOyCIiKSiyeAz5mZAYS9SQB9gA3ungIuJUiS0SZh4ovfAQ+7+46wzM1hgHUKwTDBeg8BZwFHhW0SERHpdtSTJSIiufgB8Cvg7TDQWgmcSxAcPWBmFwLP0obeK+DZsKwYQfD0g3D73cBjZjaLIKvhu/UHuHutmT0L7GyasVBERKS7UOILERHZa4QJL+YAF7r7kq5uj4iISCYaLigiInsFM5sCLAWeUYAlIiLdmXqyREREREREIqSeLBERERERkQgpyBIREREREYmQgiwREREREZEIKcgSERERERGJkIIsERERERGRCCnIEhERERERiZCCLBERERERkQgpyBIREREREYmQgiwREREREZEIKcgSERERERGJkIIsERHJysxuMLO/dnU7RERE9iZ5URVkZkfksFudu8+Lqk4REWk/M/so8CXgQKAMmAv8yN1fiqj8scAKIN/dE1GU2aT8y4A/A59y9z9EXb6IiEhbRRZkAc8DMwFrYZ9xwNgI6xQRkXYwsy8B1wGfAZ4AaoGzgPOASIKs9jKzvGzBmZn1A64H5nduq0RERLKLcrjgTHc/1d1PyfYAlkdYn4iItIOZ9QG+D1zj7g+6e4W717n7Y+7+1Qz7n2xma5tsW2lmp4fPjzazWWZWamabzOzmcLcXwq87zazczI4L97/SzBaa2Q4ze8LMxqSV62Z2jZktAZa08G38BPg1sHVPfw4iIiJRiyzIcvdTo9hHREQ6zXFAEfBQROXdAtzi7r2BCcD94faTwq993b2nu79qZucD3wAuAAYBLwL3NinvfOAYYEqmyszsaGA68PuI2i8iIhKJTkl8YWYHdkY9IiLSJgOArRHOk6oDJprZQHcvd/fXWtj308BP3H1hWP+PgWnpvVnh+9vdvarpwWYWB34HfM7dUxG1X0REJBKdlV3wyU6qR0REcrcNGGhmUc3P/QQwGXjXzGaa2bkt7DsGuMXMdprZTmA7wZzeEWn7rGnh+M8Cb7v7q+1ss4iISOSizC7462xvAX2jqkdERCLzKlBNMCzvHznsXwH0qH8R9iYNqn/t7kuAi80sRjAM8B9mNgDwDGWtIchgeHcL9WU6rt5pwHvM7JzwdX/gcDOb5u7X5vC9iIiIdJgoe7KuAN4BZjd5zCLIViUiIt2Iu+8CvgP81szON7MeZpZvZmeb2U0ZDlkMFJnZ+8wsH/gWUFj/ppldYmaDwuF7O8PNSWALkALGp5X1e+B6Mzs4PLaPmV3YhuZfDhwETAsfs4DvAd9sQxkiIiIdIsoU7jOBd9z9laZvmNkNEdYjIiIRcfebzWwTQcB0N8E6WbOBH2XYd5eZfRb4AxAHbgLSsw2eBdxsZj2AVcBH3L0awMx+BLwcBmdnuftDZtYTuC+ch7ULeAr4e47t3pn+2sxqgdIwcBQREelS5t7SaIw2FGTWH6h298pIChQREREREdkLRRZkiYiIiIiISIRzssLx9Dea2btmti18LAy39Y2qHhERERERkdaY2SgzezaMSeab2RfC7f3N7CkzWxJ+7RduHxDuX25mtzYp68Nm9nZYTqZ5y41EmfjifmAHcLK7D3D3AcAp4bacxtiLiIiIiIhEJAF82d0PAo4FrjGzKcB1wDPuPgl4JnwNQcbdbwNfSS8kzJT7M+A0dz8YGGJmp7VUcZRB1lh3/6m7b6zf4O4b3f2nwOgI6xEREREREWmRu29w9znh8zJgIcF6jOcBd4a73UmwlAnuXuHuLxEEW+nGA4vdfUv4+mnggy3VHWWQtcrMvmZmQ+o3mNkQM/s6LS8oKSIiIiIi0mHMbCxwOPA6MMTdN0AQiAGDWzl8KXCgmY01szyCoGxUSwdEmcL9wwRdbc+nBVobgUeBiyKsJ2cDBw70sWPHdkXVIiIiIiLd1uzZs7e6+6DW9+weRo0a5dXVjTuYtm7dOp/GvU63u/vtTY8Nlwx5APiiu5eaWZvqdvcdZnY18DeCdR9fofHaj81EFmS5+w7g6+GjWxg7diyzZs3q6maIiIiIiHQrZraqq9vQFtXV1VxwwQWNtt1+++3V7j69pePC9RkfAO529wfDzZvMbJi7bzCzYcDm1up398eAx8IyrwKSLe0fZU8WZnYgwRjHEYAD64FH3X1hlPWIiIiIiIi0xIIuqz8CC9395rS3HgUuA24Mvz6SQ1mD3X1zmInws7QyUi/KFO5fB+4DDHgDmBk+v9fMrmvpWBERERERkYjNAC4FTjWzueHjHILg6gwzWwKcEb4GwMxWAjcDl5vZ2jAbIcAtZrYAeBm40d0Xt1RxlD1ZnwAOdve69I1mdjMwP73xIiIiIiIiHSnMFJhtAlbGFOzuPjbL9ovbUneU2QVTwPAM24eF74mIiIiIiOzzouzJ+iLwTNjtVp+yfTQwEbg2wnpERERERES6rSizC/7HzCYDRxMkvjBgLTDT3VvMviEiIiIiIrKviDS7oLungNeiLFNERERERGRvEuWcrKzM7J+dUY+IiIiIiEhX65QgC/hUJ9UjIiIiIiLSpTolyHL3DZ1Rj4iIiIiISFfrsCDLzH4TcXmjzOxZM1toZvPN7AtRli8iIiIiIhKFSBNfNDEj4vISwJfdfY6Z9QJmm9lT7r4g4npERERERET2WGfNyWo3d9/g7nPC52XAQoJU8SIiIiIiIt1GpD1ZZrYCcII1soaZ2fLwubv7+AjrGQscDrweVZkiIiIiIiJRiHqdrHH1z83sTXc/PMryw3J7Ag8AX3T30gzvXwVcBTB69OioqxcRERERkU7WP7WTiyseabTt9i5qSy72muGCAGaWTxBg3e3uD2bax91vd/fp7j590KBBndtAERERERHZ73VkkPX3KAszMwP+CCx095ujLFtERERERCQqHRZkufuPIy5yBnApcKqZzQ0f50Rch4iIiIiISLtEnsLdzKYDJwLDgSrgHeBpd9/ennLd/SWCJBoiIiIiIiItMrNRwF+AoUAKuN3dbzGz/sDfgLHASuAid99hZgOAfwBHAX9292vTyroY+AZBkr/1wCXuvjVb3ZH1ZJnZ5WY2B7geKAYWAZuBE4CnzOxOM1MmChERERER6Qz16+weBBwLXGNmU4DrgGfcfRLwTPgaoBr4NvCV9ELMLA+4BTjF3Q8F3gaupQVR9mSVADPcvSrTm2Y2DZgErI6wThERERERkWbcfQOwIXxeZmb16+yeB5wc7nYn8BzwdXevAF4ys4lNirLwUWJm24DewNKW6o4syHL337by/tyo6hIREREREclVk3V2h4QBGO6+wcwGt3Ssu9eZ2dXAPKACWAJc09IxOQ0XNLMZZlYSPr/EzG42szFN9jEzu8jMLgyfn2Zmvzazz5rZXpUqXkREREREur2BZjYr7XFVpp1aW2e3NeEyUlcTBGnDCYYLXt/SMbn2ZN0GHGZmhwFfI0il/hfgPWn7/BYYDBQQdMEVAo8B5wAHAF/I9RsRERGoqKsgZjGK84q7uikiIiLd0VZ3n97SDlnW2d1kZsPCXqxhBHkkWjINwN2XhWXez+55XBnlGmQl3N3N7DzgFnf/o5ld1mSfE939kPAb2QgMc/daM7sHeDPHekREBHhy9ZO8vul1AM4efTbTh7T4P0RERESaaGGd3UeBy4Abw6+PtFLUOmCKmQ1y9y3AGcDClg7INcgqM7PrCdapOtHM4kB+k30S0DBmcaa714avE2aWzLEeEZFuZ+P2Sl5fuJmxw3px2PgBHV5feV05r296naQHfzr/vfrfHDn4SIL/FSIiIpKj+nV255nZ3HDbNwiCq/vN7BMESfkurD/AzFYSJLYoMLPzgTPdfYGZfQ94wczqgFXA5S1VnGuQ9WHgo8CV7r4xTMX+syb7bDSznu5e7u5npTV0KFCbYz0iIt3Kxu2VXPKTZ0kkU5gZX73oUM45pmNXo4g1mcYat3iH1iciIrIvamWd3dOyHDM2y/bfA7/Pte6cElK4+0bgHqCfmb0fqHX3vzTZ52x3L89weClwbq4NEhHpTt54dwvJlFNTl6K6Nskjr6zq8Dp75PXgzFFnErc4+bF8Pjjhg+rFEhER2Yvk1JNlZp8EvgP8lyAa/I2Zfd/d78iy/6EEKyinl/9gpn1FRLqzsUN7NTwvyI8xeWSfTqn3mKHHcNSQozBMAZaIiMheJtfhgl8FDnf3bQBmNgB4BWgWZJnZHcChwHwgFW52FGSJyF7o0PH9+dqHD+Phl1dywKi+XHPelE6ru+mwQREREdk75BpkrQXK0l6XAWuy7Husu3fepxARkQ529tGjOPvoUV3djH1WVUUt5buq6dWvmKLipjmVpDuq2bGJrbMep3DACAYcfoZ6W0Wkw62Lj+H6fr9osvX8rmhKTloMsszsS+HTdcDrZvYIQa/UecAbWQ571cymuPuC6JopIm1VXV1NQUEBsZh6Q6T7KttRxZwXVzR8SD/yPeMo6V3Uxa2SltSV72DWN04hWV0JsRij3nc14y74alc3S0SkW2mtJ6t+MsKy8FGvpVzydxIEWhuBGoI5XO7uh+5xK0WkkbpUHYt2LCIvlsfkvpMbDStLpVL88Ic/ZN26dZgZV199NYcddlgXtlbaorYmwdpl2zGDkRMGkF+wb2cWXLdyB6mkE9y/g42rdzFhqoKs7qx0ySxSiVpSddUAbHrx7wqyRESaaDHIcvfv1T83s57BJq9opcw7CPPRs3tOlohEJOUp7lx4J5uqNgEwue9kLpzYsLwDL774IuvWrQPA3fnjH//Ir3/96y5pa3e3fd5zLP3rd4gX9+LAT/2SkhGTu7Q97s6c51dQXVkLGFvWl3L0aRPbX24qicXaH6xt3lnF7Y8txHGuOncKQ/oVt7vM4pICYnEjlXRicaO4RMMFu7viYRPxZLCGm+UV0HOs7qGKiDTV6jgiM7vazFYTLLq12sxWmdlnWzhktbs/6u4r3H1V/SOyFovs58rqythYuZG6VB11qToWbF+Auze8X1HR+D5IMqm1wDOpq9jJO7+8gsp1iylbOod5P7+kq5tEojZJdVUd7kHAVV5azU0zf8ayXctaPziDuopdzPrWmTz/8ZHM+vZ7SVSW7nHb3J1LfvJf/vXGGh5/Yy2X/Pi/pFLe+oGtGDVxAENH96W4pIDhY/sxbGy/nI9dvqGUt5ZvI5HsvPt52zaWseLdzZTuqGpxvzlLtvLs3PVU1SQ6qWWdp8fQcUz9f3+i39STGPqeiznwql+1u8y6RIpdFbWN/paJiOzNWpuT9S3geOBkd18ebhsP3GJm/d39hxkOe9fM7gEeIxguCIC7K7ugSAR65PUgHouTSCYwjN4FvRtNOj/11FN54oknqK4OhvKcc845XdXUbq2ubHvaK6dm56Yua0u9vII4hUV5VFfVkfIUVXllVHoF9y+9n+uPvL7N5a399++pWLMQcCrWLGTNf25n3AVf2aO2lVXWUVa5O2Aor06wvayGgX3aN7QvFjMOmDa8zcfd9dQS/vjvRcRicOCovtz6uRnEYh2bfGHdiu0snrsBgFXvbuGI94yjd78ezfa7/Z8LuffZZZjB4L7F/OXrJ1OQv28N++x/yMn0P+TkSMp6Zf5Gvvq/r5NyGDOkJ3d/41TiHXwuRUQ6Wmtzsi4FDnP36voN7r7czC4C3gIyBVnFBMHVmWnblMK9DSorK/nzn//MunXrOPHEEznrrLO6uknSjeTH8rlk8iU8uuJR8mJ5fHDCBxu9X1RUxM9//nMWL17MwIEDGTJkSBe1tHsrHjyWvJI+1NYGPRJ9D5qRdd+/PLWYR19ZxcQRffjWxw6nZwdlwDMzjnzPeJYuWs+sLbNYXfIuAIlUAndvcwa3/9/efcfJVdX/H399ZraX1E1Z0jaNhJBAAiFUEQERFb7wVQER/YKg6E9RUfwKiH7F+gV7AQt+RVFQOlJUikiVnhBSSe+97Cbby8zn98e9u9kyM7vZnd3ZJO/n47GPnXvn3HvO7t07O58553xOvLEe96CXx+MxvLEhYTl3Z9uGPdTVNjJi1EDyi3I6lMnP7fjvoiivqwlq0++OJ5dT3xj00i5dX8HqrZVMOmxAr9a5fvnOlsfusGHFLo6c0zHIeuCFNdQ1BG3bUVHHik17OLJsSK+27UD2P3+YS3On6LptVdz37Go+fPrEzDZKRKSHOh0u2DrAarWvlnbzrczsYjMb6u4fT/B1eRrbfNC7++67WbBgATt37uTRRx9l6dKlmW6S9CPuzlMbnmJPwx521e3i+c3PdyjT1NREfX19S2+WdFRfvoWmqvKW7b3LX01Y7rW3t/P7x5ezaWcNLy3ayk8fWNSr7crJy2La0WMZMikHsuJELcqZY87sVorsgVNPhHg4XDQeY+DhcxKWW7V4G8vmb2bNku28/swq6usaO5TJihpZ0X1tMOAnDyxk557M/I0NLspteezuDOyDuVyRrLbXICtJ79SokkKaSzbF4gwb1PO5a+25O/c9t5qrfv5v7nhyeVqGbmZKY1PbIc2VtYk/DBAROZB0FmRtNLMz2u80s9OBLe12jwPuM7MXzOxGMzvetHBGtyxfvrxlXHpTUxOrVnVvPob0ru2b9jDvudW8PW8TTU19N+9pb+NeNldvpiHeQEO8gYW7FraZx1BbW8s3v/lN/vCHP/DDH/6Q55/vGIQJWCSrze/NIol7Zba1mnuT1VjOhiX/Zv78+b3atqamGO8d/T6uOuoqrj76ak4ceWK3zrPp8d+22d74VIf144HgbznI8AcedyoTzDeqqKqnKbbv9+XAIy+v54ofPtettvXUzVfOYeJhAxg+KI+vfmQWwwamP5Bpb/iogW22h41K3HM2a+JQzMAMhg7IbRMQpsvTb27ml48sYe6KnfzhieU89OLatNeRyp4Vc1n448tYdfd3iDfWd35ACocNLWyzfezhw3p0PhGR/qCzsR6fBx42sxeBuQT/V48DTiZYK6uFu98E3GRmxcCZwOXAr81sKfA48IS7Z37SQz+zbNkyVq5cyeGHH87kyZMByMlpO1QnL0/pjPubqj11LJ27iXjM2VtRRzzuTJs9uk/qzo/mBynbw/e7RdlFbXo5li9fTm1tLfX1wRufp556ilNPPbVP2nYgyR08grIPfJm199+MZeUw9f/dkrDcydNH8qtHl5IX38vomldhV4zf/W4ZF110EaecckqP21HfGOORl9ZR3xjj3BPHUbFpL2uWbGNPXROLahsoGVbER06fRHHB/vfU1Gxd3Wa7dmuSD2x8399PPO4J11YbUJBDxKB9h8n2ijoam2JkZ/XtnKPxI4v51DlHUFnTwMnT+2ZIbGX5vl47M6iqqGPI8KIO5f722vqW39Oe6gaWb9zDkfuR0KMrVmzc0zIksa4hxtL15cD4tNaRTM22tbz5rXPB4+yaB5Vr3mLm9fd1+3ytX78KcqPsrVZPlvTMtpceYvsrDzNwyhzGvPfTmNaLlAzoLIX7YjObDnwEOJJghMjzwKcSDSMMj6kEHgq/MLNpwHuBPwLvSV/TD3yLFi3i1ltvJR6PY2Z88YtfZMqUKZxwwgk88sgjuAdvdqZNm5bppko7NVX14RsDx+NOVR8OmcqJ5nDmmDN5cv2TRCzC+8ve3+b5kpIS4vFgNG8kEtGcrBTG/cfnGfP+z2AWSfpPeEhxLnd/7XTufuAx5r8MsRg0NDQwb968tARZ//2bV1mwehexuPPQC2v5f0eV4sCtr2+gqiFGVtR49e3t3P7ld+73ubOKhlC/a+O+7cLEb/RbLbMWpFNPMPQsGo1w7cUzufkv8zsEWpkYtPCDexfw+GsbcIL5WXdefzrZWb37RmrA4HzKd1QRjzkWMQqTJP0YObiAvTV7cIdY3BnWw+Qgibzz6FLufXY18XCu3ll99CEPwPaX/wq+b8bAnrdf7tZ5Gqv38PavP8cnNi7iyfgpvF78Horys5k9RT1Z0n27Fz3Psv/7EvGGWsoXPYeZMeZ9/y/TzZJDUKezlsNgqmWMiZmNTBZghc8fk2D3X4GfdaeBB7OHH3645c2wu/PYY48xZcoUXn/99ZZhTPF4nI0bN3LYYfuffUt6z6CSVsNbDEaOG9RndTfEGnhqw1M0eRM4PLb2MaYOngoE6drr6uo455xzePnllxk2bBiXXnpph3P89d9reXb+Zo49fBiXnDGp17Oy9WeRaOfJGwYU5HD6iUex8LVniMVi5OTkcPjh6VlTa+7yHS1By67KevbUN2FAXVMcBxpjzrL1Fd1LfNHQdthf8+Kx7ZWMHMDGVbuAIKHDwKEdkznE486tf13cJsDKihr/eXIZWdGeBTfuTqwpTjQr0uWf8YnXN1DbnFxiTx1rtlZy+OiBnRzVM+OmlODu7NlVw4gxAxk6omMvFsD/fnIO373zTXZX1vPpc49geBrWE2tv2rjB/Paad/Dmyl1MHz+YI8amt6cslaKy6W22s4q6V/eSWz9D+YKniQBncR+1A8s4/T0f6LXEMpnS/P9cMyj6RuXqt1qGsMYbaqlY9qqCLMmI7qSG+juQKJBq9svw+QUEPV/Tw8dDzezT7v5kN+oEwMzOJgjWosD/hUMUD1ibN29us71u3bqE+//2t78xZ07iCev7o2HPDra99CC5Q0oZNufcPnnBX7+9ipv/8Cz1DQ1cdfE7mDnx4PiEMtYUb/OPs6G279bCqYvVEW/1KXJ1Y3XwJjUW44YbbqCiogKA8847r0P69i27avjLv1by8MvraGiM89bq3eTlRLngnRP6rP39yfI7rmfzP/8AFmXKJ35I6akfTlp20qRJnHbaabz88suMGzeOM888My1tmDRqAKu3VBKLOXk5UYpzokTMKMiOUtnQRDQaYeqYgd26Xz3edq6gxxL/nW5eu6vVMc7OLXspHdf2jXNDU4yqun3HRwxu/fzJHDVh6H63q81565qY+9xq6msbyS/K4ZhTx5Od0/m/pjHDi1i5aS+xuIOTloWRO2NmjD9ieKflSocUcMvnk2erTJdJowYyaVTvBpaJDD36DEaedglbn7+brMKBHH1d94YK7ln2Sstjwxmx4xV+eP8kppUNZnIvB8z7w+NxYvU1ZOUnDqpTueWvi7jr6VVEIvA/Hz2G9xw3phdaKK1lDyxp09OaVdC7WUelfzOzMQSj6UYSJO27zd1/ZmZDgHuAMmAtcKG7l5vZUOB+gulRf3D3q8LzFAMvtDr1aOBOd786Wd3d+fixs//0a4FZ7j7b3Y8FZgGLCOZpfb8b9QWVmkWBWwmGHk4DLg6HIh6wmnuxmjUvGtt+PkQ6hns1Vu/lpc/NYtVd32DJL65kwQ8+0uNzdsX137uVhlWPEtnwBD/84Y+pTpC17EBUWV7b8qbX486ubVV9VndxdjH50X1vKEfkj8DMeO2111oCLIBHH32UxsZ9v+8N26v46P8+w4MvrqGhMfjbq2uIsWht6/Wi0qdiZzVvPLOaN19YQ01lzybG94bqLSvZ/NTvg66beBPLfvullOUXLFjAk08+SWVlJYsWLeK++7o/B6W1n332JP7z5DLef8JYfnvNO5g26zCiEeMzs0fzn3PGcPnZU/jJZ7qX+GLoMe9uu33sWQnLtYvF2Ly2vEOZvJwsTjhiONlRIytiHDF2ELnZ0R4vHrt+xU7qwwWYa6sa2LS6a3+PP/zUCZx61EhmTRrKTz5zIgMLO6adl95hZkz9xI847Y+bOOVXSygaM7Vb52mfMCPqjTTFnOcWtM+rlTlV65fw788cyb8/NYUFP/wo8SQfVCSyeWc1dz0dzIOMx+HGP87rrWZmxLrlO3jt6ZWsXLi1Xy0ivXv+0222K95+JUlJOUQ0Ade4+xHACcBnw/jhOuBpd58MPB1uA9QBXwfaLCrp7pXuPrP5C1hHJ8tTdSfI+m0nz09198WtGrWEIOhaneKYrpgDrHT31e7eANxNu+QbB5rc3LYZp5oTXFx++b6M99FolP/6r//qcV0bHv81xPf9cyhf8EyPz9kVhbWriRBE5gXx3axctaFP6u1txYPzW/6pRKKWdNhQb6hqrKKmqaZle1vttpb5e63F43GuueYaVq5cCcALC7fS0BQjFsb2ZpCbHeU9s9P/yWpTU4wFL62nsqKWip01vPXSurTX0VMNFdvb7vB44oKhl156qc323Llz09KOQUW5fOmCo7jhklmMGVZEadlgpswsZfYJY/jSxTO57D2HU5jXveFT2e2GceUUdm2tprz8jj1J7s7OilrcoSnuLFlfwad/+mKaU9p3vbeuZGAe37tiDr/8wikcPbFnvWmSIfG2Acu42FoAKqob2LZhD+uW76Cxse8ytyay4o6v0lRVjsdjVCx9md3z/9nlYxf30gdYmeburFuxg9WLt1O9t54NK3exYsHWTDerRVPN3jbbsbrqDLVE+gN33+Lu88LHlcBSYBRBDHFHWOwO4PywTLW7v0gQbCVkZpOB4bTt2epYLtWnD2FXWqqGd3gFMbN7gN0EQRDARUAJwcLGL7r7canOmaItHwLOdvdPhNsfA45v7sZLZMaMGf7www93p7o+sW7dupYMcAD5+fmMGRO84W1sbKSxsZG8vLyEmb72V/WmZTRVtr1cA6d279Px/bF8+fI228NGlDJ4YHGv19sXYk1xGuqbiEQj5Pbhoqxx4myo3BesGsbY4rEArFmzpk3vFQTB/Lhx49hb08CaLVXBRHmCsoWIuAAAWqpJREFUAGv44HyGDuhZeml32FVZh3uQJCIaCRInVJYHb8ibDSrpOM8nkzweY+/y1/btiESTriMFsHv3bnbu3LcYbev7NZ2q9tQRawoCvmhWhKIeJE3Yu3Iu3rQvU5tl5TJgUsfR3lUVdTQ17QsyiwfnEW03zyruzlurEr9pnDlp6H6ER225O1UVdcTiTjRqFA3MR1NXDg173n6F5jSpDlRZMTuipYwZnE9W+NphBgOGFGTsb6Jq/WJizW/aLULBqMM7fHiRTE19E8s27Gmzb9akA/wDAYfKPbXEmtq+d7QIDBzSP17jK9e8Rbx+3weRWISBU47PXIP6sYkTJ85199mZbkdXFQ2f5DMu+lGbfa/ccn6XfwYzKyNI4DcdWO/ug1o9V+7ug1ttXwbMThRnmNn/AAPc/cvtn2uts3eGzWnbW7+8NW87kGgix2XAZ4Crw3IvEnS5NQLv6qS+VBK9xHaIEM3sSuBKgClTpvSgut5XUlLC5s2bWya0Dx2678U3Ozub7Oz0Tf41692sW111MKWjjzXFaWqMEYk7OblZffYmwNrdCt78JiXszTKztus/hQ0rys8hK8toaAyOqGuMsX57FVlR69FQq1Vb9lJd24Tj7KioY9q4QcELROu7sx++afamhuCdQXMPVjx1T9aQIUOora2lpqaG7OzsXklG4+5BsBP+7poaU7ep0/O1G9rk8cRDnQoH5lFbVU887uTmZ3cIsAAiZuRkR1qGmjaLRtr/Re4fMwt7hlFwdYgpHHsE1euXAOAWpbpgNBOGFOCt5ri6Q0NdI7kZSoaRP2I8VesWQTxGVkEx2UWDunxsXrvFqqMHQYKh2pqGDgEW9K+kHh3WbetklIIcOKaObeTlX7RdDcpuocTM3mi16zZ3v639sWZWBDwAXO3ue3v4N/thgs6jlDpL4b7fi264ey3wo/CrvZ5MXNkItP7YeDSwuX2h8Bd7G8Ds2bN9woT+PaG/uLiYVatWMXnyZMaOHdtr9Sx95pfsfObONvtm3dn73fs33XxzyxswBz53zdeYMOHAn/i7t7yWN19YQzwGZnGsNJvpx/fNz7WsfBnP7Wy7AOzXp3+d5cuXc88997QJsPKzo3zxmmsYN34CD724lp89upn6dm+Sx48s5s83nN6ttrg7H/3JIy2fdkQjxv3fmMrg/GzWL2zbi3nMcf3rXow3NfDqLz9KfcU2zCIMnn4qE96XfK5iLBbj6aef5q233qK0tJTZs2czYEDPJlS7O3trGvjTUyuprW/iw++awJ4F6wFYt6eWvy3fyfARRXzlw0czbsT+9wC//POLqN+5r9czb3gZE87u/vyEAUPruP3xZWzbXcvKzXvIzY7ytY8ew4QJXRuGKNLB9FnEY01tsnw+89DiNkWGH13C6B4mWOmurS/ez+Z7rsMiUSK5+Uz61j/IL+naa/228lp+esvilkW8s6PG8z89YDoNEnrt6ZVU7+04hDM7L8LMY/vHa/xLP7+Ihlave0SymPXHjckPkAPdzs56sswsmyDAusvdm+dRbTOzUnffYmalwPbkZ2hzrqOBLHfvdM5Al8Y4WRDuXQKMd/dvm9lYYKS7v5ag7DnAt4Fx4fmDD7Xde5re5XVgspmNBzYRRJF9k72hF5WVlVFWVtbr9XhT/0g4sXHzVmYcfuAHWXU1DfvWyfJg3ay+MjCnY9atSCRCeXl528nHHuc/q5+g7l8FcMUPk05MzstJ3yKysbgTiRhZaTxnb3L3ll4j76Qn6/XXX2fBggU0NjayceNGHnrooYTp8bvq/udX8+P7FrYMDTCDZ+Zv5ouzxxB35/fzN9MQczZV1fOFW1/mr99KnLQilYkX/w9LfvHJlu0JF389admqPXXU1TYyqKSArCQLC5cMzOMrFx293+3ozNYNFVRsr2bIyCKGZyBb3oHq1aXbeWXpNmZNKuHUo0oz3Zxua7+MwogxA9i2IRiiZ1E6ZLrsSxsf/w3eWIcD8fpqXv3i8Qybcw7TPvvrThe4zQszhTa/yHR3bmV/MmR4EdV7O/6/a2roP71F0794B/NafXB4+Me7nXNNDgJhDPM7YKm7/7jVU48AlwI3hd+7Or/oYuAvXSnY1YkkvyRIe3g6QQBVSRARJppf9VPgA8BCT2O6GXdvMrOrgCcIUrjf3jrBhqQ28uQPsf2Fe1q2LSszmbhGjzw4UrgPHlZENCsCHgy9G9OH4+yLcxL3aGRltb2dDccb69i1MEhycuYxo/jpgwtbno9Y0PP0lQ/37E1zVpbRGA4fyYoY2dEI2zZU9OicfaFu+/pggrTHcY9TsfTfKcvX1ta2Wb+upqYmZfnO/Pj+hS09gE4wLKq2IUbhiCJ2bNrTsh6VO+yoqO3WOlnDjz+XvGGPs2veEww95j0MmDAzYblNa3ax4q2tOJCTm8Xx756UNNBKt20bKlj25mbiMWfbpj1EIhFKSg+OeZu96bW3t3Ptb1+jvjHGX19cx9c+OoszjhmV6WalRX5RbssQ47y8nLQPI62tbqB8RzXFg/IoHpQ69X9B6SSqNy7bN7fR4+ya/zQVS19i8JGpFyMfWJjDtR8+mp8+uIjc7CjfvuzA7sUCmHDkCPbsrmbv7rY5AQYP77vkT50ZMG4aJ96ygIol/6Z4wkwKRu73oCw5uJxMMLRvoZnND/d9lSC4utfMrgDWAxc0H2Bma4EBQI6ZnQ+cFSbyA7gQaLs+ThJdDbKOd/djzOxNgDCPfLJ36RuARekMsJq5+98J1umS/TRk+jsoPf2/2PKvPxHJyWfmDQ/0Sb1Zg8bTWLEWgHj2QKZMHN0n9fa27Jwoc86YRPmOavILszv9R51OudFcsiPZNMaD3sni7GLMrEOClJYbMEwn+OvHlrQEQwDDBuZz+1feyZDi7ie+MDOuv3gW//vn+TjOZe85nMHFuXht/0vZ3l7u0MOIZOUQb6jDIlGKxk1PWX7OnDn885//pLKyEjPjnHPO6VH97V8hIxa8KZtz4lgaahp5bEMFq7ZWgsPpsw7r9pyHARNmJg2umq1atL2lPQ11TWzfuIfDyvpmCGD5jmri4XCqeMyp2FWtIKsL3li+g/ow815dY4yXlmw7aIKsdct2tLyA1VY3ULGzhiFpehNftaeO1/+1qmX7iGNHMXLsoKTlJ192Ex6PsXPeE3jruT5dfIvzvuPHcvL0kWRFjMKDYJHlSMQ49p0TAVixYAvbN+1lUEkB02b3r//tuYOGM+Kk/8x0M6QfCDMFJvsHekaSY8pSnK/L42K7GmQ1hutUOYCZDSPo2UrkK8Dfzew5oOUVqV0XnWTAlMu/z+Efv7lPJ6j+5Ntf5o8PPUtdXR2XnH86Odl9l4Wvt2XnRBk+qu8XOWxefLhZVWMV7s7u3e0zvwVBV6y2kjUP/ohFK2e0eba8qr5HAVaz984Zw7tmHkbcnYLc4PrmF/b/BCfR3AKO/MLvWPGH64jmFTHtc6lXpygsLOSb3/wm27dvZ8iQIT1O4vK+OWP4+2vBvIGivCgXvWsiH3jHBKIRo7amke9cMoul26vIy8ni+Km92wMcj7d9wxhr6ruhP0NHFrNt4x7iMScStbS9mT7YHTN5GPc9u4a6xhh5OVGOn9r5Isn90e6Fz1KzZSVDZ76b/OHjgI7xSyyNadzXLm077WLV4q0MHz2QSJKkFNmFAzn88h8w7Lj3s+x3XyZeX8PQo9/FoGldW2z65w8t4t5nV2FmXHvR0Zxz4rge/wz9xeSjSpl8AA9TFeltXX3H+3PgIWC4mX0X+BDwtSRlv0uQ4CIP0OqQ/UxfZwDKzcnikxed2ad1HuyKcooozilmb8NeDGNU0SjMjBkzZvDAA809lE6B1wIQq6ti/aM/4/Rh72YF/7HvPAnWQuqu9vO6srLa9qr1k+SWbcQa6lhyy6dorNyNRbN4+1dXMevrf015TFZWVtqyCo4bWUROVgQzmDp2MJefPZVIxFjw8joqdtQAzrCRxRx5dPqzGLZXOm4Qm9cECxCbwfDRfTcvathhA5g+ZwzlO6sZMrxIQVYXnXDEcL718dm8tHgbxx5ewpkHYC/Wxqd+z6o/34jHmlh9z/8y5+bnyCsZTUFRbpsFzAcMTWNq8Gjb/4ENdTFefnw5x542nryCjm9ZKt5+hQU/+Ag45JdO4Ohr7yZnQEmXqtqxp5Z7nlkVDv11br7nrYMqyBKR1Lr0Lsvd7zKzuQTdagac7+5LkxQf4u77P0NbRLokalE+eeQnmbdjHlmWxTHD9q17lJWVRVNTE2AUDxgItWFyjsYGRu2ZBzn7gqzDezHBQFNTvE129P6YQbd+50aaaiuDOVlNDexd+UbnB6XRHU+soCHsMVq0tpx12yoZPbSQ3duqWj7J375pL1Nj8YQp1dPp8KNLGTS0gLqaRoaPHkhuH0/QHzqymKEjNURwf71jxkjeMWNkppvRbev++pOWIXjx+mq2vfwQ4879HE2N+1K4WyQYwpquv8mi4lx2tNvXUN/EmqXbOeLYjkPeVt/97ZY1l+q2raHi7ZcZPufcLtW1t7qR1p3EzVkGReTQkDLIarcY8XZaZdMwsyGJFiMG/mlmZ7n7k2lqo4i0U5BVwCmlbSddV1ZWEo1GwyALamP7sloB5EUaGViYQ1MsTizuXPbe3ltHLq8gm4KiXGqrg8niQ7uRfry3RfIK2syx6Ou3P4OKcqipD65VQ2OMXz26lE+fcwSRaKRluF5WdjTpMKZ0MjNGjBnU6/WItNZY2fYtROWqNwHC+aXBEEEzw9J4D9RWJ860u2d3bcL90fzilvX03CErr+s9rcXtRgv0o6WkRKQP7M9ixGOB8vDxIIJMHIlStnwW+IqZ1RMsQJyuFO4iksKECRMYMWIE27ZtIx6P844pw2HnvucjBvf9z5m8vaGCccOLGD6495J1mBnHvHM8OzbtJRKNZGTuWmcaKtotiRFLvFBvb7n5k3P4nz/MZf32YE7di4u28taqXdz1pXewdsl2MGPKzNJ+tcinSDrlDB5Ow659y10OPHwOECSjWPDyemKxOKPGD6FoQPrmeNbXJVnOJEkii/Ef+gp73n6FeGMd0YIBbH/tUbKLh1I8/qhO69pa3jYDX/rTgYlIf9alxYjN7NfAI2F2P8zsvUDCiTbu3v8+shY5BGRlZXHdddexdu1aiouLYc0rLHklCrHgE+GcwSMpLsjmuCl9k0Y/Kyua0fVtOpNVOIg2Yxojfbu216RRA/nzDadz8ucfbhlS1NAYpyEaYfa7JvZpW0QyYeb19zPvxnNoqq5g0LRTGP3eTwEwqKSQd5wzFXfS3pM7eFgR5durO+wfMiJxD9W6R35OPMzk2li+ha3P/pmtz9/D8T96hfxhqdd8HDqgbWIhfVwicmjp6kD/45oDLAB3/wfwztYFzKws1Qks0L9yfIocZKLRKBMnTmT48OHkj5zQEmAB5A3V7dda/vBxDJn5biw7D8vOYfwH/zsj7TjhiBHk5UTJyYowfHBer/YwivQnBSMncMqvl3DanzYz8/p72/TaBstSpD8sad8xbAYlpcVMPDLx3Lb63VvavI4CEI+x7d/3dVrXqJJCPnTqeMyCYPHaD8/sZqtF5EDU1fRiO83sa8CdBMMHPwrsalfmB2YWIVgxeS6wgyDD4CTgXQRJM74BbExDu0WkE9tevL/NdvnCZzPSjv7KzJjxxd9TtW4R0dwCCg6blJF23PTJOfzjtQ3UN8Y4+7gxZPVykguRQ1l+YQ6RqAVLBkSM0ZOGMvHIEUnLl33gGpb84lPEG9rO2cobXtal+q654CiuuaDzoYUicvDpapB1MUGA9FC4/Xy4r4W7X2Bm04BLgMuBUqAWWAr8Dfiuu7cdoCxygHJ3Vi/ZxqbV5eQX5jDjhDEJ0/9mStX6Jeya/3SbffE+nnN0ILBIpEtzK3pTdlaE/zhJaZ1F+kJJaTHjpgxj+8Y9DBxSwPhO1qArmXUWx938HG9+6zwayrcEOy3S5TTuInLo6moK993AF8xsABB396ok5ZYAN6SxfSL9UsWuGjau2k085lTtqePtNzcz8+SyTDcLgLpdm3jzW+cSq2s776C4bEaSIw5duxc+y6q7vkE0r5gpV/6EwsMmZ7pJItKLzIyyKcMo24+5qfGGOiLZ+z5Ei+TkY/1x8T8R6Ve6FGSZ2Qzgj8CQcHsncKm7L2pV5gOpzuHuD/agnSL9SlNDrM0k5sb6WNKyfa1q7cK2q/+aUThmGtOvvj1zjeqHGqv3sOgnHw+HARkLf3AJJ/zktUw3S0T6ke2vPsrbv/l8sGEGFmHo0Wcw6IiTMtswEen3ujpc8DfAl9z9GQAzOw24DWj9KpNqdT4HFGTJQWPI8CLyCnOoq27EcSYcOTzTTWpRVDYDbwrTFEeijDztYqZe/sPMNqofaqxsPa3UqS/fmrG2iEj/tP7Rn++bjxXNZsj0d1L2wS9jEfVkifS1yooinnno5Ew3o8u6GmQVNgdYAO7+rJkVti7g7h9Pa8tE+rFoVoTZ75pA9d56cvKyyM3LznSTWsQb62m9tG6spjJzjenH8oeXUVx2FFXrF+HuHPauj2a6SSLSz+QPL6N6w9t4rBFijex+65/sWfYyc37wb3IHJ85IKCICXQ+yVpvZ14E/hdsfBdYkKmhmucAHgbLW53f3b3W/mSL9TyQSoXhQ/0u3XbNpORbNhsZ6iMeoWrMg003qlywS4eiv3k/54hfIyi9iwOTjMt0kEelnDr/8+8Qb64NEQh4MC483NVK5ej65x56d4daJSH/W1f7uy4FhBEP+HgofJ+u5ehg4D2gCqlt9iUgfGDB5NkQiEIli2bmMOPmDmW5SvxXJymbo0acz8PA5bdboEREByC4azIxr/kj2gKEt+7ypAXdPcZSISNezC5YDn+/iOUe7uz7eEckQi0SDL4uAg2XnZbpJIiIHtKyCATTu2Q4E2QUjWf1niLiIJGdmYwiS940E4sBt7v4zMxsC3EMw8m4tcKG7l5vZUOB+4DjgD+5+Vatz5QC3AKeF57rB3R9IVnfKniwzeyTVV5LDXgqzEYpIBuxZ9hre1IjHGvGmerY+e1emmyQickCb+OGvEcnJI5pbSEHpJAYf+Y5MN0lEuqYJuMbdjwBOAD4brut7HfC0u08Gng63AeqArwNfTnCuG4Dt7n44MA14LlXFnfVknQhsAP4CvAokHU9jZgsJZttnAR83s9VAfXiMu7uWPBfpA/mlE/B4MHfAsnIoHHtkhlskInJgKzn2bI7/0Ss0VGyjcMw09WSJHCDcfQuwJXxcaWZLgVEEU5tOC4vdATwLXOvu1cCLZjYpwekuB6aG54oDO1PV3VmQNRJ4N3Ax8BHgb8Bf3H1xgrLndHIuEekDhYdNZtpVv2HD335J/sjxTLpEOWdERHoqd/BIZRQUOYCZWRkwi6DjaEQYgOHuW8ws5Vo8ZjYofPjtcCmrVcBV7r4t2TEpgyx3jwGPA4+HWQMvBp41s2+5+y/aFR8OlLj7P9o16lxgM7AuVV0ikj4lx5xFyTFnZboZIiIiIr2pxMzeaLV9m7vf1r6QmRUBDwBXu/vebiS7ygJGA/929y+Z2ZeAHwIfS3VASmFw9X6CAKsM+DmJFxb+AXBZgv1LCRYuPr2zukRERERERLpop7vPTlXAzLIJAqy73L05htlmZqVhL1YpsL2TenYBNQRZ1gHuA65IdUBniS/uAF4CjgG+6e7Hufu33X1TguJD3X1t+53uvhIY2rG4iIiIiIhI77Cgy+p3wFJ3/3Grpx4BLg0fX0qwBFVSHqzb8Cj75nGdASxJdUxnPVkfI1jj6nDg86261pqTWQxoVTbVqqyFndQjIiIiIiKSTicTxDMLzWx+uO+rwE3AvWZ2BbAeuKD5ADNbCwwAcszsfOAsd18CXAv8ycx+Cuwg+ZrBQOdzsrq6WDHAP83su8DXvNUqfWb2TeBf+3GeDszsB8C5QAPBRLOPu3tFT84pIiIiIiIHL3d/keTZ0c9IckxZkv3rgFO7Wvf+BFGduQaYAKw0swfCr5XAFOBLPTz3U8D0MA38cuD6Hp5PRERERESkV3Sa+KKrwrzyF5vZBKB5YZ7F7r46Ded+stXmK8CHenpOERERERGR3pC2IMvMRrr71jCoShhYNZfpYVWXA/f08BwiIiIiIiK9Ip3DBf/ekzJm9k8zW5Tg67xWZW4AmoC7UpznSjN7w8ze2LFjx379ACIiIiIiIj2Vtp4s4Ggz20vHyWXNSTAM2JvsYHc/M9XJzexS4BzgjNaJNRKc5zaCdbmYPXt20nIiIiIiInJgqMwu57lR92W6GV2WzjlZ0XSdqz0zO5sgbeI73b2mt+oRERERERHpqXT2ZDUv+DUHGEXQg7UZeC1Vz1MX3QLkAk+Fa3W94u6f7uE5RURERERE0i6diS/OAn4JrAA2hbtHA5PM7DPtMgTuF3eflIYmioiIiIiI9Lp09mT9DDjT3de23mlm4wkSXhyRxrpERERERET6pXRmF8wCNibYvwnITmM9IiIiIiIi/VY6e7JuB143s7uBDeG+McCHgd+lsR4REREREZF+K53ZBf/XzP4KnAecSJCyfSNwibsvSVc9IiIiIiIi/Vlaswu6+1JgaTrPKSIiIiIiciBJ55yspMzsH31Rj4iIiIiISKalM4X7McmeAmamqx4REREREZH+LJ3DBV8HniMIqtoblMZ6RERERERE+q10BllLgU+5+4r2T5jZhgTlRUREREREeoWZjQH+CIwE4sBt7v4zMxsC3AOUAWuBC9293MyGAvcDxwF/cPerWp3rWaAUqA13neXu25PVnc45WTemON/n0liPiIiIiIhIZ5qAa9z9COAE4LNmNg24Dnja3ScDT4fbAHXA14EvJznfJe4+M/xKGmBBGoMsd7/f3Zclee6v6apHRERERESkM+6+xd3nhY8rCUbejSJYcuqOsNgdwPlhmWp3f5Eg2OoRc/eenqPtCc2+lGD3HmCuu89Pa2Wdt6USSBj4SZ8pAXZmuhGi69AP6Br0D7oOmadr0D/oOvQPmbwO49x9WIbq3m9m9jjB76u1PNoGRLe5+21Jji8DngemA+vdfVCr58rdfXCr7cuA2QmGCw4FYsADwHc8RSCV1nWyQrPDr0fD7fcTJMX4tJnd5+7f74U6k1nm7rP7sD5px8ze0DXIPF2HzNM16B90HTJP16B/0HXoH3Qdus7dz+7usWZWRBAYXe3ue80S5enr1CXuvsnMisNzfYxgvldCvbFO1lDgGHe/xt2vIQi4hgGnApf1Qn0iIiIiIiIdmFk2QVB0l7s/GO7eZmal4fOlQMr5VQDuvin8Xgn8GZiTqnxvBFljgYZW240E3ZG1QH0v1CciIiIiItKGBV1WvwOWuvuPWz31CHBp+PhS4OFOzpNlZiXh42zgHGBRqmN6Y7jgn4FXzOxhgjWzzgH+YmaFwJJeqC+VhGMypU/pGvQPug6Zp2vQP+g6ZJ6uQf+g69A/6Dr0rpMJhvUtNLP54b6vAjcB95rZFcB64ILmA8xsLTAAyDGz84GzgHXAE2GAFQX+Cfw2VcVpT3wRNu5Y4BSCIOtFd38j7ZWIiIiIiIj0Q73RkwVBTvo44ATDBUVERERERA4JaZ+TZWZfAO4iSLE4HLjTzLQYsYiIiIiIHBJ6I/HFFcDx7v4Nd/8fgtWVP9kL9SRlZmeb2TIzW2lm13V+hKSLma01s4VmNt/M3gj3DTGzp8xsRfh9cGfnka4zs9vNbLuZLWq1L+nv3MyuD++NZWb2nsy0+uCT5DrcaGabwvthvpm9r9Vzug5pZmZjzOwZM1tqZovDD/10P/SxFNdB90MfMbM8M3vNzN4Kr8E3w/26F/pQiuuge+EQ0BuLES8EjnP3unA7D3jd3WektaLk9UeB5cC7gY0Ea3Rd7O59nXTjkBROFpzt7jtb7fs+sNvdbwqD3sHufm2m2niwMbNTgSrgj+4+PdyX8HduZtOAvxCkHT2MYOLm4e4ey1DzDxpJrsONQJW7/7BdWV2HXhCm4S1193nhOiZzgfMJlg/R/dBHUlyHC9H90CfMzIBCd68KJ+q/CHwB+AC6F/pMiutwNroXDnq90ZP1e+DVMEq/EXiFIHViX5kDrHT31e7eANwNnNeH9UtH5wF3hI/vIPhnK2ni7s8Du9vtTvY7Pw+4293r3X0NsJJO1nmQrklyHZLRdegF7r7F3eeFjyuBpcAodD/0qRTXIRldhzTzQFW4mR1+OboX+lSK65CMrsNBJO1BVpiD/uMEbzbKgY+7+0/TXU8Ko4ANrbY3kvrFXdLLgSfNbK6ZXRnuG+HuWyD450swV096V7Lfue6PvneVmS0IhxM2D83RdehlZlYGzAJeRfdDxrS7DqD7oc+YWdSClNXbgafcXfdCBiS5DqB74aCXtiArHOc7xMyGAGuBO4E/AevCfX3FEuxLf556SeZkdz8GeC/w2XAIlfQfuj/61q+AicBMYAvwo3C/rkMvMrMi4AHganffm6pogn26DmmS4DrofuhD7h5z95nAaGCOmU1PUVzXoJckuQ66Fw4B6UzhPpfgD6H5D6T5j8LCxxPSWFcqG4ExrbZHA5v7qO5DnrtvDr9vN7OHCLq5t5lZqbtvCcfqb89oIw8NyX7nuj/6kLtva35sZr8FHgs3dR16STjv4QHgLnd/MNyt+6GPJboOuh8yw90rzOxZgnlAuhcypPV1aD0XS/fCwSttPVnuPt7dJ4Tfmx83b/dVgAVBoovJZjbezHKADwOP9GH9hywzKwwnOWNmhQQrZC8i+P1fGha7FHg4My08pCT7nT8CfNjMcs1sPDAZeC0D7TskhG9imv0nwf0Aug69Ipxk/jtgaTh0vZnuhz6U7Drofug7ZjbMzAaFj/OBM4G30b3Qp5JdB90Lh4beWow4Y9y9ycyuAp4AosDt7r44w806VIwAHgr+v5IF/NndHzez14F7zewKYD1wQQbbeNAxs78ApwElZrYR+AZwEwl+5+6+2MzuBZYQLBr+WWUtSo8k1+E0M5tJ0Ju/FvgU6Dr0opOBjwELwzkQAF9F90NfS3YdLtb90GdKgTvCjMsR4F53f8zMXkb3Ql9Kdh3+pHvh4Jf2FO4iIiIiIiKHst5I4S4iIiIiInLIUpAlIiIiIiKSRgqyRERERERE0khBloiIiIiISBopyBIREREREUkjBVkiItKGBV40s/e22nehmT2exjrWmtnC8GuJmX3HzHLTdX4REZFMUgp3ERHpwMymA/cBswjWHJwPnO3uq7pxrmj7tV7MbC0w2913mlkRcBvQ6O6XJjqHiIjIgURBloiIJGRm3weqgcLw+zhgBsFi4ze6+8NmVgb8KSwDcJW7v2RmpxEsyLwFmOnu09qdey1hkBVuDwA2AOOBBuBhYDCQDXwtrOvbwE53/1l4zHeBbe7+8175BYiIiHSTgiwREUnIzAqBeQRBz2PAYne/08wGAa8R9HI5EHf3OjObDPzF3WeHQdbfgOnuvibBudfSKsgK980HPgXMBQrcfa+ZlQCvAJMJgrwH3f0YM4sAK4A57r6rN35+ERGR7srKdANERKR/cvdqM7sHqAIuBM41sy+HT+cBY4HNwC1mNhOIAYe3OsVriQKsFKzV9++Z2alAHBgFjHD3tWa2y8xmASOANxVgiYhIf6QgS0REUomHXwZ80N2XtX7SzG4EtgFHEyRTqmv1dHVXKzGzYqAMWA5cAgwDjnX3xrDXKy8s+n/AZcBI4Pb9/WFERET6grILiohIVzwBfM7MDCDsTQIYCGxx9zjwMYIkGfslTHzxS+Cv7l4ennN7GGC9i2CYYLOHgLOB48I2iYiI9DvqyRIRka74NvBTYEEYaK0FziEIjh4wswuAZ9iP3ivgmfBcEYLg6dvh/ruAR83sDYKshm83H+DuDWb2DFDRPmOhiIhIf6HEFyIicsAIE17MAy5w9xWZbo+IiEgiGi4oIiIHBDObBqwEnlaAJSIi/Zl6skRERERERNJIPVkiIiIiIiJppCBLREREREQkjRRkiYiIiIiIpJGCLBERERERkTRSkCUiIiIiIpJGCrJERERERETSSEGWiIiIiIhIGinIEhERERERSSMFWSIiIiIiImmkIEtERJIysxvN7M5Mt0NERORAkpWuE5nZMV0o1ujuC9NVp4iI9JyZfQT4EjAVqATmA9919xfTdP4yYA2Q7e5N6ThneF4HagAPd93t7p9I1/lFRES6K21BFvAc8DpgKcqMB8rSWKeIiPSAmX0JuA74NPAE0ACcDZwHpCXI6ikzy0oRnB3t7iv7tEEiIiKdSOdwwdfd/XR3f1eyL2B1GusTEZEeMLOBwLeAz7r7g+5e7e6N7v6ou/93gvKnmdnGdvvWmtmZ4eM5ZvaGme01s21m9uOw2PPh9wozqzKzE8Pyl5vZUjMrN7MnzGxcq/O6mX3WzFYAK3rhxxcREek1aQuy3P30dJQREZE+cyKQBzyUpvP9DPiZuw8AJgL3hvtPDb8Pcvcid3/ZzM4Hvgp8ABgGvAD8pd35zgeOB6alqPN5M9tqZg+GwxJFREQyrk8SX5jZ1L6oR0RE9stQYGca50k1ApPMrMTdq9z9lRRlPwX8r7svDev/HjCzdW9W+Pxud69Nco53EgxBnwpsBh4zs3QOgxcREemWvsou+GQf1SMiIl23CyhJY2ByBXA48LaZvW5m56QoOw74mZlVmFkFsJtgTu+oVmU2pKrM3Z939wZ3rwC+QDDv94getF9ERCQt0pld8OfJngIGpaseERFJm5eBOoJhefd3oXw1UNC8YWZRgqF+ALj7CuBiM4sQDAO838yGsi/7X2sbCDIY3pWivkTHpeKkTr4kIiLSJ9LZk/VxYBEwt93XGwTZqkREpB9x9z3A/wC3mtn5ZlZgZtlm9l4z+36CQ5YDeWb2fjPLBr4G5DY/aWYfNbNh7h4HKsLdMWAHEAcmtDrXr4HrzezI8NiBZnZBV9tuZkea2Uwzi5pZEfAjYBOwtKvnEBER6S3pHLv+OrDI3V9q/4SZ3ZjGekREJE3c/cdmto0gYLqLYJ2sucB3E5TdY2afAf4PiALfB1pnGzwb+LGZFQDrgA+7ex2AmX0X+HcYnJ3t7g+FwdHd4TysPcBTwH1dbPoI4FfAaIIetpeAc9y9cb9+ASIiIr3A3Pd3NEaSE5kNAercvSYtJxQRERERETkApS3IEhERERERkTTOyQrH099kZm+b2a7wa2m4b1C66hEREREREenP0pn44l6gHDjN3Ye6+1DgXeG+ro6xFxERERER6TEzG2Nmz4QdP4vN7Avh/iFm9pSZrQi/Dw73Dw3LV5nZLe3OdZGZLQjPkyg5VNu60zgna5m7T9nf50RERERERNLNzEqBUnefZ2bFBImdzgcuA3a7+01mdh0w2N2vNbNCYBYwHZju7leF5xkKvAkc6+47zOwO4I/u/nSyutPZk7XOzL5iZiNa/WAjzOxaOllQUkREREREJJ3cfYu7zwsfVxIs8zEKOA+4Iyx2B0HghbtXu/uLBGtItjYBWO7uO8LtfwIfTFV3OlO4XwRcBzzXKtDaCjwCXJjGerqspKTEy8rKMlG1iIiIiEi/NXfu3J3uPqzzkv3DmDFjvK6ubeyzc+fOxbQNiG5z99sSHW9mZQS9VK8CI9x9CwSBmJkN76T6lcDU8BwbCYKynFQHpC3Icvdy4Nrwq18oKyvjjTfeyHQzRERERET6FTNbl+k27I+6ujo+8IEPtNl322231bn77M6ODddlfAC42t33mtl+1e3u5Wb2/4B7gDjB2owTUh2Tzp4szGwqQffbKMCBzcAj7r40nfWIiIiIiIh0xsyyCQKsu9z9wXD3NjMrDXuxSoHtnZ3H3R8FHg3PeSUQS1U+nSncrwXuBgx4DXg9fPyXcEKZiIiIiIhIn7Cgy+p3wFJ3/3Grpx4BLg0fXwo83IVzDQ+/DwY+A/xfqvLp7Mm6AjjS3RvbNejHwGLgpjTWJSIiIiIiksrJwMeAhWY2P9z3VYK45F4zuwJYD1zQfICZrQUGADlmdj5wlrsvAX5mZkeHxb7l7stTVZzOICsOHAa0H99ZGj4nIiIiIiLSJ8JMgckmYJ2R5JiyJPsv3p+60xlkXQ08bWYr2JeyfSwwCbgqjfWIiIiIiIj0W+nMLvi4mR0OzCFIfGEEKQ5fd/eUE8NEREREREQOFmnNLujuceCVdJ5TRERERETkQJK27IKpmNljfVGPiIiIiIhIpvVJkAV8so/qERERERERyag+CbLcfUtf1CMiIiIiIpJpvRZkmdkveuvcIiIiIiIi/VVv9mSdnM6TmdkYM3vGzJaa2WIz+0I6zy8iIiIiIpIOac0u2MuagGvcfZ6ZFQNzzeypcAVmERERERGRfiGtQZaZrQGcYI2sUjNbHT52d5/Qk3OH87q2hI8rzWwpwXpcCrJERERERKTfSPc6WeObH5vZm+4+K53nb3XuMmAW8GqC564ErgQYO3Zsb1QvIiIiIiKS1IE0XBAAMysCHgCudve97Z9399uA2wBmz57tfdw8ERERERFJsyHxCi6ufrjNvtsy1Jau6M3EF/el+4Rmlk0QYN3l7g+m+/wiIiIiIiI91WtBlrt/L53nMzMDfgcsdfcfp/PcIiIiIiIi6ZL24YJmNht4B3AYUAssAv7p7rt7eOqTgY8BC81sfrjvq+7+9x6eV0REREREJG3S1pNlZpeZ2TzgeiAfWAZsB04BnjKzO8ys25ko3P1Fdzd3P8rdZ4ZfCrBERERERKSDZOvsmtkQM3vKzFaE3weH+4eG5avM7JZ257rYzBaa2QIze9zMSlLVnc6erELgZHevTfSkmc0EJgPr01iniIiIiIhIIgnX2QUuA55295vM7DrgOuBaoA74OjA9/ALAzLKAnwHT3H2nmX0fuAq4MVnFaevJcvdbkwVY4fPz3f3pdNUnIiIiIiKSjLtvcfd54eNKoHmd3fOAO8JidwDnh2Wq3f1FgmCrNQu/CsM8EQOAzanq7lKQZWYnm1lh+PijZvZjMxvXroyZ2YVmdkH4+Awz+7mZfcbMejOLoYiIiIiIHHpKzOyNVl9XJivYbp3dEe6+BYJADBieqhJ3bwT+H7CQILiaRpCQL6muDhf8FXC0mR0NfCU86R+Bd7Yqc2vYwByC6DAXeBR4HzAF+EIX6xIREREREenMTnef3Vmh9uvsBp1RXRcuI/X/CIK01cAvCPJQfCfZMV0Nsprc3c3sPOBn7v47M7u0XZl3uPuMsBFbgVJ3bzCzPwNv7tdPIiIiIiIi0kNJ1tndZmal7r7FzEoJkvWlMhPA3VeF57yXYB5XUl0dxldpZtcTpFD/m5lFgex2ZZrCyhuB1929IdxuAmJdrEdERERERKTHUqyz+wjQ3GF0KfBwJ6faBEwzs2Hh9rsJ5ncl1dWerIuAjwCXu/vWMBX7D9qV2WpmRe5e5e5nN+80s5FAQxfrERERERERSYeE6+wCNwH3mtkVBJnPL2g+wMzWEiS2yDGz84Gz3H2JmX0TeN7MGoF1BBkKk+pSkBUGVn8G5pjZuQQ9VX9sV+a9SQ7fC5zTlXpERERERETSIcwUmGwC1hlJjilLsv/XwK+7WneXgiwz+wTwP8C/CBr6CzP7lrvfnqT8UUBZu/M/mKisiIiIiIjIwaSrwwX/G5jl7rsgWA0ZeAnoEGSZ2e3AUcBiIB7udhRkiYhkXG11AzWV9RQPzicnN53r0YuIiEizrv6H3QhUttquBDYkKXuCu0/rUatERGS/VG98m11vPkXhmCMYOvPMhGXKd1az4KV1mBlmxnFnTCQvv30OI5H+Y8fcx2nYs52Rp1xENCc3080REemylEGWmX0pfLgJeNXMHibolToPeC3JYS+b2TR3X5K+ZoqISDI1m1cy9xvvI97UQCQrh4mXfJNRp3+sQ7kNK3YRjznByzi89tQKDpswhIlHjmB/1wwR6W1v3XwR5QufA2DN3d/lpF8tJhJV76vIoWpTdBzXD/5Ru73nZ6IpXdJZCvfi8GsV8Fea/zMHaQ63JDnmDoJAa5mZLTCzhWa2IB2NFRGRjsoXv4DH4xBrIl5fw46XHkpYLje/7RvUWMzZtHo3u7ZWJT13LO40xeJJnxfpLc0BFkBTzR52z386g60REdk/KT8ScvdvNj8OV0p2d6/u5Jy3E6ZKZN+cLBER6YbdS19lxZ+/Q1bBQI688mbyho7qUKZo/FGYGQ5EsvMYOGVOwnPV1TYm3N9Q35Rw/wsLtnDD798gFotz2XsO55PvP6LbP4fIfotkQXzf32besDEZbIyIyP7pdDFiM/t/ZraeIB/8ejNbZ2afSXHIend/xN3XuPu65q+0tVhE9tuGDRt47LHHmDdvHu7e+QGSMeu3V3H9/73GDbe/zrr1m1lw84epXfM6lYv/xRvfvijhMfkjyohk50AkSjzWxMAjTkxYrmJnx8/IzGDYYcUJy99w++s0NsWJO9z++HK27K7p/g8msp+mfeZXEIkCxsh3fZSisZruLSIHjs7mZH0NOAk4zd1Xh/smAD8zsyHu/p0Eh70drqn1KFDfvNPdlV1QJAO2bt3K97//fRoaGsjJyaGiooLTTz89082SBGJx59M/eYGK6mD99k1LF3BZvHlAQJym8sT5hna+/nfijQ0QjwGw/tFbGDL9nR3KRSMR4sTa7HOHveV1DB1R1Gb/7sp6GmNtA/L12yopHVLQnR9NZL/tmv8Ukexc8DgVi14g3lgfbIuIHAA668n6GPCB5gALIHx8IfBfSY7JJwiuzgLODb+0GLFIhixfvryl96qhoYG5c+dmuEUHn4a6Jsp3VNGYZNhdV1XVNlJZ24h7EPysqh2EW4TmVBU2eGLC43IGjQi6pACLZiccUggwbmpJwv31NQ1tth9/bQPnf/3JDuW2ldd1/YcR6aEdrz9KvL6GeEMdjZU7qdm6uvODRET6iU7T9Lh7h/+q7l5rZm3mW5nZxcCT7v7xNLZPRLpg09N/YvVfbiSaX8zMGx6iYOT4lufGjRvXkjkuJyeHKVOmZKqZB6WqPXXMe34NEMQ5s0+bSH5RTrfONaAgmymjB7JqcyUYzBleR+Rtx8POJ6tMPPJ66Kx3M+rdl7PtxfsoHHMEEy+5MWG5MRNLyC/IZdvGCnZs2otFjEjUKDlsQJtyN9/zFo0Jkl2MGJzXrZ9LpDsKR02hcu2ilnlZuUMOy3CLRES6rrMga6OZneHubVL6mNnpdMwuOA64z8yygaeBfwCvuSaAiPSqyg1LWfH7/wYgVlfNa18+kUheETO/+gADJhzNuHHj+PSnP83LL7/MuHHjOOOMMzLc4oPLxlW7iDXtC0i2rC9nwrQR3TqXmXHL50/hybkbiRicNimHef/tLWldswsHJD1u2Oz3gccpGjedrIKBSesoKS0mOzfKzi2V4JCdnUUk0jZ9e31jrMNxBsycOLRbP5dId8y45k+s+NPXaazczYSLvkp2YfK/axGR/qazIOvzwMNm9iIwl2DEynHAyQRrZbVw95uAm8ysGDgTuBz4tZktBR4HnnD3bWluv8ghb8Njt3bYF6+r4s1vncs7/7AegCOPPJIjjzyyr5t2SMgtyCYSMeJxJxIxcnu4uG9eTpT/OHFcy3bZBdex+p7vEc3O5YjP/jrhMVUbljL/ex8k3lBLJDefhj3bGfPeTyetY82S7eF6WVBf28iOzXspHTe45fnSIQVs3tU2yYUDKzbtZfr4IT346aS31DXE+M5d81iwejenzijlSx+a0SF4PtCUL36RnXP/Ae5seeZOiscfrfXcROSAkXJOlrsvBqYDzwNlwITw8fTwuUTHVLr7Q+7+KXefBXwHGAb8MZ0NPxTt2bOHW2+9le985zssWNC/lx7bU93AD+55i6/9/nVWbt6b6eYc1JJ1FntTQ8L9kl5jJ5dQUlpMTm4Ww8cMbBOs9FSsrobVd38XYo3E6qpYdtvVCcvtefuVlr+DeH0tO+c+kbBcQ10TLz+xnPId+7IMxuPeEnA1++lnT2R6WcefY9UW3cv91R+eWMYLC7ayo6KOv726nn+8njhJyoFkxR3X4431eFMD2/59P7Xb1mS6SSIiXdbVOVm3N2+b2chE87RaPX9Mgt1/BX7WnQbKPj/60Y/Yti3oDPzlL3/Jd77zHUpKEk9kz7Qv//oV3t5QQSzmvLJkOw9/6ywKe/gJvyQ2/MTz2fHSAx32RwsSDy2T9IpGIxw5p3fW79m16Lk26wQle5M5YNKxNK8Vb1m5DJlxWsJyi17bQF1NorWy2gZZpUMKOP/kMhatLW+zf9hAzcnqr7bsrqEhHLba0BRjR0VthlvUc5a173+Gx+NEsvQ/RJJzd/V0Sr/S6TpZCfy9k+d/CbwC3Ab8FngZuBtYbmZndaM+CTUHWBC8mLz66qsZbE1qKzbtpSkWzCVxhy3lB/4//Eyobqzmb2v/xoOrHmRn7c6EZbyh4+82b9hYjv32U73dPAk1NsTYu7uGpgRzmXoiuyDx+lUdyg0YSiSSFSze6nHyR05IWK6mqj7h/py8tp+3fe/P8/nhfR17y6vrepY9UXrPzAn75svF43DU+AN//lzJse9reZw3dDS5QxJnzZRDm8fjzP3G+3nuY6U8f8VEKtcvzXSTRIDuBVmdfUywFpjl7rPd/VhgFrCIYJ7W97tR376Kzc42s2VmttLMruvJuQ4GRUVFnRfKkJOnjyAvO0p2VoSi/GzGDCvMdJMOSHcuu5O52+eyYNcCfr3w1zy/6Xnqmtp2JGcXtZsjE4lywk9eo2DEOA4F9bu3sHflPOKNiQOI3lZZXsu///42c59bw4t/X0ZNVfqGaUZz2q9Jlfjld9ebT+HxGMSb8Fgjax/8AdWblnUoN3xU4t7N7e2G9L6wcAt1DR0DxqyoPiXur+57rm1683ufW5WhlqTPtn/f3/K4bvcmaras6LW64rE4S+du5OUnlrNiwRYt2t5KPO5U762nMcFrQn+w/m+3UrkqWJokXl/NgpsuzHCLpD8xszFm9oyZLTWzxWb2hXD/EDN7ysxWhN8Hh/uHhuWrzOyWVucpNrP5rb52mtlPU9XdnSDrt508P7X1fC13X0IQdPVogQsziwK3Au8FpgEXm9khtfx766xwhYWFnHTSSb1WV9zjPLPxGX6z6Dc8veFp4t4xnXMqX/zgdMpGFjN8UB5fu2QmudnRXmrpPk31Nbz53Q/w4qePYNnt/31Q/JPcUrOFOMHvvokm/rXpX/x4/o/bXI/BR57CkKPDvw2LMOWKH3Y4z9NPP80NN9zAbbfdRizWP/9Rdseu+f/k1S+fxFs3XcAbN5xBrK6684PS7O03N9H8p+ZxZ/lbm9N27uwBQ4PeqVA0N/FCwAUjJ0Jk38t5zeZVvHHDWexe+FybcpNmlDLu8I5DjCt2tE1yMWX0oIQB1VETDvzekYOVtUtycVAMm4rve63yxnosq3tLI3TF6iXb2Lp+D3U1jWxctZvN7YbKHqpisThzn13NG8+u4qXHl1G+s+9fYzuze8EzbbYb9+7IUEukn2oCrnH3I4ATgM+G8cN1wNPuPpkgK3pz500d8HXgy61PEuacmNn8BawDHkxVsaV6I2pmKdNIufvuBMfcA+wmGCIIcBFQQrCw8Yvuflyqc6Zoy4nAje7+nnD7+rAN/5vsmBkzZvjDDz/cner6pZqaGjZt2oS7U1xcTGlpaa/VVdVYxe763S1jnAfnDqY4u2tDlwAWrS2nsVVa66MmDCHay5muqjcsoal6T8t23vBxB/y6KuuSrItUWlBKTrRrbzj27t3L1q1bW7bz8vIYO3ZsWtrXrKkxDjhZfRBMt1a1ZgGx+vCffiRCQelksov7NvtdZUVdmxTu2TkRCgekb+5S7ba1NJRvBYOCwyaTXZw40Kkv30r9zg14bN+QvmheEUVlMzqUrdjZNqiKZkUoHrSvzbG4s2VXDTv31LWZrdUX97F0T01dE8s37gkWrTaYNm4wOVnd+Ry1/9iz7BVaPsEwo6jsqKQfNPRUZXktsVYJYNJ9Hx+I4jGntqaBpoZYy2XIyo5Q1M/mZlatXUisrqrNvoFTT8xQaw4sEydOnOvuszPdjq4qGj7JZ1z0ozb7Xrnl/P36GczsYeCW8Os0d99iZqXAs+4+pVW5y4DZ7n5VgnNMBv4FjE21VFVniS+a07a3/q/avO0E2Qbbuwz4DHB1WO5FgmiwEXhXJ/WlMgponS5pI3B8+0JmdiVwJXDQLbq6efPmlt6ZyspKBg4cSEFB7/zDaYw3ttTl7jTGGmE/5hy3DrAAqmobGVjYe59CAjTVtn2RbawqP+CDrKhFiXnHnqcmbyKHrv0+d+9u+1lIXV3SvDXdUlNZT0N90EYzyM6Nkl+Q0+GT9d5g0VYvYXFvu91HCopyqNxTBx78/PmFuWk9f/6IMvKGjQl6JizJm2Z3mqp2twmwADyeeA6V2b73rhC8cWotGjFGDytkx562fyt1DTEK8/r+dyydK8jLYvr4IdQ3xsjLiR4UwXBW/gCaaveCO2ZRItm99+Y+khVp08sf2c8A1YE9VQ3E3RlUlMuB/uv3uFNZUcuBMCCk/eueHHJKzOyNVtu3ufttiQqaWRnBNKZXgRHuvgUgDLSG70edFwP3dLYWcMr/lu4+fj8qbD6mFvhR+NVeVYJ9XZXoJavDDxf+Ym8DmD17tk+YkHgC+IHo5ptvbrP9H//xH7z//e/vlbo2VW3i8bcfxzAc578m/hdjirqeQe2KW5e0mdPx4I1nUjq0d+dlvfTTD9Gwe99QrRGnXMCE087t1Tp7W3FtMQ+ueJAtdW3X/v7ExE8wumh0p8f/39+W8NxjT5IfL29zA2VlZXHjjTcybNiwHrXP3Xn2r0toe3vGgTpOO39arw9Zmn/PtexZ/AIQBFzjr7+fQRNm9mqdiTTWN1FT1UBBcS7ZOX3bmwew9cX72fjHrxCvb9tDVVh2FBPOfLJD+ecWLyHetO/ls3RcERMmdPx7uuQnC9tsf+vSUt49rfO/O5F0aDpsBBv+9ksaq8oZ/Z5PUjByv9+SdNnbc9ex87HvwI634LBTmPSRrzJmQtez917329d47e3tODBuRBG3f/mdB/Q6ZRtX7aRiY8cP5PIKszhqVv96X/X8995NvN1Q8Vl3bk1SWg5kU8c28vIv2i65a7ewsys9WWZWBDwAXO3ue3v4/uTDBCP0UurSRzUW+KiZfT3cHmtmc5KUPcfM3jSz3Wa218wqzSwdi6tsBFq/yx8NpG/ywwEgK6ttTDxuXO8lNhhVNIpPHfkp3jfufVx55JX7FWAB/OoLJzN0QC6FeVl85aKjej3AAjjsjEshEr7BjWYz8tQP93qdvW1Y/jA+ddSnKMral+Qkx3IYVZg6y5a7c9c/V/C7x1dQF+/46W9TUxPf+9730t7e1ir3pLfHLJGmqoqWxxbNpiFDY/Gzc7MYOLQgIwEWAPFYwjmI1RsSZ9nyeNuysaaufVx9IL9plANPVl4h4z/43xx+6fd6NcAC2PrErbD6MaxyPSz7M6t+eDabnu7a8p7xuPP8wi3UNsSoa4ixekslO/vg9a83RaOJ3x7WVSdaAiLTMvS6KwcMM8smCLDucvfmeVTbwmGChN+3d/FcRwNZ7j63s7JdHffxS4KPp08Hvg1Uho1NNL/qp8AHgIWddaPtp9eByWY2HthEEEV+JI3n7/c++MEPcv/9QbalESNGMHXq1F6tryS/hJL87q3DNXXsYB777tlpblFq4879HJGsbPaueJ3hJ32QwdNO7tP6e9MXZ32RRTsXEfc4M0pmpOwhaorF+dKvXuH1ZUHAEbesBH2+wRy/njIzBg8vpHx7x8nQSf5Hp1Xh2GlUrQt6W+KNdRSNOaRy4bQYNP1UiCV485PkJdgs6KFuFkmSNTA7Cq2z0h81oW/nu4n0mY3PY61fKCs3suIP15E79DBKZp6Z8tBIxIhGjKZwTldTU5yCA3xY7ZDSYpi/JeH/jv4mf8Q4qtct7LygHJIseMP0O2Cpu/+41VOPAJcCN4Xfu5rE4WLgL10p2NVXgePd/RgzexPA3cvNLNmEkA3AojQHWLh7k5ldBTxB8LHF7a2zGB4KTj/9dKZOnUplZSUTJ07s0LN1qLNIhLHv/0ymm5FW1Y3VPLvpWRriDZx62KkMzes8u9vc5TtZtHbfPKxIgjld6VRVkfgT26zs3v/7rFrzVsvjSE4+lWsXUlA6sdfr7W+2vXBPwnkJkezEL9N5BTnUVO5LeZ9sgv9vr3knX7ntVeoaYnzxQzMYNig/PQ0W6W8KhuN712K0GvzscTY+8btOg6x43FsCLICsLKO6romi/AN38eSq8joiZsTbv5Xrh53ZJbPf2ybIiuT13+VtJCNOJhjat9DM5of7vkoQXN1rZlcA64ELmg8ws7XAACDHzM4HzgqzpQNcCOxbxC+Frr4LagxTqHtY+TAgWU7vrwB/N7PngJb/4u2ix25x97/T+WLIB7XDDjuwEznI/rlz2Z1sq9lGnDiLdy/mlNJTOH7E8eRnJX+zm5MdId5qOFiWNfTap5HunnTtlLraBnJ7+U1G8aRjqN22lnhjHbhTOPrgSnbTVXU7NyXcn1UwMOH+UROGsGrRVuIxJxI1SkYmzhw6ZcwgHv72e9LWTulbjQ1N1Nc2UVCcQyRyYGca7E3lO6vxsvfD1tc6ZPqqXNt5D0kkYhwzuYTFa3cTdxg5OJ+SfpaBb39l52a16e1ull/QuwmsuqNhV9vXPyXCkNbc/UWSfzxwRqKd7l6W4nxdnpTY1SDr58BDwHAz+y7wIeBrScp+lyDBRR50Mf2ZiCTUHGABNMWbeH7T8yzctZDPzvgskSSZ5kYMyqe+cd9nIBVWSrHv7FAuHWncU3VYx/dvabVumfxf3yUrfwDVm5Yx+qwrKBpzRO9X2g8NP+k/2fLcn9usKwQw+bLEK1yMnjCEvPxsqvfWUVJaTEFxejMiSubt2VXDW/9eCxg5+VnMPm1Cny+xcCDYva2Kt15aBwt/A3R8J+YNtV06z48+fQKPvbKOxqY47z9h7AGf3TESMdovj2kRmHJM//ugd9CRp7Dl2btatgtK+1diDjl0dSnIcve7zGwuQcRnwPnunnhGNQxx97PS1UDJnKXlS1lZsZIJAydw5JAjM92cQ1JBdgFVjfuScsaJs6tuFzVNNRRlJx4S8dd/r22znUVDhzKlpaVcffXVPW5fqrlhefm9P1wwmpPPpEtubFnP7VA1+IiTGHvu59j0z98Ta7VWXOWq+Qw7NvHcyJLSYkpKu772nRxYVi/ZFq775NTXNrJjcyWl4wZluln9zpq3w7nu9XsSPt/VZSFysiKMGFxAY1OcvIMgmN1b3ja4jESNk86ekrnkPimMOPE/qd6wlM3P3En+8DKOuvaeTDdJBOgkyGq3GPF2Wk30MrMhiRYjBv5pZme5e8e8wXLAWFa+jAdXPUhjvJEFuxZgGNOGHJpJBTKpurFjQgmAuoa6pEFWeXV9m+1cb3uOgoICbrzxxrS0D8IkCgl6tBobY/T2DJ6azSt56+aLqC/fyshTLmDKJ39ySAZbVesWs/EfvyHe7lP3Tf+8nQkXXpfkKDmYZee0/ffefi00CVQ1ZwEc9Q5Y93iH52Nd7Mm68Y9zeXFRkDZ8Qmkxt37uZHJzDtx501lZbV9HI1HrlwFWswkXfpUJF341080QaaOzV925wBvh9x3AcmBF+DhZ6sLPAo+bWW2aU7hLH1qzdw2N8SBbWWO8kVV7VmW4RYemwbmDE+7fVb8r6TETSge02W7ytvOisrPTO08qWUxTWNT7cxKW/uZz1O/aBPEYW1+8n90Lnun1OvujPctfSxjoWrLFi+WgN/mokRQNzCMSNUaMHqheyyRaXr9mfg5GntxxFlIX7qF43Hl63iZq62PU1sdYvLaC07/8N+5/bnW6m9tnBpYUtmQdtQiUjk38v0hEkkv56uHu48MJXk8A57p7ibsPBc4BHkxyTLG7R9w9390HhNsDEpWV/mviwIlkR4I349mRbCYPmpzhFh2aPjDxAxRYQYf9qbIMnndSGQMK9gVSFmn7tiGdPT1mxuSjS7HW8w8MJs0YQTSr99/g12xesW8j3sTelfN6vc7+aODhcxJe1wGTE62yIYeC3Pxsjjt9Iu/8j2lMPWbUIdnD2xX5heFrZVYenPwtrN2aS3lDU69JCMH8pfaZN+MOP7p/IXVJEgP1d7l5wd/P+COGM3XWKCZOH5HpJokccLral32cu3+6ecPd/2Fm325dwMzK3H1tshOEeepHufvGbrVU+tTkQZO5cNKFrN67mrLiMqYMPjSztmXaI2seodY7DlcpykmeorYgN4u/fuss3ly5iy27qnjy6d2wdR3NKQaHDRuW1jYeVjaY4aMH4HHCwMr7LJNZ7uBSamrDQMsiFI4+vE/q7W+Kxh3J5MtuYtWfb6Spqrxlf82WlRlslUj/N3BoIVV79s1btZw8vGHfEOvcQcO7dJ5vXnos1972Mntq2gZVuyvrOGxoYXoa28cKinIpm5re/xcih5KuBlk7zexrwJ0E79Q+CrQfr/QDC8amPMy+4YV5wCTgXQRJM74BKMg6QEweNFk9WBm2s3ZnmzS6hnHaqNPIy0o9FC8/N4uTjhwBjOD9c0Zx003r2LVrF5FIhA996ENpb2dWVutPf/vuE/PDP34zC354CcSdwjFTKTnm0Ew3Xr1pOSvuuJ54fbsFptO7XKHIQads6nB2bq2ivqaRvIJsskdPpWr1vtkQg6ad1KXz/O9f5ncIsCBYmFhEDk1dDbIuJgiQHgq3nw/3tXD3C8xsGnAJcDlQCtQCS4G/Ad9198SrlopIQpMGTWLN3jW4O8U5xXxi2icozN6/T0Xz8vL4+te/zs6dOxk4cCB5eQf2+i2tDTriJE76xVs07NlB/ogyLNJ/J2b3pool/8YT5MzPGahPoUVSycnN4sSzJtPUGCcrO8Ku4V9g8c+vBIIF7kec9MFOzxGPO+u2VSV8bunaXYwdoflwIoeirqZw3w18wcwGAHF3T/hqEq6GfEMa2ydySLto0kUs2LWAxngjRw09qtMerGSi0SgjRhycY+qzCgaQVXBoT/ssnnB0kOWx1T6LZjNg0jEZa5PIgcJsX+a8kllnccw3HqV6/RIGHnEi+cM6X08wEjFys6PUN3bsyRo+uOOcWhE5NHQpyDKzGcAfgSHh9k7gUndf1KrMB1Kdw90TJsoQkeSikSizhs3KdDOknxsw8RiO/NxtbHnhXhr37KBux3qKJx7D+A9+JdNNEzngFJfNoLhsRpfLx+NOQ4IAC2D8YQPT1SwROcB0dbjgb4AvufszAGZ2GnAb0Hqw8rkpjneSZCMUkfRbuWkPj72yntElhZx/ShlZUaXyPtgNnfVuhs56d6abIXLIMQt6s2LxjnMgC/MO3LWyRKRnunr3FzYHWADu/qyZtZkY4u4fT2vLRKRbtpfXcuVPXqC2PkZudoS126r48oVHZbpZIiIHJXeIJ0gyEzGob4yTnXVozhUVSbfKiiKeeejkTDejy7oaZK02s68Dfwq3PwqsSVTQzHKBDwJlrc/v7t/qfjNFpKve3lBBJFwTp74xzitLt2W4RSIiB69IxPjoGZO497k1NDXFwIyc7AhzpgynKD+9i7+LyIGjq0HW5cA3CYb8GUF2wWQ9Vw8DewjSuNf3tIEisn+mjBnU8qlqbnaE44/o2jovIiLSPZ8570jOOm4M9Y1N1NQ24cDsw5XdU+RQ1tXsguXA57t4ztHufnb3myQiPTFicD6/ufodPPryOkYNK+SD7xif6SaJiBz0Jh12aGc5FZG2UgZZZvZIqufd/T8S7H7JzGa4+8IetUxEum3y6IF86QLNwxIREZFDl5mNIciQPhKIA7e5+8/MbAhwD8H0prXAhe5ebmZDgfuB44A/uPtVrc6VA9wCnBae6wZ3fyBZ3Z31ZJ0IbAD+ArxKMFQw2Q+xkCCLYBbwcTNbTTBc0AB3d73jExERERGRvtIEXOPu88ysGJhrZk8BlwFPu/tNZnYdcB1wLVAHfB2YHn61dgOw3d0PN7MI4dJWyXQWZI0E3g1cDHwE+BvwF3dfnKDsOZ2cS0REREREpE+4+xZgS/i40syWAqOA8wh6pADuAJ4FrnX3auBFM5uU4HSXA1PDc8WBnanqTrl4jrvH3P1xd78UOAFYCTxrZp9LUHw4MM3d17X+Ao4CSlLVIyIiIiIi0lvMrAyYRTA6b0QYgDUHYimzhJnZoPDht81snpndZ2YjUh3T6QqlZpZrZh8A7gQ+C/ycxAsL/wBYmmD/0vA5ERERERGRdCkxszdafV2ZqJCZFQEPAFe7+95u1JMFjAb+7e7HAC8DP+zsgKTM7A6C8Yj/AL7p7otSFB/q7mvb73T3leEkMhERERERkXTZ6e6zUxUws2yCAOsud2/uKNpmZqXuvsXMSoHtndSzC6gBHgq37wOuSHVAZz1ZHwMOB75AkDVwb/hVaWbto8D8FOcp7KQeERERERGRtDEzA34HLHX3H7d66hHg0vDxpQTr/Cbl7g48yr55XGcAS1Idk7Iny907HU7Yyj/N7LvA18KGAGBm3wT+tR/nERERERER6amTCTqNFprZ/HDfV4GbgHvN7ApgPXBB8wFmthYYAOSY2fnAWe6+hCD74J/M7KfADuDjqSru0mLEXXQN8H/AylY/xNHAG8AnenJiM/sBcC7QAKwCPu7uFT05p4iIiIiIHLzc/UWSL0F1RpJjypLsXwec2tW60xZkhSkPLzazCcCR4e7F7r46Dad/Crje3ZvM7GbgeoJoUkREREREpF9JW5BlZiPdfWsYVCUMrJrL7O+53f3JVpuvAB/qZjNFRERERER61f7MuerM39NUpjOXE2Q7FBERERER6XfSOSfr6DDjYPtxj81JMAxImpfezP4JjEzw1A3u/nBY5gagCbgrxXmuBK4EGDt2bJcbLyIiIiIi/VNldjnPjbov083osnTOyYr28PgzUz1vZpcC5wBntM5emOA8twG3AcyePTtpORERERERkd6Qzp6s5lz0c4BRBD1Ym4HXUgVFXTzv2QSJLt7p7jU9bqiIiIiIiEgvSWfii7OAXwIrgE3h7tHAJDP7TLvkFfvrFiAXeCqI43jF3T/dk/aKiIiIyIEt3tSARbMJ3x+K9Bvp7Mn6GXCmu69tvdPMxhMkvDiiuyd290k9a5qIiIiIHCw8Hmfprz7L9lceJqtwIDOvv5+icUd2fqBIH0lndsEsYGOC/ZuA7DTWIyIiIiKHsPLFL7Br3pPgcZqqyll2+39nukkibaSzJ+t24HUzuxvYEO4bA3wY+F0a6xERERGRQ5jHYym3RTItbT1Z7v6/wEcIUrWfCJwUPr4kfE5EREREpMeGzHgnA484EYtmE80v5vBL9VZT+pe0Zhd096XA0nSeU0RERESkNYtEmfaZX7Jz3pPkl05kwMRZmW6SSBtpDbKSMbN/uPt7+6IuERERETm4NdXs5eWrjyNWuxcwJl7yTcac/clMN0ukRTpTuB+T7ClgZrrqEREREZFD2+Z/3UmsZk+45ay57yYFWdKvpLMn63XgOYKgqr1BaaxHRERERA5l7d5tapks6W/SmcJ9KfApd39X+y9gZxrrEREREZFD2GHv+hhZhYOC6MoijL/whkw3SfohMxtjZs+Y2VIzW2xmXwj3DzGzp8xsRfh9cLh/aFi+ysxuaXeuZ81smZnND7+Gp6o7nT1ZN5I8aPtcGusRERERkUNYVkExJ/z0DSrefom8kjEUjTki002S/qkJuMbd55lZMTDXzJ4CLgOedvebzOw64DrgWqAO+DowPfxq7xJ3f6MrFactyHL3+1M899d01SMiIiIikpVfRMmsszLdDOnH3H0LsCV8XGlmS4FRwHnAaWGxO4BngWvdvRp40cwm9bTutGcXNLMvJdi9B5jr7vPTXZ+IiIiIiEgqZlYGzAJeBUaEARjuvqWzoX+t/N7MYsADwHfc3ZPWl+K5bjGzPwOzgUfDXe8nSIoxFbjP3b+f1gpTt6USWNZX9UlCJWhOXn+g65B5ugb9g65D5uka9A+6Dv1DJq/DOHcflqG695uZPU7w+2otj2CIX7Pb3P22BMcWESTo+667P2hmFe4+qNXz5e4+uNX2ZcBsd7+q1b5R7r4pHHb4AHCnu/8xWXt7Y52socAx7l4VNugbwP3AqcBcoM+CLGCZu8/uw/qkHTN7Q9cg83QdMk/XoH/Qdcg8XYP+Qdehf9B16Dp3P7s7x5lZNkFQdJe7Pxju3mZmpWEvVimwvQv1bwq/V4adSnOApEFWOrMLNhsLNLTabiSIlGuB+l6oT0REREREpA0zM+B3wFJ3/3Grpx4BLg0fXwo83Ml5ssysJHycDZwDLEp1TG/0ZP0ZeMXMHiZYxeAc4C9mVggs6YX6RERERERE2jsZ+Biw0Mzmh/u+CtwE3GtmVwDrgQuaDzCztcAAIMfMzgfOAtYBT4QBVhT4J/DbVBWnPchy92+b2d+BUwiCrE+3SnV4Sbrr60SHMZnS53QN+gddh8zTNegfdB0yT9egf9B16B90HXqRu79Ih6WrW5yR5JiyJOWP3Z+60574AsDMjiaYg+XAC+7+VtorERERERER6YfSPicrXEn5LoLsH8OBO81MixGLiIiIiMghoTcSX1wBHO/u33D3/wFOAD7ZC/UkZWZnm9kyM1sZruIsfcTM1prZQjObb2ZvhPuGmNlTZrYi/D64s/NI15nZ7Wa23cwWtdqX9HduZteH98YyM3tPZlp98ElyHW40s03h/TDfzN7X6jldhzQzszFm9oyZLTWzxeGHfrof+liK66D7oY+YWZ6ZvWZmb4XX4Jvhft0LfSjFddC9cAjojXWyFgLHuXtduJ0HvO7uM9JaUfL6o8By4N3ARoI1ui52dyXd6APhZMHZ7r6z1b7vA7vd/aYw6B3s7tdmqo0HGzM7FagC/uju08N9CX/nZjYN+AtB2tHDCCZuHu7usQw1/6CR5DrcCFS5+w/bldV16AVhGt5Sd59nwTomc4HzgcvQ/dBnUlyHC9H90CfMzIBCd68KJ+q/CHwB+AC6F/pMiutwNroXDnq90ZP1e+DVMEq/EXiFIHViX5kDrHT31e7eANwNnNeH9UtH5wF3hI/vIPhnK2ni7s8Du9vtTvY7Pw+4293r3X0NsJLgnpEeSnIdktF16AXuvsXd54WPK4GlwCh0P/SpFNchGV2HNPNAVbiZHX45uhf6VIrrkIyuw0Ek7UFWmIP+4wRvNsqBj7v7T9NdTwqjgA2ttjeS+sVd0suBJ81srpldGe4b4e5bIPjnSzBXT3pXst+57o++d5WZLQiHEzYPzdF16GVmVgbMAl5F90PGtLsOoPuhz5hZ1IKU1duBp9xd90IGJLkOoHvhoJe2ICsc5zvEzIYAa4E7gT8B68J9fSVRmsb0p1CUZE5292OA9wKfDYdQSf+h+6Nv/QqYCMwEtgA/CvfrOvQiMysCHgCudve9qYom2KfrkCYJroPuhz7k7jF3nwmMBuaY2fQUxXUNekmS66B74RCQznWy5hL8ITT/gTT/UVj4eEIa60plIzCm1fZoYHMf1X3Ic/fN4fftZvYQQTf3NjMrdfct4Vj97Rlt5KEh2e9c90cfcvdtzY/N7LfAY+GmrkMvCec9PADc5e4Phrt1P/SxRNdB90NmuHuFmT1LMA9I90KGtL4Oredi6V44eKWtJ8vdx7v7hPB78+Pm7b4KsCBIdDHZzMabWQ7wYeCRPqz/kGVmheEkZ8yskGCF7EUEv/9Lw2KXAg9npoWHlGS/80eAD5tZrpmNByYDr2WgfYeE8E1Ms/8kuB9A16FXhJPMfwcsDYeuN9P90IeSXQfdD33HzIaZ2aDwcT5wJvA2uhf6VLLroHvh0JDOnqx+wd2bzOwq4AkgCtzu7osz3KxDxQjgoeD/K1nAn939cTN7HbjXzK4A1gMXZLCNBx0z+wtwGlBiZhuBbwA3keB37u6LzexeYAnQBHxWWYvSI8l1OM3MZhL05q8FPgW6Dr3oZOBjwMJwDgTAV9H90NeSXYeLdT/0mVLgjjDjcgS4190fM7OX0b3Ql5Jdhz/pXjj4pT2Fu4iIiIiIyKGsN1K4i4iIiIiIHLIUZImIiIiIiKSRgiwREREREZE0UpAlIiIiIiKSRgqyRERERERE0khBloiItGGBF83sva32XWhmj6exjrVmtjD8WmJm3zGz3HSdX0REJJOUwl1ERDows+nAfcAsgjUH5wNnu/uqbpwr2n6tFzNbC8x2951mVgTcBjS6+6WJziEiInIgUZAlIiIJmdn3gWqgMPw+DphBsNj4je7+sJmVAX8KywBc5e4vmdlpBAsybwFmuvu0dudeSxhkhdsDgA3AeKABeBgYDGQDXwvr+jaw091/Fh7zXWCbu/+8V34BIiIi3aQgS0REEjKzQmAeQdDzGLDY3e80s0HAawS9XA7E3b3OzCYDf3H32WGQ9TdguruvSXDutbQKssJ984FPAXOBAnffa2YlwCvAZIIg70F3P8bMIsAKYI677+qNn19ERKS7sjLdABER6Z/cvdrM7gGqgAuBc83sy+HTecBYYDNwi5nNBGLA4a1O8VqiACsFa/X9e2Z2KhAHRgEj3H2tme0ys1nACOBNBVgiItIfKcgSEZFU4uGXAR9092WtnzSzG4FtwNEEyZTqWj1d3dVKzKwYKAOWA5cAw4Bj3b0x7PXKC4v+H3AZMBK4fX9/GBERkb6g7IIiItIVTwCfMzMDCHuTAAYCW9w9DnyMIEnGfgkTX/wS+Ku7l4fn3B4GWO8iGCbY7CHgbOC4sE0iIiL9jnqyRESkK74N/BRYEAZaa4FzCIKjB8zsAuAZ9qP3CngmPFeEIHj6drj/LuBRM3uDIKvh280HuHuDmT0DVLTPWCgiItJfKPGFiIgcMMKEF/OAC9x9RabbIyIikoiGC4qIyAHBzKYBK4GnFWCJiEh/pp4sERERERGRNFJPloiIiIiISBopyBIREREREUkjBVkiIiIiIiJppCBLREREREQkjRRkiYiIiIiIpJGCLBERERERkTT6/xy+WzN1hZdbAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(6,1,figsize=(16,16))\n", "fig.subplots_adjust(hspace=.6)\n", "for icl in range(0,6):\n", " icld=data.loc[data.Cluster==icl]\n", " ix=ax[icl]\n", " m=ix.scatter(icld['YD'],icld['l10_modChl']-icld['l10_obsChl'],c=icld['Year'],s=10,cmap=plt.get_cmap('Accent',6))\n", " ix.set_xlabel('Year Day')\n", " ix.set_ylabel('Model-Obs\\n log10[Chl(mg/m3)+.001]')\n", " ix.set_xlim(0,366)\n", " ix.set_ylim(-3,3)\n", " ix.set_title(f'Cluster {icl}')\n", " fig.colorbar(m,ax=ix)\n", " ix.plot((0,366),(0,0),'-',color='lightgray')" ] }, { "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 (py39)", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 4 }