{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Si Plots" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import gsw\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib as mpl\n", "import matplotlib.dates as mdates\n", "import cmocean as cmo\n", "import scipy.interpolate as sinterp\n", "import pickle\n", "import cmocean\n", "\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "mpl.rc('legend', fontsize=12)\n", "mpl.rc('axes', titlesize=12)\n", "mpl.rc('axes', labelsize=12)\n", "mpl.rc('figure', titlesize=12)\n", "mpl.rc('font', size=12)\n", "mpl.rc('text', usetex=True)\n", "mpl.rc('text.latex', preamble = ','.join(r'''\n", " \\usepackage{txfonts}\n", " \\usepackage{lmodern}\n", " '''.split()))\n", "mpl.rc('font', family='sans-serif', weight='normal', style='normal')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaNNaN12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaNNaN21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaNNaN30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaNNaN52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaNNaN75.41982-07-16 01:21:00
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n", "0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n", "1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n", "2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n", "3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n", "4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n", "\n", " Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n", "0 None 5.28 mg/m^3 6.6 \n", "1 None 0.61 mg/m^3 21.2 \n", "2 None NaN mg/m^3 23.5 \n", "3 None NaN mg/m^3 28.0 \n", "4 None NaN mg/m^3 26.5 \n", "\n", " Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n", "1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n", "2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n", "3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n", "4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df=et.loadDFO()\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " navlon=mesh.variables['nav_lon'][:,:]\n", " navlat=mesh.variables['nav_lat'][:,:]\n", " tmask=mesh.variables['tmask'][:,:,:,:]\n", " gdept=mesh.variables['gdept_1d'][0,:]\n", " e3t0=mesh.variables['e3t_0'][0,:,:,:]\n", "bathy=np.sum(e3t0,0)\n", "with nc.Dataset('/results/SalishSea/hindcast.201812/01jan16/SalishSea_1h_20160101_20160101_ptrc_T.nc') as ftemp:\n", " bounds=np.copy(ftemp.variables['deptht_bounds'][:,:])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Lat,Lon)= 49.29933333333334 -122.983 not matched to domain\n", "(Lat,Lon)= 49.304833333333335 -122.94116666666666 not matched to domain\n", "(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n", "(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n", "(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n", "(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n", "(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n", "progress: 0.0%\n", "progress: 97.48488984207448%\n" ] } ], "source": [ "#d1=et._gridHoriz(df.loc[df.Z>150].copy(deep=True),tmask,navlon,navlat,wrapSearch=False,resetIndex=True);\n", "PATH= '/data/eolson/MEOPAR/SS36runs/linkHC201812/'\n", "start_date = dt.datetime(2015,1,1)\n", "end_date = dt.datetime(2018,12,31)\n", "flen=1\n", "namfmt='nowcast'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "d1=et.matchData(df,filemap, fdict, start_date, end_date, namfmt, PATH, flen)\n", "#d1=et._gridHoriz(df.copy(deep=True),tmask,navlon,navlat,wrapSearch=False,resetIndex=True);\n", "#d1['k']=np.nan\n", "#for ind, row in d1.iterrows():\n", "# ik=et._getZInd_bin(row['Z'],None,boundsFlag=True)\n", "# if (not np.isnan(ik)) and (tmask[0,ik,row['j'],row['i']]==1):\n", "# d1.loc[ind,['k']]=ik" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n", "pickle.dump(d1,open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO_k.pkl','wb'))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "d1['YD']=[(dt.datetime(int(yy),int(mm),int(dd))-dt.datetime(int(yy),1,1)).total_seconds()/(24*3600) for yy,mm,dd in zip(d1['Year'].values,d1['Month'].values,d1['Day'].values)]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([], dtype=float64)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(d1.loc[(d1.N==0)&(d1.Z>20),['Year']])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_units...mod_nitratemod_siliconmod_ammoniummod_diatomsmod_ciliatesmod_flagellatesmod_vosalinemod_votemperkYD
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Year, Month, Day, Hour, Lat, Lon, Pressure, Depth, Ammonium, Ammonium_units, Chlorophyll_Extracted, Chlorophyll_Extracted_units, N, Si, Silicate_units, AbsSal, ConsT, Z, dtUTC, j, i, mod_nitrate, mod_silicon, mod_ammonium, mod_diatoms, mod_ciliates, mod_flagellates, mod_vosaline, mod_votemper, k, YD]\n", "Index: []\n", "\n", "[0 rows x 31 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d1.loc[(d1.N==0)&(d1.Z>20)]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_units...mod_nitratemod_siliconmod_ammoniummod_diatomsmod_ciliatesmod_flagellatesmod_vosalinemod_votemperkYD
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Year, Month, Day, Hour, Lat, Lon, Pressure, Depth, Ammonium, Ammonium_units, Chlorophyll_Extracted, Chlorophyll_Extracted_units, N, Si, Silicate_units, AbsSal, ConsT, Z, dtUTC, j, i, mod_nitrate, mod_silicon, mod_ammonium, mod_diatoms, mod_ciliates, mod_flagellates, mod_vosaline, mod_votemper, k, YD]\n", "Index: []\n", "\n", "[0 rows x 31 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d1.loc[(d1.Si==0)&(d1.Z>20)].head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def binmean(ddf,latEdges,lonEdges):\n", " latbins=np.digitize(ddf.Lat,latEdges)\n", " lonbins=np.digitize(ddf.Lon,lonEdges)\n", " midLats=.5*(latEdges[:-1]+latEdges[1:])\n", " midLons=.5*(lonEdges[:-1]+lonEdges[1:])\n", " xxlon,xxlat=np.meshgrid(midLons,midLats)\n", " sums=np.zeros(np.shape(xxlon))\n", " counts=np.zeros(np.shape(xxlon))\n", " means=np.nan*np.ones(np.shape(xxlon))\n", " for jj in range(0,len(midLats)):\n", " for ii in range(0,len(midLons)):\n", " if len(ddf.loc[(latbins==jj+1)&(lonbins==ii+1),['Si']])>=1:\n", " means[jj,ii]=np.sum(ddf.loc[(latbins==jj+1)&(lonbins==ii+1),['Si']])/len(ddf.loc[(latbins==jj+1)&(lonbins==ii+1),['mod_silicon']])\n", " return xxlon, xxlat, means" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kaBNC5oawBB1tj41c9IjFgmFNLgujVCneaLuGRojIqoicF5F1ETlf2H9JRBbZ\n5xt9fgdSTYqO9p3n1ByNEb5ER+3S9LWYMjHrPQt1KEBH6Wh6NIlaaDo3hEXoaDtHJ99ZtUrsdz9j\n4At3qspv7PynJ3Hn6byvqeoVVd0CcKawfw3ADQCXVPV6H3m3hMUBJcC+o1XQ0btEmnKfjsKuo9Zo\nGjLcxz2Gjh5ARxOgWP7bdjytDBZNESuOTjoMOMdyiITlGc6azmYaa2bDFG66qugUHiEi6wD27qan\nTxY+vjyHyrVICo7mWHG1akCpOClbFdY6333R1U+Ajpaho82ho27oaHwsO+ojZMKx/Bhfm9nKOsp1\nzKWdC8RzdBadVcC+xEOv99aFqpuF5RtDX3ScBW0BHIi8ukzvQNoTIrKWHzOXCte6ozlWQ5Gq3t/p\nw9GUKtqO0NESdLQbdPQwdDQ+qTgaStsHOnWDQmNDRwE0cHQ2nVUgTYktPnn1jWjN6+lqbfjDoyJy\ns/DzFVW9kv0/l3YLAETkhojsqOpu4ZgdEdkWkS1V3QMxS9tJmWLjy0PMyShScDQwPImOzgQrdelQ\na7vSUTpKbE/CREfDHeU7q4nQdTKJ1LA+qKAQ7Kt/A/Csqp4ubFcKSexmW84egDUR2RCRpwr7byEb\ndZoD1m/cPuioHUL8pKPtSNlRoNl6yEPS1wzBVqGj/ZG6o1VYcjUmdPQAr6OzerIKpPl0tYzV93Nm\nNTKswSNOLrYAFP9wqwB2sn+LYp9Q1Z0uF0oNOtoPU63sK+nuJ0BHnUzB0RwrT1xn5SdAR3tmSo7m\ntJ2Mae6vrLXGkKOdOqsi8n5V/Y4uaYzB1CSOMZtazDzMhg6x/Kq6JyKbhWm8L6vqLgBkI04LLEeZ\nLnbOZ4LQ0TSwPqDU6XQ66oWOpgEdpaNTJEbH1ZXe0NDReke9nVUR+YcATrg+BnC6WbbtMFWJrYwS\nx8KyxPv73UacXC+Tz2UiiLlCR4ehq58AHZ0rdHQY6CiJgdUJ1ZpAR/3UvbO6A2Add2OOi9szWMYY\nE4NYfCenLRYHFRRR1lklHizeuGNCR/sjxE862h06mg50dJ5M3VEXTd210Lmlo268nVVV/VUAH1XV\nd1RtAD44SC57Yo4Sp1rpWpN4abH4N9KZuTk6lYbx6IT4SUejQEdJK+joYMzN0TL0tSWGHK2dDVhV\nnaXc91kqzEHisqisbOOg+/6NxIGOxk+/D6wNKNX5SUfjMRdHix6l+NSVjs6XOTjqw+os4GXoaDXB\nS9eIyFcuKq4jAAAgAElEQVRV/X8KzFVi69KWsSWxjdAIMi3KoUgpVK5F7Dha7ycdJbGgo22go2Q8\nqpy1EAoM0NEqmqyzuuH4P0kAX2XatUE8ZCVtR2JkIRKejURjDgNKdQ6m0iA242idn3Q0KnNwtA46\n2hA6Oih09ChWfaWjh2nSWRXH/+tPXE5PvF76eUNEzhf3jwklTgcTEiug++LdUoKOkpiM7miAn3Q0\nPnS0HVYbzL1CR0eBjpJgDDnapLOqjv97EZFVLBeEXc1+XgNwRlWvq+oVGFr/ihKTZkjNlgZ0lEyT\nOj/paB/Q0TQYfUAJAB0dBzp6GKuv29DRu7R9stqE0wA+UPh5Hctlb+4mvJTaBHOXuI2sY8T5m5DY\nQGhEJJJydO7Q0UCMhC9Fgo4mRFNHx3pXjo5GhY6S6NDRJU06q40RkXVV3Srt3gPwSOHnE9lGjMDG\ncAAKYF/8WwKk6OjcB5QAOlpLiJ90tDfoaHNm12Glo6NCR9OBjrYPA65FRBYAdis+ugpgUfh5tUm6\nQ0CJ23Hu3LmDbSjG7LCq+jfr0NG0adthHbpRPJajdX7S0X6Zu6NtwgrH8HNM6Oi4zN1RUo8VR/uc\nYGkNwJqIbAB4AsATIrJQ1T0AF0VkPQuJ2AVw88jFli+k3xSRm5/+9KcbZDMOc5e4a+z+GB3XwTEQ\nGtGR1o6O7SdAR4H2nk7eTcBM+FJH6GjipBAFMeqTGzpKR0ktc3e0SWf1uuP/lWQvlV9X1etYSvoB\nVd3NXkJfy0ImdgHsZlKXz7+iqqdV9fTJkycbZDMec5HYVTHGeuG874bxWBLLvng363Rx1IKfZEkX\nR4caVBrD0To/6SgZCmsTt1RBR9tBR8lQzNnR4M6qqn4UAETkIQDPichD2f+9ZCNK6wDOFUabFtk0\n3mdV9ULLvJOI+BqrsTutfTSMB5fYyGhTDFJ2dC4DSnXEcLTvjuugjob4SUcHgY4u6eJo0cvJDPzS\nUTPQ0XSYq6PBnVUR+XERuQVgO9t2sn+9qOqOqp5S1SdVdTfb97SqbmXTeZtmDhLnFWhdQzXm6HAf\njeJhO6wCaM2WCHQ0HUIcjTWw1AfDORrgJx0djDk5WkcbR8vnTCOEn45ago6So9hxtEkY8IaqnlDV\n12fbV6vq63vLmSHmIHFoRRh7PaqkK939mo0MxhwcLVLnTQrh+71T5ycdHZQ5ORriTp2j5fPLaU4i\nSomOEtKYOTrapLO6JSJf2VtOjDOHirbpyO3sF1HuGBohIqvZBAvrInK+sH8j27eRhRARAqCZo7Nf\n6DxC+BIdJV3o6mhIaH7SHVY6aoo5tHOnwtwc9XZWReQjIvL7IvL7WMbif1REnsv2fSTbTyZEXWO4\nWHnmn3dtECcZDqyIERpxLZtgYQvAGeBgGvwzWejQdQAX+/sS02IuFW0b17q+Lxeb3h0N8ZOODg4d\n9Z9DR+no2MzF0SkwJ0frnqyeAnA6204BOI7lulGnC5/NhrlInFeYIRVnsZK09BRniA6r7Ps377nL\nUaSDmQFV9cnsv4f2A9jLJm4gAczF0ba0dTTFxnCdn3R0HObiaNu60FI92jd01CZzcZTUY8VRb2dV\nVV/INwA/VPoZAH7cn83pMQeJfbMOhoQWWmkMG2cBLEXOQiA2sv2rAJ4rHHcLhxcWJzXMwdHipGg+\nYi5LRUfpaCzm4GhOW2+aOprigFIE6CiZNXNxtMk7q1XxxGcanE8SIcbIbrFTG5peauHAov4NwKP5\ngt/Zdr5w+ioAFEIgLmRhEYQEEeJU3TFN32tNydE6P+ko6ZsYT0ib1KOpdVjpqF3mNKCUOnNw9J7a\njIp8P4ALANayd1QFy0jmPQDXm15wCpw9ezaF0YzONGnAlo8NnaCpfGzxPdgYXL16tZ+brgKoXwz5\nWVV1hcrvAnik8PMegLXs39XC/hPZsaQBdPQuVX4W94csV1V2NGaYYi+OhvkJ0NHRoKPh+CIk6o6J\nAR2dJ3NxdApM3dHaJ6uq+o4sE1eKS9ao6hOq+kO1X2GiTH3UqenU+yGzFja5RsyKt7ebbbcZ0rZw\nOORhFcu1i68CeLy4X1V34mR4Xkzd0SYUXasaHCpS5XXf9OJo91kM6WjP0NG7VLnm8q+8NnqyIfp0\n1Dx0dOYYcTQ4DFhVfwAAROSh4hZ6/hSZssS+qfTrjmv6nlzotawREBrhRFX3AGxm03mfB3BZVXez\n/dey+P51AJf6/ybTZcqOhlL19CXkSU1xX3F/KpO/BIYvOaGjw0BHD+PrgPrq0L4nZupjQImOEhKP\nKTtaGwZ8kGGRt2AZDvwclqHAwLJP/frQNEhaNOlYhqZVnj3Y93lMegmR6LgYcha/X7V/q1vKhDTD\nFU44ZCc1uqMRFiuno8QCvtdshhw8oqPzhOHA6TBVR5tMsPSkqp4ohAJ/tarOvqM69VHhpuHA+c/l\nUd5yOmM8nYl5s+062kSGg476HQ3pqA5FLEdD/KSjdqCjYfVonpbrnCGgo/Nk6o5OiSk62qSzuiUi\nX9lbThJmDhLHehe1jnIFbXr20e4LJZOBoKNHjy2GBFsYTMqJ5micxczJQMzB0SbUvb+aSji+Fzqa\nFHR0hhhxtEln9TSAj4rIcyLy+yLykWx2YAJKXEWT9+JcjDHZSyhdFkomw0NHj1I3wVLKdF3MnBAr\nhMwVMSTRntzQUUJ6YWqONumsvgnAcSxndToN4FT2LyHBIUxtO6rFNLsS78lNzUaIYYaYlKUtURzt\nPoshGRgOKFVjcYIzOjpP6Gg6TMnRJrMBv4Bltp7MttVsH8koSmzpCeDYDLUWXBM6S6w2RptIM6Zc\n0dY1Yn2fT87RAD/pqE2m7GgddY5a6ajm0NF5MmdHU2MqjgZ3VkXkTQB+Dcunq1+N5Tusf7WvjKXK\n2bNnK98FS3E9tC7vx/jClkJ+B0ms7WhgtIk0J69oU/cT6OZJV0eHoGtFS0fTpDzwa6U8tiHlvPcO\nHU0WdlhnghFHg5euAfDjqnoQ9isiPw7gBoD/MXquEkdVIeJ+6Ti198Ri5W1zc3NSFTdnKkyX4qBS\nGWvvh4UQ09GpQD/Tp+hijDkQxqRNPs+dO2f++3VZKoOOEtI/U3C0yTurh3pf2YKux+NmZzq0eRKZ\n6tMdF00WNa86bgh6fXJDJkHqT199pPBdWjtqZESYtCO0cZWCm9Y7nF2ho/OET1fTIXVHm3RWr4jI\n+0Xkr2Xb+wFc7itjqdNVYgsVb4x3ZFzfo+67Dfn9W0lsZO0p0h7V9n8kC34C8Rxte55ZRwP8pKP2\naeOotY5rX3WoNejoPGGHNR1SdrTJBEtXALwZwDcB+HYAT6vqW/vK2BTo0hjOSaWiAvyVsvXv0LbD\nOvZoE+lGV0dT8hNwO9rmeww94UubipaOps8UBpWaENNR89DRScAO64Qx4miTJ6tQ1R1V/SFV/QFV\n/dW+MjUlYnRYgWlUVMUR75CZSy2HTglszJBGuhOjnKXkp8+tlL6HjxA/6Wg6zOXpZE6do1ZpMqBE\nRwkZnlQd9U6wJCL7AJ4v7sLdfrQAUFV9pKe8kQqsT84UOolSfkxI3oeaZKLVkxuSPL7JlpqS0uRM\nFmf/raORo/RzMsRytMsM92PgctTyxEt0dJ6cPXs23hr2pFdSdLRuNuC3AngTgJsArvFpajvqZgfu\nSpOO3xCU8+FrZNQ17s02ovk+zaQoOhpz1urUGsc51u4pjaGfk0NVjzSy+lq6ySLl+5LlDmsQdHRy\nsMM6MQw56u2squpFABCRxwBcyJar2QVwWVV/bYD8TYaqihaI2xkbamr/ujzn1+sycUsSMERpUhQd\n7WPQZMyoCF/DNhnfmkI/J0e5MRwzOsD6wNIkPaWjk4Md1olhxNGgdVZV9aMAfgg46LhuiMhFAHuq\nOsE7aD9USTxEKF7XRnLxKYsvj206qa7R4hSe7FgZcSL903UAxsVQA0yz66iCfs6NvjuuYz7JLOdn\nKt7SUUJsY8XRoM5qib8A4AkAjwD4YNzszJu+GsRVhHZgXYuyV+W1riPbZAkby53UAzpKLCKXsFz+\n6RaAdVW97ttP+qduVHio9zz7fgrrSr+8P+lQwwiVLB21R8iTm5h1aZM6rk+GbB8MBh2dJHy6OiGM\nOBrUWRWRvw7gHIDHAGwBuJg9bSUNaVLRAsNWTE3e4Wmar9hPZEdHo8yCtgbgBoAtVb0QsJ8MQGhF\nO3S5dfnZpAHt6nz6ntYk2WGN4ydAR01i0dE+34FNso6sg45OGnZYJ4AhR+tmA97MErsO4MewfF81\n/+whAFDVz7TK+oxpIvGYIT99Xrf4vZKtgLuPOF12jCS59pOBaOooMHw5Dp11u9horrqfuDqv5Wuk\nEJp/iDjhS3TUKNYdDZ3boS3l75SMl0XoKCG2MeJo3ZPV01hm9UkAG6XP8mVsXh9yIdKeFJeY8FGu\nVFN5R7VMhFj+EyKyBmABAAVpXfuJYSw//WgyI7eLlNwEor1rQ0cnhCVHXRELda/bTAk6Om34dDV9\nrDhaNxvw41GySY7QVuIpVF7W14oNQhEyS9qjInKz8PMVVb1ykMTd/++IyLaIbKnqnmt/tLyTIKbg\naNvIDAt570SYnwAdTZqujgLjlfW6jmrVz6GfJQEdnQXssCaMIUdXWmSfROLs2bOtz93c3DzYUufc\nuXMHWypIwAbgWVU9XdgO5BWRDRF5qpDkLQAL1/4+vwtxk7qjMZxK8R4T4icdnQZdHAXgdLTPcl8c\n0GoT2VD+Px09gI4apKujZBwsOdpmNmASkRijTpae5Lioy2OKlW3HWP5dFN4BB3BCVXdEBFX7O12J\ndCKmo4B7Pceh3hF3fV7OR5JOFukevkRHZ0STDmtMV5t45uqwJgsdJcQ2RhxlZ3VCNK28hujcujqp\n5fdUyw3kFBrMXWZJy2TdEJEFlqNJF337yXRwlem2s2+7OqL5/jqHqt4hnwJdZzGko+kwdKhhG0dC\nXn+Zinuh0NH5wHDgNLHiKDurBhhL4iYVY9dp+as6rSFPhH2N7fJnridWvdFxxMn1MjkngrDH2BVt\n0w5n1f6uTqQwgHSICBND0NF0GNvROpLxZkjo6Kyw7iipwIij7KwawbrEsSraqnUfqz6reqenqmM6\n2hqQGm2WNJII1h3tm7qQyBAPBxtQop+zZO6OJgUdnSV0NCEMOTpIZ1VENgDsqepW9vM6gNXs44P9\nc2dOEoc+qS2vx+qbQTHk2JhEWizZBHQ0jDk5CoR1RH2h+77w/76Zkp8AHSXdGW1w1wEdJcQ2Vhzt\nfTZgEVkFcA6ZsNnPC1W9nj0CXus7D8QexRkM24Q4Vs20OnhFrDVbItBR4qLrTKM+R3vvtNb5SUcn\nCWce9WNqIkY6OkvoaEIYcXSIpWtOA/hAad+F7KVaAHhkgDwkw9wkbho6WDdJRd2xMRH1bwlBRxsw\nN0djUOy0DuVonZ90dLrQ0W4MFv1AR2cLHU0DK4722lkVkfVy2EO24OtFANsickNVOUtbCUp8mJAO\n7RBLDBwiXyzZtyUAHW0HHTVOiJ90dNLQ0aM0iZTofe1zOjp76KhxDDnaW2c1G03adXy8AHAKwJ6I\nbPeVh5ShxM1xVcR9VLgCG6NNXaCjpA/qltkZYq3IED/pKCHVDPE6DR0lxDaWHO3zyeoagLXshfMn\nADwhIovs55uququqTwLYyl5CP4SInBeRmyJy89Of/nSP2SSkJQbi+DvS2lH6yQElF02XxOrtCY6R\nd206Qkc7QEe70+sTVjpKR+mobYw42ltnNX+pPHuxfBfAB1R1F8AJAHuFQ2+gYlRKVa+o6mlVPX3y\n5Mm+smkaSnyX8nupdU9vykSvbBWQffVu1uniKP1cQkfvkj81DWnc9v7kJsBPOjoP6Gg76GgYdLQ7\ndNQohhztfekaEVkDsA5gISI7qnolG026haXMu5nYpIK5LZXhoqrxG7pmY2+hhvbr0SDoaDfo6JKy\no03WVO3D0an4CdDRrtBRm9BRQmxjxdHeO6uquoNlzH5x35W+r0umiWudRteSGL2ODhuRuCt0lMTE\nNeuva9bu3hydiJ8AHSX94XKRjjaDjnaDA0pGMeLoEEvXkI4wROJwA7jr2o+xkH3/RuYDHa2fPGno\n9R3r/KSj84KO1lO3NFxs6CgpQkftYcVRdlYTgRIfrTSrGsNDPlW1MEMasQMdXeJzcDBHA/yko/OD\njh6lPMDU+5I1OXSUVEBHDWHIUXZWE2LuEg/9ZKYWAzOkEVvM3VFgmGUvgjAyiyEhqTB4HUtHCbGN\nEUfZWSXJ0CT8t+8GsyD92YAJGZNewwthZxZDYgsOKIVDR8kY0FEbWHKUndXEmLrETUd2qyrToZ7s\nWAiNIPaYuqNNGctRK+FLxB509DB0lFiDjtrAiqPsrCbIVCU2F+brI0JohIhcyhYPX80WEM/3b4jI\nev5vH9kn/TJlR7t6OshgUoifdHTW0FE3dJRYYKqOJoMhR9lZTZSpSVy1RqP1zqvc8W8BrGG5UPil\nbEFxiMgCwBlV3cr2XeztCxDSgFg+DuV1nZ90lEwNOkpHCYmJFUfZWSXJM9aELhFCIy6r6uOqeqGw\nbx3AXuHnvWyxcZIYUxtQKtOkQTuGo5HCl+johJm6o02go8QidHRcrDjKzmrCTEViV6M3pPIc7Qms\nAlD1b/WcEJG1LAQiD41YBfBc4ZhbABaRc08GYiqOFsm9DG3cjuJoiJ90lGDajoZCR4llpuhoEhhy\nlJ3VxJmaxPk6bykQsFDyoyJys7CdL56vqldUdScLgXiziKyO8T1Iv0zB0STD9MMWM6ejZJKOdmGw\nSQrpKCGmseLoPXG+DiFxSGJiCGA5pXf9gNKzqnq68vzl6NJCVZ/OduWjSntYjjjlnACw2ymzhEQk\nd7SNa8b8BOgomRAx/KKjxCJnz57F1atXx87GrLDkKJ+sToCUR4XLndN8LVXLDWEAMUIjdgFsFX4+\noao7AK4CeLywfzXbTxJmio6aJsRPOkoKTMFR69EOh6CjpCEpO5okhhxlZ3UipChxVSO4a3pDVtYB\noRFOMikXWQz/U8hmQlPVPQDXsum81wFc6vt7kGFI3dEYndQhHQ0MX3JCR+fHFByNmV7f0FHSlBQd\nTRkrjjIMeEKkFCYRq4Ktesf13Llzgy1o3oV8Cu+K/VtV+0n60NG7afftaIzFyukosUrMTmrZ0VTq\nUICOEtInVhzlk1UyOLFHgssMtqD5vvo3QhIleUdD/KSjpAI+uTFUh9JRUgEdHQhDjvLJ6sSw/uSm\ny+QsrrSKDPkuXV34AyFVzMnRYno5Q840Skgb5uboWNBR0hbrjk4FK47yyeoEsTrqNMS7MINOMNF9\n7SkyU6w6GpuqcMLBHI2zPhyZKdYdTb2jCoCOkk5Yd3QSGHGUndWJYlniWJVsl5mDYyDq3whJjdhP\nbPJ0xnC0zk86SlIlydD8CugoIbax4ig7q2QQ+gpbqnpKM8STG1FA9tW7EeLD2oDSkKGFfTsa4icd\nJXVYdHQqEUp0lMTAmqNTwpKj7KxOGCsS91Xxjb6m3H7NRkgNU3d0VOr8pKMkADraI3SURMCKo5PE\niKPsrE6csSUealbRcUKY1LsREsLUHR0i7Srq/KSjJJSxHQWGee2lmPYwT1fpKCGWseIoO6tkEIZu\nqPZe0aqN6bwJicUkJmzJCfGTjhIyHnSURMTCgNLkMOQoO6szYCyJ++wwWgiJsvDSOZkGY1a0fT2t\nqXu/bpD3VukoicQcG8N0lKTEHB3tGyuOsrM6E8ZuDE8SA9N5k+kwh4p20HuBkSn3yXSgo5GhoyQy\nc3B0UIw4es8gVyEmGHoR5SErvcGftCogd1iRkrhMaaHz0dZXBegnIS2go4SQAww5yierJEnyhnDM\nqfwbj8hpzUYIARCvEdzI0To/6ShpwVSf3FQ52mbAmY6SsZmqozE4e/Zsko7yyerMmNKTmyqaVq5d\nbmqcqZD0wZQcLTeAe2/8FqCfpC/o6GHoKLHGlByNQeqO8snqDElp1Mn3RKZLmHHj0aUyCuCO+jdC\nWpKSoz5GczTETzpKOkBH6SixzVQcbUvu5xQc5ZPVmZLSqFPeYa2qVIvhwHWVbswblyDe+lIisgFg\nT1W3sp8vAbgM4BaAdVW9HuVChIzA5uZmcBhwLEdj+gnQUTJtmnRY6Sghtpmio+ysEtMUG7q+Dqmv\nsu1tdC2CxCKyCuAcgOIXWANwA8CWql7ofBGSJCkNKAHt/QR6cjTeYBIdJZWk5mhbLNehAB0lbuho\nR4w4ys7qjElF4iZPZnJ6D//IwyO6cxrAB0r7LnMUmADpOJoTEuGQ06uj8fwE6CjxkJKjviilKugo\nmQIpOdqUuTjKzurMsSZxXWO37vMh31HoGh4hIuuquiUia6WPTmT7FgDACnfeWHO0DiuOxghfoqNk\nivgcTakOBegomR9zdJSdVWKOckVa91R1tJfoO0gsIgsAu9XJ6pXsvzsisi0iW6q61/pihPSMSUe7\nDybRURJECgNKdJSOzpkUHK1jzo6ys0pMSVwX8lvsxI4605sqsL9fd9SjInKz8POVgpxrAJCNKj0B\n4BER2cn2L1T16ey4W1iOOu1EyztJDkuO+ig/rRl1IKneT4COkkik6GgCdShAR0kkUnG0CB1dws4q\nAWBLYt8kLaamIq93+FlVPV31QTHcQUSeAPABVd3NXkIvjkKdUFVWsMSUoz7MOBpUx9JREg/Ljprp\npBaho2RgLDtahI4ehp1VcoBVic11UjMixfKvAVgHsBCRHVXdEZGNLHRiAeBi54sQ0jMWHY24tBQd\nJcljzU+AjhJShI5682F/0WUR+SyA3x07HxU8CuDZsTPhgHlrx9eo6hfXHfTwA6/Vf/srv8d7zD/7\nvUvbrtGmKWHYT8B2WWPe2lHraIifAB01guWyxry1g442hI62hnlrR1KOpvJk9Xct3qxE5KbFfAHM\nW1tKcfceNNr6UxPApJ+A/bLGvDUnzFH6WYKOtoB5awcdbQUdbQHz1o7UHE2ls0qIPYxITAipgH4S\nYhs6SohtjDjKziohbVAAd8LePCeEDAz9JMQ2dJQQ2xhyNJXO6pX6Q0bBar4A5q0tgXlTQG1IbIAJ\n/D1HgXlrR0De6GeJxP+eo8G8tYOONifxv+doMG/tSMrRJDqrhfV6TGE1XwDz1pZGeTMSHjE2k/l7\nDgzz1o7gvNHPAybx9xwB5q0ddLQ5k/h7jgDz1o7UHE2is0qIOQyFRxBCStBPQmxDRwmxjSFHV8bO\ngAsRWROR86V9GyKyLiKXRGSjsH9VRM5nn50/mtqoebskIossjxtHUxsvb+XPLeWtsH+j779pm3wB\nWI44+baJQ0f7z1v5cyv5GtLPNnkDUO8nHaWjEfJW/txKvuhoGtDRfvNV/rzPfDXNGx0Nx+ST1axA\nXQDwgcK+NQB7qroFYEtEnhGRLVXdA3BNVc9kx11Dj3HiLfK2BuAGgC1VvdBXvlrmDSKyCuAcgE0r\necs+vlD4myp6+ps2zNci3//wfa+ZRUXqgo4OlrdBHLXqZ4u8LQDsWZpyfyzo6GB5o6N0tBV0dJB8\nzb6d2yJv5hw1+WQ1+8XdKO1eADhT+HkPwCL7A+wVzn3SSt6y/19W1cf7rmBb5g0ATqNQePuiSd5U\nda8g8Bp6FLjh7+zufgVw545/mzB0dLC8AQM4atXPpnk72B/iJx0F6GiMvAF0lI62gI4Oki9g5u3c\npnmDQUdNPlmtQlWvA7gOHIySLFR1J3+knYm8Wjh29LxlH5/ICuLCWt5EZF1Vt7L8DU7N7y0X+AKA\ni0bytZPvzw4cMlvmoaPx8zamo1b9rMnbDoDrD9/7mqfo51HoaPy80dHGeaOjHuho3Hyxndsqb+Yc\nTaazWuISgFPZ/3NptwBARG6IyI6q7hrIW3HGrR0R2S6GJozAQd5EZAFgrN9RFYd+bwCQ3aAvAtgG\n8PgouarI1xIF9m1IbBQ62g6rjlr1E6h0lH4GQEfbQUebQ0fbQUc75MuYnwAdbc3gndVsdGjV8fGV\nusIty5d+LxcE3QXwSOGQPHa+cQGNnbfs54WqPp0dcgvLUacdRxKD5Q3L31E+qvMEgEfa3vh6+L2t\nATihqluquiciB6NjY+aruP+hY49CJxqiREen5ahVP/vI2wGKyfoJ0FHQUW++6Oj40NHmjlr1s4+8\n0dFmDN5Z1Q7rDmXhDzuqups9sj4BYAvLF6dzVtGiEuspb7s4fCM5UXz8P2beiiEaIvIEgA+0HaHr\n4fd2GsubXZHGeevhd7ab788u0DZ509DRaTlq1c8+8pY7+tCxRyfrJ0BH6ag/X6Cjo0NHmztq1c8+\n8gY62giTYcDZL+8MgNVsFCSPN78MYE9EgOUozvHs+E25Ox3z0dGBcfO2kYUiLNBzTHrTvGXnrAFY\nx/IF/t5CShrm7Ur2e9tA9nuzkK/ifqgC+zbWnxoDOjpM3rJzenfUqp9N83awf+Z+AnR0qLxl59BR\nOtoYOtp/vrJzZt3ObZo3i46KGuk1E5ISDx97VL/5Vd/lPeaff+7d26p6eqAsEUIyQvwE6CghY0FH\nCbGNJUdNPlklxD7x1p/KRtbyta4OfsYyzOdgPyEklLjrw9FRQmJDRwmxjR1H2VklpA35+lMdkdJi\n1VkYzRnN1ioTkRtYvqtCCAklkp8AHSWkF+goIbYx5OhKlFwQMjMUgO6rdwukvFj1oYW/sXyXYJT1\nwQhJlRA/6Sgh40FHCbGNJUfZWSWkDaqA7vu3GqR6mvJVAM8Vfs6ngCeEhBLiJx0lZDzoKCG2MeQo\nw4AJaUmX9afE3mLVhEyKruvD0VFC+oWOEmIbK46ys0pICz6L59+/pdcfrTnsARG5Wfj5SmE9rMrF\nqnH3ZfOcfA0zQkgggX4CdJSQUaCjhNjGkqPsrBLSAlX9DzqeX7lYtYhcBXCpcOhqm8W1CZkzXf3M\n0qCjhPQEHSXENpYc5TqrhIxINtr0DixHlC5mEq8Xj+GU+4SMBx0lxDZ0lBDbdHWUnVVCCCGEEEII\nIeVRDwkAACAASURBVObgbMCEEEIIIYQQQszBziohhBBCCCGEEHOws0oIIYQQQgghxBzsrBJCCCGE\nEEIIMQc7q4QQQgghhBBCzMHOKiGEEEIIIYQQc7CzSgghhBBCCCHEHOysEkIIIYQQQggxBzurhBBC\nCCGEEELMwc4qIYQQQgghhBBzsLNKCCGEEEIIIcQc7KwSQgghhBBCCDEHO6uEEEIIIYQQQszBzioh\nhBBCCCGEEHOws0oIIYQQQgghxBzsrBJCCCGEEEIIMQc7q4QQQgghhBBCzMHOKiGEEEIIIYQQc7Cz\nSgghhBBCCCHEHOysEkIIIYQQQggxBzurhBBCCCGEEELMwc4qIYQQQgghhBBzsLNKCCGEEEIIIcQc\n7KwSQgghhBBCCDEHO6uEEEIIIYQQQszBziohhBBCCCGEEHOws0oIIYQQQgghxBzsrBJCCCGEEEII\nMQc7q4QQQgghhBBCzMHOKiGEEEIIIYQQc9wzdgYImSsisg5gNftxT1W3sv0bAPayzw72E0KGhY4S\nYhs6SohtYjjKJ6uEjICIrAJYqOp1Vb0OYC3bvwBwRlW3sv0Xx8wnIXOFjhJiGzpKiG1iOcrOKiHj\ncSETFgAeyf5dx3KkKWdPRNaGzRYhJIOOEmIbOkqIbTo7yjBgQkZAVfdE5CKAbRG5qapnso9WATxX\nOPQWgAWAnaHzSMicoaOE2IaOEmKbWI6ys0pIC77j2x7U527d8R6z/a9f+m0ALxZ2XVHVK4WfFwBO\nAbgkItuqeip+TgmZHyF+AnSUkLGgo4TYxpKj7KwS0oJnb93B//3+L/cec+9rn3lRVU9XfZa9WH5T\nVXcBPCkil7KX0POXzXNOANiNlG1CZkGInwAdJWQs6CghtrHkKN9ZJaQViju6791qOIHD8fo3sBT1\nKoDHC/tXVZWhS4Q0ot5POkrImNBRQmxjx1E+WSWkBQpgH9r+fNUrInJeRG4hG1HKRp4gIteykScA\nuNQ5s4TMjK5+AnSUkD6ho4TYxpKj7KwS0gKF4rbWx/J70zgc01/cz/XgCOlADD8BOkpIX9BRQmxj\nydHJhAGLyPMisi0iN7J/L0dKd1VEnulw/kaWn+3itMzZSMMz2f51x7nrVedmn13O9l8r7LvkuJYr\nD89neXhGRG4EHF+ZfuHzpyryuS4iT5X2VV7XlY4nn42+b2z2od6N2PUyS6OqbDrLeNXxpc+dTlf5\n6trv88ORZ++9pMKnyvuKxyff7+RQ/rNrPV/aNmry470ftKXOTzq6JDVHC58dlKOQcldIL7g+rqtL\nGtRVrvSP5Mf3XbLPtrO01jtc15VO43tAF+hoGFYddZWj7LOqus3ZpvWdG7NeqcnzoftNjYuN2/ZV\n9zNXPj2/w8btjC6YcVRVJ7EBeB7LmOf85/MAtlumdb7w/1UAz7RMZ5HnIUtnu7D/RuG4I/ksXrec\nBwDXAGxUXOtS9v81AM/X5GHVcV1fno+kXzhvHcAzxXxl+dzOz/Nd15VOTT6Dv2/s7Y1vuFc/9ckv\n825YvlQ+uhtjbha9zM6vKpvOMl51fCk9p9NVvrr2+8qsJ8/Oe4nDpyP3lRqffL+TI9+rdP0bpb9/\nkN9dtxA/6ejB3yQZR13lqK7clfNTUfaPOFRXl4SWZU/6zjq+6ruUXFwtONr0uq50Gt8Dumx0tJEL\n5hx1laPsZ1fdFlLee6tXAvLsrOOL13XdG1zOudJ35dPzO2zczuiyWXJ0Mk9Wy+jysfOt8shDIBci\nZWMDwGaWnz0AkOXCuGs4vJbQLbm7YG7OOoCtwrm7IrLIjluo6vXS8QsAl7Pjd7Lj1zx5aJpnV/o5\nFwEcypOqPpmf04Aj6TiI9X1boQDuqHo3chQjXrrKprOMB5TlSqddvno8bprnuntJ2afK+wrc371y\nf0j+sxHky7mHjvz0QoifdLQa447mOMuRo9wB7rLvcqiuLgkty670Xfmp/C6ququqF4vptLmuJ51G\n94Dab10DHW2PBUdd5chTN4SU917rFZ9DdXV86bqN2/ZN2sOe30OjdkZXLDk62c5qxjUATwIHj/Of\nycIoVvPwh+yx+TN5WEX271r2KP3ghd/CcZeynxdZmq4tl/CRQn7yRW+3sBQXIrIK4IRmLxwXWGA5\nUpSzi2VBXcNS8mtZfp4ClrHfpTRWcXcGrqo8AMCiEMZQvOkdOd6XfhYW0WRa+MrretI5cnzL7xuV\n/ZqNOLHg5RFqylQdLqcrffXsB9xeNrmuy6fK+4rru3t+J77851woVp5N/I5BnZ901ItJR7Pz6+qb\nC45Gm6tO9dXHlXVJw7LsSt+VH+93ydK9hsMTkjS5bmU6Le4BnaGjnTDhaEV5dNUNIeV9kHrF4VAd\nZRfbtu1D8un6PTRtZ3TGiqNTn2ApX9dnDcATqvp4JtklLEdiTgC4qKp7eUFR1QvZv6eAgwKRhw5c\nEJHns3N2ATztu7iIbGEpxEW5O5J6ObvexSwtYLlYbplHcFjsnAWWjcvHs7xti8iV4ihTVuB3VHW3\nJg+3ALwpO20by2mkK48vfa+D9LNdb87SebPv9wEsR6Ec161Mp+b44O9bl6+mqCpe5qhvW0b1MoSK\nMu7F43Slr679IeU98LpAtZeu+8oBru9e8mzDlf/s2A0cHelu5Xcb6GdnLDvqrG8c5S6nsux7HPLV\nJcFl2ZO+10XPdzmT/bvb8rqV6ZSuXXsPcOU7FDraGSuOlsuRq86rrXtc5/ZQrzjLfhUV1+3Stj/A\nk09f+yC4nVERXdIIS45OvbO6wLIwnsNy9KI8ecetwh/zMpYFuGp2qr3CzfmWiKyGFAJV3ZHshecs\n3S3cDX24COAxLG8o13C0UD+Howvm7mXbQSiFiOwAOJ3vy9NW1TO+PGSfHcgrIhCRNd/xVenL3QV/\n90Sk7leS/16OXBfLv1VlOq58Nv2+MVFw1LcDo3pZR7lMNTkHR512+er02FfeQ6/r8dJ1X/F+94r9\n3vsQlqFmFwvnO+8TTb5vKPSzMyYdDahvDpW7EpVl3+WQp/5uVJaxdKXq3uB10fVdNAtjlOXELI/p\nMkS4yXWd6WQ/h94DOkFHO2PC0XI5grtuqCvv8JwbtV5xlX0Ph67bsW1fm0/X70FEdh3p1/3eWmHJ\n0al3Vs9gGVf+BIC36OHQgdWK459zpHPk3RC5+06Li+u6jI9/GtkIlYg8kxXyp7B8SXoPy8pyNxvt\nKhasXdwd/QGWkuc3lMrCn32ny8hCQ3Kq8uDI857veEf6ZwCsZ9IuAGyIyAl1TFXtuW6TdPJKtev3\n7YDgDsI65+QIo3vp+tBVpgLYQIXTWDpb5atrfxW+itR13Uqf4LmvuL67Y39d/k+XvGvsdzfoZ0es\nOlpXjsrlroir7Fc6pMvw16r6+0JNHorsudL35CfH913y7+NqkDqvq0eXizhIp+E9oCN0tCPWHM3L\nka/O85X3/Jgh6xWfQ77rVrYzA9v2dezB/Xto2s7oiB1HJ9tZFZHzyF44zkYjLiF7jJ+NXOxiORqV\njyJdxN0b8Z5D9gNCwyTy9LNCnN9MdrLrPZ1dJ89Pka0szwehGtk1d+XuewWryN43y855B4Any6NE\nVXnIRqSQ/X7ySWR2Xce70lfVC4XrXMZSJN/L8a7rVqbjy2eT7xsbBXBbbUicEla89FBZpgKodFqX\nIbOVvlbtrynvTa7r8mkV1fcV33ev8n7Lcx86gic/Tb9vEPSzPZYdbVrflKisU7OnEJX1cVVd0rQs\ne9K/VZUfV+azv8utgscLADebXteVTnaZ4HtAV+hoeyw46ipHmS9VdZuv7smv22u9UlP2G9GhbV9M\nw1X/VbYbZPn0uFE7owuWHJ1aZ/VXZRn/fQJLaU4BB4/sr2WjL8ByhHAXyxGMd2SF5Hph5GQLy9jx\nLbhDikK5JssnGjdzsbJCtyZ317fK3xFAtu9UJsGFQp6LI5oXs+P2kHXyMgk3sBxlyo97U/adqvJw\nPfudvBnLSrM44nXk+Jr0K5HlWk9rAE7IMgTjTM11j+A6vun3jY0CZkacEsCcl1Vl01emqo7P0sl9\ndTqNCl9d+31+OHzyXfcIrvuK67tjOers8qzye8lyVD70Xd9G94NQ6GdjknC05vjKcldXp9Y4FFyX\nuMpyTX1fWcdXfRdVvSLL0MP83bzvzzoiTa9bmU7Le0Br6GhjTDnqKY9Add3mbNMWHa06Nzumc73i\ny7Onjnddt2nbvml7uOp32Kad0RpLjooaeXl2aLLRh20txIsTEsrXv+E+fe+vfIn3mD//lZ/YVtXT\nA2VpEtBLEoMQPwE62gY6SmJAR/uDjpIYWHJ0ak9WCRmEfQhexrGxs0EIqYB+EmIbOkqIbSw5ys4q\nIS3ZNxLLTwg5Cv0kxDZ0lBDbWHF0tp3VLE6dIRKkFZZi+acEvSQxoJ/9QUdJDOhof9BREgNLjs62\ns0pIFxSC20p9CLEI/STENnSUENtYctRGLghJECsjToSQo9BPQmxDRwmxjRVHV8bOACEpoiq4oyve\nzYeIrIrI8yKyXdieyj67JCKL7BjfwtyEkApC/KSjhIwHHSXENpYcTeLJ6kMPPaQnT54EAOzuHl3u\naLFYOM/Nj3cdU/7cd3zTa3ehLt8xOH78eG9pp8r29vazqnqy7jgFcLvbLGmnATxWWONro7C4/RqA\nGwC2+lonNiZFPwFbjvbpDx0dhxBHI/gJzMjRujK8u7vbyGGXG0PWofn1+kwfoKNV0NHmlB0dkyHr\n0SGgo0dJzdEkOquf/exn8c53vhMAcO7cuYP9m5ub3vPyY6uOK6YDHJVzd3f3yHlNrt2Gcp4A4C1v\neUv06xQ5e/Zsr+mnhoh8LPDI2hElH6q6VbjmGg4vOn25ILN5in4C8RwtH1N2tOxG2R86Ok3CHO3m\nJzAPR0McOXfuXLDHdY4Wjw29flPKjvbtJ0BHy9DR5pw8eXKQshpCk/tDKtDRw6TmaBKdVeBuhVnX\nqN3c3KxsUFZRTKvunKrP2whddY7r2kPcKK5evUqJW6AA9uNF0a+r6tOFn09kUi8AIIUKt9igDW0A\nh5KnVz6nrhHdtlFMR9Mnsp8AHfUS6miMetR1fJP8kvGhozbp06MpdoKnjCVHk+msAv4GY/5ZaAPV\n9Vmx0g2VNmTkuZy3MRu/pDsKwctaGx7xqIjcLPx8RVWvFA8QkXUcHmlC4ZidLL5/Kw+hsExdma76\nvE15L6cXcl8IhY5Og0A/gRk6mnsREnEENO9EVp0Ty/26NGOl3RQOKDWHjqZD2wElS9DR5lhydBIT\nLLmeuuYdTp84rs/L6VVJ2uZpjYu6p8Z9cvXq1VGumzr7uuLdADyrqqcL25WKZJ5EQWAR2chfPs+4\nhWzUySp177MUK7qyUyGOFtMoEuKLr6Mcco1yWnQ0Her8nJujrkGeon95GS9uoY7mtH1CSkfnBx21\nxxBt3bGgo82x4mgST1YXi8WhWP7iqHDd05Wqc4r7irgkdVXUTZ681l1nbDjq1IzlYslRxnpOA7hU\n+HkXh0efTqjqTowL9UldOG6IP10ddV07BDo6LSL6CUzEUaB5HVcmxFHfdWPVoxb9BOhoE+ioTbo8\nFaWj08KSo0l0Vsu4nnj6wnHrKuMmYoWGF/YR+tQnlDic5WLJnWdJy7l1kK7qTjbitMBylOlirIuM\nBR2NBx0NI7KfAB09+KxteHzVgFBI49ZiSKEPOhoGHbVNkzldQo8haWHJ0SQ7qy5C3lFt8wSlXKnW\njQ7XPelhYzh9VNF5lrRlOnqqYt9kJ4JIwVGSPrH8XKZFR8uf9eFoXWeWTAs6mh6uwaUUIpOKsJ0b\nhiVHJ/HOahPK77QU38dpOmrcdiSYFfAUEOzXbKQdbd87i+Vok/fzxoDv3YRQ7ycdbQ8d9UNHQ6Cj\nFim67ZtYqarN3GaC0rGgoyHYcXR2nVUfdRWw712dMSd2iA0lrkcBvKz3eDcShyaVXhtHU/SWjvoJ\n8ZOOxiPme250dB7Q0TSom4CtuOXHFM+1DB31Y8nR2XZWy5Wfb+So7rjyO7RVApePsz7yRIn9KAT7\n6t9IN9o2UJs66jrOsp8AHfUR4icd7U7bp6t0lNDRtGg6Z0QOHU0XS45y2MpDl9Hc1GL4q2Bcv5+I\ns6SREaCj04Z+poMvFLj47mqKjhI3dHS65N7S2bSx4qiNXIxELInajhz1LbH1Ea2UyWdJ822kO74l\nL5pg0QXr0RUpE+InHY1DLEddjOlIDEf55KYaOmqf0DZqlScp1W10tBpLjs66sxpKUUTXUhflSZpc\nYcVD07WypcTVKOoXSybjUPXE1KKjsSajoKNHCfGTjo6Hb7b88jtyoef2AR3tDzo6HcoDVil1VHPo\n6FEsOco7QQNC12S08qK5a9bjplDiau5AvBsZnpDyHToZxBDhS3S0P+r8pKPjEOpo1f/p6LSgo7Zp\nU85D1k62Ch09ihVHZ99ZbbqQuevcJiPAQ84cHGtkmhIfRlVwe/8e70biEOKoqwFZ5Wjdeqwh14xJ\n1f2AjnYjxE86Go/QOi10wLf4hIaOThM6ah/XJGdlXNFMY8FXbOJgyVHeCTKqwo7aVpIWKteq65Yb\n6amNellCAa4BNyDFMjxFR4vXLjbU6Wg76KctQp+IFidTCu3YDkkxfwAd7QIdnQYWn6QWX/tpmidO\nWngXS47O/skq0Hxtt1RHbLqODHNUuIjgjq54N9I/VirHvqCjban3k46OR9s61ELdy3o0FnQ0dSxP\nqtRl4jc6mmPH0V6vIiKXRGQhIqsislHYvyEi6/m/feahCaEd1rZry00BSrxEARMzpHVlqo62SZeO\nTocQP+nocISsax6SBh2dDnQ0bayF/pbhLN7dseRo32HAawBuANhS1QsAICILAGcKP98AsNVzPlrj\nm7UQcI/eWJIWiBtSxTCJu4slT4DkHQ2Fjs6HCfkJTNDR0Nm46eh0oaPpYn3d41ihyXTUjqN9d1Yv\nq+r10r51AHuFn/dEZE1Vd3rOS2NUFd/99rfjXz73HD73oQ/h05ubgGrQBC0W3mUJnRyqDXOXGAD2\npxFFn7SjLor+WQpNKtOno3NnIn4CiTt6W/fxruefxesu/Qj2/tkWPvPr//vYWWoEHe0POpomFsu9\nxXfcp4AVR/vurJ4QkTUACwDIZF4F8FzhmFvZ5+YEfvaVV3Dzc5/DygMP4ME3vAEv/OZv4uVPfGLs\nbAVBcftFFbi9b0PijiTtqI+6TuqYA0pDTPA05wGlCfkJJO7ob7/0Ij5++2WsvOpVOP4ffhc+8xu/\nCbxyJ8g/Ojpd6CiJQd/RGHTUhqO9dlZV9Ur23x0R2RaR4BAIETkP4DwAPProo31kr5YHjx3Digj0\nzh1ABHc+8xnnseVZAoHxQiWGmp1t1hJDJrFgeVtHLfhZpMq/8udA9YQQYw/i0NH4TMVPIH1HTxw7\nBsVygoxX33MPcGf/4LNyXeWqR+no9KCjdhxNFbZ1+8WSo73lInuh/KnCrnxUaa906AkAu+XzVfWK\nqp5W1dMPPfRQX9n08uqVFey+9a14/v3vxx+/7W3ezqqvQrUchtiVOb+E3mWh5Gwihuezii3fnso+\nG2RShi6OWvAzJ2RNNd809lNfk22ujnZdzJyOxuF1996Pv7H6KJ77n/8XfPiHf2Q5XF+B9ffg+oSO\n0tGx69GUGeKeQUfHdbTPJ6u7OCzmCVXdEZFdAJcK+1ctx/D/4k/+ZHBD1lXZFhvDQ0hVXquu72vO\ncdRJIXhlv9MsaKcBPKaqe8BSWlW9PvCkDJNwtO6papGQDisdTZ8IfgJ0NBp/7v4H8MKNX6s9LnfB\nN/nSUJ3ZJvcV0hw6SrrSZT1VUo8lR3t7sppJuSiMOl3M9u8BuJb1ptdxWGaT1Epw7PAfs9gIHXod\nKtc1WenGZx/i3Xyo6lZB3jXcrewqJ2XoI/+zcVTkkKNlH8oVHR2dBnV+0tFhCXXU5cKQE6ZV3SP6\ndnSOT27oKGnLGHUoHR3P0V6DkVX1erY9rapbhf1bxa3PPMSiqqJdefBBfPkP/1f4qv/uLTj+V77z\n0Gc+afqSqur9n9A8dWVuEqsCd1S8WwPWCyOurkkZeiGGo8ePH+8re42ocvSeR07gdT/yw/iqt/4Y\nvvhbv+XI58WBpar9sal7x4aOxiHETzo6PFVl/t4v/zJ8xdM/gtf94x/Fq9feeLC/qrNY9Vlsik9w\nh35aQ0fpKKnHV4+ywxoPS47aeHO2BisSl6V48A3fgGNf9EWQlRU8/KZva5zeECNBQ1a2s5I4C4/w\nbQAeFZGbhe18OZ1sxPXIO9upYSXEtNzA/KInTmHlwVdDjh3D8e/89kPHukIOi09whvCTjsYnxM+5\nOWqFcpl/6N/7Vsj990HuuQer3/Udh451hf4Ww//6wtVpZWM4DnSUxIL1aD9YcjSJzqolikK89IlP\nAgD2X3oJL//RHzc+P6fPp6xDhxbORWIgKAz42XzyhGy7UpHMkzgscNAEZMRP7tlLH/tD6CuvYP+l\nl/DSx/7wyHGhkzP1wVjLS83F0cDwpdk4amVAKScv6y9+ZBd6e+noi8989MhxZUd9c0IMAR2NBx09\njDVHrZLCGupTwYqjyXRWLUmci/LyH34Cf/yTP4VnN6/jj//7twWdO2TDt+/1p+aMAthX8W6BnMZh\naa8CeLzwczKTMlhyFFiW9y/8fx/Gn/z0ZTz7vmv41M++K+i8EJfa4EqXFW58Qvyko+OzubmJz/1f\nH8CnL/8cnvvFX8at910POm/oepSOxoeOVmPNUYv0VUc3YQ4DSpYcTaazCtiSOA87ePmTf4TPbX8Q\n+tJLndLrIpq1inQOEkODwoBDuXWQbOKTMlhyFFh6+u5LT+NzH/wt6CuvdEqLjiZEgJ901Aabm5v4\nhR/5Ufz8m/8b57I2RVzh+10ds9AALkJH6WgKjF231UVe9AkdHc7RPpeu6YWzZ8+aKiBNwxGOPfQw\n8MoreO/P/5x3UpfYa7aOMVFESjfcpihQOwtaUDqqpyr2JTHpmAtrjgLNPL3n4eN458+8Da86tuJ0\n1OcTHR2fWH4CdHRIQpeL+U8v/G387Nt++sjxoY3WNo6OEZlERwPTmqCjKVGuFxWKzx57Ea++cx/u\nQfulT5p4OlbkIB0NTKujo8l1Vq0S0hh+6Ilvxsnv+qsAgN/73IveirnN+2xV6Y0Z+jtliQE0CX8g\nRqhrDD/y734HHvmWfx//+MN/gr/52KPO49u+b1pOb+zQ/Ck7Sj/TpM7RL/3LZ/Hw15/CT/zOn+D8\nn3tNsKOhrtHR4aCjbqwOKJUprxkOAOf/+T/Cn97/Au7dP4a/8uwaXrV/X+N0XfeAsX2cG1YcTbKz\nalliX0W7+s3/DlbuvRcA8NNbv45/8h99Z6MnPk0qUCtCT7WiVQCv7CcVRT8oqTp6/NRfxMo99+K2\nKv7fFz6PL3/1fcGOhjaOrbg5ZehnPak6+vA3nMbKPffgCy/fxu995kX8xZNfFORokwEmOto/dLQe\ny44WKfp37FX34pP33YKIQAT4k/v28NiLr2mdZgqwnds/NnLRAssFwyXZZz/0W9h/+WXsv/wy/uxD\n/8+hWPv8HZzi1pSQEEUSB0W0l84nS5KOfvhD2H/5JezffhmbP/nWXhwd+x2fMik0hpoS4icdTdPR\nz+1+GPsvvwTs38HP/Lf/qHJ98Rj1qCXo6Hyx7GiZzc1N/NK7fhEv/O6n8MrnX8YXPv8FnLz90NjZ\nGgQ62i/JdlaBtCQGgOf/ty184h3/Az7+tp/An33ogwf724Q7tHmXbgiqGuNTlBgIWrpm9qTm6J/+\nr/8UH3/P2/HRtz+Nz//BRw72xwhJoqPDEjjl/uyx7GiVK5/4p+/Cx3/5Mp65/ON46VN/BMA/CNTG\n0bGpygcdJSkgEPznq38Nf/kLp/Hr3/0efO/G94ydpcGgo/2RdGfVMq4K8qU/+iRuf/pTR/a7Kts+\nJnLpg3L+p94YVl2GR/g2YhuXWy9+8mO4vXfryP6mjlp8iurLz5QcDfGTjqbBEb90H1/4xB/glc++\ncOTY1B0t5mfqHVY6Go7lAaUqjmEFX/Lyw/jFy+8C0Kytmjtgycsm0NF+SP5OkJrE97/udbj3ta91\nft6mw2pNalf41ZQkBqKtszp5knJUBPcvHsO9rznZ6LRQR8d8qhryzvuUHLUSvpQCSTl6bAU/+t53\n4Wfe955Gp4U42jZ0uA+s5KNP6Gg4STlaoKlTxeMttm/nhhVHk++sAjYlrhJs9du/HV/6t38AX/aD\nfw8Prq01OncOFVdK8J3VZlh0FDhakT5y9q/jS3/g+/Bl//Dv44GveX3lOW2iIIrnjsWc7iGW3rVJ\nBauOAofL7mv+7t/A21/4GH7shV38xPveXXl8W0fHbhyHODqVASU62hzLjsYm5fqKjsZnEp1VwJ7E\nVaI9+IZvxMr992Plvvvw4Bu+0Xt+VaVpvTEcwlQkBoA7uuLdyGGsOVokd+vV3/B1B46+6mu/xntO\nW0fHIvTeMBVH6/yko0dJwdEHvu6rsfLA/cDKCn745694z6GjtqGjxEeT1TKsQUfjMqk7gbWKtvzU\n5oV/8RvQV17B/u3b+My//D+D0ihXtpY6rG3fLZiCxKoMA54in/kX/8fS0Zdewue2P1h/Apo7OuTT\nmypH5/D0JsRPOpoem5ub+LPfuAm9fRv68m184YO/E3ReGweGgo7S0SZYa+f2TcohwXQ0Hkmus5oa\nxYrnP/ne7wX272D/819olEZVRVa3plzsCjnkRhF6zSmsS6WsSBtjed24vOx+9/d/P/Zfegn60kuN\nzk/F0VBSd5R+tsOyowDwtu/6j/GC3sEPfM/fhL58u9G55WWoivvKx/XZoU2t0d0XdLQd1h0l08GK\no5N6sgrYH3V638/+LN738+/qlEZxMoi642LByrWM4M7+incj1Vh39L3veAd++d3V78KFEupoTOho\nkXo/6agby46KCFZX7sEv/+J7av1yTe5SfJo5tKN1njbJT9odFjraBcuOxqboRGr1HB2NwyTvbZXT\nwQAAIABJREFUBClIXFUhrTzwKjz0F57A/a/9cgDAO97zXlx828/hp36hulL+nr/z93H8674Jxx54\n0Jl2jNCJqnd+YlTwKUusYBhwF1J19NiDX4yH3/hNuO/RLwEAvP0Xfgk/9FM/h8vv/qVKL/7WDz6F\n4//maazce39t2l0oP9Wdu6MhftJRPyk4WsW9Dx/H6hv+Ldz78AmcO3cOn/r8bbz5p34OP/ue91Z6\n8Z/9g/8aq1+zBjl27GBfHx1YOnoYOkqaYCl0vyl0tDuTDQO2Gibh6zh+xff9Xdy7egIA8Il3vR1P\n/6vfxwNf9MUQEfydr33NIVk/9bnbuPyBT0CheM0TZ/C7v/CjR66xubkZZRSqmE4xDzHSTzbUUJfx\n/GR6OMv0ygoW3/cPsHLfsuP5B+/+KfzkzT/AA696NVYE+ME3fCkeuGflwJGPvfAS3v1bfwRA8cg3\nfgs+cvWfVF4jxtMdl4uzdZR+Tp6qcr1y/6uw+Fv/JbCyAug+Pvben8HPfPAPcf999+P+e1bw9974\npTi2Ige+/c6zn8f13/lTqCoeev0b8fFf+fkjaecODeVom2vR0XlitZ3bN0NHRMSAjnZjkk9Wk0QE\n9z36Gqzcdx8A4IGv+Cqs3P8AXlHgxS98Af/F/8/eu4f5cZV3nt+3uyXZsiW3WpLvtuwWtoGAgVab\nS5hMAm4lkzDJLkGWZjMkJJBYZHZmkhnmsSA7md1sLiCTy2b3mQ0SJJOdMIGWNMkkEyYQN0kIAQKW\nGmNuBlvtC75hS62WZOvW3b93//hVtaqr63Lqfk7V9/M89ai7fnV5f6361DnvqVPn/PKvLOu69PyZ\neagqBletwep1GyBDq1YcMlwAhgdyyPPUtYoJm1282So4GnBRXLtxD16yFoOXrsXA6jVQVVx2wygg\nA5jvKc6eO4+7f+HfArjo3bMvzgMiGFi1Bpdsip5bOexilKNZqaKblGuOmvhJR9NxzdFV64chA4MY\nXL0GIgNYe93NUFXMK3D63DzOL/aWbf/UC/OQoSEMrl6DtVffGHnMKEeLUFUlm452E9ccLQvXugO7\niE2OtvpOYKPEsQWVKmY/+2moKhZOzeHUA1/CqYe+AgA4//yzOPOdmWWb/9q/fTcunJqFquLYVz4L\nXcg30ET457zH6B52dI1wHZccXTzzAk5+9TBUFReOP4cTX/kSzjz1KADgxScexvljzy6r2P7f/9sv\nYuHMaWivh+9+8a8yx5E1YY2aTL27jtozP5zr2OgoEO3p+WPP4sUnHgEAnHlyBie++kWcn30eqooT\nX78fP/P2n1jmxthVa7F49gx0cRHPfu4TxueOa1wyjTnPvu2DjpaFrY6aUOT6d80f1xqUbHJU1JZn\nvAmMj4/r4cOHc+9v6wUSKZnI8ufu4d/Tti9IXEU9a2GcBxtuuCJyRFXH07Zbe8u1esvvvCtxmwd/\n9NcSjyUiwwB2ApgBMKqq+731ewHsAzALYEJVD2X4CrVT1E+AjmYhybEyR+yOwhVHTfwE6GgWbHUU\niLjuG3S0jOnl6OhF6Kg5NjsaR9SYKFm2N93PJuhodkdb/WTVx4YLI4pIucIFZloBWnJjg2mLb1mD\nQwRx6UarCvR6A4mLAQdVdb+qTgHYHlg/BuA+AHttL2DbTuR1bpGjSXTZURM/6Wh7sMnRtDI0aqCl\nIEWdpaNL0FEHSCunTJ+eutRTgY4uYexoawdYcoW6huSWwSFs/J7vBaA4/rXPQ3uLRvvFDQgR5oot\nr8BPvfsXcOrcAtZfkv+ycukl9CLdH0RkAsCc/7uq3hX4eF/XClfbB4qow9OBVWuw8RVvxOL5M5j9\n5heNKtBRc7uGfw5S1uijLjhatHsSHV2OS44C5Q80CACDl16GkdvfgAsnZ3HyoWmjfbI4WlbjEh0F\nQEedIssT1bR5zKMGBCX5sMXRziSrLkhctAtuEte+8X/CyMteC0Cxev1GPP33/63wMf241l13K279\n4Xfhc4+exoPPnMG/eOPVhY7rSkFbsDF+FFgSebh/vCVpR0RkzN+mKwWuC44C0Z6W4eiN29+OdTfc\nCqhiYPUlOPbA32baP6qAjqsod4ESHpbR0RCuOApEJ4ZFPb3prXdjzeZrgd4ioIqT3/pypv2jRjF1\n4UlQVdDR8nHJUROi3DV1xuaktSP1XKAkRzvRDdjHhQsjijK6860Z3gwZHIQMDmHNFZsKHSvc1WL1\nuhFcuHAeCuCF82ZPbF1HISZdIzaJyOHAcnfgEL60U56gu0XEF3a/qk5769/n9ffvBJ129IqNGBha\nVdjRuO5QXRrB28RPOpoPVx0FildaV63fgIHBQWBgAKvWj+Q6Rl2DK9FROtombEw4i0JHzR01erIq\nIq8GMKeqj4XXq+oDmb59w7jc6lTkic7Tn/tz3PQjPwOo4pkv/EWpcZ14ZBobtr4Gl268Bj/26utL\nOaYLrU4GDU7HEl46nwGwMfD7HIAxv5VJVe/11s+i3+pk1ueMNEoRR5/8zH/Flu1vx8L5M3hu+tNl\nh1Y6tjtq2CBMRztGEUefuu8Arpu4CxdOzeLEV/+h7NBKh47S0TZRZpd+W6CjZo4mJqsi8hoAn/ZO\nNuyNHhW8Uj4dCoLUjOm7dOeOP42H/ujXK4mht3ABv/5TP1D6ca2WWAEt1pd/CkDwP2wYfUmH0ffN\nZ0RVO1XAutygFIWpoy8+fRTf+P9+pfIYysRaR4v7CdDRWLrq6OmjX8NDR79WeQxlQkcB0NHWkGf8\niKwjDhMPixxN6wa8H8Cdqjquqi8B8GER+ZSIrPM+d3ISLCtv3CXQRgFtvtlqTxKXxH1V5wBMisjd\nXpeJfao648k6KiI7ROQeAHtq+CrW0WZHm/C0ba3RJqT5SUeLQUdJUehotbTVUZ+wq6be5p0nuSpc\nrufW5WhaN2BR1aURBFR1SkRmABwSkbtg/ITYPtre6pQm39DlV+CqN/wwFl48hee++Cno4vJ3Tdde\ncxM2vur78MJ3vo0TX/9iZfG6TNEXz+NeJu/KQBBptNVRoJwBX9Zdfxs2vvR1OHH0AZx89MGyQsuM\nrU9uypiNhI4mQ0eT2XTNq7Dpmlfg2Se+hLljD5cVWmboaHdps6M+RQZT2/TDr8b627fg6YEXcW3v\nskriM4GOJpP2ZHVKRN4vIjcFDj6D/uSuH4H34qyr2HhhlIXf4hTX0rTlLe/Ahpdtw6ax78embW9a\n9pkMDmL0rbux4bbX4LrvfyvWXntzHSHHYuONVtHvHpG0EJJG3qc4Q5dejtEfeic2bH01bnrzT2DN\nFZsriM4c2xw18ZOOEhPyPr1Ze/mVuPU1d2Hzda/Cy1/70xhatbaqEI2go6RLpNWBAWDd7Tfihp+7\nEyPf/3L854GvY7Hh5290NJ7EZFVV34t+V+DR0PqTqroTwLsrjI2UTFDcgVVrIAODgAgGV1+yfEMZ\nAAYGAQCqisFVa+oOdQW2SQwt1g2YmNHmBqUoTJNXGQh0ilFgYGh16nGrxipHDfyko+XQNUcBM58G\nBlcv9T0TSL+8bRg62k266GiQuHJ14JKAo0MDUAs6i9LRaFKnrlHVR1X1r4NPV/2fVfXDVQVWF12Q\nONwtYnJyEv/yzbfjmstW4YXHH8Jz9y8feVQX5vGdT30MZ489g9mv/QNOP/6t2mOOwiqJAa/ZKWEh\npdBVR5MS1/kX5/DUP/w5zs4+g2cfmMLZ40/VFqszpPlJR0ujK46Gn7AmOfrCySfx5NG/xYunnsXR\nr/8Z5s+fritUd6CjtdEFR9MIOjs5OYmT9z+CY/c9iDOPPodH7/1zDHVrNk8zLHHUaOoajx0AfjPi\nZ+fpQp/+MFdfthrvuv1K4PYfAv75DwFY3sf/5MNfxsmHs0143i3YRalOuuioT7gy7Ht67Oufw7Gv\nf66JkGKx570b+lk3dPQivqNPfHsKT3x7qomQYqGj3aXLjkYx+fHlU+Hs+twuKwZXo6MrydKMIDE/\ntwI7LozqMOlemFfSOuW25kbLbsCkZNoyCqkVjlrUfYmQNOr2no4S0sfWMpeOLidLsqoxP6fiDU08\nEfp9hzeU8UTSvsQORr7nDbhl57/Bptu/r+lQ7JAYsKJrRFm44GjbG5SKcuW2Cdxy17/B8C1jTYdi\nh6OWdF8qCzrqOoKrv+/HsPWf/SLW3fSypoOhoxVAR92ECWsCljia98mq+U4iw+hPCDvs/T4GYLuq\nHlLV/bBo/itKHM3qdSO47vv+Z6y98gZc84a3YM2GK5sOyQ6JISmLG9BR91l71RZcue1OrL3yBtzw\n5l0YvKS5IfjtIc1POloFdDSa9VtfgZFXvgFrr74RN/7Tn+4PZOjR9DyPzUFHm4COrqQtPZvKxw5H\n63ibeBzA/YHfJwAcDW7gSW0FXZc4SlbV3sVfBCvmZO1sQdtLWdyBjjpEpKOLC5BgoaHLL8AmHG28\nQSnNTzpaGXR0paO9xfmlep32erDhsSEdLRWnHCVuQEf75O0GbISITKhqeHSBOQAbA7+PeIs1sKBd\nXtDOvzCHx//qozj56NfxxNTHceHU8RX77Nq1q/YKcaMSKwCV5MUBXHW064QdPXvsKTz52T/Fyce+\njsf+xx9g8fzZFft0KmE18ZOOkgoJO/rCYw/huS98EiePfg2P/emHAF1epWqiDAXoaBm46GjX67ku\nQUcrHGBJREYBzER8dADL520dzhADqYlwQXtq5qt47BO/j5OPPJC4n1/g1lXoNpmwai95sR2XHWVB\nu9LRE9/8Ih77xO/j9Hfip5rqUqNSmp90tFro6EpHj01/Bk/89z/AmWcej92nSwkrHW0WOuoOXXc0\nS7J6KObnOMYAjInIDgB3ALhDREZVdQ7AHhGZ8LpEzAA4HN7ZeyH9sIgcfv755zOEWQ6UuPhL53VV\njJtrdWq+takguR1t2k+AjgL5He1Eo5IlLcIFoaOOk8fRzrxaQ0fpKLEbSxw1TlZV9VEAEJH1AI6L\nyHrv57jtD/kL+pLer6oz3kvoY16XiRkAM57U4f33q+q4qo5v3rw56/cqha5InFQwlvHCeVPdm6pG\nNHmxnSKO2uAn0B1Hkyg6METdiWtdpPlJR+uBjmZ3NGre1qr9bKJBiY7a4Shxgy47apysisgHRGQW\nwBFvmfb+TdtvDP0XzXcFWptGvWG8d6rq7nyh10NXCtqkwrCsUdKqrBTXLrEK0EtZHMF1R0mfMjxt\njaMmftJRUjOmjob9C+5TZdJKR/PjsqNdqee2ga46mqUb8A5VHVHVW7zlJap6S9pOqjqtqttU9S5V\nnfHW3auqU95w3qRhwgVh1Ulr8DxlFrz1J6wpiyO47miXCloTb8p0tGzqLWgNFkego+0ij6OTk5NL\nTlb5pJWO5oOOkrrooqNZktUpEdlSWSQW0wWJo7odJW1bVuJa9rxWVklMaqMLjoapw1GnE1ZLClnS\np0uOmiSTaX6GjxF1POe77tNRq+iSo8QQSxxNTFZF5BEReVhEHka/e8OjInLcW/eIt74TdEHiLAlr\ncJ+i78s5iaJw1wgRGfYGWJgQkbsD63d463Z4XYiIAV101HSfzk12buInHa2dLjgaJEsZGudoWuLr\nbIMSHSUkN11zNO3J6jb0Jzoe937egP5Q3OOBz0iLCBaYUYVnsBtisJC0KWGt68lNCS+dH/QGWJgC\nsB1YGgZ/u9d16BCAPdV9A+IieV3Lm7S6WhkuaWAIOkoyQ0fNoKP20bUGJZfpkqOJyaqqnvQXAO8N\n/Q4AHzAKsyV0TeKoAjDcChxOWCcnJ7F63Qi+5yf+A171rnux4SVjWDtyPcbu+lVs2/UbWHfVS2qJ\nvbZWp5xdI7xWpKWRAVX1Lu/HZesBzHkDNxADuuKoaYU2zuFLR67F7W//VbzqHe/HuutuxfCml+CN\n/+RX8YYf/N9x+frrjI5TlModLdh9iY5WAx012/fya7biVT/1G7j9J38NazfdgI3Xvwqvf+v7se0t\nv4w1l21csQ8dpaNl0RVH20BXHM3yzmrUI9rtGfZvBZQ4nXfu+QBWXz6MgcEhXPu6H8W1r9yOoTVr\nMbhqDW54zY9E7uNiQVuwtWkU6IvsdYHY4a0fBnA8sN0slk8sTlLokqN5vXnrz/8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5AAAg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\n63rfr6LLQ6q87xrVSWIAYXqbVtjJE6zlhs4yrB7Xrme2STw6nRsY/ikse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TFVHXdsMyYi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jo5q3EhptXPmnJNWntA0FFCgpMnRx0LqyJytrwBeH/VZwD4qKdoklRilQBWt9JYjatpwXy8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HQ6/jXytsfxVdmQonZ42T138/bP9kvisTspBl/efg9et+FGf1r8A3Dn8Ozx//9oL3TRwt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\nxV/ila8+BG21cPzAQbxqyfJeJ6sS6Gi5ODlmNYi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wwgsP4msPfxynT5/ovmRPoKPNpAmO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\nDR3Nlso0VnXE/bTl3DNPozk9jeb5aZw7+FSkNJKEKBUldtJ3C6ogsQgwK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etx/RvvREdX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Mluxqm44A7ETkQlUvROTYNZ3YAXgy+ySkGOioP7EmM6ejpATM3Pw2oKOEvIOODuxv8SajjYj8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\nR+dCR4dpl6H1uho6Og4dnQcdtYkVR5Mnq6p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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(12,4,figsize=(16,50))\n", "#kk=30 #36,34,32,30\n", "simin=40\n", "simax=80\n", "for mon in range(1,13):\n", " iax=ax[mon-1,0]\n", " kk=26\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_ylabel('Month='+str(mon))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)\n", " \n", " iax=ax[mon-1,1]\n", " kk=27\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)\n", " \n", " iax=ax[mon-1,2]\n", " kk=28\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)\n", " \n", " iax=ax[mon-1,3]\n", " kk=36\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','k','k'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=d1.loc[(d1.k==kk)&(d1.Si>=0)&(d1.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HQLqxlh9zD8wyBGvnpI8c3ZfoqF1SX4tpk7Pcs1CGAnSUjpZHSq+F1LEhLEJH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0tBR29TmqNFFFbbNSMh4vg81LYz1naCnsqcm9+lEnkNmdrnTkIRvNF4iVX17HpPu0m727VOT6zX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\njUmU9BeNiBV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x5czStcFFGB14PJ7pC7VLCqzV0T7HiJK2xxjMBZr9\nxNH5GKOSKZKjRXC0PziaJmWDjkXzk2fdcYji6NR9Vo8kPZJ06u63JcnMDiXdKHx+JOl04jh60zRq\nYV3tTaTEPmZ8tOl/OVnyCkje0bZEnrNxbJ+27uiK/JRW6GhVf8/IjkrjeoqjOJo60fyUxv0NwdE4\njk5dWL3n7g/31h1Luih8vjCzI3c/mziWXtQNnBQ5IdfFNdabqKjXPgfuWstIhck7WkbxYThqOsXR\n6ViRn9IGHI0Kjk4HjqZLNG+jV3KlSiRHp35/e83MjrImEHnTiANJnxa2eSrpcOI4BtG37+pSmVDf\ngaG6svUfhOdutUsirNbRpgGKIsx9XCRiU6qUafITR+elT7rG0XWDozCUqQuqW3c9iqOTvll19/vZ\nf8/M7ImZtW4CYWa3JN2SpNdff32K8FrRdd7GsrewS49eCOOzax6RRn+aOvo6GsXPnCZPm0YTXquj\nW31zsxY/pfU4WkZZv7doeaiEo1OAo2k4Gpm58m8cXZ7JoshqmN4rrMprlS72Nr0m6Xx/f3e/7+7X\n3f36K6+8MlWYoxH1Dc7ULP0QsRQu6fv+hdqljmwghs+yjC1f3su+m2VQhiGORvKzjV/FuRv7HiNV\ntuhoGz9xdF7atESKUDBdgi1eM47GcxSqwdFlHZ2yyHyuy53Jr2Vt9R9IerOw/iByG/4uTX6KtTz7\nzYX6zJnYh/3Mfo5zblFiZTVOdUsD1yV91d3fcve3JP2Eu79fGJThNOsDc2fCi9iko/t+4ugaafYT\nR+dliKP5+jkrlXB0anAUhjH3uBQ4upyjkxVWMykPC7VOd7L1F5I+zErTx5LuThXDUuTilGWuSz0M\nT33e7UncPFlyHZmgF5JkZkd6WeNaOijDFPGvzdEuD8M4un6GTmaOo+PTx9H9fad2JT9+2e/Cmltg\nLAGOQl/KZuTA0fGJ4uikjZHd/WG2vO/up4X1p8VlyhjGouuDXlOz4CmEaupojsTj4a4xJ0o+LtS4\nzjoowxiOvvrqq1OFtxg4mjZt/MTRZeg70NLcblQNpjRlHFuqUMLRy0RyNDpLjv6Lo8s4GqPnbANR\nJB5rqPqctb1N2ZTEajVC2utm9riw3No/TlbjeqXPdmpEKWT1abZfdoymbcYER8enjZ84uhx9utbs\n7z/1m5T9wZ/mAkdxFNqBo9MSydEkCqtSHImHJtKy65jyDc4StdFboUXTiE/ywROy5X7JYd7RZYFb\nDUAWkSiOSsPS4VzNgsscncOfrTjasvnSphyNRN8mwVXTVI1B1XFwdBpwFPoQwY8IMcxBFEeTKaxG\nIuI8a20KwXPFHO3eTIFL+vz5F2uXllzXZWkZlGEkxkyHYzwMz1VR1Ya1O9rGzy06GqlCSeqfDues\n9I12z9YCjpZDemuG/uTzEMnRpAqr0RJj30JrVc1w3+trs9/aH05nZ9yJkp++OGzigzLgaDk4OjMt\n/MTRGFT1Da2iOFpw2XdrcXT1vwc4Wkk0R+uYs6DYNCDi3C+ScHQ+R83d+13EjFy/ft0fP3784nPE\nBNJV1qZJhsecD3Kp+5XSD26OmT1x9+tN2736b/6g/3v/zUntNn/93/mrrY6VOvt+SjEdldqnyTZD\n4uPoMrRxtI2fEo5GBEcvg6M4Gp0pmsl3/R1YEhyd3tEvTXnwqdif9iECfeZ7qiuwlq1vuub94y19\nj5oK5Cmzax6RVMOEWYnoqNQ9TXZ1tOvxlr5Ha3UUP9Ola15at32frjA4Og84uh6KaXSKvH9pB5vA\n0elJsrAambaJtqwpU9N+bTPQSGKvVWJJXZs/QBDapMniKKR9Rweu8jCSn9J6HcXPeqJWKLVlP/42\nhdy2hddo9wVHt0lKju4XWPN1Q44HyxPF0WQLq5El7lJgzbcv/rv/fVvWmJlFJR/SG6rB0fJjlR0H\nxgU/25G6o2VOjeFo1HuyJnC0HZEd3adsasZUYh/KGiuUIjka4/1uT9aSMKo6qNdJXtXJfOkfhvxa\nVv9g7tLn/oXaBWI72iVdVl3HWIM3zUWZn9IKHW3hJ47uwNFY4CiO7hPZ0SqKLR26VhileL0Sjk5J\n8r8EURN1n0Tbp8Aa5fqbYlmbxC6NOULaqomSRofStVIpkp9S899hTY628RNH06BrgRVH0wBH18+Q\n9BrNzbbg6DQkX1hdG30GVoryVjWnavjwKPGNRQSBYRh9+qwNqVSK4kAqffWGECWTTYHUHgr7TFHR\nxtG5p76oA0dxtEhqjuZ0dWrIOBFRwNHxWUVhNWJiHvJw2qfAWrXfXLS9zrVI7DI9e/6F2gVeEtHR\nnLI02aWvXN1xuh53StbiXhva+Imjl4nuaFl/uCr6dK1pc9ypwVEcrSOyo2OTeoF1DURydDW/BNES\nc5+pbIr07fu5VGYb7f7PwXNZ7QKXiZxG+lYqpdQ/u+tUIKnT5CeOXiWyo1L3tJla38+2ldyRr6EL\nONqd6I6OScrpPOXYi0RxdDWFVSmexHlt8NBEu9+MMIoEVQNBNBEl/iG40wy4D9EcLTJW/5omR+es\nUOpboE7d0TZ+4mg5kR2VxqlYIh9dHhyFNvQdqCkCODoeqyqsRmaKQmvTtmNTzFSHjryYusSiGfAq\nGeppCo62JW1H4zRfgvGZ2tEpH4qbHO3avy9dcLQvqRXahpJyOk859kiOru6XILrEXd62No1gOOfD\n8BT3NW2JJXerXaCc6I5K7QutQx0dExy9TJOfOFrNWhyty2/ndjTFN0NTg6P92Wpa2up1L0UUR780\ny1lmZu6HxCmpG/yl6e3mWKOQVjUh3PKPRj6kN/RjS46WTRY+9rXj6GXwczhrcLR4DfvX0uTolNQ5\n2vW+zx37WODocNbgaFtSTedSurFHcnR1b1ZzoiaMLk306poJtR2Gv7iuL1MOoZ/sD61Lz9xqF6hn\nK46WfV/cb8omu5t1tIWfONpMVEel9t6M5ehQcHQPHIWeRP5dqgJHh7HKN6tro6+YZTW2ZXSRaIqR\nT1OsdXKJJkrwgr59z4r71TmAo93AT9inb+uGti2Z2pK7NPbDK45uky29XS2S4nXjaH9W+2ZViln7\nEmkUwpyxCsNDiHZPmokxQlrqrNnRua+tz3yxQ48fl2Y/cbQdER2VhqfHsa6rS8uIsrlio97f6cHR\nsUg5DQ3xYNv+zEEcR1ddWJXiShztwW/MUUS3wvPnVrs0YWYHZnbLzI7N7FZh/V0zO8y+P5n0IgIQ\nNb1FchQ/u9PkJ462J2qaG2P07rGI4Gek36w24Oh4RHW0C03XsMTo3WODo/0c3UQz4KjNBer6yyxN\n2x+Nsd/cRLwXZbiP0jziQ3e/IUlm9qGk+9n6I0mPJJ26++2hJ0kBHO3G/sBpZfdvy46O5KeEoy+I\n6qgUz9O6pvhlgx6O2XQfR7fraIq0ndWi6+wXUX+rJBxVD0c3UViNTmqjd5Y9GGyxb9yQ5g9mdizp\nIv/s7u8Uvr7n7g8HhAYjU/fAuWR67eF1P4YAACAASURBVNKPbmuODm2ehKPpEfHNy34+WfVbkn8/\nBjgqaYOORq5Q6kvT82ZVOo9+L3BUUgdHN1NYjZ5wcyJmtmWUDd60uYy2RfOHGg6lFyIfSFJB2mtm\ndpRvs5UMNxVHpcueRnmr03ZAtTFIwdGBfko4eoWUHC0SzdEo8SwNjo5Pqo52oa03bd/KQjVRHF19\nn9UiKWcMkQZmqqvJ2gquVhMlv25mjwvLrcIhcmlPM0Fvm1ku7H13P8vWf9PMDma/wIVIOQ1FdzTl\ne9uVNn7iaD9STkdRHJ2jb2uE66wDR6cjZUeriJ6e+xD9miI52unNqpm9Iul6dpKf7nbZMUi91mnq\nET+jkMKbG2/e5BN3v17x3bmk1wqfLyQd5bVM7v5+tv6pdrVOZ/0jTQscTYPojrbwU8LRXuBoGuDo\ndh1dI327zEX+vcLRdo7Wvlk1sw8K///L2UFuS/q6mf2imf2JVpcBk5LXFi8p4xTnj/rjIklyyZ9b\n7dLAqbKmDxkH2vl1nn2Xc83dyWATZ41+5scNSQs/cRSKLJ2PTnVeHJW0QUcjF4DGoGu6LhtRf+nR\nu3NwVFKDo03NgN8s/P+WpLfc/V13vynpbUnvl+8WmwiJE9oRVmKpTdOImn39QtIH2XDet7TraH6e\nyXpoZidm9p6kOzNcSjjW6uhSD8NT91+NSMvmSzX742gda3VUipum+xL1enB0WtbsqHS5gqlr3lq8\nN2u/T0OI4mhTM+DHZvbn3P1vSPpZd/+1YgBm9mqrqw1I5GYBQ0htZOGU8ZbtI6r3L+9MvpWBIJpY\nq6MSns7BUD93x8DROnAUhoCj07NmR8uoG227jqXvU9TmwFEcrX2z6u5fl/Qfm9lHkpQ1/f2rZvbX\nsnVJz10VMWGMydJND8ci4jW4S/78C7ULDGftjkox03dXol1DGz9xdBy25mi0tN6WaHHjKMxBSs/B\n0eKM5GjjWbImvzclfaDdRK5n2k3w+ra7/9TE8cGIpCTtPhHj3k2YXL0AtCVP3yn3LY3maJOfOApd\noMA6Pjg6D1uoUGoileffaDFGcbRVkdjdvyvpibv/pLt/W9LH04Y1H1uQeH9Ot6UHkuhLuHi9YYFR\n2IKjOWWOhkv3NYSKtclPHB2NrTi6X2DF0YHg6GxsxdEmUnR2UYI42uX97UnF/5NnCxJXiZlahhsn\nxsEjpEEHtuJoG0+hDc1+4ui4bMHROnC0Kzg6N1t3dJ++/VunJs5vSBxHuxRWreL/qyBKIp2SzQ2N\nPyU+bDRg6M4WHF0DIX4PWviJo+ODo/2Y2xkcBdgRwoUSQsQVyNEuhVWv+H8j2dDEx3ufT7KhjI/r\n9gXYJ4TEUoimEWOBozAmIRwN0nxpLHAUxgRHxycFR6lQukoIF0oIEVcQR/u+WW2/k9mBpHe1mwhW\nZnYk6Ya7P3T3+wo0/xUS92OJ+xZDYqtfEgFHYQoWd7TJTxydBBztzlL3DEfHA0fThib8FQRxdI4x\nh69L+qjw+Vh7AzRlUodg6xL3lXWTBdYAtU0jgaMJ0Sfdb/KeBakRHgkcTQgcbQmOLsYm01uChH/O\nDfhmtXNIZnbs7qd7qy8kvVb4fC1bwrB1iYcUWDdz71whapuGgqNp0vdheO77tlhG28ZPHJ0UHE2j\nwIqjw0nVUUgDHJ1wgCUzO5R0XvLVA0mHhc8HHWKAmRgix5wPxUvWOvnz+iU6OJo2qVQqLeVok584\nClNDgbUeHF2WrVcopcTWHe1SWH1Y8f8qjiQdmdmJpLclvW1mh+5+IemOmR1nTSLOJT3e3znrkP7Y\nzB5/73vf6xDmOCDxcDnyh+Kp7+VytU7L1zYNpLejS/sp4ag0TqXSHPdxEUeD1AgPBEcTp09fuM0U\nWHEUR6E1W3a0dWHV3b8rSWb2iqRPzeyV7P9V2z/MF+0k/cjdz7NO6EdZk4lzSeeZ1Pv733f36+5+\n/Y033uh6XaOwFYnrHljH6nQ+9UPxEhKb1y/RGeJoBD+l7ThaxxiOrrEJf5OfODoPa0tXfRni6Rr9\nlHAURyE6URxtXVg1s2+Z2VNJT7LlLPu3ab8j7Tqav1uobTrMhvG+6e63+4U+D1uSuO5axy60Jn9f\n3aTnDUsi4Gg6TO3olH7OWqHUxk8cnY0tOdpEHw+K+6ym0hdHATqzVUe7NAM+cfdr7v6j2fIj7v6j\nTTu5+5m7v+Xu77j7ebbufXc/zYbzhoUpPuQ2PaiOObz32A/Fs79dDTBC2hjgaFrM5Wj6BdYWSyLg\naFqM4ej+/g8ePHixbj2VSi2WREjdUSqU0mGLjnYprJ6a2Q9PFklgtiJxl9rbqHNSzRrT84YFZgNH\ny7cd403r2MzmaJOfODorW3G0SFtHq5woFkhXOSgajoZii46mytYcrS2smtk/NrNfNLNf1K55w3fN\n7NNs3T/O1m+CLUrc5pojFlpniWeEqWvM7CAbYOHYzG4V1p9k606yJkTQgi062oamB+ImkryvIw25\nj6PjkmRamommQmsVyd5THA1JsukJxieQo01vVt/SbqLj69n/X9VuKO7rhe82wxYkLmaWZRlnsflR\n8X5s7mFYo3Q6/zAbYOFU0g3pxTD4N7KmQw8l3ZnuCtZHqmmpC0MqY6JULM0Rx0gDQ+AodGZuR1Nt\nAYGjAP3ZkqO1hVV3/7V8kfSNvc+S9K1WYUKSlGWA+29pyvrVjHWuIcz3drVmqSGrRXoxMqC7v5P9\n99J6SRfZwA0AL6jyb58qh7uS5MPwwL42ODoNW6hQkoYXWCNMd4Oj22Qrjq6BrTjapc9q2SvaGx32\nXwVbkHho4u/b7DC1AmuL2qbX8znUsuVWYfdDaSdy1gTiJFt/IOnTwnZPdXlicWhgC44OpehoW09S\nexhuWSOMowuwJUeHXCuOSsLRRdiSo6mzBUcbC6tm9uNm9ljSW3t9VU8lPex01SthCxKP1Rd11QXW\n5nb8n+RzqGVLcUTAA0kqNIG4nTWLgBHA0ZfbDD1HkaTua7u+Nji6EEmlpZ5MPaZDxDEjOoGjodmC\no9BAEEcbC6vu/m13vy7pfnHKGnd/292/0fWEa2HtErcZFr9uupshQ+snMQ+ra+gIaefZknMh6UiX\nm0VI0rW97aAl4dPQTFT51MbRqv3GZJKH7TZ+4igEoq+j0jyF4tHBUYDRWLujrZsBu/vXJcnMXiku\nbfeHtGg7KuH+VBpt5pdry1gPxVNl4gM7nZ/qcpOHA0lnkh5IerO43t3PRg0cNsV+pdKYjo7FFOcc\nYWAIHJ0YKpQu09XRttuPAY5uExxNhzU7+qXWAZv9hKTb2rUxzscqdkk/2vYYa+PmzZtpN8FpYOxr\nK05qXnWOqX4Yy849mHajoJXv6n5hZh8U2vbfyycSN7MPC8N43x0W5LZZu6Njs3+v5rx3ozs6wE8J\nR+cCR9tRNccyjuLo1OBoOqzV0daFVUnvuPu1HrGumrVLnCf6/Br7XOvYIwf3ZUyJzSUbOBly1n6/\nbP3psCNDka052pWqh+CUGcNPCUfnYu2O9mXqPulLgqNpgaPbI5KjXUYDPjWzH+6w/WZYywNeHX2a\nDdb1aW3ap815F2fgRMkwH6HT0QzU+VbVjDD55sAjTGYOMAZdxoBoOsbSv2U4ChCbNTrapbB6XdJ3\nzezTvVGBAUqpylTb1BaXvckdI6MeV+KGBWBG+g5mVsaSNeijnXvg/HAwL0sXwiIz1nzJY4Gj2wRH\n02FtjnYprH5N0qvadZS9Lumt7F8QEreli0BTZcZjHdee1y8QCxxtR4SmXmPE0OQnjsYDR5uJMl0N\njm4THE2HNTnaZTTgX9OuDP1Othxk6yBjyxKXDcwydqY65vEGH2f4CGmwAGt2tGv/tikcDUMLP3E0\nJmt2tIm23WNWAY4my5Yd3RSBHO0yGvDXtBut6QNJr0m6Y2bvufvfmCq4FIk2JcRSFDvjFwc2GjoY\nTCjISJNmqRE1IxLR0cEDouEnrIilfSwDRwFisxZHu4wG/C13f9Hs18y+JemRJAqrLYnW76SJMR/m\nq0YErjv31PdmqMQ0UUqTsrQVse9mG4ak3/370NXRORjiKH6mS542U/WyyJiORgRHt0kKaRN2rMHR\nLoXVS0M+ZXPnvDpyPJsjwgicTfSNqezHrO2x5roPk8y/CuHpUmlSJKKf0rhxRbtGHN0mdX/z1Aqx\nUeMaCxzdJhRY0yF1R7sUVu+b2Xck3cs+3y78H0YiUtPEMc5f9WPW9CM3Z1PE3hIHaR4B8xHJzzFi\nGPKwEaW5cCX4uTmi+Skt62h4cBQgNkEc7TLA0n1J35T0RyT9SUnvu/tPThUYjDNVSwTWch2X8Bgj\npMEwhjwEppiuqyqOol9L579TCz9xdN1ET9NV1DkaGRzdJtHTJbwkZUe7TF0jdz9z92+4+9fd/aem\nCgouk0JGJbWb1LzttnOPUtrrXAHmnoJhjOFVKn62oct1hHc0yPxwsCwp+lnlVvTrwNFtEj1dwktS\ndbS2GbCZPZf0WXGVXoZmktzdX5soNtgjlf5zdRSbDkZr3tQlFhPD6sNlIjZBLKNpIKVoXhZpGxd+\nwj6p+FmkzNXoze9xdJtEzjegH5Ecbeqz+pOSvibpsaQPeZsai4iZ737mWtUfdH+ajP3997eLcn0v\ncJooQTUpVCwVY9qPN6x3bcFPqCFi3llH6oOjlIKjAIvQ+jcvkKO1hVV3vyNJZvZVSbez6WrOJd1z\n95+eIb7VMHWTnrmnxWmaT3aMaTDCZ85BapxgHKZ0NLWH41WAn6ujyp2x8pmU3FzFmywcXRWrSJNw\nmSCOthoN2N2/K+kb0ouC64mZ3ZF04e7vThjfaqibxmWqQtlUBdi+03703Sfsj18QiWEcmqZamqLg\nus9Uab1uVO7Vgp+royodj+Vp1ILraj3F0dVBgXVlBHG0y9Q1OX9Y0tuSXpP0s+OGs26mzmjbxlB1\n7jbbN+07xmAWqfzQRWkeAeNRl9FOXblUdewxfKhqXr+/TVlz4FR83Ac/10lTmhzL0zb7z+3G2poD\n4+g6STnfgMtEcbRVYdXM/rykdyV9VdKppDvZ21boyFwZbZd46uLos29X5r7mURhhFDQzu6vdXMVP\nJR27+8O69TAPbR3Nt50jnuK59+Mr6x9e11yyqsIsxQGXKhlplEIcTZeUK5eqjplUHtkEjgLEJpCj\nTaMBfyDpSNJDSX9Fu/6q+XevSJK7//qwy4Ay5n4g3qfLOZ89e67/9q/9Hf38P/oV/YXbf1xv/ti/\nrvv/9d/Ur/7yZ/rx//Lf18+c/d3a46WaAY8wStqRpEeSTt39dov1EIylKpfKCrBlI4bm3z/7/Ll+\n5u99Tz/7M/+TfvhHPtc/+/V/qb9693/Vv/znv6Xf828917/2ym9rfe5UCq4jjWKIowHpUoGydAVw\nVcUS4OiaSbKSE64QxdGmN6vXtStXvyPpZO+7fBqbH+0SMXSXOHrTn7/3U/9ID//H/02ff+76hf/z\nV/QfnbylRw//gT7/rc/1//3SU90//cal7eseHlL6cRuhecS9ipqkqvUwE30czfebmzbn/Ln//UI/\n/3O/rmfPfk2/8kuv6vtPH+nv/q3/Q8+fu/7tf/57dffb/8ml7dfwJmek5ks4GpRUHK0bDb9t/HV5\nZcoFYBxdNxRY0yeKo02jAb/ZKyxopG9Gm+8bCpe++KUv6fPPvy/3l+t2/16tlklhWo9WNNc4vW5m\njwuf77v7/cLna2Z2JOlQkgrSVq2HGemT0UYr5OXx/ME/9Id09vf/jp49eyb3PT1L0nHqFUmS2jZf\nwtGEGeJovn80phzAMBw4unoosCZOEEf7DLAEI9FX4mgPxP/u8e/XP/6Ff6pf+Ef/VH/x639cP/L7\nfpf+3//7U/3qL3+mW//Vf9DqGMnVDrdry/+Ju1+vPMRLmc/M7ImZnbr7RdX64UFDV1J3ND//b/2r\nz/Urv/RUv/JLn+nr//kNvf7G79S/+Ge/qX/5L35L/+k3/+yiMU5C+742OLphlvR0zNG5k8k3i+Ao\nQGwCOUphNWGi1BB/8Ytf0I//ZzcurftL32o/o9HSD/R9MA1ry29mJ5IO3f39bNVTSYdmdli2XtJZ\n/7PBUkRx9H/+m39df+kvXz7/N751dZqOVbxR1XA/JRxNhTHe3DT1Kx3b3T5NeFP0sA4c3Q68XU2T\nSI5SWF2YsSQe0vdlaVL9ERso8bkKA5ZJuubuZ2amsvWDzgSDmNvR/XPPed6y0YZTZYSBIXA0EcZM\ns03Ty9XFMPRcZeNTrMHFKnB0O6wlX9kaURylsBqAOSWuO0/dhOh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s53czPWUd/ALWtPRVXqmCl+0lE70NG4o/19hX6zBHR0n2zd0S2xRUdzKqtnIvKD2VJSMXuQ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\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zSmahOTBS30y2ud+kAy4NGCHNSbmp1TodufWXAJ664bwPcFNmUjCl1QrnKqjO5ujAUQzp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FkCjtNiA0uO8s1qYay9Vjj0/LpuaHPd5Cw0jSD2WLujoSzlqJXmS8QedPQ6dJRYg47awIqjLKwW\nyFolLuq8EjSNEJGHbvLwPTeBeL3+WESO6n9zhE/yUlRaDmC2/mxT8fGTjm6aItJxBCkcnaXCl46S\nEdbqaDEYcpSF1UJZm8RdczRaP0d5Pbx4cIBqovCHbkJxiMgOwB1VPXXrHmQ7AZIV6+k3lNLOZ8xP\nOkrWRipH53KdjhJiGyuOsrBKSCQJmkY8UtUPVfV+Y90RgIvG5ws32Tghpgh5oF2i/1Gi5kt0dMWU\nVgGTEzpKLEJHl8WKoyysFsxaJO47D5/Mc7FroABUh5dx9kXkwDWBqJtG7AH4prHNSwC7xNGTmViL\no01qL30fbhdpJeHjJx0lWLejvtBRYpk1OloEhhxlYbVw1iZxPc9bCXhMlHxbRJ43lnvN36vqiaqe\nuSYQPxCRvSXOg+SllPQ8RMpm+rMNgOY3mTkdJat0dAp0lFhjDY6WiBVHOXXNCljTMN9FDAwBVEN6\nj1cofa2qh52/r2qXdqr6uVtV1ypdoKpxqtkHcD4pWEISUjsa45oxPwE6SlbGVMfoKCEEsOUoC6tk\nUdqF0ykZ5awFdv/mD32c47qY+6p6JiLnAB421u+p6tmUA5HlKblCKaWjszHdT4COboo1OVoEdJQE\nUrKjRWLIUTYDXgklZlbNmB8/fjz5JjR3vxuPphG9OCl3rg3/Z3AjoanqBYAnbjjvI1yXmRQMHZ3X\nUc/mS73Q0e2xBkdT7i83dJSEUqKjJWPFUb5ZXRGl1Dqlfpva1Z9urgnNp1AP4d2x/nTanolVSnEU\nmNbct8lSjqaYrJyObo9SHE1ZSG07WkoeCtBRQnJixVG+WSWLkiNDnG1C80sdXggplNy119kd9fGT\njpJCKd5PgI6SaPh2dSYMOco3qyvDeq1wqrc1zX01mfPcx5o/ENLFlhxt7q9mzpFGCYnBuqM1JcQ4\nBB0lsZTiaOlYcZRvVleI1VqnOeKa9dynzz1FNspWHO16oJjt3NPMD0c2ilVHa1bxoE5HyQSsO7oK\njDjKwupKsSxxqky23s9Smbbo8ELIEHQ0L2N+0lFSKsV2n2lBRwmxjRVHWVgls5C6aaHPsXIiCsil\nDi6ElMSaHPXxk46SMaxVKM01mraVPJSOkjGsObomLDnKwuqKsSJxrjgWP7/LkYWQERZPww4rcSRl\nzE86Sjyw4oaVOJJCR0kCVumGFYw4ysLqylla4tRzwLVZrJkh36ySRKzd0Tn2fQNDNcKkfJZ2FHgz\nz/FcjmY/ZzpKEmLB0dVhyFEWVjeABYnnLkzmP2cbnc4JScUqBmy5wsNPOkrIgtBRQmxjx1EWVkk2\ncvaBs1AAt9DpnKyDJdNzrrc1Y/3rZum3SkdJIizkOXNDR0lJbNHR3FhxlIXVjUCJE6OAvNbBhZAQ\n6GhCPPykoyQUOpoQOkoyQEcTYshRFlY3xNwS5+5f02SRG5SBphFkXawpo237P/u5GWm+RNbFmhxt\nQ0cJIdcw4igLq6RI6ofgvqaGoYXkqCkBdGQhhADofgjO7uiYn3SUkCvoKFkLa65Qmkqpjn57nsMQ\nK9y9e3dlA6lcJyZzjUUuOa4+Sc+aHG37FXNesY7ST5ILOjq8D1/oKMnFmhxNQemOsrC6QUqSeCjW\nx48fRwmYpNZNwTngSDZKcnSIxRylnyQzdJSOEtusxdFY1uQoC6sbpSSJh0YVbjYHHjuflE1DBApJ\n1FZfRI4BXKjqqfv8EMAjAC8BHKnq0yQHImQBmo6OkcrRlH4CdJSsm5BnATpKiG3W6CgLq8Q0zVrf\nsbesXWTtu5CgeYSI7AH4FMAXjdUHAJ4BOFXV+5MPQoqkpAolYDze2R1N1HyJjpI+SnM0FjpKSoWO\nTsSIoxxgacOU0gk9tg9N1vOrm0cMLX4cAviyte6Rqn7IDJaU4mhNSLxZHfXxk46SBJTkaKhzdJSs\ngZIcDWUrjvLN6saxVus0Fs/Q93PfkKY2jxCRI1U9FZGD1lflstQiAAAgAElEQVT7bt0OANh8adtY\nc3QMK46maL5ER4kPdDQOOkpIOFt0lIVVYo52Rjom5jK1ZjqpeYSI7ACcd+5Z9cT990xEXojIqape\nRB+MkMzYc3SanwAdJeui6WBXQZWOkjVTWoVSF1t2lIVVYkpi3z5vizfrUPhMhnxbRJ43Pp805DwA\nAFer9DGAWyJy5tbvVPVzt91LVLVOZ6lCJ+VhydEhzDjq5ydAR0ki6GggdJTMTCmONqGjFSysEgDl\nSLx4IbXJeIXT16p62PVFs7mDiHwM4EtVPXed0Ju1UPuqygyW0NFQ/CqE6ShJhmVHzRRSm9BRMjOW\nHW1CR6/Dwiq5wrrEZuR1pJgs2dU2HQHYiciZqp6JyLFrOrED8GDyQchqoKP+pJrMnI6SNWDJzRo6\nSsgb6OjA7zXhHDq5EJE/BfD7S8fRwW0AXy8dRA+MLY6/oqq/MrbRd975Vf2bv/F3B7f5Z//y4Yu+\n2qY1YdhPwHZaY2xxjDrq4ydAR41gOa0xtjjoaCB0NBrGFkdRjpbyZvX3Ld6sROS5xbgAxhZLq939\nAOrbln8LmPQTsJ/WGFs4fo7SzxZ0NALGFgcdjYKORsDY4ijN0VIKq4TYI1HzCEJIBugnIbaho4TY\nxoijLKwSEoMCuLRR40QIaUE/CbENHSXENoYcLaWwejK+ySJYjQtgbLF4xqaA2qhxMsAK/p6LwNji\n8IiNfrYo/O+5GIwtDjoaTuF/z8VgbHEU5WgRhdXGfD2msBoXwNhi8Y5NAby2IfHSrOLvuQCMLQ6v\n2OjnNYr/ey4EY4uDjoZT/N9zIRhbHKU5WkRhlRCTGOl4TgjpgH4SYhs6SohtjDj61tIB9CEiByJy\nr7XuWESOROShiBw31u+JyD333b2be1s0tocisnMxHt/c23Kxtb+3FFtj/XHuv2lMXAAqiYeWlUNH\n88fW/t5KXHP6GRMbgHE/6SgdTRBb+3srcdHRMqCjeeNqf58zrtDY6Kg/Jt+sugR1H8CXjXUHAC5U\n9RTAqYh8JSKnqnoB4Imq3nHbPUHGduIRsR0AeAbgVFXv54orMjaIyB6ATwF8YSU29/X9xt9Ukelv\nGhjXrl7/nbe/C7x+nSOkIqCjs8U2i6NW/YyIbQfgAqqb9hOgozPGRkfpaBR0dJa4Nv+cGxGbOUdN\nvll1F+5Za/UOwJ3G5wsAO/cHuGj89hMrsbn/P1LVD3NnsJGxAcAhGok3FyGxqepFQ+ADZBQ48Jpd\nX2+gtmkp6OhssQEzOGrVz9DYrq03UiO8FHR0ttgAOkpHI6Cjs8QFbPw5NzQ2GHTU5JvVLlT1KYCn\nwFUtyU5Vz+pX2k7kvca2i8fmvt53CXFnLTYROVLVUxff7Ixct1rg+wAeGInrrF7vNpwzLPPQ0fSx\nLemoVT9HYjsD8PQ7b3/3M/p5EzqaPjY6GhwbHR2AjqaNi8+5UbGZc7SYwmqLhwA+cv+vpT0FABF5\nJiJnqnpuIDbomxG3zkTkRbNpwgJcxSYiOwBLXaMurl03AHA36AcAXgD4cJGoOuICAKhCjTSPMAod\njcOqo1b9BLocpZ8+0NE46Gg4dDQOOjohLmN+AnQ0mtkLq652aK/n65OxxC1Vp99HDUHPAdxqbFK3\nnQ9OoKljc593qvq52+Qlqlqns55dzBYbqmtU1+p8DOBW7I0vw3U7ALCvqqeqeiEiV7VjS8bVXP/u\nt26bmSw5NXR0XY5a9TNHbNdYqZ8AHQUdHYyLji4PHQ131KqfOWKjo2HMXljVCfMOueYPZ6p67l5Z\n7wM4RdVxumYPEZlYptjOcf1Gst98/b9kbM0mGiLyMYAvY2voMly3Q1Q3uybBsWW4Zuf1eneA2N2b\nho6uy1GrfuaIrXb03W/dXq2fAB2lo8NxgY4uDh0Nd9SqnzliAx0NwmQzYHfx7gDYc7UgdXvzRwAu\nRASoanHec9t/IW+GY+6uHVgutmPXFGGHzG3SQ2NzvzkAcISqA3+2JiWBsZ2463YMd90sxNVcD0Oj\npC0BHZ0nNveb7I5a9TM0tqv1G/cToKNzxeZ+Q0fpaDB0NH9c7jebfs4Njc2io6JGSs2ElMR3vnVb\n/8Zf+tuD2/zzf/tPXqjq4UwhEUIcPn4CdJSQpaCjhNjGkqMm36wSYp90Q3a7mrV6rqurz6ia+Vyt\nJ4T4knZIfTpKSGroKCG2seMoC6uExKBI0jxCWpNVu2Y0d9TNVSYiz1D1VSGE+JLIT4COEpIFOkqI\nbQw5+laSKAjZGApAL3Vw8aQ9WfW1ib9R9SVYZH4wQkrFx086Sshy0FFCbGPJURZWCYlBFdDL4WUE\n6R6mfA/AN43P9RDwhBBffPyko4QsBx0lxDaGHGUzYEIimTJZstibrJqQVTF1MnM6Skhe6CghtrHi\nKAurhETwp3j1k1N9entks3dE5Hnj80ljPqzOyarxprN5TT2HGSHEE08/ATpKyCLQUUJsY8lRFlYJ\niUBV/9bE33dOVi0ijwE8bGy6FzO5NiFbZqqfbh90lJBM0FFCbGPJUc6zSsiCuNqmH6OqUXrgJD5q\nbsMh9wlZDjpKiG3oKCG2meooC6uEEEIIIYQQQszB0YAJIYQQQgghhJiDhVVCCCGEEEIIIeZgYZUQ\nQgghhBBCiDlYWCWEEEIIIYQQYg4WVgkhhBBCCCGEmIOFVUIIIYQQQggh5mBhlRBCCCGEEEKIOVhY\nJYQQQgghhBBiDhZWCSGEEEIIIYSYg4VVQgghhBBCCCHmYGGVEEIIIYQQQog5WFglhBBCCCGEEGIO\nFlYJIYQQQgghhJiDhVVCCCGEEEIIIeZgYZUQQgghhBBCiDlYWCWEEEIIIYQQYg4WVgkhhBBCCCGE\nmIOFVUIIIYQQQggh5mBhlRBCCCGEEEKIOVhYJYQQQgghhBBiDhZWCSGEEEIIIYSYg4VVQgghhBBC\nCCHmYGGVEEIIIYQQQog5WFglhBBCCCGEEGIOFlYJIYQQQgghhJiDhVVCCCGEEEIIIeZgYZUQQggh\nhBBCiDlYWCWEEEIIIYQQYg4WVgkhhBBCCCGEmIOFVUIIIYQQQggh5vj20gEQslVE5AjAnvt4oaqn\nbv0xgAv33dV6Qsi80FFCbENHCbFNCkf5ZpWQBRCRPQA7VX2qqk8BHLj1OwB3VPXUrX+wZJyEbBU6\nSoht6CghtknlKAurhCzHfScsANxy/x6hqmmquRCRg3nDIoQ46CghtqGjhNhmsqNsBkzIAqjqhYg8\nAPBCRJ6r6h331R6AbxqbvgSwA3A2d4yEbBk6Soht6CghtknlKAurhETwX/0X/65+8/L14DYv/s//\n7/8C8IvGqhNVPWl83gH4CMBDEXmhqh+lj5SQ7eHjJ0BHCVkKOkqIbSw5ysIqIRF8/fI1/vef/IeD\n27z9q1/9QlUPu75zHcufq+o5gE9E5KHrhF53Nq/ZB3CeKGxCNoGPnwAdJWQp6CghtrHkKPusEhKF\n4rVeDi4j7ON6e/1nqER9DODDxvo9VWXTJUKCGPeTjhKyJHSUENvYcZRvVgmJQAH8BcabR/T+XvVE\nRO6JyEu4GiVX8wQReeJqngDg4eRgCdkYU/0E6CghOaGjhNjGkqMsrBISgULxWnXaPq636W+u53xw\nhEwghZ8AHSUkF3SUENtYcnQ1zYBF5JWIvBCRZ+7fR4n2uyciX034/bGL50VzWGZX0/CVW3/U89uj\nrt+67x659U8a6x72HKsvhlcuhq9E5JnH9p37b3z/WUecRyLyWWtd53H79jMQZ9D5puYSOrgQu166\nfXSlzd403rV96/tep7t87Vs/5EdPzIP3kg6fOu8rAz4NXZNr8btjvWotxyPxDN4PYhnzk45WlOZo\n47urdOST7hr7886Px/KSgLyqb/834hk6F/fdC7evownH7dtP8D1gCnTUD6uO9qUj911X3tb7TDv0\n25T5ykjM1+43Iy4GP9t33c/64hy4hsHPGVMw46iqrmIB8ApVm+f68z0ALyL3da/x/z0AX0XuZ1fH\n4PbzorH+WWO7G3E2j9uOAcATAMcdx3ro/n8A4NVIDHs9xx2K+cb+G787AvBVMy4X54v6d0PH7dvP\nSJze55t6+U/+2tv6//4//8HggqpT+eJuLLlY9NL9vitt9qbxru1b++t1usvXvvVDaXYg5t57SY9P\nN+4rIz4NXZMb59U6/rPW39/L76mLj5909OpvUoyjfeloLN214+lI+zccGstLfNPywP578/iuc2m5\nuNdwNPS4ffsJvgdMWehokAvmHO1LR+5zX97mk96z5SseMffm8c3j9t0b+pzr239fnAPXMPg5Y8pi\nydHVvFlto9Vr55ftmgdP7icK4xjAFy6eCwCQamLcA1yfS+ilvJkwt+YIwGnjt+cisnPb7VT1aWv7\nHYBHbvszt/3BQAyhMfftv+YBgGsxqeon9W8CuLGfHlKdbxQK4LXq4EJuYsTLvrTZm8Y90nKn032+\nDngcGvPYvaTtU+d9Bf3n3rneJ35Xg/yo9rAnniz4+ElHuzHuaE1vOupJd0B/2u9zaCwv8U3Lffvv\ni6fzXFT1XFUfNPcTc9yB/QTdA0bPegQ6Go8FR/vS0UDe4JPes+YrQw6N5fGt4wY/24c8Dw9ch6Dn\njKlYcnS1hVXHEwCfAFev879yzSj26uYP7rX5V3WzCvfvgXuVftXht7HdQ/d55/bZt9QS3mrEU096\ne4pKXIjIHoB9dR2OG+xQ1RTVnKNKqAeoJH/i4vkMqNp+t/axhzcjcHXFAAC7RjOG5k3vxvZD+3fN\nIkKGhe887sB+bmwfeb5JuRxZSC8WvLzBSJoao8/pTl8H1gP9XoYct8+nzvtK37kPXJOh+GvuNzPP\nEL9TMOYnHR3EpKPu92P5zf2eh7a+PHUoP+7MSwLTct/+++IZPBe33ye4PiBJyHE79xNxD5gMHZ2E\nCUc70mNf3uCT3mfJV3ocGqPtYuyzvU+cfdch9DljMlYcXfsAS/W8PgcAPlbVD51kD1HVxOwDeKCq\nF3VCUdX77t+PgKsEUTcduC8ir9xvzgF8PnRwETlFJcQDeVOT+sgd74HbF1BNltvmFq6LXbND9XD5\noYvthYicNGuZXII/U9XzkRheAvi++9kLVMNId27fOq+r/btVP3D7+cHQ9QCqWqie43buZ2R77/Md\niysUVcWfs9Y3lkW99KEjjQ8y4HSnr33rfdK753GBbi/77itX9J17y7Pjvvjdtse4WdMd5XcM9HMy\nlh3tzW960l1NZ9ofcGgoL/FOywP7H3Rx4FzuuH/PI4/buZ/WsUfvAX1x+0JHJ2PF0XY66svzRvOe\nvt9myFd6034XHced8mx/xUCcQ88H3s8ZHa1LgrDk6NoLqztUifFTVLUX7cE7Xjb+mI9QJeCu0aku\nGjfnlyKy55MIVPVMXIdnt99TvGn68ADAB6huKE9wM1F/g5sT5l645aophYicATis19X7VtU7QzG4\n767kFRGIyMHQ9l37lzcT/l6IyNglqa/LjeOi+lt17qcvztDzTYmCtb4TWNTLMdppKuQ3uOl0n6+9\nHg+ld9/jDnjZd18ZPPeO9YP3IVRNzR40ft97nwg5X1/o52RMOuqR31xLdy06036fQwP5d1BaRuVK\n171h0MW+c1HXjFGqgVk+0KqJcMhxe/fjPvveAyZBRydjwtF2OkJ/3jCW3jHw26T5Sl/aH+DacSc+\n24/G2XcdROS8Z/9j1y0KS46uvbB6B1W78o8B/FCvNx3Y69j+m5793OgbIm/6tPTxVKv28Z/D1VCJ\nyFcukX+GqpP0BarM8tzVdjUT1jne1P4AleT1DaUz8btzegTXNKSmK4aemC+Gtu/Z/x0AR07aHYBj\nEdnXnqGqB44bsp86U516vhMQvIZf4ZzcYHEv+77sS1MeHKPDaVTOdvnat76LoYy077idPmHgvtJ3\n7j3rx+I/bHkX7Pc06OdErDo6lo7a6a5JX9rvdEir5q9d+ff9kRiaXPTtfyCemqFzqc+n74G097h6\nc7qIq/0E3gMmQkcnYs3ROh0N5XlD6b3eZs58ZcihoeN2Pmd6PtuPcYH+6xD6nDERO46utrAqIvfg\nOhy72oiHcK/xXc3FOaraqLoW6QHe3IgvemS/wreZRL1/l4jrm8mZO97n7jh1PE1OXcxXTTXcMc/l\nTb+CPbj+Zu43PwbwSbuWqCsGVyMFd33qQWTO+7bv27+q3m8c5xEqkYY6x/cdt3M/Q3GGnG9qFMAv\n1YbEJWHFywE605QHnU5r1WS209eu9SPpPeS4fT7tofu+MnTuXd6fDtyHbjAQT+j5ekE/47HsaGh+\n06IzT3VvITrz4668JDQtD+z/ZVc8fcG7v8vLhsc7AM9Dj9u3H3cY73vAVOhoPBYc7UtHzpeuvG0o\n76mPmzVfGUn7QUx4tm/uoy//63xukOrtcdBzxhQsObq2wupPpWr/vY9Kmo+Aq1f2T1ztC1DVEJ6j\nqsH4sUskTxs1J6eo2o6for9JkS9PpHqj8bwWyyW6A3kzv1XdRwBu3UdOgvuNmJs1mg/cdhdwhTwn\n4TGqWqZ6u++7c+qK4am7Jj9AlWk2a7xubD+y/06kmuvpAMC+VE0w7owc9wZ924eeb2oUMFPjVADm\nvOxKm0Npqmt7t5/a116n0eFr3/ohP3p8GjruDfruK33njqrWuc+zzvOSqlbet69v0P3AF/oZTBGO\njmzfme7G8tQRh7zzkr60PJLfd+bxXeeiqidSNT2s++b9fVcQCT1u534i7wHR0NFgTDk6kB6B7ryt\n95m26WjXb902k/OVoZgH8vi+44Y+24c+D3ddw5jnjGgsOSpqpPPs3LjahxfaaC9OiC//8V/7d/R/\n/af/3uA2f/03/u8Xqno4U0irgF6SFPj4CdDRGOgoSQEdzQcdJSmw5Oja3qwSMguXEPw5vrV0GISQ\nDugnIbaho4TYxpKjLKwSEsmlkbb8hJCb0E9CbENHCbGNFUc3W1h17dTZRIJEYakt/5qglyQF9DMf\ndJSkgI7mg46SFFhydLOFVUKmoBD8UqkPIRahn4TYho4SYhtLjtqIgpACsVLjRAi5Cf0kxDZ0lBDb\nWHH0raUDIKREVAWv9a3BZQgR2RORVyLyorF85r57KCI7t83QxNyEkA58/KSjhCwHHSXENpYcLeLN\n6rvvvqvvv/8+AOC999678f2rV696f1tv37dNc3+vXr0a3L597KHjTmUs7pTHIG948eLF16r6/th2\nCuCX00ZJOwTwQWOOr+PG5PYHAJ4BOM01T2xKmn4CdDTHMcgbfBxN4CewIUfH0vB7770X5HCfG6H3\nhqmMxZ3qGOQ6dDSctqNLMmc+Ogd09CalOVpEYfW3fuu38NlnnwEA7t69e7X+8ePHg7+rt+3arrmf\nPtq/Czl2DF0x5TjO2DG3jIj8a88tR2uUhlDV08YxD3B90ulHDZnN0/QTSOdo1/7aNH/X3o6OrhM/\nR6f5CWzDUZ+0e/fuXW+P24zlvXM4mtvPrmNuHToazvvvv48f/vCHS4cBIOz+UAp09DqlOVpEYRV4\nk2H2yROaEIcKor77jxG66zchGX1qHj9+TIkjUACX6VrRH6nq543P+07qHQCUkOE2H2hjC5591PsL\n/W3MQ3Hfb+hoWST2E9iQo83tfelztF3QTZGPhjo6B3Q0HDpqk5zpeI2F4DVjydFiCqtA+ANjjBDN\nTNdXWp+a53q7rv+3jz03zGjDUQj+XEebR9wWkeeNzyeqetLcQESOcL2mCY1tzlz7/tO6CYVlxt6A\npkrzvhVNU9O1JUdJGJ5+Aht21LfF0dRC5NT9+h4z5X5JfuhoOUypULICn3PDseRoEQMsjbWX73vr\nWhc4hxJo3/ft/XVJGvNGtQ9msOVxqW8NLgC+VtXDxnLSsZtP0BBYRI7rzueOl3C1TlZ59eqVVzPB\nWEfr7YBhT4Yc9cmkLDvK+0M4Y35u0dGuN5FNB6c4WhP6QEtHtwsdtUfKZ92u52g6WhZWHC3mzepY\n89/Qh13fGtm6Nmao+dIYS/ShCYW1TmFUkyUnqes5BPCw8fkc12uf9lX1LMWBcpPC0ZhmfXSUtEno\nJ7AiR4GbabuZrnI72rdPH3L3dU0BHfWHjtokVT469rJnKeioP5YcLaaw2kdoLW6KZkO+ib20JkqU\n2J9qsuTJo6TVvLzar+qZq3HaoaplepDqIEsR4miqvqHttBzS152Olk9iPwE6CiCdo12VxqnGo1ga\nOuoHHbVNypaD1qCjflhytPjCqi99b1R9hGwn7LGap7FaZD4Ml48qJo+SVu1HP+pYt8mBIHI62rXP\nUtN5ybHPRSo/q33R0ZpUjvq8vWE6Xzd0tDxKaN1A0mHJ0SL6rKakq99Oe+n7nc+6ep9DMANeA4LL\nkYXEEduvJZWjIf3ziFXG/aSj8dDRYfgg7wMdtUjT7aGxIrqema2Mzu0DHfXBjqObebM6xtS3N32S\nllg7XGLMc6MA/lypzxyEtEYIdTRkcBdL0NFh6Oe8pHZ0bF0J0NFh6GgZhL5NbbegsFwopKPDWHJ0\nc29Wa3wE6qq99akZrmumutYP7dsSlm8wFlAILnV4IdOITYMhjg5tZ9lPgI4O4eMnHZ1OLkf78tD2\ndnS0XOhoWcT0SQfoaMlYctRGkdkoUxJxXyG3WZNjXRLWOg2TcJQ0MkKOGtoSRgAeg472Qz/Lwbcp\nMB1dF3S0DGKb/Ft/s0rGseKojSgWIpVEISOKzplpMYPMRz1K2tBCppPT0aWx3rqiZHz8pKNpKLWZ\nrg90NB901D6+bnd5UpI3LFB3Y8lRvln1oPkmtK9g2lUD7DOKcG6mjt7GWuFuFKgnQybG6Hsb47N+\nzrReu0VH00M/beMz52rXQC9Dv81B29EpzZ7p6HXo6HpoelJqWi817pxYctRGFIbxKaj6rFuiOVP7\nGLG1xKx16uY1ZHAh8+Obvuno+hnzk44ug0/6ttQsuG/2gCn7IRV01DYx6bzk6W1Ki3cOrDi6+cKq\nb+IcK6j6PPyGHjMFXYNUMKOdjqrgl5ffHlxIGsbSXt8DZDvthxQM6WjZ+PhJR9PhM5VNiKPN0UTp\n6Dqho/YZGuisyZjXczOl+T4dfYMlR3kncHQ184nNJC1krl3HbjelCo2HzSTeoADngJuR5kPsmKO+\nI30PHWcJuh7UmXHGQT9tEfNGNNbtnKTIR0kFHV0HFt+ktpslkzgsObr5N6uA3zQWTUotsKWoGSY1\ngtf61uBC0tM1BU2bNaXr0HNhxlwz7icdXY5YRy24PTUfpaM1dLR0LA+qNGXgNzpaY8fRrEcRkYci\nshORPRE5bqw/FpGj+t+cMYTgW2CNeSO5lsS/lvOYigImRkibSmmOdpEiTdLRdeHjJx2dD59KJp99\nrCVtr+U8pkBHy8Za0982UwvOls5lKSw5mrsZ8AGAZwBOVfU+AIjIDsCdxudnAE4zxxHN2KiFQ7U3\nlhJ7yvjYHPjNZMkroHhHfbE+ZyMdTceK/ARW6Ghf8zw6uh3oaLlMHR07N6maJtNRO47mLqw+UtWn\nrXVHAC4any9E5EBVzzLHEkVXYh0bIdgKQ7FNvclYP/c5uFxHK/riHe2i+TBsOZ3S0XysxE9gpY6W\nwJg/Vh/WS4GOlonFdG+9oqtUrDiau7C6LyIHAHYA4GTeA/BNY5uX7nuzAvc99Fl9ELQ4eMzaUAV+\neWlD4omswtEufCYyX8oJOpqXFfkJrMTRmMGJ1u7oliuU6ChJQe5CKh214WjWwqqqnrj/nonICxHx\nbgIhIvcA3AOA27dv5wjPG9954YbewC5FzmNvWmKImcmSpxDrqCU/feh7y2phtEA6mp61+Amsy9Gu\nAmvzu758lI6uDzpq09GSmOsZm44uT7YoXIfyzxqr6lqli9am+wDO279X1RNVPVTVw3fffTdXmKP4\nJtChDHXNiXzph4glmTJRshuI4ZXL2OrlM/fdLIMyTHHUip+An19Dw9hPmZOtBLbq6NTJzOloWsY8\ns1C5uxRbPGeAjlpzlPRDR5d1NGeR+RzXO5Pvu7b6jwF82Fi/Z7kNf0gCbWa27cmU53og9pmHMjVb\nlFgh+IvLbw0uIxwC+EBVP1LVjwD8UFU/bwzKcOqaEj3IeBqbdLTt59yOAn7zOec63hbw8ZOO2sNC\nHloztzN0lI6SMEoYl6JkLDmarbDqpNw1ap0euPUXAJ640vQRgIe5YkhFaCZSi9OVuS5VYKXM6bmE\nDC5DOEEvAMD1dalrXDsHZcgR/1YdbfrQ9cY1tyt99wU6mpYxP+novPhObVG70NcXbS4/282V6Wh6\n6CiJZYk8dGsVSoAdR7M2RlbVp275XFVPG+tPm0vOGFIRW2Dt+y6HVGMdzXOKvDWJVYHXKoNLAEeN\nGte+QRmykMLR9957L1d4QUxJg3NVKnX10ZvjuPXxtoKPn3R0GWLSYVfhMTftN7tzHJuO0lEyzlA+\nygJrOiw5aqPn7AhWJE6dSNdWE7Qpif2aAd8WkeeN5V57P67G9Uaf7dKw8sYhZGLyvj6sczc7pKPp\nCWi+REcXIMTRru3rAU9yOppqrsZQ6Oh2HSXx0NH0WHK0iMIqYCejzZFIc75lnfu6bUViwKsZ8Nf1\n4AluOenYzSe4LrDXAGRkmNCH4anbxNDl6Bz+bMVRz+ZLdHQhQhwdc2SOpsFDx08NHd2mo1aec61j\noa8qHZ3X0WIKq5awmEh95oGdK26L1yc1CuBSZXDx5BDXpS12UAZrGW1sOsw1p3JJczWXjo+fdHR5\nUjqaAvYlnw862g3T2zj0dB4sOVpUYdVSYgxpbujDFNksXZfNoJNHA27y8mq3hQ/KYC0tpvR0yrlZ\nvC6rxsNPOmqDvr6hfTRH9G6vz+0omxomhI72Ys3RIeaOdWx8CTqaEEOOiqrGncSMHB4e6vPnz68+\nW0wgocKOTTKces7WJa5ZSTfcGhF5oaqHY9u991e/q//l/3I8uM3/9p/+T177Kp22n4BNRwH/NOnT\nzCilo0tdr7U66uMnQEctksrRofOjo3mho+GU5GiTXBXqVJoAACAASURBVIXFkPtA3/gTc0FH8zv6\n7Zw7z8XSCbOLmDb0QwXWrvVj59y1vyWv01iBvHQCmj8QI4SmydyOLn0fW7Oj9LNMUjka42fX/uho\nPuho+bTTZ+7n86FBEZeCjuanyDerwPKJc4jQmuGQ33T9tn1sa9emJIl936zu/dXv6n/2408Ht/mn\n//n/uNkaYYCOWj7/Nmtz1MdPgI5aTqOxzXJDC7olUJKfAB2NoURH21h6WTI3dDSvo0X1WW1iOWHE\njHLY7LcT28/O8jVZG4pknc5Xi+X0uKSjlq/LWvDxk46W72jX9DVTHLXq5xof+umoHxbTYx9zz3lq\nCTqal2ILq8B6REjR56ZvPrq56crsl44pCwr8hb41uBDbjoakyxhH+/axtA+bcNTDTzpaQUftQUfp\naBPLjnbRLLSGVgCVdq5N6Gg+ir8TWE3YqWp0Uw8SkYt2/GvPaBNOXUMKIdRRa29pxuJZk6OJh9wn\nCxJaYKWjZUBH18+UqakseRkCHc1D8YXVtRFTYLXyxqamr/mVlfhSYUHgErCc6aRKkyU6GrK+RKxk\nsiVg2dEuYpr4+jiaekq6KViJIyd01J/SHK0JdWrKW1mSHiuOrqKwajExp57vzbf/zlJsIWNtohC8\nvnxrcCFvsOhozRytIJq/XYotOerjJx29TkmONguXXcQ6uvTDse9oxWuAjoZj2dHUlNz3lY6mZzV3\nAmuJeWpi7Rs4wud3SxAzumrpXEIGF3Ida442STVYkuX0vTVHx/ykozcpzdGxeOmobehoOJYdTU3J\n6bzk2JtYcXQ1hVXAnsRTRg1tEtqMcK7r0FWg9mENEquyGfDamNq/pj1q8Nj2cxBb6VW6oz5+0tHy\nSDUKt6X0TUfpKOmn5CbBdDQdqyqsWiZlodVnXzmkbmaqU0deLF1isBlwFNYzmzkrlpZy1JeyHbXT\nfKk0rDsKpBm4ZSgfzXkN6GgNHY2lBEfJGrDj6OruBNYlDim0jvXHmfNh2Pp1XQJVGVxIN9bT0pyO\npsT6dZ2bMT/paD8lpCUfT/u2aRYWrTladgE0DDoaTwmOpoL9V5fDiqOrK6wCZSTmkIfhoQx3bN8p\nam/bzZNSjZhYssScumYaa3W0ayCYvpGxU6Z/OnodS0Pul0oJjo7Rfova52ibHOne19GtdKuho9NZ\ng6O+lJrOgXJjt+ToKgurgF2JQ5r/dPVj8XkQTT1NRs5pLkqVGAq8VhlcyDBrdBS4+SDatZ/m71Jc\nBzrawsNPOlo2IY62GctH2/cAOpoBOkoisfrsMAQdnca3ZzkKmUSsmM3fDe0jRKIcg1Q8fvy4uJuP\nAmyiRK6IfTsz9DDc9CLG0ZSZY2mO0s80zN1MNhdNJ0LPaczRUGJiCNlvKdDRNKzF0VC2et5zYsnR\n1b5ZBWzWvliUK0VheCoWr8swNppGlI5VR1Okx5TN731ox13i6InpGPeTjvphNQ3Fjgpc/5vivEIH\nSury0+r1zQ8dTUXJaWiKA6X5s8bnXDYDToTFhJy6v1oKmHGGc3kpg8sYIrInIvdE5EhE7jXWPxSR\nnfv+OOtJGMBqmrPkqK+fOa+lpevhw5ifdNQfy45OSZepByFc+jrRUTpaKj7+LDF6d2roaJyjqy+s\nAnYTstVE6/NgnKPAbfV6dKGaZDTgJ6p6oqqnAO401h8AeAbgoao+zRG/NSw7ai1d+hZct+yoj590\ndD1Y8nRsapqucSiaTD0PK9dhDDpKgHTzkpf0woWOXuHtqFefVRH56wAuVPVftder6v/hsw/Sjc/I\nhEsS0k8n1UAR1q5BH1OaP4jIEYCL+rOqftL4+hEzV1v0DZ2/dHrt60PeNwJxCpY+Z1+mNk+io9cp\noY9Yl6dLp9exwumWx4Ggo2kpwdE+xuLu82SoQsjytaCjAAIcHSysishvA/gpgHMAeyLyQlU/bWzy\nUwC3vKNekFIkTjGU/VzkyGTrfVk95yY+zR8G2AFXIu8BQEPafRE5qLfZSoZbqqNDo/7OSVcGvXRM\nSzLRT4CO3qAUR4HuypulfSjhIXpO6Gh6SnLUhy53fT2mb9Ox4uhYM+ATAN9X1UNV/U0APxaRn4jI\nr7jvi+r9vnRGFUvKeRNT0NXUopTmF6lQeDWNuC0izxvLvcYuamlPnaD3RaQW9kRVz9z6H4jI3uwn\nuBAlpyFrfnY5mgor59qHj590NI7SHbWQdudosmjhPIego/ko2dE+rKfnGKyfkyVHx5oBi6r+i6vA\nVU9F5BzAUxH5BNXIxkVReq1TSW9ep1DC21WPxP+1qh72fHeO660SLgAc1LVMqvq5W/8SVa3TWXyk\nZVGyo2sYAMIX6456Zk50dIMwH7UBHSUhxLaQsPxMQUf9HB17s3oqIj8Ukf+oXqGq5wDuAvhHcCVm\nsiwWaos3N5iLAnopg8sIp3BNHxx7qCQ9d9/V7KsqM9jCWdrRXMc366iHn3Q0HssPV7FYcLSk/U6G\njmZljY7WxLjaNfCZlRaBdBTAiKODhVVV/R1UTYF3rfV/oqp3AfyDsSgtYiFx5sBsgp+A5XOaMkKa\nql4A+MIN530PVUfzcyfrTkSOReQzAA9mOBVzrNnRJdL0FpsbTh3FkI4OQ0fJVOhoXtbqaE2zi1yo\ntzF9YLeIFUdHRwNW1Z8B+FnPdz8e+71VLDcLmAIHV5kPndgIvq8z+VYGghhjrY4CdgZ8WTNT/az2\nQUeHoKNlYLWpIR3Nz5od7aLUZ2A6OsykeVZF5CdTfr80FhNGStZSQ2zxHFQBvXxrcCHToaNlYO0c\nfPyko8SHtqPW0rov1uKmoyQ3IW9cLTxr0NF+Bo8iIv+967PatfwIQF+HWmKQkh+MLcZdTZjcvxAS\nSsl9S605OuYnHU2DhYe8ubGW1n2xFjcdnYctOtrGWtrvw1qcVhwdKxKfAThC1RG2vXyFavSmotmC\nxO3mTNamwvHFXLw6spAk0NFyMBXvmJ90NBlbcbT9hrVER01BR2djC46OEdu/ddMYcXSwz6qq/lRE\nftbXN1VE7uQJa1620Ka/rz18+7x5Q/PFaxQ0koitOOqzno76QD/nZguO9lGSo3b6xtHRudmyo120\nXbByfejoTUYbG7tRf4O/Kw0bCSMvaxga38KNBEA1pPeEEdJIOFtwdA2YcNTDTzpKrDC3M3SUkAoT\nLnRgIi5Djnr3jG3Otdr8v+dvj0XkqPX52A1lfDT0W0LamJAYMNE0IhV0lKTEhKNGmi+logRHWaFU\nDnQ0PXS0TEy40IGJuIw4GjKM03HP/wcRkT0An6KaCBYicgDgjqo+VdUTGJr/ihKXgw2JZXgpBDpK\ncrC4o2N+0tEs0NFwNnvN6OgibDa9DcB+rD0YcTSksCo9/x/jEMCXjc9HqAZnerOzSmoTbF3iGFnv\n3r27zetmoLYpEXS0IGId3RxGaoQTQUcLohRHF384p6OLsXVHS4GOVoQUVrXn/72IyJGqnrZWXwC4\n1fi87xYzbF3iWDnmvm6LSqwwUds0FTpaJqVUKi3mqI+fdJRkhAXWEegoIV7Q0fg3q+Mbi+xQTXHT\n5jGAXePzXsh+yTxMKbDO+VC8ZIFVL4cX69DRsmGl0jBjftLRvGy9QglggXUMOrosdLQctu5oSGE1\nlAMAByJyDOBjAB+LyE5VLwA8EJEj1yTiHMDz9o9dh/TnIvL85z//ecYwu6HE0+WYq+C6XK3T8rVN\nE4l2dGk/AToKpKlUmuM6LuKokRrhidDRwonpC7eZ60ZH6SixjRFHY5sBj29cdSp/qqpPUUn6paqe\nu07oB67JxDmAcyd1+/cnqnqoqofvv/9+yKGTsRWJhx5YUz1krrFfq+jwYp0pjlrwE9iOo0OkGBhi\ni37S0XlYW7qKJcTRrnlb11jpS0fpKPFny45mH2DJ1SgdAfi0Udu0c8N431XV+wExzM6WJB4qsFov\ntM4usQpwObIUQumOkoqUhdbiHfXxk46SmfF1tO1f8zc5n0noaDx0lMzBVh0NKaw+7fn/IKp6pqof\nqeonqnru1n2uqqduOG+yMM0MdOwta+pCa8qMd/4C68hSCKU7urUKpTFvUjqamnkzWo+lEOhoWYyd\nb4wHjx8/vtpvzjetdDQOOkrmYouOehdWVfVnACAi7wL4RkTedf9fPVuUeOxhOFXBNbV0piQms0FH\nr5PK0aILrEYyWVKxNUd9CqxDjrYLpF37K77ASkdNsTVHiQdGHPUurIrIj0TkJYAXbjlz/26CLUjc\n1U/G5zdTMrZir6tictMIEdlzAywcici9xvpjt+7YNSEiHhSblgKIfSOzOUd9/KSjs1NkWpqA7/mG\nFFpjj2EOOmqSYtPTxpilQsmQoyHNgI9VdV9Vv+eW31TV7wX8vni2IHFTgC4Z+kYRtfQwPFetcIJO\n50/cAAunAO4AV8Pg33FNh54CeJDvDEiJxKbvlM34pzJHHIkGhqCjJJi5HS21BQQdJSSeLTkaUlg9\nFZHfCNieFE5XBthuutQusG7pYXhK0whXi3Q1MqCqfuL+e209gAs3cAPxYAsVSoB/+u5zOJQiH4Yn\nNl+io3mgo3l+S0fpaCq24uga2Iqjg4VVEflDEfkDEfkDt+Oficg3bt0fuvWbYgsST038Mf3lSsxo\nJ9Y27YBKZNcE4tit3wPwTWO7l7g+sTgZYQuO1sSe6xYcTVAjTEczQUfHoaN0dEm25Cjpx4qjY29W\nPwJw6JaPALzndnbY+G5zbEHiVBlUaEZb1LUdnyj5dj3ht1vuNX69BwCNJhD3XbMIkoCi0lEkPg+y\nPv4t/TCcDb/JzOnoQhSVliLJPRChlZZM0dBR02zB0TWQ9T5gxNFvD8ao+if1/0Xkh6r6g8bn7wD4\nEYD/LvSga+Du3bvlZxQD+A6u1CxgxswF1xyOv/3bVJl8lhuu3yhoX6tqX4XOOYBbjc8XAA7cv3uN\n9ftuW0Ki6PPJ1/H2tqnvfVkc9R+lkI4Ss4Q46rt9DHSUENus3dGQPqtdIzXdCfg9KYihkQn7iJk7\ndY5RDnNVKsjl8DLCKa43edhDNcL2YwAfNter6lnSwDcCa4Ur2nMoh8zTOldrhxyOjvlJR5eHjr6h\n7aePo77bp4CObhM6Wg5rdnTwzSoAiMjfB3AfwIHroyqoytoXAJ6Ohrli1v521bcJYchbVODmoExN\niqsZjv2p6oWIfNFoLvGonkhcRJ40hvF+OC3IbbN2R1PTda3mun7JHZ04/xsdnQc66s+SftbHoqPb\ng45uGCOOjhZWVfXHAH4sIv+zqv6DSVGvkLVL3G5CGDvPY3Nf7fXFMl3izsoeN7w3ScTaHQWmneNQ\nM8Kir1uCycrp6DxswdFY+qaQ6/uuKOgoIUmxVqEEpHHUuxlwXVAVkXebi+/v18wWmkn4NhvsWt/V\nRMl3wIiU1zZlxi4KyKUMLoTMQWi/tvb6vmaESzwIpzqmj590lMyFTzPdsbemczX3HYOObpOl0x3x\nZ42OehdWReSHIvISwAtU7Y3P3P8J6aTv5uYzgmnXm9wUGXXSB/AJc0+RedlCRmu1YmexY0+cH47M\nyxYcjSXVfMmpoKPbhI6Ww9ocDRlg6RNV3VfV76nqb7rle9kiKwxK7EeIQLky46S1TvFzT5GZoaM3\nsfYQnDKGBPPDkZmho37QUbIUdHRbWHE0pLB6KiK/kS2SFbBlidsZV8yE5j7HsJBJAwB08ghpZAHo\n6PXPppxKiYefdNQmdNT//0VDRwnJyuR7hSFHQwqrhwB+JiLfiMgfiMgfutGBSYuQIei3wBJTYYyR\nJMM30DSCxGMhHaZkSpqeY67GUFJktHSUlEpXH3JrBVU6uk2s5BFknLU4OjoacIPvZ4tiRfRJbLW5\n3RBDU8z4/LarNtj3JjfH6JCTR01jRlokzbQVM3CYJaak3yFHrYzOOslR+lksdfqLHffAEikdtQgd\n3SYlpE1SsQZHvQurqvonbvTf+oyfqeq/zhPWNiilAJu6Ke/cxxw7TqzE7E9TLj5/cwuj4/qyhKNz\nEeso/Sybob95KXlnjeXYUkBHtwkLrOvHiqMhowF/H8DvAXgPwG+i6sP6X+cKbKtYajo89SYU+rDR\n/t7CNRjEQNMIMh9Wm/ZP8XTqWx/TGGm+ROIJSdtr9BMowLMp0FFCZiH6PmTE0ZA+qz9S1UNV/V1V\n/R0AHwP4HzLFtQpSZFJLZ1RrOIcxos7RyAhpZDkspO3QtNu1/ZTzmOv8gx318JOO2mdqZcrSfqai\nhHOho9vEerokbyjZ0ZDC6rWZX1X1AtVbVtJDKolLyKiAYRHa5xAy1+ocRB3rcmQhm6AUP8cIPQ/z\njo75SUc3QWl+Do3Sbf086Og2sZ4uyRtKdTSksHoiIj8Rkf/GLT8B8ChXYOQmVps5hdCM3do5hEgs\nsFHbROxQiptjhUzL8fs66uMnHd0WJbjZRTvNl3oebejoulhDmiTXseRoyABLJyLyHNUAS3sAPlfV\nn2aLjIwyZbTeXPiO+ttXYO3KmLvWm4AZKemhhMGZLE5XkxT6uSomj97uKMHNmjq2VOc+B0HXk44S\nMjslOhoydQ1U9QzAWaZYVk1fISwVSxRcm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfVic=d1.loc[(d1.Lat>48.15)&(d1.Lat<48.4)&(d1.Lon>-123.3)&(d1.Lon<-123.1)]\n", "fig,ax=plt.subplots(12,4,figsize=(16,50))\n", "#kk=30 #36,34,32,30\n", "simin=40\n", "simax=80\n", "for mon in range(1,13):\n", " iax=ax[mon-1,0]\n", " kk=26\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','w','w'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=dfVic.loc[(dfVic.k==kk)&(dfVic.Si>=0)&(dfVic.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_ylabel('Month='+str(mon))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)\n", " \n", " iax=ax[mon-1,1]\n", " kk=27\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','w','w'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=dfVic.loc[(dfVic.k==kk)&(dfVic.Si>=0)&(dfVic.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)\n", " \n", " iax=ax[mon-1,2]\n", " kk=28\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','w','w'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=dfVic.loc[(dfVic.k==kk)&(dfVic.Si>=0)&(dfVic.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)\n", " \n", " iax=ax[mon-1,3]\n", " kk=36\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),lw=.5,colors=('darkgray','w','w'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " idf=dfVic.loc[(dfVic.k==kk)&(dfVic.Si>=0)&(dfVic.Month==mon)]\n", " lo,la,mm=binmean(idf,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax)\n", " plt.colorbar(mesh,ax=iax)\n", " iax.set_title('Depth='+str(gdept[kk]))\n", " iax.set_xlim(-126,-122)\n", " iax.set_ylim(47.1,50.5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nWio4MTP8fj8sy8rrGaU4zz/cFf4swuEwmBn7+/vweDzY2NjA6uoqQqEQMpkM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\nABgdHZV/Ul9x5c5aSTBVRlJjJYQQrnBsYOUsSCe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(10,4))\n", "#kk=30 #36,34,32,30\n", "simin=40\n", "simax=80\n", "for mon in range(1,12):\n", " iax=ax[0];#ax[mon-1,1]\n", " kk=34\n", " iax.contour(navlon,navlat,tmask[0,0,:,:],levels=(.5,),linewidths=(.5,),colors=('w','w','w'))\n", " iax.contourf(navlon,navlat,tmask[0,kk,:,:],levels=(0,.5,1.5),colors=('lightgray','darkgray','k'))\n", " viz_tools.set_aspect(iax,coords='map')\n", " d1bath=np.array([bathy[j,i] for i,j in zip(d1['i'],d1['j'])])\n", " df0=d1.loc[(d1.Lon<-123.3)&(d1.Lon>-123.6)&(d1.Lat<49.2)&(d1.Lat>48.85)&(d1.Si>=0)&(d1bath>400)]\n", " lo,la,mm=binmean(df0,latEdges=np.linspace(47,51,31),lonEdges=np.linspace(-126,-122,41))\n", " #iax.pcolormesh(lo,la,np.ma.masked_where(np.isnan(mm),mm))\n", " mesh=iax.scatter(lo,la,c=mm,s=6,vmin=simin,vmax=simax,zorder=2)\n", "plt.colorbar(mesh,ax=iax)\n", " #iax.set_title('Depth='+str(gdept[kk]))\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "times=np.array([dt.datetime(int(yy),int(mm),int(dd)) for yy,mm,dd in zip(df0.Year,df0.Month,df0.Day)])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FeL3QdgGaT0qPkabJG6shRc5sWqwTYTfvZDDo8hllfe3w5m+hcp183npODlrq/1he0x+i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\nekpgEKhB6wmbELPB1UXAR1au5PsZfBj+Ye1a7CYTdzQ06C7xJQ4Hh3p7e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k/a3t6wkKMn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Q4kEhxCBaoHUmISQxi7cA1HhwZbbCuzXf5sRAm+grqrXVZhwk0/nvezx7UjKkJaYSPYN6IQba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GdSt7uY+9+8WIIMpJQFKKXjhJDfEkK0GJ3HUr13tlk4wtV/0s/MdxMmoS2NqZIxDQghH7M+\nzT6sX2cP1rezB+vb2YH16+zA+nX2YH07e0zSt82x9zQDuARAMSGkHXPojtfW3JZWFpinRBoTWDjC\nFYPBYDAYDAaDwZhzKKUva38TQi4B8BGl9BQhJGfc8XIFJlwxGAwGg8FgMBiMSYlZrrYDqCeEtMcE\nrJxwx8sVmHCVPXIuFeQigPXp7MD6dfZgfTt7sL6dHVi/zg6sX2cP1rezx6R9G7NKtSQcywl3vFyB\naJXrGQwGg8FgMBgMBoMxfbj5bgCDwWAwGAwGg8FgLAaWtHBFCHmMENIWezQbjm9Pdtzw2oMJx9yE\nkJOxx1tprjel8y5EcqlPY68/mOz4QiMX+jXWl+6Ex4KvADPXfZvm82nH8kIkW30bO/5k7P2/TXO9\nRT/HauRS38ZeZ3PtxHNNq1/ZXBv3mWn3barPs7k27rUHDc8zHndLaa6dFpTSJfmAWuDssdjfzQDc\nsb8LAJxM/Dv2/LcA2rTPGd7TlsH1pnTehfjIpT6NHdsO4CSAm+e7bxZTvxre9xbUrEDz3kcLpW8n\n+fykfb6QHtnqW8PxtPfxUphjc7FvY8fYXDsL/Wp4H5trp9i3qT7P5tr0fZvJuFtKc+10H0vZclUP\n4ElAD847Rc5nQHk7dnw8drw+9vwW7TPTYLbOm0vkTJ/GeAjAy8k+uMDItX5FTCv1ZOz1hcxc922q\nz0/a5wuQrPRt7LV6akgDnIKlMMdq5EzfxmBzrYEs9iuba6fft2yuncGcOMm4W0pz7bRYssIVpfRt\nSqmxyFkB1EJo9VA1cBqnECucloZ6g3l0e6r3TOO8C4pc6tOYKXu+K4lnhVzqVwM7M1nccp156NuU\nn53G9XKaLPZtM9TF+7dEdblM5W6y6PowFbnUt2yuTUo2xyyba+PJtG9TsejmiSyvYxrpxt2i68Ns\ns2SFKyOxjVB7bHAWQx2UGRGT2scAXBt7pJLYp3TehU4O9Om3oWpTFxU50K/aZmrBL/aJzFHfpmJR\nzw8z6VuoC3lzTCPaAmAnIaQgyfsWdR+mIgf6ls21E8nKmGVzbVIy7dtULOp5YoZ9q51jsnG3qPsw\nGyx54SpmynwodqMCwChUqV+jCJMMIkrpSkrpuGY+TREgOeXzLlTmu09jE8PHi8CNIo757lfD850A\nfjPF5uc0c9i3qVi080MW+nYc8S4o7QAuTvK+RduHqZjvvmVzbUqyNWbZXDuRTPs2FYt2nsjGOhZj\nsnG3aPswWyxp4Sqm7XgSwC2Gw6cArDQ8L8DUXR7GYyZrzUWoPkvnzXlypE8/BWA7IaQNwD0AHiOE\n3DPF6+UUOdKvGhfH/LoXBXPct6lYlPNDlvo26WtLdY7VyJG+ZXNtcrI1ZtlcO5FM+zbd5xfdPJHl\ndSxu3C31uXZaTDUDxmJ6QM1qUpBwrADpsyLdg/jMMzcjlrUGqs9pqmw/UzrvQn3kUp/Gjj+JBZ7B\nKtf6FbFMRIvlMZd9m+bzk47lhfjIRt/GjrVN1jdLZY7Nxb6NHWdzbZb7lc210+/bVJ9nc236vo0d\nTzvultpcO63fY74bMG9fXP3xKQC34dEce2071FSSbdqx2PHfQg3icwN4K+F4G9S0lfVprjml8y60\nRy71qeH1Bb/g51K/QvV3zyjl+EJ4zFPfpvp82rG80B5Z7lst1XcbgO3TGLeLYo7Nxb41vM7m2uyO\nWTbXzrxv2Vw79b7NaNwtlbl2ug8S6wwGg8FgMBgMBoPBYMyAJR1zxWAwGAwGg8FgMBjZgglXDAaD\nwWAwGAwGg5EFmHDFYDAYDAaDwWAwGFmACVcMBoPBYDAYDAaDkQWYcMVgMBgMBoPBYDAYWYAJVwwG\ng8FgMBgMBoORBZhwxWAwGAwGg8FgMBhZgAlXDAaDwWAwGAwGg5EFmHDFYDAYDAaDwWAwGFmACVcM\nBoPBYDAYDAaDkQWYcMVgMBgMBoPBYDAYWYAJVwwGg8FgMBgMBoORBZhwxWAwGAwGg8FgMBhZQJjv\nBjByn/b29usEQfg+pbQCTCBnMBgMBoOx9FAIIQOSJP2v5ubmN+e7MYzchVBK57sNjBymvb39OovF\n8rO6ujrRZrOFOY5jA4bBYDAYDMaSQlEUEgqFrGfOnDFHIpFvMAGLkQpmhWCkRRCE79fV1YkOhyPE\nBCsGg8FgMBhLEY7jqMPhCNXV1YmCIHx/vtvDyF2YcMVIC6W0wmazhee7HQwGg8FgMBjzjc1mC8fC\nJBiMpDDhijEZHLNYMRYSIyMj/Hy3gcFgqLD7kZFNcmE8xfZEbP/MSAkbHAwGY9Gwa9eu/Oeff75w\nvtuRK+zYsaN+vtvAWLrM5f3IxvriZ67GExtLjJnChCvGgqe1tdW+adOm1TU1NU01NTVNDz/8cPl8\nt2kyOjs7zTU1NU0zPc/DDz9crn1vp9O5wel0blhI/ZBtvvvd71Y/8MADI8Zj8zU+RkZG+HS/sdPp\n3NDY2LjOeKympqZpKprZyd5/6623uu+9996qTM+3WLj33nurGhsb1zU2Nq5rbW21a8efe+65wmTH\nH3744fLGxsZ1NTU1Tbt27cqf7Pyp3p/qurt27cpPdnymPPfcc4XauDae2zi/GMdhtuadTEm8H7Ux\nv2nTptWNjY3rbr/99uXG9xvnL+2hjW/jb7djx476xHG/VMc6kHyOSzX/TDYvZYOpXMP43sk+lzie\nWltb7dqYmHmrz7OUxxIjO7BU7IwFTWtrq/1LX/pS/Ztvvnm8oaFB1I7Nd7uS8fjjj5doC0NDQ4P4\n5ptvHp/pOR955JHBRx55ZBBQN3YA8POf/7x3puedLYx9MBvnvummm8aMx7I1Pmaz3a2trfYtW7YE\nZ+Pcd955p/vxxx+vAJBbY+JD2PASCnAOZtRCxK0Yx+UIZePUnZ2dZgDo6Og40traar/++usv8Hq9\nBzo7O82PP/54RUdHx5GRkRF+27ZtF3R0dBzp7Ow0j46OCtrx+vr69V6v90C68yd7f6rrjoyM8Pfd\nd9/y7u7uwyMjI/zGjRvXdXd3H87G97z//vuXnzp16lBJSYmsXR9IPb/MZN6Z6j2Q7H4EgHffffd4\nSUmJrL2nsbFxXUdHxxHt9f379x/RXtd47rnnCp9++ukS7bO7du3K37hx4zrje3N2rM8yC2kNnAnJ\nxtODDz5YZRxP2WKpjiVG9mCWK8aCZufOnct/+tOfntUWFQCYrY3qTHnuuedKjc+NbV4qJPZBNnnl\nlVcKb7/9drfxWLbGx2y1+4EHHhh48MEHZ1VDetFFFwVzarP1IWx4DOUYh4BqRDEOAY+hHB/Clo3T\nHz9+3HLfffcNA+pvXVNTE2ltbbW/+OKLhdrmTNuMdXZ2mhsaGkSjQsLlcknpzp/q/amu+4c//MG5\ndetWn3bdmpqaiFEQmsn33Lx5s1f7Lg0NDaJxnKeaX6Y770z1Hkh2PybywAMPjLhcLmkya+H3vve9\nqt///ventO964403+v76r/96+B/+4R/ikgrk3FiP0R3pNu3x7MnrjnSbsn3uhbQGzoRk46m7u9uS\nbcFKI1fHEmNhwIQrxtR472Undv2keFYf773szKQpIyMjfGdnp/3GG2/0JXtd04o2Njau0xbvkZER\nXnNHqampadKsPZ2dnWbNVWXTpk2rgfMud5s2bVo9MjLCa5+99957q3bs2FG/Y8eOeuOmQHNn2LFj\nR712XW0Tdfvtty/v7Oy0a583uj+kOk/i9afzc6X6Dsbvr7k4ad9ba5v2nkTXncn6ZTp9oH3vVOfL\npC8OHz7sMG4wJhsfmfRNqnZn8n0z4c4773R3d3dbkn0m2fgFVAtlTU1N044dO+o9Ho/ufZCqj+rr\n68N/+tOfJnV1mzNeQgEKIaMAMjgABZBRCBkvoSAbp7/xxht9xnHg9Xr5oqIiCQBGR0f1/nK5XNLx\n48ct2vNdu3blf/7zn6+///77BzK5TuL7U1335MmT5vr6ej3jal1dnbh3716H8VyZ3JeJbNmyJbh7\n927nvffeW5U4fjJ1CXv88cdLNFcybbxncu8Ck9+TifdjKr7whS+4X3rppaJUr7e2ttqdTqecuIn+\nzGc+43vvvffi1oqcG+tQBasnep9Y9urIqyVP9D6xLJsC1mRzHKD+dsbfN5F066Rxjkv1vnRrReK1\nU611mZA4nu69996qnp4ei7E9k61Nma7hQG6OJcbCgQlXjAXL0NAQX11dHUn2Wmtrq/2VV14p7Ojo\nONLR0XHku9/9brW2Aejs7LQ//PDD/d3d3YdfeOGFUgD46U9/Wnr33XePdHR0HNmzZ09Xa2urva2t\nzdHd3X34mWeeOfu3f/u31dpni4uLpTfeeOPUrbfeqm8KWltb7U1NTUEA+OUvf3m2o6PjyJNPPnn2\nm9/8ZjUAvPjii2erq6sjHR0dRxLd9pKdJ9X1p0K676B9/1/84hcVBQUFsuaWo2nqPB6P8JOf/KSn\nu7v78CeffGLXFqBM+mU6fZCI8XzT7YvJxsdkfaONjWTtzuT7Zsr9998/8Mgjj1Qmti/Z+N21a1f+\ne++95+zu7j6sXTvd9wGAlStXikahYt45BzOciNc2OyHjHGZszUlk165d+U1NTcGGhgbxM5/5jO+1\n114rBFRlygcffOB0u916v7z55ptOAFi1alXSMZNIuvcbrzs6OioUFBRMql3P5L40UlJSIn/44Yed\nZ86csVx++eUNU1XCtLa22p977rnS7u7uw93d3Yc1q1sm92425ieNVatWRc6cOaP/9tu2bbtA28Tf\ne++9VV1dXZZk1sS1a9dGuru7LcZjOTfWAXSHuy0ylUmFpUKUqUy6w/Ftngnp5jgA6OnpsSTOZ0Ym\nWyeNc3Cq96VaK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tcol='orangered'\n", "Scol='teal'\n", "Sicol='darkviolet'\n", "Sicol2='fuchsia'\n", "Chcol='limegreen'\n", "fig=plt.figure(figsize=(12,7))\n", "h=.15\n", "w=.35\n", "axPos=((.1,.7,w,h),(.1,.5,w,h),(.1,.3,w,h),(.1,.1,w,h))\n", "axPos2=((.6,.7,w,h),(.6,.5,w,h),(.6,.3,w,h),(.6,.1,w,h))\n", "axSi=dict(); axS=dict(); axT=dict(); axCh=dict()\n", "for i in range(0,4):\n", " axS[i]=fig.add_axes(axPos[i])\n", " axT[i]=axS[i].twinx()\n", " axT[i].yaxis.tick_left()\n", " axT[i].spines['left'].set_position(('outward', 40))\n", " axT[i].spines['left'].set_color(Tcol)\n", " axCh[i]=axS[i].twinx()\n", " axCh[i].spines['right'].set_position(('outward', 40))\n", " axCh[i].spines['right'].set_color(Chcol)\n", " axSi[i]=axS[i].twinx()\n", " axSi[i].spines['right'].set_color(Sicol)\n", " axS[i].spines['left'].set_color(Scol)\n", " pSi2,=axSi[i].plot(times[df0.k==(ik-2)],df0.loc[df0.k==(ik-2),['mod_silicon']],'o',color=Sicol2,alpha=.5)\n", " pSi,=axSi[i].plot(times[df0.k==ik],df0.loc[df0.k==ik,['mod_silicon']],'o',color=Sicol,alpha=.5)\n", " pSi2,=axSi[i].plot(times[df0.k==(ik-2)],df0.loc[df0.k==(ik-2),['mod_silicon']],'o',color=Sicol2,alpha=.5)\n", " #pS,=axS[i].plot(timesV,dfV['SA'],'-',color=Scol,alpha=.5)\n", " #pT,=axT[i].plot(timesV,dfV['CT'],'-',color=Tcol,alpha=.5)\n", " #pCh,=axCh[i].plot(timesCh,dfCh['Chl_ugl'],'.',color=Chcol,alpha=.5)\n", " axSi[i].spines['left'].set_visible(False)\n", " axCh[i].spines['left'].set_visible(False)\n", " axS[i].spines['right'].set_visible(False)\n", " axT[i].spines['right'].set_visible(False)\n", "axS[0].set_xlim((dt.datetime(2009,1,1),dt.datetime(2011,1,1)))\n", "axS[1].set_xlim((dt.datetime(2011,1,1),dt.datetime(2013,1,1)))\n", "axS[2].set_xlim((dt.datetime(2013,1,1),dt.datetime(2015,1,1)))\n", "axS[3].set_xlim((dt.datetime(2015,1,1),dt.datetime(2017,1,1)))\n", "axT[0].yaxis.set_label_position(\"left\")\n", "axT[0].set_ylabel('CT ($^{\\circ}$C)',color=Tcol)\n", "axT[1].spines['left'].set_position(('outward', 55))\n", "axS[1].set_ylabel('SA (g kg$^{-1}$)',color=Scol)\n", "axSi[2].set_ylabel('dSi ($\\muup$M)',color=Sicol)\n", "axCh[2].spines['right'].set_position(('outward', 55))\n", "axCh[3].set_ylabel('Chl ($\\muup$g L$^{-1}$)',color=Chcol)\n", "plt.legend((pT,pS,pSi2,pSi,pCh),('Conservative Temperature (Central Node)','Absolute Salinity (Central Node)', \n", " str(int(bounds[ik-2,0]))+'--'+str(int(bounds[ik-2,1]))+' m Silicate (DFO)',\n", " str(int(bounds[ik,0]))+'--'+str(int(bounds[ik,1]))+' m Silicate (DFO)','Chlorophyll (ferry)'),loc=8,ncol=3,\n", " bbox_to_anchor=[0.5,-1,0,0])\n", "#model side\n", "for i in range(0,4):\n", " axS[i]=fig.add_axes(axPos2[i])\n", " axT[i]=axS[i].twinx()\n", " axT[i].yaxis.tick_left()\n", " axT[i].spines['left'].set_position(('outward', 40))\n", " axT[i].spines['left'].set_color(Tcol)\n", " axCh[i]=axS[i].twinx()\n", " axCh[i].spines['right'].set_position(('outward', 40))\n", " axCh[i].spines['right'].set_color(Chcol)\n", " axSi[i]=axS[i].twinx()\n", " axSi[i].spines['right'].set_color(Sicol)\n", " axS[i].spines['left'].set_color(Scol)\n", " pSi2,=axSi[i].plot(times[df0.k==(ik-2)],df0.loc[df0.k==(ik-2),['Si']],'o',color=Sicol2,alpha=.5)\n", " pSi,=axSi[i].plot(times[df0.k==ik],df0.loc[df0.k==ik,['Si']],'o',color=Sicol,alpha=.5)\n", " pS,=axS[i].plot(timesV,dfV['SA'],'-',color=Scol,alpha=.5)\n", " pT,=axT[i].plot(timesV,dfV['CT'],'-',color=Tcol,alpha=.5)\n", " pCh,=axCh[i].plot(timesCh,dfCh['Chl_ugl'],'.',color=Chcol,alpha=.5)\n", " axSi[i].spines['left'].set_visible(False)\n", " axCh[i].spines['left'].set_visible(False)\n", " axS[i].spines['right'].set_visible(False)\n", " axT[i].spines['right'].set_visible(False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "ename": "NameError", "evalue": "name 'ik' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0maxSi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'right'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_color\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mSicol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0maxS\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'left'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_color\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mScol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0mpSi2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxSi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mik\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mik\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'mod_silicon'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'o'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mSicol2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0mpSi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxSi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mik\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mik\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'mod_silicon'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'o'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mSicol\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0mpSi2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxSi\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mik\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf0\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mik\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'mod_silicon'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'o'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mSicol2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'ik' is not defined" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tcol='orangered'\n", "Scol='teal'\n", "Sicol='darkviolet'\n", "Sicol2='fuchsia'\n", "Chcol='limegreen'\n", "fig=plt.figure(figsize=(12,7))\n", "h=.15\n", "w=.35\n", "axPos=((.1,.7,w,h),(.1,.5,w,h),(.1,.3,w,h),(.1,.1,w,h))\n", "axPos2=((.6,.7,w,h),(.6,.5,w,h),(.6,.3,w,h),(.6,.1,w,h))\n", "axSi=dict(); axS=dict(); axT=dict(); axCh=dict()\n", "for i in range(0,4):\n", " axS[i]=fig.add_axes(axPos[i])\n", " axT[i]=axS[i].twinx()\n", " axT[i].yaxis.tick_left()\n", " axT[i].spines['left'].set_position(('outward', 40))\n", " axT[i].spines['left'].set_color(Tcol)\n", " axCh[i]=axS[i].twinx()\n", " axCh[i].spines['right'].set_position(('outward', 40))\n", " axCh[i].spines['right'].set_color(Chcol)\n", " axSi[i]=axS[i].twinx()\n", " axSi[i].spines['right'].set_color(Sicol)\n", " axS[i].spines['left'].set_color(Scol)\n", " pSi2,=axSi[i].plot(times[df0.k==(ik-2)],df0.loc[df0.k==(ik-2),['mod_silicon']],'o',color=Sicol2,alpha=.5)\n", " pSi,=axSi[i].plot(times[df0.k==ik],df0.loc[df0.k==ik,['mod_silicon']],'o',color=Sicol,alpha=.5)\n", " pSi2,=axSi[i].plot(times[df0.k==(ik-2)],df0.loc[df0.k==(ik-2),['mod_silicon']],'o',color=Sicol2,alpha=.5)\n", " #pS,=axS[i].plot(timesV,dfV['SA'],'-',color=Scol,alpha=.5)\n", " #pT,=axT[i].plot(timesV,dfV['CT'],'-',color=Tcol,alpha=.5)\n", " #pCh,=axCh[i].plot(timesCh,dfCh['Chl_ugl'],'.',color=Chcol,alpha=.5)\n", " axSi[i].spines['left'].set_visible(False)\n", " axCh[i].spines['left'].set_visible(False)\n", " axS[i].spines['right'].set_visible(False)\n", " axT[i].spines['right'].set_visible(False)\n", "axS[0].set_xlim((dt.datetime(2009,1,1),dt.datetime(2011,1,1)))\n", "axS[1].set_xlim((dt.datetime(2011,1,1),dt.datetime(2013,1,1)))\n", "axS[2].set_xlim((dt.datetime(2013,1,1),dt.datetime(2015,1,1)))\n", "axS[3].set_xlim((dt.datetime(2015,1,1),dt.datetime(2017,1,1)))\n", "axT[0].yaxis.set_label_position(\"left\")\n", "axT[0].set_ylabel('CT ($^{\\circ}$C)',color=Tcol)\n", "axT[1].spines['left'].set_position(('outward', 55))\n", "axS[1].set_ylabel('SA (g kg$^{-1}$)',color=Scol)\n", "axSi[2].set_ylabel('dSi ($\\muup$M)',color=Sicol)\n", "axCh[2].spines['right'].set_position(('outward', 55))\n", "axCh[3].set_ylabel('Chl ($\\muup$g L$^{-1}$)',color=Chcol)\n", "plt.legend((pT,pS,pSi2,pSi,pCh),('Conservative Temperature (Central Node)','Absolute Salinity (Central Node)', \n", " str(int(bounds[ik-2,0]))+'--'+str(int(bounds[ik-2,1]))+' m Silicate (DFO)',\n", " str(int(bounds[ik,0]))+'--'+str(int(bounds[ik,1]))+' m Silicate (DFO)','Chlorophyll (ferry)'),loc=8,ncol=3,\n", " bbox_to_anchor=[0.5,-1,0,0])\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [], "source": [ "timesVic=np.array([dt.datetime(int(yy),int(mm),int(dd)) for yy,mm,dd in zip(dfVic.Year,dfVic.Month,dfVic.Day)])" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(729755.0, 737060.0)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iXm2Plp9q7OymobObgKLi8gcobW3n7WqjeUsSVPlaItyvsx8ObV6W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qCUOkVIEB0exsKHb2PlgaOcM3wQg3sqJcMbc6c9xgupn9HDEsGjY24hzGTmy6vu5pusFM5OGsSY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\ng67UAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,3))\n", "simin=20; simax=60\n", "m1=ax.scatter(timesVic,dfVic.k,c=dfVic.Si,s=6,vmin=simin,vmax=simax)\n", "fig.colorbar(m1)\n", "ax.set_xlim((dt.datetime(1999,1,1),dt.datetime(2019,1,1)))" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(729755.0, 737060.0)" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hdve+pL4kdbtdL2KDERcWP2iWvBE2PhM0QRkXcfQ/AKYmysmDepIkM/tS0h/ufmlm/yPp\nceZXN6hPRllY/KA5GGFDU5V1EUf/A8Rtrof5khHlXUkdM7tIkuWfzWw3+ZXHU/53AC3BCBuaios4\n5Cm6HAfxMfdqKiK63a6fnZ1V8rcAAPEhKUIWz1TEzczO3b276uvMveAIAABNRpkEsnimAkVgCWsA\nANA6aTnO2toa5ThYGiPKAACgdXimAkUgUQYAAK1EOQ5WRekFAABoNFYERV0YUQYAAI3F7BWoEyPK\nAACgsfJmrwCqQqIMAAAai9krUCdKLwAAQGMxewXqRKIMAAAajdkrUBdKLwAAAIAcJMoAAABADhJl\nAACAkjEXdJioUQYAACgRc0GHixFlAACAEjEXdLhIlAEAK+O2MjAZc0GHi9ILIACDwYA5RNFY3FYG\npmMu6HCRKAMNRxKCpsu7rcw+CtzEXNBhovQCaDhq29B03FYG0FaMKAMNlyYh6YgySQiaptfr6cmT\nJzo+Ptbe3h6jZgBaw9y9kj/U7Xb97Oyskr8FtA01ymgyyoMANI2Znbt7d9XXYUQZCAC1bWgyapQB\ntBU1ygCAlVCjDKCtGFEGAKyEqa8AtBWJMgBgZZQHAWgjSi8AAAAiwAqai2NEGQAAoOWYnWY5M0eU\nzWzfzHaTfw8y7Y/NrGNmG2a2X+5mAgAAYFksXrWcqSPKZrYh6dDdv0q+d0n95Mdbkp5LOnH3w1K3\nEgAAAEtj8arlTE2U3f21pDRJ3tIoSZakp+7+S4nbBgAAgAIwO81y5qpRTpLkQ0kPMs23k/aOJOUl\nzUmpxoEkbW5urryxAAAAWA6z0yxu7iWskzKMc3f/LOdn55J2khHoXCxhDQAAgCoUtYT11If5zGzL\nzHald2UYyjzY913mV18pGVkGAAAA2mBW6UVXwyQ461LSRvJv6ra7XxS5YQAAAECdZpZeZKZ+60i6\nTGuRx9ov3P1kxuv8n6T/XW1zW+NjSf+ueyMagliMEIsRYjFCLEaIxQixGCEWI8Ri5L/c/T9WfZG5\na5RX/kNmZ0XUirQBsRghFiPEYoRYjBCLEWIxQixGiMUIsRgpKhYsYQ0AAADkIFEGAAAAclSZKPdn\n/0o0iMUIsRghFiPEYoRYjBCLEWIxQixGiMVIIbGorEYZAAAACAmlFwAAAECOlRLlZPGR78ba9s3s\nPPnaWrY9NGb2eML7212kPfOzG3ENSVGxMLPvkrY/04VvQlNgLP5O4vCnmT2v+n0UoYhYJPvE32Nf\n+3l/r8kK3C+C7z8XjUXmZ+/1kbH1nZmfjZ+Ho+s7Mz8bj0V0fWfmZ99lvo+y78z8bK5cNZe7L/Ul\n6WdJ55IeZ9o6Gi5zLQ0XJTlfpj20r+R9PE7+e0vS35n39Oe8/z0priF9FRWLsdfZSF8npK8CYxHs\nsVF0LHJe97mkjbrfX037RfD956KxSL7P7SNj6zsnvecY+84psQjyuCgjFjmv2/q+c8p+sVDfufSI\nsrt/LenpWPO+pH8lP0+XvO4s0R6ajpJY+HCFwsvkCmVX0knS/jpp70xpnxTXkBQSC3e/dPcHmdcd\nXyEyBIXtFy1QeCySEYKnad8RkKJi0Yb+c9FYTOwjI+w7c99zpH1nGz7/SQqPRUR956K5aq4yapTv\nZP77lYZvbJn2YLj7ibtnl/TekPRaw/fyZ6b9UsOroEntwSs6Fsltw58lPS5rm8tScCw6mdtEwd1K\nLekYOfRkpdCQFByLoPvPJWLRWkXHIrK+c5rY+s55xNJ3TjN331l0onyiYaauzEjIxhLtwUoOxIvk\nw7yj4Yc4blJ7qxQUi6+Sfy+n/E7jrRKL5Ir3laSd5CvoUZMi9oukti64jn7cirFoVf85ZyyiUFAs\nYuo7c0Xad856jZj6zkkW6jtvrbCd73H3CzN7ambnyYacSLpctL3IbapSEvAH7p52UC91M/i3Nfww\nJ7W3RlGxSG8hJg8e/GeAt4oKiYW7f5Z5PZnZVnLrKSgFHiOHkrK3l4Ozaiza1H8uEIvWKyoWkfWd\nE0XYd84SU9+Za9G+s/DSC3f/0d2/SA7STrpDLtoeGjPb0PBq9etM86WkzzLfbyRtk9pboaRYXEoK\nbv36EveLEE96RcaiG2pfIRUXizb0nwvGotVKikUMfeci2t53zhJT3znRIn1n4Yly8ibSYvFflm0P\n0H9L+nrsqv1EwyH99H12ktsEk9rbYuVYmNlBOnVN2i7prML3UJQiYrGficWWNHxgp8L3UBSOkZFC\nYtGS/nORWLTdyrGItO/MFWnf2XaFxGKhvtOXn6bjZw2Lp/+W9DzT/lzDqTiejv3+Qu0hfUk6kORJ\nLNKvreRnu8n7O0/bZrTnxjWUr4Jj8TTTvl/3e2vAfnGeHC+dut9bzbF4N7VPiF8FxyLo/nPJWEw6\n98TYd06KRYx957T9Ira+c1IsYuw7F8pV875YwhoAAADIwRLWAAAAQA4SZQAAACAHiTIAAACQg0QZ\nAAAAyEGiDAAAAOQgUQYAAABykCgDAAAAOUiUAQAAgBz/D/32JHnN7k53AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(12,3))\n", "ii=dfVic.k==27\n", "ax.plot(timesVic[ii],dfVic.Si[ii],'k.')\n", "ax.set_xlim((dt.datetime(1999,1,1),dt.datetime(2019,1,1)))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(735599.0, 736330.0)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ik=36\n", "ax=axs[0]\n", "ax.plot(timesV,20*(dfV['PracticalSalinity_psu']-np.nanmean(dfV['PracticalSalinity_psu'])),'-',color='teal')\n", "ax.plot(timesV,10*(dfV['Temperature_C']-np.nanmean(dfV['Temperature_C'])),'-',color='coral')\n", "ax.plot(times[df0.k==ik],df0.loc[df0.k==ik,['Si']]-np.nanmean(df0.loc[df0.k==ik,['Si']]),'o',color='deeppink')\n", "ax.set_xlim((dt.datetime(2009,1,1),dt.datetime(2011,1,1)))\n", "ax=axs[1]\n", "ax.plot(timesV,20*(dfV['PracticalSalinity_psu']-np.nanmean(dfV['PracticalSalinity_psu'])),'-',color='teal')\n", "ax.plot(timesV,10*(dfV['Temperature_C']-np.nanmean(dfV['Temperature_C'])),'-',color='coral')\n", "ax.plot(times[df0.k==ik],df0.loc[df0.k==ik,['Si']]-np.nanmean(df0.loc[df0.k==ik,['Si']]),'o',color='deeppink')\n", "ax.set_xlim((dt.datetime(2011,1,1),dt.datetime(2013,1,1)))\n", "ax=axs[2]\n", "ax.plot(timesV,20*(dfV['PracticalSalinity_psu']-np.nanmean(dfV['PracticalSalinity_psu'])),'-',color='teal')\n", "ax.plot(timesV,10*(dfV['Temperature_C']-np.nanmean(dfV['Temperature_C'])),'-',color='coral')\n", "ax.plot(times[df0.k==ik],df0.loc[df0.k==ik,['Si']]-np.nanmean(df0.loc[df0.k==ik,['Si']]),'o',color='deeppink')\n", "ax.set_xlim((dt.datetime(2013,1,1),dt.datetime(2015,1,1)))\n", "ax=axs[3]\n", "ax.plot(timesV,20*(dfV['PracticalSalinity_psu']-np.nanmean(dfV['PracticalSalinity_psu'])),'-',color='teal')\n", "ax.plot(timesV,10*(dfV['Temperature_C']-np.nanmean(dfV['Temperature_C'])),'-',color='coral')\n", "ax.plot(times[df0.k==ik],df0.loc[df0.k==ik,['Si']]-np.nanmean(df0.loc[df0.k==ik,['Si']]),'o',color='deeppink')\n", "ax.set_xlim((dt.datetime(2015,1,1),dt.datetime(2017,1,1)))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Kq/q/C8YyoKQ7ISw5JZBU2AFfZRK5fapI3umhem3vhvzGujl7y/caPr895d8tWHkROVas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\nYT4f2TExfFRTTTBC0+Q7z3WaOP92/SsdOi+RaOE+jOWG1UIsdNOXAqH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=37\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs CT, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jQu8j0yeE6DcG3Rgm2nNXdK1dCNGhpsJCXI89RvWPf4zrscdoKiyMdpcGvBXD\ns4hTraPhcUqxYnhWxD5zzh3J2JydR+C7WrtpoIj4qnAEWarWbA+1/4BksVjInlJP4+ZESvfuxdvk\nxuZwkjf9O2xYdy9lQxoYegy8x4+TfvlQeAo8mzxYUqGxwsNytYxf7X6P/RPW8g7vcCmXkmGzEV+j\nqI+XwJLovx599NGM9957LzU3NzfJ3/bOO+983pdXhfMv0x2kfWCOYZOXGF/5o4NPi0tsX+vu7aKN\nPLnxJUpd5WQlpXPb7MVcNmV25PsqhOjUoBvDBqjTHmdDTXEOMpYLITrWVFhIw5tvgpk9o6urjfeA\nIy8vml0b0Px1lMJZFa6ntJ1S50xSeOo1zQGJU6dTu2mgiGjGkmht9JRKQJNUY2PrX58BwGaLZcy4\nSynPaEABjR9/DP8NGs3sz6azJakQNFR/3sBZ62/G4nXwH/wHPowiYfG1FmoTfdG7KCG66a677jqp\ntd7icrm2+b/6clBpUJuzAmxtar7b4oz2AG8XbeShNfkcc51EoznmOslDa/J5u2hjL3ZWCCEGrm6N\ns2GO5UKIzrnXrWsJKrXweIx2EVFL0lI5cOZkfNOncuDMyRENKvlNuTyemwqG84PCbG7720gu/kka\nScOsoCBpmJWvPpjaY/WVjm2oYsMteyi4ZicbbtnDsQ1VPXLeSJHAUm8p30NsgpeETEVyjYPCd/7Q\nsmn02K/iS02kIdZL0/7PYQyoFMUl285jfdw/ACjdWE2WdwTjP7yOaqpZaiyKR2y9ojZR4/ZJcEkI\nEWGtpsUp43Vhfrv6Sk9ufAm3t/XCfm5vE09ufKkXOyuEEANXt8bZMMdyIXqbOUV3kVJqqb+MSpvt\nKUqpSqXUloCvu81tK5VSueY+i3qrz7q6ukvtYmAJDDTdVDC8R4NKRauO4D7pAQ3ukx6KVh3p08Gl\naBTvHpxKjKj1yDlTqP1LEZ7PS2hy1+NwGk+M8qbfyNH9TzP8iA3vkSPYZo9gxFtDwO3Do7xUFtWR\nlhdD9j8v48jCl/id+h0/4AfEuGNxx2nW19RySXJSRz0QQoju80+L60CpK8hqQx20CyGE6Jpuj7Nh\njOVC9Cal1Axggdb6JvN9Ae1LqswCxpg14VBKLdJav2pum4GxGMFa/zl6g0pODhpEUsmDczoUSDmE\ncDQVFuJetw5dXY1KTsY5b16rqZP7XjyOr6l1uRtfk2bfi8cZNiel7en6BMlY6i3HjMyjMd+9Fa0g\nqcbOlr/9OOojAAAgAElEQVT8pmVzcspofDlGsbGygpfhVqP9mm0LKU4sofZ4A0OT41BYWVm+Co3m\nUi7F6oFGp+bD2rpevyQhhAgmKym9S+1CCCG6RsZZMQDNB/YHNpjBphZa67UBQaUZGCta+q3SWo/t\nzaASgHPePGi7EpndbrQPQr1VDmF1RSWjd+7G8ukORu/czeqKyh49fyT563L5A5L+ulyBRd/d5e1X\nvOuovS+QwFJvKS8CwDZuHomTJpJQZ6PojT+22mXi3FtoiPWiy8rxXFQPdli0ZR5fJJaAR5HtiAVg\nVMl5nMd5HPAexKIVjbGarfVSkkYI0TfcNnsxTpujVZvT5uC22Yuj1CMhhBhYZJwVA1AVEBgZTTO/\nQpmvtd4auL9SaoZ/Ol2wA8wpdpuVUpvLysp6oMtGge7YK65oyVBSycnEXnHFoC3c3RvlEFZXVLK0\n5DAHPR40cNDjYWnJ4X4TXAqnLpczvU2wspP2vkCmwvWWmhKwOsFiY9Jtd7D5lluguJSm+loccQkA\n2GxOyEwnvqSazz56mrypd5GwJQ4d60OhcBYbwaMDZTW8yZuMrp0AQLPNQ3FTn1+lXQgxSPjTnSUN\nWgghIkPGWTEAvQz8NuB9yPk+Zv2lwGylwNUut5q1l1qym9rskw8wa9asHltW25GXN2gDSW31RjmE\nZUdLqdet//nqtWbZ0dJeKeDdXeHU5Rp37VCKVh1pNR3O4lCMu3ZoxPt3uiSw1FvclZAwHIBhX/0q\nvhgryTUO/vnqU8z+f/e27JYx7+vUPfcclpLj1H7jGAlbhnFz+b9RTDUl+4ohM5ajFXWkkcbdR38M\nQFPWOk54LorKZQkhRDCXTZktNzhCCBFBMs6KgURrXaWUuscMGlVgBI42h9j9amCV/42ZoZSrtX7E\nbKoAcoGtQY4VYTqdWklZSekcc50M2t5TStpm+3TS3teEU5fLX0dp34vHcZd7cKbbGXft0D5bXwlk\nKlzvaKgA7YWUsS1Nw+ctIKbJyt6X/9BqV1tODj6HjbSKGLaf9StQMOGDUVQ6q4iri6WZOsqq3QBc\nU3o9ADXZ62hw7KNJVoYTQgghhBBC9DNKqRRghtZ6LUZQqbhtxlGAWRhT5/yKaV3oO63NNDnRRadb\nK6k3punmtK1p1Ul7XxNuXa5hc1KY8/REFvzpTOY8PbElqNRUWIjrsceo/vGPqX7oIap//GNcjz3W\nqkZTh1YDozEiQaPN9z1AMpZ6w8EC4zXzrJamM+79EcfeeRfbkWrctVU4E05FHx1jxmLZswfqKygb\ne4L0/Zm45jnIrhpOve3P7KtKJHvDp5zxjxjmkUhjbANkr2Dmnomk22LC7taH48d2vpMQvWD58uVD\nX3vttTSXy2V98sknD1555ZU10e6TEEIIIYToHWbGUq6ZsZQbWIRbKbUFmNcm0FQRcOxWs7ZSLkam\n0j291vEBqqNaSR1lLfXGNN0Vw7NYWnK41XS4OKVYMTyrxz4jkvzTJjtaFS4Uf+HvlhpN5t+BvwB4\n4PmDWg0sBfzlmQ+a7wG6uVCoBJZOx58u7Nr+lfsA+PjVZzn0zAsAnDvy3/DFWkmsdfD+jReTVfVs\ny+4x8SMZPfUz0k84KbvifTJ/eR2zdg2hYlg96W43Xl8D992ZgturaASG7DufPRc+SLXrUW76/t08\neYsxlh6/spRpR17oiSsWImKKiooc5eXltl27du0+efKkNTc3N8/lcm2Ldr+EEEIIIUTvCZjK1rZ9\nZkfvzbZXI9WvwajUVc4lHOR2dpBFPaXE8QRTec+lOj020tN0/XWUlh0tpcTjIcduZ8XwrLDqKxW9\nVceGx6txlTaTlGVlzh3JTLk8PmJ9DeV063IFLfztZxYA7/C8yzgVVPKrN9slsNQPWI0sotTYZg4F\nxNmHjh3FyZ1fUH7wKFmnplTSWJeKr9lOZqmFXV/egc/qZcQXKVQMqyejMYUybSRz+IO0s969mg3/\n8RKHp/8Zr+1OEixWAIbFxUpWkujzpkyZ0vTrX//6iP99cnKyN5r9EUIIIYQQYjBb7CznDve/iFXG\nAlHDqecB/S9SnIkR/dxw6zotSUvtcqHuorfqeP/BSrxu4ybadayZt++t4IOfVzH33pSoBJi6KlTh\n73C3U9LF9i6QwNLpuObDru3vdsGvksk7czR5j+5qaR7t9fLGlAk4XXDW2myc8Ukt22qf30zzgQNk\nj/0SZedvJ2n7JABim52Mm2ll6coxrH+kks3/V8u1N2fzy+M3oMfczZEP/8AW/tITVykGsBu4IXsn\nO+Mi+Rlncmb97/jdoXD3f/311xMfeeSRrDvuuKM0kv0SQgghhBBChHa72tESVPKLVc3crnZE7DP9\ndZ38U/D8dZ2AHsmA2vB4dUtQKVBDlY/3H6wE6PPBpVCFvwO3dygHY/pbsPZukuLdvcGZBHFZULEH\nAgpsW2w2bKOGEee28ffH7m91iGPaNACGHovFfUElTpcRA3B6naSnGOdo9hjfGOlOG1TNA08av+bX\n+JAi3qL/ef/995MAxo0b1xjtvoi+7e2ijVycfyvTHr2Wi/Nv7bSQpBBCiK6RcVaIwS3OfaJL7T2h\no7pOPcFV2hxym9et2fB4J9k+fUDQwt9+QQqAt7MCaJtaEGe2d5NkLPWWnIvgsxfhi3dg7OUtzbPu\n/zn/+va3OfbGW7DssZZ2W14evP463n37yL7vdrxP1GHxQa4tnnLVAIDPnDBkdSjsyoa9fAl1WU/y\nS37J9/l+r16e6F+6kknUW/zT4ZKSkqYVFxcXZmRkhB79xaAV6adZQggx2Mk4K4QgMQdqgqS2JPZA\naksIpa7yLrV3VVKWFdex0LcXHQWe+oq2hb9RCrQOvwC4v47SMozpbzkYQaVu1lcCyVjqPdO+Z7wW\nPtOqOWvOHBqdGmdVM27XqQJMFosFlZpq/Iex+LDOiMXutjGlOR1HgxETaPYaGUtWB8QpC9YT12HB\nwk/5ae9ckxARkJ2d3bhx48aITtMT/Vekn2YJIcRgJ+OsEII5K8DW5tdxW5zRHiFZSeldau+qOXck\nY3OGLj6elGXtkc+JNEdeHkl33knyAw+QfP/9JD/wAEl33hl+MfAlwAHAZ772QFAJJLDUe0acDxYH\nHNnQblP81MnYvRY2/OiWVu22CRMA8GzfzqEf1GHzWLEdHsoMRyUnT+w8lbFkVyRZrbh9MSxkIRVU\n8Ef+GPFLEqInPProoxnPPfdcKsDJkyethw4dipk9e3bb9QqEACL/NEsIIQY7GWeFEExeAgvzIXEU\noIzXhflGe4TcNnsxTpujVZvN6mD/6AuwfLqD0Tt3s7qi8rTPP+XyeL76YCrO5PbBJZtTMeeOTuoT\niQ5JYKk3ZeSBuwLqW89Nnf3or2m2aCo3ftKq3XnOOYARWPog5ihuqw97RSrNXkXhp/l4mmoBsDkU\nGTYrHg2rWAXAj/hRL1yQEN131113nSwoKEg644wzJn/lK1+Z8Pjjjx+UaXAilEg/zRJCiMFOxlkh\nBGAEkZYegO/7jNcIBpXAmGp7/8KlDEvKQKFIik/j8KRL2Jc5CQ0c9HhYWnK428Gl2/42kst+nkbS\nMCsoSBpm5asPpvb5wt19ndRY6k0TvwEntsCnT8H5D7U0J47IwZ2oiHVpqr/YT/KYsQBYUlMhJobm\n0lJ2qHISEhLIqYzn6DvTyb3yU+osm4DZWGMUQz3GP6WjKYtzHOfwCZ9QQAELWBCNKxWiS1544YVg\n6xMI0c5tsxe3qv0B4LQ5uG324ij2SgghBg4ZZ4UQHXm7aCNPbnyJUlc5WUnp3DZ7cY/VX7tsyuyW\nc43euZsTHk+r7fVas+xoKUvSUrv1OVMuj5dAUg+TjKXeNPVm43Xva+02pV04G4tWbPrB91q1W0eM\nAI+H2hPllCc20hjjYcba8xg56kIsdmPxLItNk2030gYL3Y38ht8AcDu3R/BihBiclFIpSqlKpdSW\ngK+7zW0rlVK55j6Lot3Xgajt06xhSRncv3CpFJQVIkwyhonOyDgrhAjFX9z/mOskGt1S3D8SK0eW\ntAkqddYuoksylnqTMwnihkDFZ+DzgeVUXG/2g7/knXdm0LTr81aHOKZPp6G4mHGNFVjtw2h0ephd\nfAZW32T+VbUOgD2f55M7+RvGnxsbWcA0JjOZ3exmG9uYxrTeu0YhBr5ZwBitdRWAUmqR1vpVc9sM\noABYq7W+KVodHGiCPRl7b+lT4Z9g92rYsAxqSozVTOasiHg6txB9mIxhg1mY42Fg1sBAF8nsCyEG\nmo6K+/f0902O3c7BIEGkHLu9Rz9H9AzJWOpt2ReB9sLB91s1xyWl0Zhmw9GkOPzuOy3ttilT8KI4\nS7uIc9rBorBoC9wLdu+ZANTU7WXisbUA7G80spie5EkAbubm3rgqIQYNrfXagBuyGUBxwOZVWuux\nckPWc4I9GfvRO09xwVM3hvd0bPdqWLPUXDJXG69rlhrtQgxCMob1D28XbeTi/FuZ9ui1XJx/a89k\nA8h42E5vZl8IMRD0ZnH/FcOziFOtC23HKcWK4Vk9/lmi+ySw1NummSu/7fhtu03DvnYFGs22lafq\nL1ksFo7EJDMVF5nJMSgUu3K+gDWgm41vNJvdQdLxTZzZVMrBJiOqO495ZJPNJ3xCCSWRvy4hBqf5\nWuutAe/TlFIzlFKLZBpJzwj2ZAyg2l0b3i//G5aBt80ig956o10IIWNYHxSxYIeMh+10lH0hhGiv\nN4v7L0lLJT9nJKPsdhQwym4nP2dkt+sriciIeGDJ/AVlaZu2oHP4zV9k5vtfI923qBh5AVgccPjj\ndpvOveU+auO8eI+cwFt/6gf/P6zpJNDMcHsNAO/N3ARNYD9gBJZmnXcXFmXloar38dYcbjnuZ/wM\ngKW0+usXQvQAc4wKfNKP1jpfa73VnFbyQ6VUSpDjliqlNiulNpeVlfVWd/utjp6Aub1N/Oidpzp+\nml8TIrAeql2IQeJ0xjAZv3pHxIIdfXw8jEiWVid6M/tCiIHgttmLcdocrdoiWdx/SVoqB86cjG/6\nVA6cOVmCSn1YRANL5i8tPwTa3lz55/Cv9M/rV0rlAgvMFO1XgXsi2beoyjgD3OVQf7JVc2xSGk1D\nnFh9is+efLyl/QNPEs2As+EoAH+ftMPY/4AVgITEoUydeTMWNN88/gb15nmXsIR00imggCqqeuHC\nhBhUribgpswMiN8dsL0CyG17kHnjNktrPSszM7MXutm/hfMErMOn+Yk5wQ8K1S7E4NHlMUzGr94R\nsWBHHx4PozUlrTezL4QYCKS4vwglosW7tdZrzYBR28DSqoBCkX7zoVX0o0opNaNNinbf9KcLw9pt\n029PUN/kZtS4SsafAftvH48j4VR09+DJK7HFnY3Xuom9zz1PVeEM6i0+KsdZOa6dxLqPA+PQNkVd\nUg2xdRZwajZ+cw2+GBsrb7iIB2vW8I+1KxjxeSzrJ57gK2PG8pcz/8nCw7O44VOjn789afwymDj7\nxpbP/nD82J762xBisJgFrAx4X0zrp/9p/WL86uOCLXsdTMjCkXNWGDVEAqd/2OKMdiEGNxnD+qis\npHSOuU4Gbe+WPjwe9mZB4EDBfsZEMvtCiIFgMBX3F+GLVo2lYHP4U4DARzFBn/YPBEcOJKE1ZI91\n0extptmrafZq0DA84UqqkpqweTwc2fICfy8fAgoOuFOIcRi/CCR44njsgjfQgEKxc+d4Pts2hn01\no/ll4hxweNhjTaU+/1uc+8NHsHrs7Ew+Ed2LFiIMy5cvH7px48a4aPejCyr8fzBvwHIDnvoP3KzL\nXuR/MpbiTOx036BP8ycvgYX5kDgKUMbrwnxZFU4Ig4xhfVDEppr04fEwWlPSJPtCCCF6RkQzlkLR\nWuebf9yqlNqilFrblePNmk1LAXJyop++yzUfhrXbedcEvHnrWhx7XkJlvc3fq2YabcN+BUD58ZHE\nNB4joX4Do44ksElfyhpvFufE7QQg1zWKly94k4s3XY5WYPc5icfKnb+2s+z+iVxZX8S4SSWM+Owq\ndGMCCnB64rn5imcAZJ040Se9/vrric8//3zm2LFjm2bPnl3f+RHRpbWeGaStbSam6AH+J2P+JaGD\nPcmHDp7mT17SJ26chOhLZAzru/xBjSc3vkSpq5yspHRum724Z4IdfXQ8jFiWVhgk+6LvCEg4SAOK\ntdbt7hGVUiuBVRiB8fkBZVUWYcx+SQGqgh0r+peit+pY97NK3NUagNgUC3PvTWHK5fFROU87q4Fl\nQAmQA6wA+t7w2mt6PbBkftPnaq0fMZv8mUn+gcAvjTZFJf3MwFQ+wKxZs3TkehtBl66GgwWM4iij\nvvl7GL2gZVP18UM8s2QGo44kkF7zHrllEygeMRGrtmCzuplr+TIfxW/CEVMNWhF7loXFfxgCwBcH\nNU94z+fJyr8y/sa3mXb297gWD6PSZFlG0bc98sgjWZdffnlltPshos8fQGp7QxUYYOpw6sLu1cYq\nRzUlRu2QOSv65I2UEEKE0uPBjtMYF0ONxZEgU9KEUmoGRr3dm8z3BUCw4JC/Vu/agH1zwzxW9BNF\nb9XxzvIKtPdUW0OVj/fuMxJtww0K9dR52lmNkebifxR+0HwPgza4FI2MpaBz+JVSxbSe658yoOf2\nWyxw1Xuw+kvwxtfhljKwOQFIHprN2NmX8MWGdxl7KJkFa37DS1fcDWePJXZPDQ3Vdv56wy/Y+7+H\nyPDGc6DIBQwFYFX2CIa5XGyqy+HL5Z9TXLsdEmAEI6J4saKvuf+932TvO3koolPOxmVk1z908c2H\nwtn3ueeeSx09enTHRXTEoNA2aOQv4AqnnuJ3+DR/9+rWNURqDsK718MHd4C7QgJNQojBJ9i4+M43\njXFx7uNBx8NwxuKeFNEsLdFfzAf2BzaEqLc7sGr1iqA2PF7dKhjk1+wxtoUbEOqp87SzjFNBJb96\ns32Q/ooZ0cCSuSrcAiBFKbXVXPFtqzl/PxcjU+keAK11lVLqFfMYaB1kGpiyZsH0W+HTJ+G1K+Dq\ngpZNF//gKX71yQQO5TQwosTKFWtX8Y9zfswQRy11rhSSnAnkxY/FW1rHSbviF6ve5r9vugyLxcK7\nY8ewqOFsvlxRwq6dq+HLMBYpzi36rkcffTTro48++vy+++6T1LpBLpwCrg8XPMufd6zDp31YlIXZ\nY6afuvnYsKx1YVoA7TFW4gTjhmqN+UhJgktCiMEg2LgIxrgYYjwMNRb/6J2nWP7u01w1dR7LF3yn\nR7spU9IGvSpodcOSZn61lWZmN+VCyxTeULV6WwWW+lw5FRGSq7T5tLad7nk+KDzCc+v3cKK6AYtS\n+LRmSHIs1180kbl5QRI0SkKcNFT7IBDxVeEIkoYYag7/oJwLO/cJ2Pc6lKyF3S/C5GsBcMYnMf2K\nG9j6ej7u888m4W+fUbniPobPvhefz059mZu4HCdn7Lby0ZAatm44xrPT/sp3zvk3ZsTFMX/oeNbU\nT2B+1ecMaUhgUuykKF+o6EvCzSTqDc8991zqWWedVZ+RkRH+TwkxYHVWwPXhgmd5ZfupILxP+1re\nL1/wHWOaR2e89fDut+Cd6ySDSQgx8HU0LnrrYd0d7cbAjopmtxt3hegZLwO/DXjfdlVxoHu1egdE\nOZUe1ptTXrsiKcuK61jwW4OkLGuPnueDwiM89nYhjR5jP582/mucqG7gsbcLAdoFl3RWE+pY60UW\nAHwZ9VjoT+sQ9ZxorQonAl29HpQF3r8e3KeyOC9c+hB2ZxxHjm1i/XnfIK6mnNpjOwCoeHcHTIQE\nrxWnHUZ/MZ0nNrzIS1vfA+A32cN5L2kmPgXf2vclpjI1KpcmRGcKCgqSNmzYkHjGGWdMXr16deb9\n998/4tFHH82Idr9EdIQq1Opv//OOdUG3t7QnhvkEUjcD+lQG0+7VXe2qEEL0D52Ni43l7cbAcIpm\nhxqPhTgdWusq4B6l1HwzI6kY2By4T8CqlX6BtXoDhazVK07xT3k95jqJRrdMeX27aGO0u8acO5JR\nQVJgrHZjW0+e57n1e1qCSm01epp5bv2edu0Nc9eh7a2zOrW9Cfecd2kqLAy7fwOJBJb6gtSxcO6P\nobkRXp3f0myx2Tj/2z9E+3zYbAf4+8yvUbnP+Eav3XkYf6xoQnICydVDSHNl8bMPfs/rhR9isVj4\n/aTpvJHhZcGRiWSVyj+16JteeOGFg4cOHdq5a9eu3ZdffnnlQw89dOSuu+4KvuyXGPA6W2bbp31B\nj2tpn7MCbF18UuStN6aKCCHEQBTOuNhmDAw2FrcVajwW4nQopVKAGeYMlmKMVeHaBoyKaT0bJs2s\no/QyrafRDexavT2ko/ID0Tbl8ngufTgNZ7JqaYtNsXDxT9K6VBcpnPOUVTd0eI5g2z3j/0nDFW/i\nS65Co/ElV9FwxZt4pu7EvW5wBt2jUbxbBHPuctjzIhzfAlseh5l3ADDr6//JP196nKxDa/j4nMe4\noO4QoPHWNOGb1oQFBzOd8RRSxzeP3MavUu7jgfd/g9Pu4OJJ5/HW2O1cXJHHxl3vMzbr3OheoxBC\ndKLbBVz90zn8qx/FpIGnBnyd1IYPZwqdEEL0R/5xcd0dRnZSMG3GwMCx+JhLnvWIyDPr7eaa9XZz\n/Su8ASiltgDzpFZvz+qs/EC0Tbk8/vSLa3fhPJnJsZwIEVy6aPtwbvxgEjwA5AArgCWgkpPxTN2J\nZ+rOdsfo6upu97k/ksBSX/KN9bBqBHz0fZhwFSSOBGDhfz3Gaw98kzElb3Dk9gcZ/VsXTd5EDvzp\nIXJ5mMyyGOyxipodMTzz4/v4zp9+wr1vPUms3Ul97l5ezU7k2wccvPv5B1wyYW6UL1KI0F544YWD\n0e6DiL6OCrjG2Z3Ue9xBt12cf6sZhFrSul5I4DLbymJOg2sj3Cl0QgjRDwStm3LrSfhVxqnFDAIF\nGQP9Y/G5j3876LgbZ3dGoutiENNaPxKifWbAn6VWbw/JSkoPGjgOZypsJHxacD/DC39Jpq+WMksC\nR/P+i+kLHjqtc/mLcZdVN5DZURFu4PqLJraqseR30fbh3PlGHk6PGTI5iFn6HZzz5tHwl7+02t++\n40yc6+ahqpPhOVqCUIOFzI/qS+KGwNynjJuel08FgMadezEpI8eTfWwdu3ZsxZqQRIM7geYjh/Da\n66EURs6MwdOgGVI2hqevuhcU3Pn6/9BYAR+O2UuFJZaSko9we4OstyiEEH3U20UbuTj/VqY9ei0X\n598aMqgEhK4NMHkJLD0A3/fBJc+3nxJiizOmigghxADQYd2UuY93eQxs8DR2qb2/aftzpi/UlxGi\nN3RWfgB67/vj04L7mbTjpwzVtVgUDNW1TNrxUz4tuL/L5/IX4z5R3YDmVBHuDwqPBN1/bt4I7rws\njyHJsQBYlDFt7sYPJp0KKvnVA8vAkZeHfdaslmb7jjOJffMKLNUpKNSpINQgKuEpgaW+5qybYNi5\nULW31Xz3r/3wN2hlwbnl98SkxeBuSiY9J4dK+6d4KxqY9e0EAP71uxrOHT2VX3ztv9EaRr56Lkk1\nqZQkTWa8t5z7tr0RrSsTQoguCXZz1JlOawNMXgIL8yFxFKCM14X5siqcEGLA6LBuymmMgZ0tqtCf\n9eXixWKQ2b0a8kfD/1qM115YVOSyKbO5f+FShiVloFAMS8rg/oVLW7LGe/P7Y3jhL4mldcZQLM0M\nL/xlh8d9UHiE6574gIt/8jbXPfFBS6ZS2+yjUEW4/ebmjeAPt8/l/fsu493ll/L+fZeRURUbfGdz\n5nDcZZcR+/Wvo5KTjUwlT5u6dGYQarCQqXB90aI18HQm/PNnMOWbkD6ZoePPomr4+aQf/pCG4V/g\n08PxEYdOceErbSQt9TjWmDhK/mk8PZo7/mzuuuxafr729/DSaBZceS67XZ8xqfJT3qu6iItTUqN7\njUII0YlgN0fh6LQ2wOQl3Qok9dWleYUQAsKomxIwBr5dtJEnN7xE6dtvhRzPbpu9mIfW5Lcaj9tm\nNfRXHQXhZFwXERU4Td+ZBo0u0B5jm3/FWoj4g6+Oyg/05vdHpq8WVIj2EPyZSf4gkj8zKdQKb50V\n6Q7UVFiILWUUlsqk9hsDZg478vJw5OXBf4c40SAq4SkZS32RIwEu/SOg4ZV54DNW3Rh26R002pPY\n/4URwW5oSiJhVDwOXwp/v/I6hp0BTXWa40XGAJAy2cIXV32MpcnG9S+vwJkykTHNlTy76z2afLKS\nhxCib+soQDQsKSPkNv9T9Eikb8vTbSFEXxduhlG441lnWQ3R1p2xvq8XLxYD1O7VRuCo5iCgjbpn\n/qCSXx9YsbY3vz/KLAldagdCZib5p7K1lZkcIgOpjabCQhrefBP3RQVoe5sHnHEYtZPaClWqcxCV\n8JTAUl814SoYcynUHYO1xqIIF31pCsU5V+Ju2A5Anc6BYWUAOGpSiSm8C4B/POsCYCc7qR9eTsM5\n6Xh8Xu7fuJ4K5eTf67YzescOLty7v92XEEL0FaFujoYlZfDe0qf46aW3hqwNEKkAUF9emlcIISC8\nuinQtfHssimzeW/pU2y760XeW/pUnwoqdWesH8jT/EQftmGZETjqzGmsWNuTD9V68/vjaN5/0YC1\nVVsDVo7m/VfIY0JlIPm0Jsbe+lwxdivXXzQxrL64160DjwfP1J00XPEmvuQqNBpfqgvyCV6QewVG\n0ClQqCDUACVT4Xrbny4Ma7dP3l9Gk/dmzp3yMdYdz7Drt/OorTmDo1++gLGH3kHrZk4czGBkShEA\nyU2LqXU9jNVZyefva/LXf8Fb938KV8LP8s/hRH0zq84p4I2DJ/h2ThKz6nYz/9B6HPj4ZU1Zy+fO\n3GJlGmcF7dOzix/o9uULIUS4Opt+EbgcdttpaRfn3xqR9G15ui2E6Os6GhsDDYTxrLtTdQbyND/R\nh4UbMOriirX+QKv//7M/0Aqc1u8+vfn9MX3BQ3wKXVoVLjM5lhNBgktDzFXgwl0Vri1dXd3yZ8/U\nnaGle1sAACAASURBVHim7mx5n7wkxP2wP9i0DGP6Ww6DblU4CSz1aQ4+3/YEk2fdwNi8e9ix6R3i\nvU72jrqSvNLDeH1xeDPL0JZmRtb+B4cTVxLf/C9ctgX4fDBu6yz+duXL5H/reV7/7rOUnfNP/uKq\n5rgHvtZQxCbnOM5t3EuCxdp5V4QQopeFc3MUqjZApG6Y+trSvEIIEUxHdVP8BsJ41t2xPtwgnBA9\nKjHHnAbXgXBWrA2s05SYQ2HTBNzetFa7dOehWm9/f0xf8BCYgaSh5ldHrr9oYruaSv7MpLl5I8IO\nJLWlkpNbBZcC2zu0hEEVSGpLAku97ZoPw9rtnGsC3vzhVzhPbKHoqreIrZ/FMfu51B/ZT5JtJpZ0\nK80jDzPk2Chih6YRV7ETFwuZ94uh3Dz3B7zFStbO/Yj6/Uk8wCo+/+My1p84zOIRsGPIl/nujLv5\nbkQuVIjwJSUlTUtOTvYCZGdnN27atGlvtPsk+oZwbo6CidQNU7Cnd2A8Fbw4/1a5IRFC9Bu3zV7M\nA+/9Bo/P29Jmt9j6VbZOT4z1p/tzRojTNmeFUWMpcDqcxQH2RGisMAJPc1Z0XLjbX6fJf46ag9yh\nDzOa0VzAMbKop5Q4nmAq77mC1xwKR1/+/vAHjk43MykU57x5NLz5JngC6l7Z7TjnzevWeQc6qbHU\nH1z+Igq43vsYz912ERabndJ4sFmSqfLE4jljF3gg3X4+Tm8hAAf/7gZgBSvQaL7DdwB4/MofsK3a\nQ12zZkzltmhdkRAtTp48ac3Ozm48dOjQzkOHDu2UoJLoCeHWGOmqwCK2bUkhbyFEf6O17vB9Xxep\nsV6IiJq8BBbmQ+IoQBmvF/8Obj0J3/fB0gOdrwYXpE5TrGrmG+xnuKrHomC4qucB/sViZ/+Z3tpV\nc/NG8Ifb5/LefZfxh9vndjuoBMZKb7FXXNGSoaSSk4m94gpj9TcRkmQs9Qep4yFnPpSsxbZjFedN\n/BK7KtxMOQR791eQMsFL7LuXMuL45RzWbwCa0l1GhPUmbuKH/JC3eIsKKshISGPxjMv4x6F1XJhx\njPKKYtLTcqN7fUJEgVJqGjAfSAdSgCpgP7BZay1R134ukunb/qd3F+ff2u5JuSxTLYToL57c+BJe\n3XpFJa9u7ldjmExlE/3W5CWdB486EqJOk6VNclKsauZ2teP0PyfA20UbebjgGeo97pa2q89awPL/\nz96Zx0dV3f3/fSYzk8m+S9gCBBAJooixbtCqEPeFtqgoXR7aR9TWrT+taNFWLVRB2+LSR8G2qC2K\nglYFirKpJWqVTQ0E2XcSIGQjy2S28/vjzk1mkpnJTDIzmSTn/XrNK3PPnHvvuYF85pzv+S5FPw/L\n9dtjUWUVM4+Wc9BuJ89kYna/XKZmZkTkXubRo5UhKUSUYam7cM0ieKkvrH+IX/y0jB9vO4aUTiqr\nXMi8GlzJDWQcPhvRx4HRUE/1oZa8SY/zOPdwD7dxG2/zNvd99xaK/v4ZlyJZ9fVibrn0N134YIqu\nYHvJPwfW1ZW1rl0QVpKT+zaMHP2jQ8H0PXToUPyoUaNGAsyePfvwpEmTTkVqXEKIp4AJwEZgr/sn\nQCaQAfxGCDEEeFNK+UykxhGTtIrVb9cN2w8rSotjYpIfafftnpD4VqFQ9F46o2GeOj/FcpJ7xDck\nWo936rujo8RyqI5CETGCydPkJtF6vNO3W1FazKMr/w+ndHm1L/l6NUDEjUuLKquYfvAwhZ98zKOv\nLyL7ZAUns7J58557uHnqrRG9tyI4lGGpu5B4Goy4Gb59g8xvniS//xVU7mzA1DAQp+sAjhH7MG0q\nwOhMwWIqo74mufnUu7mb3/Jb3uVdqqkm3ZDOreN/xtav5zPUdRS7rQGTOaI2BoXCL9nZ2c60tDTH\nJ598shPgnHPOGTlp0qSt7Z3XEYQQbwGLpZQPBdH3h0KIF6WUd7ZqTwf2oRmldN6UUs4VQkxG83xK\nB6qllGvCOPzI4iNWn1XTtfceC4T2dov8VSTZcmQHxfu2dLmxKZz0hMS3it5Hj9UwRcj40zAXcPYz\nU+ibmu1Tqz11/ioOcK91AwnC7fnk57tDoVCEGV95mhCAj3DW1tXlOrCR+Hzx4jZGJZ23v1kbccPS\nzKPlFH7yMXe99CIWWxMAORUnaJo9i8PJSQy44YaI3l/RPsqw1J0o+ivsXAobn+bO79/FB1/uZaSt\ngIq6TZhHf4V50yj6NFzGsayd1LmGc3KfjawhWtz5ozzK/dzPdKbzFm/x8xHncvm2ITwUd4Sln/yJ\nW4oe6eKHU0STYD2JosWhQ4e8DEnFxcWJ48aNa/DXv6NIKW8Koe/bQghfi6pCYIiUshpACDFZSrlU\nCJEPFEkpb3e3rwa6z6LMR6w+jgat3T3Z0HeLGtw5OA7Y7Uw/eBig2bjkr/SzvqMFnS9/GyuoMtWK\nbkrP1DBFyPjSMAkI98LUn1Z76vw9fNNiVNJp9d2hUCgigP735Wkgyr8atr3qPZ9rXV2unY1Ef17n\ngTwZXX4MTuHkoN3Oo68vajYq6cQ3NfHtM88ow1IMEJRhSeUiiRHMiTDml7B5HgU7HuHdpGkYq1Mp\nr27gtIG7kULSr+FqdtmXAtew52Nrs2HpPu7jcR7nHd6hllpSSWX3kKsoO/Qy0nWY2oY6UhOTA99f\noYgSmZmZjvZ7RR4pZZtao547+EKIsbTs+k9E00adaiHEWCnl5siOMkz4idX3bJ95tLzZqKTTICUz\nj5Y3G5aCDQPrrrmIvD22sph68VQ2bVnWozyxFD2bHqthipDRteqhdf9AWGsA0WxU0tG1ujp3VLP2\nnVlbgZ7GJRc/e0D+vlMUCkX48JWnqf/Fgb2RAmwkrpCDfHqdg38PRwCDiHw9sDyTieyT3vfPGTyY\nIWPHEp+URM0TT4CUiLQ0LBMmqPxIXUDA/wVCiKeEEBuA29F86zai7V7tpSUXyQYhxAMRH6lC43tP\na5bnrQsZc3YSADWNGYg4kEMayG64kPgGLUHbkc0tFl0DBmYyEydO7uAOAL6bmcW7lpH0sxiZu2JW\n9J9FoQAWLlyYsXDhwgzQPJUACgoKbIHP6jhCiF1CiMHu97vdx/prtxAilKp0Ez0WXemAp1WlEmiT\nGV8IMV0IsVEIsfHEiRMdfIoI0NpN2kf7Qc+yqx54tocSBhZKLqIVpcVcueAuxjxzC1cuuKtLKq/p\nHlsH7HYkmsfWPFM/fjz593z1wBt8MP0FZVRSdDdC0rCY1S9Fh7mmYBzbLv4lJRN+g88QGrTFpaf2\n2S2pzZ+V4zuVQoPltAiMVqFQtMvIqVpVOX/V5QJsJPrzOn++eDF3j5uC8H0mhQMKOjvqdpndL5eT\nWS0VeXMGD+b0iy7CkpyMEALcG5+ypobGZcuwlZREfEwKb/walty5SL6UUp4npbxTSvm0lPJt9+tl\n9/FNUsrzgH1CiBejN+xejMEIFz4G0snlSU/gRFJl0Cyy9WO/xiiTyGkYiBCSit3ei8AHeIBkknmL\nt6ijjqkZ6SzPuhCrC9KdFWw4uK0LHkjR25k2bVrVW2+9lTFq1KiRDz74YP8PP/xwZ4RvebmUcr/7\n/bloYSH6Sz9uFyHERLxzlASFlHKBlLJQSlmYk5MT6umRY/xszWjtSSv36TyTyeepnu2+Sj/7I1gj\nlJ7Po6y2Aols3kGLtnEpkMeWQtHd6IiGxax+KTqFruGeBiNPXJY0L+0rz78El0ELeniOs2iUcV79\nG2UcTzYN65INAEX3Rggx2f2a7tYof30mCiHmuPPC6e1zhBD5Qoh0z3aF9+bcMZHku1NKXsCE/tcU\njCPNkuLz80M1kZ8HTc3MIOmee2iKjwdgyNixxBn9BF/Z7VjXro34mBTe+DUsuY1G7wRzESnl20C7\nyXAVYeI7vwZLJsaD/8JhduCKG4HD6eBw7lIkLvo0TCA+oYG6494x7wYMPMRDOHHyC37BhOQkbAYT\nX8bncXZaPLP+PQ+XK/IxsgpFa1auXLl327Zt2z/77LNdkfRWApBS7vN4X+PrFeSlbsR7UVbd6vNM\nOmB48sv2RbBgMPzRoP3cvihslwa0Ha3LF0DKIEBoPy9f4LXTNbtfLqeVb+OMT19g9No/cManL3Ba\n+TZm98tt7nNNwTh+e/l0+qZmIxD0Tc3mxrOL2hibQslFFGgHLZoE47GlUHQjoqthUSIWvBu7G7P7\n5ZIoBBdnmVgplrGFN1nJMq7iABajmcP53/PqX933TA6fcTU2SyofMJgnxHc4KhNxSTgqE3mc83jf\nNSDqGq3o3rhDc4uklEullAuAGX76VEsp10gpZwBz3AUJAMYCq4E5UsqlYR1cpOdgEaT15tyfXWfS\niLcxWN9I9Lfhp7fXWOt8fh6targ3T72VC558koR+/YhP8mMgcyNrgp3O+8ZWUkLtvHnUPP44tfPm\nKQ+oIAgpIFIIMUYI8QPPl/5ZCIsxRTi49DlA0i/1K7KbUjhhrUeY6rGn1NCn4TKSEspwNIGtwdtQ\n9DAPk0QSb/AGVoOV/iYTr6SeT5wQjEh0qkmAosfj1rHBHsepQoiX3GG9T4ZwqUK8F2JvAUM9jtPD\nlptET7R46gAgWxItRsK4FMB9Or18GwO+XYnZWosAzNZaBny7kvRyb2/HawrG8cH0F5rDwx4p+nkb\nY9NvL58edNhYZ0pih5NgPLYUim5E9DQsSsSKd2N3Y2pmBh/aP+e58r/TjwYMAvqJBh4TG3lp1GDS\n8s5pc0513zNpvORXfPXAG6yUg7iK6ziHm7mK61jJICD6Gq3o9kxEy+HbjNuQ5Ek+UORxXE1LyO58\nKeVQvQBB2IjWHKwdFlVWMXjrdgxbvmHw1u0sqqwK6rzWm3MrGcTj8jyOiWRabyT68jr33Ahsz/AU\nDQbccAMT16/HkJ4esJ9IS+vwPWwlJTQuW9ZsnFLhdcERtGFJCPEhMBe43ONVFPAkReQomAopeZyW\nspx4l4HdroFkJmVyePiXpNiHkdGguSTu/8zqdZoBAw/wAA4c3MVdXJyUyAFjBk3GZMZlWvjnxuWc\nrFc2QkWP5uVWx0uAKuAmIEMIEYp1tVJ/466wtMTtnj0RmNPpkeoEqtgWRZ4vXozD6e055HAG5znU\n2tgUSi6iWJjIQMuuvieJQnh5bCkU3YzoaFiUiBXvxu7IuC1/INHlPWe04OCcfa+1q32xotGKbk81\nWqEonUz3qxm3N9MMALenUr6HATxTCDFWD6cL26hiYA7mK8fj9IOHgzIu+TLwrmQQV7iubbOR6Mvr\n3HMjsD3DUzSxTJgA/jb2TCbt8w5iXbsWWnuj+wmvK11ez/yiozw9+hDzi45SurzeZ1tvIKiqcG6y\npJRB5R7xxP2HXY1mhNqguyZ6tKfjdmkM1K7wwRV/J+3VOwE45swn3ljL+uwXyOcK8sri2Z0OBz63\ncvpE77wpv+W3PM3T/IN/sCjjKRZX1/Bl5vmMP76WUSlG7n33af45VSXzVvRY0vUcS0KIIUChlPIK\n92d3CCGC2mKVUp7roy0yehVExbZo0FWeQ75KYnfFREavfNdSFc7E7H65ze0KRXciqhoWJWLFu7Fb\nEuB7pj3tixWNVnR73sJ78y+wS4pm/G7WMXf4HMBmIcQmIcQat8G8GSHEdGA6QF6en6IlrYmBOVgw\nVXn94a+amz/D7zUF4/xu/untzxcv7vJquHrVN+vatZpnkTuBdziqwvkLo2vdXrq8ng8fq8Jh1f5t\nasuc/PuRSpAg3RlpasucfPCotodTcG3g8L3uTiiGpTeFED8H1uK9w1Xr7wTPOFhgjRBijxBiDZr1\nuUh3VRRCrHZ/nu+rPdSH6ra8eUmbproDY9j27TVt2g1l/XDJXEadb8BgaCS9Lh7SQWYcp850gEEV\nQyBdsvudGtKKy0DA2Tta/rnvvv8nzLnrJf634jyQ7/N/9gzGScnlOYnM2b2bu177CauNLX88yU1a\ntv8xCRa/w//blN914uEViqghhBApUspTaJOL1tsP/opedB0peW4XbB/tUSTUyUm4iKWJzNTMDK9J\nnO6argxNCkXX01Ua1SNo53umtfZ5Eksa7YtFlVVqQ6AbIKWsFkLMcHtMVqLleNvoq6/bEWG+lHKv\nx3G+lHKuu4te1dIrnNdtfFoAUFhY6LsMYmtiYA7WmRyP4Tb8BjI8RYMVpcXNWpNmSUYaJbVJ9R3T\nnUXATOAgkAfMBqZqYXS+jEutw+vWP1vTbFTSkY62t3HaYd1T1cqw5EEWmmV4Dy0LLwkMD3BOPnAe\nLcYhPQ62dVx/tdsI5bO9u8X4R5O9W/9Acupukp2aWTQtMYujKf9hSNX3gUrq7XF8dULzWNpt0f7Z\nfmht4nd/vIc/3/ESdYMPk/xVPZWmVJqkpE98HAJYf9yGyWLCnm4PMROXQhHzPAQccBuui9CSPQIg\nhLgNbccsthg/W4vn93TFblWxLRp05a50V09kfKG7puu7iLprOqAWLQpFF6A8ZzpBJ79nYlGjQel0\nd8Id2jZWSrnU/X5va48jd7+JwGYp5V53P73QgGexgcywrR9jYA6WZzJxwIcRqU2Ox+2LtBC9Uwc1\nw9f42VxToIW5xarhNxT0PHq6xldbTzV/pufUA4J7tkVo28v6P+sB9zFamF3jsmXe4XA+wutqy70L\nZQWisbrnF8gKxbD0QyllSCYGd9ibHvrWHAfrFgRPv2Tdqpzup91LGDrkxtgduPnjNk3JwPkBTxrF\n53d8hKPOjmQX6TlnUBdfhkkmE2eswOmII/Usb+to/CuDAfgBU1jMYvr22c6uivPIOe0sTlVsZemt\nv+Pn7/yJausphlgHsOhHs0i1JIfpIRWKrsU9YdmEpi3TWxUe2EssGpb0JNqtJgutk2tHmljflY42\nnXFNVygU4UdpVCeIke+ZcKN0uvvg9ljKd68T8z2TcLvnbRPQ5m7z0ZwPcPfLcPeZ7I5+ycdHRbkO\n09V/G9sXsbX4IRLrD+PCgAEXB+P78vjQe5h4/u1e/bwMYHqSceCagqmxo4M+jF/B/i595dHzRM+p\nF9SzzqTFqKTToLWb93uH2fkLr0vNjaO2LHjjUk8nFMPSWiHEICmlD1/AoPCKg+0MHXJj7MEYcwZR\nV1mPS9oYmbqHA4n9AEg0/ZdTjouZ9EI2luS2NsGneIrFLOZk9gKoOI99celkA6mGJlbf8SLTl/ye\nLUd2UPTSL1hw0yOc3e/0KD+Zojdx6623Dvr6668T8/LymlauXBnREtdSyn3APh/tbbPyxQojp0Zs\nEuPpVtzeQixSu9KhjCFW6IxrukKhiAyx4jnTHTUt3N8zsfA7UDrdvfAIZWvdrq8hN+NdvdKzz9JI\njSuSc7CAuI1FyW5jkQHN62VwUxkv73gC4+CBkOlh+PKXZDxWDMQBjF/BjDGYfHnB5tQrk9XsvvoY\n1kQ7lgYTw0r60PdQuhYWh5bDqb08TePvTfPKsRQIS1rsZdoIN6F4IBUC+4QQJ4UQu4QQu4UQu4I5\nsXUcLN7hbtDiwuivXRGAxP5mQHDcdhoumcCA4VsAMNm+AeDIxiaf5w1iEPnkU2nZCIYGvjZoOfLq\n68oxG428csvj/Pz8SVgdNn76+u945cv3o/I8it7HVVddlV9UVFS7bdu27ZE2Kim8iYXy3LEwho7Q\nxgW9nXaFQtE76K6aFk5i5XegdFrRrfFlLHJjdDZ6V6aLgSTjbdi+CF7Ihj8K7fXvn3Sqwl4w+fKC\n6VO2vprSwiNYk+wgwJpkp7TwCGUDq7VcSx7YSkqonTePmscfp3bePGwlJc2fFVybxBWPZZDaNw4E\npPaNY8zNSYhWrjvCCBMe7vkekqEYliYAGbTkSDrX/TMgHnGwm4UQ6W4Xxbfwtjanu+Ng/bUrApCS\npyXUrrWncViehSlTs89l2TXraemqb/yeez/3g3BB+gdsIBWAxoYTzZ/fM34K//fDhzDGxfHn/7zO\nL99+Cper58eIKqJHaWmp+eDBg/HTpk1rv2aqIuzEQnnuWBhDR2ivBLdCoeiddFdNCyex8jtQOq3o\n1rRnFPL83F8y8SgXemlm+yJYOQ2aPD2I/KwhgzR+3T1uChaj2e/nwebU2/3GMVxx3l5GLqNk91nH\ntATebmwlJTQuW9acyFvW1NC4bFkb49Ltq/vx65KB3L66H0WPZnL1rEwvY9PVszJ7fOJuCCEUrlUe\nkqBwJ+T2Fwe7xG10Ai1MTo+tbdOuCEzaCC05t9WWTJI0YpzwDLwOo5Lq2dUIOz5+j0tODCQlp1+b\nc+/gDn7Fr7DlvMmWqu9r17FWevW5eMgYPrjtBW79528o3vcVVyz4JYt+NJvTkjMj/3CKyPDhzwZS\nsTUxovfIPrOBK/5+qL1uX3zxRVJeXl7TVVddlb9169bEn/70pydmzZp1LKJjUzQTC+W5Y2EMHaG9\nEtwKhaJ30l01LZzEyu9A6bSiW+OvIp3n5zoxkGQc8MihFEL2nCCNX63z6KVZkpFIaq2hVYWznvQd\nCmtNtINHRJ517VrvBN4AdjvWtWsDhskVXJukGZL0qnPX41V1rqfi07AkhEgDbpRS/jXYCwkhnpRS\nPuzZ5vY28hcHuyaUdoV/UgZpHksOWxIm6cJ88UgALDVZmJOqsTmy+OfdRdz+z68xGL3/yQ0YKKKI\nFYkrqDDvBgS2pto298hOTueD6S9w77tP85+9W7h6wT3M+/4DjBsyJuLPp+jZ7Nmzx7x169bEQ4cO\nba2oqIg755xzRt53330V2dnZKhteFIiF8tyxMIaOEqgEt0Kh6J10Z00LF7H0O1A6rei2+DIW6bQ2\nGnV1knFom0MpGEI0foUjj54ly4S1oq1xyZLtHSKreyq1xl+7FwGqzvVU45JPw5KUskYIsU8IsRFY\nDCyVUu5v3U8IMRi4EbgJuC1yw1QEwmA0IIwCpy0RM04YAhIXzpPDSM45iTT0p7ryGEt/cyM3zf1X\nm/PnMIcVciVkv4fjcA52W73v+xgMPP+DGby6YRl//kQLi/vZd67n3u/eGulHVISbIDyJokV6erpz\n/PjxpwCys7OdZ555ZkNxcXHipEmTTrV3bkcQQrgAz7A73Udeut9LKWXszf47UUUjELFQnjsWxtCa\nWEg6q1AookSY9TUWNS3ahPt3oDRZ0SvxMhYdABEH0gkpg3zrVHtJxiM0l2wmQE4oL0QcSFeXVZ8c\ndksfSucfwWVrCYczmAXDbunjPcy0NJ9GJJGW1v5NAlSd61WGJWiujlQohLgNWCCEKERbeFWiJdWu\nREusPV9KeV40BqvwjzHRgK0pEQsuMIPDUE+cPQFH0jDslWmMzG9i+1f/4dNXn+Tin3o5ljGKUaQ7\n8qnOWE513J2Ynb4NSzo/Pe86xvQfwe1LZvP3L99n0+Fv+etNv8VsDKXIoEKhMWzYsKbNmzdHM/D4\nabSccRuBJTFdCU6nk1U0AhEL5bljYQye6Eln9QWRnnTWc6wKhaKHEAF9jTVN6wrC+TtQmqzo1YSr\nIl0E55LNBJMryWCGK//epZXq+o7XClbtfuMY1pN2LFkmht3Sp7ldxzJhAo3LlnmHw5lMWCZMaP8m\n/n4VXZhLPdK0awmQUr4MvByFsSg6QXyGCdtBC2bpwuVy4TQ0EudMJCXXyJGjWXzvghGcXLObDW88\nQ/8zzmHw+Vd6nX87P2WO6VF2JtaSXdN+ycSz+53Oqtv/wo8XPcrXR3dS9NKdvDb1CQZl9I3UIyp6\nKJMmTTo1c+bMAQAVFRVxW7dujZi3EoCUcgaAEGIIcLsQ4ilajOTrInXfThHhErKxUJ47FsagEyjp\nbKyMUaFQhIkI6WssaVpXEa7fgdJkhSIMREDrWnsSvmM5jURrgDSpliy47NkuNSrp9B2f3saQ1Bo9\nj5J17VpkTQ0iLQ3LhAkB8ys1k4cW/uarvYeiXEx6CIl9TNQdiMPlNENdHS6jHbMrnbTsUxzBwrGR\nn3ClvIwlK3ax6g+3cutfPiV5wMjm858wPcgc2/PsTtvLRTVDsNnqMJuTA94z1ZLMez//MzP//ReW\nl67n+3+/n1lX/5KrR14c6cdV9DBmz559eODAgWempqY6n3/++RCy/XUcKeU+4CFoNjJNFkLMAKql\nlDdHYwxBE4slZMNMLIU5xErSWYVCEToha0kv0NfujtJkhSIMhFnrfHkSPmkYxu8M1RhdTS0djYlw\n+YKYMCZ1BPPo0cEZklozG+8cSwCJeFWd62kYunoAivCQNFBL4N1kS6au4iRYJPHOTJIt+wEoK3Fw\n2i++4LsXD+dUo2Dlry/EVdMiJGbMmGsmUpa2B4C62iNB33v21b/kd1dMRyJ5eMXzze7JCkWwTJo0\n6dShQ4e2btu2bXskvZUCcA5wHpAF7OuC+wcm1krIhhl9clJWW4FENoc5rCgt7pLx+Esu25sS7yoU\n3ZEOaUkP19eegNJkhSIMhFnrfHkSvu8awDOm72o5oBDaz25sVOoUU4EFgPtXwSD3sZ9fha2khNp5\n86h5/HFq583DVlISrZGGDWVY6iGkDk0AwGpLoup4JSLViNmVSYLcCsCJndof/ujffMGokX05cNJI\n8YxRcHJ78zVG1f+IinjNrFpXdzSk+/9g9GUs+clcUuITefubdfzwlV/TYLOG49EUiogghPihEOIt\nIcQGNKPSDClloZTyoa4eWxvGz9Z2fDzpihKyESJQmIMvVpQWc+WCuxjzzC1cueCusBug7h43BYvR\n7NUW7sS7pcvrmV90lKdHH2J+0VFKlwfObadQKNonVC0BYlpfI6113YW7x01h+P7zmLTkN0x9ZS6T\nlvyG4fvP61XJ0BWKThNmrfPnMbjYmgXT98P9Lu1nbzQq6UwF9gMu988ARqXGZcuaE4XLmhoaly3r\ndsYlZVjqIaSfoQlFky2J2ooajH2SMTnTcR3fAUD1oZbK7Zf/+RtyspP4cq+ZnXPPhaOfA3CFaQwn\nHKcDcKo+NMMSwLCcgay58yUK+gxhd8UhJr54B6XH9nb20RSKsCKEeFMIsQsoBP6Alsj7SeCkfqfr\nhgAAIABJREFUECJVCJHapQP0xcip2o5PD90BCiXMIRreTdcUjOO3l0+nb2o2AkHf1Gx+e/n0sIXm\nlS6v58PHqqgtc4KE2jInHz5WpYxLCkUn6VDIVIzqa6x5cnYlQ/aewwWfTSa5PgOBILk+gws+m8yQ\nved09dAUiu5DmLVOeRKGD+vatd4JwgHsdq29G6EMSz0Ec7IRl8FJkz2J+po64vonYsCIa189pgRB\n3QlHc1+DwcCNL27GEm/kwxILJ//6Xdjzb65KTaGi7ioA/uvo2MTFYjTzxo+f5NaxV1Jvt3LrP2ey\neMuHYXlGhSJMFKI5pd4ILAE2ebw2u3/GHiOnRmYHaPsiWDAY/mjQfm5fFJ7rhkAok5MOeSR0gGsK\nxvHB9Bf46oE3+GD6C2HN97T+2RocVu8iCQ6rZP2zbUvaKhSK4OnwQidS+toJoqV1nSYK3yHrn61B\n2ryXLNJmUJqpUIRKGLUuUt7dvdGjW/dUCrY9VgnZsKTv6Mfszn5vxuyiyZaErb4RQz/tn1YcEySk\nG2iq817EJKZlccPsf2F3GnhvSxJNS69l3MF/0Xjqe9TH2TgoO5c/ecZl/8Ofrr+fOGHgybULeeD9\nP+NyuTp1TYUiHEgph0oph7lfw1u9hkkph3f1GKOGXnr21AFAtpSejbJxKZTJSU9I4lpb7gypXaFQ\nBEc0wlijRbfQuih9hyjNVChij0h4d/dWj26RlhZSe6wSdFU4d0nu6cBJtN1+AAn0nkVYjBOXaMBa\nm4TLaoWBWps4ZSKlXxy1ZU5sDS7MiS22xIFnXcTF0x5l/d+f4N/fJHND3E/4wZgXqDQaMLgk3/AN\nZ3FWh8by88WPA3DGaYP59vh+Vu/8gouen8aoPvle/f425Xcde1iFIgIIIQYDt0spH+7ioWgT8/Uz\ntWodKXlaDHy4d9H9lJ49tvIOrlixPGrV2fTrB1PJKTc1i7LaCp/t3YXUXE2TW2NJFT56KxSKQLSu\nAnfdqO9RvG9L8FXhoqG1HaBbaF0Eypf7wpIqsNbINu2puXFhu4dC0ZOIVqXdawrGRc2ju+DapLDd\nJ9awTJhA47Jl3uFwJhOWCRO6blAdIBSPpclSykyPXf3etbPfDUjItmB3JOJqdMAQrc1oSyQ73wTA\n4U1Nbc45f8q9DPlOEXtOmPlsTxKLv7mX1OoqspuSeZAHOz0mi9FMbrI2CXK41M6SIrYQQriEEE79\nhRYGlx/EeelCiOlCiIlCiOke7XOEEPnuzyd3eGDR8iTyU2I2x1UX+ZwercInrhEHggo96wkeCePv\nTUP42NaxN8gevyuniA0irmFRwlceomXbPuHucVOCC2ONEa9NX8SM1gUKdQtz+XJflC6vx97Q1qgk\njJqWKhQKb7pzfrbe6p1oHj2ahOuua/ZQEmlpJFx3HebRo7t4ZKERtMcSsEYIMUjKTsZIKSJGRl4S\nDTurEXVxzUtjkzOVrEGaQenoVzbyxye0Oe/7T7zOyz8+h//uOYw5K5Hr5VK2OC7mPj7HhQtDB1Jx\n6Z5In+77il+8/RSmOCPLfj6PvqnZHX9AhSL8ZLh/ZgLp7vfVQZy3REpZBCCEWIJWQBRgLLAaWCOl\nvL3Do4rSLjApee4FlTfltFQN0XN6hHWnS1/M6c+oL+ag3ecLxbspVim4Nol1T1XTWO0dHuy00+N3\n5RQxQ2Q1LEoEykMUlCZES2s7QExoXXta7ec7pKPly32x/tkanPa27ZZkg9JKhcIHndZFnS7w5vTn\n0d0bvBPNo0d3O0NSawIaloQQu9HC3UALf5suhKgCKt3HUnktxQ6pQxM5sqYa0RgPI7Q2szODhISd\nQD4ndtl8nmcwGPjRC2tY8KMxfLzRAVcM5TsH1/PLjfBc4XPcx30dGs+BqjLu+dfTCAQvTZ6pjEoK\nnzzyyCN9nnvuub6ebc8+++yBadOmVUX63lJKPStec3Y8IcQDwDP+zhFCTMTD+CSlvNHj4/lSyqWd\nHlgUdoEBbZLguWgAGmUcz7UKgQ17To9OLubC7XrdGRZVVjHzaDkH7XbyTCZm98tlamZGu+c11vjO\nOdfTd+UUXU9UNCxKdDoPUbS0toN0uda1p9U+vkM6U77cF/40UdfQjmqwIjbx8JTMBPZKKdf46VON\ntiFYrffx197bCEt+tk5sAHYUW0kJhSN28J/jY3E4Tc3tRotQ3ondhPY8ls6NyigUnWLxA9cDYLDl\nkMGvEFYzi5+4npt4h3hnJpteewh4kwNf7mHxAz/3e52MAcM4sW8bKzfFkzd+CPM+2cdfT/w/Fq9d\nQ6h53m3AC6cl4BBwRa2NwoEjO/6Aih7NrFmzjs2aNeuYfnzRRRcNv+6662qjcW8hxCpajOc6e4UQ\nl6HpX6aPfEv57nMn4vZy8liIZQohxup9fC3Q3GEn0wHy8vzs6kZhFxhomRy4d6SOiST+LM9kJYO8\nuoU9p0eML+aCZVFlFdMPHqZBav+FDtjtTD94GMDnwqZ0eT3rn62httyJECDbRnf0il05RZfTYQ0L\nSr+iSKfzEEVLa7sr7Wl1q++QSHg1BPJgCFWDwVuHU3PjGH9vmvJ8ihHc2lOke0sKIVYDa1r1yffV\nx197NMcfK4QlP1uUvTltJSU0LlvGsBw78txGNmwtpK4hiZRsF999IEf9jXYTAhqWPHbzEUI86bnA\nEkKkAU8Bd0ZueIpQcBlPIAwOhD0BLCANTsyuTOLqmxAGG86mVtbe4195HRodLgQQ11DPtn5FHKj5\nB/9b2sg3GWso3XFa4JufNqZlHMDfsy00GQTn1NsZ26h24BXB8cgjj/S57bbbKrKzs6P1n2aOn3YB\nbEbzzmyNvhDTd8hWCyE2Syn3Sin1cJLNQohNQog1Ukqv0Dp3nwUAhYWFPkwLRGUXuJmRU5snCRtL\ni/lo1QLwcKGOSE6PHrKYm3m0vHlBo9MgJTOPlrdZ1OiVTvSklL6MSmpXThElOqxhQelXFLl73BSe\nWLXAK+wjJM2KptZ2R4LRao/vkEgw/t40L+2EFq28+ujBoDUY2uqwXnEKUAvX2GAisMezQQgxVkq5\nuVUfz3lVtdsgVeirvdW5vYJO6yJEfQPQunZtc+Lq4YP2MnzQXkDLNZR6bcciZxTRJ5QcSxOB1jv3\nRWEci6KDTHnm/eb36378OdgtTHnmfeRLLszOLPr0Gc5xUyL1x51efXnzkua3DoeL+Yt3ALDl+z9j\nvOEgo6okDUZ4t8jEb4e1k8/45pbr/mLpk1Tt/5qxA0ayUFV9i0k++OM9Ayv2b09sv2fHyR48suHK\n+587FMo5r776as6hQ4e2RmpMrZFSru3AaXsBz22famCsvssvpZzrbq9E2/UPfVIThV1gX0Qtp0eM\nL+aC3dE+aPeR+MNPu69KJwDCoBmZ1M65IopEXsOiRKc1q4u0NtxEzAsnBrRafw5fz3dwS/AarF+j\nN1ac6kZUA0M9jjPdL0/S0SqU6+g65a/dS79izesyEoRlLhflDUBZUxNSuyI2adewJIS4DbgdbdKx\nC20nH6AK6DZx+L0FYWpE2rQE3SLJgKU6B+uxY6QOiuNUmRNbgwtzojus7eaPm897676raWxyMvLS\nH7Lp7Es569ObSbI1MfUaI/86w8Ej31kXVBLvP328iE/3f01uSjZ/u+nRSDyiooeycOHCjGuvvTZi\neZXcXpY3Sin/GsI5T/oIhVsD3OxxnI42cUlHW7DpZHZqpyzCu8D+iEpOjxhezIWyo51nMnHAxwIm\nz2Rq0+YvT4iU8OuSgZ0dtkIRCtHRsCjRac3qIq0NFxH1wokRrS64Nsnns4SiwdB7K051I94CXvY4\nTvfXsaPEmtdlpOi0LkbZqCzS0nwakfQqaYruQbuGJSnly8DLQoiXpJR3RGFMis5gbsJZn4XL4cKQ\nasB8MgtbdTVZl5g4ssnGkS1NDLnYuzLcxy8/xtHSL8kYMIyr7v8zZy0cTXrDETYNvA7DGalYWcSr\nvMo0pgW89fJt63l14zISTRbe/MlTGAyhV5NTRIdQPYmiwcsvv5w9d+7cI5G6vpSyRgixTwixEVgM\nLJVS7m/dTwgxGLgRuAm4zcd1qoUQb3qU6J4vpdzrPneyO84/H5gRkQfpKcToYi6UHe3Z/XK98nsA\nJArB7H65ba7bmyudKGILpWE9i4h74cSoVkNoGgxKh2MdtzbNcOd/q0QzdG9s1U1Pzq2T6e6X6add\n0RGibFS2TJhA47JlzeFwAJhMWCZMiMj9FJEh6FA4KeUd7oS2RWiuhqullF9HbGSKDiHNTUgZR9Xe\nRrLSkzA703DWN9B3lBmW1nPkK5uXYWn35x+wcckLmCyJTH323xj+cRYD6/byZb8ituZ8h6f4Hxax\niLnMDWhY2lq2m0c/+D/ihIHXbn2C9ITkaDyuogexdevWpHHjxjW037PjuEPfCt2emAuEEIVoybsr\n0SYh+kRmvpTyvADX8emt2Z2qKSl8E8qOtp7DI5iKRIHyhCgU0UZpWM+hN3vhhKLBoHQ41hFCpANj\npZRL3e/3ts5TiebV5JkfM11KuVkIsddXe4SH3LPxYVReUVockXQJ5tGjAS3XkqypQaSlYZkwobld\n0T0I2rAkhHgROA+Y7256WwjxlpTyNxEZmaJDiAQtUdvhryvJyknCgBmDw0z/0VoEY8XOFktw7fHD\nvP/7aSAEN835F5Z3J0L1HlwDL+WLzHEkO20MYADDGc63fEs55eTSdheooq6an735BC4p+dP1/4/h\nOT0zZlnRc9A9Mbt6HIrYw9+Odm2WC8OWb9osXKZmZgRV2jpQnhCFQqHoKD3RC2dRZVXQxqJgNRiU\nDsc6bo+lfLfHUr5e4Q1ACLEJmODus8TdB9zGJH/tivAxa/XfWPL16ubjstoKnlil1XsIl3FJGZK6\nN6Ek7y6SUg7zOH5ZCLEbUIalGMKQ4gCgcncN5Gp5O8zOTAxNe4AMqg5qn7scDv559+W4HHYuvfMP\n9N06A45vgZwxGCavoeHjp8lx1APwAA9wO7fzEA/xCq943c/mcHDTazNoctj4xUWTmXC6XycPhcIv\npaWl5oEDBzZ19TgUMcb2RVHP7ZE8uZyqF9OJc7Tk6LCZJcsnNyAJrpy1P/zlCVEoFIqQcevj+OHn\n8OGJOTgcLd7oXeWFEw5vhkWVVV7hbZ3RXF8oHY5tPIoHtG4/1+P9Gj99fLYrQqN07VKKF86i9sQR\nUtPTGTe8gZEZZfxMJlDHWaxkUHNfq8PG88WLA/6d20pKlCdSLyGUJDirhRAp+oEQIhXYFP4hKTqD\nKRNA0nS8CQZobWZnJqe2bcVoEdSd0Ha1ljw8mYaq4wy/+FrONX0EB9dCWj78aAMYDLji4klzWbE6\nHPwv/0s88bzN223u9z9v/JaTDTVMHH4+t180OXoPquhRFBQU2LZt27a9q8ehCBPbF8GCwfBHg/Zz\n+6KOXWPVdHdVEqn9XDW9Y9cKkhWlxTzXOI/PL1xCXVIVEkldUhX//sEOvrq4xdtTL2etUCgUXYKH\nPhYMfZcrLnqQ1OQjICSpfeO44rGMyBlP/Oj7itJinli1gLLaCiSy2ZthRWlxSJefebTcK2cSKM1V\nKKJF6dqlrJr3K2qPHwYpqa2qYtVGK9uPmugnGvgdG7gK72px5bUn/VxNMyo1LlvWnJhb1tTQuGwZ\ntpKSiD6HomsIyWMJ2C+EqESrDJcPVHtUipNSyuGtTxJCTEZLtFYEbNDj94UQc9DC6iqBiR7tev90\noFpZn0MjITUBu6mB+lMGGKW1xbsyObVrFwnpl1B33M7SP3yfQ18XY8lI5/yhu5A7PsNhSqFk5O2w\n4QUA4lwO4nHyty8XcmFcPRcMH84nmVt5ZsfPuKz6LABe3rGbbccr6J+YwNRc4W9ICoWiN6EvePRK\nIrpBCELzNlo/07saCWjH62dGzGvp+eLFWB029g/dwv6hW5rbbZZU4C6vvv7KWXuyruQICz/awYma\nRnLSEph26QguG90/vINeBMwEDgJ5wGwgNvPsKhSKcNFKHwuGvkfB0PcgZRBM3x+5+wbQ9+eLP8fq\nsHl1b+PNEIRe+dPWYDRXoVB0juKFs3A0NXq1OVyC4l2JFPSzkSCc3CO/8fJayk3N8ns969q13gm5\nAex2rGvXKq+lHkgohqVz2+/ijRBiLC3GoTVCiD1CiDXuRGxjgdXAGj2G1l2JpMjjeDVaWdxeTd0r\nrwCw7b8j2n5oq/M6bEytJsGcRl1DKsueOcB1DMLszOTbN7ZRb7YhXQb2rfscIeIZa7mMPuUvY3Mk\n8a8t8dg+f7r5OsaJN0B/C2U1h8nd+zd+v8vOd6fCK5n/4NY1ffjIkc1n9hFYDAau65vMpvJ93Lbw\nYcYkWAI+y9+m/K7Tvw+FQhHDhMsgdOpgaO1hwN+um8la26bNXzlrnXUlR5i3ooQmu+YlerymkXkr\ntB26jhiXfLqSfzMapgP6r/sA2jEo45JC0ZPpoD52OiQlgL6X1V7g85Sy2grtzSKC0qs8k4kDPoxI\n7WmuQqHoPLUnfBdnrrW2BDnl4q0Bd4+b4vd6uqdSsO2K7k0ooXASLRHam1LKGjSPpRullDX6y8c5\n+WieSjrV7jbQqi4N9UzMBkx092nu7zZOKVrRaHPQaHPgkhJxtF/zy1KVg8V8CqPTRLXRBUC8MxsX\n6cRJAQhwDsJovZzCM15Hyjj+te416oinSYrmV9LmzwFoik/jqMNAwsl4+pyKozTbwbcG2ORIBQQ2\nSyZ/rU7mpcrErvtlKBQhIITYJYQY7H6/232sv3a7vTBjm3CEmkWKcBmEUnwXATgmkkIOrQgWf7tu\nDkuq13GgctY6Cz/a0WxU0mmyO1n40Y6Qx+XPlVz+2gat6yg2oHkEKBSK6NAVeuxHH/22E6aQlAD6\nbsJ3NeDm9pkEpVez++WSKLy94Ftr7orSYq5ccBdjnrmFKxfcFbHvBIWit5Ga43vjK9Xian5fTsua\n78aziwLmVxJpvnO9+WtXdG9C8VhaAtyBuyqclHKLEGIB8Fd/J7jD2/QQt3S0DP966cdMt9Eo36Nv\nOuC5ZVzp/tyrXKQQYjrufY68vJ5fgSz5f/4HgPP/p6Xt16997n6Xwh1PDmhuF9UmXBd8jqEqjrMt\nCdjFKVJspzNaXs0ARxKfxTWCbTQDLXWYbf3AtJspH1wPhh+0ue+SVQ+ShZ3Ce7WJxP9jLjOYwbt3\n/oBph3/J2sW/Y8KAYTxz/a8i9OQKRUS4XEq53/0+ZE/MLidcoWaRIiXPnRfJR3sojJ/t/ZxAo4zj\nz/JMPgqxCkmwu/SPD/weGRu+JkcaOS7sLDCdoDjByrXn/5AGkymoCkU6J2oa220vW1/N7jeOYT1p\nx5JlYtgtfeg7Pr3NOf5cySnzs4MfOacuhULhSQT1OJBu2fJmYP1yF1KmIkQNFvNazAl7NN30g64j\nFdUDOHz8TGz2RMymBgbWbyU/WK+lAPqeWHE2Nab/gvAwqMs4Eu1na+/96VKrdl1b/VWF03M56WF3\n4a5MpVD0ZsZNe4RV837lFQ5nNEjGDdc0zoqR5zmLvqnZQSXnt0yYQOOyZd5zGJMJy4QJERm/omsJ\nxbA0VEq5T3jvIoSSWGcOHos4KeUC99vNQohNQoigQ97c5y4AKCwslO1075E8/ZMLWw5+0vLW5Uji\n2KP/BsB0u43qe/eQ2XQuA3cMwuVw8dmYI2AbTePY5XDhJVCyC3a+A2fc1OYeVcY08h0n+aa+nrOS\nkljOcgSCF3mRr/p9g0H0ZWv5ngg/qUIRXqSU+zzedz9f3C7IPRQSPgxCGBMDLnh84n6WYyvvIMdV\nRzmJPKdXIwmiComOvkuvT2r0XXrAy7hkKynhjC27QGrGmlxp5kFbP24aM4rzz7uCEEdPTloCx30Y\nl3LStMpNZeurKZ1/BJdN+wqzVtgpna+5oLc2Lvl1JU+rQdS0NUTR8/dbFIrYIEJ6HEi3ABo3V4HU\ndvylTKex6QYY0w9zgHvKmhoqqgew/+i5uKQ2/bfZk9i3eyQJ66t9GrXbEEDfB63uy/46qDN+hUvU\nY5BJJDvGMCjZnfAzD/Bhk/KlV1MzM/wa7/VceJ4EU5lKoVC0T8EErRBT66pwBRlVkDIIy/jZPBmC\ntunzLFUVrncQimFpvhDiLSBDCPED4HbgpWBOdCfkni+l3OtxnO9RUlL3TNKTdutkAntDGGOvx2A0\nQnwdUrg4VrwDo3kP2Y0XQh0Ykg1Y0g1Y68ZgrVsEo34KJS/Dzjd9GpbSU/qQfbKMRYe3c9aIQgwY\nSCWVGmqoN5wiJ6mA46cqu+ApFYqOI4QYg5b7bb/7OBWYi2b4XiOlfLgLh9c+XZB7KCT0Ccf6mdqY\nUvK0xUhHFlkjp3LFiuVI2u4fBKpC4kmwiSN99bMgGLnjCFwV+tCnXTrCK8cSwIDDGZy1diBPv3wI\ns9lFbpaRzPSWe7pskt1vHGuzwBNpaT6NS9ZrPyfxX1dRaqxnfZ8aak1OUh1xjP9hGgWoctoKRcSJ\nkB4H0i39vTdGrN82Yb7S/zVFWhqHd57ZbFTScUmjT93xSQB9n+Y4wrwVNhKb8pu7x5vimHaplh+0\n9NZ61r9dQ63RSao9jvHH0ihwJBGq1d6f9vtrL11ez/pna6gtd5KaG8f4e9MiVzFPoegBFEyY3Gxg\nCgfm0aOVIamXELRhSUr5tBDiHOBm4DzgISnllnZOQwgxEdgspdzrDofTjUWeBqNMKeVmIcReNM8m\nnXSP0DlFkNgNBrCcwlpl45R5JwIDfABMhuyhRg5vGoy11gH9LwYRB0f/6/M6F/Y7i10nv6KichdQ\nyMd8zGpWczmX05e+DMvN56PdG9lWvpdRufk+r6FQxCAvAzd6HC9BC7e9CZghhFgspfSfibCrCVeo\nWSQZOTVs3lO5qVktyV9btQdDsIkjw51gUk/QrVeFG348h0Eb+mJzb7TbmgwcKtO8lzyNS40VNq74\n/QoMQuCSktPSEvh/w88h/+tP27iSG2cMoDSvng/fq8IhNONbrcnJh6uq4CLU4kmhiDQR0uOO6FF7\nWmWZMAHbZ74/s54MoeKaH31vrXl6Jcxthyp57dn9nLFhAHEmLbVrrdnJhwOq4AYomBqaToXynVC6\nvJ4PH6vCYXXrY5mTDx+rApQ+KhQK33S6yEEvJqjk3UKIy4QQLwJPAWnAhiCNSmPRcjItEUJsAvZJ\nKfe6jUX5QojJQogHgRkA7mpxS4QQE90GqTl+L67wT1wc8ZZqDKYcHAPdoRirtB+DLrAABpqqh2kN\nqYOgvgxcrjaX6dtnDE3EkW5r2QUqoogkkljLWi4ZWgjAyu2fRvJpFL2AZ555JnvgwIFnjho1auS7\n776bEuHbpXt4Kw0BCqWUD0sp90kp78C74EDsMX62FnrgSUdCzSJE+dENfPrxo6z74C4+/fhRyo9u\n6NT17h43BYvR7NVmMZoDViHxJNjEkZFIMHnZ6P78457L+ODRazjz2wFI7+gNpBSUHfeupFlr0jyc\nXFJbCB2vaeR3JY3sPfvi5rGItDQSrrsO8+jRrN9Q02xU0nFYJeuf7X5RngpFt8OHHjuFiW2pp3dK\n/wLpUUe1yjx6NPF+uliywlNxzVPz/nHPZWw7VMnyTQfJ/yaXOKf3ksMhJOs3hK5ToXwnrH+2ptmo\n1HxfpY8KhcIPnSlyYCspoXbePGoef5zaefNCK4zQQ2jXY0kIsREtobaeiDsfmCKEeFhKeV6gc90G\npKF+Plvqpz3oXEsK35jMZlLNFVTEDSJh8qWaL8Ym7bMzrk7k07/U4mo4XWsY8F2o2Qt7lsHwG7yu\nYzSaqTYmM8xewcenTnFJirbev4qrWMpSGkccgw9hw6FtUXw6RU+jtLTU/M4772QcOnRoK8CoUaNG\nTpo0aXsEbymEEClSylNoRQDWtv48gvfuPOEMNQsz5Uc38O3W13G5tN3vJmsV3259HYDcfh5fF9sX\nBT1+PWfG88WLKa89SW5qVlAJI3WCTRzpr9/++Cv5vOhop8MoasudPtvtjpb/bnbhYn2fqjZ9muxO\n/rTHyT/uuy/o69aWOZkfhnErFIoAeOixPHWQJlMye067gGPpp4M//QuC9nQrpGS4Hno7fMCPKW24\nH5e9xchjMAvihmZERC/+vfmQ9jwNvg1XtWW+9SsQoXwn+NVHP+0KhaJ3E2z6hNYEm8+zpxPQsOT2\nUpovpXzZo3kt8LIQYroQ4kUp5Z0RHaEiZBKTLWRZKqgAjNkXQRLgTlecOcgEcZVg02LeKfgxbHsF\ndixuY1gCSEnIIvvUPl47dpRLUrRznuAJlrKUeeY/kWwu4EBVWVSeS9Ez+eKLL5LOPvvs5kygaWlp\njtLSUnNBQYEt0Hmd4CHggBBiNZp30lj9AyHEbcBbEbpv+AhjqFk42bPz/Wajko7LZWfPzvdbFlah\nVlHavohrimdyzamDkKoboYJP0Bps4khf/fbHX8navyXjsGqLkM6EUaTmxvlcRJnjJQioMTpY36eK\nbzNa1+PW8Fdlzt919fF2dtwKhaId3Hr82ceP0mT1Ngy30b8gMRu/gcTVWGvHIGUaItGE5crr2uSF\nazdUo5Xe9k1+DQbXsvv4o1hrzViyTMQNzeCLN2wRCRfTPS+tiXYSGsw++5Qurw/5PtcUjAtqc8Gf\nPqbmxoV0P4VC0TvoaFqEjhqkehrteSwV+jMcSSkXCCE6F+OgiAguKUlJqsclHdTuscJAYAfgAgwQ\nl1CGs2EUDaeqSRxwCQgDHPUdzjYy53QOnNrLscrdgGZYGslITuM0NrKRm7Mmsq1sD9WNdaQnJEfp\nCRWd5asZMwae2rkzsf2eHSfl9NMbxsyZc6i9ftddd13tM888kwscqaioiKupqTFG0KiElHKpEGIz\nMASY3qoy3F66g2EpRmm9qPLZHkoVpTCV8g42cWTrfp8XHW02KjUP1SpZ+2RVyAuh8femeeX6ADBa\nBEWPZVNw7SB+/Nw6n1XkdPRqcsFc1xd6+IcyLCkUkSEo/QsGt+6ZnQ2Ykz7W2oyJYByPJmI9AAAg\nAElEQVQMaPoUdDJcH3rbN/Nd+g7aAtP3AzC/6KjfcLHO6oWeK273WeWc+d+BCB8OwZHUJX+6O/7e\njoc4KxSKnou/YinthRqHO09nd6W9HEvtfRuG+G2piAYnt2/HICS15kYaym3aPETSHA6XmH0SXDns\n+Xg/GAyQMhDqjvjOs9Rf22XLajqOw+PzW7kVFy7kcO0P5oPtxRF+KkVPJTs72zl79uzDqampY/Lz\n80cvWbJkTyTv564CVwFsAKQQIlV/6W2RvH9PJt7iuzy0V3soVZQCGaGigL9wCWuNpHR5fUjXKrg2\niSseyyC1bxwISO0bxxWPZTQvqKZdOoJ4k+9ddM/KSsFcN9TnUSgUnSco/QuGcOpeEHobyXCxq8cO\nBODYoGq/fToSDhcs7emuQqFQeGKZMAFMrUJ3A4Uau4lEns7uSHseSxlCiBT85xwJ8dtSEQ1O7txJ\nTnY2lcl20qpcuL7nwrDEAMuA8yBnRD2n9sOO1TWMvg7oP07bITuwGoZc4XWtxKQ+1BniOd1+gneq\na7kpUytH+yiPMo95bBi5hqT/jOE/e7cwZWyAOreKmCIYT6JoUVpaap47d27u3r17S44fPx534403\nDt22bVskcyxtRjMeCVo0rNJ9nI9mMA+u5JjCi6GnX++VYwnAYDAx9PTrWzqFUkUpQqW8gyVQmFm4\nd9k9Kyodr2n0qgo37dIRzZ/7ouDaJK+xzC86qsI/FIooE5T+BUM4dS8IvY1kuNjdV2teVXquJV+I\noMoIdZzW+qhQKDpP6dqlFC+cRe2JI6Tm9GfctEcomDA5MjcLIS9nZwk2fUJrgs3n2dNpz7A0DNhP\nW8OSvihTO/sxRvm6dTRWaY5kTQn1iKpMKkfWk00KfK71ybvAyN4PmzjxrfvbfORU7Y92+6I2hiUA\nizmVgqbjvFpZ2WxYyiST4QxnV8oOxsaN5dvj+6PxeIoeyOuvv55x2WWX1WZnZzuzs7OdeXl5Te++\n+27KpEmTTkXiflLKYfp7IcRbUsqbPI7T0apfKjqAnkek5vM/kHdkDRZ7Hc7EXIwDC0HPMTJ+tnd4\nG/ivahehUt7BMv7eNFY8VOnzM303f13JkTbltX0ZgYIpe33Z6P4BDUihjFuFfygU0UXXvz0736fJ\nWkW8JYOhp18fcn6lsOpeIL11L9bGDz+HD0/MweFoCbcNp17cffVoJrjyWbHYt5bKts7yXUqwmq5Q\n9FZK1y5l1bxf4WjSwvdrjx9m1bxfAYTfuBSmlAihEHSocatzIHSDVE8joGFJSqk8kroZu198EZvV\nCoBM0NblJ/adItuYAm4fkOzBeWD6loaT7i/KQVcABjiy3uc1+2cM5ljZBg7VHEJz6NC4gzu4n/sR\np9moLKvF5XJhMER460nR4ygsLGyYO3duLnCsoqIibuvWrYmnn356U5Ruf47ngZSyWgjRu7YXwkxu\nzU5yD69qngQYG8q9JwGhVLULxQgVAQquTWLdU9U0Vrdd+aTmxrGu5AjzVpTQZNeMTMdrGpm3Qisv\n23ohEqjsdbh30/XrrX+2RlWFUyiiSG6/80I3JLUmnLrnT2+h+R4FQw8AkvWbH6K2vh+pucaw68X6\nZ/3nGQkUvhttQtF0haK3UrxwVrNRScfR1EjxwlnhNyyFkpezi+mIQaqn0Z7HkqIb4XI4qP76a8zp\nmleROb4WF5LaXQ3QBziu9UvvNwTMb+GqH4WtwYU50QDJ/eDUIS3PUivjUE7uORwr20Af6zEaXC4S\n3Z/fwz08yIMcH7aHjLIRfHFwKxcOPiuaj6zoAUyaNOnUxo0bEwcOHHgmwBNPPHEkksm7W/GOuwjB\nfPfxTWiVLwPi9my6CS3Zd76UcoG7fTJQDaQD1VLKNREZdSwTzCQg2Kp2oRihIsRlD6X79f558qMv\nmhcgOk12Jws/2tFmERLtstcq/EMRCKVhMUy4dc+X3i4Y7KXTBUPfo2Doe5AyqDmpdzgJpHOx5Em5\n8KMdQWu6IjIIISai6Q/40CC3du1D0y6dN6WUc4UQc9Dmc5XARCnl0miMuTOsKC3m+eLFlNeeJDc1\ni7vHTQmq4mFXUnviSEjtnaKLUyIoQkMZlnoQ+xctQjqd5F51FQA5oonqeAfmcptW0O0IUA5pfQaB\naStgZPe6Rm3x0e9C2LkEDv8H8i7xum52TgEODJzhOMGrJyu5MycbACNGCinkq/ztZKwfwaodnyvD\nkqJDzJo169isWbOORfu+UsoZbg+lInfTHCllu4YlYImUsghACLEEWCCEyAeKpJS3u9tXA71vURbu\nSUCwRqgIEcj758TvfVdxO+Gjulu0y16XLq9XHkuKQCgNi2UirXut9Lh0zw2s3zRD81hacjTseuFP\n/yxpIqZ0yZd2B2pXhBe30cjT0P0gbTWoEBgipax295nsYUAaC6wG1ug6FsusKC3miVULsDq0vdSy\n2gqeWLUAIKaNS6k5/ak9fthne9jp4pQIitBQcUs9iP3//CcAp999NxgMnCbslCU04Whw4brAHcrx\nPhiMRjBvA2DPJ1rYHGfcov3c/lqb6xoMRuJMiYyyHWNJtbc78wxm0JRdiyvOyeYjOyLzYApFBJFS\nrpVSPuR+BeOtNBFtR18//0b3W692oFoIMTa8o+0G+Puy78aTgIJrk7h9dT9+XTKQ21f3a14I5aQl\n+OyfkmBq0zb+3jSMFu90hR3NY1K6vJ75RUd5evQh5hcdbVOhTs/nVFvmBNmSzynUSnaKnonSMIWn\nHpfuuYEPP51Dbf0AwNAhvVhXcoQfP7eOK3+/gh8/t451Jd6eC/70b8LD0cm40Z5m6vjTdH/tiohw\nu9vIDT4KqUgp13gYlcbi7bk0X0o5tDsYlQCeL17cbFTSsTpsPF+8uItGFBzjpj2CMd77b8IYn8C4\naY+E/2bjZ2uhwF43i15KBEVoKI+lHoKttpb6vXtJHDgQS3Y2TUYj2XYbhxObGFWdTNWZ9WSRAh8B\n0yHOchynOEVZiXu3fOh1gNA8lnyQkdIXWbmLb+uqvNq/z/dJEAk09q3kSFl8ZB9SoYgN8sHbXdu9\nW5YOnPToV+nuuznaA+xSwpQfJKoVRzrItEtH8MdlX+NweudOqm9ysK7kiFfoRLjyHvlLAn5kSxN7\n/2OlttyJEG0T4oaSz6lsfTW73ziG9aQdS5aJYbf0oe/49HbPU3QblIZ1AyKqgR46vX7TDBxO74Wb\nwypZ+2RVUHoRTF6irsz7FqhwQkaa3UvrfjpuMM817PQKh4s3xTHt0hERH6eiOc/lDGCTEGKj7lUZ\ngIlSyrkex5luY1O++3ptQuGEENOB6QB5eV274VVeezKk9qCueXRD5wsItIOuQ1GZo8VASgRF8CjD\nUg9h11/+AkDelCkACLOZVLuV8kQtB/KJhlNkiRT4SutvirfgNO/g1LFCrcFghKRcqPHhbghkZY2k\nunIX/ZqOcdzu4DRTy3+dCUzgy0F7STqcw5GaE/RPy4nQUyoUMYG+EFsDWriIECLohVcsTWoiQhgm\nAVGtONIJLhvdn//7cBunGu1e7U6X9JmTIxx5j/wlAf/qzZYdeOmnXmsw+ZzK1ldTOv8ILpt2EWuF\nndL5mveBMi71GDqsYT1ev2KEiGugh07X1vfz2cVaIyldXt+uZgWbl6ir8r7508yP51YxIq/GS+sM\n/3Zwz9Wn82rFflUVruvIB84F5gghNkkpz/XVyW0Y9/RWQg+hAzYLITYJIZq9m1r1WQBQWFjYpdXN\nc1OzKKut8NneEcqPbuDbra/jcmlzkiZrFd9ufV27ZgSMS1Gbj3VxSgRF8KhQuB7CkffeA4OBoT/7\nGQDCYiFBOjlpseNCUrOrAdKAQ1p/U0Iywvw1LjtUH3JojX0vAOmAo1+0uX6f/uchgQL7cV4+6W1J\nf5zHqe+nCeOKUt+V5RSKHsRevCcz1Whx/dWt+mW26gdokxopZaGUsjAnp4caYUdO1RLA3u/SfoY4\nIQhUcSTWqGtlVNKJVE6OziT7Diaf0+43jjUvtHRcNsnuN6KeAk0ROTqsYb1Cv2KAqGigW6dT+7YN\n3dUJVM1NJ9bzEvnTzPpKl0+tiy+28497LuODR6/hH/dcpoxKUcRdPGCjlHKvO0R3jduA5Isb8dAn\nIcRkd04mHd3jMma5e9wULEazV5vFaObucVM6dL09O99vNirpuFx29ux8v8NjVChCQRmWegB1+/bR\ndOIEaQUFGMyaQInEROKQgKQh3kVDuQ2GAPWADSzJqUjzJgC2r3TvdI+4Wfu57ZU297BYMhAGE6Ps\n5bxXU+v12dj/396dx0lV3fn/f53qvZte6IVFVhsQAVEENHEG1BkWxYgag1HHcaKZiElm/MXvxG9M\nvvhNzIz+ZjR8f2PGmSSQSXTmN2gSNaOSiApkHCHEKBCRVYGWVbYGeoHuppc63z/ure6qroWq7tr7\n/Xw8eDR17q2qc7uqP3Xvp875HKZTONRijWXDvi2JOUiR9LGGwJOVCpypIr8Axvm3W2s1haQPkrri\nSD8luyZHX4t9R1vPqe1k6ERZuHbJSIphaS6ZMTBSXIgmkZ3udYnCxcy8vNCDVRTrUqqSwAT3akJ8\nQeea2WvfOgILfVcmJH7tXOGsqvh/PM7PnSv6/FCfmTyLb89fzPCyagyG4WXVfHv+4j4X7j7Xdjqm\ndpF4U2IpC3z4/e8DMO6++7rbTGkpBqigk+PF7U4B72lu0Y21UFhaCXkfAJb97zjT5Rj/WcDAwf8K\n+TzFRZVc0nGMHS3B30ItKryVtpoGtjWqgLdkN3dY9c+NMYvdaSHL3G/XGoAXjDFz3W/YnkhtTxMg\njidUkYRbWSQhK470071/MpGCvMALl0TW5AhVBDcc4wEMlA3P4bpHB0c1DaWwKvTohXDtknmSGsOS\nFDOyTTJj4OQbSyiqCH05EE0iO9kxMFbhCoePrg2dQFKsSx13mtpcd/TRYretDsCd2tZ7PvYpv/tu\nBmr9Ri49HPcO7lzh1CZr3g9Y5+ebi/udXHp98T/z/kPP8/rif+7XanAFhaGL4YdrF4k3JZaywLHf\n/AZPfj7Db7ihu81TVgbABXmdHCpyVn5ruNQtpvs6FA+uwXjO4snzUr/b/XDNzYfiIdAY+suB8sG1\nFNlOqjtOsrftXMC2R3mUluEnOdfaFbTCgcj5PPPMM4OnTJkyacqUKZPWr19ffP57pJa19kV3Sshy\n/+KQ7mol3f9S2ce4S8AJVThJXXGkn/506gge/MxUhpQXYYAh5UU8+JmpCZs+MfnGEq57dDBlw3O6\nk0bTbi8JeeF0w/9byf/85iju330Bk28qgbHAeV6u8XcOxZMf+FiefMP4O4fG90AkpZISw5IYM7JN\nQmLgCpwY4CEoFvzpNyv6vGplsmNgrELFzOseHcxVD1Yr1qUhX0xyf67xa5/hXy+p92237UX335MJ\nOQdbtyRwYRJwbq9bEven6otxF92ExxOYGPV48hh30U0p6pEMNCreneHq33mHrrNnqbnmGjyenjyh\np8JJ6o/J6+S9olauZjDHC5qoZBC8B4PuHgZAUWUzZ49X4PV6nfsPuwLqfgXH3oeh0wKea8jQyzly\n6HdM6TjOj06e5Hsjego+DmMYeZUWT1cOv979Np+bFG5KtEigHTt25C9dunTY9u3bd9bX1+dcc801\nF23fvn1nqvslvUQ6oYpzUcWkrjgSB386dURSL6JCFcEdcXlB8IpLjSVOmWXfy7Yft+wyEOYl8xXo\n1qpw0m9JjBnZJu4xcAURY0F/V21LdgyMVaTC4Yp1ErXmA7G1J5mvQHeiV4UTCUeJpQz30dNPAzDx\ngQcC2j2VlQCMze9kVVEHFkvjgVYoBPb0DKceNPwIZ49VcODdc4z9dBFcdJuTWNr+Uxj6TwGPObjq\nYgCmdhxlZVMz3+t1DnHTiDm8xQF+cOhZJZYkas8999zgz372s6cAqquru8BJNk2ePFlD39JJkk+o\nkrriSBYIeeE0lp4LSZ8WYAlhE0vgJJd0cSX9luYXYekurjFwCeeNBalatS2VFOskJqWj3RGYIdrT\nxLALrlAiSVJGU+EymNfr5dTGjeSWlTH48ssDtuVUVwMwKqcTr4GOAkvLkXNwAXASyoaNAqBkuFMT\nafdqt27SxM87Pw+sDXo+j8dDXn4p09o/Yfe5c0Hb/37Io3SUtHKg8ZM4HaEMFCdPnuxOcpeXl3d+\n9NFHBansj4QQ7sSpdLTqqKSrcNfvuq6XZIgUM6Kl2BIfigUi/Tf7ccjtVa0ht9hpFxGNWMpkh158\nEdvZybB584I3ujWWhhln0EfDoC7yT3rwTvHiqfNQeXYCALmlHwC3cOgP7uCQ3EIoqoHTe0I+56DS\nEQw5uYuirjZ+f/Ysnyrp+Xar2FOMLT9H7qkSPuZjLuTC+B2sxFXLK6+M8h4/ntBaRp4hQ1qKb775\n4Pn2u/7665vvvPPO2h/+8IeHd+zYkf+73/2u7PTp0/WJ7Jv0wezHnfoo/lNbcouh9obAdl8dFdB0\nl1QbjTPlJVS7SKKFixnRXoT5ajQptvSfYoFI//nizrolzsjL0tFOPFM8EgE0Yimj1T37LAATH3ww\naJvH4wFjKOl0Cnd/MsgZYdQwxTlBK3/PSfq0NR2nYJCh8WBnz52HzgBvO9RvD3rcqurJAEzqOM6P\n608Fbb+4vJb8phK+Xv+tvh+YDCizZs1q+cIXvnBiypQpk55++umaq666qmnChAnBQ+IktSbdBfOX\nQ+kYwDg/5y+HutcSW8wyQ0YstG/dStNTT9H43e/S9NRTtG/dmuouweNA7/RxsdsukmjhYka0F2Gp\nLpSbIbEnKn2IBWkZ00RSbdJdsHgffN3r/FRSSaSbRixlqM6WFpo/+ojC4cMpvuCC0Dvl5sK5cxTk\n5bC3sIVpDOJEVTOVDCLvnQLA0Np0israPI580E5bk5fCMg9M+Bzsex22PQvXfi/gIYddMJPdH/6S\nS9s/Yc2ZcUFPeffoz/HdnT9mw5H3oTr+xy3xEc1IomR67LHHjj322GPHAEaNGnXJrFmzeleDkHQw\n6a7gk6jX7g69bzzqqGTIiIX2rVtpXbkSOpwVNm1jo3MbyJ86NXUd8/2KluBMeRmNcyGZPr86yXah\nYka0UlmjKUNiT9RijAVpG9NERCRtacRShtqzbBlYy6jPfS7sPiYvD9veTuWgfA7mOzWUGk62OK/6\ndvDk5nLubCMjZ+YDsOsN9wTq4j9zfh54M+gx8wvKyPHkcUX7Yfa3d+D1egO2Xz/xj7HGi6e+iPWs\n7/+ByoBQX1+fA/DII48MvfHGG0+nuj8Sg3jUUQkn1SMWotS2dm33BVi3jg6nPdXuAvYBXvdnBl4T\nywCVyNhyPhkSe2ISQyxI65gmIiJpKeEjlowxi4AGoAKotNYuD9HeYK1dE6ldAh186SUwhvH33x9+\np8JCaG3lgsElHDndCgWGlqPnnJFERyD3sgLaW88y6foS3vvpGT5e18q02wZBfjEUVsKpj0I+bFFx\nDWPOHAXr5bXmZm4sL+/eVpxfSGFhPsWfVPNdvstqVsf5yCUb3XTTTbWNjY25l112Wctzzz0XqhKE\npKv+1lGJJENWlbKNjTG1x8ORdQ0JXSY70Y8vcl6JjC3nkyGxJ1FSEdNS4ci6Bj589ggdzV0A5A7y\ncPG9FyjWifjsXKGaUhK1hCaWjDEVwP3W2nnubQssN8bUAvOstfe77auBNeHaE9nHTNTyySe0HTlC\n6cSJ5BaHr7/sKSqi69Qpxg8pZVNdPecqLByzeMd78WzwUJhbydnWYwydnI/xwLGdft9ODbncWRnu\n9F4YHDjlrWLwOM6e+YTazlP826nBAYklgIsqxvLBsXbWta/Em+/Fo4Fxch4bNmzYneo+SB8lsphl\nBizt2751KxgD1gZtM71iY7wcWdfAjmWH8bY7z9lW38GOf9lPyy9fomZMM4Vz5vRrukrIx192GEAX\nXJI8qSyUmwGxJ5FMeXnIJFIsMa1961ba1q7FNjZiysv7HZfi7ci6Brb/8DC2syd2d57xsu0HhwDF\nOpGsmxIsCZfQxJK1tgHwJZWmA8vdTXNxRiX5NLjbZ4Zqt9ZuTmQ/M81H3/8+ALX33BNxPzNoEACX\nVefzc6C+vJMRx3JpnNLK4A0ljGi6kl3mlwCU1Hg4c7yLa3fvBeCWslk8yFr+4+2l/OvkhwIed2TX\nML4ITGv/hFcaqrvv49MyaATmyB5yjg9icu7/x7Dmz3Zve2tCcF0mEclw/amjEkkyRiz049u47jok\nIZJK5OVROGdO/PrpZ8/zx7qTPj5ebw6Hjl9CdcXr/a6FEvLx2y17nj+miy1JrkTFlvOpvQG2/Ajw\n+zsYQMuK506YQMfGjSHbo5EJNZr2PH8sIKnUrQvFOhGIPCU4XnFZI6KySlKKd7tJo/uBh92mCuCk\n3y6ngNoI7QGJJWPMYmAxwOjRA+PbI39H3nwTk5vLyEWLgrb9z3//Xff/b/rDWi6tGMm2H34TRt7D\npjO7GcEk1h/6NQv5POV14/HWennub26k0/tVbNdU/vjxv8VbcoTTdGIvhHlbn6V+5e8o+/M7ep7E\n68UCV53bz4vFU7n98EsU0FNr6WR+G/8BlByu5tBlPw1ILImIRC3RIxb6+W1cyDokAMZQtHBhwi6g\n2k6GeE6gvcMdwerWQon1+X0jDNrq5wAm6ucVySo7V8D2fyMgqYSBKV/ImAue/o4W6twdehBxuPbe\nItVoSpfEUqR4plgnQuKnBGtEVNZJSmLJWrvZGPMwsAno95AVt07TcoCZM2eG+LohPW34sz/r92N0\nNDfT2dTEoJoajn7rW3x8ZF73trzjF3CbLeu+XTVqLlTs4lOtX+ClLg97K4qxhy3kXILFMqzh0xig\n6e1vQscIAIZs/i6FuU6SqH3ENCrzOqh8+wU8B3d1P+7Ni/4Hu2quoMCUgTG0Nuznz0+80b39DGd4\nnqsp33sB9Vf+hr9//3KKvB6mMQ0mvNXv34GIDCCJHLHQz2/jwtYbsTZuF0+hLhALq/Jpqw++8MnP\n6zmWWGuh+I8wyM9rob2jJGifwqq82A9AJNOEigtYqHstJd2JVX9GC/nHm1CijSuZUKOpsCovZBz1\nbRMZ8BI9JTgZI6IkqRJdY2k6TsHuNdbaBmMMxhjfNDj/MaaVQJ37M1S7uLra2vDk5DB80qTz7ltY\n4swqbG2qZtqxDn4/opkuAx6PxQLVZ2Yw6OR/46GYPA+0dVm6rAePcXJ1DU3jGVL9BwoKz3DW25O/\nO9zWSenB33Fx/h6ouZ3/qJjFDQd/3b39DF1U0Ubn0UpKWzx83JHDRSdz2cU+vvez70Z9rD+54ztR\n7ysiErN+fhsXjzokkYS7QBw7ayEfveYJmK7mMZ2MHLKtz33wH2Ewcsg29n0yA6/tOUXw5BvG3zm0\nP4cjkhkyvHB3X0cL9Y43oUQbVxIdG+Nh/J1Dg2osAZCDYp0IJL4cQYbHWgmW6BFLM3Gms/mrAzYC\nT/i1VbijmupCtSe4j0nzR889F/fHvCDCtqanVmObDJe/chUT2zu59Yk38ADVlxbhecNQUVnElzdN\n6d7/n646RFe75b5NFzoNb82BTX+g+Wt/y+9KpnXv91vu7f5/nreTraUT+V5NTxsADccwZ04x+7m/\nYm1pFWtr4nCwIiJ+dqx9kfXPPEbTicOU1Yxg1r2PMHlO8BThsPr5bVzhnDnBF2Kx1lZaASwBDgCj\ngceh/dIIowY6Oig/vpbJ99/jrNpW305+Xisjh2yluuJQ3/pA4EgC3+McOn4J7R3FFFbna1U4GTji\n/C19uDiVqOLWMY8WcmNQ3v5LyC0fRductXRcui14vxjiSlxiY4L54plWhZOQetf+qb3BGbU4kGoB\nJbocwQBfJCEbJbp493JjzCJjzCKcWkkPW2vrAIwxL7ijl8BNJrmjmoLapW9sczOmxJnOUJyfy4wh\nlXgwNOR2QB7QFrj/0Cn5HHjnHKf2d1A5Jg8uuhU2LeVLQwv50o2hRw8d2L2XNWfO8jc3P8yUosLu\n9vozDcz50Zcpzi/SyCMRibsda1/kzaf+B53nWgFoOn6IN5/6HwDRJ5f6+W2c7yKwzxeHK3CqBfqe\nfj/YL3npXLgXOyX8lBHb2Mjw2RXdFz/OBWozthFnhTp3dIJ/H8+n9wiD6opDVFccwpSXU/bgg9Ed\nj0g2iOO39OHiVPmewww62rNWTTyLW8c0WsgvBhkMprGCopULAQKSS7HGtn7HxiTxj6Mi3ULV/tny\nw57tA6kWUCLLESRjgRZJqoTXWLLWvhimfU0s7RIb75kz4PXiqa7ubrvjolqOrj3BxpbTzCsgKLE0\ncV4xB945x5YXzvAnDw2GYZ8CDBzbFPZ5vlA1mDVnzvIvJ+r5weiR3e3VgyqoKi5nT/1BvF4vHo8n\nzkcoIgPZ+mce675Y8+k818r6Zx6LPrEUh2/j8qdO7fvF0hJ6kkou0+ah8M1r6ZiyJezdel8g+p6/\nP6swhRth0DhkDlu++iFtJzsorMrTyCXJfnH8lj5UnBpTOpKSI6edJLC/OBW3jmm0UKgY1JFP4do5\n3YmlviaX+xUb++jIugZnJKfilfRHyDprvagWUP8lekSUJJ2u9rNUx86dAOSMGtXdVt7u5BH3ec/S\nUdgFvabRT17orCi0b/05p8HjgaJqaD4Y9nnuqKjAAK83Nwdtm117OV3Wy+u7NvTjSGQgePnll0sf\neeSRob3bpkyZMmnKlCmT1q9fX5yqvkl6ajpxOKb2sCbdBYv3wde9zs9kntCEKSNgGiPUIQlzgRip\nrko08qdOpWjhwu6klSkvp2msU8uprb4DLLTVd7Bj2WGOrGs4z6OJZLg4xYVQ8eiKMX+E6Z1UcsWj\nuHWov+Wwq1SeLwal2fS1SI6sa2DHssOKVxnOGDPXN9vFbwZL732eMMbUGmMq3FkxvvZFfvcPed+o\nRFvjR7WA+i+V52ASd0lZFU6Sr/PjjwHIu/ji7rZz7uoXLXldfFzczEWdgd/i5LGVO+EAACAASURB\nVBd7KBrs4fR+v4uTyklw+G1oOQ7FQ4KeJ9fjYWx+HvvaO+j0esn1G5l0zxULeXnbW/xiy2pumDwr\nnocnWWTBggW1Bw4cKLj66qubfG319fU5DzzwwJiDBw9uq6+vz7n88ssnHTx4METRBxmoympG0HT8\nUMj2jDEaCFFewJaHvriMNJ0kHqsw9R5hsOWrH+JtD0xWedste54/plEAIlEIFacGFZSG3T9exa2j\nHi0UIQal6/S1cPY8fyxgQQNQvMo0xpgKoNZd/RtjzDeAUDNZpgOrgTXW2vvdfWuBeX63V4e57/mF\nq/0Taj8R6aYRS1mq69gxADzDhnW3tZ1yLxAKDHvKG7FeG3S/4VPz6eqAY7vanYaRVzs/P3op7HNd\nV1qKBX7WEPit0IVVIygtKGbb0b19PxDJeqtWraq79957T/i3rVy5smz27NnNANXV1V2jRo06t2PH\njvzU9FDS0ax7HyG3oCigLbegiFn3PpKiHvXB40CvsXi20Evb/LcCG/PyKLr1VsoefDDsRZ7vgjTv\ng0so/cevUfbotyn9x6+Rt/vKPnev7WTo1aHCtYtIoFBx6mz7mbD7J310UIgYRDF4/qUiYrwJawUw\nFufqYqx7O0kUr7LG/W6SCKAqzD7LrLXjfEkkl2/VcZ8Gd3Xy2M1+3Kn1E4lqAYkEUWIpS9mmJkxR\nUUBto/aGTgCuunw4p0vcxJE38H4XL3AC6Qcvuic+Ez7n/Ny/Ouxz/XWNU8fp306eDtp25ehL6Ojq\n5Lcfv9+Xw5BE+SKjuJKJCf33RUadvyOh7d27N7+2tra7CtjYsWPbf//735fE5+D7L8Iw7JDtEn+T\n5yxi/oP/SNmQkWAMZUNGMv/Bf4xtVbhUuwtYDowBjPPT/KuH3P89LrppLH4K58whb/tlFK1ciKex\nAoPB01hB0UvX9fnirrAqL6Z2yRyKYckRKk61T70Y8oL/hvJmzkz+6KAQMYjlbnusfIXA9wPW/bmY\npCWXFK8yn7W2AXgY2GSMWW2tfTjMrpXGmOl+C0QBVAAn/fY5hbNwVABjzGJjzEZjzMYTJ0703uyY\ndBfMXw6l7h9G6Ri47CuBt+cv17QtkV40FS4LedvaoLMTz9CAkjXdy6l+8fqL+dk/7cFg4DjQM6iJ\nidcV8dq3YP/v3DpLQ6eB8cDxP4R9vilFhRQbw7strUHbvnDFjazd/S4rNq3ijy+c1u9jk4Hh5MmT\nuePGjTuX6n5EEDQM+zztkgCT5yzKrERSKHcRdBGXT+xFb/OnTiVv/URMR+DAPtPmcQr09uH8d/yd\nQ9mx7HDA9BJPvmH8nUMj3EsyhGJYkoSKU85KjmmyYlqIGNQnIQqB00Kf40+sFK+yRi0wA3jCGLPJ\nWjuj9w6+qXLAZmPMJmNM1FPe3PsuB5g5c2bw1A2fRK6GJpKllFjKQp0ffggEFu4G6GzpwnigMD+X\n4bnO4I/336tn2sKeleNy8z2UVHtoONTZc8eiIXDmk4jPeXlxEb8928KB9nZG5/dc2Fx2wUUU5uaz\n+fCu/h6WxNNPCV+RPQ1UVVV1NjQ05Phunz59Omfw4MGdke6TZMvCrHgZrj2z7VyhVTtSaQXOxdkB\nnJoojxPyQs0cDTNbtI/1RX11SRK2ylKUxyUJkfgYprgRVipWTEu4cHEmilI1MQkTNxIeryTh3NFH\nG621dcBt7gjKuf4rhrv71Fprn3SbfCOTGnBGLflUAnVJ6rqIoMRSVuqsc+Jo7oQJge2tXkyesxLJ\nFSNqAPjV+v0BiSWAEZcX8NHqVg5sbGP0zEKovgQOrIGmA1AWulDdnw2u4LdnW/jnEyd5csTwgG3T\nRkzknf1b2X60jinDgkaligQZN25c++rVq8t8txsbG3MuuuiidBrBVOnO3a8F8LsQC9fezRizGGeC\nAKNHZ0Dhx50r4M3FPUvvNu93boMuEpPBN73ENxLAN70EgpMwYQrx0o+32fDZFYm5MIvluCQR+hTD\noo5fihsDT7j4Y3D+3uPxsp8nbiQsXkmyVAKb/W6vJjg5VNerrdJau9kYUwc84ddeYa3djIgkjWos\nZaGuI0cAyBk7NrD9nJecAuclr7ygEIDjp1s53hg4dnnyQqfO0vaXzzoNo651fn4U/kvML1ZVArCy\nsSlo252XXwfAv723MvqDkAFt4cKFTevWrSsFZ4W4gwcPFkyePLk91f3ysdYut9Zudi+6vuWuZBK2\nPcR9Z1prZ9bU1CS767Fbt6Tn4tCns8Vpl8SLNL2ktzCFeEnH+qKxHJfEXV9jWNTxS3Fj4HkcJ4nU\nmyV+f9eKG1nNnaY2162dtNhtqwNwp7z5kkW17j7fwKnJ5KvP9IIxZq4xZi6BSSYRSQKNWMpC3sZG\nKCgIKNwN4O20FBS5be46C4UdufzwjR185/Mzu/cbd20hGDjwrjtAZOLn4bePwP41MPNvQj5nocfD\niLxcdp87h9frDXjuq2unk+vJ4Z39W+N3kJI1FixYULtt27bixsbG3C1bthRv2LBhd3V1ddfTTz+9\nf8qUKZMAnn/++bQZzhxuGLa7ikmo4dmZ/Y1Zc5j5DeHaJb7C/ZpDtftGBGTC9LJYjkviKikxTHFj\n4LkL+PMw2+L1situZD2/+km922f4/T/kN93+U+ZEJPmUWMoy3s5OaG/HM2xYiI2QV+KWrXG/aBza\nUsTa3Yfp9HrJdZNBHo+H0mE5NB/tcpJEgyeAyYX6yImhOYMG8e+nG/hVUzM3VZR3t3s8HiYNvZCt\nR/ZwuOEYIypUSFF6rFq1KmTS6JZbbmm+5ZZbdia7P1EINwybUO1J7VkilI52prGEapfEi3V6W7wK\n8SZaAqbtSdQSH8MUNwamMST271pxQ0QkbWkqXJbp2rsXgJwLLghob2906h7nlbm5xCHOj097h9Ll\ntTy3bnfA/qNmFmC98PF6d9RSyXA4ezTic3+1xhkG9ZOTp4K23Xrpnzrb3n01+oMRSUMRhmGHbM94\nsx+H3F7zq3KLnXZJvEya3haLbD2uDJCUGKa4MTAl+u9acUMGuF/vWM/1y/+aaUvv5Prlf82vd6xP\ndZdEumnEUpbp2O0kiHLHjw9oP3vESRDlV7gvuTto6EpTgzGw8r39/MU1E7v3v+SWEnasbGH7q2cZ\nd3UR1EyFMwfh5IdQNZFQPlVSQoExrD/bewI83DTlav7uzR/z9t5NwH39PEqR1IowDDv7VoTzFdod\nKKs7pdtKVpk0vS0W2XpcGSLhMWygxQ1xTF8Bd/wefvk30DAahrfA9wbF7+9acUMGsF/vWM/fvrmc\ntk6n5OiRpnr+9k1n5uBnJs/q92M/vf5nHG06ybCyKh6YdUe/H1MGHiWWskzXJ58AwSvCtRxzglDB\nYPcldwc05TXncNmYKt7fd5Lf7z7OpyY4Q5lGXZGPyYHDf3BHLI2eAx+/BrtfhKrwVRIvKSxgU2sb\n9Z2dVOf2vL1yPbnUVo1kT/1BTrc0Mbi4LOxjiEiamXTXwLggTNeVrCJMb2vfupW2tWuxjY2Y8nIK\n58zJnGXMM2XanvTNQIkb4vDFz8ktMPlppy23mPaqpbQ9dS5+MUpxQwaop9f/rDup5NPW2c7T63/W\nryRQIhNWMrBoKlyW8Z4+DXl5eHIDc4ZtJzoAKKrJdxoq3Q3N8NXrpwDw07W7uvf3eDyUj8jhzHEv\n3k6vU8Ab4OB/RXz+RRXOAjI/OFEftO3GybMB+PeNv4rpmEREkiLDVrJq37qV1pUrsY2NANjGRlpX\nrqR9a+IXSmjfupWmp56i8bvfpempp5LynCKSxkLEz/bWcbT+/pO4xijFHhmojjadjKk9WpESViKx\nUGIpi3i9Xmhrw1NeHrTt3Ek3sTQ0z2nw4CwL2wxjakoZPriIfSeaOd7Yc1Iw5lOFYOGjNa1QOhI8\n+VC/PWIfvlztZKx+2dgUtO2OafMBePPDd/pwdCIiCZZhK1m1rV0LHR2BjR0dTnsChUxo/fKXND75\npC7yRAaqEHGyrX0OQZMj+hGj2rdupfWVVwJjzyuvKO7IgDCsrCqm9mglKmElA48SS1nEe8D5UM8Z\nPjxom694d9Gwgp5GD+Dmke526yv94I0d3Zun3loCwM5fuzsNGgGtxyP2oSI3l5rcHHa0tQVtK8ov\nZGT5EA41Hqe1PXi7iEhKhVuxKk1XsvJdXEXbHi8hE1oAra1JGzElImkmRJy0NviLTuh7jGpbtQq6\nugIbu7qcdpEs98CsOyjMzQ9oK8zN54FZd/TrcROVsJKBR4mlLNLx0UcA5IwbF7TNl1gqrPL75iiX\n7sTSnKkjKMrP4d3dx+n0egEYPrUATy58ssUdHjlkGlgvHHs/5PNfu3sv1+7ei7XQYeGynR92t/nM\nn/hpAH7+/pv9OVQRkfjLsJWsTIjRqZHaAVgBjMX59B/r3o5RxIvCJIyYEpE0FCJ+GhM8eh3OE6Mi\nsK2tMbUnVBxiqYi/86349pnJs/j2/MUML6vGYBheVs235y/udx2kRCWsZOBRYimLdB08CEDexIlw\nLQH/OnZ2gQXPn3p62juA4z37zN8zii6v5bm/3N3dNtjm0nLKS2ebF8bMc55o90sR+zE8z0leHens\nDNr2FzNvBGDljnV9PUzJQi+//HLpI488MjTadpGEmHQXzF8OpWMA4/ycvzyoAPGhV15hzezZrBw/\nnjWzZ3PolVdS0t3COXMgLy+wMS/PaQ9lBbAY2A9Y9+diYr4gOt9FYaJHTIlIckUV80LEz8IrJ8QW\nozJFnGKpiI+vgPaRpnostruAdqjk0uuL/5n3H3qe1xf/c1yKaycqYSUDj1aFy1AbH60LaruQE3jI\nYfM/fAIVgdtac5xRRxsr3Pt5YYb3Qs4VdrKtwklITTtRwKuj4JejPmbyaedEYOyZwZzsOsOO11q4\n9PrbYO1X4dB/h+zTWxOckVJer5eCLdvIwXS3+QwuLqOmpIK6k4fo9HaS69FbcKBbsGBB7YEDBwqu\nvvrqpmjaRRIq1EpWO1d0L5t+6MAYPlhdQNc5ZypY6yef8MESp7j3yJtvTmpXfSsrhVoVLuRqcUum\ndo9S7daCs3R3DKssFc6ZQ+vKlaGnw9H30QgiWcsvhlA62hndkyEr5h165RU+WLKELndUUMSY1yt+\n5gOMiOPKlUVFEGp0UlFR3x7PFfPqmkuISywV8UnUim+R/HrHep5e/zOONp1kWFkVD8y6Q8kk6Rdd\n1aepM88+G3F719GJQW05w87R0VVE14ljMCxwm6epiK7OXNoG15NX0MXgvZUYDI1jTtI17Bg5w4aS\nj4cLbTF1eS18OK2ZiZQydWkJm245w4evt3DprUMgpxBO7Qp67oDn8niYUFDAznPnaPF6KfYEDoy7\netwMXvpgLb/avp5bpl4bza9DstiqVavqli5dWr13796CaNpFksq3hLa72tGut7q6k0o+Xa2t7Fq6\nNOmJJXCSS70vgHzFtX2JH99KTHkHLsFggh7D7rc0P/X9qC/4uhNaq1YFT0HJhtEIIvHUK4bQvN+5\nDRmRXNq1dGl3UsknlpgXKkb1VdGCBbS+/DK4JRsA8HjImzKFpqee6lPyKly89PU9pHDrOaTnOg+S\nAZJdQNs3QsqXzPKNkAKUXJI+U2IpQ0359IcBt71eL/Yg5Be0B20DaD2Tz/tvT8Vaw5RPf0jhe9cC\nUHrrRqaMr2fQPVcBUHOihsU/epu3hzVy15cvAyAnH45ud7PopaOgYY/zoe4JP5Py5vIydh4/wU9O\nnuSBmpqAbX955U289MFaXvpgrRJLKbL9h4dGnTlwrvj8e/bdoNEFLVO+MvJgIp9DJOF6LaHdeib0\nx2brkSMxPWzM35DHINxqcbaiGXO6LGh/W94Y3cWUH9/FYiKPQyQr9IohgHN73ZKMSCyFi22xxrx4\nCDVKM3fCBDq2bIktMeQnXLxs/c//DP8Yo3Gmv4VqF+mDYWVVHGmqD9meCKkYISXZT4mlNDXonnti\nvk/zP3wd77lSCrwvk1fSEPh4RVBS9r842zQc2/4GuXU3gqeT4qlLnR1+/iwAY4DheV9i3wnL8f//\nRobkn6Fq8N9x/NgY2v7tegrPNQAWnp0EJcPZdXxfyL5cl1/JP1zxDM/sWMu8D74ZfHzMYPuRD9nx\n/bGR8lN8r+bekO0/ueM75/ltiIjEQa8ltIsGddJ6Ji9ot6IQq3GG06dvyGMQrsZR25+spvj1zwVM\n4bB57bTNcYttu4W3Y+lDPEcjiGSl5jDDWMK1p5mi4cNp/eSTkO2p0DvmND31VMjEULSxLGxNOGvD\nx+XHcWoq+ecLi912kT54YNYdASOIILEFtJM9QkoGhoQnlowxi4AGnKo/ldba5W77E8Ay4BQw11r7\nYoj9G6y1axLdx2xRNHwXZ/ddQevRi8gb927Q9oum/pI//Pav2LX5dq5oqILhoQeT3F31W548eiM/\nODGHR0e8Qu349zl+bCzbt1zNjBmnofUEnN4NRTUh7w8wrP0Ug7pa2FlSG3L75Z4G1nlr+K2tYjYK\nYsmmkUQiUSod7UxdcV386VN88FYNXZ09GfGcoiIufuihqB8y3DfksSZ1wjHl5SEvljpnH4RbgSXO\n9Ddb3kjbnLV0XLqtex8V3haJs14xJKA9A1z80EMBNZYg9piXSOFiVrSxLFy8BMLHZd9AsyU4099G\n4ySV0n8AmqQp3yihZNU8SvYIKRkYEppYMsZUAPdba+e5ty2w3N08HVgNrLHW3u9urwXm+d1eDSix\nFKXcL/waz49+hPfYMTqv+ndyRweetFQD+dt30XhyPF0eS87No+H2t4IeZw7w9BOv827rRDpv+w2X\nzvLyznVH+OjUXzLjrv8FGx6F330XrJeLH9gXtj+f3r2XNWfO0vWlXUwpKgzY9q2GY6z716/xm6r5\n3Hf334d9jJ9Ef/gikmEyonDk7McD6qOMvOgs5BSwa/MYWuubKBo+nIsfeiim+kr9vRA6n5DFtX21\nj6YCd0HzU98P+XwqvC2ZICNih0+vGAJAbrHTngF8sW3X0qW0HjnSp5iXSOESQ9HGsvMtRhA2Lt+F\nEkkSV5+ZPCtpcSzZI6RkYIgwCan/rLUNfkml6fQklQCWWWvH+ZJIrrk4o5V8Gtz7SZSKFi4E6B6+\n29vYW6qxBo6MbYAvhn+c+dNG0eW1PLduN+UjcskrMhzf5X7o/tGjUDEBjvwOtj4T9jHurhoMwL+c\nCM6Ij6gYSnVJBbuO76O9szO6gxORrBHt0ropF2IJ7ZEP/BNz39nMwj17mLtuXcwXWOEueOKV1Mmf\nOpWihQu7H8+Ul1O0cGHAt+6Fc+Zk5zLgkvUyJnb4hIghzF+eEfWVfEbefDNz163rc8xLpP7GMl+8\nxAQvbABKtkt2+szkWXx7/mKGl1VjMAwvq+bb8xenb4JeMkJSaiy5yaH7gYf9mivd9loAdypcBQTM\nizrlbt/c6/EW48xuZvTozBhKnCy5I0bgqa7GW19P56FD5I4cGbB91PWVHHr6FPsmnuCCyyvwhMkt\nfvFPJvLqe/tY+d5+/uKaiVRPyOPIB+2cPdlJSVUu3LYG/rUW1nwZxt8MRZVBj/FnFRXcs/8QbzQ3\nh3yO6yZexYrNq/jZ+2/wFzM/0/+Dl4y0YMGC2m3bthU3NjbmbtmypXjDhg27I7VLdsiowpG9ltDu\nr4gjiuLkfLWPQhXBVeFtyQQZFTt84hxDpEc8Yplv30THZTk/Y8xcnOtBCFMSxa9syjzgPb9yKiHL\nrGS1nSuchQCaDzjTa2c/HnWsSeYIKRkYkpJYstZuNsY8DGwCxrltvtFLm40xm4wxUU95c++7HGDm\nzJk23v3NdEULF3L2mWdoXbmS0q98JWCbp9PDhTtr2H7lYepeOsH424eGfIzC/Fymja3iDx+f5Pcf\nHWPctYUc+aCdD37ZwlX3lUHZaPjjx2D9t+Cl+fDnG4MeI9fjYXReHvvaO+j0esntVaX7vk9/lhWb\nV/HSljVKLA1gq1atqoulXbLDQC4cmS5JHRXelkw0kGOHhBaPWJYucXkgc0uo1PrV4/0GvUqiuIMS\nfAmnNcaYvcaYNdbaBkKUWclqO1cETrNt3u/cBiWyJSUSOhXOGDPdzTzj/sFjjJlrjFnkBgsf38ik\nhl4PUQno4jJGuaNHY6qq8B4/Tmfv5WBfgGEHKsjp8nDw9cgnYV+9bgoAP/3NLi79XAkAe/+rp3gj\nn/omVE2GY5vgDz8I+RjzSgfhBV5qaAraNri4jBHlQ9h3+ghn2lqC7ywiWStcgciBUjgyf+pUyh58\nkPLvfIeyBx/UxYtIlAZ67JDEUVxOC/e7NXcBQv1R1+KMVPJpcNsgdJmV7LVuSWDtNnBur1uSmv7I\ngJfQxBIwk57hjD517j//DHSltXYz8AvcEU2uCrddYlT0GWcEUOurrwZu+Bl4rKFyfAmdZ70cWd87\nl9djdE0pwwcXs+/EGc7mtpNfYqjf3au44aK1YHLhra9By/Ggx/irGucz4ZlTp0I+xy2XXAvAT997\nNeR2EclOD8y6g8Lc/IA2FY4UkfNR7BDJTu4ghIeBTcaY1dbah0Ps86Kv3W+Ek+9asdId1LDInS4X\nxBiz2Biz0Riz8cSJE4k6lORoP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=36\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JofcffZD3H30QgPw58wDYcySd3LTT1D60gOTf/Bi92sPYg3ajqvx/Taam5TR55PDxH6pp\neLsFpQANrY5m+AKMcSWi0RRVT8ZZbRTPPF7QzQcPvE6F2RjOqpMp+9yZz4Q7b/1+jP4SxGj0w5d3\n5x8+1RKaax9SE8ektn/rS585Esv3EOemJldr2PFId9mFEEL0rbcYurH0iTgeiTjbKaXmAPO01mUB\nY0sxludmAI3hktuRtonmtUIMqWWc84mkUJJYiqWQ+WA5SUaNpGONxt32JMcRGqdVgYIklwXcdixN\n6Tg6jSLc7akuAD44mQQa/jzrDWxeG5NacvC4FU3d3cw4MJXWVDeuZE33B1PoMN9LaStXHP7rM29+\na0zPVAhxLtq3FrYvh5ZqSC2A+Stgaux/y1qUBa/2hh0XQggRIspYLbFVxIPZkfI24L2AsSJgkdb6\nNvPxZoJrvkXcJprXCiFiTxJLg3HDG/zNDeGfWj9tGspu50sffOAfa2s4BTe8SFZBLnCUtEW3cvxv\nWuEIWJUFNSaJxOoLSbwUOAmzXr8AbPDpP5zEg4c9F73DnNOfwem1cTS3jaMXVpBZO4FOp4WkLsWE\n83OCjmE8mbE7dzGqyUwiMWj71sKmUvCY/VZbqozHEPPkUrgLn97GhRDinNWPWC2xVcSD1tqXDMoI\nGF5IcDOBRqXUnJAGAmG3oWcjgnCvFULEmCSWYiRlyhSa9u6lq7kZR1oaACcP7QYgK9n8BT12Di21\nHwKgujUq0ayRVIcx28n817nxF2NZsfl/6d7t4fOnPk+rzcOzTzwACgrrL6ReQUGmgxt/MTaOZyiE\nOKdtX37mQsXH026MxyixtK6ivNc6SnlpORGfE0KIc1I/YnVeWk7E5XBXl93JXSU3So0lESsZGFdA\nPvVAEbArim2iea0QIsZkbmuMjPnCFwA4+sc/+sdOHd4PQFai2dYt73O42k9j1XYUoJKTjfEmwHFm\nXx1dLv6wZxvju8ZR0JbB4bGtvGV9k1xySXJnooBJjoAXCCFErLVU9298kKRbkRBCDEA/YvVdJTfi\ntIX/PFnTfJpHNpVJ900xqimlSpVSO5RSO06dGnV9Y85J2/Yc45bHt3H1f6zjlse3sW3PseE+JBGB\nJJZipOCrXwWgdvNm/1jDkUMAZCe0grKAMwO3u50UbyoAllTjK60EtTBcsfXneLzd3HT6y2g0f1r6\nczSa/+A/aLV7UV6Y5uzZJUmI0WDx4sVFjz32WO7atWvHXHLJJecP9/GIKKUW9G98kKRbkRBCDEA/\nYvWS4hIeurI04uxPl6dLum+KWGkMeZwFVEa5TTSvBUBrXaa1nqe1njdmzJiBHquIk217jvHjdXs4\n2dSBBk42dfDjdXuGJLlUs72R7XccYPMNe9l+xwFqtod+G4n+kqVwMZKcn48lIYHmigr/WPMJo6xN\npr0ZLEm0tdYAmpTudKAVS3q6saELMH+nt7raWV9RTpLVydjjOXya2k75535DBhl8g2+w3FGF0oqL\nkxLjen5CDJUNGzaE/eUvRrj5K4LrdgDYkozxGKhtrgs7rlDSrUgIISLpZ6xeUlzCkuISZj16Exrd\n4/lIsViIQfodsDLgcUaYGklht1FKVUbxWjEKbNtzjGdeP8Cppg7GpCfi6vLQ6e4O2qbT3c0zrx/g\nihkTIu6na88eXFu3opuaUOnpOBcswDFjhv/5mu2NVKw5hrfLiHGu024q1hjJqrz5GWH3KfomiaUY\nSpk0ieb9+/G0tmJLSaG1rgaUwqFbwJnH6VMfAZDanQq0YsnONl7owci1Aw9vWkO39vJN+zKsXsWb\ns9+m297JfXwPgHaHl2SvhZLkmHaOF0KIYL7aHHHqCpeblh12GVxuWnZM3k8IIc4KA4zVEnNFrJhd\n4RYBGUqpXVrrLVrrRqXUC+ZzEJAoUkrtBBZE2qa314rRwzc7yZdIOtnUEXHbU70817VnDx2vvAJu\nNwC6qcl4DP7k0qHfnvAnlXy8XZpDvz3hTyzVbG/k0G9P4Kpz48y2M+WmcZJ06oMshYuhnBJjWcZR\n85u5o7kemz0BvB5IHk9TwycAJLuNpJAlOxtOmi8eCw3tzWw5+H+kOJIo2JuPW3lZt/QxEruTuZ/7\nAWhzaCzdkCs1loQQ8bJvLZRNhPW3GI+v+RWUHo5pN7hwtT+krpIQQsSGxFwRK2Yi6Xqt9SKt9ZaQ\ncf//AeNztdaNfWwTdlyMHs+8fqDH7KRIxqRHXqnj2rrVn1Tyc7uNcd82dSHPh4z7ZjS5TrtBn5nR\nJMvleieJpRgquP56AGo3bQKgs72VxCSzFlL6JHMpnMLaYfwQWXJy4GPzxXnw0MYn0VpzZ/ENdNZ7\n2H3+AZpzq7hd3YbF/KfrSNBYPfE8KyHEOc3XurqlCtBnWlfvWxvTtw2s/aFQUldJCCGiMcCYLTFX\nCBFPvc1CCpRgt3Lr5RdGfF43NfU57sy2h93GN97bjCYRmSyFi6HUKVOwOBw07tkDQHdXJyljzALd\n2VPpbGnAZk9Et7UBYHE44KDxdHNeK9srPyDDmUrxBxdxkhZ+ff3jJDaM4weZ3/e/h8uhsXaruJ6X\nEOIc1o/W1UPNV/tjXUU5q8ufY/n6n7C6/DlKJs2m/NP3qW2uIzctW1piCyGEzwBiti/G+mLqimu+\neVbF1NDzk98ZQgy/MemJYZe/pSbaSXTY/HWXbr38woj1ldrXrYu4f+WrZQxMuWlcUI0lAItDMeWm\ncUDfM5pEeJJYirGkwkJaDx6k+cQxQJORbIx7sqfjbdpGckoe2uUCq9V44lPjy1NdL6HR/L8vLOP0\nylZa05up+Ew501//RxyXG1OT6z0euhI0Fm/8z0sIcY7qR+vqWFhXUc4jm8r8HeJqmk/zwu4z3Td9\nLbEBuVAQQoh+xuxwMfZsiqln+/kJESu+hGxN82ksyoJXe8lLyxmyxOytl18YVGMJjNlJd1w1rddC\n3T7t69bh3rEj/JN2O84FC/wPfbWSItVQcmbbjWVwISLNdAJgLbAcqAYKgBVAP+63ng01nSSxFGM5\nl1xC68GDHPz1MwBkJRk/LI1Oo+1balo+uvMw2M1vVKNxHFvt75KTnMHF9TOpcB/n90t+SUJLFp/7\n5Aa43NimvLUNrwVJLAkh4ie1wFxSEWY8DlaXP+e/IIjE1xJbLhKEEOe8fsbscDH2bIqpZ/v5CRGt\n/szcC03IerVx8TmUiVlf8iiwK1xvs5N8Kl5tY/tjTTTXzCAlqYiLp+/g/MLghtOJ110X1BUOjORS\npMRNbzOawnac+3AG3Ar4clFVGI8hbHIpNImUMyeF4280BnWp27v6KHtXH8WZM3qSTDGvsaSUmqOU\nKg0ZW6qUWuj72tf4aFawdCkAJ998A4DMxA5AUd9qrNHMzL4APB5UQoLxghrjS11yE99ecCtVL9fh\nVV7+eOVaJr7zt0xIPfNN9V57B1qBksSSGOX++Z//ecK0adOmTps2bWp5ebm0OBzJ5q8wWlUH6qV1\n9VCLttW1tMQWQgj6HbMjxc6zJaae7ecnRDR8iaKa5tNotD9BtK6iPOz2vd3U8yVmh8IVMybwq7uv\nYON3l/Cru6+IKqn02sMNNNd0A4rW9hS277yUg1VFQduFJpX6kjc/g+LbJuDMsYMCZ46d4tsmkJ1x\nhI5XXvHXa/J1nNPf9JxJKvm4gXt67jtcYfCjmxp61HTyGU2Fw2OaWDKTQ98GMgLGioBFZtX+F8Fo\nbxZpfLRLLy5G2Wx0Vh0FICuhDWyJNDcbU5CzxxSD14tKNKrbt55op83RQUZOGl/InUvb0U52zXqH\nDmcHE3ZdRUFOin/fe10uvBZQ4b8PhRgVKioqHAAfffTRvjVr1lRdc801Fwz3MYleTF0GV5ZBaiGg\njK9XlsW8vpJPtK2upSW2EELQ75gdKXaeLTH1bD8/IaLR28y9cPpKvA5XYnb7Y014XMEXwp5uO+/t\nnTfofefNz2D+Ty9k0fPTmf/TC8mbnxGx4xxN1vA7CfPXEq4weF9GS+HwmC6F01pvMRNGgXO3FgKB\nKbdGpdQcYF64ca31rlgeYzi73v1xj7FT//GHXl/TWlMb8TmbtxvVpkFDmmqgvdlK49H9qAQb60ou\n5rLF13Ny9y42zb2AiY2/Z2zKWC7fvo/NG9bgcHyR5770NJN2F2NzJ1Jd9wY/f+NPAOxIKWEmYwH4\n+Rs/CPvev5xgdKZ74/zJUZ27EPH28ccfJ9x1112nAEpKStrz8/M7y8vLk0pKStr7eq2Ir+Bp09dy\n1+L4Fzy9q+TGoOnY4UhLbCHEcBtRBaKnLos6+R8uxp5NMfVsPz8hotHfmXu5adnUNJ+OuL/hSsw2\n13aHHW9tT47J+0XqONcfAy0APhoKhw9HjaUMgvN39UBRL+NxTyxFkth6LOJz7d3hvrHNbKTVgsVt\nIdFl5VSrjbHJGdgtqXRb3RTkPw5sx2GbR37O3XS2eNDKyxWnHqc5VdOa2MKeqTu5+r9X0w0kP/1Z\n3K1G8e7W/9Qor0IB9Y9/3ngrb8gP0n8P+rSFiKkvf/nLLYGPm5ubrVlZWZ7hOh4R3kgoeOq7UHN5\nuoIKR0pXOCHESDIS4uVA+Y5vxCTFhtiS4hLeP3aA33+4Fa/2YlEWrpv2xbPm/ISIRqREUaQEUW83\n9YYzMZuWazWXwQVLSWrz/zmwG9xgdO3ZA0px8PAk3ts7j9b2ZFKS2rh4+g7mJLlQ7YlB29fkN3Lo\nMydw3RBcjDtSYfC+9Fo4fIQYlcW7zZpNpQAFBUNfMHbO5/6l5+Cr/wLPX9av/ew/eRgAT7umsgzS\nmx18fMJBzvmZTNg8h+q//gvNV7yLrlUkpZ0GBafTmphXWcwhfRSlE0l0JaO8Ft67/qfMWbuKNqeH\n1BYjsZTeAFoZ6au6tE4AZjE16BjeOH9sf09fnAO+XnUkf6/LFdNaRtOdzvafF+Yf6c9rXnrppdTp\n06e3FxcX916dWcTdcBc8DVc4MvDDTPmn78f8GIQQIhrDHS9FZOsqynnlozf9xYe92ssrH73J7AkX\nyr+NOGf0d+ZeYMI5Vl3hBmL+Pem89nBD0HI4m9XNxdPN7nAh3eAGqmvPHjpeeYWDhyexfeeleLqN\nJI9R06mEhJtPMeMXBWD+ddbkN1Ix7xhem/bXUfIV47anWsEKBOTDLA7F+MsyOL2rNWzSyVc4fKQb\njsRSI8FL47KASvNruPEetNZlQBnAvHnz4ldh6IY3+rX5RQF/Prl5IRyu5ODxBL542x1Mufhmal/f\nR9ekY2jrRdhq6pjz63HsegwcO+0cHXeSiy+bzdHX6vlKxU28MPPX1Bd+yEWXLeWm+ecD8GH1UWrf\n6kBb4Qe/uHLozlOIYVBRUeFYtWpV7ttvv31wuI9F9DTcBU8jXait2vYsLk/nqJwZIIQ4Ow13vByM\n0TzbKhqS9BNiYDMTlxSXjLifkeJrjZU62x9rorm2m9Tsbi6evospYyrPdGzrZ+HucHy1ld7bO8+f\nVPLxdNvYtsNL7V/vxdlpZ8oH4zg064SRVArD3dKNsimsKQpPmzdoNpNPaNe40dIVbjgSS78DVgY8\nztBa71JKVYYbj++hxU7R17/Onu9+F0t9ArsPNDH3Ypgx6x/Z+e7/8OmY40yuSaDrrbf47PK/pX2V\ni6yKNGzf0vAa/OuWB/njtN9RseQnHPrzFwAjsfSFlGRe7nDhcQzvuYnRp78ziWLt9OnT1m984xuF\nL7/8cthkshg+vuVnmvC/IOO1rj7SBVmjq6XHmFwkCCHiKbSeUrozJWxsGg0Fos/2xMtoTvoJMZRG\nYqJoIIqvTfYnmAwTgaVD+h6+2kqRajd1dSoAXAluKuYf67M4t/ZobE4bl/+8OOzzefMzRkUiKVQ8\nusItAhaZf0Zr3Qi8oJRaaI6t7G38bFFw440kJHWT0eLgwzc3A5CeWURm9kU0OpvptoL74EFwQsd4\nF5ccmMmqj54BC3QdhO/yIO3Zx/jl+f/h3+eitFQSOhSuRGkLJ0a3W265pfDll1+uzMnJCV+FTwyL\nwHa04cRrXf26inKUUhGfX0wVG3iF93meDbzCYqrkIkEIERfh2na3drZjtwTfu41rHZJ9a6FsIvzQ\nYnzdtzaql62rKI8Y78+WmCpd4YQY+dbWNzBx7z4s73/IxL37WFvfENV2d1Qf7fG6aPfVG1+dpsDa\nTYHsAbOzfdEoAAAgAElEQVSTvF06qgzLaCjG3V8x7woHbIkwHmn7s5LFYiG/uJ3OHanUHjyIp8uF\nzeFkxux/ZPvWBzg1toNxNeA5cYLsa8fBE+B+240lEzrr3TyolvOTfRv55IItrGc913ANOTYbyS2K\n9mRJLInR69FHH83ZuHFjZlFRUZpvbP369R+P1K5wSqkM4FOCl+o+r7VepZRaypnlvo2jPaaFu3Pt\nE6919b6LNl89jEBOm4MlVPNvnvdIVEZOcjztfE+/R4YzNabHJcRodS7FsHgIFyc9upv0hBSSHM74\nF8DetxY2lYLH/BXaUmU8hl47w/libSRnS+JFusIJMbKtrW+gtPoo7dq4vq1yuymtPgrAsqzMXrd7\nsq7e/3yV283Xq4+itcYdMBZuX4G69uzBtXUruqnJv5zOuWABHa+8wsXTdwTVWAJQSpM31hW8E69R\nF6m3mUujoRh3f43K4t2j1cTiBg7tSCGtxcauPz3NZ6+/E5stkUlTruF423pyaxLpfOstbP96PfoJ\nTcn+2eyct4fZdTNo+riDz7x+O9uK3udr1q9RTz0WLCS3WmjK6nnBJcRoce+9956+9957I/cwHXnm\nAZPMWZYopZZqrV9UShUBi7TWt5njmwmTWB9NIt2hVig2lj4Rl2OIlNyyKAsPXVnK5a8vJTGkK2ei\n6uZ27864HJ8Qo9A5E8PiIVKcbHa18dadT8f5aIDty88klXw87cZ4L4ml3m4kAHR0dbKuonzUL505\n27veCTHaLT9e608W+bRrzfLjtUHJoHDbheoK83y4ffm3N4t04zZSUbqpiY6XXkIlJIDbzfkTPwXg\nvYqLaW1LwuHQ5Ga7yMoInn3kbLNTtCeVT+Y00OnueQyjpRh3f8V0KZwIUHeAxBQPKWMU6S0O9qz/\nlf+piZOvwpuZSkeih65PPoZJoDIUiz+4hNeT/gJAbXkTuZ4JnP/GLTTRRKnRFI/EdkVrqsblleSS\nEPGgtd4ScEE2hzN3/Rdi3On3aTSfH7VivWRgXUU5V5fdyaxHb+LqsjtZV1HeY5tIyzK82suS4hKS\nXCfDPp/mrg+7PyHOdedSDIuHSPEwzZncZ3yLiZbq/o2bIsVan0ZXC49sKjsr4uqS4hI2lj7BB/f+\nlo2lT0hSSYgRpNodfolY6Hik7QbzHr4i3UG8XnRHh/FnrTl/yhH+8Sk3/7angK/+OJ2csZ6gzS0e\nxZQ945iwfzzzXzify+ekMf2u83Dm2EGBM8dO8W0TRmUNpb5IYileqrcCcN78YmzdFtwfV9PlOnNH\nacbsb9CQ1Yml04Pn2DEogQn1Y8Hlxa08NFS0kZWaQP7/LSFVp/Fzfs4BDpDgUriSNK+3tA7XmQlx\nLlsY0GQgAwi8dV0PFIW+QClVqpTaoZTacerUqXgc44DdVXIjTltwd4ChWjIQri5JuIsWiwr/a8o/\nnloQ9vlancTq8ucGfZxDYi1GLUmL+TW6cidCxEO/Ythoil/xEi5O2pSV9i5Xn/EtJiLExIjjpkix\nNpCviHe/SQwUQkSpwB5+iVjoeKTtBvMeviLdvXK7jQQURpHt4tsmGEkjbcxUKt4xgbwjRtJIuR1Y\nVhmFuOf/9EIWPT+d+T+98KxMKoEkluKnxph5NOmf7kQrSGuxs/MPP/M/nZ4xEW9BLgCnNv8O7jTG\nb/jgSipTq2k90cG49CQUVlbWrUGjuYZrsLqh06l5ozV8MTEhRGyYTQb63cVOa12mtZ6ntZ43ZsyY\nGBzZ0FlSXMJDV5aSl5aDQpGXlsNDV5YOyd1d37KLwMLbf/T8nj3bHgnaLlxtpaDx+Svo0Nag5zq0\nlceZOTKKza4FSoEqQJtfS5ELKzHsBhLDRlP8ipdwcTIlIQm3N/gu9oCTMv01fwXYkoLHbEnGeC8i\nxdpQUcXVwOLh/3g3fMMjMVAIEZUV43NJCmnYkqQUK8bn9rldKIdShKaQwu3Lx1ekuy+BCShf0mjh\ni9OYv/5Cf1LJv8+Gc6fmp9RYipe6CgBsUxaQetGFsG8/FS//ms9/7V/9m1x4xR2c/mAF+lQd7q+1\nY7cnsXTnAr530c+5oHkS+Y5EAAqrL+GSnEv4i+ddLFrRmajZ1T4i6xwLcTa7HlgT8NhX8NYniwEk\nnkaaAbej3bfWqOnRUm3cKZ+/Iqi+R21zHYup4nsEF96+x7XNeK25bV5aTtglGnlpOQCs04WUq89y\nl95NLu3UksTjzGQDheTFoNhsaFvxPmtzLAdCw3O7OR653IkQ8XBOxLB4CI2Tsx69Kex2cUl2++Js\nSPxdpwtZXXZnxNgVKdaGCrf0b11FOXu2PcLfuf5MnjICnv9y7w//Cq6Qyw2JgSICs4EAmPEntIFA\nH80HVmLEtHqM2ZgvxuOYxdDy1T5afryWarebArudFeNze9RECrfdNWmprG9uCXpdNPvy8RXp7rEc\nLkS4BJTObEE1pIUfp+f42UgSS/HSUg1WJ1hsXHTXPey44w6orKWrvRVHUgoANpsTxmSTXN3E/jd/\nyoyZ95KyMwmd6EWhcFYav6wPn2rhFV5hYusFAHTb3FR2SZd2IeJsHrAy4PHvQh5nBCwxObf00pVo\nnS5kdflzaDR386E/qeSTqLqDiszeVXIjD214Eo8+s51NWbmr5Eb/cjqXLmA9wcs8YtHlx/9+ZoFb\n3/IWIHJyKVJZk97LnQgRDxLDYmBdRTlKKXSYorFx66w2dVlQIj+a2BUu1oYKF1fXVZTzl40P8B3v\nX3rEcwAaIyzBkxgoQpg13fpqIBC2+YD53BxgM7DFtw8xOi3LyoyY/AGoeLWN7Y810Vzbzbdz05l/\nTzrF1yZH3Pbbj6XTXNtNWq6V2fc44Nrw+3XMmAHg7wpHYiJ0dUFgkxi7HeeCBT1e672vEfWQE+U+\nszRa27vw3teIJcrEUriOdL5jGg0ksRQvrgZIGQ9A3lVX4U2wkt7i4P9efIKSv3vAv1nOgr+l7Zln\nsFSfoPWrNaTszOP2ur+mkiaqD1XCmESO17eRRRb3Hf93ALpyt3LSffmwnJYQ5zh/X1OtdaNS6gVz\neQkEX6CdWyJ0JWrf9i0ecV/pv7jJ7TGVxxRSZFYpZSyhCHxM3x3jhroga7j38y1vifheBRhLP8KN\nCzH8JIYNIV8CJ9yysuFsaR9t7AqNtRYUac4UmlytEWdori5/jp973w+fVALIqIbGiT3HhykG9nvW\nqYinhcAngQNKqTmBCe7AGUwhzQcA1sgspeEX65+xilfbeO3hBjwuI1g113Tz2sMNAD2SS+G2Xf9g\nPdt+0EhHk5e0XGuPpJRjxgwcM2acSfJ0dGD/cDrOrQtQTemQ50YVOiAk32N7oAAP1VhWZaAaUtGZ\nLXjva8T2QHTBLmxHulde8R/TaCCJpXjoqAftgYzJ/qHxCxZRu34jB3/3q6DEkq2gAK/DRlZ9Ars/\n8xMuVf/JBdsK2fn5t0hqS6R7TBunmoy1mjfU3spL1NGSv5UORz5d3mk4LFI2S4h40FrPDTN2zrXm\nXlvf0HOKcYTuQ07XCVz6zMVNLUmMD5dcCigyu7r8uR61Stxej/9DSzha60F/iAn3wSjS+/W6vGUF\nRj2RwNNMMseFGEYSw4ZevJPd0Yomdv3gzd/0iLVeNImOBN6886le9x3xJgHA4u/Ai0+BO+CCz4yB\n8U7yDGjWqYinRmBywOMs8/9IFmqtVwVubyabigDCJZmUUqUYv5UpKJA7PEMtHj9j2x9r8ieKfDwu\nzfbHmnoklsJtqz3Q0Wgk/yMlpQKTPPYPp5P4ynVnZiLVOMzvIHos57U9UADmZb0iLeqZShChI51Z\nKHy0JJYkCxEPVZuNr2M+4x+a9sB30Ghsx5pwtTYGbe6YNJmkdju0t3Bq8km8n2iakxzkt42n3fYh\nhxrbyN/+Pnf95TAAnYkdkL+CuQf2c9nBT6L+X4iR4sEHHxw3bdq0qfn5+dNfeumlc6fK3Si3tr6B\n0uqjVLndRk1Wt5vS6qO0Jk8Iu32tDi4o+zgzexTedmELKjLb2wVRpGUlg11uEqljXZoz/DTrXt9v\nGVAGFGIUHSk0H0ttESHOOrFMdg9GX7FybX0DTW31YbepaT7N1WV3MuvRm7i67M4ene1y07KpJSns\nawGY+1u44U7Iaw2KgetmR9cZdCj1NnNLjAi/I7gTZcTWWeGaD5jNBXaZCaVvm/WYCLONNCCIkXj8\njDXXhp8dGW480raBfEmpQIFJHufWBUHL24AzdeKGUKSOdFF1qhshZMbSQDx/Wf+2bzgEwFsv/i9H\nnv4NAJ8/76/xJlpJbXXw2jeuJrfxf/2bJySfx8SZ+8k+6eTUda8x5ke3MO+jsdTntZPtcuHxdvDd\nf8nA5VF0AmMPXcqByx6mqflRbvvWfay+434ATny5llnHfjMUZyxEzFRUVDjq6upsH3300b7Tp09b\ni4qKZjQ3N38w3Mcl+rb8eC3tIXVE2rXmO0V38/i+h4OWw/k6tQXaQCEAd+sP/YW3VzOT7wfUBslN\ny/YXlF1MFXdjbHvKksLxSf+Pf9rTGHSX3W6xDXq5SaQPRk5bAk6bI+i5qJa3LEMSSUKcAwLjVej4\ncLqr5EYe2VTG5Z6D/hh6QiVTO8loILP8eC2JzjQcruawr/edU7jZByWTZvP47p18T78XtBxOYxbw\nTi2E7yyEX6UE7XN12QCWFg/SgGadirgxl+PebyaN6jESRzsibB7UfMAs+l0UMIOpHiNJJXXi4mgw\nP2NhZ8CHqbOUlmuluaZnwigt1xr1tqFCE1CByRzVFKFTXMjk/KjrI63FSEpVYywJXgEsMwqCh0si\nRdupbiSQGUvxYE0AIDMx+Jt23ORCrF5FQ9XxoPHOtky83XbG1CZz+q8+xGv1MOFTI+me05mBtasF\nAN/13LwN10P7RRyd/Xs8ti5SLFZSLFZmJSXyxvmTI/4vxEhQXFzc9eSTTx7zPU5PT/f0tr0YOaoj\ndM14YsxVcGUZJ1QKXg3HdRL/zsX+RFKgDRSymOuYzQ0s5jreTwtenXNXyY04bQ5/B7nxqh2LgnG6\nlRl7V3GVDm5adZWu5PLXlxptrssmGoXE+ynSB6BGVwsJNgcZzlR/W/HhXN4ihBhZfPEq0LDVVtq3\n1oiBP7SwpPxmnkg/wvfUmRiaRxuzK34I+9ZS7XZTW3QZXkvw/eae5ceDZx+sqyjnlY/eZAOF/DsX\nc1wn4dXQaM9CXfNr+JaG0sNBhcR9hiPJE6tZrmJomDOM5phLcisxusI1Rth8HsbSOZ9Kggt9Z0nz\ngfgb6M9YpBnwa+sbemw7/550bE4VNGZzKubf0zMBE27bcEKTUoHJHJ0eYcZQwEpK39I5X2LIVx+p\na8+e4NesxVhGV4URYKvMx2uNjnTY7cHbRygUPlLJjKWBuOGN/m3vaoafpDNj+kRmPPqRf3iix8PL\nxRfgbIbPbMnHmXxmHWbrszvoPnyY/Mmf5dSlu0nbfREAid1Opsy1UrpyEq+vamDHL1u56fZ8fnTi\n6+hJ93HsjV+xkz8MxVmKs9jX+Xr+Xvb2Mnd98KYzvf3n/PxItNu/9NJLqatWrcq95557amN5XGLo\nTD61H9vHW7C7mnE706gtuozGvOkU2O0wdRlXrXsVHfbSJLxwF2C+pM28jYtJDOlWZPN28k29m1fN\n3+6LqeJB/R6JLnO7gG504S5sIok06wCgydWK0+ZgxTXflISSECKILyYMe3HoMJ0551LV826yp53j\n60qZ5ryZo0Vf5OhF15Bb+YY/ptsjzGDyJX8CZ3duoNB/8yDPmcPGPmLucMzu8s3c6vesUxEX5oyl\nInPGUlFgZzel1E5gQUiiKbD5wC6l1FKlVBHGTKX743bgwm8gP2Nr6xv4+6ojhM4ratea5cdre8xa\n8tVC8nWFC1eAO9K2zjSFu13THXBfNFxSyrlggb/GkmvB1uAaS4C2u1ErziSBoq6PtBx6lKQzl9U5\nDgd3pJOucCI8Zxok5UL9AfB6wSywbbHZsBXmkVRZwzs/fojLl//Y/xLHrFl0HD7MuJpETn2hgTHb\njRyA0+MkM8MoONbtNi7Ysp02aFwA7iyetD/JSlZikcloYpR57bXX0gCmTJnSOdzHIvq2rqKctI9e\nxdNtfHhwuJo5b986xn+8CZvHxdVv55DmTKbJ1drjtXlpOWwsfSLqwq1LiktgQ1vY4wgsGns3H/bs\nTORpN7rU9SOxFO6DUaBYL9cQQvRuJHf2WlJcMvzHEqYzZ6RPhbm0Y3E1cd7+9Ry96Br2X3onAElK\nMeedJ2kOU3vJl/wZzKyjaC5Ah/rfecQk/kREIcW4A8fn9vbYHJOOcMOsvz9ja+sbuLV5Dd3THgd7\nLbhz4fhd0LAEiDwzvvja5LCJpGi2rXi1rc+klC+Z0/GHP+CeuRfA3xVOpzfhWrCVpGVf8W8fdX2k\n8L1t/OO+jnSjlSSW4qXgctj/W/h0PUy+1j8876Ef8N4//AM1L78KAYkl24wZ8NJLeA4dIv+7d+N5\nvA2LF4psydSpDgB8ZUWsDoVd2bDXLaMtdzU/4kd8i2/F9fTE6NKfmUTx4lsOl5aWNquysnJPTk5O\n34uixbBZXf6cP6nkY9HdWDzGP1tN82nsFhs2ZcUTMNMo8MKhXxdgqQXGDKQQgUVjI3YmitClLpLA\nD0aRZi5FunCKtkaAEGJgpLNXFPoR83wx1OL1cF7lmzSZs05XjM8lw/G1XpM/g5l11NcF6GD+nXuL\nwyMi8SdEPOxbaySZW6qNz1DzV/TrJlu0wiWAN5Y+4X9+bX0DE/fuC/vzeE/b07jz/x2sLmNjRw3k\nP2L8uWGJMQN+iEWblHLMmOGfPeSeudefYIKedY+iro9UgLH8LdRZ0qBQprXEy6xvGl/3PB00nDt/\nPp1OjbOxG1fzmdmdFosFlZlpfJNavFjnJGJ32SjuzsbRYeQEuj3GjCWrA5KUBevJW7Bg4b/4r/ic\nkxAxkJ+f31leXh7TZXpi8KK5I+32ekhJSCIvLSe4JpGq8tf+iLoO0vwVYAv+tvBYEoIKgkfsTJTa\n/9/YS4pL2Fj6BHlpOWGfD3fh1J8aAUKIgZHOXlGIEPO8ISuTQ5sqWF3NeGfP5PD0qSzLymRJcQkP\nXVnaM4abiZnQmlKLqWKjepUNLT+NKrb74uwH9/6WjaVPBCV8BvrvLHFYCM4sh20xi/n4SgMMoO5k\nbyJ10fV1d+zx85jyErekTENpCxOZSF3ef51JKvlYXTB+NUlKsWJ87pAeb39FW/co6vpIK6DHR9Uk\nc/wsIImleJlwKVgccGx7j6eSZ07F7rGw/Tt3BI3bLrgAAPfu3Rz5tzZsbiu2o+OY42jg9Mm9Z2Ys\n2RVpVisubwJXciX11PNrfh3zUxJiKDz66KM5zzzzTCbA6dOnrUeOHEkoKSmJMPVEjBTR1sFocrUG\nXzioqoF92Jm6DK4sMzoMoSC1ENvV/xtUEPxxZtKhQ7qC2JKMpNQA9acYb6QuecuPS9kwIYZKf2cR\nnpPCJOI7sPI7JvsLbIdrqhAurveW/AlMPF1DFQ+rHeTRhhqCC9mBLrOTOCwEYZfD+ksDDMK6inKu\nLruTWY/exNVld7Jq27O9JoCDfh4z10H+I2hHDShNFVVgjVCb3V5LWcF5YWd8V7zaxppFx/nvGUdY\ns+g4Fa+GL5UwFBwzZpB43XX+mUcqPZ3E667rsVwt2u1YBpQB5kdZCs3HZ0nnYFkKF085M+DkTmg/\nCUlj/cMljz7J1ssuo6H83aDNnZ/7HO5338W9ezfbCpOZaFUk1mfS6lHseb8Md9e3AAs2hyLHa+WI\n280a1lBIId/hO9zMzXE+QSH679577z39ta99rfDRRx/NBXjssceqZBncyNdXHaLFVBltrVU7lL1z\nZgp2bx92+pqiPXVZj23ytr/jv9D0XSDdrY33taQWDnrqd3/qBUSqBRBpXAjRP7674OFIZ68AvpgX\nsAxm/6S/4xef1vOD5jrSnMm0d7lw++5QEmUR6zBLa5YULzPiYdlEaAlp6jqAGnc+A11mJ3FYCCIv\nh+1naYBA4ZanRuJLAAf93I1f3XN2UoSGbdneCRGTSq893IDHZSSrmmu6ee1hYzZitDWXolGzvZFD\nvz2Bq86NM9vBlJv+gbz5Gb2+Jur6SMs4axJJoSSxFE8XftVILL3/BFz6iH84dUIBrlRFYrOm6dNP\nSJ80GQBLZiYkJNBdW8uHqo6UlBQKGpI5vn42RV9+nzbL20AJ1gTFOLfxT+noyuVzjs/xLu+ymc0s\nYtFwnKkQ/fKb3/wm3IpjMYL1VodoMVV8j/fOFNIO7M42xB92QhNcGyjkddv5Qcs1BivamhwFdjtV\nYS5eYlEjQIhzUW/LoKSzV4iQRPxsYGPA0/0ujB2m01xQ180Yx3aILvklcVgIItalHEhpAJ9wy1Mj\n8SWAg34e7RFmDWqCEkwOnchj1h+E3XT7Y03+pJKPx6XZ/liTP7EUTXHu3tRsb6RizTG8Xcb7uE67\nqVhzDKDP5NK5TpbCxdPM242vB//Y46msy0qwaMXb//bNoHHrhAngdtN6so661E46E9zM2XIJ5xVe\nhsVuNM+y2DT5dmOpxh5XJz/jZwDczd0xPBkhRMztW9v/WkRx5FsioUJuOfXanS3Sh5oBftjpqwZI\nPK0Yn0uSCv67GAk1AoQ4W/S2DCriz/wIj6PDpbclbmH1tbRmhMR2icNCEHY57GBLA0S73DgwARz0\n8+iO8DPYnQ5deaAVdOUxv24lyyJM6WmuDb+gwTfum9HUXNMN+syMpv4slzv02xP+pJKPt0tz6Lcn\not7HuUpmLMWTM81YAle/H7xesJzJ65U8/CPWr59D10cfB73EMXs2HZWVTOmsx2rPo9PppqRyGlbv\nVN5r3ArAgY/LKJr6VePPnZ0sYhZTmco+9vEBHzCLWfE7RyHE0Ojr7vAwCXeXO3TJQq/d2a75VfB5\nwaA/7Axnl5/Q7kN/n5XJ+uYW6QonRAxEWh4Vqcj+cMTRfs8EGi36mpE0f8WIie2JSvnrumRbrTx2\n3niJw+LcEmY57GBLA0SKv+nOFJIczrAxz/dzt/x4LVXH70IVPIK2BCyH63bC0fuhYYl/aBuw1tIQ\n9mc2LddqJI3CjEN0M5r64qoLv2w20rg4QxJL8ZZ/ORx4Hqpeg0mL/cNJaVl0ZtlIO6E5umE95y2+\nBgBbcTGe3/+Bz+hm6px2sCgs2gIPgD1vOtBFS9tBLqzZAkznk05jFtNqVrOQhdzO7fyFvwzDiQoh\nBmUwtYii1N8LoHDr67+z/gmS7E5syopHG7/sa0lifLjkUmpBTD7sDNZALwR93U58FzBVbjfP1jdE\nLDgphBicfi+PikMcDRQuRj6yqQzoZUbVEL53pDi2rqKcldt+QZOrFYAMZyr3XfH3/TumvpbWjIDY\nHhqTATq83ri9vxAjSpi6lNGIFEsixd/7r/iHXmPJsqxM8zPRVNZSwHKWU001uisXjt8VlFQCY2Xc\nwzs286vDb/U4hvn3pAfVWAKwORXz7zGKZvc1oykazmw7rtM9k0jObFlO2xdJLMXbrDuMxNKHTwUl\nlgDyvnQdrU/9iQ9WPuJPLFksFo4lpDOzs5m96Qmo4918VPAp0zcVoW82phba7A7STrzN9MwcqrrS\nAFjAAvLJ513epZpqChj4mlohxDCIQeHFQAO5AIq0vr7d7cJusZGekEKzq41fOi/lXvdb2Lyd/m1c\n2Ng36e+YDazThazmWmp1Hblkc5cuZEmPvcbHYC4Ee+s+JIklIYZef4rpAzErYBvp/cPFSF+HpFgm\nlnqLYwAPbXjSn/gHaHS18J31T/Cd9U+Ql5YTXTI9mhlJA7yQHSoSk4Xon9B4VjJpNq989Gavn4kG\nMyNzmfkfwMSP94WthzZ+30YSj++ixnwcdAzXGu8VqYZSXzOaojHlpnFBNZYALA7FlJvGRb2Pc1XM\nE0tKqTnAPK11WcDYSmANUA8s1Fq/aI4vBRqBDKBRa70l1scXd+d9ASwOOPpWj6c+f8d3+ePa35N0\n7CSe9nZsScba2L9Ys7mBRsbbW6gliY1z32b6H4uwHzYSS/MuuZf33v4vHml8jWecScBEAL7P97mZ\nmymllI1BJRuFECNeDAovBhrIBVBvHUDcXg9JDidv3fk0AO9vfojcD/+HcbqNWpJ4nJm8/tFhruN/\n+/zQEk+DuRCU7kNCxF+/lkcNcRztKxEdqQZJtLVJBqq3OAYEJZVChZ5D6PJe/3LeETAjqS8Sk4WI\nXrh49sLuzT22C/xMNJSlB1aMz+WWqiMEpoIzavaSfXxXj2ZxgcdQfG1yxGVtfc1oioavQPeZrnB2\nptw0Tgp3RyGmxbuVUguBb2MkigLNATYDKwOSSkXAIq31FnPs/lge27DKmQauOmgPvkhLTMuia6wT\nq1exf/Vj/vFt7jS6AWfHcQDeuehDY/vDRvY1JXUcM+fejgXNzSdept3c7zKWkU02m9lMI41xODEh\nxJCJQeHFQP29AFpb38CVtpNs4BXe53k28AqLqYr42m9/Ws/V+lpmcwOLuY4NFOLydPH7D7f2egEU\nb4O5EIzUZUi6DwkxQgxxHO0rgePrhBQq0vhQ6S2ORRPLfOfgW0pW5XajMZb3llYfZW290c6bqcuM\nv7vUAiO5tH35iCqGLjFZiOj1p8tbLJLjy7IyuT07KyiJlFv5Ro+kUn+OofjaZK56OJO0PCsoSMuz\nctXDmf3qCgdGcmn+Ty9k0fPTmf/TCyWpFKWYzljSWm8xE0ah/xprfAmlAAshKPvRqJSao7XeFctj\nHBLPXxbVZm8/dZL2LheFUxo4fxp8cvf5OFLO1AWoOv1lbEkX47G+zcFnnqVxzxzaLV4aplg5oZ0k\nuk4AU9A2RVtaC4ltFnBqym/ehDfBxsqvX87DLZv4y5YVTPg4kdcvPMkXJ03mD9P/jyuPzuPr7xvH\n+dTpMQCklnzD/95vnD95qP42hBBDxZp4ZtmBMxuueGzI7g5HKsIY6QLo3R1P8wPvn0lSxoeQ8bTz\nPSIz/84AACAASURBVP0eABso7PHaSB8AvNrLnHQHS8Ylk2m30OD2su5EG+831RkXKHG+G97fv4dA\nK8bn9qjnId2HhIiTaOLF1GVw7M/wYRnoblBWmPb3A44rfSWi+10Dyvf64+/xyccv0+lqIMGZyeQL\nvkTu+IujPq6+4lhvs00Dz6HPpWQjtKmEj8RkIaLXn2RRrJLjPy04j0tTkv2zJO2u5kEfQ28zmkRs\nxXTGUi+ylFJzlFJLzeVvYCSfAr/D64Gi+B9a7B07nIbWkD+5mW5PN90eTbdHg4bxKV+mMa0Lm9vN\nsZ2/4Z26saDgsCuDBIfxizzFncSPv/AyGlAo9u49n/0fTOJQy0R+lDofHG4OWDNpL/t7Pv/tVVjd\ndvamnxzekxYiCg8++OC48vLypL63PMv5Prx3BoRET8eQvsVdJTfitDmCxnq7APrXj39Ekg6+s5Wo\nurmbD8O+NtIHgLnpTm6YkEqWw4pSiiyHlRsmpPKt9DrjnFuqAG18XX8z/CSn7zvig2gn3t+/h0DL\nsjIpKziPQrsdBRTa7VK4W4h48MXIvuLFvrXw0bNGUgmMrx89O+BZNn3NSFpSXMJDV5aSl5aDQpGX\nlsNDV5b2unSk9vh77N/7GzpdxqygTlcD+/f+htrj70V9XIFxbDFVxsxS9Tx/cL/I9ydlYVN91xfJ\nTcvueylZb8XQRwCJyUJEL9pETbSfiQZqWVYmh6dPxTt7JuMjdfiEmB6DGBrDUrw7oN7SLqXUTqVU\nv2opKaVKgVKAgoIRUJT6hjei2uySGwIevHoTjgPPoXLX8U7jXGMs7ycA1J04j4TOGlLat1N4LIW3\n9TVs8uTyuaS9ABQ1F/K7L7zC1W9fi1Zg9zpJxsq/PGln+UMX8uX2CqZcVM2E/V9Bd6agAKc7mduv\nM2qf3D5Epy3EUHrppZdSn3322TGTJ0/uKikpidCv/hwRo05GoUUar5v2Rco/fT+qIowFnbVhx3Np\nD1v8NdKd+6X5mTgIvnhxWBRLO97tec5gLBvu7Y74IO+gLyku4W3+zMvlf0E1O9BpXSwsmR11DYEz\n3U6EEHETLkZCz3jRz1jaV4fIaGYk9bcGyScfv4zXGxwTvV43n3z8ctSzlnzvt2fbI9zjeo9EZSTS\nklwnmF3xQ56e+S3uOXDc3xUulO8c9nvtYYvp+peSRSyGHqaO1RBYy1p/B6kCCljBCn/h30gkJgsR\nnUjxrD+fDYfaLfrrHHzRRlJrBlp5UdpCW3IjCV8+Mix1OEX/xD2xZM5QKtJarzKHfDOTfEW7fbKA\nynD7MBNTZQDz5s3T4bYZ8a5ZC1WbKeQ4hTf/AiYu8j/VdOIITy+bQ+GxFLJbNlJ06gIqJ1yIVVuw\nWV1cYfkr3kx+G0dCE2hF4mcs3PirsQB8WqV53HMpqxv+xPnfWMesi7/JTbgpzJJpwGJkW7VqVe61\n117bMNzHMSLEqJNRaJHGVz56s8+76T7tyRNIaTvaY1wpxcb5n4epwfuI1D3EWR2+lpLTHXn6c69J\ntQgXju3bvsXfbn+nxwej0AuVa7iGZ4ufpb34zD4q2UQx5/V5ASOEGCa9xcLAeNGPWBpNh8ih6IoU\nyjdTKZSro4FZj94U9XssKS5hSfnH0BlSqNvTzuxPf8lbdx72D0VKoDWaNZYiLiWLVAwdZST5h3A5\n3B3cwc/4Gdos7VtFFaXGPWUyKgqH9N9AiHNRLOLZYFS82sbJp8aSbBbeVtqsJdyWie33WWz21FP5\nlitsNzgxMgzHjKVKghNGWVrrXUqpSmBlwHjGqKivNFAWC3xlI6z9LLz8t3DHKbA5AUgfl8/kksV8\nun0Dk4+ks2jTz3juuvvg4skkHmiho8nOn77+Pxz84RFyPMkcrmgGjBaIa/InkNfczNttBfxV3cdU\ntu6GFJjAhGE8WTHSPLTxZ/mHTh+J6ZKzKTn57Y9cffuRaLZ95plnMidOnBhdBcFzQQw6wg22DXbK\nF3+AXn8LiuBcvkJHTPqEu3P/55Ovhb2Q6nSk4+xqivj+uqU6fEHHCBeOTtcJajqMuiK+C8S3+TM/\nLn6EdowkUhVVQRcuPu20s5zlklgSYqSKmOAw+eJCP2JptDFyKLsiASQ4M8PGxAZ3Nxrdv86ZUSbS\nIp2Db6ZP2K5wYNSxWn8LEHpPN/LvgYFYy9qIsfnhiv8ha9O0EdNZVAytgBIpWUBluA7h53R38SE2\n1PFsMLY/1hTUzS2Qx6X54Pk2/+Pmmm5ee9iIm30llzw/qMayKgPVkIrObMF7XyO2B0bAiidT1549\nuLZuRTc1odLTcS5YgGPGjOE+rAGJR1e4RcAi88+YyaIis77SfZjd37TWjcALSqmF5rYrI+33rJE7\nD2bfCf+fvTOPj6o6//BzJzOTySSZhCRAEpawQwJhE6pWsMqmLFrqVpVWi9a4VMT+tG4o1IWqldYF\nbQWtS1sEhVqVVRRciFoFWUNQdgiQBEL2TCaznd8fd2Yyy72TyR7gPnz4JDlz5869SebNOe953+/X\nUQ3/vSLgocv/8DJuYxQFPWvRCTdXfLqI/+kSiDZW47a7sZjiyI7tS1ZZPIY6E39dtBoAnU7H2r69\neSNuNCDYnSfrCPRFE+fW6LgsWLAg9aWXXgothzlXaQVHuGbbYGfOCEkq+WhEJdVgo5Gf7v0nl+5+\nhQv3vk3X8r3odAZs590Xes9+nJRUJg4qybYiEXgum9POR7n/8yWVvAgEifk9GbR4GtkLrmPQ4mkk\n5vfkKE2vDtPQ0GhllGKkP9640IhY2uwY2UT6DrgSnS7QtczuFqwurl9EReycqRIPraYuXL74boYv\nuIHLF9/N6vxc1VP4650cHpLJjOI19Rp2m+YQmlTy0IyK2mDmMCckqeRFn5veoZxFNVoOSZJGIjuE\nr/B0p6g5hJ/b7uJNZHV+bsRxoD2oLHI1fJAfTptg04vqG5IgJ5Wi5qaiK7MgIaErsxA1NxXnM0f5\n5MlSFgwt4LkhBSwYWsAnT5Y25/KbhH3XLmpXrkRUyPchKiqoXbkS+65dbX4tLUGru8IBIdliBUc4\n/+PPLca9BPs/gKOfwp6lkHkDAKZYCyOuuIWtHyzGdtFo4r76gbL5j5E+5iHcbgPWUzbMPU0M3hPF\nF12q2LqpkH8M/5Bbz/85I81mJnTtz3rrACaU76VLbRyDYga1841qdCQirSRqC958881Ow4YNs6ak\npDTuL0o7IklSInAdcvVlH69unNouWqPx7vq2oENaxO5n4ZyW4jOaV0m1ZwmJm5/xta7FOKoZdOJz\nnHF9uT6vmBGOoTzA9yTiQPIrT6oVUbwghvC00jnHzg/UWPIc/xJDQw6VKo0hY4n5Pem+fjQ6p/zn\n0FgZS/f1o0khBbIiuy0NjTONVo9hrY03Jm2YHWhyAIGJo0bE0uY4RDYHr46S1xWu1O5idXENWysC\nkycRJbgU4qFTF83Tdf1CKjghggofJQ07NZpQUavWkhcusW+oVE4otnYCUKNNmAAc8B9QcQg/u9zF\n24BIWn3bG0tqFJWFjVsKhEtG5a+q4cu3dFT1L8biiGJscQJZlbFIDiMbX4lmh6UGbym8cOOriJr4\nWFKT76Gx2DZsgGBdO4cD24YNZ2TVUnu5wmn4c+1nIOng45lgq4+Jl+Q8gcFk5njh13z20+swV52m\nulB2YCpduxMGQpwzCpMBeh0awUublrJs6zoAXu2RzjrLebgluHn/TxiqsMjS0OgIfPLJJ5ZNmzbF\nDx48OHPJkiWd586d223BggXqthAdg+VCiMWeZPhEv/GQXbQmkzkDcg7DfW75YzNbDCJyP1NyWlqf\nU++gNHY+SIE760iGyCupFPSQooSDLj/+i8LKEtaQwSVcxcNcwAlhxi3ghDDzOKPZZjlP+ZyZM2DS\nYjnphQTxGbxoGsdaMkIOFZbQbsvU3KG+pJIXnVNPaq4WMzXOalo/hrU2mTPg7hKY8u+A9z+TFgfG\nywhjaXMcIptLavpoLrrkScZd/jKvF0WFJJUgwgRXcDyMTqbGLfG4+yvWspLJyImhiCt81ETSg2lC\nRa13oVtYWRLQ8rc6P5eeKCepJCQSLMqJpdZOAGq0CeWA/w8yyfM/mCa7i0uSlCNJ0hZJkracOnWq\npa67wxOu1bejMHZ2AnqTouiBKpZUZcfL/FU1fPzHMqr0AiSoNLr4uFsZ+RY5ebTTYkdJX2HH8prQ\nwVbEW6kU6XhHR0ssdQQ69YULHwdXHayY4BvW6fVc9JuHEW43ev1hvjnvSsr2y2WL1XnH8OaKBiTE\nkVDRhaTKVJ7e+BYf7PocnU7HW4NG8FGKk4nHB5JapP2oNTom77zzzpGCgoK83bt375k2bVrZE088\ncfz+++8P3TbuIHhadX0ZYCHEtX4PLxJC9BVC3N72VxaeiGywVYSwi9fewfAFN/DMhrcJ2RuSGjEJ\nUGmV6CoC/5CvJYPJXMEIfslkruAzff/wi7ughWP2uLmKC8Qrx1yAmcBFidrud1WlreH70dA4AzlT\nY5gqLZSEjyhGhqGl2kyaneDyfj+m/AtctSRgQydBumRlHpt9yaWIKnwiaW9TSuZFQLiF7nzmh8Rq\nCYk7uIOHxtzabglAjVbnPQKTQYlKB3mS4ls9ye+HPRWYEeF57ighxKjOnTs383LPHNTe7yMqv69v\ndV3cq34jsR3ImhbLZX/shCVNThZJnqWrJS2K4b+MDUk66U0SY2cnKJ5LSa/JqRNs6uppOVO5BuH2\nfLIE6IWcKekFhc+Us+muH/nkl3lsuutHCjeVq5yhcUgJytevNt7RaQ/xbg0lLnwUflwKxd/D9y/C\nebMBGHXVnXy37EVSC9bz5fkvcHFNASBwVtlxD7ejw8h5plh2UcOvjs/ilcTHmPfxq5gMRi4f9FNW\n9d3B5aXZ5O7+mL6pF7bvPWponB30Ad/iLBEC2nuTPBoBfYLGfUiSlAOytU3Pnm0rHtigSKPKIqKz\nuxqB4CbbV0RJQSW7bnvkoq0qQrpFKCd3JKQmuZSEczrJonuAK1yCxUxlZW3IOSymWC5ffLeiU0rh\npnL2Ly3GdtqBKdlAvxu6kjY24nmthkZ70+QY1p7xqy1oqpBtS7aZtJhTk8JGQYzk4h6xk7VkBFT4\nqMa0hkTSkeQkVhNQW+gWVpb4jBP8Y/V85svjnhbljuJkpdFyCCHKJUl60BObSpFbdbf4H9MS7uLn\nIkqtvpM5wjxpC1Q55QFvlTq0qMNjY8iaFqsqxt1tRDSbXqyIyBVOrUWu0iCbIkgoJ5ckHXJSaSbg\nme4WusvJ/+44br38DFuJg/y/HQdo9tzPNH48tStXBrbDGQyYxo9v1nnbCy2x1JG47jNY1A2+uA8G\nXA3x3QGY9PsX+O+8X9H76Eccv+eP9HqtErsznsPvPkEfnqLzqWgMMRJVO6N5/fHHuPXdJ3lo1UJi\nDCasffaxokc8vzlsZO3ejUweMK6db1JDQ5133nkn3Ay2o+BdiH0KIEnSJ5IkbRVCHPTqlABbJUn6\nXpKkTz3GBD48xywGGDVqlNqmSZuzOj+XUVIsXUV1yGPexE8qKi0RKtbdIRN/Bf0PG3pFPaQ0Swrr\ncl5u4t2EcT3y/PNd55jABSGAXorCardRYZO/F/6LxJGnh5C/6Dhuu98EY5HyBENLQGl0UJocwzpq\n/Gpvmuu6GUxznZpW5+cyueqIYltCKlZfhU/hpnJ+fKsQe5UTydMXYitxsOtVWYYxTSFmB9AMp1I1\nTSvv9c/ImqHqzNmRnKw0Wg5P5dFIIcQKz+cHg+dQaO7iTWLWmOt9c53JHOEedpImWUO7wZzWFnV4\nbEnCJZ2CUdNrindJWGPqGFYay/akmsB2OAHDro2F2fiSSgD7s4t9SSUvbpdg/+vFzZ7TeXWUNFc4\njZbH3AXGvQzCBe/VJ4D6XXg5id3706NwA7t3biUqzkKtLQ7X8QKcBisUQffzonHUCrqc6s3frn4I\nJLj3g+eoK4XPe++jVBfD0aNfYHM62/EGNTTOCoInNeWAt9f/Ab9xxf7+1qSprRje3fbn3UOoFYH9\n6v5C2GqVRcGLC1XtDJERooe0Z+jDfKbvH/D8tmxrUGp/iYs243AHxkrvInH/0mJfUsmL2y7Yv7Q4\nYKxwUzn5i45jK3GAqE9AtVT5tIZGM+iwMawtaUmHpPZylFPCG3+DnTG9nNLFMXdSji9J7qhy+ZJK\nXiSHxK5/HqnXbIpW0C9qplNpuBjfXN2XJaVl9Mrbg27bTnrl7WFJaVmzzqfRNniSSH08FUvX+bfk\nehLd3mSR5i7eEHuWBLS4TZWOMHdSDjeYSpnHZtKVkkoeRAs6PEZE0LW2RDuekl6TK8rN12OOsHDK\nHn52MoHhpbFIAhAgCRheHsvEPkmBSl2AzRxUqe8dtyqPNxZjdjaWe+8lYd48LPfee8YmlUCrWOp4\nDLsddr8Nhd/IGWPPH+0rH36Vt2Zdjun7t4hOv5Da4wkkD+hJmWEbnUpHMuo3cRzKtbH5jSp+sXAo\nf73y//i/D/9K9xUXEnX1cY5aMhlevpXHtn/Ec6Ouaueb1NA4o/kU+KXf14nAVs/HkF20trqo5rRi\neHfbvYLX94idpGKlSDLzEkN94y8xlHliMzGS3y6QwuIi7O59zssBO2EjgLndQqubAC5++be+qqFE\nUzwPjLu5VXapg3e/hy1QXvAUVpZgO60ywQgaD5eA0qqWNNqZDhnD2pKWdkhqL0c5JbzxVy1ed530\nKlMzx7Dprh9DYlQAFZ6958wZkDmDbZ/MJX3X83R2V3NKF8eJrN8zohlVDVOzxvDIGuWq1OYk5JaU\nlpFz9BhWId/bEYeDnKPHAJiR1KnJ59VoG/xa3ILHz/P7XHMXD4eSm+P6HKZOWsxU416oC++8VoSZ\nrfm5bVMVqHKtQNiqKfuuXb4qH2Ji5Na22lpfxU/WNDk5422dMybDzoHHKe5eTnFGOXeuGczEoiQm\nFgVpw88JfS2T1YAtNnTuZ7IaQg8+x9ESSx2Ra9bD3zrDd09D1q8gOZOu/YdRnn4Rycc+pzb9EG6R\njhszIrESd1EdSZ2KiYo2c/S7OgDG9R/N/VNv4JlP34JlvZg4/UL2VP7AoLJtrCu/lMsTtT+uGhpN\nwaMB8K5HawRksduDIPf+S5LUB3mX/8G2vK7mtGL4T+LXklHvqCbk6iE8511LBgZdFA9H78dsO6lq\n3d3Y3fvgxM7q/Fzmrv07TlE/+Sm3VTFv3au+41sTtykBnS3UkcNtSsCUbJCrkIIwJQdOMCJNQGlo\ntDUdNYa1JS3duubfZuKlvQSlvXE2ZKMAM+l+ItsNxaJyY30MXJ2fyxO7D2NzT5UH3GDafZi53Zq3\n+Ew0xVNuqwoZTzDFNfmcc04U+ZJKXqxCMOdEkZZY0jg3UDFiYdOcBgX5a0UUL5LN9ghi4er8XJ7d\n+FbzNgDDXatKYsm+a1egLlFtrU8vSVRUyI8BWdOyA1rnNu7S8dyH5biFIL5WJSl0FNmX0G+62m9X\nV/JHHQ9oh9M5JfoVdo38Ps8RtFa4jogxTrbPRcDy8eCWJerTpsymzmDhwCG5RLDWbiEuIxajO5Fv\npv+atMFgrxEU58sTm8RMHYeu/hKdXc/M9+ZjShxIb1cZ/9i9DrvbrfbqGhoaDSCEWOFxFlnsv3Pm\nGV8hhPhzq+6cKZQNN6cVQ21X3euK5N8mdsHlz2D+XVFYBya180W6e78wd1lAUsmLw+1sE2vcY31+\nhlsXuO/i1uk51udnLBzrxBbUa68zSvS7IXCCEZxo8lJiQWvL0Gh32j2GtTMjKr9nLSvZxrusZWXj\nnNIUaK6jXEviH2f9HTZvscwMiNdqMQrArrOzse93vnayhzb+q1WsyoWKN5PaeCQcdSgnzNTGNTTO\nOtSSR1VHVXXRhIATwszjjGYtGQ3GQu8GoDepBPUbgI1qKw53rSrYNmwIFLsOxuGQjwliXHY3/vDz\nYUQbojiVEGraAkBP4EXATxUirSCRrC3dMNUY5A3XGgNZu7qRdp9WfR6MVrHUURlwNfSeAofWwKe3\nw6TXuPQnWbywYTrxhzaCAWpET5LTTgFgrOpE9K77gQX87x+V/PwvKeSRhzX9NLXnJyN9U8bc3M94\ndHAqv6jZQa+dmQyIjQ952c/7923jG9XQ0GgUKmXD15suYqktKeTwSJI54XbbmyKS+nTvJFJ3vkVX\nUUMRcjvdZ/r+zBpzvbKod9aYgPFwi4q20CxJ6DmCY0Dqwc/pv7svI7ZNIbY6gfJkN2uvreX5KS5u\n+Rw6V4JI0jNkRlpIe1u/G7oGiHwD2PSC134m+FZry9DQUEQtPrQoe5YwT9qCCVlHLR0r88RmALZb\nzgv3zLC0l6B0/qqaAKekX19zCy/pXwhfPbVnCf26rie/9G7c7hjfsEBQE2VlVe+NrLqgFyc9izdJ\noYIT5BZCNffMSKi01TRqPBKSoqI47QrdmEiKilI4WkPjLETNzdFbZR4kyF8ronwJJS8WU3iR7IY2\nACOOA+GuVQVRoRyPIjlmXHY3ALbu2M5l/xmFzmGsf9AMzAefZ8BsfJVLaWWJpH2bKCsP9gw6TsOH\nllhqa969JKLDvv14DnbnHVyY9SVRO19n92vjqa4azIkLLqZvwRqEcHHySArdE/MBSLBfT3XlU0SZ\nytj7sWDxZ4dYNXcbTIenF5/PSauLRed/wkdHTvKbnhZG1exhQsFnGHHzfNUp3+ue930UwxmmeE3/\nuH5es29fQ0OjmaiUDf/G+TUrdNMDRKcjbcVQs7cGGr9o2LOEEfl/AawgyYu2P7KFXw6eyAlQ1DXZ\ndvxHVu7+ImRHXIm20CyZn55KjjMb08ERnP9tLEa7LADZ6XQU17wRy4pbavj17+QFV4YBDg8J3bXy\nJpo+/+cxkioEpyzwxiWCzwYDWluGhkYISrpHj6x5mUfWvEyaJaXFkkzWjfdhJlCcP0ZyMZtdbB3z\nXLPP35bkr6rh4z+W4bTJCezKQhfW17pwz2338i/pDeXY7dmcSIuzQu8S9hfMxmZPpS66nP90+4LC\nPsUc6HUxJzsP8r2Ow2TBaKtUvAavtlRTdKpaRZtKqGxMqI1raJxtKLk5evQwV4sMdkVdxE2Or0iV\nrFQaknjOMZC1IjCRY7XbWB1GZyncJp/aY8c+/JAfFiygtrCQmLQ0Bt1/P93DXKsaUkJCg8klKSFB\n9bExlFKb/Tk2eyGmDeORKhJkaZkHK9DP8HwfZqAljpqAlljq0BjZu/0lMkfdQt/sB9n59RpinSb2\nZUwnu+gYTrcZZ+dTCJ2L7tU3ciz+WWJdm6nUT8Tthn5bR/HV9PdYfPPbfHDbPzh1/ne8X1lBsQOu\nrM3na1M/LqzbR5xO28XR0DhjUCkP7iJqEAgSTfFU2KobvXuspHPUJHFbhcSXCScjDv2Thw+VKrZT\nrNjxaUStDwadvk00S7wJnx9WVPqSSl6MdonJy2PYfpGcWArXXpE2NpEZcUcV70xry9DQCERJ98hL\nc8W1vazOz2WyrVjxsVSsZ5yF/aYXK3xJJS9Om6B6RSrrPlEWxvaP0Wkpa0hLWSOPx2cwLecwALpt\nOwOeUtTnErr/sAZdkFtmMI3VqWoNbapSFakHtXENjTOCPUtgw2yo8yRtTMkw7kVlHSLvmFdTyVOp\ntFpkeN5vSSzlChCAXZ5bIQLf2w1VHqklhb2PBXPsww/ZOWcOrlq5Ba32xAm2PfwQz04cRFyPodyr\ny6OLqEFS0e70xzR+fKDGUjAGA6bx41Wf722lcwzNwzE0zzcumRKwcK/q8zQaRksstTW//Dyiw873\n92v51yuYTn5P/tWriLGOotBwIdbjB7Doz0OXHIWr+zG6FGYQ0zUJc2kelUxi/F+7cse4P7CKZ/l0\n3BdYD1iYxyL2/nsOn508xvXdYGeXC7ht5APc1io3qqERORaLZXhCQoIToEePHnVff/31vva+pg6L\nStlwEWacwkWMMZov7n6t2S/TZHHbMP3yhUJ5EhJJUqk1XeGUmJHUiedOVys+lni6Xp6wpyG8K0hP\ng4EjCpOfhp6noXGuobZI8dIccW0vC3OXMUKYSZesIY9JYVovOiqVRcruTmrjQESaJsFxqzxtCADd\nD35BlK0y7KIyuFohXHujWrVsc37GWszVOOvYswTWzgTh93ttOw3rbpE/j9CdUS1571BJGIerSpo1\n5voQkxVQ3wD8YcECX1LJR52d0Z//wF9+PYw17gxMeiNzx+QwNTP0/b9x13H+/vFuKmvl78EEfQY3\nxxQRXVut6ApnzM5WvXa1aqdIWuw0wqMlls4Epi1FemMAM50v8OtZx7ny6XUUxUKSI4FyRwyGwbvR\nH80g2XAR5c5toIcj39joP87MfOZzB3dwK7fyIR/y4vQ/MGXxXVyRKuhdth2Y2t53p3GOU1JSEtWj\nR4+63bt372nvazkjUOmPf4mhQMtpEDVZDFwl8WU1dQEVrUQ10iwprMtR2XVvRbyaJWr5rvJkeefb\nLEnMT08Ne6756akB1teRPk9D41xDJ+lwi/BVJc2Nb0WVp3mJocwTm4mR6hdEtSKKmDCtFx0VS2oU\nlYWhSaSYhDDePBFomijFLXt6Ng9dMNlX0Xn54rsbbGOLpPK1pbWptJircdaxaU5gUsmL267snqai\nxTnCMZRCPx2lhrCYYlXlELwfI3WFqy0sVHyNxOr6RJfa5sHGXcf5y8odOF317+lPnYl85u7E/VcN\n8+kmRYpaK1249jmNyNBc4c4EOvWHnhPAWoR+5yJ+OrAru1O7A7DvQCmOAXsB6FY8jWhRAAiKdssB\n6HZupxOdWMUqSiklJS6R60dO5X+ltQyxF3K69GB73ZWGRrsiSdJwSZLulyTpaUmS/u75+FtJkoa3\n97WFJXMGTFpMsRSHO8jFA1pOg6jJzm5j58v98X7Y0PNEbe9GvX5rWHWvzs/l8sV3M3zBDVy++G6f\nc8mS0jKf+9HEV/exZl6p4mINwGEUrLu2lgyDgcU9uzeokzQjqROLe3Ynw2BAgoifp6FxrtFQ5kGX\nxgAAIABJREFUUgmaH99SLcmsJYPHGc0JYfbF0BdN4yLe9e9IjJ2dQJRCIY6t2k3+KhUBbIUY7dRF\n84x9gC82JhbtDohb/U79wMhv/s5zb9zli52zxlyPSW8MOE9w3A5X+doY/GN0r7w9YZ01tZirccai\n4PgLhHVIU3xMRYtzlrQz9FgV9FIUVruNwsoSBMKXFPZ3fJuaNYYv736dHfcvY8f9y/ji7tdUk8Qx\naWmK4+VxgTFEafPgzc9+DEgqeXG5BW9+9mPE9+TFNH48BFcwKrXPqf08NFTRKpbOFKYugVfTYNND\n3HVzIb/eXYwQLkrL3IieFbjjrHQ6NgypqxO9robygnrdpMd5nHu4h9u4jf/wH+69+AYmvvE1lyJY\nv2MZN1z6SDvemEZ7sGfXv3tUVxeaGz6y6cTFpVkzs39VEMmxBQUF0YMHD84EmD9//rHp06dXtdZ1\nSZL0DDAe2AIc9HwESAI6AY9IktQbeFcIsaC1rqNZZM5gi69XvuW0KfxpsvaFX2+/qDpKObI965/4\nH/ewk5cYGuA84iXRFE+MMZqiytMkmOIQCOaseYWFuctaRLRXbef865oaXjCkM6XgKCv37CZ3xRVU\n1ymfw5IWxdjZCTwyrXEtMzOSOmmLGg2NBkizpIRth2uJ+OaNa2udGb44ZNIbmTsup1nnbWu+Xbuc\n5C27SHPr0HEjLmICHhdOWX8pa5qCs1OQ/orV1IWn6/rxkS0J/BaQcyflcHiI7Nj5RP4qKv1i57x1\nr2I2mrA57b5KMyWB9SZXvoK8iPP8HRlrSuWnfWZxJHUqRxwOchpw1tRirsYZh0qVEaBeZeh9LBiV\nRFSqCG0B9uI/B0u1JFNrr6PcFjgVb0478qD77w/QWAKw63V8cn5gtZHS5sGpCvVy93CPqeFtk7Nt\n2ICoqFBunwv38zgDNyHaCi2xdKZg7gIDfwk/LCVp59P06XYZpXutGKw9cLmP4Bx4CMP3Wehd8ZgM\nhdRUxPmeOotZzGUuH/AB5ZSTqEvkxrG3kLdjEX3dJ3DYrRiMrZpj0NBQJSUlxZWQkOD84osv9gKM\nGDEic/r06XkNPa8pSJL0HrBMCPFQBMdeLUnS34UQd7bGtTSX1tCmaLHzZ86AzBk8+/IkZts2+lpO\n/G29g5NLEwdewKMTb226aHgDeHfOJzgs5Dg600UYOCk5ePWLtUwZOJGXdmzD7HJRbVWx2JXg9k/S\nm/z6Ghoa4VFKZntpKVe41o6bbcG3a5fT57s8jMgbiA6HSfG4sDpLnhgNcNXiuymsDUzo+S8glaqO\nHG6nr/3FLdy+pF/w97HJrm9+izoJ6Gkr5LUfngBgaepUrJqzpsbZhkqVEZvmyFWGwRpLADqjsnta\nGC3OyRzhHnaSipUizLzEUD7T9w9pYRu+4AbFy2xqO3L3n/8cwOcKR0oSq0cksbNvvauuQWdAX5PN\n5U+upnNCDDMvHci47G50TojhpEoCqXNCjOJ4Qxizs8PqMIX9eWiJJVW0xNKZxMTXYe8K2PIcd/7i\nbtZ9d5BMexYl1d9jzN6O8fvBdLWOozh5L9Xu/pw+ZCe5t1xi+BiPcR/3kUMO7/Eetw48j0m7e/NQ\n1HFWfPFXbpj4aDvfnEZbEmklUVtRUFAQkEjKzc01jxkzRn1rpYkIIa5rxLH/kSTp05a+hpakpbUp\nWvr8N9m+CtAxAdnW+x6xMySxlHtoG9AM0fAGKKo8zQSHhQfsaZg8XeCpwsiDNXpqdu3E7JKvM85c\nQ7U1LuT5llTNPVNDozVpq6RPa8fN1iZ9cx5GPyWL5sashqqKIllIqsXoJle+KizqYt02/nRgIUtT\nZW1QzVlT46winKi+N5ERqSvc2Pk4192K3l1ffl0roviSNOaxOWCz749s4ZeDJzIiwqQwwLAF8vvX\nq6kEkcXt7j//uS/BBKDLz+WE53mJpkR0NUNw2GWpl5MVtbywehcAMy8dGKKxBBClk5h56UDFa2w2\nEZgcaIQSUWLJozkyAUgGEoFy4ACwRQixvfUuTyMAoxmG/w62vkDWj4/yQexM9OUWisqtdOmxHyEJ\n0q1T2OdYAUzlwOc2X2LpXu7lcR7nfd6nkkosWNjfezKFBa8h3MeotFZjMYdOTDQ02oOkpKTwnsZt\nhBBCs4hoBqkKzkv5J4xs2mfkV7ZPqTGZ2NavL4fT0xpcxDRXtDfVkkxOUYIvqeQlBh0mR/2iZ/SQ\nLWz6/iKcrvr+e71JYuxsTdRRQ6O1OdOTPo0lf8MKct98ispTx7F07saYmY+SNf6asM+JF1LA182N\nWQ1VFYVbYPqjFKObnCxUWbz1rCuq/1xzedM4m2hIVN+vyrBBMmewYMPb3GT7KqAy6R52hmz2mXAy\n4tA/gScCxtUqSP1dfMttVTy65hWidFE+Z7nGVJn7x/tfv7SRk/bAqqQ6h4s3P/uRf1zamSH6PRgc\n1Rw3xfB4ZharU9K515zQaOHuiInA5EAjlLCJpbNCi+Rs42fPwc7FkPcmw4fdDcehorYTUhSI3lZS\nDl1ItHUumOD41jqYKT9Nh445zOFBHuQO7uAd3uHipGQ+OJXJne4f+PPqp3jq2mfa9940zknefPPN\nTgAzZ84sy83NNQNkZWWF9kK0EJIk7QMmCiEOS5K0n0DvLwkQQoj+rfX65wJFJzZzYO9HjDTEEeOo\n9o3nnzCyfnccTreEBMTZbIzJ283oH/eyb8R5QDNaJxpg1pjr6bK84QK0/hmyocHmvFFUW2OxpOkZ\nOztBWaskQuy7doXv5dfQ0DjnyN+wgrULZiFccuVN5cljrF0wCyAkueSNqXW2MkaSEvBYfcw6j+ra\neCypUaoxSykWNVRVFK5F0R+1GN2kZKHKou5otOzsprm8aZx1KDj+ojcrt7pFwDJbMku5ImDsT/xP\n+WCFRG5wUliSJEWDBTcCtztwL7gpVeZqWkkDyo5Ru/J/RHsqFHvYanlp53YYJvGi2cDg0rJGt8Ta\nd+2idu1a8Og9STExmCZPDpyXtfDP41xB1RXOo0XynRBitBDiTiHEc0KI/3j+v+b5+johxGjgkCRJ\nf2+7yz6H0enhwj+CcDEp9glcCMp08huhZuQO9CKWztYeSJKgZH9gmfD93E8ccbzHe1RTzYxOiaxK\nvhCbGxJdJWw+ursdbkjjXGfmzJll7733XqfBgwdnPvDAA90+/vjjva38kpOEEIc9n58HjPL77/1a\no4kUndjMD3nvUGcr42CXC3FJ9fsXufvMON2Bu+0SYHI4GLptG/kbVjToNKTm7OZDxcVjatYY7Gbl\nXnx7dDS1UfVtI/0zDnLj9P8ye2kFt3+S3uykUu3KlT5rW1FRQe3Kldh37WryOTU0NM58Nv7tYV9S\nyYtwOdj4t4cDxvxjKoAzKtQdqX/GQW6c+k/+8JsMbr/2p2T1/SDkGLVYNNGVwNxJOaRZUpCQSLOk\nMHdSToCtuP/jiaZ49FJgm11Lu3hu630TtqC9b6vOxJy+szSXN42OS3NcxDyOv8RnAJL8cdLigCql\nxrgj+id6J3OEtaxEUjtYpQpnatYY1uW8zPb7lyJEaNwJRyRVjv6oaSXN0J2AoLZXs8vF3D27fVpr\njcG+axe1H3zgSyoBiNpaaj/8MHBeFsHPQyMU1Yqls02L5KziJ3+Azc+gP/pfnMZHcUcNxOk6xMnU\nFQziArpaxxPd3Ur1ycDFkA4dD/EQj/Iod3EXb8W9hV1n4LvonlyUcISn1rzAf3MWodOp5hs1NFqF\ntWvXHmyr1xJCHPL7XGt1a2EO7P0It1ueBBQnDgCgz8lvMDmqqbSpa34IRx25bz5Fzr/l7mql1okG\nhb0bcPHodPkUaleuDJiklFT14vixkdRVgDHaRveUnXTOqGqxqiLbhg0hk6J9+3uw+TYD1TUFYasL\nNDQ0zl5sVcqLwuBx/5gKUNCrml4H4tEFLBOdxESvobBkMvu3zcb2aSqmhK30u6kPaWNlcVylWITD\ngW3DBqbee2/Y6oLgqqPV+bmtpoW1Oj+XJ3Yf5lIxyicyXCzFUjTk/1gyUU665a+qYdGLJ6gscmkx\nVKNj0BIuYmHa3ZaUlpFz9BhWT4KnIXdEb6Xhpc59AbpKIURQhbM6PxdJkhqdXGqoWtu/cmghUIWe\nN+nBVzo5KRZtiCKpTtmmt7snMdRYrTXbhg3gDq28wuXCtmFD4LyvMe2HGkAjxbs9Wkt9/MeEEO97\nPmoLtLbk0pdg7a9It2yH0vM4ZatBMtTgiK+gq3UcsTEFnD7dD7vVjdFcnyh6mId5mqdZylJe1b1K\nN4OBtyznc/Hpoww0u1iYu4zZF9/YjjemodG6eOJYubdqSZIkC/Bn5GqlT4UQD4d5ukYDeHfVvRQn\nDvAlmCzbcqk8eUz1uZWnjgPqrRNKwt5jak0M/M96KpZvQNJVYzL0xWjw23VyWqn+4iGGuEZy1Cm4\nffhI5v6Qj7mqitP2ARwuHILbIS/Q7HUxHD51AearumHJTqQ55K+qYdOLFVQWXkWcuYbRQ7bQP+Mg\n+470CdBDqSx0sfqhUjY+U864hxK1xZGGxjlE35T+jM74KXHR8VTXVbH5yNccKNkXcExwTC1LkRda\n3QpiibZHeeLex5yu6EH+oT/idss7/7YKI/mL5JiaNjbRV6kUjNp4OBrT3uaLhREkgfJX1fD9/ESu\nrnqKmthy7hy5lsN9t4EA94/FPHReGSO+NvLxH8tw2uRFbmWhi4//KH+PtPip0WrsWSKLylcdlSt8\nxs4PTDq0sovYnBNFvqSSF6sQ3HykgF8fKaCnwcD89FRfksn7/hy1bjIxQiWpFJ8Reh9BrM7PZc6a\nVwK0lSJhgsMSsJHnrZAE2ZHNVznkSfJIgAUnv+Mwkhv2durOzEsHotvwg2KMqtozkkOLBtGzyAA9\ngflABN/mcPFOVFRg37Wr40oVNPQ72AGIuDRFkqSPkRdfk/z+T2yl69JoiKwZEN+TLvGriHbr2O/u\nQVJsEsf6f0e8ox+drHJp4OGvbQFP06Hjfu7HiZO7uZuLYs0c0XeiTh/HmCQT/96yitM1Wo5Q46zm\ntaCvlwNlwHVAJ0mSlrX9JZ09RJuU2xOiTZ0YM/NR9NHq1rCWzuFFGIPFYb0ub53dciWUcMdRW3cF\ndkfgpMBcc5wjDgcCeDUtnX7jJrJq1j0cLxvpSyp5cdsF+5cWh72OhshfVcPHfyyjstAFSFRb49j0\n/UXsO9KHzXmjAkR2vdSWu1n3WCn5q2qa9doaGhpnBoN6jGBsv/HEmyxIkkS8ycLYfuMZ1GNEwHFK\nMbUspY59FwoS5s3DYv4LRsMu9hfM9iWVvPjHMylBWcxbbbwlyF9Vw7rHSuVYKOQkkFqc88bNmKoE\nJCTiajpxwdfX0OuA/P2QbBXkHD3Guufrk0penDbBphe1uevZgCRJ13j+50iSNCHMMRMkSXpWkqRr\n/MaflSSpjyRJif7jzcZbjVR1BBD11Uj+rW6t7CKmVpnjkq/IV8HkbY/zVhV2dlcrPg8kyDncYGLi\nyfWvNTqpBJDj6KJYIXn0g+UMX3ADRz9Yrlg5pEcwO6GUf90zjnHZ3TCNHw9BQv3uvKF0+WAyvQqN\n6IQER4AcIILOw4biXUNSBfmralg08QTPZRewaOKJtpuzRfI72AFoTM9TshBikhDiDr//dzb0pDBv\nfu/4Nf6BQ21cQ4HL3iAhVv7lL3b1IVpvYlvKywD0LIwG4Mg3tpCnzWUuZsz8i3/xi07yJOS7pPOJ\n0+sYHK9n9gfPtdENaGi0C4l+1Uq9gVFCiIeFEIeEEHegJcybRd8BV6LTBU4CdDoDfQdcSVZ6HZOG\nuTHpFSYTOsGYXqfC/pEMFofNcXQOcXkDIzb7+IARr+CrF29fvu208kRNbTxSNr1YEbrwcRl8guBq\nuByw8ZnyZr22hobGmcGF/S/FEBUYKw1RBi7sf2nAmH9M7Vq+lwv3vs2lu1/h/D2vy/HSo49isyuL\nWdtK6mBxL0yDokMWaBgM8sKtldj4TDlBMlKqcU4pbupdRoZvnQyAw2TBKgTOkwptLEBlkUpVhsYZ\ngyRJI5HNVVYIIRYDD6ocUy6E+FQI8SDwrCRJ3hLjkcAnwLNCiBUtdmHhqpG8ukp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QAAAg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=34\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CGI1+vGFv7rGzzT1z7UNq+oTktm99/sITw/kesaC17v7FUkotBo56n64AGv02bVRKLdZa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lHbpRZLd1v6a7Ht1mr7dWu72Fpd3P3asrtYd+uK3cX6LeoqtSJaLRB0TbwV8EIg3EEgkAsJSSbJ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\nL/tOkP9xGQUU8syyo8yeOyHgyH/PTRf/b6ac3ANN/x1qHgi6z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=32\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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r9ORTW1ER9qrAM0LtVQ6Kf1XKZ9/+HbY1a2grKhqwMYeCio/vVXtvhDSx5P4H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\nJCIpqaWlJeeee+6Z/swzzzQluy5Z4eBWeGkjdB6Dkmlw0yZNlR0Hvfv30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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=30\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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m6Wu/DpmDlr72a5mDxKCklJqhlFrcqW2+f3On+YHNoMKc1+MxQvSFzjWKRmbt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aP/qbbpDSM/00a1xqQjPzOyO2dn+LOb9i1bRnJq6ILKvHMytjfmI1wWrVNVfPPI8MyBpgqPZie7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\ny1m48AicbIcju6CsNuT7Aer6Ohk/2MP2cfUhl1/k6eJlby2v2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=29\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MKyiwZ1gpWDuxxyCRb8FvZ60L9LkFv6t2NkbcB/BOfwtDNSQC56ZH93SzIdob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pAAAg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\nieT2XsIYswu42VrbYYx5yhhT5262MdT+JHQPyVCiWTeZ1NMztSQ8sOR2X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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=28\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cuylYW6sCwBPjpXh2WbfFubVPY3PauPrZvLDP96hw+CBi6cuTmzuMzAPmmV9j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\nAeg6HvUeX6swViN49qT9dLlFM68D4N/eecX2eSGEGDCni6qQ8qZNa1j1l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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "for valm, groupedm in df0.groupby(['Month']):\n", " ik=34\n", " ax[1].plot(groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['AbsSal']],\n", " groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['Si']].values/groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['N']].values,\n", " 'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['ConsT']],\n", " groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['Si']].values/groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['N']].values,\n", " 'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['AbsSal']],\n", " groupedm.loc[(groupedm.k==ik)&(groupedm.N>=0),['ConsT']].values,\n", " 'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[1],ps[2],ps[3],ps[4],ps[5],ps[6],ps[7],ps[8],ps[9],ps[10],ps[11],ps[12]],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Year\n", "1978.0 1\n", "1996.0 7\n", "1997.0 4\n", "1998.0 6\n", "1999.0 2\n", "2000.0 9\n", "2001.0 11\n", "2002.0 16\n", "2003.0 14\n", "2004.0 11\n", "2005.0 13\n", "2006.0 12\n", "2007.0 11\n", "2008.0 12\n", "2009.0 12\n", "2010.0 20\n", "2011.0 15\n", "2012.0 12\n", "2013.0 9\n", "2014.0 14\n", "2015.0 9\n", "2016.0 12\n", "2017.0 12\n", "2018.0 9\n", "Name: Si, dtype: int64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df0.loc[(df0.k==34)].groupby(['Year'])['Si'].count()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Year\n", "1996.0 3\n", "1997.0 3\n", "1998.0 3\n", "1999.0 1\n", "2000.0 3\n", "2001.0 3\n", "2002.0 3\n", "2003.0 3\n", "2004.0 2\n", "2005.0 2\n", "2006.0 3\n", "2008.0 3\n", "2010.0 4\n", "2011.0 3\n", "2013.0 2\n", "2014.0 3\n", "2015.0 1\n", "2016.0 2\n", "2017.0 4\n", "2018.0 2\n", "Name: Si, dtype: int64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df0.loc[(df0.k==35)].groupby(['Year'])['Si'].count()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Year\n", "1996.0 3\n", "1997.0 2\n", "1998.0 3\n", "1999.0 1\n", "2000.0 3\n", "2001.0 5\n", "2002.0 7\n", "2003.0 9\n", "2004.0 6\n", "2005.0 6\n", "2006.0 5\n", "2007.0 5\n", "2008.0 5\n", "2009.0 8\n", "2010.0 11\n", "2011.0 3\n", "2012.0 5\n", "2013.0 4\n", "2014.0 5\n", "2015.0 3\n", "2016.0 6\n", "2017.0 4\n", "2018.0 2\n", "Name: Si, dtype: int64" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df0.loc[(df0.k==36)].groupby(['Year'])['Si'].count()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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d7Ruo2LOjaYVb3O1DYVys2/GQfQZUb4aP34pilCKxUVZWltKnT59DXsch4dGy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\n5gaWr9Ijy9br5le/r1NPPqCBq25q7wYBoNPFE81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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "df1=df0.loc[df0.Year==2010]\n", "for valm, groupedm in df1.groupby(['Month']):\n", " ik=34\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('2010 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9eOFQoBBIOhYihRPDqKWHL0pjhCK9VjVhKklQBNQAxTTvw5bS/MObiEhXoD5M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\nAAAAAF0gsYRCeP7qi9qz65a8wwAAAAAAAF0gsYT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "df1=df0.loc[df0.Year==2010]\n", "for valm, groupedm in df1.groupby(['Month']):\n", " ik=35\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title('2010 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WhesYslst145kasxEfCLi0apwOWTB+1eDBThz8JWU9reCAkJ9fVzpj08eLZm1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\nqsoBNA7qB1SCmfVKSvnFrHNupMg6QZ/ZDkmZYus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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "df1=df0.loc[df0.Year==2002]\n", "for valm, groupedm in df1.groupby(['Month']):\n", " ik=34\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title(' 2002 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KgPzTTgPg6PrEB3Xd/7F/AeD2p79LOBzOfKwiIt3EsOKhKZWLSPekn2UREZGe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\nAAAAAACQqtTnaGq3AoC7z60mHevYNTulqz4mvfj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "df1=df0.loc[df0.Year==2003]\n", "for valm, groupedm in df1.groupby(['Month']):\n", " ik=36\n", " ax[1].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[2].plot(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],'o',color=col[int(valm)],alpha=1)\n", " ax[3].plot(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],'o',color=col[int(valm)],alpha=1)\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title(' 2003 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Year', 'Month', 'Day', 'Hour', 'Lat', 'Lon', 'Pressure', 'Depth',\n", " 'Ammonium', 'Ammonium_units', 'Chlorophyll_Extracted',\n", " 'Chlorophyll_Extracted_units', 'N', 'Si', 'Silicate_units', 'AbsSal',\n", " 'ConsT', 'Z', 'dtUTC', 'j', 'i', 'k', 'YD'],\n", " dtype='object')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.keys()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7dq4/fTL/9/Yz/GThg/zi0u/FOVgRka5jD7t5krks5nnyGcg3+A4lfDbZYYlI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\nPXDDx+FTb4N73wK/+O12R6QuE2MshhDuDiFsSUXbY4xjACG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,4,figsize=(20,4))\n", "fig.subplots_adjust(wspace=.5)\n", "col=('midnightblue','steelblue','darkturquoise','lime',\n", " 'seagreen','darkkhaki','darkorange','saddlebrown','firebrick',\n", " 'lightcoral','fuchsia','mediumorchid','blueviolet')\n", "ps=dict()\n", "df1=df0.loc[df0.Year==2003]\n", "for valm, groupedm in df1.groupby(['Month']):\n", " ik=36\n", " cmin=0\n", " cmax=365\n", " if np.sum(groupedm.k==ik)>0:\n", " ax[1].scatter(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['Si']],c=groupedm.loc[groupedm.k==ik,['YD']],\n", " vmin=cmin,vmax=cmax,cmap=plt.get_cmap('hsv'))\n", " ax[2].scatter(groupedm.loc[groupedm.k==ik,['ConsT']],groupedm.loc[groupedm.k==ik,['Si']],c=groupedm.loc[groupedm.k==ik,['YD']],\n", " vmin=cmin,vmax=cmax,cmap=plt.get_cmap('hsv'))\n", " m=ax[3].scatter(groupedm.loc[groupedm.k==ik,['AbsSal']],groupedm.loc[groupedm.k==ik,['ConsT']],c=groupedm.loc[groupedm.k==ik,['YD']],\n", " vmin=cmin,vmax=cmax,cmap=plt.get_cmap('hsv'))\n", " means=groupedm.groupby(['k']).agg({'Si':np.mean,'Z':np.mean})\n", " stds=groupedm.groupby(['k']).agg({'Si':np.std})\n", " ns=groupedm.groupby(['k'])['Si'].count()\n", " ps[int(valm)],=ax[0].plot(means['Si'][ns>2],means['Z'][ns>2],'-',color=col[int(valm)],\n", " label=str(int(valm)))\n", " ax[0].errorbar(means['Si'][ns>2],means['Z'][ns>2],xerr=stds['Si'][ns>2],color=col[int(valm)])\n", "ax[0].legend(handles=[ps[ii] for ii in range(1,13) if ii in ps.keys()],\n", " bbox_to_anchor=(1.3, 1.0))\n", "ax[0].set_ylim(400,50)\n", "ax[0].set_xlim(30,100)\n", "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlabel('dSi ($\\muup$M Si)')\n", "ax[1].set_ylabel('dSi ($\\muup$M Si)')\n", "ax[1].set_title(' 2003 Si vs SA, '+str(int(bounds[ik,0]))+'m$<$Z$<$'+str(int(bounds[ik,1]))+'m')\n", "fig.colorbar(m,ax=ax[3])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayLatLonPressureSiAbsSalConsT
405662003.04.026.049.163000-123.550167371.770.731.3643219.209034
405992003.04.027.049.162833-123.549500375.071.631.3527289.208075
406992003.06.019.049.164000-123.548167352.773.431.2602259.148055
407002003.06.019.049.164000-123.548167369.975.031.2745379.164992
407322003.06.020.049.163333-123.549500352.373.231.2753919.166978
407332003.06.020.049.163333-123.549500372.272.931.2930759.181456
408072003.09.05.049.162333-123.547500372.356.931.4915699.452973
409142003.012.04.049.163667-123.547833353.265.931.4170179.665293
409152003.012.04.049.163667-123.547833373.865.331.4239619.656753
\n", "
" ], "text/plain": [ " Year Month Day Lat Lon Pressure Si AbsSal \\\n", "40566 2003.0 4.0 26.0 49.163000 -123.550167 371.7 70.7 31.364321 \n", "40599 2003.0 4.0 27.0 49.162833 -123.549500 375.0 71.6 31.352728 \n", "40699 2003.0 6.0 19.0 49.164000 -123.548167 352.7 73.4 31.260225 \n", "40700 2003.0 6.0 19.0 49.164000 -123.548167 369.9 75.0 31.274537 \n", "40732 2003.0 6.0 20.0 49.163333 -123.549500 352.3 73.2 31.275391 \n", "40733 2003.0 6.0 20.0 49.163333 -123.549500 372.2 72.9 31.293075 \n", "40807 2003.0 9.0 5.0 49.162333 -123.547500 372.3 56.9 31.491569 \n", "40914 2003.0 12.0 4.0 49.163667 -123.547833 353.2 65.9 31.417017 \n", "40915 2003.0 12.0 4.0 49.163667 -123.547833 373.8 65.3 31.423961 \n", "\n", " ConsT \n", "40566 9.209034 \n", "40599 9.208075 \n", "40699 9.148055 \n", "40700 9.164992 \n", "40732 9.166978 \n", "40733 9.181456 \n", "40807 9.452973 \n", "40914 9.665293 \n", "40915 9.656753 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.loc[df1.k==ik,['Year','Month','Day','Lat','Lon','Pressure','Si','AbsSal','ConsT']]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(49.16, 49.17)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(df1.loc[df1.k==ik,['Lon']],df1.loc[df1.k==ik,['Lat']],c=df1.loc[df1.k==ik,['Si']])\n", "plt.xlim(-123.58,-123.53)\n", "plt.ylim(49.16,49.17)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }