{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from salishsea_tools import geo_tools, viz_tools, evaltools as et\n", "import gsw\n", "import netCDF4 as nc\n", "import datetime as dt\n", "import cmocean\n", "import pickle\n", "import os\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "obslat=50.117\n", "obslon=-125.223" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['nav_lon', 'nav_lat', 'nav_lev', 'time_counter', 'tmask', 'umask', 'vmask', 'fmask', 'tmaskutil', 'umaskutil', 'vmaskutil', 'fmaskutil', 'glamt', 'glamu', 'glamv', 'glamf', 'gphit', 'gphiu', 'gphiv', 'gphif', 'e1t', 'e1u', 'e1v', 'e1f', 'e2t', 'e2u', 'e2v', 'e2f', 'ff', 'mbathy', 'misf', 'isfdraft', 'e3t_0', 'e3u_0', 'e3v_0', 'e3w_0', 'gdept_0', 'gdepu', 'gdepv', 'gdepw_0', 'gdept_1d', 'gdepw_1d', 'e3t_1d', 'e3w_1d'])\n" ] } ], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " tmask=np.copy(mesh.variables['tmask'][0,:,:,:])\n", " navlat=np.copy(mesh.variables['nav_lat'][:,:])\n", " navlon=np.copy(mesh.variables['nav_lon'][:,:])\n", " e3t_0=np.copy(mesh.variables['e3t_0'][0,:,:,:])\n", " print(mesh.variables.keys())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "depth is 15 grid points at site or roughly 15.1 m\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j,i=geo_tools.find_closest_model_point(obslon,obslat,navlon,navlat)\n", "fig,ax=plt.subplots(1,2,figsize=(10,5))\n", "ax[0].contour(navlon,navlat,tmask[0,:,:],(0.5,))\n", "ax[0].plot(navlon[j,i],navlat[j,i],'r*')\n", "ax[0].set_xlim(-125.4,-125)\n", "ax[0].set_ylim(50,50.4)\n", "viz_tools.set_aspect(ax[0],coords='map')\n", "ax[0].set_title('Geo coords')\n", "ax[1].contour(tmask[0,:,:],(.5,))\n", "ax[1].plot(i,j,'r*')\n", "ax[1].set_xlim(100,180)\n", "ax[1].set_ylim(730,800)\n", "viz_tools.set_aspect(ax[1],coords='grid')\n", "ax[1].set_title('Grid coords')\n", "ks=np.sum(tmask[:,j,i])\n", "print('depth is {0} grid points at site or roughly {1:3.1f} m'.format(ks,np.sum(e3t_0[:ks,j,i])))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "761 137\n" ] } ], "source": [ "print(j,i)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df=pd.read_csv('/ocean/eolson/MEOPAR/obs/IzettCTD/Quadra_Hakai_BoL-data_201906-202004.txt',header=0,skiprows=(1,))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DaysTSG_TTSG_SCTD_1_TCTD_1_SCTD_1_prCTD_2_TCTD_2_SCTD_2_pr
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" ], "text/plain": [ " Days TSG_T TSG_S CTD_1_T CTD_1_S CTD_1_pr CTD_2_T \\\n", "0 352.144785 7.259759 21.940098 NaN NaN NaN NaN \n", "1 352.148303 7.269010 21.991546 NaN NaN NaN NaN \n", "2 352.151799 7.278374 22.002477 NaN NaN NaN NaN \n", "3 352.155294 7.269549 21.972746 NaN NaN NaN NaN \n", "4 352.158790 7.282700 22.012073 NaN NaN NaN NaN \n", "\n", " CTD_2_S CTD_2_pr \n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "df['dtUTC']=[dt.datetime(2014,1,1)+dt.timedelta(days=ii) for ii in df['Days']]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df['SA']=[gsw.SA_from_SP(isp,1.4,obslon,obslat) for isp in df['TSG_S']]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df['CT']=[gsw.CT_from_t(isa,ist,1.4) for isa,ist in zip(df['SA'],df['TSG_T'])]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "df['Z']=1.4\n", "df['Lat']=obslat\n", "df['Lon']=obslon" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df['k']=1\n", "df['i']=i\n", "df['j']=j" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DaysTSG_TTSG_SCTD_1_TCTD_1_SCTD_1_prCTD_2_TCTD_2_SCTD_2_prdtUTCSACTZLatLonkij
0352.1447857.25975921.940098NaNNaNNaNNaNNaNNaN2014-12-19 03:28:29.42400022.0463007.4299681.450.117-125.2231137761
1352.1483037.26901021.991546NaNNaNNaNNaNNaNNaN2014-12-19 03:33:33.37920022.0979977.4387371.450.117-125.2231137761
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" ], "text/plain": [ " Days TSG_T TSG_S CTD_1_T CTD_1_S CTD_1_pr CTD_2_T \\\n", "0 352.144785 7.259759 21.940098 NaN NaN NaN NaN \n", "1 352.148303 7.269010 21.991546 NaN NaN NaN NaN \n", "2 352.151799 7.278374 22.002477 NaN NaN NaN NaN \n", "3 352.155294 7.269549 21.972746 NaN NaN NaN NaN \n", "4 352.158790 7.282700 22.012073 NaN NaN NaN NaN \n", "\n", " CTD_2_S CTD_2_pr dtUTC SA CT Z \\\n", "0 NaN NaN 2014-12-19 03:28:29.424000 22.046300 7.429968 1.4 \n", "1 NaN NaN 2014-12-19 03:33:33.379200 22.097997 7.438737 1.4 \n", "2 NaN NaN 2014-12-19 03:38:35.433600 22.108981 7.448129 1.4 \n", "3 NaN NaN 2014-12-19 03:43:37.401600 22.079106 7.439522 1.4 \n", "4 NaN NaN 2014-12-19 03:48:39.456000 22.118623 7.452410 1.4 \n", "\n", " Lat Lon k i j \n", "0 50.117 -125.223 1 137 761 \n", "1 50.117 -125.223 1 137 761 \n", "2 50.117 -125.223 1 137 761 \n", "3 50.117 -125.223 1 137 761 \n", "4 50.117 -125.223 1 137 761 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "flen=1\n", "namfmt='nowcast'\n", "filemap={'vosaline':'grid_T','votemper':'grid_T'}\n", "fdict={'grid_T':1,}\n", "PATH='/results2/SalishSea/nowcast-green.201905/'\n", "runID='HC201905'\n", "dstart=dt.datetime(2014,12,19)\n", "dend=dt.datetime(2020,6,20)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "450137" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# remove a day because it is currently missing from model output\n", "df.drop(df.loc[(df.dtUTC>=dt.datetime(2020,6,10))&(df.dtUTC" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(12,4))\n", "_,_,_,m0=ax[0].hist2d(data['SA'],data['mod_vosaline'],bins=np.linspace(21,28,100),\n", " cmap=cmocean.cm.amp,cmin=1,cmax=800,vmin=1,vmax=350)\n", "fig.colorbar(m0,ax=ax[0],extend='max')\n", "ax[0].set_aspect(1)\n", "ax[0].set_xlim(21,28)\n", "ax[0].set_ylim(21,28)\n", "ax[0].plot((21,28),(21,28),'k-',lw=.5);\n", "ax[0].set_xlabel('Obs Abs. Sal (g kg$^{-1}$)')\n", "ax[0].set_ylabel('Model Abs. Sal (g kg$^{-1}$)')\n", "_,_,_,m1=ax[1].hist2d(data['CT'],data['mod_votemper'],bins=np.linspace(5.5,10,100),\n", " cmap=cmocean.cm.amp,cmin=1,cmax=350)\n", "fig.colorbar(m1,ax=ax[1])\n", "ax[1].set_aspect(1)\n", "ax[1].set_xlim(5.5,10)\n", "ax[1].set_ylim(5.5,10)\n", "ax[1].plot((5.5,10),(5.5,10),'k-',lw=.5)\n", "ax[1].set_xlabel('Obs Cons. Temp. (deg C)')\n", "ax[1].set_ylabel('Model Cons. Temp. (deg C)')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Absolute Salinity\n", " N: 447830\n", " bias: 0.8393380791708118\n", " RMSE: 1.4592866685270445\n", " Willmott Skill Score: 0.7603133483217335\n" ] } ], "source": [ "s_sa=et.stats(data['SA'],data['mod_vosaline'])\n", "print('Absolute Salinity\\n N: {0}\\n bias: {3}\\n RMSE: {4}\\n Willmott Skill Score: {5}'.format(*s_sa))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Conservative Temperature\n", " N: 447830\n", " bias: -0.8051871415688563\n", " RMSE: 1.2563920299941473\n", " Willmott Skill Score: 0.9780175111340039\n" ] } ], "source": [ "s_ct=et.stats(data['CT'],data['mod_votemper'])\n", "print('Conservative Temperature\\n N: {0}\\n bias: {3}\\n RMSE: {4}\\n Willmott Skill Score: {5}'.format(*s_ct))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "df2=data.copy(deep=True)\n", "df2['k']=0" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "progress: 0.0%\n", "progress: 1.1115063133558598%\n", "progress: 2.2230126267117196%\n", "progress: 3.3345189400675794%\n", "progress: 4.446025253423439%\n", "progress: 5.557531566779299%\n", "progress: 6.669037880135159%\n", "progress: 7.7805441934910196%\n", "progress: 8.892050506846878%\n", "progress: 10.00355682020274%\n", "progress: 11.115063133558598%\n", "progress: 12.226569446914457%\n", "progress: 13.338075760270318%\n", "progress: 14.449582073626177%\n", "progress: 15.561088386982039%\n", "progress: 16.672594700337896%\n", "progress: 17.784101013693757%\n", "progress: 18.895607327049618%\n", "progress: 20.00711364040548%\n", "progress: 21.118619953761335%\n", "progress: 22.230126267117196%\n", "progress: 23.341632580473057%\n", "progress: 24.453138893828914%\n", "progress: 25.56464520718478%\n", "progress: 26.676151520540635%\n", "progress: 27.787657833896496%\n", "progress: 28.899164147252353%\n", "progress: 30.010670460608218%\n", "progress: 31.122176773964078%\n", "progress: 32.23368308731994%\n", "progress: 33.34518940067579%\n", "progress: 34.45669571403165%\n", "progress: 35.568202027387514%\n", "progress: 36.679708340743375%\n", "progress: 37.791214654099235%\n", "progress: 38.902720967455096%\n", "progress: 40.01422728081096%\n", "progress: 41.12573359416681%\n", "progress: 42.23723990752267%\n", "progress: 43.34874622087854%\n", "progress: 44.46025253423439%\n", "progress: 45.57175884759025%\n", "progress: 46.683265160946114%\n", "progress: 47.794771474301974%\n", "progress: 48.90627778765783%\n", "progress: 50.017784101013696%\n", "progress: 51.12929041436956%\n", "progress: 52.24079672772541%\n", "progress: 53.35230304108127%\n", "progress: 54.46380935443713%\n", "progress: 55.57531566779299%\n", "progress: 56.68682198114885%\n", "progress: 57.79832829450471%\n", "progress: 58.90983460786057%\n", "progress: 60.021340921216435%\n", "progress: 61.132847234572296%\n", "progress: 62.244353547928156%\n", "progress: 63.35585986128402%\n", "progress: 64.46736617463988%\n", "progress: 65.57887248799574%\n", "progress: 66.69037880135159%\n", "progress: 67.80188511470745%\n", "progress: 68.9133914280633%\n", "progress: 70.02489774141917%\n", "progress: 71.13640405477503%\n", "progress: 72.2479103681309%\n", "progress: 73.35941668148675%\n", "progress: 74.47092299484261%\n", "progress: 75.58242930819847%\n", "progress: 76.69393562155433%\n", "progress: 77.80544193491019%\n", "progress: 78.91694824826605%\n", "progress: 80.02845456162191%\n", "progress: 81.13996087497777%\n", "progress: 82.25146718833362%\n", "progress: 83.36297350168948%\n", "progress: 84.47447981504534%\n", "progress: 85.58598612840122%\n", "progress: 86.69749244175708%\n", "progress: 87.80899875511294%\n", "progress: 88.92050506846878%\n", "progress: 90.03201138182465%\n", "progress: 91.1435176951805%\n", "progress: 92.25502400853637%\n", "progress: 93.36653032189223%\n", "progress: 94.47803663524809%\n", "progress: 95.58954294860395%\n", "progress: 96.70104926195981%\n", "progress: 97.81255557531566%\n", "progress: 98.92406188867153%\n" ] } ], "source": [ "data2=et.matchData(df2,filemap,fdict,dstart,dend,namfmt,PATH,flen,preIndexed=True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Model Cons. Temp. (deg C)')" ] }, "execution_count": 22, "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(1,2,figsize=(12,4))\n", "_,_,_,m0=ax[0].hist2d(data2['SA'],data2['mod_vosaline'],bins=np.linspace(21,28,100),\n", " cmap=cmocean.cm.amp,cmin=1,cmax=800,vmin=1,vmax=350)\n", "fig.colorbar(m0,ax=ax[0],extend='max')\n", "ax[0].set_aspect(1)\n", "ax[0].set_xlim(21,28)\n", "ax[0].set_ylim(21,28)\n", "ax[0].plot((21,28),(21,28),'k-',lw=.5);\n", "ax[0].set_xlabel('Obs Abs. Sal (g kg$^{-1}$)')\n", "ax[0].set_ylabel('Model Abs. Sal (g kg$^{-1}$)')\n", "_,_,_,m1=ax[1].hist2d(data2['CT'],data2['mod_votemper'],bins=np.linspace(5.5,10,100),\n", " cmap=cmocean.cm.amp,cmin=1,cmax=350)\n", "fig.colorbar(m1,ax=ax[1])\n", "ax[1].set_aspect(1)\n", "ax[1].set_xlim(5.5,10)\n", "ax[1].set_ylim(5.5,10)\n", "ax[1].plot((5.5,10),(5.5,10),'k-',lw=.5)\n", "ax[1].set_xlabel('Obs Cons. Temp. (deg C)')\n", "ax[1].set_ylabel('Model Cons. Temp. (deg C)')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Absolute Salinity\n", " N: 447830\n", " bias: 0.7309802323394052\n", " RMSE: 1.3915637204523503\n", " Willmott Skill Score: 0.7874123043385386\n" ] } ], "source": [ "s_sa=et.stats(data2['SA'],data2['mod_vosaline'])\n", "print('Absolute Salinity\\n N: {0}\\n bias: {3}\\n RMSE: {4}\\n Willmott Skill Score: {5}'.format(*s_sa))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Conservative Temperature\n", " N: 447830\n", " bias: -0.5625343779442051\n", " RMSE: 1.0545691219621802\n", " Willmott Skill Score: 0.9854292915737839\n" ] } ], "source": [ "s_ct=et.stats(data2['CT'],data2['mod_votemper'])\n", "print('Conservative Temperature\\n N: {0}\\n bias: {3}\\n RMSE: {4}\\n Willmott Skill Score: {5}'.format(*s_ct))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Abs. Sal.\\n (g kg$^{-1}$)')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(2,1,figsize=(16,4))\n", "fig.subplots_adjust(hspace=.3)\n", "ax[0].plot(data['dtUTC'],data['mod_votemper'],'r.',label='model',ms=1)\n", "ax[0].plot(data['dtUTC'],data['CT'],'k.',label='obs',ms=1)\n", "ax[0].legend()\n", "ax[0].set_ylabel('Cons. Temp.\\n (deg C)')\n", "ax[1].plot(data['dtUTC'],data['mod_vosaline'],'r.',label='model',ms=1)\n", "ax[1].plot(data['dtUTC'],data['SA'],'k.',label='obs',ms=1)\n", "ax[1].legend()\n", "ax[1].set_ylabel('Abs. Sal.\\n (g kg$^{-1}$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SSH Comparisons" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "dfssh=pd.read_csv('/ocean/eolson/MEOPAR/obs/IzettCTD/WhaletownTidePred/8038-01-JAN-2015_slev.csv',\n", " skiprows=7,delimiter=',',index_col=None,usecols=[0,1])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Obs_dateSLEV(metres)
02017/06/16 22:002.46
12017/06/16 23:002.19
22017/06/17 00:002.11
32017/06/17 01:002.23
42017/06/17 02:002.61
.........
136522019/06/13 20:002.79
136532019/06/13 21:003.42
136542019/06/13 22:003.91
136552019/06/13 23:004.15
136562019/06/14 00:004.17
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13657 rows × 2 columns

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" ], "text/plain": [ " Obs_date SLEV(metres)\n", "0 2017/06/16 22:00 2.46\n", "1 2017/06/16 23:00 2.19\n", "2 2017/06/17 00:00 2.11\n", "3 2017/06/17 01:00 2.23\n", "4 2017/06/17 02:00 2.61\n", "... ... ...\n", "13652 2019/06/13 20:00 2.79\n", "13653 2019/06/13 21:00 3.42\n", "13654 2019/06/13 22:00 3.91\n", "13655 2019/06/13 23:00 4.15\n", "13656 2019/06/14 00:00 4.17\n", "\n", "[13657 rows x 2 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfssh" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "dfssh['dtUTC']=[dt.datetime.strptime(ii, '%Y/%m/%d %H:%M') for ii in dfssh['Obs_date']]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "jssh,issh=geo_tools.find_closest_model_point(-125.052,50.108,navlon,navlat)\n", "# point is on land so move by 1 \n", "issh=issh-1\n", "dfssh['i']=issh\n", "dfssh['j']=jssh" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Obs_dateSLEV(metres)dtUTCij
02017/06/16 22:002.462017-06-16 22:00:00160747
12017/06/16 23:002.192017-06-16 23:00:00160747
22017/06/17 00:002.112017-06-17 00:00:00160747
32017/06/17 01:002.232017-06-17 01:00:00160747
42017/06/17 02:002.612017-06-17 02:00:00160747
..................
136522019/06/13 20:002.792019-06-13 20:00:00160747
136532019/06/13 21:003.422019-06-13 21:00:00160747
136542019/06/13 22:003.912019-06-13 22:00:00160747
136552019/06/13 23:004.152019-06-13 23:00:00160747
136562019/06/14 00:004.172019-06-14 00:00:00160747
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13657 rows × 5 columns

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" ], "text/plain": [ " Obs_date SLEV(metres) dtUTC i j\n", "0 2017/06/16 22:00 2.46 2017-06-16 22:00:00 160 747\n", "1 2017/06/16 23:00 2.19 2017-06-16 23:00:00 160 747\n", "2 2017/06/17 00:00 2.11 2017-06-17 00:00:00 160 747\n", "3 2017/06/17 01:00 2.23 2017-06-17 01:00:00 160 747\n", "4 2017/06/17 02:00 2.61 2017-06-17 02:00:00 160 747\n", "... ... ... ... ... ...\n", "13652 2019/06/13 20:00 2.79 2019-06-13 20:00:00 160 747\n", "13653 2019/06/13 21:00 3.42 2019-06-13 21:00:00 160 747\n", "13654 2019/06/13 22:00 3.91 2019-06-13 22:00:00 160 747\n", "13655 2019/06/13 23:00 4.15 2019-06-13 23:00:00 160 747\n", "13656 2019/06/14 00:00 4.17 2019-06-14 00:00:00 160 747\n", "\n", "[13657 rows x 5 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfssh" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "flen=1\n", "namfmt='nowcast'\n", "filemap={'sossheig':'grid_T',}\n", "fdict={'grid_T':1,}\n", "PATH='/results2/SalishSea/nowcast-green.201905/'\n", "runID='HC201905'\n", "dstart=dt.datetime(2017,6,1)\n", "dend=dt.datetime(2019,6,15)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "progress: 0.0%\n", "progress: 36.61126162407557%\n", "progress: 73.22252324815113%\n" ] } ], "source": [ "dataSSH=et.matchData(dfssh,filemap,fdict,dstart,dend,namfmt,PATH,flen,preIndexed=True,sdim=2)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'SSH (m)')" ] }, "execution_count": 33, "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=(16,4))\n", "ax.plot(dataSSH['dtUTC'],dataSSH['mod_sossheig']-np.mean(dataSSH['mod_sossheig']),'r.',label='model',ms=1)\n", "ax.plot(dataSSH['dtUTC'],dataSSH['SLEV(metres)']-np.mean(dataSSH['SLEV(metres)']),'k.',label='obs',ms=1)\n", "ax.legend()\n", "ax.set_ylabel('SSH (m)')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(736511.0, 736540.0)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iGGseeughPv/5z3PllVcyNDRk+Pitra0UFBTQ1dXF008/bfj4unD85S9/yejo6IK+a3JyksbGRrZs2XJWn5+YmOCNN96goaEBj8fDW2+9lfDYLpcLgPLSUhqysrALMTUfL7zwAgBvvvnmgoRzX18f5eEw3HgjjcDJnp6EvyteBgYG8AcC1AHlf/M3ADgMbMkzNDREjqKQefnllIpj+u+RbCYnJ/F4PNj8fsjKwtrba+h7vG/fPgBWvfoqFSLc3UijgW7o/OxnPwss3AATLxeVcG1saKBFVPoyWrj6/X6++93v8h//8R/4fD5Dx5ZILgba29v52te+xoMPPmh42Org4CBHjhzh6aef5vUFho/Fi9/v59v3308amgXd6EILbc88A0AD8N+itYJRtIsN7D9fcgkAuwzeRO97+20AisJhnvrNbwwdWw+N/n5/PyZFiWzmjWLfvn1Yi4tpqKhYFEPvrl27MJvNi2KsAfj973+P2Wzmj3/8o+FjHzhwgOzsbNra2njsLMNLzxWBQID9+/ezefNmsrKyFiTcEsHv97Njxw6uuOIKxsfH+fWvf72g72tvb2dkZIT/+bd/I3QWc+eOHTuYnp5my5YtmEymBYXp60KptKGB8ooKRqen5y0yZ7fb2bdvH2vWrGFsbCwSLZgI/T09mnDdsIH69HQ6DMzz1CsK19lsZH32sxQDDgM9b263mxJVhcsuw5qZCRgnXPWQ6EqAr32N4slJPG63YUYwPb936S9+QcUbbwAYum/o6+ujuLiYmpoaGhoaDDe6XjTCdf/bb7NqcJDMW2+luqTE8IV4+/btjI+PMzExwbZt2wwdWyK5GPi7z32OUCiEz+fjqMGbubeFgEkBvvHlLxs69vHjxxmcnEQPEm775S8NHb/tqaewKgo3pqTQaXCRh25R2OGSe+6hDth1lqF254p9v/wlBcBVwEmDw4V7jhwhDWjJy2OlqrJHFDgxin379rFyaoqmwcFFEa56fu9vDDYYAPT29nLHHXcQDod55ZVXDB//wIEDXHbZZRQXF3P06FFDxz548CCBQIANGzZQX19veCXaN998k8nJSb72ta9hsVgWHGa4R8wZ9lCIP3//+/N+fq8Ip73llltobGzkyJEjCY/tdDoxAcUNDZQ3NADQL/p7zsX27dsB+Pa3vw0szFvV73BQDrB0KWWFhQxOThomnrq7uwGobWiAhgYqMDhUuK+PEoCaGqyiHYvT6TRkbF242nJz4ZZbKEaLGBofHzdkfI/HQzqQu3x5JL/YyHvvcDioyMyE736Xurq6SE9bo7gohKvP5+NEZycrR0chM5OmrCzDF+Jnn32W3NxcrFZrJG9JIpGcHX6/n9d37+aj4s9tBodttgoBdSfwRkcH4XDYsLE7hfX0L66/HoC2l182bGyAVqeT9WYzdTU1eP1+RkZGDBu7e/9+soGST3yC9YpCu7DiG8W+d95hZW4ujUCnw2Ho79574ACVgOn226kC+sRG0AhCoRAH9+1jlc9HUyDAiWPHDA2ZVVWV5557DoDnnnvO8HDdRx55BI/HQ21tbUT4GEU4HObQoUO0tLSwZMkSjhkYXgmn8lvXr19PfX29obl5oOVzm0wmrr32Wqqqqha86d2zcydWoBB49Mkn5/283W7HarWSnZ0dKWyTKK6BASyAqbaW8pUrAeifp0CS7qm88cYbqaysZNeuXQmNHQ6HcXo8EeFqNpsJqepZz98Lfef0nMqSigooLqYScBgYLut2Ok8J1+ZmwDiPq/7MVq5dC1VVFOvndJah4gvF43JRAigf+Qjli5Bf3NfXR6XbDf/0T5RlZi64Ona8XBTC1W63owINZjOsX0/T9LShZcHD4TDPP/ccH2hp4eMf+xjbtm0jEAgYNr5EcqHTI3Jzbs7IIMtkonUBVvBEaHv+eeqBdUuXElBVBgz0QnSKUL1Vt97KEpOJNgM3spOTkxyammKdzUbdmjXa+Rw8aNj43d3d1GRloWRmUl1QQN/oqGEiRg2F2D81xarGRuqtVqaCQUMX4N7OTqoAPv5xyoF+g7wFoPV7nAwEWJmXRyMw7vMZ5q0Azdvb1dXFVVddhd1uN7y4x/Hjx7HZbNx0003s3bvXUINFd3c3ExMTrKipYUl1teEe1/b2dvLy8mgYGqLeZKKjo8NQw0FnZyc2m438/HxsNtvCheuOHVwGXF9YyN7eXpin2JTdbqeyshJeeomKwcGFCdeeHqwA1dWUb9wIzC9c9f6f6enp1NXVJTz+0NAQwXCYivR0qKzEXFEROT4f4+PjlJWV8csFRPcMi/z0gspKSEmhIjOTPgONnu6hIU24VldjXrkSBXAZVNU4Eirc3AxmMyWpqQCGFUjyOByaWF6+nMzlyylKSzPW49rTQ6XfD+EwZQcPMjAwYOgcclEIV71/k6W6GjZsoNHtxuv1Gmb9cLlcDDidXLVrF2v9fqampgwtCw6aBeS6667jL/7iLwwdVyI5F+hhR41NTay2WGhzOsHAzWTbyZOsz8ig9tOfBqBL5H0aQWdrK9mA5frrWV9URKuBuSr79+whBKxrbqbu2mu18znLXoTngu7RUarNZgAqSkvxhUKGeXx72toYBVYuW0a98JZ0GGiw6HW5qMrNhXXrKAcGR0cNq/C6TwjFVZ/4BE3Fmr/AyCilbdu2oSgKP/3ylzGZTIan15w8eZKGrCw2hsOMjo4a6vU8KAxDLQ8/zNI338ThcBgWYghaYZX6+npMmzdT//LLjI+PG1pYJiIch4aw5eQsSLiOjIxw1OlkY2EhtVdeSXc4jDqPB9PhcGCzWOCv/oqKgwcX1ErE1denFQaqqaFi0yYA+udJOYhcP2CxWBL2EupCpbyyEhQFc1UVAENnEbmxY8cOXC7XgtoBjbhcZAIZQjBX5OUx4PMZZgRyj4xgBqipIXX5ckoAp0Hv8ZDTSQaQV1EBikKxWMMME65OpyZca2th3ToqVNUw4RoMBhlwubQQ5b/8S8o6O/EbHKl1UQjXISFczfX1EY8rGNeMORLvDlT99reAlkNjFKqqcu211/LKK6/wwgsvLEp5e8nFwec+9zk+/uEPg8Ghe10iXK12/XrWL1/O2+EwYYNEhNfrpWNsjHVWK7U336ydz6uvGjI2QOfx49SZTCjLlrHCZqPX7zesTcZJke+1bNUq6t7/fu18jPJ+BYP0hELUWCwAVIqNl1FGv/3iN161fj31V10FQIdBhWrC4TAOn48qmw3y8ynPzUVVVcO8nvvfeAMTsHzDBpquuAKA4waKt46ODkpNJpZ/5CPYUlMNz7M8ceIEjV1dbPzFLwAMDRc+cOAAACsOHGCJ2CcYGSFmt9ux5efDoUPUC8Fs5P13OByacPvEJ6j63e/wer3zFjSaC702wca6OmquuIJJYGieVAu73U5lRwe43VSgpakk2kbFNTgY8bgWV1aSzvyRE5Hrn5rCkpsbcbzEi16Mp1zMm2aRYzt0Fh78l4RxcufOnQmL9hGnkwIAqxWAksJCwmBIS5pQKITX56MkLQ0KC2HZMqxoHnAjGB0a0q5drF3FZWWAgcLV7Z4pXINBw1JNXC4XYVWlMjcXPvUpysRxIyN2Lg7hKnIGLMuXw4YNkWRlo8K+7OKBsa1cSZV4aY0Urv39/Rw/fpwNGzYwNTVleM6M5OIgHA7z5OOP89Tzz7P36183dOyu9nZSgYpNm1hz+eWMAV0Gef70HK9l1dXUNDVp52NgX8tOl4u6ggJISaGqvh4Au0Her0GxYbU2N1PU0EA+0GnQ4j/R08MQUCO8DxXi3vcZFDp5WGx6l195JTXXXYcJ6JgnzO9c4ezsZBqoamwEoFx4LYyqDNl59Cg2IKuxkZr3vY9U4LiB4br9vb2Uh0JQXIwtEIisoUYwNjaGy+WiYXqa5slJclJTIwV7jODgwYPYCgooAJaIY0aGC9vtdqpEC5p6cczIPFeHw0GlqsL27diEcE7U66obuepqaqgReY7dZ9j/TE1N4Xa7qXQ6Ye3aBRe2cQ4PR4SroiiUpabSN0+kn8PhwDY8DOXlWB9/HLfbnZCXMiJcy8sBMC9dCsDQWRhBXnrpJUwmEwMDAwn/9iO6eNOFa0kJYEyep9frRdXHVBQtzxXNkGAEY0ND5AEIT2uJMB4YluM6OkqxyQRlZbB6tVYYyyDNob9zFatWQWNjRLgamWZzcQhXsckzr1oFS5ZgycoCSNiSFS8OUQq68vOfpyo7GzBWuB46dAiAT4kx29vbDRtbcvFw5MgRPMLw8t0HHjDU69q1fz9VQOr69Sy55hoATogy78nGKTYAZXV1ZGdnY01Pp8ugIg+qqtI5OUmdCNesWr4cgF6DPH+DPT1aVcyWFhSTibr0dDoNspz2iDYQNbW1AFSKcF3HO+8YMr6zt5csoKClhfTqaqqAkwYVh+oV114lqmFWCIOFUcJ1cGAgsuFObWykDjhhYFXl/q4uTTTceitVgN3Aolz6Rr0RSLn5ZmqCQewGrtfd3d3UhcOwejWN4nc3ytg8NTXF0NAQtq4uuPlmavPygHMgXPfuhdtvB7//jB8bHR1lfHwc2759kJaGTRxPVLi6xGbZUldHdU0NAN1nMDrqAtU2NgY33qgVNiIx4erz+RgPBLDm5IDYc5ZnZtJ/hr60EeF87BiMjmIJBDTvYQL9jPVIQ4sQriUrVmjH5zECDQwMsH//fm677TYg8arGI17vTOFaqnVTPVvx9sADD0SiD+JFH0Mfk/x8ShUFl0HhqqNeL/kQEa5FYg3zGCVcfT6K8/PBZNLymwH3Avshny19wjBSuX491NVJ4Zoog52dZAHZLS2QkoJFPESGCde9e0kBrLfcQm5zM4WpqcYKV/Hyf8TpJD01lXcM2vhJLi52/uEPAHwkM5Pfjo0xIpqkG0FXVxc1igIrVtAgFuATosl2snEJw5dVePxqCwroMmgB9Hg8jIXD1InFv2r9egB6DXqHXaKlgElYjOvy8ug0INQLoFsY3HQvd4W49j6DNvGugQGsJhNKbi6UllIPdBiUJ9Qrio9VifC+cuEt6jfI2z04NKTlh9lsUFlJHdBjZJSQ06mJho99DBvQa2BxDz0st6G8HD76UayA06D7DuCw2zXhdOutZH/kI1QDxwwyGkTSmkZG4JpryL78cspTUxckXCcnJ9l44408/thjsHXrGT8bqcba1QV33LFg4TrY1UUqUNjYSI0uXM9g/ImMD7B0KRUi0iER4arvL61CvACU5+XR7/PN+W8i9394GDZuxCKOJ5LnOub1YgJyhHjLa2oiDRiax/j1uqig/3d/93cUFhYmLlxHRiiEU8JV3Ev3WaR6dHV18bd/+7d873vfS2jsiHAVY6IoWDMzcRqUKz46PKwJVxEqnFlTQzbgMUC8TU1N4QuFInm1WK0UAz6/H/88hqNzgUOsXRVLlkBmJmXiN5DCNU6G+vq0CUBYr7MqK8kxmYwTridPUpGSQorNBsuWUaUohgrXw889RyFQlZHBiqws6XG9wDl8+DAPP/yw4eO+/tRTWIHb770XFTj+4IOGjd3ldlObkwMZGZSXl5OVksJJg3IdXWIjaxXeztrSUrqmp8GAPFO9FU6dTdvCVV5+OQC9BoUODg4NYUlNhbQ07TzMZroM6gXYLcKUa8R9z1q+nCLAYVCYttPjoVR4SsjKoi4tjU6DLOa94tqrhGAtXbUKBeg3qJr20OgolowMzVNUWYkFGDQoPysYDOIaHaXcZIIbbsCWmspkIJCQ1ykRTurC9ZproL6eUk557pKNqqpaqCzAsmXQ0kIl0G9QqLQu3Gyg5cdt2kRdMEjXAnJsW197jb1eL3cBh7dsOWOkTqQa6/Q0rFxJpQiVT1i49vZiARSbjaKiInJTU+k+wzscGR+0SsDLlgGJCVddbJaWl0eOlRcW0n+GjhKR8QMBuOGGiHBNZK86NjRELqCIEF0lNRWzycTQPHOYXsG/qamJtWvXRiL24mV4bEzzuOrhstXVALjPYv7WW2El2grILYqJmaPuvTUnh5FAwBDxNjY+PiNUmMpKigG3Aft+fZ4s1r3NBQUUp6TM+Ltk0tfZqTnqhMG5qKmJNEV59whXRVH+V1EUl6IoicULCIYGBzGnp0c2X5SXY1YUw4Sr3evVEpVBE8asA3AAACAASURBVK7T0/QamLNzaP9+lmdmotxzD2smJni7rc3wvniLzejoqGEFbZLJ8PAwH/jAB7jrrrvOutLj1q1bz0lxj52HD3OlotB0000AHE8wjCde/H4/fZOT1BYWAmAymagvKODEWXg9XS7Xgp91Z1cXWUCOyBGqqa6mBwgbIKA6xT2uEyGDWWVlmA00fA2OjGAV6Q0AtRUV+FQ1sjFIJr29vZiAipYW7UBuLpWKQp9B87ZrfBxrfn7kz+V5ebgMqorZ29NDJlAiFv+0pUsxcyoMK9kMTk5iKSjQ/lBUhDklhcGxMUPG1ot7lFutkJ6OTRhtjGpif+KddzADBddcAw0NWm6cQaLd7XbjDwROCceqKkoAt8H9JyPjL12qjb+A9IA9oud2Wno6Xz9xAv785zk/G13Iktpastavp8RkSjxUWHdaVFaiKAo1hYV0j4/PKZ5njF9TQ87y5RQA/QsQrtZo4Wqx4FFVpubwus4QzpdcgnUBaW2jep5lcXHkmDktjaF53mOHw0FmaipFN9+M1e9PuKL0iM9HQUZGZN9doofLnsVv+eyzzwJabnciBY3c4veKhAoDZjGXG1EgaXRiQvO4CqMBlZWUoFX7TTYe8QwViygpFIViMZcbce2Onh7KgBRRm8LU2Ejpu0m4Ao8A71/olwyOjmLWhSNAeTmWcNiwEu8On49Kselm2TKq0DYmRnF4eJhmqxU+9CFWhcMMDg0ZJtp1/v7v/55vfetbhEIhQ8cFCAQCbNiwgbvuusvwsc81f/+FL0QKA72xffu8nz9y5Ai33XYbn//85xc07vj4OB3Dw2wsKaFhiVYy5Hh/vyF5rr29vahArcUSOdZYXs7JYBDOIF67urqw2Wzcf//9Cxrf1d9PKaCIhbd2yRL8gNOAcF2XyO0rE2MDVGVm0muQ52/Q5zslYIAKYTU3okCSx+2mCEiJ+t0rMjJwGBGqrKq4/H6s+sYDsBYVEVJVYxb/gQFsgCLC7Kio0Hq5GpDj6vP58IVCWHRvgaJgKShgfHqaqamppI8fKSojnnmbMBgZJVw7jh3TihLV1kJFBdaUFEYmJ40Js4sWLrW1YLNhBoYMEs66QSwyfnk5RSysEuyeHTuoSknh/TffzH6AM0R86b9xBUBNDaxdS1U4nHCO8+DQUES4AtRYrXSHwzDH/bTb7eSmp2uiw2bTwoXRvEjx4hQbdWuUeNILJQ3MMX/OMBzU1WktHEkwVFgPV40WrpmZDM1TodnhcGBLSUHZtQvzG28wlKDRZMTvpyDK6FlYX4+JU6JyLtxuNzt27OAKUc18t6gREw96OHJJlNGguKgo8v3JZnRykvz0dEhP1w7YbBRjTI6rR4T1F4tnHqBYPANGrF1ut1tLMxGVlGlooCwcZsDAFqCLKlxVVd0BLPhOD/n9WESRAUATrqrKoBGFLoJBHMEgNn3yEsLVPTyM7wy5DueKoYEBBkMhljc0wKZNVJu0n9TIZsROp5Mf//jHfPOb3+SOO+4wbFydn/3sZxw/fpznnnvOkHseTSgU4vbbb+e+++5LuKS/jqqq/P655/grIB3YuWXLvP/mQRHO+9JLL9G6gIqo+oJaXVlJVlYWVUVFHA8EwABPQMQKruerAA11dZwEwmfYUDzzzDNMT09z7733LihHyzU0hDUlBcQcUrNqFQBdBgjXYbH5KRT5WQBV+fn0GuX9mp7GErXx0YsE9RngbfcOD1OUkqIVmBBU5ubSZ0Cekjo4iAso1RdfoFQIaCPK+ntGRigxmSAnRztgsVAB9BtgbB2MKeoCYBEC3ghjr57Hq4dp2tauBYyrpN0vjAZUVUFKSiRH0Qhjb0S4pqVpuYHCU+M26H232+0UZmSQm52thTkK4epdQGGXt1wuNlosLFu1ik5g6gxGL4fDQUl2NpmgCdfly6kk8eJcg8PDWBUlkmdZY7PRrQ005/i2rCxt052ZCU1NmnBNILrGJcawRq1bZSJ6YK5+og6H45RwrqvDLCIuEgoVHhk53eOam8vQPMYnu91OZSgEtbVYAM/wcNwtFKenp/GFQhRERayYysooYv7ogd27dxMOh/nGN76ByWRKKFx4qL+fVCAvymgQby/V7du3J7xvGAsEyIsS7VRUaMLVgNoYEY9r1NpVJNYuI4TryMiIFiKuP3cNDZQBAwY66xbb4zoviqJ8VlGUvYqi7J3r5R4KBjELawugCVdg0IBN9+jx44wBlWLCorER4cA3xIJ85JVXAGhevRrS0igTD7CRbvvt//u/AFxus/Hkk08a2kd2cnKSb3/725SXlzM5ORnpT2YUb7/9No899hj/8i//wp133rmg77Lb7XjGxrgyJYUNhYXsnMfrNTExwSOPPMIHP/hBCgoKFuR5dOhFK4Rwaaqu5jjAPKGLBw4c4NOf/nQkZyURPGKzHG09bWxuZgroP4N4fPbZZ6mvryc1NZX77rsv4fFdw8NaZUhBlRCuvQYUCRp2ucgCMqKsp1UlJfQa4P2ZnpjACzOEa6XINzWiQJJ3bIwi3WItqCgoYMDvT3rkhrejgyAzw/xKxQbUCOHqHRujKCPj1IHsbMpTUug3YOMzqLeP00PNAIvYABoh3vqFUaRi9WoAyjdsIAWwG5SaMOD1Ugqaxw0oFe+eEb97xONms2kGm9xczJmZTE5PG2J0tdvt2DIyNG+rokSE69jUVELrtsfj4WQgwMaaGpYtW6bVRjjD7+hwOKjMyoKCAq3/ZmkpxcBwgs/94Pg4lpyciPGrur4eLzA2hxGkr6+PipQUEJ5Oysq0SIcEnvthp5MMIFuPmgCswgDpmkOIR66/pATy8khrbKSQxPaqY2NjpwvX/Hzc09Nn/HeO3l4qg0G4/nr0slLxCp5RYego1CMNAaxWzQgzj/FLz7Fd3dJCS0tLQsJ1WETrKFH7/hLxO5zNtbhcLm666Sb++Z//Oe6xA4EAU6EQ+dFRnhkZlKSm4l6g8+Js8AiHXLGuOTC2j+zIxAQFmZmnDM4NDZQCToPSHeACEK6qqv5cVdUNqqpusESFlOn4R0cZBcxRIV8R4WpEyJfYWFeKwlBkZlIlHiIj8tR6hJetduNGAMrEZsRI4frSQw9RBGy22wkEAnQa2Npg3759DA4O8oO8PAoKCiK5E0bxijAc3HTTTbz88ssLyrfUi2qtWbmSK9esYa/fz+QZcqW3b9/O6OgoX/rSl/jQhz6UcHVAAIcQyZWiWEzjsmXzCteOjg7Wr1/PL3/5S7773e8mPLZHvCfFURvpBuGFOTFH2Nng4CA7d+7kU5/6FFdccQX7FlCB2Dk5iTVqAdZ7qRqRpz7s8cyozAhQVVHBiKoyluSwI7ewNlujxi4T+aYOA95hr89HYWbmjGOVZjMhki8i9I1ltLekVA/bM8DgODw1RaFeGEpQlpODc2Ii6fUJBkUFW3N9feSYRWyCjDD29onnrlR4XFMqKykHeg3IKff7/Xh8PsrS00F4i6xi7XYZIFwdDgcKUCaqScOpvYsRIY52ux2bqmrCFSA3N2I8SiRceK+oULtxxQqWid/zyBm8WA6Hg0qT6dT4Viv5wEgCURZ+v5+R6WksUeKlSpyDY44qzS6Xi9Lp6VPC1WzWQqUTGH/M4yEXIGr8UvG7zlWl2ul0UmYyRQqJUl+PFRhMYM6J5FlGC9eiIjyqSmgOI4SqqvT192sRB9deGxGu8UZa6M9KQfS+OzOTkpQU3PMYIXp6ekgzmSh7z3tobmxMaL84rnubo9JcioUR0nMWkZYPPfQQgUCAtxJoOzcmoiPyo8YGKM7MxGNAYUM9jzZ6v6SLWCNClUcmJ2eEiFNerhW4GxkxpD4EXADCdT7cwjNgiXKbU16OGZj0+xccvjkf+gRpExt+gAphwTVCPNr18UW+gD5xGiVcVVXlT93dXF9aSouwwCRapS4RDh48CMD6Y8e4ua6Obdu2Lfg7X3zxRf71X//1rD77yiuvsLS2lg9NTuLxeCLWxERof/NNAFbdfDOb3v9+poHWX/96zs/rPdDWl5bS1NSEw+FIuECV7u2oFIKxac0aPIBH9Jucje3btxMIBPjLv/xLdu3alXCYoVcs2sVReZ6NwhBzco4qq3/84x8Jh8N8+MMfpqmpiePHjye0YITDYQaDQaxRi1BhYSE5JhO9Z/EO7dy5M7KQJcKw16sJ16gNQJW4D71vv53w954NunizRIVbZdTVaUWCDMhXGfb7KYq2WgPlYh4fSHKah0u8p9Yoq3Wp2Ew6RcXfZOL1+ymKTm8BzHl5BFU14s1IFkNCIFqixZPeQs4Ag0W/w4EZSNeNBlYrNsBuQGqPnktYVlyseRwBq8ixnctLdi5xOByUmkyk6cKFU54iI8K0HQ4HlX7/KeHIKa9ZIhVJT7a1AbB89WqWiNoIR10umCNiYmBggPLpaS1MGMBioQAtZzDe+Vu/X9EODT1ixDGHwdXlcmH1+U6NX1JCfoLjj3m9mniKMnqWimfJOcf86XQ6NeEcJVwtJGYsG/P5yDOZIEpEmM1mwsDwHN+nFwerBFixIiL64420GBFOoYIYZ1JJRsa8Ye89PT3Y0tMxHTuG+eDBhJ778bExcmDGvY+It3nWrlAoxE9/+lMURaGjoyNug5G+3udFe5uB4pwcgqrKeJJTXTxDQ1qYdNTalW+zkQJ4DTC+jQQCFESvXSUlFAOhcHhBe6F4uOCF65DYZJijLOe6xxWSH/o0IKyLZaL3JJwKeTTEgtrVRb6ikCcWopyGBvJI/sZPp6O1ld5gkBsuu4xmMWkbKVwP7NlDJlBnMrH66FFcLteCXp5gMMg999zDt7/9bV5++eUzfjYUCvHaq69y7cAA64TndSF5pu/8+c80Ank33cSqW28F4JD43tk4ePAgVTk5FGzYQIMILU00Z8Nx4gTFaC1JAJqEIeZMvVR37dpFcXExX/7iF1FVlf/7v/9LaGxPXx+pQI5uBQeqamowAV1zRC3s37+f9JQUVn/pSzRNTzM6OprQuz48PEwQKI0SjoqiUJWbS+88G7n29nauuuoqtpxFLvJceEdHKUxJOVURHagSeU/JDp0cFB5lS/TcmZFBRUqKIZV9vcEgRTFWaz1HbCDJIsIpNnalUQKisL6eVLQq08lEVVWGQyEKY65dT3dJtoAZFPUPLNEeVz3XbgG54mdLpIervum1WrU8QwOEm+7JL4sy1lhXrgTAZUBBMnt3N7ZweIZwNAtD94L2C7/7Hdx6K5yhFUsoFMLlclERCMwYv0jkBibicR3o6MAEWJubyc7Oprq4mCPhMMwyb4fD4dOFY04OBWlphMLhuJ0MkT6qUU6LSnFdjlmiZaamphgdHcUaCmn5zQCZmeSnpxNW1bhDtcdHRzWPa5SAyayqIp+5I0acTielPt8p4VpdnXBa25jfT15mZsQAA2AWz/XQHMa3GX1sGxoiz168c86IMOoWRHl7AUqysnDPk2Pb09NDdSgE2dmUHD2qrcFxhqlPjI9r9z5qDs2tqCCV+YtDtbe309PTEynmuWfPnrjG1g2L+dHeZqDYoKrGHo+HYkCJuvdKaSlFaHupZKKqKqOhEAXRoj0jg2IROWVUS7PFboezFXgTWKooil1RlM/E+x26hdgcteklNxeLuJHJ3gQMCeuORVgbAYpsNhQDxgawO51URYfbVVdridIGheseER7ONe99L3mXXILNZOKwQc3UAQ6+9hrLgZTvf58q4W1cSIj2E088QVdXF1mpqfzjPfec0Qrb3t7O6Pg416gqK4EUk4k2YYFOhPZjx1gDsGED1U1NZCoKR4VHeTYOHjzIimAQpqZo/K//AuBkgt4iu92uLWZiQW0SG9kztdnZtWsXlxUXs/G227BYLLzwwgsJje1xubSJOGozmZaWRkVGBt1zLOhHjhxhCZDy2ms0/b//B8DxBIq76JZua4zluKqoiN7JyTNWVdbDox9//PGEw4OGJyYoigmX1YvW9CfZ8zeoz11RIUcAldnZ9CV5AVL9fryqSlF0bQJOVVceSPK16307rVHizVRRgZW5vSXnivGxMUJAUczGp0QIiGQbPAedTtKAgmjxsmQJKcCQAQU2+t1uTbjqVY1zcjCnpBhSoEiPRCqLeuZz6+vJwpgQcUd396mKvoISIeKGFmJs3rIFnnsOfvazOT8yODhIOBymLGb8IjHvJrLpHOjtxQykiGtYVl/PEYBZDCC6QCmNEc56gZ+ROPNcXeJ+RUeMVAohNpv3PtK+BiL5zUAkVzHeSIex0VHN4xo9h6WnU2oyzdpeaWpqipGREazh8CnhXFKiCdc4r11VVa1AUEy6ge7AGZrD+BYpDpafDwUFWPRIi3g9rkKYF8TOYTk5uM9gPAHo6eqienoa3vc+zOJa4n32xn0+zeMaJVwVs1lrSTOPEaBbGDVuv/12FEWJX7iKa8+P9TYLMZfs+dszMkIxQHS0ktWqFYdKssd1Qqxdsb+7UaJdZ7GrCv+1qqrlqqqmqapqU1X1oXi/Y0gsNtHWYyBS6j/ZHtdBl4sUoDBq8krRq6sZ4LWwj4xgi544a2o04WpQH8gOkVhff9NNsG4dy8NhDhlQjVXnwMmTtOTkwObNkaJYCxGuP/rhD1menc2PgkH2Hjt2xklNF6mXve99ZFVUsCI/P2GP6/j4OCc9Hlbn5EBGBiaTiabiYo4ODMwqnkKhEIcPHaLF74fbbqNBWDkT7efqGBzUinaIhbBWLGidc1jwRkZGOHToEJd1dWHq6uKGdet47bXXEhrb43ZrE3HUBgSgpqCA7jkW9CP797M0FIIPfIAmkVeRyLXrYaHRVnuAqtJSelUV5lhQOzo6eOKJJ2hqaqKrqyuhXBmYPdexXHiA+s8ix/bIkSMJF3XRq65bozaRABV5eTiSXChmorubIKe8PTp67l9/kg1vLpcLBSiJXjfKyrQiE0le/IeFOCyMufaItyTZHlfRzkCJ2nyYRD9RIyrxD42NYUlLOxVloCjahteA/DC9ZUNZ1O+uWCyawcKIHNf+fk24RlUR1yvLuhP0dg+98QbLdu/m7pQUhu69d84WYpE2RHAqxxMoEmInIeE6MKAJYSEYl7W0cARQZ5mL9ftbGjN+gdi/xCtcB8U6Hy1cs7OzKUpNxTHLtejCtRROtfLgVK5ivMJ1fGLiNI8rQGl6Os5ZrkXfi84YX4RZeuL0Nvv9fqZVdWaBIMAsBPHQHHugSAV/YaDW+0gPxStcxb0sjBVv+fn4wuE522qFQiHsfX3aXu2970WfgeIVexOTk+SaTFpl6Mjg4l7OM3/q+8MVfX0sXbo0fuEq7mFeVG0IgGIxn56tePvoRz/Kv/3bv8U1NoBnbIzC1NQZnnZ0j2uS144RYRCJDREvMrAdD1wEocJuYUEtjhWuIlw36cLV7cacloYS8xCZOeWNTRrBIL3T09iiXyDd42rAIgzQcfgwOSaTVuBi/XqWA4ePHjUkSdvr9dI3NcWKpibIyaFKvEyJCtdgMMjbb7/NLT4f7xG5nu+cIVz4aHs7GUDNpk1w6aWsC4VobW1NaPOlty+qi9rMLq2q4mgoBLP8lidPnsQfCLAC4O67KQYKs7IS9rg6xsepjMpbyM7OpjQvj06/f1bx9tZbb6GqKpeLEJ+6QIC+vr6Efnfv8DBFcNoGoNpqpScQOC38LRAIcLK7m2UAd95JLZq3OyGPq5iIrVFVfQGqqqtxAoE5LNe///3vCYfDPPHEE6Snp/P444/HPTbAcCBAYUyuY05NDflA/xnCfiYmJvjgBz9Ic3NzwqHKungrjhWuJSU4p6eTWh3cK0R57MYns7KSQkh6TziX14tZUUiNruxrsWhFJpK8+HqFQCmKMZaU6CGjSa5PMOj1YjGZZoSnYzZrnh8j+hBOTlISVcUbNIt9UFWTniM1IASVnosIQEkJVrS2WMlkamoK7/i41sM0uiKoOJehBIvBbf/udzkK/E84zJe9XvjTn2b9XMTbDBGhCVAkRKQ3geduwO2mLDU10tapae1aJgDnLCkmM4Rr1PXr4aZxC1fdaRGd6gDYcnNxzPIczfC4RgtXIZzj9rj6fKfluAJYs7NxzpLnOOP6dbGdkUFeWhrToVBcfYQjeZZR7Wggyns/x9pht9sxAWUiQjC9oYF84o+0GBb76oIYY3PJPL1U+/v7CYVCVINWHErURYnXWDfu95MTU5Ge4mJNuM4T8t7b20tmSgolt93GusZG3onT0TImnqP8mGsvjqMlTWtrK8888wxPPPFEXGMDjOs9ZKPRPa5JjpQaEWtXQVQ1foi/FdFCueCFq/4CFcVsviJVEpMsXIfGxrBEV9iCU2XBkyweA3Y7TsAWvekWwtVpUKx5h9NJfX6+JtxXr6YZ8Pn9hlRUPigsZS3CQ1WxZAkKiQvX7u5upoNBlioKNb/4BXnAvt/9bs7PH2trowkwrV8Pl17KirExBgcHEyquEllUoxbUpcuW0QkEZskZ1otStZSUwFVXoeTl0ZCXl5BwnZ6exun3UxmTc1dXXk4nwCzibe/evQBsvPlmWL6csr4+gsFgQhOXZ2yM4oyMGf08AWqqq+kFQjHet5MnTxIKh1mWmQkf/CBpaWnU5ucvLFQ4ygMCUNXYiAo45sjx3bNnD+XFxaxub+eKK67gTVFYKx7mynXEZKI8NfWMOX/PPPMM27Zto6ioiFdffTXusQHcIlcmJSbsp8JqJcypZ3I2pqenuf/++9l/huJdZ2JYeH+KYivFWyya4S3Jnj/n8DDW1NSZB9PSsGZk4ExycaSIxzVmwx3xliS5mvXQ2Bjm2I1PdjYWRYk7ZDFegsEgI9PTFMcYa0qEeEl2mN1ARwdFaEXIIuTlYVUUXEm+9khhKJghnFKrqigE3Ak+8zvfeINsk4kP3nQTbwLMUWMi4nFVlBnjF4q9kzeBdXNgbIyyKK9fg55iMku60AzhFvXsFwjDe9zCVdRGiH2PKgsLsU9NnRappI9/mnAV81/cwnVykrzU1JkGIKA0Px/nLCJ0xvVHjZ8nRH88RX0iwjU2T15ErAzNsffscziwAql6YbaaGs1gFadw1YszxYq3Er1C9hxrl168stpkgsbGSGGyuD2ugQC50UZHbXBNvM3zO/b29lKVloYCVHR0xK0RRsW55sdEzJSI33S+PrYADzzwAKDVg4nXWDfu959+7RbLWV37QhkRa1NBzDtXvIB0g0S44IWr1+vV+iDG5InlV1SQRpKFq6oy6PNhjlmEIx7XJFtw+/fvRwVs0aI9N5eyrCyGp6bmDNc4Z/j9nJyaol6fvHJzqRYWN4cBVUn1wkXLRUXltKYmyk2mhIXrMVGhekltLaaWFlpyc8+4MT928iRLANasgUsvRZ/CE3nmIotaVO7Vsg0bCAEn33jjtM/rFYWbr7tOCxlpaqLRZEooXLa/v197jmIm4rr6ek24zhK2eXz/fsqBguuugxtuoFx8pj+BzZfH56M41vgD1DQ3EwT6Y0J5johKw8tWroSMDGhqoik9PSHh6hWLTFFMnmeVKE7VO0e+9p49e9jo96N87nPUlJYm1LNZzxcpjClwAVCelUX/GSzHb775Jrm5udx+++20trYSmCevaDZGx8bIVxTtHkZRIYx+fWcwgrzwwgt89atfZfXq1TzyyCNxj61XPyyKCbfCatWEa7JbAU1MUBK7+AOl2dk4fb6khqx6xdwY+8wVVFeTwvzFRRbKoM+HJSY8HUXBnJHBYJI9nrphqyTGSxVPD8aFMOBwaMIxyuOHomDNzMSVbG+v7vHMz5/5zhUXU0Li+4XXPR4uq6jg0iuu4AQwMocHSZ+by8rKIMpok1VdTTqnjElni6qqDExNURaVqtTY2AjAyVnW4LmEY4H4/5E4i0O5XS6KAFNMnnylxYJDVSFGCEaMw7m5EQ8xnMpVjDtUeDbxBJQWF+MJhZiO6ac64/qjBF+e2D/GI2AiLVlirj3bZiOTuZ8lp90+03BSU6PtVeP0to94vWQDaTHjR4ToHPu/iHCtqYG0tISLQ41PT5MTO4fpvVTnMQD09vZSNT0N6emYDx9mcnIyrnSbUSHO8mLDZfV2PPPsfcfGxti6dSuNjY2oqhp3XZTxQIDcWa69OD0db5JTfEb1olwxEWp6uoH0uJ4lwyMjWrx3DIroz+VN5o2cmGBIVWf0EQNOeVwTqNIXD3ZhWbVFFYYCKBMvVLJzdtSuLjqA+ijhrLclMqKRfce+faQBVVddpR1oaKAqHE64H+BRIYiWXHYZAKsaG9k3Po46i/V0enqak0NDLM3L01qZrFyJvgU/k6dqLlxisosuFrNUCPKjs7RFObZvH9VAjjhXmppomJrSvMbzNCCPJVKwIcZ6Wrd8OT1AcBYBc2L/fhoB1q6F66+nTAinRNoweQOB0zwwADVr1gDQHXP9R4QXdOk112gHmptp9PsT8jaPejxkABmxOa6rVwPQO8t3Dg8Pc/ToUTZOTIDfj83lor+/P+7QWr0NUGyRHoCKwkL6z7AI7dq1i0tWruRKi4WpqamE+tiOT0yQm5Jy2nG9MmffGYqsvfTSS2RnZ1NfX8+TTz4Z99hePVIm5pkjJ4eylJQzivZzwejUlNZEPYbSggL84XBSW9LoUUKFMYu/YrFoAibJ3mZPIEBJTG4cgCUri6EE22md9dhiPS6OLeqieyuSbOwdcLm0jXtMqFtRdjbDcYRqJjS2LlxjjTVFRZhh3v6XszHW20t7OMyVzc2sW7cOgLfn6H09MDBAYWoqmdGiHVAqKrS9Upz7heHhYQKqOqNCc01NDSZF4cQs67/T6SRFUSixWCDK469vgkfifO7HRka0PqYxRhBbZSVOYDrGmOhyuchOSSEnxlukew1H422LMktxJIBSsf+KrRQcybHNzISo9U73msYjXEfFe5IX8x4paWmYFYWhOTxfrv5+bZ+iP4OideRgnPvkkeFhCiDSC1lH97y55/Dg6sJVNwzrvaTj8biGw2EmQiFyZzF2F2dl4ZlnOz8I5AAAIABJREFUDuvt6qIqFILbbsMsDJTxCOcxsTblxrzHmVYr2YBnnj3QsWPHmJyc5B/+4R+A+KsajwWDc177sN9PaI5WVOeCEXGfYj2uWWVlZDJ/YaxzxQUvXL3j4xTNYvXS4929ybyRg4MMcqqBeATd45pkt71deJiqRKisji5ck93L1dnWxiRQH9XD1iq8CAsRrg899BD33HPPvAKs8+RJqoEUXbg3NFAF9CZY2OVYWxuFgHnTJgBWrl6NF3Ds2HHaZ7u6ugiqKkv0kJviYqwiZCgRg4FL5A7ohToAlooWS0eFJzia4wcO0ASatxdgyRJqR0YIBoNx/+4DYoEvi9lI1zU3E2L2tiwne3po0MdfsgR9GxivxzUYDDISClEUs/kAqBF5xt0xAuronj1UAnmXX64daG6mbHSU0dHRuPKEAEb1BTjG+FQlfteeWTwHegGuSwBaWrC1txMKheL+3YeFwWBWj2tJCf3T07N6/nw+H++88w6XdXZy2f33A5qQjZfxyUnyYsLcACrEMzhXL0TQhOvVV1/NJZdcEglbjwevWABjw/wAyrOzGZjHaq7n+Ma76OuMTU+TP8viXyp+i2Qa/bxik1YUXQkfQAjXZBb1U1WV4WCQwpgNJ4AlLw9PIJDU3GZdmJbE5ofp+b1JTjEZGB6mTFEg5p0rzMtjYhYv2TkdW8zLpTHCkcxMSkymhPYLu7ZtIwxcedllEeHa1t09ax/V/v5+ylNSZuS3AmC1JmTkjxS6inqH09PTqcnP5+To6Gmhui6XC0t6OqaY8QvEnmE0XuGqV/WNWTsqq6tRgf6YdcPlclGaljbD2wtadB6c8iadDYFAgGlVJTcmVxugVBhFnDHzp9PpJDc1leyyshmFdXLF2hOXx1Wca15MlBSAOS2NoTmMIK7BwZk5toWFWNDSB+JhbHxcMxrEhvzr7/EcXkeHw0EekC/WmOzaWjKIrziU3qs+Z5Z7X5yby0QwOOc+IBgM0ud0asWhbr4Z/e7FI1xHRRuklNgUn6IiLVx3nmvRxfsGj4eampq417DxcDjipY+mODcXlfhD7uNhRKxdsR5XzGZNbyVZc+hc8MJ1eHLytKqcAJSUaFW2kihcQwMDeDjlZYyQl0dJSgpTwWDCFT/PBruIN7etWjXjuG7RTbZw7RAhDg1iwQQi5dUT8TqCNil99atf5cEHH+SOO+44Y8he58AAdTk5p3JMGhs14drfn1Co37F33mEpoFxyCQCrrrsOgP2zFLs4JkKIl+jXriiUigUwkWt3dndTAqRGbWbz8/Mpy8jg6CyLwPGeHk24Cs8gTU2UiGuON1xDF1DFMV6IOpEH1hkjnH0+H32jozQUFmobwKoq9Dcg3mdO7x1YPItwrRZ5p90xHvQjhw6xFE5de3NzxHIab67MiG61j1mEcnNzKUlJoXsWAaMvNBtaWuBLX8ImrNvxhgvroXmx1WUBysvLmWT2zVRrayuhUIjLBwaoGh2l0mpNKMd21lwZwNrUhAnomyNywW63c+TIEd57zTW0VFTQ3d0dd57OsLhnRbELIFoo5UQweMacr5dffplt27bxhS98IaF3fTQYPK0iJ5xqi5To/HU26NdeECtgzGbN4JnEKKGJiQktPH2W981cUIBKYv08zxaPEKYlMQaLEjHvzeWpOVcMjI1RlpV1Wj69nmeezE2fPjfG5tMDmDMycMdZWRagXbz3G6+/ntLSUiqLimgLhWZN7xgYGKAsGJwZJg1QWKgJ1ziFs16RvSzmt2woLeVEOAwxc7HT6aTUZDpNOOdWV2PiVIuVs2V0bGzWudumG95i1i2n06l5G2PWuXxxPqNxjB/JMZ1tDhFC3BmTuuJ0OmcVznnCiBJXjqu4t3mzGD3NmZkMzfIsqaqK0+OZ6XFNTcWcnj7r58+ET29HEytcxbXPVWDO1d8/QzgrIlR5LqE7G/p9yp1NvIljc+Va9vf3Ew6HNeF63XWYxd4xXuGaBzPb0QAUFWmGx3m+K+J1/vrX2djYGFdHgulAAD+zX7veEz2Z4boj+toVq3mEcJUe17PE6/dTNMvkEfG4JvFH9HR2onJ6VTsUBbN4iJKZ5+ro7ydbUciPmbys4nySHSrcIUKV6zdsiBzLrKkhl8TbKjzxxBN4PB5utljYunXrGSu+dY6NURedZyA8rj6/P6Ek8aPd3SxRFBAe7JUf+AAA+2aZWI6JgjiRcFVOFVdJKFS4r0+b0GMW9aUWC0dHRmZYrz0eDx6fj8b8/FO9EJcsQX8K4hVvEQEVs6GJCNeYzWSH8A436t7hvDxyCwrITUuL2+Oql28vjg23RxOPxWlp9EQtgqqqcsThYFla2qkm7kuXJmQ5BRgdHyc/JQVmCZmtzcmhe5bn6J22NmqB4ltugaYm9LsWt3AV72dhbOggUC428v2zhADr3tVLxT1bZ7EkFCo8FgiQO0u4bEpFBWWcqnQdy8ui0vZ7fvMbVvz0p4BWZCIevEIcnWa5BcrEfHYmI8ifhDFp9+7dPPvss3GNjaoyqqrkz+J11I1PziQa/bzCWJISWyBJ3/gkM0xZ93TPsuHVe+omc+PjFsbW4pi5Ru8KMF9+2EKYmJhgIhjEOsvvrrezW5BonydEb6C/nxIgPVY4AiXZ2QmFadu7usgDCltaAFjf0kIrwCxh/v19fZSHQqd7XDMzKTSZ8MYhnAAGhGErNlKnsaaG/5+8N4+S7KrOfH83hpwiMiIyMiLnrMrKmgdJpSqheSgJCRuQbGFAGDACm4V5bptHe55wu9urDaY9LPstGjc0NtPjYWEQGGibQSAJBGhAKg01ZWVlVlVW5TzFHBnjfX/ccyIjb97h3HLl66X19losiVJU3rw3zj1nf/v79rcnAEzf5fz8PL212gZjJjDmd0eAtEelQcPV1wRcB4VL82XTeKGFhQV6KpVNwLGlv5821ke8KF3bxtUXoFecS/Om4sH8/Dw9mrZp7Jvslcx6eO+lVNhsEASQ6OhgycLfJJ/PUyyXN/XYxkMhitVqg8lUicLaGu0W/gjtfX20Y29QtDgzsxE4izFcSx7OzrwA2SGLZx93maUq/U+Gu7qgu5uEWAuepMKSbbYArirOvlNTU7T5fCSAfXNzTE1NKct78yJnCFsUHuP/H+zf6XQaH0ZutiEkcN3iVg8Zr27gWiqRqtctZU8Nh7EtrB4vio0pYZZ84W4LfjVibmWF/paWjaN4WJdrrG7xIjovDq7tzQ6NAwNX5FIn4+8/9jEOtLbyd+IQe9rCmAggt7zMUq3WAFcAxOMMC/mfV4OmfD7P5UyGPeFwYzZYLJlkIBDglIVkcuz4ceJAdxNwbRkepsvnuzKp8OKisaGbgevICGP1OjSBCGlCtLtJVsyuXY2ZaF43rtW5OTSg05RQDQ8P49M0zi8ubgDOE0I63My0MzxMX0uLZ+C6Ku4rbnEAA4x0dTHZBNzn5+dJl8vsGxxcZ00GBq4cuBYKRC3ksgAj8TgXLCrRk6dPr/f37thxxfODU9IYysQAAPQLqbJVn+mJl19mAEi+732waxeDudwVrblcpUKnhVyWZJJBYMYm+Xj++ecJB4Nc89JLHBLP54SFnNwpVtNpooDfgvGVPXNOa+mxxx7jvvvuY9u2bXzuc5/zdO3S6iolNjtywrqMc34LnX1T2Swxi0IJfj+J1laWPAIIT9e2GUME6+/gVjpDLosEtds0BSDQ30+UrR0FJNtXeixAu1Q9pK703n/91w0FiIPUeO7iRUOZYiGPj4VC5Gs1z/1p0zMzDGqa4bMAXHfzzZwF1kwFX13XN81cbY6ulhZSHtVhc2It9ZkY5J179rACrArPCBnz8/P0lMub77+nhyjrTrWq0XD1NXmcbBNKnClTDrIwP09PrbaJcSWRIILhd6AaDdbPYg/pF8B51nz9hQV6q9XNjKsAcVkvwFn8rmaDIIBEJMKSxTps9NiapPKSNc57YF0La2t0WHjLNIpvNnnvgmS9JXDdts1gXD0ULXLiHbUCb90u80QbwFW0l0mlhyfGNZ83gKu56CvH8bi5Gk9NsU3X0Vpa6Dl9mnq9rpyz5US+ZAlcPY6kuRKlUjqbJeLzbcIcCE+hrR7HI+PVDVxXV1llvVK8IeJx40FuYfVaVomSzeBJREK8mFvJuM5lMvRZ6Pzb+/poZWur1wBT8/P0tLTQ1vwCDw7Sw5Uxrmtrazz7/PO8pVRi9OGH6QGefvRRy89eEH2nO0QfqIz+K5T6XRAgfKfpIDiQSHDa4mednZhgj9+/YZA6Q0P06PqVMa6pFD1+/6bq8d5Dh1gGlp95pvFn44Ld2n306PoH43HiAoB5ZlyXlogCPtO9B4NBtsfjnKtUoGkdnxPPfpeQUgMwPEy/pnmWCq9IgyKLAxhgz/Aw4/U6iPV0RgC5fc3fu+gNhCsArmtrRKx65IGR/n4u1GroJsfeyYsXGQU4eBAGBogHg7QFAt4ZV4c+zwHRNz5rUTSZOHnSAM7XXAN33UXv/DxLS0ueexNz9frmyilAaysDgQDTNgfgqVOnOKDraDfeyA6gvaXFO3DN5ejyWR8//eJ52K0lKVX+2fvu47oDBzybcmVF8mJ25ARIbN+OxtYC19V8ni6bYkkiFGJ5bW3LXI1T4t5jZlMs1o1VVrbQHGplbg4/EDHLZaWh4Rb290rgmrDYa+TzSF2Jo/Mjj8DHPw4nT8I3v2n7sYajscX7HrkCZ1mA6eVlhjo6Gj2TB44coQ6Mi3FlMrLZLIVi0fAisAKubW2sepxCMDczQwublTq7ROvSRJMjv67rzM/NWaqKiMcN4OpRpp0plei02LtjPT1EgItN32W9XmdxaWnTKBpgHbh6IDmy4nfttNhDQtu20cVmBc78/Dy95fImxjUs/n/Wi1RZXD9sBVy7ukjV65vOg4arcjS6QWEUFsSPF6lyoVRyBq525lBLSyRhE+O67KFokBf3EbJ49m6zVM3AtWvHDjQ8AtdikU6/f0OfsvHDxL27vMNTZ8+yTdfhAx8gKebeq3rCZCVwtTB0jItnqqoyffDBB3n44YeVPisjnc8TsfrexTie1S12Zpfxqgau9eVl0qzLfDaEqH5kisUtM5tYFIvIknGVLolbybiurdFnUXlp0PZbLBW+lE4zbK44Dg6S5MrkspOTk+i6zp7WVrRPfIKb29pse/fOC7nkjte8ZsOfy43L63OXG1ev6VDbv3MnpyoVdNPPO7u4yJ5kcuPmNThIr643HIK9xHwuR09n56bNcK9wTB4To38Azv34x/iA0Sa2F01bTzy99riurNAF67Ljptg3MsJp2NAzNXH8OF1A12tfu/7B4WH6KhXvUmHJuJqTCRF79+3jAlASgPWMWA/7pDETGH06YiP3ClzTpZKlSQ/AyPbtrAELTTLcTCbDUjbLqM8Hu3eDz4c2MsJQW5tn4CoPGCu5bL+Qq89aAKiJ8+cN4HrwINxxB70C6HgyRKvXyem6NXAFBkIhZmwOodMnT7K/WoW3vhVfKMSBWMyzQdNqPm/pBg/QJ/bTORvw+PjjjwPw2r/5G3Z+//uNfUM1MuL9tJLZBYSx3pW8w6qRKhaJ2RRLujs7KdfrnpJIT9eWhmAWLH+XeAdXttAgaXlxkTigmeXx4syyS3ivRsj3Y5MnBRATf5a6gnvP/MEf8IGeHuYGBkBI561ibn7eHriKc9yrm/XlXI7Bphxgvyh4nTL1VzZG4cDmHlegKxQiValQF4m0SswJIKqZ8q+donVoYmys8WfZbJa1UmnTDFcAWlqIahppj32W2XKZiEWrA8D2lhYuNp3Zi4uLVKtVA7ib1353twFcPQBnCTLDFuw9ySRDwOWm/KtUKrG4uGhc3ywVFvt/zqOzbQgLgyDWzULN+V9jHI9p35OssSfgWqnQYbWHRSK27Q71ep2lTGYj4yoctb2oTHIOz76RA9nkvnOzs7QDEfEO+EdGjH3HC+O7tkbYqvAYDBIPBlkpFh3Po6mpKbYBvP3tnidRNO7dCrjK/VuBPDh16hRf//rXefTRRz2N0ksXi0Stvncpk76CPv0riVc1cM1OT1PHhq0RhgOwdWYT0gktadGj1phPtVUV5FKJuVqNPiuJpZBJr27lSJpUisvVKsPmexfAdfEKnrmcQbp73z5oa+OW667jbKFg2S9xXoCJHXfeueHPGy+vR/AmAU+3CUQcOHKEPHBJ9PUB5FIppisV9kpHYRmCbV7wCN7K5TKpSsWohJpirzCKOtM062v8+efZBrQ2M55Ae38/7T6fd+CaShGDhtysOQ5cdx1jQK2pej4+OcnO1taNQHdoiP5SyTvjKj4ft0jmAPbceCM6cE48/zM/+QkhYLAZtAPdIhnxzLhWq0QtVAsAI6Jv7EIT231eAPjRwcF1U7AdOxjSNO+MaypFGAhYHMCdw8OEgBnTWsrlcsylUoaj8759sHPnFRljlRcXKWMtdQNjHM9yubzJnTGVSjEzN8cBgAMH4Prr2a/rjDUlqSqRKhbpMvd4iujevh0/MGfjDn7ixAlaNI1DKyuMlsvk83lPoF1WrSNW50YiQQ8wv4Ws42qpRJeVoSBsuTdCSqwRM0sG686+q1s4R3ZlZcXoxTc/+2CQbr/fla3498SiVEhZ3LscTeR1limZDJ+9cIGPLSzwx3198J3vgEXBRdd15lZWripwrdVqzFYqG8aY7dmzB5+mcdq0F10Uv9N2sGRco8KR1At4SafTxrlhAq6jQip7rsncTe6NA2B5/9FgkLQHqXKtVqNQq1m3OgDbwmEuNgHRDfdvLlwEg0T8fjIerp8TOYmVVJfWVob8fi41AWc5cs7q+q29vQRYN1xSiYZBkIVJT0KshyWTEqXBuJquL12NPQNXq/3b56M7GLScpbq6ukqtXt8IXH0+utvaWCkWlYsmefGcwha5byP/s9nD5i9dogfQ5DMYHjaAs5ce20qFkI1iJt7RQdWh8FgqlZhNpdgWDMLhw/SInEsZuMp1Z6GYkcotu3tvjo9//OOAIQ/3MpEgXSpZjpEjEKCrvZ1CpeJ5ssOVxKsauKbEYrMyN8HnIy4S0q3q2VkUL1DC6gUSifRW9eyULl5klc2OfsC6o/IVNmn/1m/9Fg8//LAzi3H+PJeAYTPbHImQDAZZzOU8y93GRfK7W8wmvfnYMQCesZALn5+cpEPTSJokZ9Kl1DNwFQlLwtR7dUCAw9NNjOf4Y48BTY7CMoaGjKTXY9Ipk+5eC+XAyMgIQU1jrOkQOjs5ya729s2V495e4n6/d6lwNkvM5wOLZPrALbewBlwQZlQArywtccic/Ahn4Uwm48lJuzEWxSKZAtgjZtme/f73ARh76SX2+Hz4TEx7sL+fqN/vKeHXdZ1Mvd6Q6ZljRBQNLjTNRZSy1J1NI6DYsYOhUsk7cJWJnwXrqfl8DAeDXDIdaA1jrN5e4/saHEQeYV76XHMikbKSugEMiD3NzKCfFsz3fjCA8w030Lu66nn8Vbpctq7cAr7eXnrZ3CMmY+z0aXbpOv4HH0ROPZ40GbE4hXQPjVgc/iST9ALzW1j0S1UqxGyKJbJHa6uUOrKvOmahEuoSe6lKxf5KYzmdptvn29wfBnS3trKyhS78SwK8JE17PKw/j5RXldKJE3xG/OtnXnzRUKeYZLpggIJipWIAV4t1J9l/L32WC5OT1IChpu+yvb2dHbEYpzIZaEogZcFtJBoFi7XXeQVy0WwuZzmOJhQK0R8IMNG0juT7uROsgWtrK2kPUmUnV1+A7V1dXGwyG5LAdRtYAvdIMEjGgzlRVpwzVuAJYKijg8tNwFn2226DTd+/lkjQCWQ95KmNZ29x/wnxfJdMrvAN4Gp2dRbgKeehaFSo1eiwYbu729pYtniW8vrJlpYNa7A7HKau68oEU068IyGLZ9/Z308AWLYBbwvT0xvHAUng6qFgVahUCNmcXXHxfdjln7KAsW37dvD76RFthsrAVYJ2C8wTTCbpxH3/LpfLfO5zn+OBo0fx+Xw8JvJZlUiXy0RtikXy3rfSI0HGqxq4ysqwlbkJbL099GI6TSQQoMWi8hRIJokBS1tUvZ4XPWVmYwRgXSp8Bazn2bNn+du//Vs+//nP88UvftH2c5mTJ8mw3ivQCE0jGY1SrtU89+uMP/cccaBLzFG94S1vQQOe//a3N312UozCMTeJt/T1Eca7u5lMarpHRzf8+X7xu5xqYjzPCkfTPc1SWWgwrivZrKd5gI0DxYLxDAQC7OrqYmxhAWo1SoUCL6fTXL9r1+Yf1NtLt657N2fK522li/tFL+kpMQJm7vhx5ut1DstRNDKGh69olmt6ZYUQELC4dzAYBICzL78M9TpnZmbYNzCwyc2Qvj4SmuYp4S8WCtSAiA3ruF0C1yY2cVIAt2YnbXbsYKhcZnp62pPULpPPE/H5No3mkLEtFGLK9A5LVcJOwWowMHBlwFV8R2Eb4DooKtLTJsmsBK4HWlpg+3Y4epSkcKT0UrDIVyqWjsYA9PTQhyHrsoqxkyeNcUhvfCOjIgHy0ueaEe9bxEqenkgYwNXl8NV1nb/+67/2BJhlpGo1YjbFkq32RkjJOXwW4C2QTBLBfQ7hvydWcjm67RLe9naWPfZZeonFS5cIAhGLew8PD+MDUh7v/ZVvfYsXgD/5wAdoa2vjvwNYOGxLNURfJLKu1GiKBnD1kC9cFvL8QVMOcGD7dgNANzG/58+fJ6hpDJhVQiJkn6OnWaL5PJ2aBhaJ7M5IhHNN75B8T0bb2tbZtqaItreT9iBZlL+nXdFxe08PqXq9wWA3GNdIZNMMX4BISwsZD0yRNAiymqMKMByNslAqNdinDcDVDJy7uwljyH9VI5vP2zOuQlGwZCr8zc/PEwVaTYUDCb5zHtq7CvU6HTYApjsUYrVU2nQWNvIc05kTFfegqjbIi+dkVTTQpEGSzXs8Pz+/EbgKcygvysh8tWoLXLtFLmGXhzTWgSg2de/ciYZ6j2tO3rsVWedy7zKmp6fJZrM8+PzzvGbXLnXgquukazWiNsWiuNhDttLVWMarGrg2xknYsDXSGnurKgBL+TxJu+RLLqItmms0L2aU9VkdRFIqfAV9Un/1V39FS0sL1113Hb/5m79pS/tfEizUsOjFa44rnYU4fuKEMZtUgILwkSPs9vl40TwSp1bjXDbLbqvEs6fHeO4eJV9Lly4Rxhjn0xzJnh4SwSCnmhLUswLE7b7vvo0/pK+vASK8JJ6N3hMbg6L9O3bwSr0Ok5O8+JWvUGadjTZfP16temdc19ZspYuyZ+r0xATUarwk2O/D5nsXJgvg7X1rDJG3AY+RSIS+aJSxYpH5v/97LtRqXCsA5Ybo7SVRq3l67mmRJEat+pQwXGe7/X4uNjGpky+8QBcQMwHXJMZwcy9Sv1yhYLhi2sS2eJwpExiUfWM7pTFXayu94gD3IhWWSYpljxYwIJL7GZPs8dSpU7T6fIzs3m0YfDSNIvLCuuZqNcI2a45kkn5gzuLnVatVJi5eNIDroUOMHD4MeGRcxfqMWBU8IxF6NY15lwT+2Wef5Xd+53f4tV/7NeXrAtQqFXJA1MoJH+gWCYndOIl/b6RWV+kAWqy+d2louIW+DMvFInGHin2qUtk6T4rZWRIY41fMoSWTRDH6/b3EV7/9bXzABz70IW666SaebWmxHkUjzqNeK5afdfY/7QG4Tos+VjNw3X/gAGNAtWmO6fnz59keCOC3Aa5SeeGFdcuurdEZDG42qQF2JRJMNO1dk5OThP1+krt2WX4+2tFBulpVVmk1GFe7oqMABlNiv7x48SKRQIDYzp2W14+0tZHxApwFgLCUCgNDohArR4pJwDKkaZuBa1eXwbh6ePb5YpGwpoEFadIt1oOZNFkwj6IRIUGQKnCt1WqUdd0euHZ2Umdzi17D1dv0zLyy/TnBZIesit2xmONYlvnlZWvGVbFooOs6+VqNDpuzy20kzSU5w1Wcr/6dO+kGFhTP7oYpl9U+IjGHy/4ti9GDwD3Lyzz77LNq8t5cjjT2Z5fXcTw//OEP+cY3vqH0WXO8qoGr7OHssuhZAejyaA/tNRaLRRI21Qe6uoyh3luUBMyJRK2vWbIoo62NeCDguVFaSgje/e5386d/+qcsLCzwUwvZE8AlcSAM79u36b8lxcbkVT44fvkyu/1+kCyuz8d1iQQvmlif+sQEE7rObivWUbibeTWmWhJJjZWM6UBPD68sL4OoII6dO8e29nbazRt3MEiPKJZ4Ae3S5Ctpoxy48667mAQufO97/OSf/xmAm9/1rs0f7O2lG++MSapcJmazjmOxGP2xGKcqFTh7lhe//nUArv2FX9j4weFhZArhpac8m81ays2aY8/evZwFvvehDwFw7/vet/lDfX0kdJ0lD997w6THhnUEGAmHjXFAIiZPnTLkqSbgeiX99LlSydrkQcS23l7majVKTSzUuePH6QZiTTL18PAwIb/fE+PakLrZMN0DgtGdMY20OH36NHsDAfxy37nCUUS5Wo2wTeJDMmkwrhYFkPPnz1Op1Qzgum8f7UePMqBpTHphXGXSaVX40jR6QiFy5bIjg/zII48A8J3vfIfvCxm7SshxBhGb9d7wRtgig6TVTMZoC7BI3hsFzy0cIbdcLtNtw5JJtmLLWnsWFzc6mjZHNEoM734YZ86fZ3trK8meHm644QZeqlYpWzhsN9xMLdheWGf/Mx7OjWkhBR1qHosGHLjxRirARNP88fOTk+yoVsGkKJIhC1hZL73ia2t02hTud27fzoyuUxAJ+cTEBKOBAJpZoSUiGg5T1XXlWaJy5qldq8N2sT9dfP55458XL7Ld5wMb4B5pbyfjBTinUviANpvC35D4PmX7yNTUFD1tbbQNDW1m3AMBOv1+ch7ytaKdqy+QEN+x2WujMSve7GosfldV4Cq/ow67dgext5nz7gbjaspz5GgXZeAqAH7IqmjgMEu1Xq+zmMlsfAaRCIlgkKV8XulFxSqpAAAgAElEQVS7r1Qq1ICQHXB1wRyzQrI/IHPXHTsMXxTF8ZE5se4tC87i3lddTMamxV40uG0bu5eXqdVqtjPbm0NfXTWAq83Z1eUyimjDz9J13ve+9/HQQw9tUnWpxKsauErZU8xGrtGwh96Kg7BUYqlWI2lT8ZPV6yu59ne/+12OHz/u+Jk5sdB7bQ6CrlCIXKXiyTFscnKSUqnEHckkt3/iEwD86Ec/svzsJXFoDg8Pb/pv0qzKC3AtFotcymbZ1dW1war98P79TJbLpJsqUpd+8ANKrNvubwjJuHqVCi8u2gLXm6+5hhfqdYqnTsH8PGezWfbYFEtkNdELiJAjGLpsDIrue8c7APjepz/N09//PttaWhgw9XgCRo8r3hiTarVKzm4WsogDe/ca0rPvfY8XT5xge2cnXeaKX3t7o2/Py1iDbC5nyM3slAvAnmuv5bTfz7/mcsRbW7nezPaCAVzxJvlp9DragDeA/QMDvJLLNYoWE5cvM9reDs3rfmgIuZV7ed9zpRIhG4MiWJcTXW4CjxNnzqw7Cjddv9cjcM05zAEEiO/ZQwswYxrHM372LHsrFaO/FaC3l6QAQarAtVarUcTohbOMcJg+v5/5XG7TXEtpArV3YMCQKF5/PTt1nUkPrsbSPTRik3T2ij3drvhUr9f50pe+xM8MDDAE/M2HP6x+bdlbbHP4xwYH8WHfo/XvjVQuR5cdy9/eTlzTWNkig6S1tTUK9XpDCWWOLvHnns0US6UNc6btYml11QCuVmve5yPm95Pycu+6zvjKCrvFzzt69Cjlep0TY2NgWrcNpkVK/E0REQWLjIf967KQPidNYOxa4UT/ogBtIICrrtsCVyl5zXkpflUqdNok8LsOHABgUuQPk5OTjJbLhhO7RUjJr+rZIZ9Tp807vE0oMS6KIsLFixfZXqnY3n8kFKKi68rGMjlRcNVsijBDIj+Q3/vU1JRhyGPRWw7QGQyS9dBjWyiXabd5j9sGB+kCZk3f5aYZqiLCAkjmFPOGggCYHTbF7m5xnpqVX3I/NRtgShCmClzzuRxtWDsqy5E0KxbraHl52TCH8vk2GIolOjoo12pK15ezbm1Bu8tkh/nz5+kAwrKANTJiAFdF8CZ/R8uzU3GO7GVBRg397u8yJNqUVPw5irOzVIGoTbHIC956+eWXGRsbY21tjT/7sz9z/bw5XtXAVT4gyzmu0Eiut4RxXVxkEUjaJb1iEa16tLf/oz/6I173utfxS7/0S46fk7LAHhvpUVxsqF4S6XEhPdr1539O8tvfZm8oxFNPPWX52Uuzs/iAAQuwJccNLHo4BKXUzyz/PSwO4ZebDJrGhVHQbpOzLLAOXD0mP8upFImmQe7Ncft991EBnnv0UYrf/z4ngENmYyYRcWlF72HNpWXPnQ3juv/IEQbCYb777LM8nc9zc/P81uYQjOtyKqVcOZZJYsyB8Tx86628BOR+7/d4sV7nsM29S8mtJ8ZVDpF3iDe96U2s1Gp8oVrlngcewN9U2GiEGGOy5OG5N3odHYDrkYMHmQbmX3yR1dVVzuVyXGuu2ovh2+Dt3h37PIFt4jpTTUWssxcvGsC1WekwNERfve5NKiyHuNsU/bThYYaAqSaDj1qtxoULFxjVdZAJeCDQMKdTBa4FAQ7sRvGgafR1dlLX9U0/swFcZYvCNdcwCkx4kQrncmjYA+desY7tCgFPP/0009PTPDwzwzHglSbzLtdrCxbEahQPgE/4EywpfJff/exnmXzLW8BDS0iqUCBmVyzRNLpaW1nZolE8sqDWbXPvcv/wNM+zVjPmGb/xjeDSH7uYTpMMBCx7MgFiwSApD33a+swM47Uau4TByg1ChfF8uQwmY5xL4+N0ASErlRAQlsDVw/41PTdHP5vnbx88dIgWTeMFIRXO5XIsraywA+wZV/GdqM4S1XWdbLVKp807tFOcEeeeew5d15mcmDD2DRvgKuWieUXWMSveD7v3qO/IEVqAiyKnuXjhAtt13Z5x9dhnmc1mCYOlORLAkLjOZfEdTE1Nsa1WM3wBLCIcDJL10GNbKJetXX0BQiEGNY1pUxFkdmHBYBtNeUaHyOFyimuvIPbkdjvlhMhJl0179+LCAt1AwOxqLIsmis8+l8sZz95q7QmpsJU7uQTOvdHoBsVJQqw9FaJFqnDszg45Usyu1WP+8uWNI6Ek46pqzpTP065pBKxyplCILk1zVVpOHz9OBxB94xsZEgV4FeDaaK2yIwqlo7NCAeSRRx7B7/fz9re/nX/4h3/w3N72qgauqUwGDei0eYGCPT2E2Rq5rr6wwBLrZhqbQkiFvVSvx8fH+chHPsKuXbs4deoUJywkRzLmlpaIBwK02rmbCTB/JcB1d2cn/Mf/yG35PD/64Q83G87U61xaXaU/HLZ8gaTcbdGDy6rsARoyVeMOC0nqS03jaMZFIr/binGVUmGPBYOlbJZEe7ulUc6tv/iLAPzoS1/iyU99iiLwM+98p+XPkQ7XXpKvzNISbUCLzVrSNI17H3iArwIXgdve+lbrHyQY10q1qpwApMT6sJyFLOL+n/s5SsDnQiHOAoetCgasKx88Ma5ra3Q6sI4Ab3jDG/gFsQ7uvfde6w8JxrWwtqZsEpQWB2vU7h0GjgiH6xe+8x1+/C//AsDtpjFEBIMNqbUnxrVate/zBIZFgUIC12w2y6VMhgPx+EYH6MFBeqtV5j0A16yTyYP4mTsxGGYZ09PTVKpVQyrdBJyli6WywYScRefA8veJ9WgG42dOnSIBxAWjwvAwg8BcKqVsjJXN5Yj4fJuM3WT0uqgmnhUSzHuvuYZ9ra1MLS+rJ9yS5bc5/InHjeKTy7NcXFzkZ97zHq7/ylf4zu//vtK1wehnjzkUS+Lt7axskUHSilhL3TbF1qgoIKW9tDr84AcwPg7/9m/wy7/s+NHFQoGEnTwdiLW2kvJw70snTpAGdosizujoKLHOTn4KmwyaLk1MMAy2jJtPOMtmPOwfc8vLhiGeae9uaWnhmkiEF8SZKh2FnYCrHK+hyroVi0Xq2BefdomC88TJk8zNzbFWKhn7hh1wl3JRxbNDSpo7bfYvn9i/Xjl3jnQ6TTqTMUbR2DGuYi9SPbty0hzJ5v479+8nClweG0PXdQO4Fou2wLWztZWsB3VcoVq1B66axkAwyExTEbVQKLCSyzEEm3psfYkEIdaNf1yvLZ59h12fvjgPlk3tDrY9thK4Kr73+UKBEFj299LSYrTJWeQAcj/vNe29smiv8t3nJeNpgznaenrowGEcj5h93CgeDA/Tg1FUU4lcoUDYxswRTTP2b5c5stMTEwz6/WgjIwwJ5ZYScBX7iV2+FOnrw4eav8yXPvMZXlur8Z5UilqtxitN4xZV4lUNXFdzOWKBAD67L1KaTWyBvX/+0iXWsO9LJBymS9NYdVlEzfHDH/4QgE996lP4fL5GH5VVzKXT9Dkcwl705jLGz56ly+ej+9574YMf5HYM5vKMqc+N2Vmm6nWGbWSGHf39BIG0B8ZVJmrdJglu/+HDJH0+jktWQ9c5NzlJu99vyfY25BKKPQsylorFRuXNHN0DAxzo7uapkyf518cfpz0Q4C4bABWVJhsewFt6ZcXoD3UAjw+9853429r4zXe9i1+1M4Tp60MKp1QrWHJuYZcD63j77bcTj8f5rWwWXdN4p40aoLO3Fw2PoL1UotOm+NIcH/vYx3jPe97DW97yFusPCOAK6veeEZ+LOADXwz/7swC88Pjj/OhrXyMA3Pi2t236nOyn99TjWq8TtpPLAkNiRvGUSILle7jfzBoMDRlOuB4MyWSCaJf4EYmwMxDgXFMluOEMCuuMKxAbHsaPOuPaAK4OLH+/2FvMwHXslVeM/lbJ3CQSJHw+avW6usywUCBixdqLkD1YdsB17MwZ4ppG8vbb2SckkWebjHAcry1ZfhvwRjxuKAdc1vD3v/Y1dKAV+OCnPtWQsrtFqlIh5nBuxEMhVstlz6PMVGJZrJ+4zZkpE6KUl56nL3/ZKOK8973w6KMbRsA0R7lcJl2p2Lf2ALH2dlIeWK9zwjRwt0j+NE3j6JEjBnA1GTRdunTJEbgSixHF2xzXtMh/sFjLR7Zv5/l8Hr1cXgeuPt/GFoemkHJR1VmiUrLYaXNmdu3YQZ+m8fTp0xv3DRvGNST2grwi85QRe41dqwM+H3dHo/xgaqrhOL4dbBlXafKkak6VLRQM4GpXeBwdZRg4Pz7O6uoq+XyebbpuD1zb2sh5MCUrVKu242gABjs6mG5STsg+wiGfb7NUvquLMOqMZ0GskQ6bd6lbrLFNwHV62gCuputLoyHVHttcsWgP3jCKb1Ztcg3gamJ8pceFijmWnCHbYQNcGz22doyrNIeSe2BLC8nOTlbX1pTa+rLFImEHhVo8FKJSrzsWUqdXVxmMREDT6Dx0iAjrknankO16UStvCMDX3U0Md7yVy+WYmJ3lmM/HwX/7NwBOemj1gVc5cHWUPcG62YSHCq7qgb0oNuOETa8jmkaXGEasWo1/6qmn6O7u5s6eHu6++25n4FosGtb6NhEXm4MX4HrulVfYXa/DvffCyAi3CenTj3/8440fPH+ecWhIpMyhiQXsZbTAitjk4ibzCk3TeE0yyY/lJnjpEuPFIjt7eqwLFj4f3eGw68vbHKVSiWytRsIhkb79da/jKeBrwD3HjtFuc2B19Pbix5s7ZXp1lQhY2vTLeOMb30ihWORvPvc52uwOrGiUbrGpqX7vsr/Wrk8cjJE8999/P6VSiTe/+c3stkk+fIkEnZrmTSpcqdgafDRHf38/n/70pxv9M5siHich1oMq8ydleXYSbYDowYPsbm/n+R/+kKeefJKjfj8dN9206XMxj/30uq6T13X7Pk+gLZGg1+dryHVPi6rkgeuv3/jBoSH6MHr4VMcwycQzbHcAaxq7urpYLZUa99SYxdjTs2EMg29oiG5NUweu4vsJOYCIPvGdmEcrjZ07ZwBXuff4fCRF4qF6/czaGhEHU6wekXgt2ADXMy+/zD5dRzt0iL3C3fvMM8+oXVsyRTaHv+zRWnYB4Y/9z/9JFPg/bruNsXKZ/De/qXT9VLVqa8QGRotJRdeV905SKVB87sty5JgNeIqK7zytWmiu1dC/8hX+5frree+FC8Y4laaxZc0h10bSYZ+LhUKkPYCHcQFOdze1Ttxw8828ApRMDMKlhQUDuNoAF/x+Ij4fGQ8KrVSxSNRm7zxy5AirwMUnnmgoqXZYGQOJaPQ5Ku7dDXMkh3f4TYkE/+v8+UZBfqfV7HF5fdnnqAhe3Fx9Ae7bvp18tconhF/HiANwl3tRXhG4Z4tFwn6/7SgzduzgJuCpU6ca++Y2sAeuHR1kTX3RTlGo122dbQEGIhHm1tYaHgGSURvu7t78O7e2EtY0ZdDeAK42hfbYtm2WffoLCwtGj7nZnEkWTVQZ17U1Qg6FR7t5og3gasrZZZ+0StFI3rvt2SX3b7txPOk0PYHAhvOzR+TxKueXm6GjbBF0yv+mCwUG5Xe3dy9DrEvanUIqYaJ2+ZJsj1QYxwMwvHs3A4cOEQsEHNWlVvGqBq6rDmM8gHXGVfFgnZycZGRkhC9/+cuun5Wuj1bDzBuX9ygffOqpp7gtFEI7cIA3jI4yPj5urX3P5Zip1eh3OIRlVduLw+y4NH4RbOLuu+8mBjz39NMbPlc4fZpLwJ5Dh2wuHjeAqweJtkxq4hZSomNHj3KmUmH+1Cl47jnGWZdnWV7e4/xeydA5Addf+eAH8be3c0nXef2DD9p+TkskiLHet6oS6UzGYFwdgKtSaJpnS/JVAQxiDqwjwDvf+U6CwSB/+Id/aP8hee9epMLVKhEH8KYcPp9nc5eGSY+NKZaMI0eP8nSxyLOpFLfdeSdYVDw7e3uNOZCK1y5mMug4AEcR2zo7mRIH7qkf/5ggsFPMFm6EmB8MHlhPabDhwL7tFHuIZCwmJyfxA8OCZWzEwAAJXVfuac9LR2OH9S6Ti2bGNZVKsbC6agDXpn034dHFPFMqEXFg+dv6+ogC8zZV6DNnzhi/w8GD7Pr5n8cHnFF0Fm4US+zWXCxmMK4OSZSu63z3xAnuiUQ4+sEPogOvNHkAOP29lK4TcwAbXTaOoJbxzDOGSiSZhL/9W9ePr4iEJW6TvMfEM1HeO198kb+en+fBH/+Yf/ze9/gmwE9+YvnRBnC1KxgAsXCYXL2uPI5nXLwPO5o8B2644QYqwCtNALpQKLCczzMcCFh6KMiIBAJkPDjLpkslojb5z1Fxhr/w7W/z2GOPsaetzRhFYxOBRII21GeJZl3MkQDedvAgxXqdD33oQ9wUjRoFTxt5fkMuqrh/ZdNpgkCrw/WPXXcdPuCTn/wkezs7ObJ9u+XeDRAS52Ze8fr5UomQkzdDZyf3dnaSWlvjw8K87XqwZdzDHR2UdV2JdatWq1R0nXYnxjUep846WJPAdchm3wkHAsquxgWxN9gBV19PDwk2K4Bml5YMabvpHeyQRRPFnMUNvHXbzBOdn5sjgAGsmyMizo+sAnCV6yNklytKxtXiXmq1Gktra/SaCKcesYZV+lxz5TJhh7PLrUVQr1SYqdUYlIqfffsYBi4LVYZTNFqr7M4uee9u43hEIWfwyBG0O+7gYL3Oyf8/AddUudxwMrUMwbhaWWNbxV/+5V8yNTXFr//6r7se3IviEE44ANcuDwBqYWGB8fFxbp+agpYWrhNjT6y03/XpaaaBYTu2F+gSm8GqonxwbW2NqZUVo79VMGrajTdyA/CcyaDpnACyey2YJ2AduHro11mZmSEEtFokNcceeACAJz/9aVaffJJzwAG7awNxjzJpmdQkHJKKm266icmZGT772c/y3ve+1/6HdXcTZf0lV4lMLmcAVwcGXTUacyBVpcJis4w5JHQAr3vd60ilUhyxMWYyLt5NVNeV2eZqtUpR1+l0YIC8RES8b6pyu3Q6TTsQdCkY3PHQQ8wCJeC+3/5ty8/4enqIappykSon3suwA4gAGO3rYyyXg1qNUy++yB4gYJ6dPDDQcDVWLRpk83k6NM3a6ErETrG3nRPOwpOTk2z3+QhYANckm+cG2oXso7MbxQMQHhoiDMw1yc2kMdM+TYOmvU+2aygzruWyszw9kTCk1xZ9P6lUirnVVfYBHDhA25Ej7Gj63dxCAgNb4BoI0N3SwnKhYKv+mZiY4GKxyL07d3KdcBffNOvaInJLS9RxNmLz5I3w+OPGP0dH4Stfcf34sihCdNvJNSVwVd07z53j68D1+/cTi8V4Ihy2Ba6LstBsM/MdaAB61XdofGaGEZ+PYFMOclSA2J9OTDScjhtsVzJpC9wAIi0tZDz02KYrFWI2ha9r7r+fduCfv/UtHn/8cd5QLoNZqdEc0agxS1TVnEjsX51OLSaveQ39GAn7X5RKaMIvwCrkaBPVHttMOu3o6gsQ27sXOfH7w5pGwFzwa76+ZHxVDebKZUIO4AngHpFHffWrX+WOkRFDKm3HuIr7UJGruo2jARgUeYAccyLXoHnmr4xwMEhOce0VxPthB1xJJBgEpptyz2KxSLpQoA82AVdfd7fRY6t4duZdnr3cwza5Gl++TA/gM11f9nerOHrnxe/Y4QZcLQpAy8vL1HW9Yf4nQ5obquRsOReFmlvuu3T6NGVgUCoPJOOqUHROi3u3m3vfIApdvsdp4TQ+eMcdcMcdHKrXOfHyy57aU169wLVYZFXX6XJiLCR1rbAZzM3N8elPf5p77rmH5eVlPvKRjzh+Xs6LTNr1KrHudqySBPxEHLi3JZPwxBNcIxa+FXBdPHWKCjBkI9UFoyqiodYoDUZSqgO7t21bP1xvvJEbgVfGxzfMVxsTSdIecwIro7ubLgzzLNVYmZ83+jMtErrr3/UuOjWNJz7/ef7lH/+RKvDzb36z7c9ym6VlDvldJhxkR2AkfA8//LC9VBcgkTAG2Xtgm9OFAtFg0F525CGk5FcVQEk5d8xBLivDiZ0D1hnXq9Qn5TXkeBPVQe6ZXM6QaLskIP/hN36D8ePHuTA+zs++8Y3WH0om6dJ1ZcZVpc8T4LajR7kIXPzhDzk9McEBTdvoKAzQ2UlUAFBlcxEFN+dRoWqYEFLDiTNnGK3XN/S3AjA4aLCEqj1KLo7GAAwP0w/MNLkFNxyFe3s3GHMkxCGszLhWq0Sc1rIErhZ7ZwM8RyIG09jZyb5gkDOKfZmS5bebPwmQCIVYq9VsTcZeeO45AG49fJjt27cTDQR40eRiaxUpwSDHHAo1jRYTlWf505/yaG8vnzlwwACMLvv9yuIirUCHDevkFwZFacV9u3LuHD8F7rrnHu68806eADCpg2TMCymck0JKAnrVwtv55WVD/toUIyMjxEMhni+VQICFxgxXB9AMEGltJaNo0FMqlVjTdaI2e2dbNMqvdHXxT6dOUSqVeEO9Dg7AjWDQkIsqOkpLkzEnqa5/1y4+BHzg3ns5trYGr3+97WelSVxe8dzK5nJGj6kTcTEywgeA99x1F2/KZBpKMquQwDWv6qxbqdibI4no2buXw+Iz7x4aMth2m9+3AVxV5KpiX3ACrgPiPJ8Wa/Dy5cvENY0OO+Da0kJOsb9busI7AdcBYKapCCCVM/1+/2Yvj3icTtSNuXLlsuMYObvJDg1HX1POLts2sgrnV0Gc7yG7PVSO47HIQRpSZZO6LerB0DNXqzlOIuhyaRGcFrn7oCwedncz1NHBXCbj2mYkz66og0xaZZLKZTGma/D1r4fbb+eg+DtepiK8eoHr6iopcJQ9SQClYu//yCOPUCqV+Ps//mPuuOMO2zEwMhal9Mhh45aGNyogQvZB7Lv3XrjlFnp27aK3tZWXX35502cvC7OWIZsZrgB+2SitKN+TBg47m6vhw8O8JhqlWq/zYtPIh7Pid91lJz3q6jIYVw9jFZaXl+kGyx6YQCjEHfv28d35ef7vfJ4dAwON0QNWEffIOkrZd8KFdVQK8dzTHvo802trRBT6PFUiKtajKoBJrawQAEIOBRjlEGyzauKXFe+FU5+Ul5DVf1XGNZPPNwCfU2iaxq7Dh9nuILUjmSQGrKqCN/Fe2kqORBx7wxsA+NY//ROTqRT79+zZbAiiaetJtypwXltzNHkACO3YQT9wTsh4JicnNzkKA4ZUGFhU/N7z8vB3Aq7bthljbprmyI6NjRHQNEZNjF1C/H9VxjdbqznL0xMJY0SBBfsiDbL2NT2DfV1djK2uKrkaZ7JZ2jWNoEOxJOHS83ROzOHbdcMNaJrG4f5+XkqnwSXxkKZHTv3scTlCTsFl8j9/97u8eX6eX/3Wt1it1dYZWJtYXlkhDmh2CouuLkOtoriGX37+eYrAzXfcwbFjxziXyxmJukURYU7I3fsdWkwa47wU19FCoUCvqXCuaRo3HDiwwaCpMcPVaf8AIu3tysBV7u9Rh/3jt2+5BT/QEQxyJ8Cttzr+zM5AgKyqO7bY52zN3QBuuon/APxfL75oFAdf+1rbj4bF2avcY5vPG0VHJ7XO/v28A/j0/DwaOF5fMr6qwLlQrRJyMxUcHeX+SoVoNMpb5+fBQSUmi7cqctmCON9sDYKAQVEcmhbr/vKFCwzp+iZHYRmhlhbyiv4IDeBqB97CYQZ9PqabvksJSvpisc0FemkOpdpjW6sRcmIdbYiLhqOvKdcJ9fejsW6c5xSNs8tOaSDA27KFOah0/Tf32Eq1myvZoetk63XCTuZ6cv+2OTumxZ40uH9/48+GenrQ2ewnYY60GCNnN8WlwTa75P3TExPEfD5CIyMwPMwh8Tt76XN9VQPXVdbdcy0jEiGuaZSq1Q2MoVWcPHGChM/Hnre9jWtGRjhx4oRjIrKYThPUNPsvEW8DeWcmJmgFuqQU8+67uaZWswSul0T1eMgsGWwOOY5HUfoi+7l6m413NI3XCID4nKjyUyhwVriS2c5hDASIBYOsepiJt5JOEw8GrS3OgXf+7u9yDvge8NC73mU7ygLcX15zSODarcA6uoaUCntxhyyViLqxmYoRSibx4wG4rq4SBTQXAKUUgm1WlqtKudnVuDbr7sDKwLVQcGUdlUPMclVl2ht9ng5SO4CD999PHPiTT32KOnD7Qw9Zfk4OBVdmXEslwi6MAUND7AImzp5lZmaGpXSa3WAJXJMYs/NUwJusrNuO4gEYHmYfcGZqqvEzx8bGGPX7CZqAa2hkhHZgSfTJO0a5TAaIOCW8knG12LfPnD5NENjRJLsc7u1lrV5XKhpk8nk6XZQV3aKQY1d4mzhxgj4gLDwGDu/bx8u6Tk0w43bRMGJzeO6N2ecuDHJlepqPZDIcHRqiUq3ytZYW+M53HP/OcipFdzBoL5cVzropxTX8tEjCbrnlFo4Jk6wnAcwu+MDs1BStQMzGWA7W5xOmFVVKC+UySYu964Zbb+UEsCbYjSmRkA3ecovjz4t0dJBRNOhpGKU47B87brmF3wF+o6eH1t27NyXs5ggHg+Rc8iQZWbl/Ob3D110H73qXYd51++0bDGnM0d7Tg4Y665aR42iczs0jR+CBB4z1sHfvhvYCczSAqyJwztdqjq6+AIyO8ie6ztkvfIHI+DiINWoVUnmjMkdXzlF1Aq49O3bgx8grQQBXsAWuYQ+uxkXpj2C39jSNgVCIxUKh0bMrQVG/1RpsbSXs86n32NZqdDgUDeQ4HrNqZH5pyRK4+hIJwkBWoWiQlzJpu3sPBom3tFCt1zepF+aFKqbXpDiJie8k5bbvFArkcJh/DsTlvdsU32QhY/C66xp/NiSexyWTC7Q50rkcnX6//RSX9nbifj+rxaJjHjC9vMxg07uzV/wu4y7nV3P8bwWumqb9rKZpY5qmndM07Q+8/N3S/DxFnKvH0tkX3GWjZ559ln31Oiwtce2TT5LL5bjgIL9aymZJtrY6Aig5jFgFQM2MjTEAaBKM3n0311arnDxxorgKCEkAACAASURBVOEMJ+OyWHxD5gRyw8UN4KraZ7ooFk1SWPvLGLzrLgaAZ4QzIKdPMwbstbP1FxFrb/c0E285lyPucAi945d/mS/9j//B4Wuvde4xZb2/V3UM0qo4LLocDjblkKyjIttcr9fJ1mpEr1Kfp9bdTQR11iKTyRiV66vBeko3adU+KfH9OBl8eInW7m6CqEuFsy7usp5CMq6qBhMKfZ4AvmiUu667jsVajdv8fu61MceSSbcq45p16/ME2LePvcDLY2N89rOfBeD+ZHKzM2d3Nwmfj7qiVFqOXQg7FYoGB9mH0UsmXQjHzpxhb7W6wZgJWGd8FeS69XSaLC7y9GSSXoyRWmb51NmTJxkFgk3MXVLOsVWo2GeLRdc1J3uebBnXyUl2QsOL4MDRoxSAy6J3yC5S4n1z6mePiz1w1SWBPveNb1AG/s93vYsdO3bwSCQCLiqllXyeuNOaCwSI+v2kFffOn1y+TH9bG8PDw1x77bWEOjp4Boy5rqaYm52lD9AcjNgaahWFc6OQz1PQdUuX4pvuvpsq8MwPfgDAT596it1Am4NKCIxiSrZeVyr+pEWSGXNqb7n/fv6itZWPTk87y4RFdAaDyrNEG66+bkqdj37UkNRbjBBrDi0WIwTkVffuYtEoALkpZv7u7wyFioNMGdYVR3kF4Fyr1SjpuqOrLwCjo7QAPdLs0wm4SnMohcJn0WUcDYB/dJQ+mhjX2VkDuNqZM3V0kFMsmkipcrvDuT0o9lcJWBuMq5M5lCLR4eao3Dk0hJ+NxTdd11lIpw0TQ/OaFTmTygxlyTaHHN67uFDzmDHHglA19pgKr52Dg2is78+2kckYwNWpANTbSyv2LYLTly7hA/qasMOA2PNdGddi0Whpc4iuUAgd5wL65VyOoaaCX+/+/fhZl7WrxP824Kppmh/478DrgQPA2zVNs2ma3BwpcZNdLm6o0mHWjfUcGx9nn98PH/4w14oFZsV2ylgsFEi4uKF29vXhR80gaebiRQYAJHA8doxrgLVSqWGOIuPy5cu0aJqjTFkC11XFCubihQu0ASGzlOquu7gDePLxx9F1Hf3ECcaAPSaAa45YOEypXmdNEbyulEoNNzi7eOv738/xl16yHccio72nhzZgVRG4ppeXaQNaXXpclSISIaZppFUr12IjjLi4yyqHlNupujPKXqGrAZwF45pRnF0spTlOBh9eQoL2jKpctlx2Zx1VI5k0CkWqjKfs81RYc/f+6q8C8JHf+z00mwM75nF+cK5adeyVAWDXLn45FiNdLPKnf/qnXBsIsO+++zYzZppGQqwflT7TXDaLBrQ7Me3BIPsEKDhz5gylUonx8XHDFMkMXGWPrQpbsbCAzrqRl2V0dNArDmiz0+O5sTHDeb2pV6xHeA0smPZpq3AbxQPuBmsTs7PsCgQaJieDgv2dbWrnsAopY485gLeOvj5asJ9DKOOEkAVf84Y38NBDD/HY8jIr4+MNQyKrWC4W6XZRlsRaWkirJLC1Gj/N5bhpeBhNmIwdOHiQkz4fWIx2mF1cpF/TnF19pWJDYQ0vyiTUovhy17Fj+IHHjh+nXq/zo1de4Q4AJ4UUxhmgg9IoopQArlEn4Hj4MHz96xCLwZve5PozO9vayCkCV1l8cgWu/f0wOwvvf7/z59raPMlFs2tramqZHTvg1Cn4r//V8WP+ri7agLxC0aRhjuSmkjp82Fhvn/mMwTY7mGNJs5+CilRYnB3tTvnS6CiDwOWpKUqlEgurq86Ma0cHOcVZ0IV8Hg1oddhDB8XeLYuOs7Oz+ICknatyaytZhZypWq1SxvnZa729hly3iXXMZDKUqlV6NW3z9AbRY5tVODvzuRx+IOjgUSDzWPP+PX/xIi1AzORN4+vpMcgOlz23srJCCWfgqklfH5ufNT0/T6/fT7DZI0J8J8su10+vrRF1KXbLcTy2eKtWY7pcZrAp7/Hv3k0/MK1wfspwBa6aprVpmvYWTdP+TtO0f9Y07XOapv2epmnOyMU9bgTO6bo+qet6Gfgn4OdV/3JD9uTSl6ji7LsyP89Csci+a66BX/gFDmL0qlgZIwFQrbJUqZB0AVpynqlK39vM4iKDweD6xtLfz3WC2Th+/PiGz15eXGQwFLKn7MFzn+miGA6tjY5u/A833cSxQIDp5WUmJiYYf+opUsA1LhXcmHg2KgyMruusVKvEr5Jk1Ct4S6+sGK6+V+P6mka0vZ1sqaRWOVfoVfIU8bhx76rz6AoFIk7z6LyEWO81xRm6Um7W6aSa8BJdXXSyPpzeLXKVijt4Uw3BuKYU5U45t16Zpnjf+97HSy+9xB1irIJVhHp6jPnBKqBd1w2TB7fES9O49a67uL2tjUqlwtuqVbjrLsuPRj04subzeULgqFYB2CfA4djYGM899xylcplbwZJxTQJLKq6M0hTLRWEgZ+vNN4FhXdeZuHTJAK5NCViPKKQtCOmqU2RKJdd+9oQ4A6zMrorFItP5PDsTiUYBYUBcf1Z4H9hFSrwXMZtZlgCaYovJyTNn8AH7jh7lta99LTVd55ViERyKhSvlciOxsYtoaytphWKnPj3NBWBX01o4dOiQAVytGNd0mv62Nsd9LurB1XhByJGTFiqdaDTKjYODfHd6mjPPP89KscjtptnHVtFwRVdYx1LObDtTUcbrXgfLy/BzP+f6M8NtbWQV5aLZTIY2IOCQwDdCwUcATfMkF/VUdBwZcTZxAohElBlfyTg6zeAGjHzi8583/v2OO2xH8UCTOZQK6+cyjgaAwUGu9/l4ZnKyMc7MkXENhVgDqgp9roVikQ5Ac3iXBkRBQ7oaz87M0AP47a7f2qpUNCkqGFNJxcxcE3BtGCNFIpY9thFQmqFckGeXQ+4ftxkpNi+egWZ+Z4WpZcpl38nLEVROuaLLCNDp1VUGTed+t9hDl2zGv8lIl8u247cal3fBW5WpKeaAweYCyq5dhgu1wkgeGY7ZqqZp/xn4EXAL8AzwCeBLQBX4C03Tvqtp2rXKV9sYg0CzqPqy+DOlkGxal4tTX1zBZXVMVI/3HTsGe/YQ6utjZyhkz7guL7MIJN0kjooDeQFmslkGmpIRgEM33USbpq33lwKsrXG5UGDI7dptbcT8flKK8ovFhQWSmrZZRtHayjEhcXriiSf4muhjuv/nnWsMXsxiMuk0NaD7KjFvEriqmgSl02kDuKocwgoRDYfRUZOsSnbQ1mLca0jQrigRzxSLdF4tuWxra6Mip/K9y56SqwZc43HjAFKV61arhN3kXqohGNdiuUxJwZ0xL+WyCqZYwWCQa6913mY12V+sAlxLJUNypNJXfdtt/Je1NXrDYd4BtnI3WXhRckbM5wkrJLO9O3cS9fk4c+YMTzzxBJqmGSYzZpObSISE38+iyrXFXhx2edd7LWbrzc/Pk19bM2S6zYyrUJ8oMa6VCp0ua65raAgNWLKQTkkTv11NwHlAJIMzLj1Ksm0k6tTmIQ02XPaPkzMz7Gxro729nT3CJPAsgM0z0HWd5VqNbpfnHu3oIK2QPC8eP04J2Nakvjl48CBz1SrLFgWE2XyePjfgKBJKFVfjRfE92LkU33v33TwHfPPjHwfgdqdRNPL64tlkFBRaaZGIR1XaWxSLkp0e5KJXVakjIhQIKPfY5isVR2dZz9HaagBXBeAsP+MInmS8/vXw1a8akmmHkD2TBYU9TDrbOgJXn4/X9/WRLZf5gz8wuvBujkZtiyeSxVNxVS4Ui3S4FB0HxbqUjOvc1JTlDNfG9dvayKmAZnnvLsB1EEMeLaMBXK1yjbY2On0+JWMyWXS182IBe1fjufl5yx7bxjQGl7O7cXa5AFen/ftyLsegqWjbum0bYda9Xuwi7ebGz/ooIjvgOvfSS+jAUDNBtnOn8X0pOvODO+P6nK7rR3Vd/21d1/8fXdcf03X9m7qu/42u6w8A7wSudPewWvmbdEaapv2qpmk/1TTtp80ytMYYDwfZE0CXwmiUM8JCf9+ttxrA8dgxrqlW7YHr4iILODsKGxcX1WuXCmo2kyFXqzFgSiiChw9zWNd5rtnif3KSy8CQC2AHiLW1KfeZLqZSJDs6LI0z9r7hDfQCT375y3xtaoojg4Nsc+txlQ6NCol0YzD9VWTevDj7piRwvUqsp3S6Vrl3mYBErhZwlYyraq9jqUTnVUwAJNOuAmAarsIucn/lEJXTrKpUuF4ndJVMsejoICYKAJ76PK/WvXuZH5zNGn2eKvL0227jHmDO72ekv7/RV2mOqAdH59zamhJw1bZvZ5+uc+bMGZ588kmu7eoykgJzsq5pJDs6WFIo0jUOf5f3TY4saGZcJXOxKxiEpr2qWxQVFl0q1iAcjV3WnL+nh25gwSKROCfYxJ1N30MymcSvacy4JJ2pVIoQEHT63uVIA5f390Q6zUHxnQ8PD9PW2soYgHhG5igsL1MGul32+Gg4TLpadW01uCRk0duEQRUYjCvAyQsXoIk5LJVKrFQq9Lt85y3JJG2o9botCiOwpM37cO+7300d+G9f/CI9wC6FHlN5Bqj02Kqw514jHAqR1XWlNo9sPk+npqmxqarXDwbJq84SrdXcXX09RsjvV+qzbMwxVW3vefBBaFqnVtEh3gtPwNVlPb/24EGCmsY3vvENbuzoYL+Dq3FYuhqrtFusrdHhZjA3NEQLMCOKb7PT05YzXBvXb29XKpoUJdvs9OyTSYaA6aazsAFcbQrFkdZWMgrffb5YNO7dAbh324ykmV1ZMcC7eQ+Uvigu331W5eyShUern6XrTFcqG2S6APT1kWB9zrZllEqkdd3Vi8V1HI80qmtuSdy+nSFNY9rDCEnH1afr+v9y+e8Luq7/VPlqG+My0LzrDgGbrLB0Xf+krus36Lp+QzNQXBU32eVyEMZFFdWJcT3zyiu0ACN33GH8wV13sX9tjcnJSaoW0pm16WnSQJ8beBS0/apLIjsjenIGzDLda6/lNcALx483DJr08XEDuNoMcW+OWChEsVZTYoAWCwWSNvI57fWv5xjw6Le/zdPAg+94h/u1ReKnwnoui+p1/GqMZIF11lHRJCidzxPVNHc5kWJ4YZ8akq+rCNqjGDNKVSJbLjsOtPYaUQ+gXc6si1yNMUTQ6FVRAU+6rpPXdcJX6TsH6BKHv4qLuHQc7LhKM2xV5UYAuoLJQyOOHDGq9C0t8MlP2h7YnmbRra0RVmH5t21jn67z4vHj/OhHP+JYIGD0jVn8DonOTjKVSsPF0vbaYj9yM8XqFedGM3CVXgM7Bwc3/A7Bvj7iwIIbU1arkdF1Z0djgETCmGFrUYGeEO0ru5rGGfh8PvpDIWYyGcce01Q2S8yNfevoIK5plnMIZZSKRcYrFQ6J4qXP52P37t2c1TRbxnVZAO64S6EmGolQ1nVXb4QpIdXdJl34MRhXgBO1GjQZK8rvsM+tSCRcjVXODWkElrQZr3PLXXfxcH8/xVKJ+wHtvvtcf2ZEnAEqzrKyMNnpUrj3Ep2dndSAkgJ4zBYKdF5F0ApilqiCXLRWq1Gq1x1HolxJhPx+JeBckOZIV2vvxmj1gHUljlMU3cbRiAjv3cud4n1/d7EIr3mN/WdFzpJTmWVaKtHh8t1rySQDrMs/5xYWnBlXxR5bFUdl4nEGYcNsUqmc6bHJ2Tvb2sgq5MmFtTVCLvcuTVnNPa6zmYzRrmD+++3thjrSJWdrGDqqAFeLn1WcnmYVGDTvGf39hkeEkzI0nSYNRF1yhri4d7scaFqcA82uxgSDDHZ1kS2XlSdCKGlINE27QdO0r2qa9oKmaS9rmvaKpmn2zkVq8RywW9O0HZqmtQC/CHxd9S9LQBRzYck6e3vx4TxQfez8eXb7fPglcLr1VkYxGsGtLKLnxeFstrXeFBK4ukhGZ0QyMmAGo9ddx2swqjynhfxp/oUXKAHDLuZIAF1ikamAiMVy2Z5BvuEG/tvv/z73AEGfj7f+yq+4/jxpFqMyE29FMBXdV+sQllJhRfCWLhQMtzQX+YtqSPZJCbhKydfVMIaCdcZVsVcooyD/8BJS8qzEuGYyBDDcgK9KeOhVWcvlqKMI3hTDC9OeKxToAOc+dS8hGVeFQlF5eZkq61V2x2hrg+PHDcOb+++3/ZgX4JovlwkpAteHgUqpRLFY5NjKiq3BSUI8ezsnXhkN4OryvoX6+mhnM+PqA0bM+7Sm0dPSYjn3dePFc8YoHrc1J5K+WYsK+OTJk0SBuGmG90BXFzO1Gjgc/Klcji43QxtNo6ulhRUH9uHsM89QAw40/Q579u7lbCBgD1xFcdJtj48pFv2mxLm8rUk2Pjg4SCQU4iRs6HOdE//eby4Mm6OtzXiHFPaPhcVFWoFOG8YzGAzy2f/0n8j4fHzqC1+Am292/ZmyZULFHCqdTtOJYSp0tULuhVkFxlfZHMnL9RXlog2p7lU8twBCwSB5FfAiWb+rCFzbJOOq0mcpPtPudm6OjvKLtRpd4TC/qOtqwFVh7RXKZTrcvvtEgkGM9oVarcb86qoz4xoKUQHXwqPSs/f5GBRGZ9LNeH5uDo11IyJzRDo6yKisvbU1Qi733pZM0sFGzFGtVlksFhmw+b1jbW2kXGTyDUNHJ5IjGCQeDFru39MCZwyan0FvrwFcnXIHCVxd8JZs3VyxKb5dFgVF80SUIXEuTCvKhVWzpi8AnwbeDDwA3C/+ecWh63oV+A3g28Bp4Eu6rp9U/ftSyuQGXH2i98zJYfbC0hKjnZ3rwGXPHmRqInuKmqMxj8nkDrYpYjFDduUCImbGxgAYaKqiAzA8zI3iMJF9rj8WsuGjd97pfG3UDZLyq6sUcJY+b/uLv+Abjz5KdmyMfU5jeOS15VBlhUOwIRW+WrKncNhw9lXs702vrRG7mqyjh9Ek0kjI0R3SS0i2WcHZt16vk6vX6byKfUoxcZgqMa7ZLJ04Gx14CglcVSSjYl0qgTfVyys6mAPkCwUluaxySLmRynOXBkWq0vidO11l9J2yP1CB8c2Vy4RVZH4jI9wDTH70o3zxox/lgWrVFrgmxbpzA65Snu4m0daEwcd8E4s6MTHBNr+fFou+xp72dhZcCmWlxUXKuDgaQ4NxnbWQTl2YnGQHbHIH7e/pMeRKDqxvqlAgpvDc4+3trDowTxdeeAGAnQfWhwDs2bOHiWqVis0sPlmcjLv0ZDYKXy6s49TiIh2aRryJfdA0jUMHDnACQJypALPC3LDPRa4JEA0ElIp+i6urJDUNzakA8/73419aQlNQKAFExBmgMk8ync0Su8pS3U6xLlVYt6yqasJDhFpbySuYQzXMka42cG1pUQKucmRN6GoZKmKcgR0Y5j9uIT9jO0tUxugo7wVmxSxwR+AqCiA5BbmmEnDdvp0R4JSYAV6r1x0ZV9m2knNh3KSjcofLsx8U9yOB0PylSySAgE3hrDMUIqvQopAvl+lwW/c9PQbraTKH0sG2XSHW0UHKZe1JQ0e3omu8o4O8hfpoWpBfg+bCa1sb3cEgSw5FkzVxdkVdCmWtvb2EcJgjOztLq6ZtahkZFEXFqw1cF3Vd/7qu6+d1Xb8o/6f4d21D1/V/1XV9j67rO3Vd/3MvfzeVy9Hm89HmBjiky5bDQXgxn2dbcyLT1saoqEpYAdc5odvvcxnLQjBIV0uL+0BecY0Bs12+prH78GG6AgF+IGbCPXHyJB0+Hze4zIQDiIlF5pbMLkqHRDeHwje9iRazMYpNdIkNws3iG2BZJFvdNkYXnkPTiLa1KblTgppbmpeQs/VUknjp/hu5WsC1vZ1oIECtXm8c8HYhK9dXE7h6YZsz0uDjaiVAssdV4XtXdZf1Eg1zFZU+z2LxqgPXGGpsUU66OV+tvmrAn0wSxh1wgAdTrEOH4P9l782DJD3rO8/Pm2flfdXVVX1Ut7rVLakFjYRkBAhkYS4bY1sjgsEGsw7C9npiDIwdjnGMh53dGRP2zHhniJ2I2RkzXtusr/WAwRjbeNZs4EEIDJJoIXS1pFZfdXVWZuX15p357h/v82RlZ79n8T4FHvOL6EB0V9Vbb2a+z/N8f7/vsbJC6Qtf4B+KaDHOnbP8UqmPt4uQmVxbfC5dtcXz86Yz5RTj5sULF7hlNLrBmEnWYjpN2aVjPsktdjvwlkocwnTCnd03Lq2vswY3AdeV1VU2ARwYLrVezxtwFYe42QxbWVfFfnFkiu516623MjQMLl24YElXrogDidsaL5t+dZdMvyvVKkfn5m5ypr7j3Dme1jQMoaUC2BJuy4fuvtvxZwJko1FPja9yo8GC27qlab4M/2S0jBdzuVqrRS5oqq74Xb1QlVuDgXsOtN/rezSHkvuWq6uv3+vPzaH7MQgKcNpNNOrZHKqt64SAmNs6cuKEGVvzuc+ZbsIObAcpnWh6yZEdDkm6+WKcPs3bgO1ajY985CMAPHDokK0cy6vGdvLau9z7YbG+T4DrtWvWxkiisuk0Q3CVKLS9mIIJzWh5ai2WGamHbK6fz2RoDIcTSaBVSeDq5glSsImkkZm+q7MDMmA+nabisO7Vxb3k3Jol8/PmoNAujqdSYcVi3ZaaV6+ROF6B67/QNO2/aJr2Hk3THpJ/PH6vktrVdQpeTGWky5YNiGjs7FAbj28yG1o9e5aopllPXMXDsOTBIKmQSjE2DEeH2Y2rV0kDmRn6F0Dorrt4u2Hwuc99jlGnwxc3Nnjd6ioxD/fudfpVFl1yK2v//dbc4iJx9ky0nEpSKgpuE2wflUskaDscvmQNBgP00YhcgJugnJ56MdmoV6uEMamJgV1fdKLdwKMEWJkAwZufaXPgOqlIhEwsht7vO24AsDdVcHOX9VNZvwZFQVLtpKuwh4OPJ62M35IUdQ/NGn008gZcQyEzf/Lzn4e//EtIJMBGUzjJsXU59E/yJ90OfUeOcCvwnJjcGYbB888/zym4IQpH1kI+z3WXtaYh1gNXI7ZkkkPRKMPx+AYgbhgGl8plE7jONBlXjh+nAvQu2/eTa/0+eQ/rnN3BR9bVl18mCizNAFeAC62WGb8yU9L4o+TizTChnLtITK60WhyxoFyfPXuWimGwPRUht/nSS2jAoodmby4ep+7FE0LXWQgYuEnWghdzuXqnY8pbgry+nLp52LObg0Gg3ghg0kVbHoyhJsA1wIYrQGpuDt0DcJ6YMwUJXIFkKOTabAZz4pwENLfP3+nT8Na3gq7bxpjJSkmqsofPXtsLcC0W+aFSibCm8bu/+7vcFotxh9PEV5xB3Jom8vdzzABnL27lmmiAbW9usgi2wFVOfN2SIPTBwN0UbHnZjHeZWsOkX8EhmzO2ZI46nR2kJ4gbS6wo/n3WIGld7A2rFgkF8/k8jeHQlqrtWdJWKpl4y2YNudZsctji918V7J1rHiLlwDtw/SngHPA2TIqwpAt/x6rmld5ZKjkaJF0V1NtjMwei8G23sQZctHBJlLqnRQ+OoAWxuDrRBzeuX2clHAarB+L7v58fHY3Y2dnhsx/7GE8ZBg9IEym3a4vfb9flMCnD1O2s/fdV+bxpFuPFnGlnhzQQCxC85cXr7hW85QKkjOYkTdrDtLleq5EFtCDBo0dnX9lddaUu+qjE/Dxh9iiZjtfvdALXSWXFwdxtA5JTRxXA1UsMUqvfDzbOQTxvjW7XNT94AlyDMgQD7xpbw6BlGN6nJf/gH0CnA3/0R/D+99tSIyfSBBfAI02x0m6H3rU17gTWy2Wq1Sovvvgi9WaTu8F64jo/T8UwGDp07BtiPch6eN0PiWdyc4r6W6lU0AcD1tLpm+IYVgRw3JyiyM5WbTSayEecyi6HUNaV9XUOA6GpQ+ANkTgWvhBlsWfOu+hMZS6pW9PvSq/HUYsGgDRoevqZZyaT36tXr7IYDhP1AHRyiQR1DwZB1zsdFgOe+MXm54ljxsO5Vb3bnUSPBVV+pm7N0cg11slvpUSW6Mjl9delsV2A/gQAqUTCH3ANyptBVDIcpu3FHErG0bh5csRiZtOvXIbf+i3na4t70b24Go9GJDzsXYXbb+cBsd68ezBAs2HLwJTG1uWs2hbnNbemQWl1lTh7E9frOzvOE1cJHF3uXx+NSLrhjuVlDgPXpsDbpjhjH7LYO8BbfGRLnCvc9i4pn7gJuG5ukgGyFgO3kgtjaQJc3ZiB8/MmcLXaO4ZD09XYYv9LnDhBkT32qVt5Ba6vFM6+7zcM46fEH3eHHlVlGOz2+xS8bBxy4mrzgbz8mGmKfHTa5QrgzBlOGAYvWXQAtioVCtEocS+0K/GBdASuu7us2G0CDzzA20IhYuEwHxJZYA/8xE+4XhemDJJc3C7L4qCx6EZ99lMiksaL3q9aq1HSNMeAbr/lFbzJf88FCN7iIlah7qFz3Wg0yJq/QGDX9wxcxeciEyB40/J5k67r5fDT6wWXIStKOra6TT3lBpkK8PAh6acND11rfTAgHSRwDYXIJZOe8oMn+blBGYLBBLi63ruum47GXqcl999vTjhf9zr42MdsvywvNmMvwDUC7oyVY8eQfemnnnpq4jFwD1hGAi0uL2Ow555rVdJ0J+vhdT8kPpfTwPWS8FZYs/h+6Ui/YRPiPh4OqRvGxEDMqWQOoe3EdWeHo3NzNxycS6USqUSCy2ANXCsV8ppG1OV1l/F2NYfJS0/X2TIMjlocomQkzre6XRC62m9ub3PWox4xl0rR8KCzLPf7LAQMnEgmzbXTQ+Or3u8H6ssAe+uB29ptGIbpjRA0VVdmibo0fKXOMRVgsxlMzaynia/YW1JBNv4wc2y9uBp3ej3XHNUbqlQy2SpO1xbvvRdX4/Z47A7eAM6c4V3DIaFQyDSHcgKuAmy5AlfpqOzy2muLi6arsViLtms1E7jauQqL9aHp9tkbj0m5NWwWFzkM7LRaE+qxZH0s2TBOpHbUKcaw5ZEib5cju76zw6qNCem8OLvYAlevXixiUGiFt4ztbdaBVasB1eHD5pTaRSIiyytw0EVypQAAIABJREFU/aqmabe7f9kBVbtNzTAmUzXHEqPrXRvjDGmrf+zee2/8hzNnOAFcnLLVl7XdaLDkcdEu2HQ/pmtD123dxsjlyLzmNbwtk+Favc7PFAp831vf6unak8OcS/e6LA5HCx5MlzyXnLh6WAirzSbFIA/x7LmfuVFWJbjLB0mblLEKHkB7vdk0M2SD1Jl6dPaVtJxMkJ3jXM40SPIwaW/1+4HrpOT02HXiKk16AgRvoUKBNHuGW47XHw5JB3zwzHt0EZ/oPIMErpIq7PK8D3d36eHDzTkSMV2Nv/hFa0aKqKygYDkBHjDdnNPh8E0am5t/YJY7xWfpm9/8Jl//+tdJRCLckUxaasVkzELZAbhOGgYemDqHxNdsTAHxy4Lqdczi8LUifqcNmxD55vo6Y7ytc0WZxWdziLnSaHBkBgBrmsba0aNcArA4fJTrdXdNKHu5pLsOTb/1p00PxyMWtLvFxUVKuZzpLPytbzEcDHiq3eacWwKAqGw6TXM8dpQadDoddMNgIUBzHgA0jUwoRMMD3b82HAYqb4G99aDlsm+1223GBOuNAN51jhNzpACbvWACggEwcHO29erq67OS0ShtD9P+drdLImB9c0oAkraHJIb2eEzSy7T9zBl+Wtd5/p/8E04DzA6HpmoCXF3ODV6Bq8xyvXbpEru7u7R6PQ6lUmCz/snmfcNlyKMbhvu9x+McEc+mnPhuXrnCAhC1Ac55KbFyuH6r3WZO04i4DHhkrORNGtd6nVUbQ7N5ASZ3bMyRJJMq5+aDIwaFVnir+txzdIHDVlPnlRXz/fLAUgTvwPX1wHlN054PMA5n/7W7yy57Lp6OlU5TCIfZbbctKXSXL18mioXj4Jkz3IL5BtzwAWi32R4MWPY4pSq4dK8Nw2Cj3785FHi63vxmfqdW42I0yn9+z3sIe1y05hYXieGuMy1fv04MyARI1SWTMYGrh+5xRdcpBQxgvIK3unhQXEXnfkoA15oH4Npot02TjaBiUfB+7xPqYpAAJpczs1S9ZJkOBt7cZX2U1Ou6Tly9WMv7LTlt9gLaveo8fZRkDbi971LnGaQxldcYJl2aYvmZlhSLrmyM8OIiWdzXOj/a4kPHj1OKRnnqqaf42te+xqvSaSKnT1t2rBcEMNq2kJbIks2crNvmDxwSQNRy4mrRtV8Wa/eWzaG/JqaPeQ+fd5lDWLUAoKPRiPVej6MWa8axEyfsJ66tFvMePu/pw4cJ4ywxkXToFYsDkKZpnD171nQWfuopnn/kEXrAOQtdl1VJtopT46siGlOlgIELQDYcpumiczQMg3rAvgywZw7lprGVWrtMwBPntEdXY11OXANuHEjNrO4ycW63WkSBaMDXT8ZitL2YQ3nIUfVbCfHa627nNcOgDZ6Bawg4+YUvQDYLDlI0uQ+77Z0SWLsC18VFVoErV67wyCOPAPAaB339JEPZYf8Y9HoM8WYKdlj8PKmx3Vxfd3RVzotGpRNjqOVRWlUU+8usIe16u82qzb47LwD1jsWgDvaGMDm31z0apRiPW8fxCJO8m1yNAebmWI3HWfdwbgTvwPVtwCngLQQUh/NtlQCueS/gUdMoikwnqwPdlc1NDkcihGY/EPPznBAL2Q0GTevrbAFLHrrmAAXZ/bB5IHc3N+mx1zG3rPe8h8Ldd7P2rnfBhz7k6boAWrFogkc3jWu1yoKXKYSfCoXIR6PUPJgNVLtdigFvwhNnX5dNuCY6TIHlqALkcqbDqxdn3U6HbMB0Wa+ZmpISFihlVIA3LzotFeBNGt+4AVdJiXJ1l/VTXkG7YaCPx4HHOXgGrl51nn4qkSAXDrtGUMlDadDTEubnPWnq/cR4aMeP84polCeeeIJvfOMb3Dse25pDzQtjuYoD1UnSqLMeGoSJ5WXyzADXl14iB+QtdKKlUomQprFt89mrCTCZ9/B5l7FkVYvu+9bmJkPgiAX4Xjt+nMuhkDVw7XZZ8PB50/J5R08KgG2xHy/bmPnd8cpXms7C589z/jOfAeCcizmNLMnUcXqGd8XhsqgAuGaiURou7tSdTochwfoyAKTF59ItkmTC1Al64il1ji7AUQLXoM2RUpKq7NL8anc6JMHWIXff14/HvbkaDwbukSw+S9M0kri7Gg+aTQZ4zNCVDL7z5+G++xyb83La76axbbfbpqOy21qyvMz3AZc2Nvj4xz9OHLh3llU5VfIM5JShLD8XKQ8Nm8Nifbwq1sLN7W0TuNqsWRNZnwM7stnredq7socOoXHj+j0ej9mw0ZcClETjdUc0OGfLj6SumErRHY3ozKxj64KNdNjC1RhgNZ/neqfjmuULLsBV07Q0wHQEzmwcjvyag6zRzg419ihNbjUvFriyxYfyyu4ux2wWoFPiQ/bCNP3r2jW2gSWXIHVZRfF1dvbQG08+CcCKkzHS6dPw2GPw+78PFs7DtlUomIcAl8NcudEI3CERIB+PU/Og2agMBhQD7t5K8OZGk5YmIIHlqMIeVdgD7abe7ZINmi4rgavbId4HddFzCapw08O9qwSurlRhaXQQ8PuexYPOs983dZ5BN2s8xl/J9yboiUk2kXB1ZJWOpUGaYgGTOKCaG2jv971ri9fWuLPf5/HHH6fT6fB9jYY9cBUxYTsOHXPZzMl6uXeZ5Tp1+Lj0/POWUTgA4XCYxWSSrUbDMo5GdvLzHqa9eUHB3bWgrV2VNF2LaeexY8fYHY9pWOhsdwYDFrwAnXCYQig0yWm3qi1BmV622QvvuusuGobBNz/zGc5/8pPEgdPveY/7tdl7b5xcjWUmbSHItUNePx6n6fIMyUa0F72yn5orFk1jPTeN/H5YEx5K0kVdJ55SYxqkvIe9+3EDrnq7TQqCi3ETlZybo+3FHGowcM9R3UelQiHabk0TcWZIetm7jh2Dhx6CD38YPvEJ52tLmrrL+t0RTQPXIcvZszws/vPP/uzPuA+Ym42bnKpJhrLDZ09qr72Ygq0KIDiZuFarHJqbMyfPFpX3EB/Z6vU87V2hlRVTZzq1hl2/do0hsGqz/suYsorNuidj9rIenvmC+JpZluk1Mc1dtXkfDi8tYXBjs9au3Cauf6pp2v+uadobNE2bfFI1TTuhadoHNE37K8xp7IFW/do1DKDkceNYEg/FtgWN6rKuW7oTAtxy221owPNTTo2dixdpYN/tna3k4iJR7AN5N8T4fCVIYyRZwiDJ7TBX1nUWAj5EgwhV7vcdQ53H4zG74zGlgGk3XiNppIGSK3ffTyWT5DSNmgetUqPfJxd0rMDiIhp7NGjba4uFJVCKuNS4ugDXwWBgah0D1klNImlcpp4SuLrlwfkqSRV2mViMajXa+NB5eiyvFPFWu40GJIKmKqfTdEcjx46pkigegFSKvKa5aupbg4F3bfHaGv/TcMj73vUu/s+PfISHwBa4FgX9qeLwzDVbLTQ85k8uLHAI2JjqgF+8eNEErmIiOltL2SzboxFYAA/ZwMt7iHALLy6SByoW++UVkY961GK/OibA7OWZSB6j02HHMFjwOKHMRyK2nhQAWxsbhIB5m/fine98J+FwmP+n1+PJjQ3OLi8T9fieT3KobbReALviMFoIct0UlZmbo+EycZC/Wy7gZ0gLhciwZwJjV/IZDjIHGvZcjd00tnIqF6SxHuxNfF2Bc6dDMkBpj6zk3BxtF0d48Jijuo9KhcPoLsC1LV6bpJd9OxyGT30K/v2/B5fmuNTYulGVPb/2+TyHT5zg9eIz8gCAzaQPvGUoy3v3YgqWPnKEPHDt6lU6nQ6b7TZHHGi2WQlcHdiRnqVVq6umIe3U2XddrNurNq7G8dVVMsCOjdSkoeukQyFPMsWiaP7dZA61sYGGvbPyqmiYrjusvbIcPwGGYbwJ+ALws8DTmqbVNU2rAL8HLAPvNwzjk65XCbhkmHnR49RzWYCSWeA67PdZH404arMBJc6c4RhwYcpZeFuA2CXRYXcrTcbx2E1cReDuisNDte+SwNVlMSj3et664T4rn0rRH48dQ50b168zJnjalVwI3Jx9J25pAWbYomnkYzHqLpsAQH04JBswZTRULJLF/d6bjQZhIBEwTTqLqd11Kl0FXZUpyo8LaG/pOikgFOQBJJ83qcIuoL0tp45BA1d57x6AayoUCvbegZy4Hyeati42s0C1xTB55tyaRb6m/GtrvAr4xC/9Ev/zuXPEwJbxEo3HyWoaFYeDT6PVIhMKeZNkLCxwEnjuhRcwDINut8uFq1c5C2ATKbM0P882gEWzTnby8zag94aan2cea4bS1QsXADhy+81ejWuia395exumDuD1Z59lACx4AM0AhXicXYf1Y+v6dRaAsM26tbCwwIMPPshvxWJ8EXjtm9/s6bowJbNwMAjaFa9vMcg9Q1QmkaDp4mo8YQkpoCqnw2GaLs+Q1AEGDVxTXoFro0EIiAdNFZbA1U1n2espAa6pZBLdg6txezgkoYAhl4xE0F2m/W05cQ1474rk88TZayjbXr/b9f7a3303/1D85wPgCFwlcHaa+PoyBZOROJcv881vfpMx8CoHjW24VCKDs9SlNRx627skcJ0CwesCw6za4Zb5eUrAjs2Zsd5ue86NLoq93crVeCkSIWrzc1bFMPCah0gc10+AYRh/YRjGTxiGsWYYRs4wjJJhGK81DOOjhmE4j7MUVUWMkkseN44lsVlvzYyg1598kjFwzG56esst3ApcEPQogIsCuFp1nC2rWDSBq00nZV101A850Bj2XfE4+XDY+TA3GnF9PGYh6AkITDIDnaiLFWFmUgqSrgpE5udJswdM7aperZIEogEfpHMeaJO9Xo++YUwiXAIrSVV2owo3m2QINkOWbNYEby6gXZc5qgHTzSTt2c3Zt9Vukw768CFBu5tBkdTKBNwskhTxhsvEoNXtBh5DBN40tvJQGnSUBEA+kaDm9Lnr9WgZhneKtpRvXLwIwn3eSapRikSoOKx1jXabrFeK39oadwG7jQaXL1/mmWeeYTga8UpNs8yRBVheWmILwAJ01cRnIu/FXbdU4hCwZfEMXbl0iQyQc5i4XhoOzexIUeWnngK854QXEglqDmvnVqXCciTiqJl797vfzfV+n0Pz8/yvDjFKsyWZOk5aN2l6UlAAXLPpNA2XqZsErl6MtvxWJhym5bJ2T7wRAr7+ROfoInXQWy2TLhp0jqsAwrqbq7ICcyQwdaNtwHADj+MxSQXANRWN0na5dke8N0EDV0Ih0pg0bKdq9/veX/u77+anKxX+5P77eUM6bRuFAxDK50nhDJwlcPXE0lpe5ggmPfbxr3xF/Dp323+9SOGw9WQZDMy9ywtwXVhgWdPYmAauouG4atFwBKBQYB7Ysfns+8mNlq7Gs8D1Wq1m62oMcFhootctIkhnK/i20QGUpDCVvHSPgfljxwgB2zPC4yvf+AYAR+0OIydPmsD14sUJ3fVZod+53e4DMFuFgmkPbfOB2NjcpAAkPE6P/VYhHmfXYSPqXrtGC1gIGDjCngbHCbhKvVAxaL1QoWA6+7qAt3qtZsbRBNy9zSWTtEcjBg5mC3IylQt6E/AYx9NstcgABElVDoXIxmLog4FjpIQ06QnU2RaIFIskcc8ibHU6pII+fGSzJlXYRdcts+rSAdPj46USUdxBu1eTB78ljW0cgatYCwKN4hGVT6WoOdEsGw1/2uJbbzUdjf/rfzX/nD0LDs9qaW6OisO03ZcR2/Hj3CX+8/HHH+f8+fMAnFtZsdXWLR0+zDZgWExcZbRN3svrnsuxDGxarB9X19c5AmgW+9XS0hJzsdhNzsJlcWia99jsLaTT7Dqsm1vNJssua9bDDz/MD//wD/PJv/gLij6astI4y4mtslsuEwayHiN2/FQmnaZtGI5rp4x8CtSXQVQ6GnVdv5pSYhLwMyz9BtzModqCLRNkhBzsaWZd44D6fVIK1s9kOo0B9Nwmvl5zVH1WSuzbjteWwDXghjOYGtuWG3Dt9bzre++6ixjwY488gvaGN1i6wU8qmyWNM3CV957yclY8dIjDwJX1dR7/0peYBw7fdZf91wtDT1upS7NJE48RVKEQa6kUL+/uTnDL+ksvEQaW7rnH+nvCYeajUSo291/v9TxL2qSEYpZlut5us+pw3iucPs0csC5YqE71dxK4yk245HHhDC8vs4AFcBX60mN2VvknT3Ias1MuacbPbG6SjUQ45FUTKSauVRvwtrGzw0ok4vxQfRuVTyap9Xq2OlN5qFhUAJxlFJAjcBV6oZJHGpn3i5vA1dVVuF43gWvAAEpmDDsd4uW/ZYOmaUvg6haHo+tkQqHAP3uS+txyOMRPTHqCzkL06Ozb8uEu67kiETKxGA2H5w2mgGvAzRKtUDAnvm6gfTDwblDko7xobCduziqAazZLYzSyjD0DoNmkBWS8Hrrm5uADHzB1WufPwwc/6PjlpVSKikOTsNnreTdiKxS4M5cjEgrxxBNP8OSTT5IKhbjFYeK7dOwYPaAxozEFqNRq5D1qlAiFOJRIsGXx/F7d2eFoOGwJ4DVN4+jyspnlOgVcdwT1y2tOeCGbZXc0sn2GtnSdZZcDXC6X47Of/Sz32B3U7L5PSkwcwEN1d5c8pgwo6JLmJ06xIBN5iwqNbSxGy0VjOwGuATe7pcO7G11Ul8A1aFdfMUF2nfgqcPWFqTgel8Zj20uW6D4qGY+ju9DUJXhLKJCWpSMRd42tn9deAsVsFv7jf3T+2nCYtKY50uTl58KTtvrwYV4NlGs1Pvn5z3MXoDnJC6NR8qEQNbszk9i7vEqrjpdKtIZDKuIssH7tGodCIcIOv/t8IsGO1f0bBvXBwHP8lpRQ3BCnZhisDwYcdtj3tWPHJtm7bvV3ErhWxKHXcyd1aYklYGsmquCyQPZH7Eb4CwvcKroMFy5cgOGQZysVbl9Y8B4dI6nCNh/IjXqdlYA1jtOVT6cZGMZN1tSyyoKqu+Bxeu3r2jJU2eEgLWnfgeuFhL637tK9rbda5EIhCPggL6MKnA7x0gggpwC85dhzgrOrph/qoo+SwNVJ66gKvE3oul7cZRUcPrKJBEMXXbcMWQ/coEjeu0vHXkV+Luxl4TnR8yduzkGzDDAZHgb2nzujXjc3fz/X/kf/yKSkFovwEz/h+KWlbJYdJ4bFYEDGx6Rk7sQJ7kilJhPXV4bDhBwOP8tCQ7VloRGqNpuUfDzry+k0jX6f9swE5EqtxhGH/WqS5TqVZ1sWINarxjWfzzNkTwc/XYZhsNXvsxz0mikqeegQYZydwXdrNYoQOHACyIj7ajqYCtbFfhqooaCodDxO0w24yuZTwBPfeDJJCOeGJ0y5+gYNXCVV2W3iqwi4yilm22H9HA0G9PEYR+OzUomEO3AVr01SAXBNRSK03GjSfoypSiX45V+GP/5jW3nFdGXCYceJrzQFS3rZt0+d4r2lEgtzczTabZM94+KLk49G7WV9Erh63LuOiwbcy4Ihur6zw6pLs6OUSrFjdW7RdeqG4Tl+KyOyuKfjeDrXrlHF3tUYgGPHWAXWv11XYU3Tik5/PN2Fgqrs7hLC3OA81eIiy8D2zOj6ytWrzANJO9Cmadwq9K8XLlyACxd4xjC4zaMxEwCplGnvb/OB3Oh0WFGwCMhy05mWxRR6wcOD7fvaYiPYdXAJk3qhYtC0q0zGpAq7bIJ1XfcsOvdTXmiTDfGAZoPu3MuJq5vJRq+nROuY8WDSo8xdVoI3N3fZfl8NeBMHCqdICamhCtoVU7oau7EMWqMRGQUd+4mxjcPGIw+lnpx1fdYkDshm2t4ulzHwOeVfW4N/9a/g3/07cDkslgoFKuMx2IDXhl8jthMnuCsU4rHHHuP8+fOcGwxsjZkAlqQJoUWOarXdpugDNB8Sr9HWFIDqdrtc7/U46tBsWjt1isuaBlMRcmXxMxY8TtkLYk3YtXDi393dZQAsK5jYg5kjm8V53a42mxQUsaRkHE/D4RmqifNPWgFLKpNI0HKJZGk2GiSBcMDNA03TSGuaa5ao3umQ1DTTtTbAkhNfV2fb0UiNxlQCV4fGY0dm2CpYP1OJhKur8QS4KmgcpaNRd3Oo4ZCEnyHDr/0avOUtnq/fcmg4T2KYvKw9oRDJBx/kg+J3vSuZNJufDpWfm7ONjxzs7popDB6xwnGBWybAtdlk1WVIMJ/L0bRKBahUqON9wKIdOXJTHM+6iP20czUGIB5nNZlk3YUtB+4T18eBx8T/bkz9t/z770hVGg0KsZh3V8zFRXPiOrMgXL5+nWPxuOMGdPSOO8iFQnzlK1+h+uUvsw3c/upXe/9lNY1CKkW917uJwjYej9kcDFhRQDmSJcG9nca2LEDlgoPj2b6vLahMTlmqFdFdLDocyPZVmkbOg7OvH9G5n8qLRcqJJi2dKwMHrum0CVxd9CKNXo+MCvAm6W4OB4DJ1DHoe/eYI6sPh0qAqyfQLnWeQZureAHtgwFNwyCtoGMvqYtOjs4tXScMxFU8c1KaYLPeTHTVfg9d/+yfwfvf7/pl8/Pz1IGh1f0PhzTGY7J+pr3Hj/MaXadSqdBoNLgHnIGrmIBtW9x/pdul5OM9PyQ+m9OZejKT8IjDpO3YsWNcNwza0swKKFcqJMNhz1Oigrj27oy0B2BLgPJlBTRZAKJRcprmyFbZ1XWKCj6/sOfU23RwNa4LeYumAjwkkzTdgGurRRoC15gCpEMhV3Oodq9HSgFTKCnWD6tJ/w3XH41IKdCYyimmk6uxnMYmFKzfyUQCHcBh4t6WMXIKzDzT8TgtN42toqYBQDoWc5z4yoZG0mvT7MEH+XCjwa+FQrzj4YddG135RMLWo0H3Ka06LqLCXn7uOQadDhf7/ckU1q7mxee/MsuQlMDVKzvu6FHT12fKJ0AC18N33OH4rcdKJa7quqM3DLjH4Rw3DOOEYRjHgWflf8u/93YXwVdV131twszPswRs1+s36Gau1GocdfkghO67j7eMx/zln/85z/zN3wBw+xvf6Ov3LWazGNzcxS1vbDDCZXz+bZabzrQsNsgFBTmyksrkFKpcrVbJApGgKaOYHay6i9FEvd8nr2L6JGmTDjRpecDPBW2MFQqRm5uj7qK1bA4GZBVswFnxTHkCb0FPTqTGNchYFB8lQbvjvUuqXdDvu5gWOcbx6Lo/gyIflfMQQaW326TDYe9SCx8lGR61GUmIrMmUX1GjUDqjV6dospOq12niLcB9UidO8FPDIX/zqU/x3z/6Ud4r/s6uJJjbsnj9q/0+RR9AY1ncy/TE9aoAjUcdZB0yEueKzD4fjyk3Gsz72K8LAhhbvY8yjm5ZgaOvrFw4TN3hGdrtdikoWDdhj27fdHiG6s2m6cug4HfIpNO0DAOcNPq6TkbBxBMEXdTNkV4RcA1HIsyB+8RXkTmSBK5th2b3JI5GQdMglUqZwNXh/tviuVABXFNzc+5UZUWvPUDGhSYv792TORPA938/aeCXgcRHPuL65bl0mvpwaOnR0JRNV4/Xzpw4QQl4+Zln+NYXvkAXuOfcOcfvkZ5Bs5E4/a0tuvgYsCwuUtS0iRcRwDUZx+NkUAWcWVtjaBiTSbFd+dG4ugdMHUT1+1QGA1+bMNEoy4kEvdFocqA0xmOudLscddNp3H8/Pwhsbm/zX774RQBuszNzsqmCTSDvhojZWVHgTijLTWda3tkhghpr/bnFReZwDlWuNhqUFBgEgensW+v3HcFbzYfo3Ne1xSJQd9Iqidclq8DROTc3x3A8ttU2AzSHQyWU0QndzQm8iSZO4OAtGiUbDrvG8bTGYyVTRwnaHafNEriqmrg6HbxaLV8mD34qOj9PAudmTavbJa3g0Al7DA87qvJEV60KuIpGXcXCXMLY3aUBZPzIQo4fJwq8YXGR+yMRIuAIXEulEmFNY3uWXWMYVMdjij6ufUgAw80putcVQf894vA7yEicy9vb0G5Ducyl8ZijPhpUBfE67lq8j1uiKbBkF2EXQOWiUcf1o9rvU1CwZ4C3OK+6rpMLh5Xsmel0mg4wdADuzXabjALQCsKgx4Uuqg8GSlx9AVKa5mgQNBqN6IEScyTpauwIXCVVWIWrbzpNFxg77NsT4KoiQ9gDTb1jGMqAazqRcJz46oItFPNKVb71Vjh1Ct73Pld9K0A+k8HAWuPd8htBtbrKceDll17i61/4AgD3vOENjt8yL/bPnRmmS12wMj27mIdCFOfmqEwN6tYFELWN4xF1WmTtPicmtLaX8PabfBfV9etUMPVEfmpJfL3sIO++9BItHDJcZb3qVbxNLFK/u77Oa+bnJ11lryWjZmYD3TcEnWpFAU1XVl52ry30QgDl3V3mFU1AZDaVUyRNpdmkqGgTygljKjujnH6/T9cwgo+jAfJy2uwAXKX7a06BVikngImtUY1h0BiPyagwGBGbmpNBkgRvKQWRDtl4nIbTpH04VDZ1zHgA7ZKKlgoaPCaT5DTN8dBtSFt9BZ95L/nBrV5P2aHT7Zmb0NMVNOlgL56tYqEx1Tc3Mdhr6ngqCRBffhk+9zm44w5HnVQoFGIhmWRL12+YmA1rNWpAyceUZF4YbGxN3ctV0TU/LGhoVjXJcgV48UW4coUXgZM+9sy8MHHatXgft4Rj8rIfnwmflY3HbZk64/GY2mhEUQFwAMiK9dDJVbim6+QVPUPScbvloLFtdrtkFDWf0h5cjfXBQBldNBUOOwJX2QhWYY4kp5i6w76pFLiKPcHJHEqatanQuKaSSXQnje1gQBs1rz2YNHkn4Ky32yQ1zftZWdPg8cfh4x/39OVO8ZG+pVUSuF69yte+/nVKwPHXvc7xW+bFurszM+2cAFcf8ozVfJ6rUwB8fWODbCjk6uh/WhjlPve3f+v4dW7mTL8g/wCL0/9f/N3BlwSuPjs+SwI8ylibK1/9KgBHBcK3rUiE5de9jrsjEfLAH/3sz/oGecviA7E1sxlsCFfjFYeDwLdbk8OczUZUbjQu8f4bAAAgAElEQVRYULQJSGdfO7MUEKYhiq7v5uwr/z6nwBxLHkCcHFYbtRoxIK7gIC3BuN29dzodxnjMBfNZWTFdcTp8tZpNYkBMAeUoOzdH06FzOqzX6aIAOLJHp3EE7bqOBiSC7tprmgnaHSYW3Z0dxkBaxcFbRlA53XuvpySKByAvpoR20gSVGbIAJQHaKhZNwob4u6yfZ31tzYzp+k//CR55BN79btdvOZTPszkawdTEvyYiz4o+2A2hhQWWgM2paJ0rFy6wCMw5yEpWVlaIhMOms/ALL9B67DE2gVN33un52gXBQNq1oMtuXbtGDMgH7YkwVblEgroNeGo0GoyBgiJX44zUiTvsmfVul5yiZ0iav7QcNLbNXo+Mqut70TkOh6RUAddIxNmgR+ocVQBXsXe0HZqeHelsq2D9lj/TKY6n3W4TBqIK3v90KkULMGzA46DRYIAaY6rJ9Q3DlqHX3k/2eyZjm7s9WxNfFItn3/fedeIEx+fmuFwu86Wnn+bVmobmkhxSEuvubONVerH4cTE/degQ5cFgcha4trPDqof3LX/nnSwjJq4OTEm3iWtm6s/HZ/6/gpa9h9repgqUfE5qlgU4lODxxcdMb6njdlE40/WGN/CHwyFfvv12jv3iL/q6LsCy+EBszeTrrcvusYtg+dspp+41wPV2mwVVcTwSuDosxH5NQ/zUxGXUhnpTFwtE4HE0QLhUIo0zbbJeq5GFwDNkzR9p/kw7ECEjDXxp7jzWhO7moNNq6bpp8KGgc59JJumPx/RsAJwuFmIV4G0C2p0iYdpt0qGQEpZDNpmka+UMKK8t6bIqDt7SkdXJUXk4JK1KHyiBq81r35T0dEXTspIAUzsWa60028n6Ac2xmBnn8Oij5ib+rne5fsvqwgIbAFPAoyp0oSU/zvHz8ywDW1OO8FevXOEImIDapsLhMEeOHJkA1xc/+1kATr32tZ4vnTt6FA3YtVg7t7a3WQY0BUyNyfWTSRo2WrtdaSaoiG6eEeybplP+d79PTgFVFabMoRx8KZr9vjLgmpqbo+Wic9THYyXmSGACVyeqsgR1KQWMFeky33agaUtQm1AxcZUaWydXY+HorGLvSmUyjIGuzZmpI/5eFXDNZDIMgZ5N40Lv9fwDVx81MRe0GDI1JXD1ytiJRPixBx/EGI+5UKtxz+nTrpr0kmCx7Mw0XuvSi8VH0/WkYLK+8OyzMB6zruusehlSnDjBGeC5F19k+PnP236ZmznT/+b0x/NdBFj99XVaQMljJpysY0IU/MI3vgHAU08+SQi47U1vcv/mn/kZTn3kI9z+6KOwDxOhhePH0bg5X29jc5NFIKrQaCK2uEgS+8NcuddjUQVtECCVIq9pjpE01cGAoqLr58SDYhcPUhcPqJ8H0nMJ2qQTTbohTTYUbEJucTzyYOJLc+exosUiCZx1Wi1dJ+3VFdxnZcXGZkfXbUmHPhWgXRyoHZ11Ox3SijZAee92GlsJXDMKzNCYmyMXCtlrbA2D1nCoxBQLIDw/TxZ7hof8PKhgWMDenlSxaNg0JHD1C7g+9CE4fBhe+Uo4c8b1y1dWVlgHmALPFcHsKfrRhS4tcYgbXYVfWF/nhKaZv49DrR0/zqVoFL72NV589FEATt16q+dLh8TaaeWEv1WpsKxpSpp9snKZDPXRyHLyUhXN5oIiunksnyeOs9SgNhgoA67yYNxyWLubw6GvPGJf108k0B3omoPBgIFhkFLU7E7FYuhOBj0KzZEmVGEPwDWpYP1OeXE17nZJKtq3ZUapbrN3qnztYe88YMc20Hs9kooo8gB50fC3BK7iffcj8XnNz/0cfwDEgDd94AOuXx8/epQMsDNz/UlutI8195QYxr3w2GOM19d51jA46cXLZ3GRM5EIz21u8oQDxdqNKvzTmqadEv+taZr2f2maVtc07Zuapr3K810EWBXBvy66jL1nK/uqV3ELcF5QhJ96+WVORSIkvCwAS0vwL//lvjfL6Ooq89yoFwLYKJdZCYdBFVUX9qaeVouRYVAejVhQcYgF0DTysRg1m1iW8XjM7nhMSdEhZOLsazNtrolpQl4FdVDoe51ok/VWy5y4KjgE5ET3zu76MidQBXCduNs6UYVVgjeXOJ6WT2t5P5VcWCCEM2jXu10lrpgAWRdts6RvB56fKyoXjdrHMPV6tDDzAtVcPGc2i+w+8/vY/P1UKpUijpkzftO1ZcPAb4xLIgFf/CJ8+tOevnx1bY0y0J9i91SFWVTRj3P82hqHgctbWxiGQafT4eVajdszGVeWxLFjx7gcj8OnP80L4jU/6UeTGgpRCIUsmTpbtRrLLhF2325lxeTFythuV+zhRVVxPJpGVtNs47zG4zGN8Zi8osO79CdwYow0h0MyqnSGgq5pRxOcaCxVAfd4HN2BqjzRmCpYQ+Qkse3k6qsQuMqfqTvQ1Nu9HglFwDXlQlOfAFdF6/eEJm9zXmz3+6QUMQ3A2Y9GnmV8MeTe/GYezmRoHD/OA7/gQdm5uMg8exGVsibMRB9nxVvkoPD8eS4+8ggN4G4v7FZN48zZs+z2enzyr/7K9svcPoEfQvgsAO8BXgmcAH4B+D/cf4vgqyIs8kt+DW3OnOEccP6ZZwD45vXr3KlIp3JTLS6atKuZD+TG7i4rimgPk5LA1WLq2K9WqQMLirrHAIVEwjZUuVatYgBFRcDZzZhKuo96dkvzdXFhVOPQOW+02+QUBdlPXI1tNiEZtxB4hixMImmc6G6tbpe0IoMRt0iaSSyKgs+dViiYObIOm3+r1/vO3bv4vZQBVxHDZFmNBjpqHI0BCIXIh8PUbBoWTXEgVAVcNU2jFI3e4KYoSxqx+Z64AtxyC3iclq4Iz4bNb31r8ndV0aDzxVJaWuLOSIRqu83GxgYXLlxgbBjc7uFnnDx5kg1dp5rL8QJmtI7f97wUjVK2Aq66zrLiPVOyVayaT9LpuKAwwi4TDtuyFlqtFgZ7/g2BX1tMfVo269d4PEZXlAMNZvOnBaYjtUXJqBoV/gQgIlkcJr4qzZFisRhh9sC55fWlxlbFxFX8zLaTOZTCqaNsJNtpbFW+9rBHk2/ZTHz1wUCZthogJ9bWmgVwlxF3vvaueBx+53eI//Zvg5dmQyxGKRxmZ+bZ348XTOLkSY4ALzz/PE888ggAdz3wgKfvvesnfxKA/+DwHLjdzdAwDNl+egfwCcMwKoZh/DWgGHFZV1lswvN+wdbqKueiUV4sl9na2OBit8srFMbQ3FACuG7Pugq326yoBs8CuO5aHAJ2RLzBgqruMZBPp20jaarCdruoCDhLFzS7ieuEu6/i/tNpc/rjQPtpdLtkFXXwZDZs3aZ7KYFrRhFwzeISh9PvKwNvbs6+usqpo5w2OwHXwYC0og3QLUN3YvKg6plLJm2NbWg2TTdnVdIEIB+N2j5zjXabRChEVNHnDqAUj1OxuL7UKGUVUlwBVoVD/brMUQUqYg0o+vm8axrnRHP4/PnzPCMavrd5mJw++OCDGIbB//ve9/LC8jKn9mE+uDw3x/YMeBsOh5T7fZYVv4YTicmUvleWNN4q+WR8+alsJELT5tAmZS+q6O5pF2O9druNgRpTPzDXhj4wsFk/lTmyi0q5UJV18fqnFLz+mqaRdInjkdPYpIL1W2psHV2NBwNlwFUC55aNxlXGBCVVffZd9N36aKTMzRr2gKuVoWdTGDqm/DbtHnoI3vhGz18+PzfHzkzjt76fae/Ro5wEXrh4kccffZQocNaLLBN4/Qc/yC/lcjjkQrgC17GmaYc0TZsD3gT89dS/KeJ7OddFsXEc95vjFgrxSrHZ/OG//bcYwJ333x/wb2dTCwvmxHVqMR4MBlwfDllRaDIBQCxm0q4sDlNlkYm3oCCORVY+k2FgGJah3hVBZ/NrtOW1ZMxM3cYkSC4QKuJoJE267rAJ1btdsooWQtk5t7t3OQHKqKBJewWuqsCb2IDswONk6qhI25zBxVV4MFBnUCTv3Q64it9LyfsO5FIpWqMRI6vD30EA13icms0z1+h0yCgErQClZJKKxfXl50GFGdp0rYi1bGMqS7a6s4MG5H02SV8hAOf58+d59lvfIgTcevas6/fde++9FItF/qRc5pl+n1N+KMqiltNptmaYOuVyGQNYVsgQgj3nZyvguiOaACWfkXh+KhOL2cZ5yainvCKWktTot1xM/dxiLfZbUmdop3OUTUcV5kgggKsTVVm6+ioaOCTDYdoOrsYdCVwVNJwlGNadclwHA5KK1lAJHO00tpPXXhVwFa+pnb67PRopMwUDiC4tkQJqFsC92emQiUTUxFZO1Xw6TXlm/yrrOvl43F/DN5Ph1OoqL25t8cTTT3NnoUDMY7NJC4f517/3e/zf73uf7de4Adf/BXgMky78WcMwngbQNO2NwEWH71NWF3d2CGsaR/bR8TwnLPk/8Yd/CMArxEhaecXjLMfjbDWbk8nj9osvYgArCju3svJzc5Y607IAjgsKJ88yb7dqsRhVFeuF0isrhLA3ppKi86wic6ycQx4gQEOhyUaoWCSDfRyP7KgrATBy6uig1WmpdJeVOi23WBQVB2AB2u00amB2blVtgJM4HjuKuDiUqKBJgzNVuV+pMEDNtEJWPpGgZjPxbfZ6yhgOskqZDDsW12+IrrUqmrKsVdG1X58y2KjU6xTicUI+tWmZU6c4GQqZE9cnnuAkEPcwcQ2Hw7ztbW/jj//4j6lWq/z4j/+4r+sCLGezXB8MbmiAyCi7JR+xPvspKR2pW0hMKjs7ZICYwoZzNh6nafMZnhgKKqL6p2WOrJ1GXrwHyoCr1BnaNFzb0llW0fVTqRQ6gM3rr1JjCqarsRNwbbfbaEBMAV0+Jam6TuZQwyFJVY7SEjja7F0SuCYUsw0sJ76jEbphKMuQBRxlfY1uV3nTFWClWGSz19tjSI5GbPd6LO2D4XDqjW+kMh7z5cGAu++919f3au94B+/9xCds/93NVfhzwDHgNsMwfnrqn74OuIfK2f1SmvYuTdOe1jRtrGnaq/1878VajWOZDJF90BUO33cfReD89jb5SIS1c+d8/4z91nI2S3c0mhzorgl34xVB7VJZ+VSKmoXurCz0wgt+p9c+StLTLIGrOFypol2FSiUznsOmg1er1UgBEUUd/HwyaUuTNgyDxnA4cYEN/uJCY2tz71KDuS/NnVulUmQ0jabDtLk1Gilzl5Vg3M7ZV04TUgqBa8Nu8x+PaSnUiMm4FTuKeEsAKFU6U0lhtAKuusooHlH5dJqajblKYzAgq7BjDlDK5aiMxzAT6VFrNomHQsRVGvFh5pvHwmHWKxVzatTtUu12Ke7n/V5b49x4zPknnuCZZ5/lNvF3Xurtb387AO9973t5k0eK2HQtF4uMgZ2pxtuWmCIv+0wU8Fsyr7Bh8QztVKuUYF/pAl4rk0jQsPkMTzIVFTEm5CSzZacTl270ip5hCZ7sgOtk4qoIvKTSaUeqskqNKUAyEnF2Ne50SIKaOBqxRjjG8QyHyuiyEjjaUZVVv/YTtoHVe6/rtNkHVddPZbMmcLW4f5XZydN1aGmJPlPn9VqNLWBpH8/7+z76UV4XDtMBXvvww0H+mq6uwvcA84Zh7Ir//5Oapv0p8OuYLsv7rW8BDwH/3dd3DQZcHAy4ZZ/UTu0f/2P+w6238qvAI7/wC7470N9OLYuHbUtQfV46fx6AWw4APOezWWqDAePx+Ia/LwvguOAjqsBvlUR3vGJxCKiI18KvQ7TnKhRM8GazENbrdfJghkQrqHwqxUA4cs5Wp9NhCORUGdVI4OoyeUupmHZrGlkHuhtAazwmrWgTkGDcztm3JaeOKkB7PE4mFKJhZyyg6yZdVvW924F2xQZFThFUkwxZRdMiMNe6+nh801rHeGwCV5Udc0zgWAWMmYZRpd2mdAAHD03TWMnl2BgOoVKBa9coA/P7ARrHj3MOePHiRS5cvcrtAB6zYB966CF+5Vd+hY997GP+rwssi0Ps1tTkeOvCBfPfFDd7c4KBU7d4hnbqdeZDITNjV1Flk0maNjrLiS+DoqlzOBwmqWkTI7PZmgBXReBhQhe10TlOgKuqiadLJIsuwFNKUY5vMhql7eRq3Okoi6ORoMxK1jW5/nisDLim5MTT5rzWEYBaFXBNi7NQ0yo+sdVCRzFw1TTykYilrK95AE1XmJKaiAg1ymW22Z88Y2ltjS/99m/zrV//dd73Uz8V4G/pThX+z0AfQNO0N2AC1k8AdeA393tRwzCeNQzjefevnKlOh5eAE/vQzACQSvHjX/86v/Ibv8Ed//yf7+9n7LNkl3gCXJ97DoDjPkfo+6mC6F63Zh6I8vXrhICin2B6nyVpwNWZKCCAquiq5lVRlTMZR2fferNJLhTy5ri2j5LOj1bAWU6klGneXFyNG/U6aSCkqHOdjcdp2HSOjfFY6SaQWlpCY0/HO1vyOUgrvPemnbNuq2VGwihqWCQXF804Hrt713VCwJyiTXACXC0M0SZuziqBaz6PgQXVsdmkCWQUO9KWFhcZAo0pjSlAtdulpCoGaKZWFxfNLNdLl+DaNV4ETuxHk3n8OG8B5rNZHlxa4r25nOeJazKZ5Fd/9Vcp7fOAvywOUFsi/g5gS3gyLO3D7MlPZUUj1UpmUWm1lDcgMuk0jdnGi6iaAFR5hYaKmVCIlk3jrSm9ERQBt7QLXXRijqRo4iv3BFtnW7F3JBStYalYzBm4KsxRnZubQwN0J1fj8Zikqgxf0YzRbab98rVXoe+FPeDasjgzDXZ3GaAuQ1aWZXzkYEBzNFK+dwGsCPblpjDj49Ilc+K6z+GS9r73ccc//aeEA44+dHsCwoZhyNbxu4HfNAzjU4ZhfATwEcy2/9I07Wc0TXtM07THGuUyFeDEtzOlzGbhF39R2ZTNrpZETMGWcNJ96dIlDgMJhTRdWXnxoNdmNoPrOzuUQiFCivI0AYoCsMsYo+mqVCrkgYgqvVAoZHawbDqI9XabnELdQF5sglaaBTmRUgZcRaZl3Yb202y1yACooqymUvTHY3oWAK6zs4OBOpMeTWhsLTunmMA1ghk/oKKyiQQNG+A63N2lh8J7F3E8dhm6TZGfq8rkYRLDZKEPlMBVCUVbVF4cKG+KwNrdpYF6c6R5AbgqAmTJqvT7lBQfemStHDnCBsDly3See44rwGkRCO+r1ta4Byj/i3/BfxuNuP2HfggU7hXTNWn0TgPXq1fJACnFE1cJXK104jvtNvOKJx/ZTIY2MLJgrEjphxJDQVHpSMRW5jEBroqeYa86x6Qq4CiBq52zbbtNFIgqanomXeJ4Ov0+SUXPoKZpJEMh2nYSn/GYDuoydFNibbajqU8clRW998lMBg1r4NoWjQyV/gwAOav4SLF3qXLynq4VMRTcEIkj3eefpwEs+8nhPoByBa6apkkx6ZuA/2/q3xxFppqm/bWmad+y+PMjfn5BwzB+0zCMVxuG8Wp5wROveIWfH/FdUYdebUp5pbb1xa0tbonHD+QgMMkznZl6lms1FhVrriQNuDpF+ZJVrdUoahooPAjkYjHqdtECnQ45hfc/OURbie3FtFmVyQbZrAlc7Shfuk42FFKSIQt7k62mxSbUFNM4Ze6yIke2YQdcOx3SoZAy8JZJJGgOh5baZl2876qmvRONrd29d7ukFcUZgHMEldQuqYriAciLnz271k2Aq+KDR0mwVypTgIt+n8p4TPGAmqXHTp/mMjC8eJEXP/95DODW7/s+/z+oWISjR+E3fgOuX4e3vS3oX9W2lgQLRzZ6waQNLwMoBG0A4ViMNNZMmUqvR0nx5CMjPqNNiz2zvrtLFJhTaFCViUZp2cg8Jo7sqqZeUudos37pKv0JmDIosgOuuk4SlDV8k/E4bacc2V6PhML1OxUOo9tJfDod2kBC0b3HYjGi2FOVJ8BVEYDTNI20pk3kNNMlJ/ApxY3PfCp1s7lgtWqyhRRfG+CQGLBJV/rtp58GYOkAvHj8lBtw/UPgb4SutQN8CUDTtJOYdGHbMgzjBwzDOGvx50/3+8tK3diJEyf2+yO+Y1W85x4OA49/9asAvFSrcVKhwcMN1xbd652ZKUC51WJBseZrbnmZJFC10IxUGw1Kip3ScnNz1G2mX7Vej5xK0Cw2dyuDpIY42GdVAddIhFw0ahvH02i3ySjcALNic7Ey6ZHOlFlVn38J3mw6t612m7TChlE2ncbAegOWpiPKDIoERdwujqfV6yl1J8xK4GrxvEvtUlrhBiwplLVZhsfurrn5K15zS2KDr0wBLmo1KkBJdWa3qFfccw894MKXvsSFL38ZgFvPnPH/gzTNBK0SQL31rcH9ki6VXlkhBWxNRdJcvX6dlVAIDuB1zIbDN8ks+v0+jdGIecUHSGl8ZAVca7UaOUBT2IBJx2K2rsaSxZJRxJKSdFGrqReo15im3CJZul1SoExelEomaRsG2IBXlTmq4GwONajVGAJJhY2btANNvd3pEAGlOdzpUMhS3y0bGaqieGTlMxnqo9GNTe9KhSYKz0tTlVhbowBsiHVX+gosKZQm7KccnwDDMD6qadoXgEPAfzP2Xs0Q8POqf7nZqogH6u8icOXUKV4DfOWZZ2g1Gmx/GyZTfmtFjPkngmtR5V6PV6j+QBaLlDBjBGarousUFdOu8qmUpUsbQH0wIKdwEZ5Mf6w65xK4Kpw+5ebm7Ceuiu3Vs+LwZQVcG4oNPlyBq+KpY1ZM1hqNxk3uvRO6rKrDt8u9N3s9ZcZQ4ByiPgGuCilPeXH92kwGZ69cpsdeXJCqKgnpx87U9Y1qlSpQUqjtna5zr3oVAOf//M+5JLSSt+7XgO/hh+Ed74BWCxTH0NxQpRLLwPbU2nlpd5e3pFLKWCLTlYtGb1o7pdOm6gbEJNLKat9oNk1DQYXgOTM3x3U7iYl8hlUBV7En2NFF9WbTlHmoogpL4Go38VVojgQmDVcHaLct5WztwUBdEgGQikZp20UBSfCm8vrhMLpNs73d6ZBU/OxnolFaFtdvC6aBKlMwWflcjhFm01vuk0alYlKFD2L/KJVYATbE2rMtIjOXv8uAq+sTaBjGVw3D+LRhGPrU310wDOOJ/V5U07Qf0zTtGnAf8Oeapv2Vl+/rAm8+c8Z3kPp3RcXjvGZ+nkv1Oo/+wR8AcMt+6Fv7qBXRbZ8OpWcwoDwasaD6YSgWKWLSgmer2u1SVDzxzaXTNGY7WKLqoxF5lYdoOf2xoE1Kx1tV7pBg6iX64zFdC+pPs9dT6lLnBFyb4t5VGXwQi5ENhWjadG71Xo+0QoOVjFMkjDj8KjMoymYdM3RbgwFphfT4uaUloljrA5uKo3gA8kKaMPvMyelVVlGMiKySaERNu6i3XnqJAVBSHOMi68yZM8SiUc6Px1wAVhYX9/+aaxp8+tPw138d6O/oWkePssyemWGv12Oj02HtgFhKuXj8JrbKjmBLzCtufkj9aNPCib/eapmGggoZI+lEgtZMnJOsZrNJCnWmftKwb9ZIUtaEqqvK2E+8t7aRLN2uMo0pmKZ9bQA7uuxopCxHFUxzKN3GHEqCN5UGRelIhJYNQ06lMdXk+tGo5fV1CVwVP/t5sb7Vpib+ve1thqjTld9Q4TAr6TQb16+DYUxc3ZcU5lbvpw4uD2aqBBA+bBhG3DCMJcMwPHGQluJxPveXf6n611NW9wn++O//1m8BcPId7ziQ62ZOnCADrE/R54YbG1SBBdUfyFzOnLhabATVwYCSYtpVLpu1dFTudDr02cudVHJtkQdoRZuUwDWrsJMlo3YsXY0HAzIqgasAZlZB9qoNPsDsnDZsOretfp+UQvAmKT2W9y6Bq6oNMBIhG4lY37th0BqNyChsFmnFoqmttjIkE8+gymcuL1xvazPP3CTGQ/HUMJ/Po2Eaz8mqCLpVSZV7+kxFo1HuOHuW8/k8F6LR/RkzTVckcmCmTJMqFFiORNgSz8sVQb1eO6DO/3wqRXmm4VcRU/SSWNdVldwTrHJk6+02OYVsEYBMMknTxtW42Wyapn6KgGMsFiOCvc5Rb7dNqq4q4Cr2JLtIlrZCcyQwp5kdYGxDlW6PRsriaMDU2Oo2TYu2eBaTCs9sKRvgCKa+V+VrD5CJxy2NFXXFpmCyrDwapCdI9oAYLytLS2w2m7Czw7Z4LRYPkm3job4jwHW/dfjsWWL7sfX/Lqm7XvMaosAnnzCH1be87nUHc+FSiVVgY2ojrIg4ngXVU4BQiGI0SnUGOI5GI2rjMUXF0/OCWGiqM2YL0ixKJX0vsbhIFKhZ0Cal7lUpcHWI42kOh0oBjJymWuWJNkX3UuVCnLXZgABawyHpAwDtVjmyE42Y6nu3MtjodJRmyJoXz9rGMNVFFI/KiWtWmCPNPnPyc6h68w+HwxSiUSpTwL1y8SIAxQOUuJw7d45vhEI8l0jsnyb8Ha7lXI6NZhPDMLgs2EJrCqPbpmspl+P6zORJekTMq8odFyX1o00x4Z2uWrer1FAQzOezBWCxfjZ1nYymmc0MBaVpmqPOUW+3SSm8vgSutpEs/T4plRpTQQ/u2JhDdUYjZXE0AKm5OXvgKta0pEKTuXQ8bj/x7feV6nvBTARoWly/LXPvVU9cxf40LXWRwDWjmC0k69Dx42yOx4y/9CW2gUI6TVzxmuO3/k4B17/rNffOd/JagPGY37jvPqWThxsqEmElGmV9in6w+bwZo7t8AHE8xUSC6swEaHd7G4M9ap2ya4ufX53RvFVFB7+o8PpaoUAeqFlsQo1ajQQQValxFU0BS+A6HivNBZMAwWpqIGmkSsGbzQYE0BqNSKsE7eI9bVhQxA8EuM7NWWfoNho0UQscCYfJhULULQ5+9U6HbDSqzM0ZIDI3R4abnbwnDIcDWHPnk0kqUxMjadRUOnxY+bVlnTt3jp1qlVqzydvf/vYDu26QdXplhfpwyObmJpdEo3VtvxnuPmupVOK6YYEL1eMAACAASURBVDCeOsRP3kfFzfOsaCZbRVrVez3yin0hMpkMLcCwYox0OmQUT71SkYitq7He6ZBSSBeVxnG6DVVZHwzUUnXF+tS2y5E1DBIqgWsiYVKVLfaPCXBVuIam5uZoOQFXxWae2WSShoUxli6eBdXmTDmZADJ1XpUJFJkDwgsrd9zBAKj8wR+YGa4HBJj91PeA60HW61/PZz71Ka4dO8Yv/pt/c6CXXk0m2Zg6TF4RwPXot0sj81ClTIZKr3eDznRbupUppl2VBECoCJG5rKqgYhRVUqWFw6sVcKzX62RBqclGTlBWZ7WWvW6XPmozLbPidbWcOorXI6Nw2pxNJmlYRdIMBrQMQylwlaC9aTVtFu+FSnfbbDKJPhoxmt2AGw1z4qo4liUfi1lmJ9e7XXIKD32T60ciNxmyySl/5gAiaeR6hziAVUWmbElxt366fvAHf5B77rmHz372s/zIj/hKoPuuqXOnTwPw5PnzXHr6acLAqpDbqK6lhQVGQHXKF2JHSG1KiqMhMmJPbFroxOuDATlFOZqT6wt5Tcdq/ep0lBrbgalztItkafd6aieeYl+wjWQZDpUCVwmM2lYT1/GYNupyVMG8fx0sNbaTDF2FLLl0ImGbY9sZDEgo3j+y6TSN8Rhmzg2tA/BnAMgLw9ZpjwYprVKdQS7r5P33A/Dkn/wJG5EISwfYcPVa3wOuB1z5hx6icOkSvP71B3rdlVyOjU6HsdCuXBEb8tFXvlL5tYuFAkPDuEFnuiUCjpcU065KYiGozsRjTA6TKoFzPm9OXK00ps0mOVALXGUcz8z0aaL3U6lVWVxEY0/TecP1Je1GZRZhKmUdSdNsmuBNJV1VgnYLqp80KFIJoOyiiIx6nRbqO7eFeJxdC41tvd9XGj8lKx+L3eQIK3NtD2LzLxUK7ICZfQpUxP8eJHA9efIkX/va13jHAfkoqKhX3H03AOcffZRLL77IESCieL+QJRuq22KfAvN9TAIJxXTlibnbzL4xHA5pjccT7wJVJTOmrcyhWv0+GcXgIR2L0bJxttV7PaV00XA4zJymodtFsgyHajWmMkfWYt8cNZv02APXKiolgavFxLkj9i6VwDWVSNAyDLDQWKt+7cHcHxpw0/03xf9X3fjMC5BYnzo7yDPUQTRdAe5/61uJAJ82DB4zDF59770Hcl0/9T3g+vekVufnGRjGxDTk6sYGcWDhALopJUE1mDYskTbbS4oPAZKeV5mJFqiKjlZR5f1nMiZwtdgEGrpONhRSptUByInXfdYcSjqsqpz6afk8GazdZRutFhkgpDKORwAUO/CmMktUTkwaVhRxAaiUAmebe++UyxgozJAVlU8k2LU4eB7EtAggPzdHbQY4y3iggwCui4uLbMEk/7QiDh6FA3LE/R+lcrfdxnHg/N/+LZcuXWIN4IA0rotiX9h++eXJ35XLZeZBeSxQLBYjrmmTJpcs+TznFR9gZexGy2riehDANR63pYvqgwEpxXTRVChkH8kyHqvVmIrXvm1hbteR5kgK945UJmPratyWwFXhOpZOp+0nvoqNqcDcH3qY8WnT1TyAfRsgJwz8pj0aJvKiAwKu6XSa+44d4zc1jcFoxI/+6I8eyHX91PeA69+TWhVa1nUxab1SLnMkFiOk2F4coCgO8tUp+sO2oOouK9YsFcVCUJnpHlfFplxU2cEPhSzzAME0qlHtDin1EvUZrWVdHKhzKidA+bwZy2KxATd1nYziz53UMs4e/rrlMmP2pgoqKr64SAybSBhdJx0KKX3u7KKI5KQ9rRhAFdJparMHz36fumEozU2evn5lhmp4EJNuWWu33MIW0L1yBQYDKq0W2XicqOID9/9wtbbGOeD800/z8sYGa4nEgQFX2VC9LnStAOs7O6xGInAA72M2HKYx0/CUkpOc4saTdDy3lDoMBmQUN59Sc3O2cTz6YKDUER5Mja0dVVkfj0kpnHgmvwuAaxcYWbDEJHBNKNw/UtIYbNYjwTDMpoHi+MRJIsDMmakl8nvDivXd8ZUVEtwIXBsHuHfJevMHPsDQMFhYWOC+++47sOt6re8B178ntXLnnQBsPPYYAFdqNY4ewCESoCjMJirClRFge2uLGJBXbA4VX1oiBVRntJaVnR2iQEpQiVVVPpGgZrEJNrpdpTmqsOdYXJ+5911Bky6onBwUCiZwtTKGOgCDj4wEbzOUq5ZoYCidOgrQ3rQC7Qdw7xPgOvPat0QXWVkUj6hCNkvHMOhNu5JWKtRRG4UjayGXozwc3qBTagjqn+qOOcCa0GFefeYZ2Nqigql7/V75LAFcL2xustHpcPeZM2au7AHUknCA3p4ySblWr3P4ABgDYMZ5zeZQywZkTrGhoXQ1tpy4jkbKgWtaaPStqj0cklK8b6YiEXQLR+XRaKScqpt0yJGVcTQJhec26RhsZQ7VFg14lZEw6WyWIdCfZSt1Oqa+VzVwlfKqGYbeQWi7AYhGyYdCNxh6SpryQWlcAX7gB34AgHe+853Kwfp+6nvA9e9JrQqe+vqTT8JwyBVd56hiYyRZyydPAnu6VoCtcpklQFMdqlwomDmyMwCmurtLETN3UmXl02lqFptgo9cjq/gAEC4WSXMzcK0J8JY/AOA6O/EEcxPIqnYHlHE8M51TXbwWKZVTx1zOpElbuXJ2u2QO6t5nDp4tqZVR/MwVBHDenZ447+yYwFXxtAhgcX6eMmDIiZVh0Oh0yBwQw2TtFa8AMJ1w19epYupev1c+K5fjLnGQfg/wc+9//4FdunD6NBFgWzT5DMPgWrvN4QNy9rSKtJLZjjnFVOW0NJebAQ/j8RjdMMio1tgmk7ZxPLriOBiAlI3GdqLxVKkxFetj22LvaIv1VGmOqry+hcxlAlxVugqLe2vN+kM0mwcKXGfTEJq9nvJ9W1YuFtvzRRkMaIrn4CCarrLuvfdefv7nf54Pf/jDB3ZNP/U94Pr3pJZf+1o04PKzzzJ46ik2gKMHlO+3evvtAFwTeYYA29UqS6EQqHYZzWZN4DrTwazW6xQ1DRRvgrlMhvZ4zGCGOlkfDJSbbExcjWcoq7tiUyionDZHoybdzYIm3ej1lOuksjKSZmYDagngmlbZsEgkzGmzhbb5IDRitvcuPgdpxfb2Mjt5dwo4GxK4HoBB0eLSEkOgJtcbXadqGBQUH3pkyciWS9/4Bly7Rpk9nf/3yl+9/YMf5DPA7wLhN77xwK4bKhRY1DS2xeSl9v+3d+7BbV7nnX4OQZAgcQdBUJRIXSzJii+yZFlO7FhukzRKmjibOBt7m9RpPInbTHbTHXe27aZpMt2d3bqX7bTNJplOtjvtJJ1c6jRt1m0y6caOs7Fz8UW+yZItWRdKFmWSAAmCuPGOs39854M+QmQsX74DkHyfGQxJkMT5gEPinN953/f3FgpUazUGLBlsRUMhSg3iacpEfxM+Hzi7NfrlxmwV16DG58hPOBxeNl1Ua01Fa19TdcH0El0mVdmNQvqZqusKs+oyB771djR+Clfz3l1ZTriaDAA/xaNbwlNpOGzXrnD1ec8UM+/TjcaKNtZtl0RX1wVflMlJikB3R4fVyGcgEODzn/88V199tbUxXwkiXNcJwXicPR0d/OzYMV764Q+pAZv37bMydve2baSAYU+90FixSJ8Fh1Ha2uhpb2eiYSHIl0qkLKR+JJbppaq1plirEfM7fdCkrDa6CrtpKAmTwu0X0c5OisuYXJRmZ31PN3MXoFLDAuRuxiJ+Rh2VIrZMqh+YGjG/U8RdV+NGUy5XuPoc/UuY13bS4+Q9PTLCAv5HiwB6zYFM1s3wmJwkC/RZiPYCbNy4kfa2Ns6cOIE+coTjwA5LbVzWGoHPfpb37dhBMB4HU+5ii0xnJ1nzfjFs/pYHLWUpxbq7mWo87DQHUXGfy1vc94fGUoeSpX6SkWh0WWfb+fl5FnHqIP0kvIJwrWfr+Lhu19vxLHPoWW9H4+Pr7xovLStcp6dpB19r9d1MqMaI6/zkJItcSGX2C7e8qrGNX3lhwfd12yURjV4oL8vnmQBSFqOtqwERruuIt2zcyE9zOU78+McAbL7+ejsDZzIMAMOetM3RSoUNtmpsOzvJN4iIfLVKymeTB4CEOaGf9Jxel0slNBbSJt2Ia0Pa0eTkJAqI+ewoHevqorhMuldpYYGoz6fm0RX6yNaFq88RsGgwuLxon5/3/bnHV1p83f65PkdMkss0UXejRXEfe/e6ZIwhW9btwWmEa8bnsgCXQCDAYE8PZ+bnOfcXf0EJuHr/fitjrzlCIfjud+G++8ByrVVfNMqYee90s4UGzN+W36TicfJagydd2C3xiPvcEsg1gSk31sib6LPfB1+RWIx5YK4h4uvWffouXFfoJeqmz/oa8TR7ourP6aPa5Weqrjl0XM4cqmoMivzEXZcbhXPVCFk/X3uAmPnfuijiurDg+2G7SyKRYGpx0XFWHh1lFOiXjJ0liHBdR7xlzx5mtOabP/0pAJt9NkaqEwwyEAwybN6MarUa2bk5+iz9M/Z0d1/kMpqfnrZyitVjNvETnk28GwmL+V33Fo87wrXh9LZQKBAH2nw+OY91d1Napq1BcXHR92hzzG1J07D5cZ1+oz5H/mKh0MWifWGBUq1G1OcDm/CGDSgubsdTNptwv2tlkua1n/QcVE2ZWsG4hYhVxryvZU1NILkcYzhtamyxdedOzgBHTabHVVddZW3sNcfll4PFNGGXvlSKMbNuDB87BsDA9u1Wxu5NpZxewJ4yjynz/xz32VnZfX9o9CdwnVajPqdLu+mijVG3ihHufkfd6r1MG1K1bdSYdhlxVF0mW8etew37eABXTxVeTrjOzloTruVG4eo6Kvu9Z3EPvL3jz81R0pqIpVKTRDpNAeD8eTh2jBGg39KB2WpBhOs64uaDB1HA/x4bY2M4zNatW62NPRCNMmwWwnw2yyLQ53OqqktPPM7k/Dw1T1Pr/Pw8KQupg27aYs5T31s0G+qY3/VSHR3EAwGmGhbByVKJpFK+RzBi0SjFxcUlrzuzs5TwP+rX2du7bEuaglmQE36bcnV1UWg0+CgUrDz3tt5exxyqQbS7G1Hfhav5m18iXN1okYXDqsyuXQDkzP+ZPn3aibhafL/bumsXZwIBjpj/MRGuq4++DRsY0xpdKDB88iRt+N++zSWdTlPBSbF3mcrnCQEdPmctdHZ2ElSq7mbqUjL/w36bu7kGQRcJV/N12GfxEg6Hl+0lWheuPo4fDAYJKrVsO56qmQ8/+6h2m0PVZV2NZ2fp9nnPEDaHi5WGdbsuXH3es7mu90v2DRMTVtZtl0RfHwVADw/D888zCmywuHatBkS4riNSH/84ezZsoA34xj330GkhVdZlIJkkOzvL7Owso089BcAG03LAb3p6e6lxoc50dmaGitakLBhtpM1J2binvrdg6qVs1PvFOzuZanSnLJdJ2KjvjcfRLD25nxsbYw7/66SIxx1X44Y0afdvIOHzApiKRskvLKA9LVlsCVfSacccqlG0m42P3y1pEiYFfdKz8Zwyn9toh5M27ytuxHXq2DHmgYyl9xuArVu3MlKr8eQVV9Df30/KUpqy8PqxbccOZoEXH32UcydPsgEIWuojmzbidNxNdwfGJydJKwUW1u1IezvlhgPPeo2r367GbtSvQbi6qbrWhGuDcHfFlJ8RT3Da8VSXEa4Vs46Gfdy3uKnKlWXMoabn5uj2ed/gzn25Ye2adg8NfM5SC4VCtNPQEWBigjIXWuz5TWLjRuaB6aEhFp57jhzQ73Nd+2pDhOt6Ihjkz7/2Ne79h3/gF+6+2+rQA2axO3/+PGPPPgtA3xveYGXslNkETJjT60kjIlM2jGJM2mLOkyqcO3vW+Z6F9I94JMJUQ8rqZLVK0oK1u3swkPf2JDOiPer3Rj6ZdKKODSfHBUvNvJOxGItccOIEWMjlmAaiFlLEY1zcjmeyWiUcCPhqrgEQ3LSJMDDpqbGdMifmNoRrMBgkGQiQNRGi7AsvANBncfHfuXMnWmu+c+aMRFtXKW+6+WYAHn3wQYaHhhhQCiy5bLqZOuMeg7Ps1BQZG70kgWhHB6WGGn23PU7U54hvPV20oUbfSiszHPOlORxDIC9uqq7f4qm7vZ3qMu146hFXC8K1upw51Pw83T6vHe74jfXVdUdln/cNSili7e0UPcJd53KOcLXkKO4evI4eP87Y0aNoYIMFb4jVhAjXdcbb3vY2brvtNuvjDhgBN3zqFOeOHgWgf+9eK2P3mIL7iePHAcibjWzKwkY2PDhICMh50iazRsTaSF2Mx2LM1GrMeRbCwuwsCQsOeSmzAcm7tYZA0Tx339Okg0FibW1LFiCAQqVCLBDw3Vp+uV6mJXNw4vtzb2tzFt+Gzcfk9DRJG1kW6TRJWNJE3XW2tiFcATLd3XVH2OzQkHOfxRrXD3zgA1x//fWUy+WWbSkg/Hx2v+1tdAE/e/xxhnM5BhMJ/9u3GdIma2Hce+BZLpOx5Gwa6ey8qJdpye0D7XOdupsu2tiOp+Kmi/od8TQZMY0RXzd91u/xuzs6qCwnXN12NBbMoSrLmUMtLNDls3B1y1gaI751YyoL/bBjnZ0UPdkGleFhNBCxJFwvMw70Q888w6jZM/RbcjNfLYhwFawwcMMNAAz/9Kc8/uyzRIHtb36zlbF7jECcOHUKgLzZyKYsRDxVOk0vkPMsgjkTCeq1kLoYN2/03nY8k3NzVnpaupHuvCdNum7wYaHWMdbRQalhAZ6aniZhM9rs6aVaf+4+14iBs/heVNs8N0fSUguqZDC4RLS7zta2hGtvIkGuUoH5ecbcgyKLwrWjo4N7772XHTt2cPDgQWvjCq8fwU2b2K8U9z35JMerVa60ZMwEkDZr1pIDz+lpMpbaYkS7uhxjPY8/gdtOK+qzN0XdWbYh4llP1fXbHMocOjb2EnXFlN+O9OHOTqrLmBpWqlXacd5b/KLejmc54To/T7fP60c94tpw6FqPdltYP2Kh0JKOACVjLOh2KvCby8y+8PSjj+JWuEvEdSkiXAUrDLzjHQAMP/kkjwwN8cbubgK2Tq+NoUbOCNYxY5TUa2Mjkkw6wtVzepzNZokCXRbMqeJGJHl7uRYWFkhYWAB6zPPLe9LdSsZR2cYi0LgAARRmZohb+LtLms2Nt5dp3dzEgoCKhUIUG+qkJufnrRxYACRDISY9m49iuYzCf2Mol0wmQxbg+HGy5m/fpnAF2LZtGydOnODd73631XGF14m2Nm5IJBiamqId+MSv/qq1oXt37ABg3ERctNZk5+fJWDKIiXZ3UwbwlBsUp6Zow99UVXD6uMLFdY5u1C1syRyq0hDxrbuy+/w+0t3ZSVXri12Np6fpVsrXsUOhEAqWrbGtLi76Llw7OzsJKHWRcK6aQ4NuC+tXrLub4vw8mJZIZffA2ZJ4HBgYIBgIcHpqCvfYSiKuSxHhKlghumsXCaV47OmneaZQ4AaL/4iD+/ahgDMm4jp08iQAW/ft83/wQIDeYJBxzwYgm8/TC2ChL5hrADVlNkCz09NMa03SQtpLyqRo5z3OmG5/NL/TzcDZfBUbFv/C3BwJC697ygjzvCfVr2RO8K2I9nB46XOfn2eyViPlc22vSzIcZtI9NFhcZGpmhlhnJ20+t1NwyQwMOML1wQedj0Cv9MITXiE3fOhDAPwasNEcvtog0dNDGzBuDrvK5TIzWtNryeQrEolQAvAceE5OTZFQijafyyzcw63GOseK2w7G74inaw7VKFzN4VuX36nCXV2OOVRDumxlZoawz++fSinC7e0XuxovLFDVmm6f106lFOFAgHLDgXO9vteGcI1GKUL9b79+4GwhTRmcPuBbL7uM05s3M2IOCvosRXtXCyJcBWv8yubN/OOLL7II3GjJmAmgs7+fQeCkqbUcGh4mDiQtWYynQyEnbdGQm5oiEwyCz6encKFWKmfEesFEmxMWok9Jk4qdz2br97kGHzEL9cWxSMQ5OfUwNT9PwsLiV+9l6hHtdeFqIVU4HotRMCfGABSLTAJJS8I1EY8z6QrnQoEpIGapgTs4DsITwOL995PFaYnVbsnYRlg7HPzjP+ajg4P8QSIBFtesQCBAqr2dnHnPcFOGM5YOX6KxmCNcPVHPfKlEysL/UD1dtEG4uRHPsM+beDcVuTFVuVytEgbafH4N6n1kG+s8LbSjAegOBqk09iAvl6lyoV2On0Q6Oi4SzlWzf7IiXGMxR7iavYrrpm0rWwicdOHTmQyjd9xBKpWy2gFkNSDCVbDG77z//fU/uDfddZe9gZVieyjEKSOghrJZtlkSjgC9kQg5zxtxtlKxZrKx0aScjZho86QRsEkLwrFjwwYiwISnvnfSLAYJCxHfWDxOqVYDtyXNzAyFWs1KnWW9l6lXtLs1YhbS/TI9PVS0ri/4ZLOOcLUgmgGSqRSFWg1mZmBigjGculNbbNq1Cw2c/eEPGcN+mrCwNojGYvztiRNsPnzY977XjfR2d9czdbLmwDFjKV0x1dNDHpZEXPPVKikLZRYrGQQVi0Wn3MDntaPeS7Qx4lqpELGQMRKJRJw07cY6z9lZ39vRgKfG1tvKrVh0hKsF8RZexhisbP4WwhaEcyyZXCpcXTdtS4e+4AjXU6dOMZLPS5rwMohwFayx47bb+DBw7eAg6fe/3+7Y8TgnTerRUKHANounZ73JJOXFRWaMeM1OT5Ox8AYM0L9rFwAvmX6ABfPR7bXpK6kUKSDvObl2nV5tpG1GEwmqwIKbcjY2RgFIWEi3C/f3EwTyHoOPkrkOGwtgr9l85cx8zw8PUwGSllKO0hs2UAJmzpyB8XHOAYMWF+AbbrwRgJ9WKmQ7OshIHzzh1dLZCabswSbpaNTJ1NH6gnC14IsA0NPXRwmY8x46Tk+TsnDg2tHRQUdbW12suBTLZaJK+V5uUE8VbjSHmpmxIlyj0agjXBtThefnCVswFgx3dlLRGjzpunpqyhGuFtauSChEpVYDT9S3ND2NwpJw7elhCsCs3WVzeGNbuE5OTvL888+LMdMyiHAV7HHTTfzN+Dg/O3HC+tDb+/rIzc8zNTXFmelptlmqFQJPT75cDq01ubk5ayYbocFBUsBLptbS7WFrJU26o4NUWxt5T61SbmqKeFubr86ILm7bmaIRb7WREYpAwoJoVskkSWDSc2pvU7i6Qi1r/tfqkXZLG98tJtJ/9qmnYGTEEa4WXLxdrrrqKuKRCD9++9t5ccMGibgKq450KsW41jAxUReuNpzoAdLm/WPCU6Oft+RGDxBub7+ozrFYqRCzIBzrEV9PtBmgPDND2ELEMxKPLx9xtdBHFaA7FLooVXluYoIadoRruKvLef6efUNpeppIezvKQpZcPJNhGpgzta02120X11n42LFj7DTmosIFRLgKVmnv6WlKvv4Os2n+yUMPMaM12yxGYNzNRu755ylMTrIA9FpK2aS3l43ASyZltWA2IglLG6BUMEjeswDnymV6Lc1/2kT4xk2adPnsWWpA3EbUMZFwos2ezU/JvA5WhKuJqLs9TCfPngUu1B37zbarrgJg6MgRSocOMQUMWuxnGggEuPHAAb72yCOcffFF3mHRWEcQXg96N2xgHGB4mJzpQd5r2sr5jesIP25agQDkFxasmbtFOjsvqrMsVqvEbAhH1xzKY6gIUJ6bI2JBOEbicSpArdGcamGBsI1UbbfG1vP8p026rI12NJFIxBnfu3bOzhK18NoD9JrsipxZM22u2y7bTceLq666ij/8wz+0Nu5qQYSrsC7Yfv31ADzwl38JwDZLGwCA3ssvByB39ChZswHJ2OoJ2NnJxvZ2XjKRv0lzimgr8pbq7ibvSfnKVqtkLJ3a923ZAsCYEW/1NGkbhxaRiBNx9Sz+k5UKnW1tVg5uMtu2AZAz7XgmjTGZrXl3HbuHTpzg3GOPATBosQ8mwIEDByiXy8TjcX7VYisTQXg9SG/axDhQO3uW7NmzRIBuS/9DabN5nzCmULVajUmtSVnKFIqEQpQXFmBhoX5fcWaGmI1UWTfi2hDxLM/NEbEgHCPGvbaxj2x1cZFuC2tHOBymCksirlVzLd0WfArCbo2vN+I6N0fU0oF3xhzu5s6fh5kZSqbe1kaassvu3bv5whe+wAMPPECPBT+Q1UZThKtS6s+UUseUUoeVUt9WStlz7RDWJds/8hEA7v/RjwDYduut1sZOm+hT7oUXyD71FAAZiw6VG7u7eckIqLMjIwSx1xoklUyS9xhT5ebm6LXVy9OItzFzclowIi5ho15NKaeXqbcN0vQ0fd3dVtKd3B7FWTdF3LgbJy2lyPdfeSWdwNDZs5w7ehSAQct1ggcOHADgox/9qBU3SkF4PUlv2cIiMHn8ONmREcfQz5KhYI9ZH9yIazGXQwNJSy1BIsukixZnZ62IF/e9otEcqjw/b0W4Ro1QKTeYQ9noowqOAVNjqnDVRFy7LMx/JBa7OOK6sGDNlT5jMrKyo6MwMUEZ6AoGrbrSt7W18Zu/+ZtS37oCzYq43g9crbW+BngB+HSTrkNYJ0S3bqWvo4MjtRoAW/futTZ237XXAnD+5EmyZhOf2bPH2vgbYzFGZ2ao1WqcGh/nsq4uApYcMlPpNPnFRbR53XMLC/RaSDcC6DPGVGNm8zVlPtpoBQSQikTIV6vOF1ozNjtLxlK6UXhwkC4ga1LEXXdjWxvPtkCALe3tDA0Ncc5E+W0L15tuuol77rmHT39alhdh9bHruusAOPLMM+QmJ+m1FO0ESJtSFjfimjeHfylL0Z9wd7cjXBvFiwXhFggECAUCVNz3bkNlcZGIhfFd1+SyN+Jaq1HRmrCFQ99ILOa89p5D16oxquq2IVzjcacVk3toMTtLUWuiloSre6ifPXsWxscp4fSEF1qHpghXrfX3tdZuDsgjgAWLU2G9898/8AH2Age3b7cagUn09bEtEODxEyfq/VR7k78HbQAAGc1JREFUr7nG2vj9PT0saM34+DgnSyW2W2xLkurvZx6onDlDLZdjHHu9CNOXXYbigngrGAFlox0OQDKRuNDLtFwmC2Qsja2SSTJQ7wOZNyfmtoQrwLZNmxjK5TiH01h+o2Vn3/b2dn7/939fjJmEVcn1ppzl8ccfZ3RhwVqWDFBPTxx33z9MuUXKkit5JBq9KOpWXFggZsscKhik0mAOVV5cJGxBPEVMVkzJK1xLJWvtaKKJhCMcvRFXMw/dNtrYpdMUAe3O/dSUIx4tpeq660Xu9GkYHaUIRC12oRBenlaocf0Y8L2VvqmU+rhS6pBS6lDOY80uCK+U3/jCF3jq/e/n+w8+aH3sG3p6eGRkhKGhIdpw2oXYYqNxpTv/wgucmptjh6XNB0DKRNnyR49SePJJx5jKpPD6TXswSFopxoxoK5iNQMKScE+l0xRqNRYXFqBQIAv02apXaWujt7293n5o0pxeWxWuN9/MEPAi0J/JELRkriEIa4He3l62hEJ878QJjgLXmswdG4RCIcLBIBNGPEy+8AIASeMW7jcRtyWMV7guLhKzJF7CHR2OOZSnl2lZayIWhHPdHMqsWwCLExPMAN0Wou6xVIoSTgscl6r53IarcLKvj0Wg4vZAHx11hKuldTsejxMMBMjOzMDXvsZLQH8T2mEJK+ObcFVKPaCUOrLM7X2en/kMsAB8baXH0Vr/tdZ6v9Z6v80TR2EN0tMD//RPYLEth8sN27YxPDfHl0+f5q3ptNVN/MabbgLgmW98gzKw3eLz7zHuxfljx8iZ+t5ek8Jrg0xHB2Nm8zNl0p1sCVe3Z+rUuXPoc+eciKvFA4tMLEa2UIC5OSanpwl3dFj9u9u2ezd54GhHB4M22i8Jwhrj+re8hQeBGnCr8WmwRTocZnxuDkol8qYdT+qKK6yMHXZbwpj3bl2rUQRiliJf4VBoSS/T+dlZZoGIBeHsuteWPX1kp022UNhCxk60pwcNVDzCuS5cLQh3t5THNZJkZMQRrpYOfZVSZHp6yAJ8/euc7+xkQNavlsI34aq1frvW+uplbvcBKKXuBN4D3KG151hLENYgN5rT8uziIr9iHFdtsfHgQQAe+upXAdjxlrdYGztlHJUnTp0i99xzAPReeaW18fsiEcbMolswNTu2UoVTbkuJo0eZeuYZ5oCMpYgFOClP2WoVRkeZBJIWXREBtpnI+hMLC9brWwVhLXD9W98KwGAiwbVvf7vVsXsSCSYAzp8nb/p/u+/nfhNJJpeYM1XGx9FAzJarcVeXk6psxGPF+CNEbNR4GnFe8kY8jYizUWMaM/XNJU+GY9WkDdsQrkkjUAuNEVeLJR+9/f1klUIvLjK8uMgmS278wqXRLFfhXwY+BbxXa119uZ8XhNXOnt/6LTqVoh34t7fcYnXsDTt30gbcb4Tb9ne9y9rYA+aEfujECbKmvjdjsdaxL5NhrFqFcpnCzAxdwSAdFpwhAQaNc/SLzz5L9sgR53osRSwAMoOD5LRGHzrkCFdLgt1l7969tLe3U6vVrKY5CsJa4XrTxu19H/6wFTdyL+neXqeP7Pnz1l3Jk319FIEFE/UrGnOomKXxw+HwkohvxbQTi1iI+i3XR7biRlwtPP+oORwouhFPoGoclq1EXE1G1KQ5LJgfHmYWiFosccr09ZHr6mISmFlYEOHaYtjzd17KF4FO4H7zZvyI1voTTboWQfCdjl27+KV3vpPuYpGeT9j9U+/o6OD2HTu49+RJ2pRiq6UaU4CtW7fSrRRHz5zhDcaoyGbKf9+WLWSffx4efphhYINF8bbNiLWhY8foNK14bIr23u3bmb3/fkr/+q+cBLYO2PXA27lzJ/l8ntnZWelFJwivghtvvJE77riDT37yk9bH7tmwgVMAw8Pkx8fpDgSs9KAG6OnvByA/OkoGKJpU5Zi532/CkQgjUBeuZdNWLGJh7aoLV08f2XofVRvmSEa4ltyIJzBtUbi6PgwFI1xLJtpvK1UYnGylE+3tnO/uhmqVActrp/DzaZar8A6t9aDWeq+5iWgV1jz3/cu/8I0f/QgsRfy8/OGnPkU7MLhxo7XNBzj9yK6MxTiSzZIzJ7huqwUbZHbtogxUv/1tXgB2WazvHbjuOtqBodOnyZ4541yPxXSnjOkffObrX+d54Lo3v9na2C7RaJR0Om09WiQIa4FQKMRXv/pV3mCx77dLemDAibieO0e+UCBlqR0JQI9ZI/JmzaiLF0uRr3BDL9GyEVFhC+/fdeHqacdTcYWrhbXTrbEtelOFzbVYjbga4VwyhwZRS63kwJTZLC4y/Od/DiAR1xajWRFXQVh32Gxg3ciOX/917hkdZa4JY1+1cSPff/55rgTiXV1WhXOfEW+jX/4yLwA3799vbexAVxebAwHOjIwwaDY+NoXrJpOW/K1KhRqwrwnCVRCE1UlPXx9TwPzhw+Tn50lZPHB0MzQmTKZK0XyMWTp4vEi4mn62EQvmeh0dHXQEApTm5mB+HoLBeh/VsIU5qEdcjSM9QNWYVHVZOLyoR1yLRZidpWTS1G0K197eXiqVCidMlpgI19aiFdrhCIJggf/82c/y2c9+1vq4V992GyPAw8Amyz01+0xq7tPz81SAXXv2WB1/W3c3Q6OjjrU+dtOk3/zmNxNua+N/mq+vu+46a2MLgrC6cTNj8g89xAT26lsBUmasCRNtKxrxYk24JhJLzJnKJvoYsSRgIp2dTo2tGd8Vrjba0dQjrh5zqOLMDKFAwMrhu2ueOAkwPEzRRF5tR1wBnn76aZRS9FtKURcuDRGugiD4ylU33gjAU8CH7rrL6tjuAvSQ+fpyS66YLtv6+xmqVBgDemIxq1H3rq4ufnnfPoo4gllOjQVBuFT6jBnOubExjgC7LKYr1yOuRrS4RkHWzJlSqSURV7c1TMRS1DnS1bVEuFaMiAxbbMdTqlSciK/WFOfmiIdCvo8NEAgEiIXDFABefJGSSZO25SgNF/YNTz31FJlMxpqho3BpiHAVBMFXrr76agCCwSC//hu/YXXs7du30x4IcK9ZeKwL19tvZww4A2Sa0If61rvvBpxoq9SZCoJwqbiOxl+94goKwBvf9jZrY7vCNW/SRYuWxUskHmcOmDOCtewKV0t9ZKORCCW4EHE1DsM2akzd17gIMDHhvP61GjFLwhUgEY87wvW55yiZbCWbEVfXjOnIkSNy4NuCiHAVBMFXBgYG6O3t5fbbb2eDhRohL6lUinffcgujc3N0dXVZdwfcZmpsH+3sJNOEBfCWW24hFApxww03WB9bEITVy+bNmxkYGOBvTCuY6w8csDZ2NBqlPRBw+sgOD1M0As6WeKkLZxPpLZuIpy3hGolEnIirqTOtGodhG8I1FAoRaGtzhHM2C6USRSBmYWyXZE+Pkyr8+OPOdWBXuO7Zs4eDBw+ysLAgjsItiAhXQRB8RSnFI488wpe+9KWmjH/nnXcCTnuWtja7b3nbTOuh/Owst91+u9WxwTG6OHz4ML/7u79rfWxBEFYvSikOHDhAuVymq6uLK6+80urYPbGYI1zPnaNYLBIKBKylbLr1veOmxrZsMVUXIBKLLU0VNsLVxvhKKWLhsBNxzeWgUGAKiFsUjolUikIwCI8+2hThqpTir/7qrwiFQlx22WXWxhUuDXEVFgTBd5r55v+e97yHdDrNVSb6aZMdO3aglOK9731vU3oxgiPYBUEQXik33XQTf//3f8++ffusu+KnUikmJidhaIhipULMkmgEj3A1bXjK5TLtSlkTzpF4nCxcSBU27WhsuPqCSVUulZyIa61GEdhu0ZwrmUxyqr0djh1rinAFZ+1++umnrXYCEC4NEa6CIKxpOjo6+PGPf1x3K7RJOp3mJz/5CXv27JEaU0EQVhUHTHqwW+9qk56+PiZOnYInnqAERC32ka0L15deAq2pVKtEOjqsvYdHU6klqcKV6Wk6AwECgYCV8WOJhOPknMtBseikChuzLhskEgmnxhUoXXEFHadONcUgadeuXdbHFF4eEa6CIKx5mrkA3WhclQVBEFYTu3fv5u677+ZjH/uY9bF7ensZCgTgsccoADGLEbe6cJ2bg7NnKc/PE7HoahuJxSgr5URcFxcpz80RsSjco4mEE+nM5WBujikgZtGfIplMMqkUfPnLlB59lKhxlxYEEOEqCIIgCIIgNBAIBPjc5z7XlLF7eno41NYGTz3Fi8A2iyY5rjnTOMBjjzEBJCwZM4HHnGlyEopF8kDK4vixWIzJ9nbIZtHj4xSBeCJhbfxEIkG5WmXhjjso/eAH1tOEhdZGzJkEQRAEQRCElqGnp4eJxUX0wgJDSrHVokdBR0cHsUikLlxHgX5LPVzBEa7TWrMwPg6FgiNcLYq3aDRKKRCAXI7qyZPUsNtHNZlMAlAoFCgWiyJchSWIcBUEQRAEQRBahlQqxUytxvDdd1PWmm2Wyz3Svb2OcP3RjxgFq63cXKFWOXUK8nlHuFqMeEajUcdVeGSE4unTgF3hmjDPtVAoMDIyIgZJwhJEuAqCIAiCIAgtg5uue+gXfxG40FrM2vjpNOOhEPrQIcaADRbbAbnCLf/CC/Dkk45w7e+3Nn4sFqOkNTz2GFOmFY9Nc0M34joxMcHx48fFJElYgghXQRAEQRAEoWVwhesTTzwB2Beu6XSa8fZ2isAMsGFw0NrYboQxW6vBV77iCFeLzz8ajVKan0ebVjhgN+K6Y8cOAB566CGmpqa4/PLLrY0ttD4iXAVBEARBEISWwRWq991335KvbZFOpxkHRs3XNlOF+0zrmTFg8Sc/oYATAbZFLBZDa03l5pubIlx37txJV1cX3/zmNwFpSyMsRYSrIAiCIAiC0DLs2bOHTCbDkSNH6OnpsW7Qk06nGV9cZPR3fgdoknANBuv9TFOplLXx3de69MlPMmVEo81U4UAgwDXXXMOhQ4cAJOIqLEGEqyAIgiAIgtAytLW18a53vQuwH20FR7hWpqcZMm7GNoVrPVU4kyFv7rMpXF2RWrjmGoqf+hRgN+IKsHfvXgCCwSBbtmyxOrbQ2ohwFQRBEARBEFqKZgtXgKNHjwJ2hWsoFCIWizEWjzdFuG7cuBGA8+fPUyw6ycLNEq47duwgEAhYHVtobUS4CoIgCIIgCC3FO97xDoLBYFNqHF3heuTIEYLBYN3p1hZ9fX2M9fWRP3gQsCtcB40R1blz55omXPfs2QNIfatwMe3NvgBBEARBEARB8JJMJnn00UebGnE9fPgwGzZsQClldfy+vj7GajXyd94J999vVbhu2rQJuCBcu7u7aW+3Kxd2795NMBjkSottiITVgQhXQRAEQRAEoeW49tprmzLu1VdfTVdXFy+99BL79++3Pn5fXx/PPfccExMTgN2Ia2dnJ319fZw7dw6llPVoK0AkEuHhhx8WYybhIiRVWBAEQRAEQRAMqVSKu+66C7Bb3+qSyWQYGxsjn3eqXBOJhNXxBwcH6xHXZghXgDe96U3WU7SF1keEqyAIgiAIgiB4+O3f/m0CgUDdrMgmfX195PN5xsbGSCQS1g2KXOE6NTVltRWOILwckiosCIIgCIIgCB62bt3Kd7/7XXbu3Gl9bLeX67Fjx6ymCbsMDg7ywAMPEA6HmxZxFYTlkIirIAiCIAiCIDTwzne+k8suu8z6uK0gXEulEk888QRvfOMbrY8vCCvRFOGqlPrvSqnDSqmnlVLfV0rZz8MQBEEQBEEQhBbDFa6jo6NNE64AtVqNW2+91fr4grASzYq4/pnW+hqt9V7gO8AfNOk6BEEQBEEQBKFl2Lx5c/3zgYEB6+O7wnXjxo1NcVUWhJVoSo2r1rro+TIM6GZchyAIgiAIgiC0EgMDAxw+fJjx8XH27dtnfXxXuL7vfe+jrU2qCoXWoWnmTEqpe4CPAFPAW5t1HYIgCIIgCILQSuzevbtpYw8MDPBHf/RHfPCDH2zaNQjCciit/Ql2KqUeAJZrfvUZrfV9np/7NBDSWv+XFR7n48DHATZv3nzd2bNn/bhcQRAEQRAEQRAEockopZ7QWl+Up+6bcL1UlFJbgO9qra9+uZ/dv3+/PnTokIWrEgRBEARBEARBEGyzknBtlquwtynWe4FjzbgOQRAEQRAEQRAEofVpVo3rnyildgE14CzwiSZdhyAIgiAIgiAIgtDiNMtV+APNGFcQBEEQBEEQBEFYfYjHtSAIgiAIgiAIgtDSiHAVBEEQBEEQBEEQWhoRroIgCIIgCIIgCEJLI8JVEARBEARBEARBaGlEuAqCIAiCIAiCIAgtjQhXQRAEQRAEQRAEoaUR4SoIgiAIgiAIgiC0NCJcBUEQBEEQBEEQhJZGhKsgCIIgCIIgCILQ0ohwFQRBEARBEARBEFoaEa6CIAiCIAiCIAhCSyPCVRAEQRAEQRAEQWhpRLgKgiAIgiAIgiAILY0IV0EQBEEQBEEQBKGlEeEqCIIgCIIgCIIgtDQiXAVBEARBEARBEISWRoSrIAiCIAiCIAiC0NIorXWzr+GSUUqVgOPNvg7BCmlgvNkXIVhB5nr9IHO9vpD5Xj/IXK8fZK7XD82c6y1a697GO9ubcSWvgeNa6/3NvgjBf5RSh2Su1wcy1+sHmev1hcz3+kHmev0gc71+aMW5llRhQRAEQRAEQRAEoaUR4SoIgiAIgiAIgiC0NKtNuP51sy9AsIbM9fpB5nr9IHO9vpD5Xj/IXK8fZK7XDy0316vKnEkQBEEQBEEQBEFYf6y2iKsgCIIgCIIgCIKwzhDhKgiCIAiCIAiCILQ0r0m4KqUGlVI/VEo9r5Q6qpS629yfUkrdr5Q6YT4mzf095ufLSqkveh4nqpR62nMbV0p9boUxr1NKPauUOqmU+rxSSpn7/9Lz+y8opQor/H6nUupe8/uPKqW2er73r0qpglLqO6/ldVmLrMG5XvQ8xj+/fq/U6mcNzvWfKqWOmNuvvH6v1Opnlc71LyilnlRKLSilbvPcv0Up9YT5/aNKqU+8nq/VameNzfVbG65hRil16+v5eq1mVulc/yel1HNKqcNKqR8opbZ4vid7sxVYg3Mte7Ofwxqc71e+P9Nav+ob0A/sM59HgReAK4H/Afyeuf/3gD81n4eBA8AngC/+nMd9AviFFb73GHAjoIDvAe9a5mf+I/C3K/z+fwC+ZD7/IHCv53u/BPwb4Duv5XVZi7c1ONflZr+mrXpbS3MN3ALcj9OzOgwcAmLNfo1b5bZK53orcA3wd8Btnvs7gE7zeQQ4A2xs9mvcKre1NNcNP5MC8kB3s1/jVrmt0rl+qzuHwL9H9mbrda5lb7ZO5ptXuT97TRFXrfWI1vpJ83kJeB7YBLwP+Ir5sa8At5qfqWitfwzMrPSYSqmdQAZ4eJnv9Zsn9TPtPOu/cx+7gQ8B31hhCO+1fQv4Jff0QGv9A6C04hNex6y1uRZWZo3N9ZXAj7TWC1rrCvAM8MsrXed6YzXOtdb6jNb6MFBruH9Oaz1rvuxESmGWsJbmuoHbgO9pras/52fWFat0rn/omcNHgAHP92RvtgJrba6Fn88am+9XtT973RZ25aTmXQs8CvRprUfMBY/gvCCXyodw1PhydsebgGHP18PmPu91bAG2AQ+u8PibgHPm2haAKaDnFVzfumeNzHVIKXVIKfWIkhSzFVkDc/0M8C6lVLdSKo1z8jf4Cq573bCK5npFTBrVYZy/hT/VWr/0Sh9jPbAW5trDB1n5QGvds0rn+i6cyI7wClgjcy17s0tkDcz3q9qftV/CIC+LUioC/CPwW1rr4msMan0Q+LWVhlrmvsYX+oPAt7TWi6/hMYQVWENzvVlr/ZJS6jLgQaXUs1rrUy97xeuItTDXWuvvK6WuB34K5ICfAQuXcL3rilU21yuitT4HXKOU2gj8H6XUt7TWY6/0cdYya2WuoR4N2A3831fz+2ud1TjXSqkPA/uBX3zFV7iOWUNzLXuzS2AtzPer3Z+95oirUiqI8+J9TWv9T+buMbOguAtL9hIfaw/QrrV+wnwd8BT+/jccpe9NKRgAGk/Ul5y+KqXucR/D3DWMUfRKqXYgjlMfI7wMa2mu3UiM1vo08P9wTq0Ewxqb63u01nu11gdx3oRPXNKLsE5YhXP9spj/76PAzZf6O+uBNTjX/w74ttZ6/hJ/ft2wGudaKfV24DPAez1p/8LLsJbmWvZmL88am+9XvD97ra7CCvgb4Hmt9V94vvXPwJ3m8zuB+y7xIZfkSGutF80T2qu1/gMT/i4ppW4wY3/E+9hKqV1AEke1u4/xGfcxlrm224AHVwiPCx7W0lwrpZJKqU7zOGngJuC5S7zuNc8am+uAUqrHPM41OEYv37/E617zrNK5Xum5DCilusznSZz/6+OXeN1rnrU01ytdg+CwGudaKXUt8L9wNraXtOkW1tZcy97s5Vlj8/3q9mf6tblbHcAJGR8Gnja3d+PUlv0ARzn/AEh5fucMTiSkjKPkr/R87zTwhpcZcz9wBDgFfBFQnu/9V+BPXub3Q8A/ACdxnLIu83zvYZxw9bS5tne+ltdnLd3W0lwDbwaexcmvfxa4q9mvbyvd1thch3AWvudwTAH2Nvv1baXbKp3r6824FWACOGruP2iexzPm48eb/fq20m0tzbX53lbgPNDW7Ne21W6rdK4fAMY81/vPnu/J3mwdzDWyN1tv8/2q9mfK/LIgCIIgCIIgCIIgtCTSLkAQBEEQBEEQBEFoaUS4CoIgCIIgCIIgCC2NCFdBEARBEARBEAShpRHhKgiCIAiCIAiCILQ0IlwFQRAEQRAEQRCElkaEqyAIgiAIgiAIgtDSiHAVBEEQBEEQBEEQWpr/D9Ha1zRgdkDlAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(16,4))\n", "ax.plot(dataSSH['dtUTC']+dt.timedelta(hours=.5),dataSSH['mod_sossheig']-np.mean(dataSSH['mod_sossheig']),'r-',label='model',ms=1)\n", "# model is actually value on half hour but was matched to obs on the hour, so added 30 min to model times\n", "ax.plot(dataSSH['dtUTC'],dataSSH['SLEV(metres)']-np.mean(dataSSH['SLEV(metres)']),'k-',label='obs',ms=1)\n", "ax.legend()\n", "ax.set_ylabel('SSH (m)')\n", "ax.set_xlim((dt.datetime(2017,7,1),dt.datetime(2017,7,30)))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(736938.0, 736967.0)" ] }, "execution_count": 35, "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": [ "fig,ax=plt.subplots(1,1,figsize=(16,4))\n", "ax.plot(dataSSH['dtUTC']+dt.timedelta(hours=.5),dataSSH['mod_sossheig']-np.mean(dataSSH['mod_sossheig']),'r-',label='model',ms=1)\n", "ax.plot(dataSSH['dtUTC'],dataSSH['SLEV(metres)']-np.mean(dataSSH['SLEV(metres)']),'k-',label='obs',ms=1)\n", "ax.legend()\n", "ax.set_ylabel('SSH (m)')\n", "ax.set_xlim((dt.datetime(2018,9,1),dt.datetime(2018,9,30)))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py38_ct)", "language": "python", "name": "py38_ct" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }