{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to Investigate Base Run's Baroclinic Properties" ] }, { "cell_type": "code", "execution_count": 528, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import datetime\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import netCDF4 as NC\n", "import pandas as pd\n", "\n", "from scipy.optimize import curve_fit\n", "from salishsea_tools import ellipse\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools import tidetools\n", "from nowcast import analyze\n", "\n", "from matplotlib.patches import Ellipse\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable" ] }, { "cell_type": "code", "execution_count": 502, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1920, 1, 1)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 502, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fBoepJnxOGKGlw8mAKlEj/I99LF5Oo39sz2r6jraWTq7Cjw0IpFpSHn44DW6b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\nI4Ef+qE4yQG29svp21zhp75Dy7LJfaYtb7/UoKO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PS9cAAF/4gl8NXRDHpCQkdJmW+UoA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\nCqYEhfALCgoKpgT/P7yrpL5dRtMjAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'GmO_TS13'\n", "if name == 'GmO_Base':\n", " timeinc = 3659558400\n", "elif name == 'GmO_TS13':\n", " timeinc = 3259872000\n", "fT1 = NC.Dataset('../../myResults/NEMO36_Tides/'+name+'/PointAtkinson.nc','r')\n", "ssh = fT1.variables['sossheig'][:]\n", "time = (fT1.variables[\"time_counter\"][:]-timeinc)/3600. \n", "print (ssh.shape)\n", "plt.plot(time,ssh[:,0,0])" ] }, { "cell_type": "code", "execution_count": 503, "metadata": { "collapsed": false }, "outputs": [], "source": [ "uv = NC.Dataset('../../myResults/NEMO36_Tides/'+name+'/CODAR.nc')\n", "ugrid = uv.variables['vozocrtx']\n", "vgrid = uv.variables['vomecrty']\n", "depths = uv.variables['deptht']\n", "u, v = viz_tools.unstagger(ugrid, vgrid)\n", "lat = uv.variables['nav_lat']\n", "lon = uv.variables['nav_lon']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So initially, I had x-values starting at 241 in Fortran, 240 in Python. However by averaging, I lose the 240 value and am starting at 241. Similarly in y I should be starting at 381. I'm not sure however, what the lats and lons I'm getting from the CODAR file are. Lets take a look at that compared to the bathymetry file." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bathyset = NC.Dataset('../../NEMO-forcing/grid/bathy_downonegrid.nc')\n", "bathy_lat = bathyset['nav_lat']\n", "bathy_lon = bathyset['nav_lon']" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "And according to research_VENUS, the VENUS east point is at 416, 283 == 49.0419, -123.3176" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TtC+XcmyLXoza/WK4KPO26G7/Oin2iyELkIg4pq95krZJmhC5e0X2Bt7spdpW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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(bathy_lon[415:418,281:285], bathy_lat[415:418, 281:285],'*')\n", "plt.plot(bathy_lon[416, 283], bathy_lat[416, 283], 'ks')\n", "plt.plot(-123.3176, 49.0422, 'ro')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, lets go back to the source. According to: http://venus.uvic.ca/locations/instrument_tables.php#SOGSHALLOW East is at 49 2.531, -123 19.059" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "49.042183333333334 -123.31765\n" ] } ], "source": [ "east_lat = 49+2.531/60.\n", "east_lon = -(123 + 19.059/60.)\n", "\n", "print (east_lat, east_lon)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "416 282 0.2969988994434936\n", "416 283 0.2939856215868898\n", "417 282 0.37109625902852533\n", "417 283 0.36725074117185247\n" ] } ], "source": [ "for i in [416,417]:\n", " for j in [282,283]:\n", " print (i, j, tidetools.haversine(east_lon, east_lat, bathy_lon[i,j], bathy_lat[i,j]))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "48.8182 -123.417 48.8181686401 -123.416664124\n" ] } ], "source": [ "print (lat[0,0], lon[0,0], bathy_lat[380, 240], bathy_lon[380, 240])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, this is what I expected. The u,v files, however are now starting at 381, 241. So 416, 283 is 35, 42" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VwRi0BoTrw7sIGBbtaOYBw0q2gkxmhxIY8nyx87mLEcSlpOdJPVd94Cq876b3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\n9UVrSmrpUraZYkhliJLmiX86C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ieast = 35; jeast = 42\n", "icent = 43; jcent = 25\n", "cent_lat = 49.0401; cent_lon = -123.4261\n", "plt.plot(v[:, 0, ieast, jeast])\n", "plt.plot(v[:, 5, ieast, jeast])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.18078 -0.108047\n" ] } ], "source": [ "print (np.mean(v[:, 0, ieast, jeast]), np.mean(v[:, 5, ieast, jeast]))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# function for fitting 6 frequencies and inferring 2 with constant\n", "def sixplustwo(xplus, M2amp, M2pha, K1amp, K1pha, O1amp, O1pha, S2amp, S2pha,\n", " N2amp, N2pha, Q1amp, Q1pha, Constant):\n", " x = xplus[0]\n", "\n", " P1K1amp = xplus[1]\n", " P1K1pha = xplus[2]\n", " K2S2amp = xplus[3]\n", " K2S2pha = xplus[4]\n", " \n", " return (M2amp * M2ft * np.cos(M2freq*x - (M2pha - M2uvt) *np.pi/180.) +\n", " K1amp * K1ft * np.cos(K1freq*x - (K1pha - K1uvt) *np.pi/180.) +\n", " O1amp * O1ft * np.cos(O1freq*x - (O1pha - O1uvt) *np.pi/180.) +\n", " S2amp * S2ft * np.cos(S2freq*x - (S2pha - S2uvt) *np.pi/180.) +\n", " P1K1amp * K1amp *P1ft * np.cos(P1freq*x - (K1pha + P1K1pha - P1uvt) *np.pi/180.) +\n", " N2amp * N2ft * np.cos(N2freq*x - (N2pha - N2uvt) *np.pi/180.) +\n", " Q1amp * Q1ft * np.cos(Q1freq*x - (Q1pha - Q1uvt) *np.pi/180.) +\n", " K2S2amp * S2amp *K2ft * np.cos(K2freq*x - (S2pha + K2S2pha - K2uvt) *np.pi/180.) + Constant )" ] }, { "cell_type": "code", "execution_count": 505, "metadata": { "collapsed": false }, "outputs": [], "source": [ "M2freq = 28.984106 # degrees per hour\n", "M2freq = M2freq*np.pi/180. # radians per hour\n", "#K1\n", "K1freq = 15.041069*np.pi/180.\n", "#O1\n", "O1freq = 13.943036*np.pi/180.\n", "#S2\n", "S2freq = 30.000002*np.pi/180.\n", "#P1\n", "P1freq = 14.958932*np.pi/180.\n", "#N2\n", "N2freq = 28.439730*np.pi/180.\n", "#Q1\n", "Q1freq = 13.398661*np.pi/180.\n", "#K2\n", "K2freq = 30.082138*np.pi/180.\n", "\n", "# initial phase calculation\n", "# for Dec 20, 2015\n", "# data for phase output from sbctides.F90; found in ocean.output\n", "K1ft = 0.882044509440140\n", "K1uvt = 180./np.pi*(-0.01198932264051458+1.198932264051458)\n", "M2ft = 1.03774639446235\n", "M2uvt = 180./np.pi*(-12.5687951531251+15.0747977989126)\n", "# Not using here so set to 1/0\n", "if name=='GmO_TS13':\n", " K1ft = 1.065505\n", " K1uvt = 111.481741\n", " M2ft = 0.982328\n", " M2uvt = 250.506179\n", "O1ft = 1.\n", "O1uvt = 0.\n", "S2ft = 1.0\n", "S2uvt = 0.0\n", "P1ft = 1.0\n", "P1uvt = 0.0\n", "N2ft = 1.0\n", "N2uvt = 0.0\n", "Q1ft = 1.0\n", "Q1uvt = 0.0\n", "K2ft = 1.0\n", "K2uvt = 0.0" ] }, { "cell_type": "code", "execution_count": 516, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sCO = 79\n", "#iichoice = [10, 20, 30, 40, 50, 60, 70]; jjchoice = [10, 20, 30, 40, 50, 60, 70]\n", "iichoice = [ieast, icent]; jjchoice= [jeast,jcent]\n", "ddchoice = range(40)" ] }, { "cell_type": "code", "execution_count": 507, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(960,)\n" ] } ], "source": [ "timeplus = np.zeros([5,960])\n", "P1K1_amp = 0.31; P1K1_pha = -3\n", "K2S2_amp = 0.27; K2S2_pha = 0\n", "v_M2pha = np.zeros((sCO, sCO, 40)); v_M2amp = np.zeros((sCO, sCO, 40))\n", "u_M2amp = np.zeros((sCO, sCO, 40)); u_M2pha = np.zeros((sCO, sCO, 40))\n", "print (time[0:-1:2].shape)\n", "timeplus[0] = time[0:-1:2]\n", "timeplus[1] = P1K1_amp*np.ones_like(timeplus[0]); timeplus[2] = P1K1_pha*np.ones_like(timeplus[0])\n", "timeplus[3] = K2S2_amp*np.ones_like(timeplus[0]); timeplus[4] = K2S2_pha*np.ones_like(timeplus[0])" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/scipy/optimize/minpack.py:601: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n" ] } ], "source": [ "vavg = np.zeros((960, sCO, sCO))\n", "vavg_M2amp = np.zeros((sCO, sCO)); vavg_M2pha = np.zeros((sCO, sCO))\n", "for ii in iichoice:\n", " for jj in jjchoice:\n", " m = v[:,:,ii,jj] == 0\n", " v_masked = np.ma.array(v[:,:,ii,jj], mask=m)\n", " vavg[:,ii,jj] = analyze.depth_average(v_masked, depths, depth_axis=1)\n", " fitted, cov = curve_fit(sixplustwo, timeplus, vavg[:,ii,jj]) \n", " vavg_M2amp[ii,jj] = fitted[0]\n", " vavg_M2pha[ii,jj] = fitted[1]" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/nowcast-dev/lib/python3.5/site-packages/scipy/optimize/minpack.py:601: OptimizeWarning: Covariance of the parameters could not be estimated\n", " category=OptimizeWarning)\n" ] } ], "source": [ "uavg = np.zeros((960, sCO, sCO))\n", "uavg_M2amp = np.zeros((sCO, sCO)); uavg_M2pha = np.zeros((sCO, sCO))\n", "for ii in iichoice:\n", " for jj in jjchoice:\n", " m = u[:,:,ii,jj] == 0\n", " u_masked = np.ma.array(u[:,:,ii,jj], mask=m)\n", " uavg[:,ii,jj] = analyze.depth_average(u_masked, depths, depth_axis=1)\n", " fitted, cov = curve_fit(sixplustwo, timeplus, uavg[:,ii,jj]) \n", " uavg_M2amp[ii,jj] = fitted[0]\n", " uavg_M2pha[ii,jj] = fitted[1]" ] }, { "cell_type": "code", "execution_count": 517, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "35\n", "43\n" ] } ], "source": [ "for ii in iichoice:\n", " print (ii)\n", " for jj in jjchoice:\n", " for i in ddchoice:\n", " if np.abs(v[5,i,ii,jj]) > 0.00000001:\n", " fitted, cov = curve_fit(sixplustwo, timeplus, v[:,i,ii,jj]) \n", " v_M2amp[ii,jj,i] = fitted[0]\n", " v_M2pha[ii,jj,i] = fitted[1]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PZtsUxJUWv1PuvtTMRprZ8Ue7bTJicvcdR32cYu0kibGD5bvAjeHr\nI3YoA7nA6vZuH++4gC40dA51J+gcGhsuGxKx3nXAw+2Mo8XPiFjnAho6fyfR0IHY6rYpiKkH0Ct8\n3RN4ATg3GTFFrFsIfLM92yYxppQdJ4KTzwZgUnt/niTHlcpjNSri9WkEdeZS/f9eSzEd9XGK+R82\nxh/2eIISHOuBZ4B+YfuJwBMR6z1MUHrjAPAm8OUjbZ/EuM4P19kA3BTR/gCwKvzHWwQMjiGWqM8A\nvgZ8NWKdH4e/NCsJZqkfMb44HJ92xQTkhcfkH8DqZMZEcAtxC7AL2BH+HvVqadtUxpTi4/Rz4D1g\nRfj5Lyf69ymWuFJ8rP4LWBPG9ALw8UQfq/bG1J7jpElwIiISJdWjlUREJA0pOYiISBQlBxERiaLk\nICIiUZQcREQkipKDiIhEUXIQEZEoSg4iIhLl/wNPanK/C1QGbQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(v_M2amp[ieast, jeast], -depths[:],'o-')\n", "plt.plot(v_M2amp[ieast, jeast-5], -depths[:],'o-')" ] }, { "cell_type": "code", "execution_count": 518, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "35\n", "43\n" ] } ], "source": [ "for ii in iichoice:\n", " print (ii)\n", " for jj in jjchoice:\n", " for i in ddchoice:\n", " if np.abs(u[8,i,ii,jj]) > 0.00000001:\n", " fitted, cov = curve_fit(sixplustwo, timeplus, u[:,i,ii,jj]) \n", " u_M2amp[ii,jj,i] = fitted[0]\n", " u_M2pha[ii,jj,i] = fitted[1]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ffpZZkfqo2vQZZpZjZquClk8CPy8O2uYu4JBz7qUqDiUNxMRHJpal3gZIgXV9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\n//+4aeqrF/79AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(u_M2amp[ieast, jeast], -depths[:],'o-')\n", "plt.plot(u_M2amp[ieast, jeast-5], -depths[:],'o-')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# observations\n", "node = [[0.177, 0.006, 109, 311, 0.106, 0.007, 112, 188],[ 0.262, -0.005, 125, 320, 0.175, -0.011, 122, 220]]\n", "# v1.0\n", "soon = [[0.16, 0.013, 130, 305, 0.08, 0.005, 135, 184], [0.29, -0.017, 137, 324, 0.19, -0.025, 131, 226 ]]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "CX, SX, CY, SY, ap, am, ep, em, major, minor, theta, phase = ellipse.ellipse_params(uavg_M2amp, uavg_M2pha, vavg_M2amp, vavg_M2pha)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(79, 79)\n" ] }, { "ename": "NameError", "evalue": "name 'soon' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mii\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mjj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minode\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mieast\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0micent\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mjeast\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mjcent\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m ellsc = Ellipse(xy=(lon[ii,jj], lat[ii,jj]),\n\u001b[1;32m----> 9\u001b[1;33m \u001b[0mwidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mscale\u001b[0m \u001b[1;33m*\u001b[0m \u001b[0msoon\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minode\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 10\u001b[0m \u001b[0mheight\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mscale\u001b[0m \u001b[1;33m*\u001b[0m \u001b[0msoon\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minode\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[0mangle\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0msoon\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minode\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNameError\u001b[0m: name 'soon' is not defined" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scale = 0.4\n", "print (major.shape)\n", "grid_B = '../../NEMO-forcing/grid/bathy_downonegrid.nc'\n", "fig, ax = plt.subplots(1, 1, figsize=(10,10))\n", "viz_tools.set_aspect(ax) \n", "ii = ieast; jj = jeast; inode = 1\n", "for ii, jj, inode in zip((ieast,icent), (jeast, jcent), (1,0)):\n", " ellsc = Ellipse(xy=(lon[ii,jj], lat[ii,jj]),\n", " width=scale * soon[inode][0],\n", " height=scale * soon[inode][1],\n", " angle= soon[inode][2],\n", " color='grey')\n", " ax.add_artist(ellsc)\n", " ellsc = Ellipse(xy=(lon[ii,jj], lat[ii,jj]),\n", " width=scale * node[inode][0],\n", " height=scale * node[inode][1],\n", " angle= node[inode][2],\n", " color='green')\n", " ax.add_artist(ellsc)\n", " ellsc = Ellipse(xy=(lon[ii,jj], lat[ii,jj]),\n", " width=scale * major[ii,jj],\n", " height=scale * minor[ii,jj],\n", " angle=theta[ii,jj]+29,\n", " color='red')\n", " \n", " ax.add_artist(ellsc)\n", "viz_tools.plot_land_mask(ax, grid_B, coords='map')\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=5)\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=10)\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=20)\n", "\n", "ax.set_xlim(-123.7, -123.)\n", "ax.set_xticks((-123.6, -123.4, -123.2, -123.))\n", "ax.set_xticklabels(('-123.6', '-123.4', '-123.2', '-123.'))\n", "ax.set_yticks((48.9, 49, 49.1, 49.2, 49.3))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Latitude\", fontsize=20)\n", "\n", "ax.set_ylim(48.89, 49.3)\n", "ellsc = Ellipse(xy=(-123.13, 49.2),\n", " width=scale * 0.05,\n", " height=scale * 0.2,\n", " angle=29.,\n", " color='grey')\n", " \n", "ax.add_artist(ellsc)\n", "ax.text(-123.1, 49.2,'20 cm s$^{-1}$', fontsize=14, color='grey')\n", "ax.text(-123.65, 49.28, 'New Model', fontsize=14, color='red')\n", "ax.text(-123.65, 49.26, 'Observations', fontsize=14, color='green')\n", "ax.text(-123.65, 49.24, 'Production Model', fontsize=14, color='grey')\n", "ax.text(-123.3, 48.92, 'Bathymetry: 5 m, 10 m, 20 m')\n", "ax.set_title('Barotropic Tidal Ellipses', fontsize=20)" ] }, { "cell_type": "code", "execution_count": 522, "metadata": { "collapsed": true }, "outputs": [], "source": [ "CX, SX, CY, SY, ap, am, ep, em, major, minor, theta, phase = ellipse.ellipse_params(u_M2amp, u_M2pha, v_M2amp, v_M2pha)\n", "#CX, SX, CY, SY, ap, am, ep, em, major_avg, minor_avg, theta_avg, phase_avg = ellipse.ellipse_params(uavg_M2amp, uavg_M2pha, vavg_M2amp, vavg_M2pha)" ] }, { "cell_type": "code", "execution_count": 341, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(79, 79, 40)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 341, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Zn8sIjRC3LwmJQghxhytXrhze3t6cPHmywHItW7YkMjKSrKysfMv06dOHdevW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oAAcskSMjubHDbM0Efj1KLmMV9ZWRJNDZDVq0tSb9Okwgpdz+8pJe560nrevjxKlO5IN+irLTxC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\nd3LWX66hUJ0or/4IQES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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scale = 0.2\n", "print (major.shape)\n", "grid_B = '../../NEMO-forcing/grid/bathy_downonegrid.nc'\n", "fig, ax = plt.subplots(1, 1, figsize=(10,10))\n", "viz_tools.set_aspect(ax) \n", "for ii in [20, 27, 35, 43, 50]:\n", " for jj in jjchoice:\n", " id = 0\n", " ellsc = Ellipse(\n", " xy=(lon[ii,jj], lat[ii,jj]),\n", " width=scale * major[ii,jj,id],\n", " height=scale * minor[ii,jj,id],\n", " angle=theta[ii,jj,id]+29,\n", " color='blue')\n", " ax.add_artist(ellsc)\n", " ellsc = Ellipse(\n", " xy=(lon[ii,jj], lat[ii,jj]),\n", " width=scale * major_avg[ii,jj],\n", " height=scale * minor_avg[ii,jj],\n", " angle=theta_avg[ii,jj]+29,\n", " color='red')\n", "# ax.add_artist(ellsc)\n", " \n", "viz_tools.plot_land_mask(ax, grid_B, coords='map')\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=5)\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=10)\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=20)\n", "\n", "ax.set_xlim(-123.7, -123.)\n", "ax.set_xticks((-123.6, -123.4, -123.2, -123.))\n", "ax.set_xticklabels(('-123.6', '-123.4', '-123.2', '-123.'))\n", "ax.set_yticks((48.9, 49, 49.1, 49.2, 49.3))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Latitude\", fontsize=20)\n", "\n", "ax.set_ylim(48.89, 49.3)\n", "ellsc = Ellipse(xy=(-123.13, 49.2),\n", " width=scale * 0.05,\n", " height=scale * 0.2,\n", " angle=29.,\n", " color='grey')\n", " \n", "ax.add_artist(ellsc)\n", "ax.text(-123.1, 49.2,'20 cm s$^{-1}$', fontsize=14, color='grey')\n", "#ax.text(-123.65, 49.28, 'Barotropic Tides', fontsize=14, color='red')\n", "#ax.text(-123.65, 49.26, 'Surface Tides', fontsize=14, color='blue')\n", "ax.text(-123.2, 48.91, 'Bathymetry: 5 m, 10 m, 20 m')\n", "ax.set_title('30-m depth Tidal Ellipses', fontsize=20)" ] }, { "cell_type": "code", "execution_count": 515, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(79, 79, 40)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 515, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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K5nncQ5X/wLnGxoE/NqU/T+i9jEsBsBI4XV0KhebyJC64DaR/ZpKv3w+xRPrTC0zN8Tvn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Rg3xXmyfXfcbSvdt4ZuJ5GJrVH4YuaY0H8OmUDvhUdf3SAZ97iawlLW5d+zz98w7j2p7fTR0n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\nrRQk2IN84LNBXlhReAvyDG3HOmrjBg8PhHxIMANfMMY2AQZNwBfsY2OH+Rz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OnMjkyZOZ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FhYV06tSJyy67jFtvvRWlFKNGjWLRokV88cUXZGZmWrZ99NFHmTZtGt9++y0ZGZU7cUJl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\nbbnZvR+NAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scale = 0.2\n", "print (major.shape)\n", "grid_B = '../../NEMO-forcing/grid/bathy_downonegrid.nc'\n", "fig, ax = plt.subplots(1, 1, figsize=(15,15))\n", "viz_tools.set_aspect(ax) \n", "id=0\n", "cmap = plt.get_cmap('plasma')\n", "cmap.set_bad('white')\n", "\n", "mesh=ax.pcolormesh(lon[:-1,:-1], lat[:-1,:-1], CX[:,:,id], cmap=cmap, vmin=0, vmax=0.5)\n", " \n", "viz_tools.plot_land_mask(ax, grid_B, coords='map')\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=5)\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=10)\n", "viz_tools.plot_coastline(ax, grid_B, coords='map', isobath=20)\n", "\n", "ax.set_xlim(-123.7, -123.)\n", "ax.set_xticks((-123.6, -123.4, -123.2, -123.))\n", "ax.set_xticklabels(('-123.6', '-123.4', '-123.2', '-123.'))\n", "ax.set_yticks((48.9, 49, 49.1, 49.2, 49.3))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Latitude\", fontsize=20)\n", "\n", "ax.set_ylim(48.89, 49.3)\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=\"5%\")\n", "\n", "fig.colorbar(mesh, cax=cax)\n", "\n", "\n", "#ax.text(-123.1, 49.2,'20 cm s$^{-1}$', fontsize=14, color='grey')\n", "#ax.text(-123.65, 49.28, 'Barotropic Tides', fontsize=14, color='red')\n", "#ax.text(-123.65, 49.26, 'Surface Tides', fontsize=14, color='blue')\n", "ax.text(-123.16, 48.902, 'Bathymetry: 5 m, 10 m, 20 m')\n", "ax.set_title('Cosine of Across Strait M2 Velocity', fontsize=25)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.4966666666666667\n", "0.6633333333333333\n", "0.8300000000000001\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xp5oQoHIuNm8+QHFxFt98U0t5OQwZAtnZcWRnl/S5mDMfPpl37arFbocBA3pX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pL831issFBgt9vp0+foCu5y2WnfXjc5CxWEEF2AS4CsOsf6AlcDfYEuwBdCiF5SnmqmhaYpOByq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\nQgghhOgilJwJIYQQQnQR/wM3fkeLeBDZygAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2,figsize=(10,7))\n", "ileft = 20\n", "iright = 30\n", "axs[0].plot(major[ileft, 20], -depths[:], 'o-', label=\"Farthest East\", color='b', alpha=0.33)\n", "for jj in [30, 40, 50]:\n", " print ((jj-20)/60.+0.33)\n", " axs[0].plot(major[ileft, jj], -depths[:], 'o-', color='b', alpha=(jj-20)/60.+0.33)\n", "axs[0].plot(major[ileft, 60], -depths[:], 'o-', label=\"Farthest West\", color='b', alpha=1)\n", "\n", "axs[1].plot(major[iright, 10], -depths[:], 'o-', label=\"Farthest East\", color='b', alpha=0.33)\n", "for jj in [20, 30, 40, 50]:\n", " axs[1].plot(major[iright, jj], -depths[:], 'o-', color='b', alpha=(jj-20)/70.+0.33)\n", "axs[1].plot(major[iright, 60], -depths[:], 'o-', label=\"Farthest West\", color='b', alpha=1)\n", " \n", "\n", "axs[0].set_ylim(-250,0)\n", "axs[0].legend(loc='lower right')\n", "axs[1].set_ylim(-80,0)\n", "axs[1].legend(loc='lower right')\n", "axs[0].set_title(\"Major Axis, Robert's Bank Line\")\n", "axs[1].set_title(\"Major Axis, Westham Island Line\")" ] }, { "cell_type": "code", "execution_count": 441, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 441, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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debMH7r/rzN+01MnMdRHxU2Bf4EtND+0LfLGL5oabbg3KrOEXRcTyzLy/qvNI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\n0zs2vxe4MjNPKt/fEBFHApdFxPsy845xX0if2O0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major, mask=m)\n", "mm = minor == 0\n", "minor_masked = np.ma.array(minor, mask=mm)\n", "mt = theta == 0\n", "theta_masked = np.ma.array(theta, mask=mt)\n", "fig, ax =plt.subplots(1,1,figsize=(10,10))\n", "cmap = plt.get_cmap('plasma')\n", "cmap.set_bad('burlywood')\n", "mesh=ax.pcolormesh(lon[20], -depths[:], major_masked[20].transpose(), cmap=cmap, vmax=0.4, vmin=0.25)\n", "ax.set_ylim((-20,0))\n", "ax.set_xlim(-123.53, -123.1)\n", "#ax.set_xlim(-123.45, -123.09)\n", "#ax.set_xticks((-123.4, -123.3, -123.2, -123.1))\n", "#ax.set_xticklabels(('-123.4','-123.3', '-123.2', '-123.1'))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Depth (m)\", fontsize=20)\n", "cbar = fig.colorbar(mesh)\n", "cbar.ax.tick_params(labelsize=14) \n", "cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax.set_title(\"Robert's Bank Line\", fontsize=25)" ] }, { "cell_type": "code", "execution_count": 378, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 378, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S8l9d/KTS8qHh6n+LV9+1uLT8Cb/durT8zLsGS8vXGS3/OQH8evDe8gP9FeXqWES8GXgH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\n/H81AyZXsXJaxwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major,mask=m)\n", "fig, ax =plt.subplots(1,1,figsize=(10,10))\n", "cmap = plt.get_cmap('plasma')\n", "cmap.set_bad('burlywood')\n", "mesh=ax.pcolormesh(lon[27], -depths[:], major_masked[27].transpose(), cmap=cmap, vmax=0.4, vmin=0.25)\n", "ax.set_ylim((-20,0))\n", "ax.set_xlim(-123.53, -123.16)\n", "#ax.set_xlim(-123.45, -123.09)\n", "#ax.set_xticks((-123.4, -123.3, -123.2, -123.1))\n", "#ax.set_xticklabels(('-123.4','-123.3', '-123.2', '-123.1'))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Depth (m)\", fontsize=20)\n", "cbar = fig.colorbar(mesh)\n", "cbar.ax.tick_params(labelsize=14) \n", "cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax.set_title(\"Middle Line\", fontsize=25)" ] }, { "cell_type": "code", "execution_count": 499, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 499, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zM+s4D13bPVzzZ2ZmZtZDXPPXpsHsZD75KbVqT+8WsDQzvVJuSqSlblQxKfoz\nU4NVyZ1DuenSZmTyqJoOLjd9lHJ55KZqqznFGFRMQVhx7eR+jS7LTVuY2VdVaXOvZWZmqrjcezuz\nIpfcOrVxnizLVJfkrvXcFGuLlJ96bSiTR+745vJeUpHHMsrX5T4vczMc5a4DgMdildLl68Ws0uWL\nMtPBAczK5NOfeW/b+ezNXYfTlr+euoZr/rpYLvAzMzMza5dr/szMzKzjXJ/RPVzzZ2ZmZtZDXPNn\nZmZmnRfu7tstXPNnZmZm1kMc/JmZmZn1EN/2NTMzs45zh4/u4Zo/MzMzsx7i4M/MzMw6b2gCHxUk\nHSFpnqRFkq6RtEtF2mdK+q2ke4r0t0j6jKSZTWleK+k8SfdJelTSFZJeVffwTCQHf2ZmZtYTJO0L\nfBX4NLAtcBlwrqSNM5ssBU4C9gKeBvwPcAjwqaY0uwEXAC8v9nkOcJaknTvwEsaF2/x1QG5aq9x0\nRdnp3VB2GrfcNjY5BrPTY+V/gs6I8t9edadSq0qfmz6qnenacqrO3zIDFQ1/huq+9txUXxW7ya3K\nlbe/5rRvADMzv6tnZPY1UHE9L85MmZZb/qiWli5fkplerUrdKSmrPpfqzliU++yrem/rfi4uqSjT\nzMz1mZveLTcVXm5qQshPeTddZT4mJ9qRwAkRcULx/F2SXgYcDny4NXFE3ALc0rTodkmnAi9sSvPu\nls0+KekVwGuAS8ez8OPFNX9dLPvhZ2ZmZrUUt2q3B37dsup8YKdR7uOpwMuAC0dIuhYwv2YRJ4yD\nPzMzM+u8yW/zNxvoB+5tWX4vsGFV0SVdKmkRcCNwcUSsVEvYlPYdwJOBU6r2OZkc/JmZmZlVeyOw\nHfAm4BWSPlCWSNI+wOeB/SPi9gksXy1u82dmZmad18GWTBddvZCLrl40UrIHgEFgTsvyOcA9VRtG\nxJ3FvzdImgEcL+kLEbH8VUl6PfA94M0RcU6d8k80B39mZmY2pe22w+rstsPqy59/6tsrN7eLiGWS\nriX13D2zadVewI9qZNff9BgCkPRG4ETggIg4q275J5qDPzMzM+s4VfSQn0BHAydLuprUE/dwYCNg\nLoCko4AdImLP4vmbgcXAX0jDvuwAfBb4UUQsK9LsB5wMvAe4RFKjZnFpRHRlpw8Hf2ZmZtYTIuKH\nktYnDeuyEXA9sHdE3FEk2RDYvGmTAeCDwFNJAw3dChxDGiuw4e2kWsCvtiy/CHhRB17GmDn4MzMz\ns54REXPB94KZAAAgAElEQVQpavpK1h3c8vx04PQR9rfH+JVuYjj4M7OetJgH0JZ/Yb05qzL/3sXo\nluewKrMnu1hm05eHru0aDv7MrOcs5gGe8qqb+c73v80aa6zBggULeOubj+TOs3EAaGbTnoO/NrUz\njVE7U7Xl1g3WnCrJJkduyqd2ZKcfqxiuc0ZuerdMw+t8HvmG2uM5VVw2j3FsKD6ogC3+sjzwA1hj\njTX4zve/wkufexhL5u2+Yt5tTJE3kLnWc+9V1WfAY1pWa/kDKh/uYrEGsnmsGuVfBXXPh6rzfUlF\n/nVU5VF3ercF9GfX9Wt8pl+skpuib9ry11bX8CDPXczz95p1xnpzVl0e+DWsscYarDdn1UkqkZnZ\nxHHwZ2Y9Z/69i1mwYMEKyxYsWMD8exdPUonMekBM4MMqOfgzs54zOO/fOPTNRy4PABcsWMChbz6S\nwXnPnuSSmZl1ntv8mVnPWZXZ3PoLeNlzD1/e23dg3r+xChtMdtHMpi0NdcUgz4aDPzPrUasyG+bt\nzuPzYCbQ73tFZtYjHPyZmZlZ5/n3Vddwmz8zMzOzHuLgz8zMzKyH+LavmZmZdZ47fHQN1/yZmZmZ\n9RDX/LVpWcW0PLmpqOrO2NGHam+Tm3apv2J6rNx0SYNy69zJ0Jc57OM5rVRuX2pjKrP8vuqlb8dQ\n5hwdzynAcqkrr4/ITeNWPr9VVXkXZaZFe0jlA1I/2rc0X66Mfso/z/ozryM3UVuurDAxnye5qTUf\np3wqvFmZ15fWlU/9ljt/Z7ZRl7IwM0XftOXp3bqGa/66mKd3MzMzs/Hmmj8zMzPrPNdndA3X/JmZ\nmZn1ENf8mZmZWee5t2/XcM2fmZmZWQ9xzZ+ZmZl1XsWoEzaxXPNnZmZm1kNc82dmZmYdlxmG0SaB\na/7MzMzMeoiDPzMzM7Me4tu+HTBQcw6bGZkYvGp6t9zkcrnp3dpRNeWUjU4704zlRkMYivL05ZNQ\ntSf3a3CIyJ6nE9GEeyBzvyh3dKtmx6k7c04ufdU0dblp53LTLObSAyzKTKb2cN+S7DZ1Lc1NO9eX\nn8ZyOshNBzfSujJVU2jm9NwUmh7qpWu45q+LeXo36xa5wM/MzKYe1/yZmZlZ57k+o2v457yZmZlZ\nD3HNn5mZmXWe2/x1Ddf8mZmZmfUQ1/yZmZlZ53l6t67hmj8zMzOzHuKaPzMzM+s8T+/WNVzzZ2Zm\nZtZDXPNnZmZmnec2f13DNX9mZmZmPcQ1f12sD9WeJzinP/Jx/qDK5+/MzVXZc/NRjkHVsVqcmbN1\nZua9yr2DVXPM5rbqywy1rwmYqbdq2sJ25uodj/RVcse36rj3Za6d3HtYNQf04sz1OZ58TY+dj6FN\nJQ7+uth4BX5mZmaTLTzIc9fwbV8zMzOzHuKaPzMzM+s8d/joGq75MzMzM+shrvkzMzOzznMz9q7h\nmj8zMzOzHuKaPzMzM+s8t/nrGq75MzMzM+shrvkzMzOzzvM4f13DNX9mZmZmPcQ1f22qmo5p5jhN\nkTWDvuw0VX3RX768nbwzL2VpZlqpqtduo7dU5V3flkRmOq/cW1vxdszKLB9QZmdRXqal+SzanHau\nXO58z3USbCfv3LrcFtnp3SraL/Vn8yhfXjWbz6LMNIBmZu1y8NfFxnN+UjMzs0nlDh9dw7d9zczM\nzHqIa/7MzMys89zho2u45s/MzMysh7jmz8zMzDrPzdi7xpSr+ZP0Vkm/lTRf0pCkTUrSrCvpFEkP\nF4+TJa0zGeU1MzOz7iHpCEnzJC2SdI2kXSrS7ibpp5LukrRA0p8lHVyS7k2S/likubuIQeZ09pW0\nb8oFf8DqwHnAx8n/jvgBsC3wEuClwHOBkyekdGZmZraSGNKEPXIk7Qt8Ffg0KU64DDhX0saZTXYC\nrgP2AZ4FfBs4TtJ+TfvcmRRjnAhsDbwaeCbw/bEes06Zcrd9I+JrAJK2L1sv6RmkgG+niLiqWPZ2\n4GJJW0XEzRNWWDMzM+smRwInRMQJxfN3SXoZcDjw4dbEEXFUy6K5kvYgBYOnF8t2BG6PiK8Xz2+V\n9A3g63SpqVjzN5J/Bx6LiCsaCyLiUmABKYI3MzOziRaauEcJSTOB7YFft6w6n3rxwdrA/KbnlwIb\nSXplkc9sYD/glzX2OaGmY/C3IXB/yfL7inVmZmbWe2YD/cC9LcvvZZTxQRHgvQg4trGsqGzaHzhV\n0lJSvAFw0BjL2zFdcdtX0qcoqW5tEsAeEfH7TpVhybLfLP+/v28LZvRvUZk+N30TtDnFWmY/2end\nMnnMzMTzyyqmj7LuskiZ6bwyLVz7clO1AX2Z6dpyhlR+/vRVdNObkfmVnZ9Grf71UXcat6rrc0aU\n762N2fOycuWNzN6qrs/H+5a1UQKzFQ0MzmNwaN7kFqKD4/xd+LdHuehvj3Zs/7C8bd+pwDsj4tqm\n5VsDxwCfINUibgR8CTgOOLCjhWpTVwR/wFeAU0ZIc9so93UP8ISS5U8s1pVaZeaeo9z9xPH0bmZm\nNh5m9K9YqbF08IJJLM34233rtdl967WXP//UT+4qS/YAMAi09sKdQ0V8AFD0CP4l8JGIOK5l9QeA\nKyPi6OL59ZKOIPU1+GBElBZmMnVF8BcRDwEPjdPuLgfWlLRjo92fpJ1IvYQvG6c8zMzMbAqJiGWS\nrgX2As5sWrUX8KPcdpJ2BX4BfDQijilJsjopqGw2RLpx0JXN67oi+KujGDdnQ+DppDs1z5K0HnBb\nRMyPiBsknQccW/TyFTAXONs9fc3MzCZJponIBDsaOFnS1aSOGoeTbtPOBZB0FLBDROxZPN+dFPh9\nEzi9aey+wYh4oPj/bNLwL4eRhqJ7EumO5rURcceEvKqaplzwBxzG8Bh/QXpTAA5meCy//Un3339V\nPP8Z8M4JLKOZmZl1mYj4oaT1Sf0MNgKuB/ZuCtI2BDZv2uRAYDXgvcWj4VZgi2Kf35O0JvAOUlu/\nh4Hfkm4HdyVFuF2ZpFhr1dahfKqtFv3ZdavE+MTUVW3+xrPDx0Bm3VK11mI3lrvzSCf1Z34dr5Y5\nr1ar+A03K9O5YUbmPOnPLK/qxOQOHyubWfM1Pqgl2XU3zJifXWfWrscWf5CIiauKkxQDp+w4Udkx\n47+umNDXN9V05b1oMzMzM+uMqXjb18zMzKYY32jsHq75MzMzM+shrvkzMzOzznMTvK7hmj8zMzOz\nHuKavy4wETN5VPV+HBqn6ehsfAyq/HwYzPTKXlY1hVvmrR3KNL6ZkTkXc72DUx71poTL9baF/Hma\n752c6e1bUcOQ6yGcK9V49m3P7Wsg856bTSsdnN7N6nHNn5mZmVkPcfBnZmZm1kN829fMzMw6zmMu\ndw/X/JmZmZn1ENf8mZmZWee5w0fXcM2fmZmZWQ9xzZ+ZmZl1ntv8dQ3X/JmZmZn1ENf8mZmZWce5\nt2/3cM2fmZmZWQ9xzV8H5KacGpyAadzGc6q4iSivjV7u/RhoZwKyzJRsZKaKG2CIWfSX7ypTrtw0\nauOpr42ahNwvXuWmisukj4rrI7evocx7lZu6z2xa8WneNVzzZ2YjygV+ZmY29bjmz8zMzDrPbf66\nhmv+zMzMzHqIgz8zMzOzHuLbvmZmZtZx4enduoZr/szMzMx6iGv+zMzMrPPc4aNruObPzMzMrIe4\n5s/MzMw6ztO7dQ/X/JmZmZn1ENf8mZmZWee5t2/XcPDXpv6oX2k6nvPu1lU1T+9klstGb6namBiz\n5lvbp/Jp3IYiv6O+bCbtzLubm1+3fHkuh/GcVzi/r/HLo635mc3M2uTgz8zMzDrPbf66htv8mZmZ\nmfUQB39mZmZmPcS3fc3MzKzjKpoO2wRzzZ+ZmZlZD3HNn5mZmXWeh3rpGq75MzMzM+shrvkzMzOz\njvP0bt3DNX9mZmZmPcQ1f2ZmZtZ5rvnrGg7+OiA3HVRuedXUTnWnqcpN41Y1hdtgZtqwQblf/lTQ\nzrRvfZkP4dy5WHWLYEZmbS4PVZzTdc/33Bladb6P19Rv/RVfZLn8B/vKl3t6NzObSA7+uth4zk9q\nZmY2mcK9fbuG2/yZmZmZ9RDX/JmZmVnnuc1f13DNn5mZmVkPcfBnZmZm1kN829fMzMw6zoM8dw/X\n/JmZmZn1ENf8mZmZWed5qJeu4Zo/MzMzsx7imj8zMzPruPCkUV3DNX9mZmZmPcQ1f22qmnott65q\nvtHxSF+1TW7+XsjPB2xTX27e334GS5fn5uOdbLnzeigz//SMyP+uzV0JfZk8lDkm1b+c6x3HAc+j\nbT3AvX27h2v+zMzMzHqIgz8zMzPrvCFN3KOCpCMkzZO0SNI1knapSLubpJ9KukvSAkl/lnRwRfpd\nJC2TdN0YjlTHOfgzMzOzniBpX+CrwKeBbYHLgHMlbZzZZCfgOmAf4FnAt4HjJO1Xsu91ge8Bv+lA\n0ceV2/yZmZlZx3VJm78jgRMi4oTi+bskvQw4HPhwa+KIOKpl0VxJe5CCwdNb1n0XOIlUsbbPeBZ6\nvLnmz8zMzKY9STOB7YFft6w6n1TDN1prA/Nb9n0E8ERSjWLXc82fmZmZ9YLZQD9wb8vye4EXj2YH\nkl4JvIimYFHSs4GPAi+IiJC6ooazkoM/MzMz67wO3va9+F8PcMm/HujY/gEk7QycCrwzIq4tls0i\n3f59b0Tc1kja0YKMAwd/ZmZmNqW9cLPZvHCz2cuff/6iG8uSPQAMAnNals8B7qnaf9Ej+JfARyLi\nuKZVGwHPBE6UdFKxrC9toqXAyyOi6zqAOPgzMzOzjpvsDh8RsUzStcBewJlNq/YCfpTbTtKuwC+A\nj0bEMS2r7wT+rWXZO4A9gdcAt4613J3g4M/MzMx6xdHAyZKuBi4l9fLdCJgLIOkoYIeI2LN4vjsp\n8PsmcLqkRq3hYEQ8EBEDwN+aM5B0H7AkIv4+Aa+nLQ7+zMzMrPNGGHx5IkTEDyWtTxrWZSPgemDv\niLijSLIhsHnTJgcCqwHvLR4NtwJbdL7EneGhXszMzKxnRMTciNgiIlaLiB0i4tKmdQdHxJYtz/tL\nHtnALyI+ERHP6fTrGAvX/LUpN9H8SOvKDCo31XyFionrzUYymDlH6567VdsMqHx5X+TzGKD8Wuir\n23mu6prKXDu5PHLLVVGmvprHdwmD2X2ZTRcVl75NMEcQZmZmZj3ENX9mZmbWcZPd29eGuebPzMzM\nrIc4+DMzMzPrIb7ta2ZmZp3n275dwzV/ZmZmZj3ENX9mZmbWcdEFgzxb4po/MzMzsx7imj8zMzPr\nOA/10j0c/JmZmZl1AUl7AXsBuwKbALOBRcB9wJ+A3wI/j4g7x5KPgz8zMzPrPNf8lZK0OvAu4O2k\ngK9xoBaTgr7VgC2ALYF9gK9JOhv4UkRc3k6ebvNnZmZmNgkkvQW4GfgsqYbvE6Sav3UjYvWI2Dgi\nNiBV1m0NvAU4E9gbuETSGZI2qZuva/7MzMys49zmr9TxwE+BoyLi6lyiiAjghuJxkqS1gQOBDwAH\nAZ+sk6mDvw4YImotH8wsB+hnfC6Wqjyq1pkBDCh/jvTFUPnyzLm7tOKUnpH5csjtS+1cHyov78zo\nz+Rdruq2yWB2eflxXKyBir2Z2TT2vIj4Q92NIuJR4BhJ3wE2q7u9g78uNl6Bn5mZ2WTL/E7sae0E\nfi3bLybVBtbiNn9mZmZmPcTBn5mZmVkPcfBnZmZmnReauMcUJ+mITu7fbf7MzMzMJpCkjamugNsF\n+Fan8nfwZ2ZmZh3noV5W8BXgdZDt2RnAmzqVuW/7mpmZmU2sg4FPRkRf2QM4tpOZu+bPzMzMOs41\nf8Mi4nFJd1QkuaST+bvmz8zMzGyCRcR3K9ad1sm8XfNnZmZmneeav67hmj8zMzOzSSZp34nKyzV/\nZmZm1nEx5Jq/EWwPnDERGbnmz8zMzGzyTVh07ODPzMzMbPLFRGXk275mZmbWcR7qpXs4+GvTIg1k\n1w0yVGtfg5lgf5CgP1cLrPI8qvZlNpKhzHmSWw4woMy6GCxdPKNiX0MqvxnRl7kOZmS/TPI3NXL7\nqnfVVqcfyLzGJZQfk6WZ69nMrBMc/HWxbOBnZmY21bgOomu4zZ+ZmZnZ5JuwGh/X/JmZmVnHuc3f\niOZNVEau+TMzMzObZBHx7YnKyzV/ZmZm1nGu+eseU6rmT9J6kr4u6e+SFkq6TdK3JK3fkm5dSadI\nerh4nCxpnckqt5mZmVm7JG0g6bWSXiqpf6z7m1LBH/Ck4vFe4N+A/wR2BU5rSfcDYFvgJcBLgecC\nJ09cMc3MzKxZDGnCHlOVpMMlXdlcqSVpe+AG4MfAOcBlktYYSz5T6rZvRPwVeH3TonmS/hc4W9Ka\nEfG4pGeQAr6dIuIqAElvBy6WtFVE3DzxJTczMzMb0b5ARMRDTcu+CKwHnAjMAV4BHAZ8ud1MplrN\nX5l1gCXAwuL5vwOPRcQVjQQRcSmwANhp4otnZmZmhCbuMXVtBVzXeCJpNrAb8N2IODQiXgVcDbxp\nLJlM6eBP0rrAJ4HjIqIxRP6GwP0lye8r1pmZmZl1ow1I8UrDzsXfs5qWXQxsOpZMuiL4k/QpSUMV\nj0FJu7ZsswZwNnA78P5JKbiZmZnZ+HkImN30fDfSbJKXNS0LYNWxZNItbf6+ApwyQprbGv8Ugd+5\nwCDwqohY2pTuHuAJJds/sVhXasmy3yz/v79vC2b0bzFyqc3MzKaAgcF5DA5N2BjCpTzUy6j8HXiV\npA+TYpz9gKsj4tGmNJtREc+MRlcEf0XDxodGTAhIWpMU+AXw8ohY2JLkcmBNSTs22v1J2glYnRUj\n5xWsMnPPdopuZmbW9Wb0r1ipsXTwgkksjVX4GvBT4A5ggBS7vK8lzY7AVWPJpCuCv9EqAr9fA2sC\nrwHWkrRWsfqhiFgWETdIOg84tujlK2AucLZ7+pqZmU0O1/yNLCJ+Lukw4G3FolMj4vuN9ZJ2J8VA\n540lnykV/AHbA88v/r+p+CtSLeAewO+LZfsDxwC/Kp7/DHjnBJXRzMzMrC0RcRxwXGbdhaRhX8Zk\nSgV/EXERMOLI1hHxCHBA50tkZmZmoxEx2SWwhq7o7WtmZmZmE2NK1fyZmZnZ1OQ2f93DNX9mZmZm\nPWTUNX+S9gL2AnYFNiENQriINBL1n4DfAj+PiDs7UE4zMzObyoZc89ctKoM/SasD7wLeTgr4Gu/c\nYlLQtxqwBbAlsA/wNUlnA1+KiMs7VehuMKh8y9VFDI5PHgT9mWryQeq1nK0qr/We3PkzqKHS5QsZ\noj/KbxTk9jWk8vRDFa2+Z2T21UfmOlD58pkV10dfZtVg5kbIQLZMeUszx3GBllVsZWY2MbKfX5Le\nAtwMfJZUw/cJUs3fuhGxekRsHBEbkALIrYG3AGcCewOXSDpD0iadfgHTWS7wM5toucDPzGyqkXSE\npHmSFkm6RtIuFWl3k/RTSXdJWiDpz5IOzqS7ptjnP4pxhrtW1Sf68cCVwAsiYuuI+GREXNAyxQiR\n3BARJ0XE/sCGwLuBXYCDOlVwMzMzmzoiNGGPHEn7Al8FPg1sS5r561xJG2c22Qm4jnR381nAt4Hj\nJO3XtM/NgF8ClxT7/BxwjKTXjvGQdUzVbd/nRcQf6u6wCA6PkfQd0vxzZmZmZt3gSOCEiDiheP4u\nSS8DDgc+3Jo4Io5qWTRX0h6kYPD0YtnhwJ0R8e7i+Y2SXgC8FzirbgGLQPRIUiC5MTCzJFlExJZ1\n992QDf7aCfxatl8M3DCWfZiZmdn0MNlDvUiaSZop7Istq84n1fCN1trA7U3Pdyz20ew84ABJ/REx\n6o4AxfRt5wCrkub2vbf4u1LSGuVdicf5MzMzs14wmzRL2L0ty+8FXjyaHUh6JfAiVgwWNwR+XbLP\nGUWerflV+UJRxgOA0yKivPfYGNUO/iT1AU8mXxVJRPy+bLmZmZn1psmu+RsrSTsDpwLvjIhrO5TN\ns4EfRMT3O7R/oGbwJ+l/SfewZ4+QdMT5d83MzMzGw5X33MmV9941UrIHgEFgTsvyOcA9VRsWPYJ/\nCXwkIo5rWX1PZp8DRZ51zAceqrlNbXUGef4/4GPAg8D3gDspvw9tZmZmtoJO1vw9f87GPH/OcIfd\nY/6ycsVcRCyTdC1p2Lozm1btBfwot29JuwK/AD4aEceUJLkceE3LspcA19Rp71f4BbBbzW1qq1Pz\ndwgwD9g+Ih7pUHnMzMzMOuVo4GRJVwOXknrqbgTMBZB0FLBDROxZPN+dFJB9EzhdUqOGbzAiGrV6\nc4F3SPoKcCxpqLsDgOXDwdTwIeAKSd8E3hcRC9rYx4jqBH8bAHMd+JmZmVltXdDmLyJ+KGl90rAu\nGwHXA3tHxB1Fkg2BzZs2OZA0m9l7i0fDraQZzoiIf0l6OfAV4DDgLlK7wJ+2Ub4HiqFnriT1Fr4J\nKIu7IiJG1UmlTJ3g7x/Aeu1mZGZmZjbZImIuRU1fybqDS56vNKNHyXYXA88ba9kkPQv4HcPx1na5\nLMeST505m74FvFLShmPJ0MzMzHpPDE3cYwo7mnSn9WPApsDMiOgreYypY+2oa/4iYq6kpwGXSvok\n8AfKqyKJiNvGUigzMzOzHvTvwE8i4tOdzKTuOH9/Js3Xe0JFmmhjv2ZmZma9binwr05nUmeol0NJ\nvVgGgAtJDRo91IuZmZmNaKoP8jxBLgSe3+lM6tTQvRe4D9gpIv7ZofKYmZmZ9ar3AVdK+gDw+YgY\nU8eOnDrB36bA8Q78zMzMrC7X/I3KR0jDz3wGeKukP5Ef6uWQdjOpE/zdSWYuXzMzMzMbs4Oa/t+c\nFcccbBakyTfaUif4Oxk4VNJaEfFYuxmamZlZ73HN36jkgr1xVSf4+yzwHOA3kt4PXOsg0MzMzGx8\nRMStE5FPneBvSfFXwAUAUmkUHxHhoV7MzMxsOdf8dY86QdrFjHE6ETMzMzNLJK0WEYsmeh91ZvjY\nvXaJzMzMzABc81fmn5KOAuZGxJIRUzeRtA3wSeAa4FN1tq0zt6+ZmZmZjZ/zSPP53i3p25L2kLRa\nLrGkLSQdLuly0jS72wC/q5up2+aZmZmZTYKIOFDSN0jj+r2teAxK+jtwNzAfWBXYAHg6MJvU9+I+\n4MPAV+rWGEJF8CfpvcA3ImJx3Z0W228HbBgR57azvZmZmU0f7vBRLiKuBl4iaSvS2H0vBrYFnt2S\n9H7gJ8CZwJkRsazdPKtu+34GuEXS+yU9aTQ7U/JSSWeR7kFv027BzMzMzHpFRNwcER+IiB2AdUg1\nfTsB2wFPjog5EfGGiDh9LIEfVN/2fTbpPvRRwKclXQZcQgrqWqsinwHsSIpWNwQeBP4bOHYshTMz\nM7PpwTV/oxcRC4Gbi8e4ywZ/EXET8EpJOwHvAPYBXkj5cC+Nd/RG4PPAiR4A2szMzKz7jNjhIyIu\nAy6TdBiwK7ALsAmpxm8RqdHhdcCFEfHXDpbVzMzMpqgYmuwSWEOdcf4eA35ZPGwCDMpjaltn5M6t\nRQyWb6DMcqA/cyunn/Lls+jP7mtGphnyzMzyGZm8hyryyBSLvsyK3OuoajD9uMqb48xX7U55Zmbj\nzkO9mJmZWce5zV/38CDPZmZmZj3ENX9mZmbWca756x6u+TMzMzPrIa75MzMzs45zzV/7JG1AGnFl\nIfCbiMj3whsF1/yZmZmZdQFJh0u6UtL6Tcu2B24AfgycQxp+b42x5OPgz8zMzKw77AtERDzUtOyL\nwHrAiaTgbwfgsLFk4tu+ZmZm1nG+7TsqW9E0nrKk2cBuwPER8fZi2ZXAm4Avt5tJ7eBP0hOB55Gi\n0NKRVCPi5HYLZGZmZtajNiDNnNawc/H3rKZlFwMHjSWTUQd/kmYCc4EDyN8uFmnuXwd/ZmZmtpxr\n/kblIWB20/PdgCHgsqZlAaw6lkzq1Px9CjgYuAU4FbgdGBhL5mZmZma23N+BV0n6MDAI7AdcHRGP\nNqXZDLhnLJnUCf7eBNwEbBcRi8aSqZmZmfUW1/yNyteAnwJ3kCrYVgfe15JmR+CqsWRSp7fvE4Fz\nHPiZmZmZjb+I+DmpJ+9fgRuB90bE9xvrJe0OrAmcN5Z86tT83QasPZbMzMzMrEcNueZvNCLiOOC4\nzLoLSR1ux6ROzd9JwN6S1hlrpmZmZmY2OerU/H0O2Ab4jaT3Ade2NEA0MzMzK+U2fyuTdAKp9+6H\nIuLe4vloREQc0m6+2eBP0lBRoJVWAb8p0uQK5MGjzczMzKodRIq1Pg/cy+jH7wtg/IM/4PeUB39m\nZmZmtbjmr9Tmxd87W553VDb4i4jdJ6IAZmZmZr0oIm6tet4pdTp8mJmZmdkkkzSm5nWjDv4kzZP0\nrhHSvEPSvLEUyMzMzKafiIl7TFWSviOpcuo2SZsDl4wlnzo1f5sB646QZl1g07ZLY2ZmZta7DgGu\nkvSMspWS9gH+AOwwlkzG+7bvWsDScd6nmZmZTXERmrDHFPYZYGvgGkkHNxZKmiXpW8APSXP+vnYs\nmVTeM5a0ScuidUuWAfQDmwD7AL7ta2ZmZlZTRHxU0oXA94HjJb2INN/v8cBzgEuB/SPijrHkM1KD\nwX+x4nAv/1M8cgT8v7EUyMzMzKafKV4jN2Ei4gJJ2wInA28qHkPAp4H/i4ihseYxUvB3Min4E3AA\ncB3wp5J0g8CDwAURcf5YC2VmZmbWwx4D7ifFXwCPABeNR+AHIwR/EXFQ439JBwBnRcQnxyNjMzMz\n6x2u+RsdSdsAZwBbAecDPwG+BJwn6fPAR8caBI56nJiI8JiAZmZmZh0i6b+BL5Disw9FxOeL5b8j\nBYQfAHaXtF9E3N5uPm0NEijpKcB2wDqkqsg/jqUQZmZmNr255m9Uvg7cRurUcXljYUTcLGlH4MvA\nO0hN8DZoN5NawZ+krYBvAS8qWfdb4B0RcVO7hTEzMzPrYT8D3hIR81tXRMRS4J1FvHX8WDIZdfAn\n6anAZaRI8xbS6NL3ABsCuwAvBi6RtFNE/GMshTIzMzPrNREx4vh9EXGWpGvGkk+dmr+jSIHf/wDf\nbOX5/6IAACAASURBVG5sKKkPeCfwFeCzwBvHUigzMzObXmLIt33HQxFzPReYkDZ/LwbOiYhjWlcU\ngeDXJL0U2LPdwpiZmZnZyiRtChwKHAxsRJpgoy11evDOonyMv2Z/BGa2WxgzMzObnrplejdJR0ia\nJ2mRpGsk7VKRdhVJJ0r6s6SlRXu7snQzJX2y2O9iSf8qeu6OiaR+Sa+T9CtSk7sPkwK/34xlv3Vq\n/v4MPHWENE8lDQRtZmZm1lUk7Qt8FTiMNFXaO4BzJT0zM2VaP7AIOAZ4ObBuZtdnAE8i1cz9A5gD\nrDaGcm4BvBU4CHhisfgB4FjguxFxa7v7hnrB32eBsyTtHRHnlhT0FaSJhl8zlgKZmZnZ9NMlQ70c\nCZwQEScUz98l6WXA4aRatRVExELgCFg++PJKwZ+klwB7AFtGxEPF4tvqFkzSDFIc9bZif33AUtIg\nz/sAP4uIj9Xdb5k6wd8GwLnALyRdAPweuJcU3e5GGv7lbGB2MRvIchFx8ngU1szMzKwdkmYC2wNf\nbFl1PrDTGHb9auBq4D1F/LOIFC99KCIWjKJcW5Fq+Q4EZpOmdLsWOAk4LSLmSxqXad0a6gR/JzE8\nz++elHfs+A/gVU3PVWzj4M/MzKyHdUHN32zSbdx7W5bfS+rU2q4tgBcCS4DXkWoHv0Fqmzea0U9u\nJMVK9wJHAydFxF/HUJ4R1Qn+Du5YKczMzMympj5giDQrx+OwfJq2X0l6QkTcP4p9BKm28MxOB35Q\nb27f73WyIGZmZjZ9dbLm74+P/JM/PfLPkZI9AAySmqs1m0OatKJddwN3NgK/wt9Jdz83AUYK/j4K\nHEKqZDtI0o2ku62nRMTdYyhXVp2hXszMzMy6znbrbM7Bm7xo+aNMRCwjtaXbq2XVXqSev+26FHiS\npNWblj2dVJs3Yq/ciPhMRGwB7A2cBWwJfA64TdIvJY37xBm1gz9JT5B0mKSvSTq+ZfnzJbXdtdnM\nzMympy4Z5+9oUu3aIZKeIelrpLZ5cwEkHSVphTH0JD1T0rakNoNrStqm6PnbcBrwIHCipK0l7Uwa\nTuZHEfHA6I9PnBcRrweeAnyIFDjuDfyAFEhuK2n70e6vSp02f0g6BPg6sCrDnTkOLVbPAS4ndVH+\n7ngUzszMzGy8RMQPJa3P8GDJ1wN7N43xtyGwectm55Bu3zb8kRT/9Bf7XCBpT9JYgFcB80k1eB9s\ns4z3kWr+PifpxaS46tXA84CrJF0HHB8R32xn/1Cj5k/SXsBxwE2kcWi+3VLY64G/4nH+zMzMrEtF\nxNyI2CIiVouIHSLi0qZ1B0fEli3pN4+I/qZHX0T0t6S5OSJeFhFrRsRTIuJdoxnmZRRlvSAi9gU2\nBt4H3AxsQ6qIa1udmr/3kxo17hYRj0rariTNdcC/j6VAZmZmNv10wVAvU1Zx+/hLwJck7c7wXde2\n1An+ngecHhGPVqS5g1RlamY9YlBRvpzy5UvbGKt0zaHyKcNXUWZe8/KsAegj8wWkgdLFQ5mdVb2K\nh7SodPnjfcsqtjIzG1lEXAhcOJZ91An+ZgEjVWGuS+pGbWZmZraca/66R53evv8iTYtS5QWkkarN\nzMzMrAvVCf5+BrxQ0hvKVko6GHgOcOZ4FMzMzMymjxjShD2sWp3bvl8A9gN+IOn1wDqwfAqTF5Lm\ns7uZ1NXZzMzMzLpQnend5kvaDTgZaK79a3Q3vhh403h0bTYzM7PpxW3+RiZpV+DRiPhTJ/OpNchz\nRNwG7C7pOaQhXTYAHgGuiIhrO1A+MzMzs17xO+BY4IhOZlIr+GuIiOtIY/qZmZmZjSgqhmCy5R4A\nyseKGke1gz9JmwJPII2kdX9RG2hmZmZmY3MhsFOnMxlVb19JsyUdLeluYB5w5f9v786jbCnLe49/\nf+cwRAFBRTk4gGBUEExQowEcwAiKJsYxThiFcL0KBg3ECYlGAS8oRlHUoOYCglNInCPIZJxAxAFR\nULzoCZNMKqPMnH7uH1UNzWb36bG6d1Pfz1p7de9636r3ra61OA/POxTN++v+J8mlSQ5t35UnSZKk\n2fkn4FFJDkwyfHf7eTBl5i/JI4CTgYcCAW4Hft/+fj+aN3rsC7wwyU5VtbKrzkqSpKVpzAUf07Ef\ncA7wNmCPJGcDl3P39xZVVe0x20ZWG/wlWQZ8GtiEJhV5EPDdqrq1LV+bZpuX/YEdgE+xAOlKSZKk\ne6DdJvy+gslfmVtAN8Ef8Ayad/oeB7ys6q7TNavqFuCUJKcC/06T/du5qk6ebYckSdI9j1u9TMtm\nC9HIVMHfC4FbgL0HA7+JqqrazZ7/GngRzTCxJEmSpqmqLlyIdqYK/h4HnFZVv53qQlV1ZZLvtudI\nkiTdwczfzCVZD9gAuLaqrpuv60612vehwLkzuN65wKaz744kSVJ/JVkjyVuT/Aq4BrgAuDrJr9rj\ns9qjeaKpLnCftuHpugZYb/bdkSRJ90Rm/qaWZC3g6zSLaAu4GLgM2Bh4GPBuYJckzxhffDsbU2X+\n1gJWzeB6Y+05kiRJmpl9gR2BrwFbVtXDqmq7qnoY8CjgqzS7rOw7l0ams8mzL2SRJElzUpUF+yxh\nL6fZ5+95VXX+xIKq+jXwApopdrvOpZHpBH/vTLJqOh/gHXPpjCRJUo/9MXBCVY0NK2yPnwA8fC6N\nTCf4yww/nUry8XbS441JrkzypSRbDNTZIMmxSa5pP8ckWb/rvkmSpOFqLAv2WcJuBdados46wG1z\naWS1wV9VLZvFZ/lcOjQNPwBeBWxBswl1gJOTTGz3s8A2bfkzabafOabjfkmSJM3FT4EXJXnAsMIk\nG9Lsp3z2XBqZTuZvpFTVJ6rqtKq6qKp+QvMS5AcDmwMk2ZIm4Ht1VZ1ZVd8HXgM8p31PsSRJ0ij6\nMPAA4MwkeyTZPMm9kmyWZHfg+235h+fSyJz3illMSdYB/o5mD5wL2sPbAtdX1Rnj9arqtCQ30Lx3\n+HwkSdKCWuILMRZEVR2XZBvgrcDHh1QJ8N6qOm4u7SzJ4C/JnsB7aca9zwN2qqrx8e8VwLA3klzJ\n5C9IliRJWnRV9bYkXwH2AB4LrA9cC5wFHFlV35trGyMR/CU5ENh/NVUKeFpVfbv9/ingJJpND98I\n/GeS7avq5m57KkmSZsPM3/S1o5dnTFlxlkYi+AM+ABw7RZ2Lxn+pquuB64FfJ/k+cDXwQuDTwOU0\n4+GDHtiWDXXLbafc8fvyZZuzxvLNp9t3SZJG2u2rVrJqbOVid0MjYiSCv6q6CrhqlqcvoxkDX7v9\n/j1g3STbjs/7S7I9cG/g9MkusvaaO82yeUmSRtsay++a1Lh11akL3gczf6NjJIK/6UrycJoM3yk0\n8/oeSjMp8mbgvwCq6rwkJwIfS/IamsDwCOCrg7tlS5IkLZYkR9JMbXtbVV3Rfp+uW4BLgC9W1c9n\n0u6SCv5obnRHmnfabQBcAXwb2K6qrpxQ72XA4TQvRwb4MrD3wnVTkiRNNGbmb5jdaIK/99DENLvN\n4hrvTPLXVXXCdE9YUsFfVV0CPHsa9a4FXtl9jyRJkmZts/bnbwa+T8cfAY8CPgIcQPPat2lZUsGf\nJElampzzd3dVdeHqvk/DL5M8CXjdTE4y+JMkSVq6PgXco+f8SZIk3aMl2Rh4Os3ra9ceUqWq6sD2\nl58BP5vJ9Q3+JElS5xz2nZ4k76LZyWRijBaahSETfz9wtm0sm3XvJEmSNG+S7Aq8HfgO8CKaQO+T\nwMuBTwBjwOeAv5hLO2b+JElS52pssXuwJOxJs3ffLlV1exKAC6rqc8DnknwR+Brw2bk0YuZPkiRp\nNDwGOL6qbp9wbPn4L1V1InAi8Ka5NGLmT5Ikdc45f9OyJvD7Cd9vAtYfqHMO8Nq5NGLmT5IkaTRc\nBmw84ftFwJ8M1HkQcDtzYPAnSZI6N1ZZsM8Sdhaw9YTv3wCekuRvk6yT5C9pFoKcNZdGDP4kSZJG\nw38BWycZf83bIcC1wNHAdcBXaFYA/9NcGnHOnyRJ6pxz/qZWVUfTBHrj3y9O8gTgH4GHAxcAH203\ndp41gz9JkqQRVVX/A/z9fF7T4E+SJHXOzN/oMPiTJElaJEleOZvzquqY2bZp8CdJkrR4jubO9/ZO\nx/i7fQ3+JEnS6HLYd7VuB74K/GIhGjP4kyRJWjzfAnYAng9sBHwCOK6qbu6qQff5kyRJnXOT5+Gq\n6mnAI4H3AY8AjgIuS3J4ksG3e8wLgz9JkqRFVFW/qqq3AA8BXgx8H9gTOCvJmUn2SLLOfLVn8CdJ\nkjpXtXCfpaqqbq+qz1fVLjSbOv8fmnf9fhy4NMl289GOwZ8kSeqNJHslWZnkpiQ/TPLk1dRdO8lR\nSc5OcmuSbwyp8/wkJya5Msl1Sc5I8py59rOqLqyqtwOvAX4DrAs8YK7XBYM/SZK0AGosC/aZTJKX\nAIcBBwHbAKcDJyR5yCSnLAduAg6nee/uMDsApwLPbq95PPDFJE+azd+p7eeDkvxTkpU0q4DvD3wK\n+PFsrzmRq30lSVJf7AMcWVVHtt9fn2QXmvl1+w9Wrqobgb0AkvwpsMGQOv8wcOiAJH8JPA84bbod\nS7IM+CvgfwG70MRoPwPeABxbVddO91pTMfiTJEmdW+x9/pKsCTweOHSg6CRg+3lubj3g6mn2azNg\nD2B3mvl9NwCfBD5RVWfOc78Agz9JktQPG9IM414xcPwK4Onz1UiS1wEPBo6d5im/an/+EPhn4LNV\ndcN89WcYgz9JktS5LvffO++W8zjv1l92dv3pSvJC4D3Ai6vq4umeBtxGk/V7B/COZMq/VVXVprPt\np8GfJEla0rZYewu2WHuLO75/5Q9fGVbtd8AqmrdoTLQRcPlc+5DkRTTDta+oquNnePqaNHv8LQhX\n+0qSpHu8qroN+BGw80DRzsxgYcYwSV5ME/i9sqq+OMN+LZvNZy79NfMnSZI6NyKbL78fOCbJD2gC\nvj1phluPAEhyMPCEqtpp/IQkWwJr08wZXLdd9UtVnd2WvxQ4BvhH4LtJxjOLt1bVtBZ9LDSDP0mS\n1AtVdVyS+9Fs67IxcA7wrKq6pK2yAths4LTjgU0mfD8LKJrFI9BswrycZv/AwybU+xbwF/N6A/PE\n4E+SJHVusbd6GVdVR9Bm+oaU7T7k2GAwOFj+tHnq2oJxzp8kSVKPmPmTJEmd63KrF82MmT9JkqQe\nMfMnSZI6NyKrfYWZP0mSpF4x8ydJkjo3Kqt9ZeZPkiSpVwz+JEmSesRhX0mS1Dm3ehkdBn+SRt4f\nlt02/DjDj9+rlg89DrB2rRp+nOHnTDY8clOGXwfgmmW3TFomSYvN4E+SJHWuxha7BxrnnD9JkqQe\nMfMnSZI651Yvo8PMnyRJUo+Y+ZMkSZ1zte/oMPMnSZLUI2b+JElS56oWuwcaZ+ZPkiSpR8z8SZKk\nzjnnb3SY+ZMkSeoRgz9JkqQecdhXkiR1zgUfo8PMnyRJUo+Y+ZMkSZ3z9W6jw8yfJElSj5j5kyRJ\nnRtzzt/IMPMnSZLUI2b+JElS51ztOzrM/EmSJPWImT9JktQ5X+82Osz8SZIk9YjBnyRJUo847CtJ\nkjrngo/RYeZPkiSpR8z8SZKkzpn5Gx1m/iRJknrEzJ8kSeqcW72MDjN/kiRJPWLmT5Ikdc4pf6PD\nzJ8kSVKPmPmTJEmdGzP1NzLM/EmSJPWImT9JktS5wtW+o8LMnyRJUo8Y/EmSJPWIw76SJKlzLvgY\nHWb+JEmSesTMnyRJ6pyJv9Fh5k+SJKlHzPxJkqTOOedvdJj5kyRJ6hEzf5IkqXMm/kaHmT9JkqQe\nMfiTJEmdG6uF+6xOkr2SrExyU5IfJnnyFPW3TvLNJDcmuTjJ24fUeXmSs5LckOSyJMcm2Whuf7Hu\nGPxJkqReSPIS4DDgIGAb4HTghCQPmaT+esDJwGXA44E3AG9Kss+EOk8CjgGOAh4NPBfYEvhUd3cy\nNwZ/kiSpL/YBjqyqI6vql1X1eprAbs9J6r8CuBfwqqr6RVV9AXgPsO+EOtsCF1fVh6rqwqo6E/gw\n8Ofd3cbcGPxJkqTO1QJ+hkmyJk327uSBopOA7Sc5bVvgO1V164RjJwIPSrJp+/00YOMkf9W2syHw\nUuBrk/4xFpnBnyRJ6oMNgeXAFQPHrwBWTHLOiknqZ/ycqjoDeBnw6SS3Ale29Xabe5e74VYvkiSp\nc2MdXvuiOpeL+XmHLUwuyaOBw4F30WQRNwbeB3wceNWidGoKBn+SJGlJ2yRbsQlb3fH99Pr8sGq/\nA1YBg6twNwIun+TSl09Svyac81bg+1X1/vb7OUn2Ar6TZL+qunS697FQHPaVJEmdW+w5f1V1G/Aj\nYOeBop1p5u0N8z3gKUnWmnDsGcClVXVh+/3eNEHlRGNtV0YyzhrJTkmSJHXg/cBuSfZIskWSD9IM\n0x4BkOTgJKdMqP8Z4Ebg6CRbJXkB8BbgXybU+Srw3CSvTbJZu/XLB4EfVdUlC3FTM+WwryRJ6lyX\nc/6mq6qOS3I/YH+aoO8c4FkTgrQVwGYT6l+XZGfgI8APgKuBQ6vqsAl1PplkXeB1NHP9rgG+QTMc\nPJIM/iRJUm9U1RG0mb4hZbsPOXYusOMU1/wITYC4JBj8SZKkztUUr13TwnHOnyRJUo+Y+ZMkSZ0b\nhTl/apj5kyRJ6hGDP0mSpB5Z0sFfkhOSjLX77kw8vkGSY5Nc036OSbL+YvVTkqS+W+xNnnWnJRv8\nJXkjcDvDn/NngW1oduF+JvA44JiF650kSdJoWpILPpI8AdgbeDxw5UDZFjQB3/ZVdWZ77DU079h7\nRFWdv9D9lSSp71zwMTqWXOYvyXrAp4FXV9XvhlTZDri+qs4YP1BVpwE3ANsvTC8lSZJG01LM/P0r\ncHxVnTRJ+Qrgt0OOX9mWSZKkBWbmb3SMRPCX5ECa9+xNpoCnAZsCf0oz3Duvbrntzvc4L1+2OWss\n33y+m5AkaVHcvmolq8ZWLnY3NCJGIvgDPgAcO0Wdi4HdgS2BG5JMLDsuyelV9VTgcuABQ85/YFs2\n1Npr7jSjDkuStFSssfyuSY1bV5264H1wFe7oGIngr6quAq6aql6StwGHDhw+B9gX+Er7/XvAukm2\nHZ/3l2R74N7A6fPWaUmSpCVoJIK/6aqqy4DLJh5rM4CXVNUFbZ3zkpwIfKxd5RvgCOCrrvSVJGlx\nOOdvdCy51b5DDMskvww4G/g6cAJwFvDKheyUJEnSKFpSmb9hqmr5kGPXYrAnSdLIKGf9jYx7QuZP\nkiRJ02TwJ0mS1CNLfthXkiSNPhd8jA4zf5IkST1i5k+SJHX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major,mask=m)\n", "fig, ax =plt.subplots(1,1,figsize=(10,10))\n", "cmap = plt.get_cmap('plasma')\n", "cmap.set_bad('burlywood')\n", "mesh=ax.pcolormesh(lon[35], -depths[:]+0.5, CX[35].transpose(), cmap=cmap, vmax=0.35, vmin=0.)\n", "ax.set_ylim((-50,0))\n", "ax.set_xlim(-123.53, -123.16)\n", "ax.set_xticks((-123.4, -123.3, -123.2))\n", "ax.set_xticklabels(('-123.4','-123.3', '-123.2'))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Depth (m)\", fontsize=20)\n", "cbar = fig.colorbar(mesh)\n", "cbar.ax.tick_params(labelsize=14) \n", "cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax.set_title(\"Major Axis across Westham Island Line\", fontsize=25)\n", "ax.plot(east_lon,-5,'wo')" ] }, { "cell_type": "code", "execution_count": 429, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 429, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wi5pfQscM9iRJUu2iqn/qAJTZutcCawK/qSi2NkWe8O7y+TYUcdOKoC4zb4yIq4EdMNiT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\n4m3AVcAWwFURsYBitOw+mXl2WWZvYCH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major,mask=m)\n", "p = phase == 0\n", "phase_masked = np.ma.array(phase,mask=p)\n", "fig, ax =plt.subplots(1,1,figsize=(10,10))\n", "cmap = plt.get_cmap('plasma')\n", "cmap.set_bad('burlywood')\n", "mesh=ax.pcolormesh(lon[icent], -depths[:]+0.5, phase_masked[icent].transpose(), cmap=cmap)\n", "ax.set_ylim((-20,0))\n", "ax.set_xlim(-123.53, -123.16)\n", "ax.set_xticks((-123.4, -123.3, -123.2))\n", "ax.set_xticklabels(('-123.4','-123.3', '-123.2'))\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "ax.set_xlabel(\"Longitude\", fontsize=20)\n", "ax.set_ylabel(\"Depth (m)\", fontsize=20)\n", "cbar = fig.colorbar(mesh)\n", "cbar.ax.tick_params(labelsize=14) \n", "cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax.set_title(\"Central Line\", fontsize=25)" ] }, { "cell_type": "code", "execution_count": 497, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 497, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eSQro1ga2BV4I7A+cIeknwCkR8ZuqGm1mZmYTi+fYdUbhqlhJ7wP+DHyJ1DN3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CAAAO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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major,mask=m)\n", "p = phase == 0\n", "phase_masked = np.ma.array(phase,mask=p)\n", "fig, ax =plt.subplots(2,1,figsize=(10,15))\n", "cmap = plt.get_cmap('plasma')\n", "cmap.set_bad('burlywood')\n", "\n", "for ia in [0,1]:\n", " if ia==0:\n", " mesh=ax[0].pcolormesh(lon[50], -depths[:]+0.5, CX[50].transpose(), cmap=cmap, vmax=0.35, vmin=0)\n", " else:\n", " mesh=ax[1].pcolormesh(lon[50], -depths[:]+0.5, phase_masked[50].transpose(), cmap=cmap, vmin=120)\n", "\n", " ax[ia].set_ylim((-20,0))\n", " ax[ia].set_xlim(-123.53, -123.16)\n", " ax[ia].set_xticks((-123.4, -123.3, -123.2))\n", " ax[ia].set_xticklabels(('-123.4','-123.3', '-123.2'))\n", " axe = ax[ia]\n", " for tick in axe.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " for tick in axe.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " ax[1].set_xlabel(\"Longitude\", fontsize=20)\n", " ax[ia].set_ylabel(\"Depth (m)\", fontsize=20)\n", " cbar = fig.colorbar(mesh, ax=ax[ia])\n", " cbar.ax.tick_params(labelsize=14) \n", " cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax[0].set_title(\"Northern Line\", fontsize=25)" ] }, { "cell_type": "code", "execution_count": 417, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 417, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gnBHyPJBJvxmoAK8BSoO/p3/z3y9/P2XDjZmy0cZtNNFs4sgFftZbucDPrJFZ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v0vvm6Rz2qL3Np3+5brNvTdfug1e/TdLkmrZfInSZK6Z83fxDD5kyRJ3RteI4JWafNoq5MkSdKS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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major,mask=m)\n", "p = phase == 0\n", "phase_masked = np.ma.array(phase,mask=p)\n", "fig, ax =plt.subplots(2,1,figsize=(10,15))\n", "cmap = plt.get_cmap('viridis')\n", "cmap.set_bad('burlywood')\n", "\n", "for ia in [0,1]:\n", " if ia==0:\n", " mesh=ax[0].pcolormesh(lon[57], -depths[:]+0.5, major_masked[57].transpose(), cmap=cmap, vmax=0.25)\n", " else:\n", " mesh=ax[1].pcolormesh(lon[57], -depths[:]+0.5, phase_masked[57].transpose(), cmap=cmap, vmin=120)\n", "\n", " ax[ia].set_ylim((-20,0))\n", " ax[ia].set_xlim(-123.53, -123.16)\n", " ax[ia].set_xticks((-123.4, -123.3, -123.2))\n", " ax[ia].set_xticklabels(('-123.4','-123.3', '-123.2'))\n", " axe = ax[ia]\n", " for tick in axe.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " for tick in axe.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " ax[1].set_xlabel(\"Longitude\", fontsize=20)\n", " ax[ia].set_ylabel(\"Depth (m)\", fontsize=20)\n", " cbar = fig.colorbar(mesh, ax=ax[ia])\n", " cbar.ax.tick_params(labelsize=14) \n", " cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax[0].set_title(\"Further Northern Line\", fontsize=25)" ] }, { "cell_type": "code", "execution_count": 420, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 420, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZOOKePzMzM6vcgHv+eoaDPzMzM6ucH/v2Dj/2NTMzMxtH3PNnZmZmlfNs397h4M/MzMwq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = major == 0\n", "major_masked = np.ma.array(major,mask=m)\n", "p = phase == 0\n", "phase_masked = np.ma.array(phase,mask=p)\n", "fig, ax =plt.subplots(2,1,figsize=(10,15))\n", "cmap = plt.get_cmap('viridis')\n", "cmap.set_bad('burlywood')\n", "\n", "for ia in [0,1]:\n", " if ia==0:\n", " mesh=ax[0].pcolormesh(lon[65], -depths[:]+0.5, major_masked[65].transpose(), cmap=cmap, vmax=0.25)\n", " else:\n", " mesh=ax[1].pcolormesh(lon[65], -depths[:]+0.5, phase_masked[65].transpose(), cmap=cmap, vmin=120)\n", "\n", " ax[ia].set_ylim((-20,0))\n", " ax[ia].set_xlim(-123.53, -123.16)\n", " ax[ia].set_xticks((-123.4, -123.3, -123.2))\n", " ax[ia].set_xticklabels(('-123.4','-123.3', '-123.2'))\n", " axe = ax[ia]\n", " for tick in axe.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " for tick in axe.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " ax[1].set_xlabel(\"Longitude\", fontsize=20)\n", " ax[ia].set_ylabel(\"Depth (m)\", fontsize=20)\n", " cbar = fig.colorbar(mesh, ax=ax[ia])\n", " cbar.ax.tick_params(labelsize=14) \n", " cbar.set_label(\"Major Axis (m s$^{-1}$)\", fontsize=20)\n", "ax[0].set_title(\"Far Northern Line\", fontsize=25)" ] }, { "cell_type": "code", "execution_count": 501, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "28.2299\n" ] } ], "source": [ "print (depths[21])\n", "base_CX, base_SX, base_CY, base_SY, base_ap, base_am, base_ep, base_em, base_major, base_minor, base_theta, base_phase, base_u_M2amp, base_u_M2pha, base_v_M2amp, base_v_M2pha = (\n", "CX, SX, CY, SY, ap, am, ep, em, major, minor, theta, phase, u_M2amp, u_M2pha, v_M2amp, v_M2pha)\n" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IFm4bcxs3229mHesYwADUqHHgwIKZgXzFhvHjcYwerRyOpljTcPXVhK1Zw/7X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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2,figsize=(10,7))\n", "for ii in [43]:\n", " for jj in jjchoice:\n", " axs[0].plot(major[ii, jj], -depths[:], 'o-', label=jj)\n", "axs[0].set_ylim(-250,0)\n", "axs[0].legend(loc='lower right')\n", "for ii in [35]:\n", " for jj in jjchoice:\n", " axs[1].plot(major[ii, jj], -depths[:], 'o-', label=jj)\n", "axs[1].set_ylim(-250,0)\n", "axs[1].legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 520, "metadata": { "collapsed": true }, "outputs": [], "source": [ "eastobs = np.loadtxt('/ocean/mhalvers/research/adcp/east_ADCP_M2_ellipse_params.txt', skiprows=2, unpack=True)\n", "central = np.loadtxt('/ocean/mhalvers/research/adcp/central_ADCP_M2_ellipse_params.txt', skiprows=2, unpack=True)" ] }, { "cell_type": "code", "execution_count": 558, "metadata": { "collapsed": true }, "outputs": [], "source": [ "codar = [[0.113, 0.008, 126, 273,0.074, 0.006, 134, 131],[0.138, -0.037, 134, 282, 0.077, -0.009, 129, 187]]" ] }, { "cell_type": "code", "execution_count": 529, "metadata": { "collapsed": false }, "outputs": [], "source": [ "to = datetime.datetime(2014,11,26)\n", "tf = datetime.datetime(2015, 7, 13)\n", "\n", "t_o = to.strftime('%d%b%y').lower()\n", "t_f = tf.strftime('%d%b%y').lower()\n", "\n", "runname1 = '{}_{}_Central'.format(t_o, t_f)\n", "runname2 = '{}_{}_East'.format(t_o, t_f)\n", "\n", "\n", "cols=np.arange(0,9)\n", "\n", "df1 = pd.read_csv('/ocean/nsoontie/MEOPAR/TidalEllipseData/Nodes/'+runname1+'.csv', usecols=cols) \n", "df2 = pd.read_csv('/ocean/nsoontie/MEOPAR/TidalEllipseData/Nodes/'+runname2+'.csv', usecols=cols)\n", "\n", "cen = df1.as_matrix()\n", "east = df2.as_matrix()" ] }, { "cell_type": "code", "execution_count": 577, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 577, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Bzp07G8ww36VLF/r27cvxxx8f9BFJNTUmieLixaanc948cPuKUEe7dibj/4UX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bdpDSNGwNq1Rr9NG9i3D0JDa3TbvDxISICLF43+++/DU0/det7ftv2NGRtmAHB/6/vZ8OSGW84p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rB6\nU72iJHMLjeN6bLMCmjbdSLNmG2jefD3Nm/t/e/duyDHHdOWQQ/YlI0O/6SX9KQGNjeKjVDU7briN\nyX/5mFc5mdfqjWLZjlYR16tVC4YPhwsu8IlnyI3ShFm1ahUTJ05k9erVANStW5crr7yS+vXrJ/7g\nIlFQAppECrCSLjZt8s1eC5+3DP83uKgbV5mZkJ3tn3Fp1aqAevU2YrYCWEyzZuto1mw9TZtuIjPT\nX7Vt2LAhvXv3ZsCAAXqGRaocJaCxUXyUqmDtWt8AaNIkePutArZui9zJT0YGDB4MI0fC2Wf72Jds\n+fn5PPTQQ+Tm5gIwdOhQDj/88OQXRCSCRMXIJFzfEZGy5OX53vMWLSqdXC5eDOvXx+c4tWs7srON\n1q0pmtq0ocT7wqlp03wWL17EnDlzmDdvHnl5eaX2l5mZSdeu3enbty+dOnXSuGYiIpJS8+f7hPOV\nV/zznMUtW0smn02bFHD8CRmcdJLvkygrK+lFLSEzM5MePXowdepUADZs2JDaAokkgRJQkSQoKPDN\nZOfM8cOUzZnjp3nzSg+5GYsGbGVfFtORH9mLlbRusJnWB7Sh9WGdaX1UL1rvU5/WraF5cyu3w4TC\nzhGmTfuWuXPnsiN8OJZAu3btOOCAA+jVqxcNGjSoeMFFREQqac0aeP55eOaZ4r6GIunEQoYziZPP\ny2Lwo+dHO5x1UhQUFLBo0aKi9+3bt09haUSSQwmoSJytWVMyyfzmG/j2W9iyJfZ91c3MY5/MZey7\n63v2YQn7srjEvy1Zi3Xo4Hv6O+UUOOywqLuULSgo4Mcffyy607lt27aI67Vs2ZLevXvTq1cvslJ9\nqVhERGq0HTt8B0JPP+3H69y9u/Q6ZjCww08M//GfDGcS+zMPO+ssePI/kEYN7p1zvPnmm6wIupY3\nMzp37pziUokknhJQkUpavx4mT/bjXr//vm8GFIv27aFbN9hnH9+1+z7NN7LvX8ayz4pPaJ2/moz8\nCM9b9ewJIy/2iWe/fjH1B5+bm8tXX33F119/zZYysuImTZrQq1cvevfuTevWrdUtvIiIpIxzvsfa\nJ5+E556DjRtLr1OnDhx3nH+e88RtL5L969HFC486Ch57LO0GmZ46dSqfh9y6HTx4MI3i3eWuSBpS\nAioSox074JNPihPOL74IfdakbC1aQO/e0KtX8b89e0LTpmEr/n08rPhfyXn16sHQoXDiiX7q2DGm\nMu/atYvvvvuOWbNm8eOPP0Zcp3HjxvTo0YNevXrRrl07JZ0iIpJSK1b45rVPPukfWYlk0CA/ZMqo\nUSHPc578dPEKRxzhHw5NozHAnHNMnjy56LlPgF69enHkkUemsFQiyaMEVCRK8+fD7bf7503KeEQS\n8DHugANKJpq9evkOfqLK6d57r/j1KafA2LFw5JFQgWcut2/fzrRp05g5cyY7d+4stbxhw4b07NmT\nnj170r59eyWdIiKScitWwDXX+LudkS7wduoE554L55zjX5fSqxe89pp/3bt3heJnojjneOedd5g+\nfXrRvH333ZcRI0YoBkuNoWFYIlA38xJq9mz461/hhRciD1idkQEDBsDRR/tp4MBKXmjt3Nl3iwvw\n9ttwzDEx72Lnzp3MmDGDadOmlUo8zYyuXbvSr18/OnfurB5spUbTMCyxUXyURMrLgwcegHHjSg8z\n1qgRjB4N55/vh04pN1d77z0YNsy/bt4cFi5MfXe3+OTzjTfeKNHstkuXLowePZpayRh4VCRGGgc0\niRRgBfxdzrFj4dlnSy/r2tXHtqOPhpwcaNYsjgc+7zzf5gj8cyuhd0SjMHv2bN5+++1SnQplZWXR\nr18/+vTpQ+PGjeNVWpEqTQlobBQfJVHWrPFxdfbskvNzcmDMGDjtNGjYMMqd5eXB/vvDDz/495df\n7jPbFHLO8frrr/PFF18UzevevTunnXaaLgRL2lICmkQKsAL+kZERI0rOO/54uP5639lswixYAN27\nQ36+f//eez4R3YOCggLef/99pk2bVmJ+ixYtyMnJoWfPnmreIxJGCWhsFB8lUc4/H556qvj9/vvD\nv/7luz+okJdf9h31FXr0UX9VOUWmTJnChx9+WPS+V69enHLKKWRkZJSzlUhqKQFNIgVYAf/syVln\n+dfdusGECdC/f5IOftFFPlgCHHQQzJhRbnuj3bt38+KLLzI/pAvepk2bMmTIEPr06aMAJ1IGJaCx\nUXyURNi8Gdq0gcKGO7fe6p8BrVOnEjt1Dk46Cd54w7/PyICJE+Hkkytd3ljNmjWLV155peh97969\nGTlypGKzpL1ExUj95YuUIbTPgkWL4P/+D7ZvT9LBx42DunX965kz4brryl39448/LpF8du3alUsv\nvZR+/fopwImISFp7553i5LNTJ9/SqFLJJ/iLts8954cqA9+b0dixSQzk3tq1a3mtsEMkoFOnTowY\nMUKxWWo0/fWLlGHAACh8VHL3bt8R0QEH+IupCb8BsPfecPXVxe/vuAPuvz/iqtu2bePTTz8ten/o\noYdyxhlnULcwgRUREUlj++xT/HrJkuJ++CqtSRN4801o29a///lnn5QmiXOOSZMmkR88UpOdnc2o\nUaP0zKfUeEpARcrQrp1v+Tp4cPG8hQv9MJwHHeTviEYz/meF3XJLyaZCV10Fr75aarXZs2eza9cu\nAFq2bMmwYcN0ZVVERKqM/v19p37guz8499zSveBWWOvWPn4W+uc/k3AV2ZszZw7Lli0DICMjg1NO\nOUUXh0VQAipSru7d4cMP4ZFHoGnT4vlffOF75OvVy3dYu3t3Ag5eq5YfdHTQIP/eOf9Q6pw5JVYL\n7e12//33V/IpIiJVzs03F7+ePt0/vrl1a5x2PnZs8fhos2bBl1/GacflCx1uZeDAgbRp0yYpxxVJ\nd/qlKrIHGRnwq1/B3LlwxRUlx/icO9ePmtK1q09Sw4bcrLwGDeCVV4rbJ23Z4m/JPvBAUS+5TUMy\n49zc3DgXQEREJPEGDSo5UspHH/kO4FevjsPOs7Jg1Kji9+PHx2Gn5cvNzWXp0qWAv/t56KGHJvyY\nIlWFElCRKO21l38Mc8kSuPba4udDARYvhksu8Z0n3HtvcWcKcdGypW9626iRf79xo8+EDzoIpk+n\ndevWRavOnTuXxYsXx/HgIiIiyXH55XD33cXvZ8yAgw+Gb76Jw84vvLD49dNP++dBE6iw6S34joca\nFcZwEVECKhKr1q3h9tvhxx/9Y5otWhQvW74cfvtbaN8e/vCHOHak0KsXvP02dOlSPO+rr2DgQNpd\ndx19s7KKZk+cOJH169fH6cAiIiLJc/XV/jHNwqdJli71d0enTKnkjg8/vLhH3B07/CCjCbR27dqi\n12p6K1KSElCRCmreHG64wd8RvesuP4ZZoXXr/LzOneH44/0NzKDFbMUNGuQvA996a4l2wPbMMwz/\nwx84dsoU6u7YwaZNm3j88cdZtWpVJQ8oIiKSfL/+Nbz2WnFLoy1b4IQT4P33K7FTM39luNB998GG\nDZUqZ3k2h/Si1Lx584QdR6QqUgIqUkmNGsHvfueb4f7rXyW7kwd46y0YPtw3z737bh9IK6xuXfjz\nn+Hbb0v0kGs7d3LolCn85v77GfjJJ+zKzeWJJ55gwYIFlTiYiIhIahx/PEybVjyCyvbtvmOiSiWh\no0YVtyTasAHuuafS5SxL7dq1i17vTkhPhSJVl7kkdUVdlZiZ0+ciFZWf75POBx/0w4+F/ym1aOGb\n6f761yV71q2QyZP9Fd0vvigxe3u9enx28MF8dsgh9B46lKOPPppatWpV8mAi1Y+Z4ZyzVJejqlB8\nlGRbsACOPNI/4gI+hn73HWRnV3CHEybAOef4140awQ8/QKtWcSlrqHfffZdp06YBkJOTw5AhQ+J+\nDJFES1SM1B1QkTjLzPRjhb7+uh839JprSj4nmpvrb2J27Oj/DXlMJHZHHgmffQbPPlvi1mv9HTsY\n8tFHXHXPPTS/6Saeu/NO1qxZU4kDiYiIJF+XLn44tMI7obm5/gJuhZ15JvTo4V9v2QK33VbpMkbS\nIiTwLy/MnkUEqOIJqJk1N7P7zWyumW0zs6Vm9qCZZYWt18zMnjGzDcH0tJlV9t6TyB7ttx/ceSf8\n9BM8/HDJ5rkbN/q4t99+frjPCsvIgF/8AubN82PBdOpUtKj27t0cMmMGZ914IyuOP56ZEyaQX+mH\nUUUk3Sk+SnXSqRM8/njx+xdfhJdfruDOMjPhr38tfv/gg/4Zmjjr2LFj0eulS5dSUFAQ92OIVFVV\nOgEF2gbT74FewNnAEcCzYes9B/QFjgGOBQ4Enk5eMaWmq1cPLr4Y5s+Hp56Cbt2Kl23e7PPH3/8e\nKvWYSN26fsDS77+H55/H9elTtCizoIC+X35J/3PPZdEhh7Di7bcrcSARqQIUH6VaOfZYGDOm+P01\n10BeXgV3Nny479gP/E5uvLHS5QuXlZVF46AXpZ07d7Iobt3ii1R91e4ZUDM7HngVaOac22Jm+wPf\nAYOcc9ODdQ4DpgLdnHOlemnRMy6SaPn58L//wXXXlRyq5cgj4b//jdPjKM7B22+z65ZbqPPpp6UW\nrzz4YJrfdRf1Dj88DgcTqZpq0jOgio9S1a1f71sNFXZe++CDcOmlFdzZxx/7oVnA95D75ZfQt29c\nylnonXfe4dMg/nbp0oWzzjorrvsXSTQ9Axq9psBOYFvwfiCwuTC4AjjnPgG2AoOSXzwR3wJo9Gjf\nd9Dw4cXzJ0+G/v39s6OVZgbHHUedadMo+PBDNhx6aInFe332GfWOOIJNhxxCwVtvle4tSUSqG8VH\nqdKaN4drry1+f8stsHVrBXc2eHBxAHbON0OKczPZAQMGFL1esGCBxugWCVSrBNTMmgG3AOOdc4Xf\nIm2AnyOsviZYJpIyTZv651huucXniwDLlvkRVuI5PFnGEUfQ7NNP2TJ5Mj8ddFCJZU0++4yM449n\nV8+evnfACrdpEpF0pfgo1cUVVxR3SLRqFTz0UCV2dvvtvh8F8OO7XHNNpcsXKisri04h/TJMmTIl\nrvsXqarSMgE1s1vNrKCcKd/MjgjbpiG+adEy4I8pKbhIBWRkwA03wKuv+mdFwfcnNHp0JZ8JjaBR\nTg57f/YZS159lXkHHkiBFbeqqDN3LpxzDgX77Qf33lvJAUtFJBEUH6Wma9DAx8xCf/tbJe6C9ugB\nV19d/P7uu+H++ytVvnCDBw8uej179mz1iCtCmj4DGvTS13IPqy11zu0I1m8IvAkUACc45wqbF2Fm\nY4B7nXMlevUzs83Ar51zT0U4vhs3blzR+5ycHHJycipYG5HoPf+875Co0OWXwwMPJOZYeXl5fPnS\nS2Tcfz99P/+c2mHZrmvWDLv0UvjNb6CNboZI9TBlypQSdyFuvvnmKvUMqOKjCOzaBZ07+xZDAH//\nu29BWyH5+TBqVHG3umbw0ktw6qlxKSvAf//7X+bNmwfA3nvvzQUXXIBZlfnakRokWTEyLRPQWJhZ\nI3xwdcBxocE1WL4/8C1wWEgnC4PwnSzsr04WJN3cdBPcfHPx+3/9Cy67LHHH27hxI1MnTqThU09x\n8IwZNNxW4r8Qrk4d7Nxz/VXiwrHTRKqJ6twJkeKjVGePPAKXXOJf/z979x0fRdU1cPx30wmhhd6b\nIEV67x1FOtKLFEHs+j4+ir1XfOyKokgVAUGqdBSQAKGG3kE6UkKHhJSd94+7O5Ng+raU8/188nHu\n7O7syVu4OTP3nlO4sO6kkjt3Bi8WFQXt2oGjYF9QkC7KcFfthIy6fPky48aNM9ug9ezZk5o1a7rk\n2kK4k7vmyCydgNon15VACNADSLhm8LJhGLH29y0BSgKjAQWMB44ZhtEjmevKBCu8xjD0U9BZs/Q4\nIADCw6FOHfd+78mTJ1m5cCFFly2jycaNFLx8+d9vevBBeP55Xa5X7t6KbCC7JqAyP4rs7u6noJMn\nw9ChTlzw0iXdmuWw/b5LyZK6Mm6RIs6GCsDKlSvZjg9fywAAIABJREFUsGEDAEFBQTz66KMUKFDA\nJdcWwl0kAU2CUqoV8Ofdp9F3e9sYhvGX/X35gK8BR73RBcDThmFcT+a6MsEKr4qK0gX6tm/X40qV\n9HFIiHu/1zAMduzYwZ8rV1Jq2zaarV9PqaT2q9SurRPRfv3A39+9QQnhRtk4AZX5UWR7Y8fCGPuu\n5gcegKVLnbzg0aPQsCE4bsC2bw/LlunS9U66c+cO3333HdeuXQOgRIkSjBgxAl8XXFsId5EE1INk\nghWZweHDULeuVQto6FB9h9cToqOjWbt2LZvCwyl18iRNNmygyoED/OtfoFKl9B7RRx/VJX2FyGKy\nawLqLjI/iszk+HEoX14f+/rqqriFUtshnZqlS6FzZ6s12euv61L1LnD69GkmTZqEzd7upWHDhnTq\n1Mkl1xbCHSQB9SCZYEVmMW0aPPxw4vHgwZ77/gsXLrB06VKOHz9OaGQkjcPDqR0R8a+CRYSEwMiR\n8OyzUK6c5wIUwkmSgKaPzI8is2na1Nq6+f33MHq0Cy76xhvw7rvWeMkScFGiuHHjRlasWGGO+/bt\nS9WqVV1ybSFcTRJQD5IJVmQmQ4fC1Kn6OCREL8WtVMlz328YBvv27WPFihVcv36dXLdvU3/LFhpu\n3kzI3bXvfX2hd2+9PPeufqNCZEaSgKaPzI8is/nqK33vE6B1a107yGnx8XpN76pVehwaqiffsmWd\nvrRhGMyaNYuDBw8CEBgYyOjRo2U/qMiUJAH1IJlgRWZy86Zeiuuoi1CnDoSF6V5onhQTE0NYWBgb\nNmwgPj4e39hYauzeTbPwcApduPDvD7RvD6+9Bi1bSsEikWlJApo+Mj+KzObcOV0vyDD0VHPqlB47\n7eJFPeE66iDUrQtr17qkGENUVBQ//PADV69eBaBYsWIMGzaMwMBAp68thCtJAupBMsGKzGb7dl0N\nPjZWjx96CH79FXx8PB/L5cuXWbZsGYcdGbFhcM+RI7TbsYNie/f++wPNmulE9P77JREVmY4koOkj\n86PIjNq1gz/tJbdeegk+/NBFF964Ud9EdWw76dgRFi3S5emddObMGSZOnGjuBy1XrhyDBg3Cz8/P\n6WsL4SqSgHqQTLAiM0rY8wzg1Vfhvfe8F8+hQ4dYsmSJWdEPoHRkJN2PHCF0xQqUvd+ZqV49nYh2\n6+adzFmIJEgCmj4yP4rMaO5cfWMWdD28kychb14XXfzHH3WhPYeBA3VBBhfMY9u3b2fRokXmuGrV\nqvTu3RsfmSNFJiEJqAfJBCsyq2ef1ftdHL4YH0mBRovpXKkzBYMLejyemJgYVq1axZYtWxKdrxEc\nzIN79hA0Y4b12NahenWdPfft65LS9kI4QxLQ9JH5UWRG8fFQrRocOqTHY8fCCy+48AveeQfefNMa\n/9//waefumRVz7p16/jzT6tjUp06dejatSvKyyuGjlw+wqw9sxjTfAx+PvJUNqeSBNSDZIIVmVVc\nHHTtqtuSAfj6xxE/pCW+ZTczptkY3m/3vlfiOnnyJAsXLiQyMtI85+fnR6f77qPOqlWoCRMgOjrx\nhypVgpdf1mV9pZeo8BJJQNNH5keRWU2YAKNG6ePixeHvv8FlWyoNA554QpfZdXBRlmsYBitWrCA8\nPNw817x5c9q1a+f0tTMqzhZH84nN2XRmE01KNeHnXj9ToUAFr8UjvMddc6Q84xciC/Hzg5kz9Z1e\ngPhYP5g5n/jLpbw6OZQpU4bRo0fTrFkz865tXFwci3bsYGLt2lzauhVefDFx8YbDh2HECLjnHhg3\n7t8JqhBCCJFGQ4boxBN0YaKff3bhxZWCb76BXr2scy++aJWod+rSio4dO1KzZk3zXFhYGBsdvWW8\n4P2/3mfTmU0AbDm7havRV70Wi8ie5AloEuQOr8js/v4bGjSwERlpv4dUZDeHI4pyT4ki3g0MOHv2\nLAsWLOBCgsq4vr6+tGrViqZVquD77bfw5Zdw9a4JrVgxfTd59GjIndvDUYucSp6Apo/MjyIzGzsW\nxozRx/feC/v2ubjkQHS0bs+ydq0e+/rqokQu6BEaHx/Pr7/+yiHHOmKgR48e1KpVy+lrp0f46XCa\nT2xOvKHrOHzY7kNeav6SR2MQmYcswfUgmWBFVvDyxMV89Gh7iNdrjDp3hgULMse2yvj4eNatW8e6\ndevMCn+gS81369aN4rlz66een32mS90nVLCg3l/z1FO6moQQbiQJaPrI/Cgys2vXoEwZuH5dj+fN\ngx49XPwlV69Cq1awa5ceBwfrEryNGjl96djYWH7++WdOnjwJ6H+f+vfvT+XKlZ2+dlrcjLlJ7e9r\nc/TKUQBalGnB6qGr8fXJBH9YCK+QJbhCiET2B/8IXUeZ48WLXVx0wQm+vr60bt2a0aNHU6JECfP8\nP//8w48//sgfW7YQ/8ILcPw4fPEFJHgPkZG6Wm7ZsvD669ZfEkIIIUQK8uWDxx+3xh9/rLdvulT+\n/LB0qZ6jAG7f1neADxxw+tL+/v4MGDCAokWLAnp/6OzZs82E1N2eX/68mXzmDczL1J5TJfkUbiFP\nQJMgd3hFZhcbH0uBjwtwK/YWrPoAwl42X3vqKfj8c71fNDOw2WyEh4ezevVq4hy91NA9z/r27Uuu\nXLngzh2YPBk++kgnpQmVLq3L4N9/v0fjFjmDPAFNH5kfRWZ37hyUKwcxMXr855/Qpo0bvujQId3n\n+tIlPS5dGv76S3+5k27cuMGkSZO4cuUKAEFBQYwaNYrQ0FCnr52czWc202iC9RR3Ws9pDK452G3f\nJ7IGeQIqhDBtP7ddJ59A6Z7j6dnTeu2bb6BLF70UKTPw8fGhadOmPPbYY5QpU8Y8f/z4cX766Scu\nX76sSxWOHq0n9ClT9OYdh1On9J6bESPAPhkLIYQQSSleHIYNs8ZvvOGGp6AAlSvrpUfBwXp86hS0\nawdnzjh96Tx58jB48GBy2+shREdHM2PGDO7cueP0tZNiM2w8s/QZc9y1clcG1Rjklu8SAiQBFSJL\nWnN8jXncpkIrpk+HPn2s15cvhyZN4OhRz8eWnIIFCzJs2DDaJLgVHRkZyYQJE6zlRf7+8PDDsHev\nri5YqJB1gUmTdA/RBE27hRBCiLu9/LLV3SssDFaudNMXNWyoiy84+r0cOwbt20OCInwZFRoayoAB\nA/C1F3a4dOkSc+fOTVRXwVV+3vWzWfU2wDeAz+//3Ot9SEX2JgmoEFnQ2hNrzeNWZVuRK5duz/L6\n69Z79u/XNRHWrfNCgMlQStGyZUt69+5tTqpRUVFMnTqVXY6CDqArKQ0ZoksY9utnnT93Drp1g0GD\n9F5RIYQQ4i7lysEjj1jj119301NQ0AnnnDnWvpcDB6BjR7h82elLlyxZkm7dupnjQ4cOsXr1aqev\nm9DNmJuMWTXGHP+n8X+oGFrRpd8hxN0kARUiC9p+brt53KJMC0CXmn/nHZg+3boZGxmpVwRNnuyF\nIFNQvXp1hg0bRrB96VJ8fDzz5s1jzZo1JNpfVriwzqznzgV7UQYAfvlFN0OdM8fDkQshhMgKXn3V\nmgs3b9arZd2mSxc9Lzl6vuzcqVuzuKCIXs2aNWnatKk5DgsLY/fu3U5f12HOvjn8c/MfAIqHFOeV\nFq+47NpCJEcSUCGyoOt3rEmtRJ4SiV4bOBBWr4Yi9pagsbEwfLjujeaGlTsZVqpUKUaOHEnhwoXN\nc2vXrmXevHmJihUB0LOnfho6ZIh17sIFve64Tx84f95DUQshhMgKSpXSpQUc3LYX1KFPH5g40Rpv\n3qwT09u3nb50u3btqFSpkjleuHAhZ8+edfq6ALP3zTaPn2v8HHkC87jkukKkRBJQIbKYeFs8UXFR\nACgUufxz/es9TZroua9GDevc2LHQqxfcvOmpSFNXoEABRowYQYUKFcxzu3fvZurUqdy6dSvxm0ND\n9b7Q33+HkiWt83Pm6L2hv/zi5r8uhBBCZCUvvwy57FNkRITuC+pWQ4fqHtcO69bpG6hOFg/y8fGh\nV69eFLLXRYiLi2PmzJncdHJCvxp9lZVHrQ2yfar1SeHdQriOJKBCZDGO6rcAuQNy46OS/n/jsmVh\n/Xp9A9ZhwQJo3lwX68ssgoKCGDhwIHXr1jXPnTp1ip9++olLjvL2CXXurIsUJdzgExmp94V27w4u\nuisshBAiaytWDJ580hq/+aYHVgI9/jh8+qk1XrEC+vbVy5GcEBQURP/+/QkKCgJ0q5ZZs2b9e8VQ\nOiw8uJBYm46rfon6lC9Q3qkYhUgrSUCFyGKiYqPM4yC/oBTfmycPzJ8Pzz9vndu5Uxfu27zZXRGm\nn6+vL126dKFDhw7muStXrvDTTz/x999///sD+fLBhAl6Yk/Q2oVFi/Te0EmT5GmoEEIIXnwR7N1M\n2LMHfv3VA1/6n//oogwOCxfqLSTx8U5dtmDBgvTu3dusUHv69GkWL15MRnvzLj5sbYztXbW3U7EJ\nkR6SgAqRxeQPym8eX4m6gs1I+Xaury/87386X3MU6fvnH2jVStf3ySyUUjRt2pR+/frhb6+fHx0d\nzc8//0xERETSH+rQQf9F8cQT1rlr13TP0E6dwNHeRQghRI5UuDA8+6w1fustcOKhYdq99pouvuAw\naxaMHOn0I9iKFSsmulm7Y8cONm3alO7rGIZB2Mkwc3z/Pfc7FZcQ6SEJqBBZTKBfIAWCCgAQb8QT\neTtt7UgeeUT3QgsN1ePoaBgwQE/GmelhYZUqVRg2bBghISEA2Gw2Fi5cyKpVq5K+y5snD3z7ra68\nlGAvKcuXw333wfjxmav6khBCCI96/nnIm1cfHzyoSwa4nVLw4Yfw9NPWucmT9djJSbdx48bUrl3b\nHK9YsYKj6Wz8ffLaSc7e0FtWQgJCqFGkRiqfEMJ1JAEVIgsqGmK1JHGUT0+L1q1h0ya4917r3Ntv\n68q5UVHJfszjSpQowciRIymaoPXK+vXrmTNnDrHJ7aNp3Rp27YLnntMTP8CNG/DYY7pP27Fj7g9c\nCCFEphMaqlfFOrz9ttNbMtNGKfjiC70qx2HcOP1k1IkkVClF586dKVWqFKCfZs6ZM4fIdPTH3nBq\ng3ncuFRjfH18MxyPEOklCagQWVCxkGLm8eHLh9P12XvugY0bdU7mMHMmtGmjl+ZmFvny5WP48OGJ\nSs/v27ePKVOmJF/5L3du+PxzCAtLnGWvXq1LAn/1lTwNFUKIHOi556CAXjzEsWMwZYqHvtjHB374\nQS85cvjkk8R7RDPAz8+Pvn37kiePbpsSHR3NzJkziY6OTtPnt57dah43LdU0hXcK4XqSgAqRBTUu\n2dg8XnBwQbo/X6AALFmii/U5bNqkixOFhSX/OU8LDAykf//+NGzY0Dx35swZJkyYwMWLF5P/YNOm\nsGOHvsvsaAx++7beCNS6te4hKoQQIsfIlw9eeMEav/uu091R0s7XV2e83btb5956Cz77zKnL5smT\nh/79++NnL/Bw6dIl5s6dm6aiRJFR1tPSMvnKpPBOIVxPElAhsqCHqj1kHi88uJCY+Jh0X8PfX2+d\n/OorK0c7dQpatoRnnsk8/UJ9fHzo1KkTDzzwgFn579q1a0yePJl/UnpkGxQEH30E4eF6L6jDunX6\nce+5c26OXAghRGby9NO6KBHoGnUffujBL/f314WI7k9Q7OeFF/Sc5IQSJUrQrVs3c3z48GG2bt2a\nwie0GzE3zOM8gXmcikGI9JIEVIgsqF7xepTNVxbQjaRX/706Q9dRSk/Iixfru8Ogt6V8/bVesfrH\nH66K2HmNGjViwIABZoXc27dvM2XKFE6fPp3yBxs0gK1b4fXXrUx73z5dBji1zwohhMg2QkLgjTes\n8fvv69IBHhMYCHPnQrNmemyz6R7WV644ddkaNWrQpEkTc7xq1SquXr2a4mduxlh3mfMESAIqPEsS\nUCGyIKUUvar2MsfTdk1z6noPPAC7d+vOJQ7Hj+t9oo8+qjubZAaVKlViyJAhBAYGAnrPy7Rp0zh+\n/HjKHwwM1PttfvlFL4UCOHxYJ6EnTrg3aCGEEJnG44/rXRqg27EMH+6htiwOwcG68IJjQ+qpUzB6\ntNOVcdu2bUuhQoUAiImJYdGiRSkuxU2UgMoTUOFhkoAKkUUNrDHQPP5176+cu+HcktLSpfWT0KlT\nrXkR4McfoXp1/VpmULp0aYYOHUpwcDCgJ9rp06dz5MiR1D/crx/Mnq2XQoGuRNGyJaSzfL0QQois\nydcXfvpJ35cE2L5d98r2qFKldBAOs2fDxIlOXdLPz4/u3bubW1WOHTvGjh07kn1/bLxVBjjAN8Cp\n7xYivSQBFSKLql+iPk1L69u4sbZYvt/6vdPXVAqGDNErVHv2tM6fOQNdusDDD0M6qry7TfHixRP1\nCo2Li2PGjBns378/9Q/37KmXQAXYJ9yTJ/WT0IMH3RixEEKIzKJKFV0DyOGtt+DAAQ8H0bOnfvLp\n8MwzTgdRqlQpGje2ihQuX76c69evJ/lem2FVhPdRkg4Iz5L/ixMiC3u20bPm8ffbvudOnGtK+hUr\nBr/9Br/+ahVsAJg2DapV0695W+HChRk+fDj57JtXbTYbs2fPZvfu3al/uEsXWLRIFyoCnWG3aqUz\nbyGEENnef/8L9erp4zt3dKvO+HgPB/HZZ3pSBV2pfeBAp0vztmnThtDQUADu3LnD4sWLk1yKG29Y\nv6yvkh6gwrOyVQKqlFqqlLIppXrddT6/UmqaUuqq/WeqUiqft+IUwlV6Ve1F6bylAbhw6wKz9s5y\n2bWVgj59dE420Frty4UL0Lu3fu38eZd9XYaEhoYyfPhwc7I1DIO5c+eyffv21D/csaNeV2xfysv5\n8zoJ3bnTjREL4R0yPwqRmJ+fXvVq72DCxo3wzTceDiI4GGbMsNYDR0TAK684dUl/f/9EVXEPHTqU\n5I3ZhE9AhfC0bJOAKqX+C8QBSe24ngHUBjoC9wN1gamei04I9/Dz8eOJBk+Y4/Hbxrv8OwoVgunT\nYcECKF7cOj9njt4b+ssvTtdOcEq+fPkYPnw4RYoUMc8tWrSI8PDw1D/cti0sW6ZLIwJcuqRbtGzb\n5qZohfA8mR+FSFrNmvDqq9b45Ze9UBKgZk0YO9Yaf/aZnpecULZsWRo0aGCOly1bxs27equF5go1\nj/+5mUJLMyHcIFskoEqpBsDTwHBA3fVaFfSkOsowjM2GYWwCRgNdlVKVPB6sEC42vPZw/Hz0LdwN\npzaw58Iet3xPt276aeiIEda5yEhdQb57d72K1VtCQkIYOnQoxRNkyMuXL2ddWvqrtWgBK1dafWiu\nXIF27XT/UCGyOJkfhUjZK69YraKjomDUKN0dxaOefho6d7bGQ4c6vcSoffv25M+fH4CoqCiWLFmS\n6PWKBSqax0evSCE+4VlZPgFVSuUBpqMn0EtJvKUJcMMwDPOvScMw1gO3gKaeiVII9ykaUpSeVayK\nQeO3uv4pqEP+/Lpw3/LlUKaMdX7RIv00dOJE7z0NDQ4O5uGHH6Z06dLmuT///JM//vgjxVL0ADRu\nrJue2pfycu0adOgAYWFujFgI95L5UYjUBQTApElWm+jVq3X1d49SSgdRrJgeX7gAw4Y5lQkHBATQ\ntWtXc7x//3727t1rjisUqGAeH7tyLMPfI0RGZPkEFPgOWGIYxopkXi8GXEzi/AX7a0JkeaPrWZX0\npu6ayrVo9zbu7NgR9uyBJ6zVv1y7Bo88Avff773WmkFBQQwePJjy5cub58LCwli2bFnqSWi9evDn\nn3rNMcDNm/qXWb3ajREL4VYyPwqRBvXrwwsvWOMXXtAF0j2qcGHdB81h2TL46iunLlmhQgXq1q1r\njpcsWcLt27eBxE9Aj1xOQxszIVwoUyagSql37cUSkvuJV0q1VEoNAWoBL3o7ZiG8qU35NlQuWBmA\n63eu89Um5yattMiTB779FtasgYrWPMbKlXo507hxXljGhL7rO3DgQCpVslYQbt68mUWLFmFLLaBa\ntfQvVLSoHt++DQ8+CCuS+/tdCM+S+VEI93jzTaisp1Fu3NAdUjy+oqdDB12e12HMGF2YyKlLdiBv\n3rwA3L59m6VLlwJwb6F7zfe4a+uOEMlRqT4V8AKlVChQKJW3nQLGAUNIXFjBF7ABGwzDaKmUGg58\nYRhGoqp+SqkbwFOGYUxJ4vuNN9980xy3bt2a1q1bZ+RXEcJjpu6cytD5QwHIH5Sf488eJ1+QZ4pZ\n3r4Nr78On3+eeMJu2RImTIBKXthNFh8fz9y5c9mXoLVKjRo16N69O76+qZScP3hQFyg6e1aPAwJ0\n75kuXdwYsfCENWvWsGbNGnP89ttvYxiGSv4TmYvMj0K4z/r1uiyAYx6bMkX3v/aomBho2tQqhlel\nCmzdCrlzZ/iShw8f5pdffjHH/fr1o0KlCoR8EEKsLRaAq2OueuxvBpF5eWqOzJQJaFoppYoDBe46\nvQd4DlhoGMZxe5GFvUAzxz4XpVRTYB1QxTCMw0lc18jK/3MROVOcLY6q31Y1l9K82+ZdXmv5mkdj\nCA/XRYr277fOBQXBe+/Bc89Banmfq9lsNhYuXMjOBK1VqlSpwkMPPYSfo/Z+co4e1UmoYx2Wvz/M\nmqWbh4tsQymVpRLQtJL5UYiMefZZa+Vr/vy6+F7CCvAecfgw1KkDt27p8ahR8MMPTl1y/vz55lwY\nEhLCE088QZMpTdh5Xp/7a9hftCjbwqnvENmPu+bITLkEN60MwzhnGMa+hD/2l04bhnHc/p4DwHJg\nvFKqsVKqCfA9sCipyVWIrMrPx4/XWlgJ52cbP3P7XtC7NW4M27frqoKOZDM6Wq8oatZMT+Se5OPj\nQ/fu3alfv7557sCBA8ycOZPY2NiUP1yxIvz1Fzj2k8bG6uans1zXa1UId5H5UYiM+eAD65/9q1d1\nrQOP33OpVClxU9Iff9S9z5xw//33E2JvOXbz5k1WrFhB7WK1zdcj/nFuqa8Q6ZGlE9BkJPXPxABg\nJ7AMWApEAJ5eVCGE2w2qOYh7Qu8B4Er0Ff634X8ejyEoCN5/H7Zs0VsqHTZt0jd0339f53KeopTi\nwQcfpEmTJua5o0ePMn36dO7cuZPyh8uW1UmoYw1xfDwMHAjTprkxYiHcRuZHIVKRO3fiKrjz58Ps\n2V4IZOhQ6NfPGo8a5VRlpFy5ctE5QauXHTt2UMqvlDnefm57hq8tRHpl6SW47iJLjERW9svuXxg0\ndxAAuf1zc/SZoxQNKeqVWGJj4eOP4Z13EiedtWvrivO1ayf/WVczDIO//vor0d6GkiVLMmjQIHLl\nypXyh8+d071BHWuLldKbWxM2RRVZUnZdgusuMj+KnGL0aGvVa+HCsHev/q9HXb2qJ0pHafkWLXRl\ndif2s8yZM8dsxxIZHMnXt78GoHrh6ux5QooRicRkCa4QIk3639efmkVrAnAr9hbvr3vfa7H4+8Nr\nr+lluQ0aWOd37NDjN96A1B5CuopSilatWtGhQwfz3JkzZ5gyZQq3HPtsklO8uK6OW6OGHhuG7jnz\n3XfuC1gIIYTXjB0LpewPCC9e1HtDPS5/fvjlFyvhXLdOrxF2QqdOnQgODgYgz+08+NhTgf2X9nMz\n5qZT1xYirSQBFSKb8VE+fNDWmqC+3/o9x68e915A6LYsGzbAJ5/oJboAcXHw7ru6/ebmzZ6LpWnT\npomWIZ0/f57Jkydz/fr1lD9YpIi+85ygpxpPPAFffummSIUQQnhLvnwwfrw1njEDFizwQiBNm+oe\nMQ5vv60n1AzKnTs3nTp1AiCAAArZi2rbDBsR52QfqPAMSUCFyIYerPQgzUo3AyDWFst7f73n5YjA\nz08XI9q5E5o3t87v3QtNmsCLL0JUlGdiqV+/Pj169EApvark0qVLTJo0iStXrqT8wYIF4Y8/oGFD\n69xzz+lb5UIIIbKVBx+EIUOs8eOP61WxHvfKK3r5LVi1CJwIpHr16lSpUgWAEpQwz286s8mpMIVI\nK0lAhciGlFK819ZKOifvmMzRy0e9GJGlcmVYuxa+/tpqa2az6aejNWrAokWeqThYq1YtevfujY+P\n/mfw6tWrTJo0iQsXLqT8wfz5YeVKXdbXYcwYSUKFECIb+uILKGovo3DunJeW4vr6ws8/6/kH9J7Q\np57K8OUcxfmCgoIoTWnz/PpT652NVIg0kQRUiGyqdbnWtCnXBoB4I553/nrHyxFZfHz03Ll7t67t\n43D0KHTrBg884JmWLdWqVaNfv3742vfX3Lhxg0mTJnHCUfAhOXnzwrJl0Lq1dW7MGL1GSwghRLYR\nGgrjxlnjqVPhp5+8EEiZMrr4ncP06bAn40WD8uTJwwMPPJAoAQ07EYYUGROeIAmoENnYO22spPPn\nXT9z8NJBL0bzb+XL64eJP/5o3dgFWLECatbUd5pTWxXrrMqVKzNo0CACAgIAiI6OZtq0aWaVwGSF\nhMDixdCqlXVu2DDdtkUIIUS20asXDB5sjZ98UhfX87iHHoLu3a3x/5xrtVazZk0alGtAELo4w6Wo\nSxy9kjlWS4nsTRJQIbKx5mWa07FiR0AXGPho/UdejujflIKRI+HwYb2/xr4ilvh4+Oor3YLzu+90\n0SJ3KV++PMOGDTObdMfHxzNnzhzCw8NT/mBwMMybB1Wr6nFMDPToAQcOuC9YIYQQHvf997qgHujq\n7Q89BJcveyGQl16yjqdPh1OnMnwppRQP3P9Aon2gq3atciY6IdJEElAhsrk3Wr5hHk/bOc3rFXGT\nU6iQXuYUEZF4ZWtkpC42W6+eLkLrLsWLF+eRRx6hYMGC5rnly5ezYsWKlJckFSgAS5ZYm4SuXNGV\nK86fd1+wQgghPCp3bvjtN8iTR4+PH9cFimw2DwfSuDG0bKmP4+Lg88+dulyxYsWoXLCyOf5j2x/Y\nPP5LiZxGElAhsrlmZZrRulxrQO8FHbs+cxfLqVkT/vxTT/Tlylnnd+2Ctm2hd2/4+2/3fHf+/PkZ\nMWIEpUtbe2I2btzI3LlziUvpEWy5cvD77/rjo0ZwAAAgAElEQVSJKOgAu3WD27fdE6gQQgiPq1wZ\nJk+2xkuWwPveaLU9Zox1/MMPTu9VaVK1iXl86uYpdu7c6dT1hEiNJKBC5ACvtnjVPJ4YMZFzN855\nMZrUKaX33OzbB++9Z+V1oBPTqlXhtdfgpht6ZgcHBzNkyBCzRD3Anj17mD59OtHR0cl/sH59mDnT\nWkO8eTMMGqTXEgshhMgWevWCF16wxm++qesWeFSnTtZ64Fu3EldJyoAqxaz57gpXWL16NTExMU5d\nU4iUSAIqRA7Qrnw7GpVsBMCd+Dt8uelLL0eUNrlywauvwqFDiQtA3Lmj7zrfe6+uTO/qon3+/v70\n6dOH+vXrm+eOHz/OpEmTuH79evIf7NpVb1x1mD8fnn/etcEJIYTwqg8+sOrPGYZuy5la8XSXUko3\nz3b48kunGmmXy1/OPL7GNW7cuMHGjRudCFCIlEkCKkQOoJTipeZW4YLvtn7HtehrXowofUqWhGnT\nYMMGaNDAOn/2rN6D06wZbNni2u/08fHhwQcfpG3btua5Cxcu8NNPP3Hx4sXkP/jkk4mTzi+/1D9C\nCCGyBT8/veCleHE9joyEPn30zVGP6d8fHNtFLl6EKVMyfKliIcXM41vcAmD9+vXcuHHDqRCFSI4k\noELkEN3u7UaVQnqZzfU71xm/bbyXI0q/Jk0gPBwmTbJq/gBs3AgNG8Lw4bpRuKsopWjRogU9evTA\nx7609vr160ycODHlXqFjx+oSiQ7/93/6aagQQohsoVgxmD1bJ6Ogb4I+95wHA/D3h//8xxr/738Z\n3vJRNLc1od7mNjZsxMbGstqdlf9EjiYJqBA5hI/y4YWm1saVL8K/IDouhT2NmZSPj263eeiQrsNg\nb98J6OIQlSvDxx+79k50rVq1GDhw4L96he7bty/5IKdN0xkzWGu0Nm92XVBCCCG8qlmzxK04v/8e\npk71YAAjR+pK7ABHj+oiCRkQ6BdIgSB9HRs2bqML6EVERHBeKroLN5AEVIgcZFCNQZTIo/t9nbt5\nji/Ds+7S0Lx54aOPYO/exH25b97UbdKqV4cFC1y3P7RixYoMGzaM3LlzA7pX6OzZs9m0aVPSH8iV\nSwdQsaIeR0VBly5w7JhrAhJCCOF1zzwD/fpZ49GjwWNFZENC9LYPh7FjMzzpFQouZB4XKVPEPE61\nFZkQGSAJqBA5SKBfYKKKuB+EfcCFWxe8GJHz7rlHr25dsQKqVbPOHz0KPXrA/ffrJNUVkuoVumzZ\nMlauXJn0BF24MCxdCo73X7yoe4R6pXu5EEIIV1MKJkzQ1dkBoqP1DoyrVz0UwNNPQ1CQPt62Tfcx\nywBfH1/zuEnTJiilADh27BhHjhxxOkwhEpIEVIgc5tF6jybaC/rWmre8G5CLdOig7zp/9RXkz2+d\nX7kSatXSd6ldkfcVKFCAESNGUKpUKfPchg0bmDdvHvFJ7b+pVEk/CQ0M1OODB6FnTw9XqxBCCOEu\nISF69WtIiB4fPQpDh4LN5oEvL1IERoywxmOd7/VdMLQgderUMccrV67E5pFfRuQUkoAKkcP4+fjx\nSYdPzPEP235g/8X9XozIdfz89M3gw4fhiSeslpzx8fD11zoXHDcO4uKc+57g4GAefvhh7r33XvPc\n7t27k+8V2qyZ3hPq8NdfumKSTOhCCJEtVK0KEyda44ULXZILps3zz1sT3ooVEBHh9CXbtGlj1j24\nePEi27dvd/qaQjhIAipEDtS5UmfalW8HQLwRz3vr3vNyRK5VqBB8+y3s2AFt2ljnL1/W22Xq1Mnw\nKiWTv78/ffv2pV69eua5v//+m8mTJyddur5Pn8R/jcyYAa+95lwQQgghMo0+fXTRc4dXX4U//vDA\nF1eooL/cIQOZ793bSEJCQmjWrJk5XrNmDXdk5Y5wEUlAhciBlFJ81P4jczxzz0yOXM5+ezxq1NCT\n/9y5UL68dX7PHmjXTu/TcaYmkI+PD507d07UK/T8+fPJ9wr973/h8cet8Ycfwo8/ZjwAIYQQmcrH\nH0Pz5vrYZoMBA+D0aQ988YsvWse//gp//52uj9sMa0WOYz9okyZNyJs3LwC3bt1i/fr1zscpBJKA\nCpFj1S9Rn/sr3g/oieejsI9S+UTWpJTecrlvH7z/PtiL2AI6Ma1WTd+lvnkzo9fXvUK7d+9u9gq9\ndu0aEydO5OTJk/8O5quvoHNn69zjj8OyZRn7ciGEEJmKv7/O/xy9qi9e1A8nY2Lc/MV160L79vrY\nZoNPP03XxxMmoD5Kz2X+/v6JbrBu3LiRa9euOR+ryPEkARUiB0tYEXfKzimcvHYyhXdnbUFB8Mor\nugbQkCHW+Tt34IMPdP/QadMyvi2zdu3aDBgwAH9/f0D3Cp06dSr799+1v9bPD2bO1H8sgN6g2qeP\nXi8shBAiyyteXCehvvbCsuHhegGM240ZYx1PnKiz3zRKKgEFqFmzJsWLFwcgLi6OP53dvyIEkoAK\nkaO1KNuCFmVaABBni+OT9Z+k8omsr2RJ3Sh840Zo2NA6f+4cPPywrhe0eXPGrn3PPff8q1for7/+\nyua7LxgSAr//DmXK6PHNm/qpqEfWaQkhhHC3li11r2qHr7/WW//dql07XeQAdO/pb75J80cTJqAK\nZR0rRceOHc3xrl27OHv2rPOxihxNElAhcriET0EnREzg/M3zXozGcxo31knolClQrJh1PjwcGjWC\nYcN0UppeJUqU4JFHHiE0NNQ8t3Tp0n/3Ci1eHJYsgXz59PjsWZ2EXr+esV9ICCFEpvL887rWgMPI\nka7rS50kpRI/Bf3mG7h1K00f9fPxM4/jjcQtxcqVK5eo6vuKFSuS7n0tRBpJAipEDtexYkfqFdeV\nXKPjovk8/HMvR+Q5Pj76qeehQ/DSS2CvOA/oxLRyZX0HO6nOKikpUKAAjzzyCCVLljTPJdkrtHp1\nvRHVzz7x79oFvXtDbKwTv5UQQojMQCm9ErZyZT2+fRt69XLzfcaHHrKq7l2+DBMmpOljCRPQONu/\ne5V16NDBrHNw4sQJDh486HysIseSBFSIHE4plegp6Lgt47gSdcWLEXlenjy6IO2+fdCjh3X+5k14\n+WWdJ86fD+m54RscHMzQoUOT7BWaqJR927aJ/0BYuRIeeyx9XyaEECJTyptX32cMDtbjQ4d0G2i3\n/RPv55d4w+lnn6XppmbCBDQ2/t/vL1iwIPXr1zfHq1atSnxDVYh0kARUCEH3Kt2pVrgaADdibvDj\n9pzZGqRiRZg3T+eA1atb548d05V0O3TQLVzSKrleoZMmTUrcK3ToUHjrLWs8caKujCSEECLLq149\n8X3GuXN1Xug2w4dD4cL6+ORJmDUr1Y+k9gQUoFWrVgQGBgIQGRnJ1q1bnY9V5EiSgAoh8FE+vND0\nBXP83dbviLfl3Dub7dvrorTffAMFCljn//gDateGp5/WK5vSwtErtE2bNua5JHuFvvGG3njq8Npr\nMH26c7+IEEKITGHAAD13OIwZA3/95aYvy5Ur8ZeNHZvqI9eE+z4dfUDvFhwcTIsWLczx2rVriU7v\nHhUhkARUCGHX/77+FMxVEIDjV4+z5PASL0fkXX5+8OSTcPiw/q996wvx8ToxrVQJvv0W4pK+UZyI\nUoqWLVvSvXt3lNLVBf/VK1QpGD9eVzF0GD4c1qxx7S8mhBDCK/73P2jSRB/Hx0PfvhkrdpcmTz5p\nrfvdvTvVftMJn3omfBp6t0aNGpE/f34AoqKiWLdunfOxihxHElAhBABBfkGMrDvSHH+75VsvRpN5\nFCyoE84dO/R2TYfLl+Gpp/QT0T/+SNu1kuoVOm3aNKtXaEAAzJljrf+NjdVrf+/uJSqEECLLCQjQ\n/UEdq2PPn9dJqFvqzoWGwqhR1vjjj1N8e8IE1N/HP9n3+fn50S7BjdJNmzZx5UrOqhshnCcJqBDC\n9Fj9x8z+X8uPLufcDXfdms16atSAVav0HlFHgUHQJfXbt9d54tGjqV+nUqVKiXqFxsXFJe4Vmj+/\nbs9ib/zN1avQqRP884+LfyMhhBCeVqoUzJxpraoJC0vcOcWl/vMfq8r62rWwaVOyb01YeCilJ6AA\n1atXp1SpUoDud/1HWu/CCmEnCagQwlQufzlalm1pjteeWOvFaDIfpXSV3H37dI0gew4J6Cq51arB\nK69AwvpCSUmuV+iqVat0b7UyZWDxYusLTpyArl3T3M9NCCFE5tW2Lbz/vjX+/HOYPdsNX1SmjN58\n6jB2bLJvjY6z9nIG+QWleFmlFB07djTHe/fu5fTp0xmPU+Q42SIBVUo1VEqtUErdUEpdV0qFKaVC\nE7yeXyk1TSl11f4zVSmVz5sxC5FZtS7X2jxec3yN1+LIzIKCdHuWQ4d0H1GHmBjdzuXee+GXX1K+\nRoECBRgxYkSiXqHr169n/vz5urR9nTp6rZbjNvnWrfoPCSl7L9JB5kchMqcxY6B7d2s8YoSbdlu8\nYBUYZN48SKZ/Z3oSUIDSpUtTrVo1c7x8+XJ9A1WINMjyCahSqhGwHPgTaAjUBf4HJFxRPwOoDXQE\n7re/Z6pnIxUia2hVtpV5LE9AU1aiBEyZAuHh0LChdf7cORg0SK9+SilfzJ07N0OHDqWyo0s5sGvX\nLubNm4fNZoMHH9SVjhwWLUp1H48QDjI/CpF5KQWTJ+v2X6D7TvfoAS7fTlmjhp5LQFfC/eqrJN8W\nFRdlHufyz5WmS7dv3x5fX10x9/Tp0xxMJrkV4m4qq9+tUEqtB/4wDOONZF6vAuwDmhqGEW4/1wxY\nB9xrGMbhJD5jZPX/uQiRUVGxUeT/OD8x8TEAnHv+HMVCink5qszPZtNdU8aMSVzVsFs3/TQ04XLd\nf3/WxuLFi9m+fbt5rk6dOnTt2lVXzR0zxlo6FRioKyJVqeKm3yRnUUphGIbydhzuIPOjEJnfrl3Q\nuDFE2fO/jh31Dgy/lLdhps+ff1oV1gsW1JOUv1VoyGbY8H3Har1ie8NmVmxPzfLlywkPDwf09pKR\nI0em+bMi83PXHJmln4AqpQoDTYDzSql1SqnzSqm/lFIJalXSBLjhmFwBDMNYD9wCmno2YiEyv1z+\nuWhUspE5/uuEuxqVZS8+PjBkiF7d1LOndX7hQmjZEs6eTemzPnTp0oWGCR6jRkREWEua3n8f6tfX\nL9y5AyNH6oxXiGTI/ChE1lCzpn4S6rBiBfz3vy7+ktatdfUjgMhIXVEvAccNZ4AA34B0JZDNmjXD\nz54tnz17lmPHjjkdrsj+snQCClSw//ctYAJ6CdE6YLlSqob9tWLAxX9/lAv214QQd0m0DPe4LMNN\njzx5dCeVhH9AbN8OjRrpO93JUUrxwAMPULt2bfPcpk2bWLt2rb4V/tNP1i3x9evhu+/c9BuIbELm\nRyGyiL594Y0E6xS+/BJ+/NGFX+DjA/36WeMZMxK9fCfujnkc6BuYrkuHhIRQp04dcyx9QUVauPIB\nv8sopd4FXk3hLQbQBmsfy/eGYUyxH+9USrUBHgOezGgMb731lnncunVrWrdundFLCZHltC7XmvfW\nvQfAmhNrvBtMFuTjA598ApUqwRNP6H2gp09Ds2a6rlCnTkl/TilF165duXPnjtkbdO3atQQGBtKk\nSRN46SV4T//vhZde0pVxy5Tx0G+VPaxZs4Y1a9Z4O4wMk/lRiOzpzTd1W6/fftPjJ56AypWhVauU\nP5dmAwbAp5/q43nz9JrfXHqvZ8InoIF+6UtAQT8F3bZtGzabjRMnTnDy5EnKyNyUJXlqjsyUe0Dt\nFfoKpfK2k+g7tMeAwYZhmDUnlVITgKKGYXRVSg0HvjAMI1FVP6XUDeCpBBNzwtdkj4vI0W7H3ib/\nR/mJtem/YS++cJFCwan9v6RIyooV0Lu31ZrFxwe++QYefzz5z8TFxTFr1iyOHDlinuvSpQv17rsP\nateGAwf0yU6d9GYh2W+TYVltD6jMj0JkX7duQfPmeps/6O2aW7Yk7j2dYYahS7Qftm/tnj1bT07A\nmetnKPW5XqJbIk8JzvznTLovv2DBAnbYA7/nnnsYNGiQC4IW3paj9oAahnHZMIxDqfxEG4ZxHDgL\n3HvXJSoDJ+zHG4EQpVRjx4tKqaZAMLDBA7+OEFlOsH8wNYrWMMcHLh3wYjRZW8eOsGGD9aDSZtN3\ntlOqkOvn50ffvn0T3UH+/fff2XP4sF6K60g4ly7VlY9EjiHzoxDZV+7csGABFC2qx5GReqHL9esu\nuLhSiXuCJliGeyc+40twHZo1a2YeHzlyhHMJq/EJcZdMmYCm0yfAM0qp3kqpikqpV4BGwHgAwzAO\noMvQj1dKNVZKNQG+BxYlVeFPCKHdE3qPeXz08lEvRpL13XcfbNoEDRpY5z7/HHr10ne8k+Lv78+A\nAQMoXry4eW7evHkcKlQInn7aeuOzz8KFC26KXGRxMj8KkcWUKaNXyAYE6PHevbqtl0taQCdMQBcv\nhmvXgMR7QAN8AzJ06UKFClG9enVzHBYWlrEYRY6Q5RNQwzC+BD5A9zbbAXQDHjAMY3eCtw0AdgLL\ngKVABPAwQohk3VPASkCPXD6SwjtFWhQrBmvWpK9CblBQEIMHD6Zw4cKAbtfy66+/cnzUKChbVr/p\n8mWdhApxF5kfhciamjRJXITo99/h1ZR2fqdVlSp6Gwfoiurz5wPO7wF1aN68uXm8b98+Ll5MqsaZ\nENkgAQUwDOMTwzDKGYaRxzCMxoZhrL7r9WuGYTxsGEZ++89QwzBcsaBBiGwr4RPQw5flYYgrBAen\nv0JucHAwQ4YMoUCBAgDEx8fzy8KFXHQUIwKYOVNns0LcReZHIbKmhx+GF1+0xh9/DNOmueDCSSzD\nTbgEN6NPQAGKFStGpUqVzPH69eszfC2RvWWLBFQI4XpVClUxj3ee3+nFSLIXR4Xc8ePB197321Eh\nd+nSpD+TJ08ehgwZQp48eQCIjY1l4pkzRPXta73p8cfN5VRCCCGyvg8+gC5drPHIkRAenvz706R/\nf+t41Sq4eJE4W5x5ys/HuQYZLVq0MI937drF1atXnbqeyJ4kARVCJKlWsVr4KP1PxMFLB7lx54aX\nI8peHn0UlizRfUMBbt7Uf2gk196zQIECDBkyhODgYACio6P5qXp1bPbluZw9m/h2uRBCiCzN11fX\nmXNsrYyJgR494NQpJy5apowutQt6Y+ns2dgMm/WdyteJi0Pp0qUpV64cAIZhyFNQkSRJQIUQSQr2\nD6Z6YT3rGRhE/BPh5Yiyn/RWyC1cuDCDBw8mMFDv0Yk0DJYkbCr6ww96o6kQQohsIW9evcOiYEE9\nPn8eundPvoBdmty1DDdhAuq48eyMhE9BIyIiuHFDbmCLxCQBFUIkq36J+ubxljNbvBhJ9pXeCrnF\nixdn4MCB+Pv7A7CtfHmO1qxpvWHUKLh9281RCyGE8JQKFeC338DPvjo2IgKGDtU3LTOkTx9rD0hY\nGP6nrZYprkhAy5cvT8mSJQFdt2Djxo1OX1NkL5KACiGS1ahkI/N45bGVXowke3NUyO3VyzqXUoXc\nMmXK0K9fP3x9fUEp5rdvz51cufSLR47AW295ImwhhBAe0qoVjBtnjX/7Dd55J4MXK1wY2rc3h4UW\nrjKPXZGAKqUSPQXdunUrt+XGqEhAElAhRLI6VbKWd64+vpqbMTe9GE32FhwMs2fDCy9Y51KqkFux\nYkUeeughlFLczJuX5Qn+mODTT2HrVvcHLYQQwmNGjYJnnrHGb78Nv/6awYslWIZbdNGf5rG/r38G\nL5hY5cqVKVKkCKAL523evNkl1xXZgySgQohklclXhhpFagC6T9gfx/7wckTZm48PjB2b9gq5VatW\npXv37gBE1K3L3/bCD9hs8MgjEBvrmcCFEEJ4xKefQocO1njYMNi2LQMX6tkT7PUE8u4/xr32lp3+\nPq5JQJVSifqCbtq0iTt37qTwCZGTSAIqhEhRl8pWDfhFhxZ5MZKcw1EhN29ePU6pQm6tWrV48MEH\nQSkWdetGrGOT0K5dOpsVQgiRbfj5waxZULmyHkdF6aJE586l/Ll/yZsXOnc2hwP22K/vZBuWhKpX\nr05oaCigK7dvlZU5wk4SUCFEihImoL8f+j1RtTzhPh07wvr1aauQ26BBA9q1a8eV0FD+bNvWPG+8\n8w7s3+/BqIUQQrhbgQKwaBHkz6/HZ87o9ixRUem8UIJluAN2AwYE+gW6LE4fHx+aNWtmjjdu3Eis\nrMwRSAIqhEhFo5KNKByse02ev3WeTac3eTminCM9FXKbN29O8+bN2dS4MWdKlABAxcRgjBzpRKlE\nIYQQmVHlynr/p2O7xubNeo+oYaTjIp07m82oK1+GuucgT0Ael8ZZq1Yt8tqX89y6dYuICGnpJiQB\nFUKkwtfHl66Vu5rjBQcXeDGanCc9FXLbtm1L/UaNWNi9O/E++p93tWEDxrffei5gIYQQHtGhA3zx\nhTWePh0+/jgdF8iVSz86tRuwG0ICQlwXIODr60vTpk3N8YYNG4hPqtG1yFEkARVCpKp7le7m8fwD\n8zHSdYtVOCutFXKVUnTq1IniHTsSlqAEvu3FF+HECQ9GLIQQwhOefBJGj7bGr7wCC9JznzjBMtx+\neyGvn2sTUIC6desSHBwMwLVr19iVVGl3kaNIAiqESFWHCh0I9teTx8HIg2w9K4UEPC2tFXKVUnTr\n1o0LI0dysVAhAHyjo7nar18612YJIYTI7JSCr7+G1q312DBg0KCk23clqX17buUNAqD0dahy8JLL\nY/T396dx48bmeP369dhka0iOJgmoECJVufxz0adaH3M8YfsEL0aTs6WlQq6Pjw89+/dn2xNP4Eg5\n82/axPH33vN4vEIIIdzL3x/mzIEKFfT41i3o1g0uXkzbh7c0LWcOa692T+G6Bg0aEGhv+xIZGcl+\nKZCXo0kCKoRIk0fqPGIez9gzg1sxt1J4t3AnR4XcsmX1OKkKuX5+frR99VX2tW9vfq7Ihx9yYO1a\nL0QshBDCnQoW1PUB7DWFOHFC1w5IS+vNPxsXNY8r/hHhlh7SQUFBNGzY0ByvW7dOtvPkYJKACiHS\npHmZ5lQuqBuP3Yi5wex9s70cUc52330QHp5yhdyAgAAqzpjB9YIFAQiOiiL+qac4fPiwFyIWQgjh\nTtWrw4wZelkuQFgYPP546rsvwsv5ccq+qibw6g1Ytcot8TVu3Bh/f38Azp8/L3NRDiYJqBAiTZRS\niZ6C/hTxkxejEZC2CrlBhQoRMHGi+Xr1PXvY8fbbHD9+3KOxCiGEcL/OnXW9AIdJkxJXyk3K5TtX\nmVU9wYkZM9wSW3BwMPXq1TPH8hQ055IEVAiRZg/XehhfpSvghJ0M4+Clg16OSKSlQm5Qt27EDBpk\nvn7/woXMnTiRM2fOeDhaIYQQ7vb88zB0qDX+738TF6u728XbF/mlRoIT8+ZBVJRbYmvSpAm+9kp6\np0+flpuhOZQkoEKINCsWUowulbuY44kRE1N4t/CUtFTIDfjqK2xFigCQ98YNWi1ezM8//8yFCxe8\nFLUQQgh3UErPB02a6LHNBv37Q1J1fwzD4MKtC0QUh4MF7Sdv3oTFi90SW968ealVq5Y5DgsLc8v3\niMxNElAhRLokXIY7ZecUYuNdX6xAZExyFXLHjQNCQ/EZN858b73t2ym2fz/Tpk3j8uXL3glYCCGE\nWwQG6geZpUvr8fXr0LUrREYmft/NmJtEx0WDgtk1fa0X3LQMF6B58+Yo+0bVY8eOyWqcHEgSUCFE\nunSq1IniIcUBOH/rPPMOzPNyRCKhpCrkPvmkvUJuj4egZ0/zvV0XLiT68mWmTp3KtWvXvBSxEEII\ndyhaVNcFCNZtvDl6FPr2TVzkNjLKykhXNipkvbB4MbhpXihQoAD33XefOV63bp1bvkdkXpKACiHS\nxc/Hj1F1R5njL8JTqW4gPC7FCrmfjIN8+QAIvXKFNmvWcO3aNaZNm8atW9JaRwghspPatWHaNGv8\n55/w3HPW+GbMTfP4YqlQqFNHD+7cgfnz3RZX8+bNzeODBw9y/vx5t32XyHwkARVCpNvjDR7H30eX\nUt94eiNbzmzxckTibslWyO1bjLOvf2eea7xxIyXOnCEyMpJp06YR5abCE0IIIbyjVy94911rPG6c\nfWsGcDv2tnk+d0BuGDDAeqMbl+EWKVKEKlWqmGPZC5qzSAIqhEi3YiHF6H9ff3P8xSZ5CpoZJVsh\n94v+7Go4EgAfw6DbwoX4xMVx/vx5fvnlF2JiYrwUsRBCCHd49VVdiMjhmWf009BbMdbKl9z+uaFf\nP+tNq1aBGwvVtWjRwjzeu3ev1CPIQdKUgCqlKiilhiul3lZKjVVKvaCUaqeUCnJ3gEKIzOnZRs+a\nx7P3zuafm/94MRqRHEeF3B9+SFghV9Fs73iWBnQHoOj58zRbv97+2mlmzpxJXFyct0IWQgjhYkrB\nxIlQv74ex8dD795w9Kgy35PLPxeUKQOO5bHx8fouppuUKFGCihUrAroarzwFzTlSTECVUoOUUpuB\nI8AHQBegKTAcWAKcV0qNU0qVdXukQohMpV6JejQr3QyAWFssP2770csRiZSMGqVbspgVcm/50CV2\nLuN4HIDWYWEUst/p/vvvv5kzZw7x8fHeClcIIYSL5cqlt3UW13UEuXIF3h5dH6L1xOCj7GmBh5bh\nQuKnoDt37pSCeDlEsgmoUioCeA6YApQ1DKO4YRj1DMNobhhGNSAv0N1+ja1KqT4eiVgIkWk82eBJ\n8/j7bd9LS5ZMrkOHuyrkGj48yTj+w6cYsfEMWbsWZbMBuijEggULMAzDixELIYRwpZIldRIaZF/D\nePpYCMyZCbYEKUGfPtaSmfXr4eRJt8VTpkwZStt7xdhsNjZs2OC27xKZR0pPQF81DKOBYRjfGoZx\n6u4XDcO4YxjGGsMwHgOqAcfdFaQQInN6qNpDFM1dFICzN86y4OACL0ckUpNkhVz+Qy/m4rv3b/ol\naBK3e/duFi9eLEmoEEJkIw0b6uW4pu2gE90AACAASURBVCOdYOVYa1y4MLRvb41nznRbLEqpRE9B\nt2/fLhXZc4BkE1DDMJak9SKGYVw0DEPKYAqRwwT4BvBovUfN8Q/bfvBiNCKtkqyQS3c6sZRyk6bT\npHJl8/y2bduIiIjwfJBCCCHcZsAAXZjItPF5zm1unPgNDrNmuTWWe+65h2LFigEQFxfH5s2b3fp9\nwvvSVQVXKRWqlKqilKqW8MddwQkhMr9RdUeh0EUMVh1bxenrp70ckUiLpCrkrqMlz97+kA4hIdSo\nUcM8v3//fi9EKIQQwp3eeQeadbxojg/9Ngj7Lgzo1Ml646FDbo1DKUXTpk3N8YkTJ9z6fcL70loF\nt45SagdwEdgL7Lb/7LH/VwiRQ5XOV5q25dsCYGDw866fvRyRSCtHhdwPPrDOjecxxs/Il+iPgStX\nrnghOiGEEO7k4wOv/+84+N8E4NbpCixcaH8xYTsuR/U6NyruqIwEUogoB0jrE9CJwBmgLVAdveez\nGlDV/l+vUUoVVUpNU0qdU0rdUkrtUEoNvOs9+e3vuWr/maqUyuetmIXIbobWGmoeT9k5RfYMZjEv\nvQQD7ttljp+e1Yw9e0LN8ZUrV7CZt8VFViHzoxAiNSWKBEGDceb4/ffBMICrV6035c/v9jjy5bP+\n2bl+/brMOdlcWhPQSsCzhmGsNQzjgGEYBxP+uDPANJgG3At0RSfHU4FpSqnmCd4zA6gNdATuB+ra\n3yeEcIFeVXsREhACwIFLB1h/ar2XIxLpoRRMeGwbddkGQJzNl4EDA7hzRxeYstlsXL9+3ZshioyR\n+VEIkaLcAbmhyWfgGw3A1q2wciUeT0D9/f0JDg4G9Jxz48YNt3+n8J60JqBh6KedmVET4FvDMLYa\nhnHcMIzPgFNAQwClVFX0pDrKMIzNhmFsAkYDXZVSlbwWtRDZSO6A3Ay4zypY8OWmL70YjciI4IrF\nmUdPCqN7gV68CNOn9yYmxg+QZbhZlMyPQogU5fbPDXnOQ90J5rn33iNxAprPM4si8idIdGUZbvaW\n1gT0EeAJpdSzSql2SqmWCX/cGWAarAP62gskKaVUd6AQsNL+emPghmEY4Y4PGIaxHrgFNP3X1YQQ\nGfJ0w6fN47n753LiqhQRyFJKl6YMp/iNh/BD93M9ebIQCxd2wzDg8uXLXg5QZIDMj0KIFOUOyK0P\nmo0FH/1v/7p1sG6Tv/UmDzwBhcTLcK8mTIBFtpOeJbh1gM/RE9eaBD+r3RBXevSz//cScAe95GiA\nYRiO4kjF0MWT7nbB/poQwgVqFK1Bu/LtALAZNr7d8q2XIxLpUqoUAC0I4xv//5in9+ypwfr1zeQJ\naNYk86MQIkXB/nrZK/lPQS1r9f37v1Wx3uSFBFSegGZvfml833hgFfAhcB5wa4URpdS7wKspvMUA\n2hiG8RfwPlAQXSApEuiB3uPSIsEkm25vvfWWedy6dWtat26d0UsJkWM82+hZ/vj7DwB+3P4jb7V+\ny5rcROaWLx/kyQM3bjA69ht2DPuE7ycHAbBqVTvq1w9L1Jc8q1qzZg1r1qzxdhgZJvOjEMKVfJQP\nufxyERUXBc0/wmfnCGw2xfL9ZdlKPeqzzWMJaMIluPIE1Ds8NUeqtFSrVErdAmoahnHU7RHp7wtF\nLxNKyUmgBHAEHdueBJ9fCfxtGMajSqnhwBeGYSRawK6UugE8ZRjGlCS+35AqnkKkn82wUfnryhy9\nov+pmNB1Ao/UfcTLUYk0q1YN7D0/Y7bspPkTldmyRSehuXLdISIikHvv9WaArqeUwjAM5e040krm\nRyGEqxUcW5DLUXqbRc890cybEwhAD+Yxj17w8cfw4otuj+PAgQPMmjULgIoVKzJ48GC3f6dImbvm\nyLQuwV0J1HP1lyfHMIzLhmEcSuUnGghG3+29u1ZzPNbvthEIUUo1dryolGpq/+wGD/w6QuQYPsqH\nx+s/bo6/3fKttGTJSkqXNg8D/jnJzJnx5M2rl0FFRQXSvbuBrIryLpkfhRCulssvl3n8+P9Z2y3m\n05M9VJciRMLl0pqALgM+VUq9p5Tqp5TqlfDHnQGm4gBwFBinlGqglKqglHoeaA/MBTAM4wCwHBiv\nlGqslGoCfA8sMgzjsLcCFyK7Gl5nOEF++qlZxD8RhJ8OT+UTItOw7wMF4PRpypcPZvDgOfj56cIU\nBw8qBg2C+HgvxSfSQ+ZHIUSaOOZsgLL3Xqd7d+u1D3nZa0WI5AZ29pXWBHQcUBJ4Bd0zbE6Cn9nu\nCS11hmHEAZ3QRRQWAjuBwcAwwzCWJHjrAPtry4ClQATwsGejFSJnCM0VKi1ZsqoET0A5dQqlFPfd\nF0P37gvN04sXwxv/z959x8dVXYse/231YkuW3OTecZHl3mRLroqB5IIxwQmkUBJ6AgQTuAkOBHhA\nuKE6AUIHUxMI2OAQwFhYWJIr7t24W26yLdmy+kiz3x9nyhnVkTRNo/X9fPS5e59z5sxyHk9H6+y9\n137QD7GJJpHnoxDCXdHhzhHQMksZC0yrzP/J1ewr7e6TOKKiooiIiACgqqqKsrIyn3yv8D23ElCt\ndUgDP6HeDrKR2PZrredprbtprdtrrUdrrd+tcc15rfW1WusOtp/rtNayq7oQXmLekuXDHR+y9+xe\nP0Yj3FZjBBQgMTGRlJTtTJmS6zj1+ONgW6YjApg8H4UQ7oiLjHO0iyqKGD8eZscZs5eshPLEYt8s\n/ldKSSGiNsLdEVAhhHDb6G6juWTgJQBoNE/kPOHniIRbaoyAAiQkJAAwa1YmEyY49wK94QbYvNmn\n0QkhhPCChKgER7uw3FgDuiDub45jb3/Z2f5I8DrZiqVtqDcBVUr9QinlVtUjpVQfpVS658ISQrR2\nC9Kdc3je2foOh88d9mM0wi11jIDaE9CQEM2dd65m0CDjdFkZXHEFnK5rF0khhBCtRkK0MwG1V8Od\nWrGcNLIBsFgUTz7pm1hqrgMVwamhEdBfAXuUUvcrpVJqJqNKqUSl1OVKqQ+B9YBvSmQJIVqFtN5p\nTOszDYAqaxWPZz/u54hEo2qOgGpNYmKi41BlZT6ffmpsFwpw+DDMmwcWi4/jFEII4TEuI6BlhaA1\nnD/PAh5zHH/1VTh1yvuxyAho21BvAqq1ngncDUwDNgPFSqmDSqldSqmTGIUNXsbYZyxZa/0fXwQs\nhGg9/jT1T472G5vfYF/BPj9GIxoVF+fMLsvLoaDAMQIKUFBQwNCh8N57YH8l+e23cPfdfohVCCGE\nR8SGxzraZVVlxu//ykou5ivGqg2AceiZZ7wfi2zF0jY0uAZUa/251vpioCvwc+A5YBHwJ2AC0ENr\nfb/WWiZhCSFqmdVvFtP7TgeMUdAHV0j51IBnnoZ79Cjx8fHYJ8AUFxdjsVi47DJ49FHnZS+8AK+9\n5uM4hRBCeER4aLijbam2gG3qqwIWxP3dce7FF6GgoOanPUum4LYN7lbBPaO1XqK1Xqi1fkJr/ZrW\neoPWuuYG10II4aCU4i+z/uLof7D9AzaflMo1Ac08DTcvj9DQUJc30oWFRoGKP/7RmH5rd/vtsGqV\nr4IUQgjhKWEhYY52lbXKkYACzOmyhuRko11cDH//e81Pe5aMgLYNUgVXCOFVk3pO4vLBlzv6f1j+\nBz9GIxpVYwQUqDUNF4wpuG++CSNGGMctFrjySkftIiGEEK1EeIhzBLRmAhqSEM/99zuvXbgQLlzw\nXizt2rUjNNTY4bGsrIzKykrvfZnwG0lAhRBe99jMx1AY0zi/2v8VX3z/hZ8jEvWqMQIKrgmofQQU\nIDYWPv0UOnY0+qdOwdy5RoVcIYQQrUNoSKijXWWtAvPIY4cO/OQnMGCA0S0shH/8w3uxKKWIi3Pu\nSyrTcIOTJKBCCK8b3mU4N4650dGfv2y+sc5EBJ46RkDNlXALaiwA6tsX/v1vsL2w5rvv4OabjSKK\nQgghAl+ociagVm11GQGlQwfCwuAPpslLTz/t3ReNMg03+EkCKoTwiUdnPkpcpPFWc/eZ3fzjOy++\nQhXN14QRULvp0+G555z9d9+FZ5/1VoBCCCE8KUQ504FaCaitKNC11zrfT+bne7fwnBQiCn6SgAoh\nfKJLbBcemPqAo/9Q1kOcK5cHS8BpZAS0rgQU4De/gV//2tm/915YtswrEQohhPCgBhNQ22hkRATc\nd5/z8F//Ct5anil7gQY/txNQpdREpdT9SqnnlFJ/M/94M0AhRPC4Y8IdDEgwFpIUlheycM1CP0ck\naqk5Aqq1ywjouXPnsFprF0BXytiOJTXV6Fut8NOfwj7Z+lUIIQKa1bSphVKq1hpQuxtvhC5djHZe\nHrzzjnfikSm4wc+tBFQp9XtgNXA9MApIMf0M91ZwQojgEhkWyUPTH3L0n1v7HOfL5eESUOLioH17\no11eDmfPEhERQWyssVG51WqlqKiozo9GRsLHH0P37kb/3DmYM8e7FROFEEK0TFmVc0FndFh0nSOg\nANHRMH++89QTT0BVlefjkRHQ4OfuCOhdwJ1a64u01tO11jNMPzO9GaAQIrhcPfxqBiUOAuBc+Tn+\ntlYmUQScOtaBNlSIyKxbN1i82EhGAXbuhF/+0hgRFUIIEXjKLKYENDy6zjWgdrfdBvZJMfv2wYcf\nej4e8wiorAENTu4moHHAf70ZiBCibQgLCXNZC/rMmmcoqqh7RE34iXkdqJuFiMwmTIBXXnH2P/0U\nHn7YoxEKIYTwEHdHQMGYJHPnnc7+4497/gWjeRuWCxcuUF1d7dkvEH7nbgL6AXCJNwMRQrQd16Rc\nw8DEgYAxCvri+hf9HJFwYR4BtRUiMiegDY2A2l17retUrUcegU8+8ViEQgghPMS8LVp4aHiDCSgY\nCWi7dkZ7xw747DPPxhMaGkp7+1IQqHfZh2i96k1AlVLz7T/AUeBhpdR7Sqn/NZ+znRdCCLeFhYTx\nx7Q/OvrPrH6GUkupHyMSLuoYAXWnEm5N//d/8IMfOPvXXgvbtnkkQiGEEF6gqL8IkV1iItx+u7P/\n2GOe3/tZtmIJbg2NgN5h+rkRKAYmA7fWOPdbL8cohAhCvxjxC3rFGSNtp0tP89pGL24qJpqmkRFQ\ndxPQsDD45z+hf3+jX1JiFCU6e9ZjkQohhPC0RkZAwZjhEhVltL/7zvPbbkkl3OBWbwKqte7n5k9/\nXwYshAgOEaER3DfFuanYk6uepLLaS5uKiaZpZAS0oKAA7ebr7sREY3qWfbrWwYPG9izeqJwohBDC\nAxooQmTXtauxLYvdY495NgQZAQ1u7m7D8qBSKqaO49FKqQc9H5YQoi349ehf0yXW2FQsryiPxbsW\n+zkiAbgmoLYR0JiYGCIiIgCorKyktNT9KdPJya77xWVmwr33eiRSIYQQLaRxvlAMsVRBma0oUWgo\n2Lbgqsu99xozXQCys2HlSs/FJFuxBDd3ixD9GWhXx/EY2zkhhGiy6PBobht3m6P/wvoX/BiNcKi5\nDYvWKKWaNQ3X7oor4KGHnP3nnoO33mpZmEIIIVrOqp1lbKNLTTOROnQAper9XO/ecN11zr4nR0Fl\nCm5wczcBVUBd861GA42XQxRCiHrcPPZmwkKMV6jZR7LZemqrnyMSxMWBvQJheblj0aa7e4HW54EH\nYO5cZ/+WW2Dt2hZFKoQQooVcEtDiCueJetZ/mv3hDxBiyyaWLYP16z0Tk0zBDW4NJqBKqQtKqSKM\n5POAUqrI9FMCfAV4YQtaIURb0b19d64ceqWj//y65/0YjXCoOQpK8woRmYWEwKJFMHy40a+sNBLS\n48dbFKkQQogWqLY699mMKi53nqhn/afZwIHGun67xx/3TEzmEdCioiK36w6I1qGxEdDfAndijIAu\noHZl3DSt9W+8GqEQIuj9Zrzz18j7297nfLlMt/G7OtaBtjQBBWNgdckSsN/qxAm48kpjoFUIIYTv\nKdM02/ALJc4TboyAAtx/v7O9ZAls397ymCIiIoiOjgagurqa4uLilt9UBIwGE1Ct9SKt9VvADOAf\ntr795wOt9WqfRCmECGrpvdNJ7pwMQImlhPe2vefniERdI6AtnYJrN2AAfPihc9rW2rXGnnLyglsI\nIXwvNtxZaEibXy66mYAOH26s87fz1CioTMMNXm6tAdVafwuEKqV+pZR6yvbzK6VUtJfjE0K0AUop\nbhl7i6P/8oaXZbqNv3lpBNQuIwOeftrZf/NNeF5mXwshhM+1j2zvaGtzwR83E1CABQuc7X/9C/bt\na3lcUogoeLm7DcsYYD/wNDDB9vMUxrrQMd4LTwjRVvxy5C+JDjPeaW09tZU1eWv8HFEbV8cIaHx8\nPCG2Ycvi4mIqK1u2b+tdd7lWULz7bvjmmxbdUgghRBPFRcY52uqcKdFzYw2o3bhxMHu20bZa4Ykn\nWh6XbMUSvNytgvsKkAv01FpP1VpPBXoBK23nhBCiRTpEdeDq4Vc7+i9veNmP0Yi6RkBDQkJc3ki3\ndBRUKXjpJRg/3uhXV8O8eXDwYItuK4QQognaRTh3WgwruuA80YQRUIA//cnZfvttOHKkZXHJFNzg\n5W4Cmgw8pLV2rEy2tR+xnRNCiBYzT8P9145/UVjWsgRHtEAdI6Dg2Wm4AFFRsHgxJCUZ/YICmDMH\npN6EEEL4RmRopKMdUVzmPNHEBDQ93fgBsFjgySdbFpdMwQ1e7iagu4HudRzvBuz1XDhCiLZsQo8J\njOw6EoDyqnLe3fqunyNqw8wjoHl5jgpB5gS0JYWIzHr0gE8+gYgIo79tG1x/vRQlEkIIX4gMcyag\nkeZtWJqYgILrWtDXXoNTp5ofl0zBDV7uJqB/Av6mlLpaKdXX9nM18BywQCmVaP/xXqhCiGAnxYgC\nSFyc8QPGHilnzwKulXA9MQJql5oK//iHs//xx/DYYx67vRBCiHpEhEY42tElLUtAZ8821oOC8eh4\n5pnmx1VzCq78PRA83E1AlwJDgPcxihHtt7WHAZ8Cp4Eztv/rMUqpm5RS3yilCpVSVqVU7zqu6aCU\nekcpdc7287ZSKr7GNb2UUkuVUsVKqdNKqYVKqTBPxiqE8Iyfj/i5oyT8jtM7WHl4pZ8jasO8XAm3\npl/9Cu64w9l/4AH47389+hVBQ56PQghPMU/BjS42FZdrQhEiO6VcR0FffNFYWtEcMTExhIUZv44q\nKysplw2jg4a7CegM089M209d/Zkeji8G+Ar4M1Dfa48PgFHAbOBiYAzwtv2kUioE+C8QC0wBrgau\nwqjoK4QIMHGRcfxixC8c/efWPufHaNq4ds7CFJw5A3h/Tc7TT8OMGc7+woUe/4pgIc9HIYRHxEc5\nE83255u/BtTu8sth6FCjXVwMK5v5HrmoqMilLwlo8HDrLadtH1Cf01ovBFBKja3rvFJqCMZDdbLW\nep3t2C1AtlJqkNb6e9v5ocDFWuvjtmvuA15VSi3QWkupCyECzJ0T73RUwf1096ccLDxIv4R+fo6q\njTl1Cr77zmgrBclGvTmr1eq4xP5m2pPCw+HXv4YVK4x++/YNX99WyfNRCOEpidHG0oroSuiZb0vy\nQkJg0KBm3S8kxLmmH8A0ccZtWms+++wzqqqqjBgTE11egIrWzd0RUJRSKUqp55VSXyilutmOXaGU\nGu298BqVClzQWjs2DNRa5wIlwGTboUnALvvD1eYrIAqo88EthPCvYZ2HMXuAsaGYRvP8uuf9HFEb\n9MknxmZuAGlp0N2oQ1dRUeG4JCoqyitfbZvtC0DvWhNLhZvk+SiEcEtClJEhjjgFofb5FIMHQ0xM\ns+5XUQE7djj7o0Y1/R7r16/nwIEDgFEf4oorrkAp1ax4ROBxKwFVSs0G1gM9MKbZRttODcCY/uMv\nSdS97jTfds5+jUsNLq31GaDadI0QIsDcNfEuR/v1Ta9TUlnSwNXC4z76yNmeN8/RNE+B8lYCat47\nThLQZpPnoxDCLfYR0DEnTAfHjGn2/XbsANvAJQMGNH0p6dmzZ/n6668d/cmTJ9PLvDWYaPXcHQH9\nf8B8rfVcwLQ6mSxgQlO+UCn1/2wFE+r7qVZKTW3KPYUQweeSgZcwKNGY/nO+4jzvbXvPzxG1IadO\nwbe2lRdKwY9/7DhlTkAjIyNrftIjzAlonz5e+YqAJM9HIYQ/RIZFEhsey+iTpoOjmz/BcePG5t/G\narWyZMkSx9TbLl26MH369GbHIgKTuwt4hmMUKqipAGjq1ivPAu80cs2RRs7bnQQ613G8i+2c/ZrJ\n5pNKqU5AqOmaWh566CFHe/r06fIfvxA+FqJCuH387dz91d0AvLD+BW4ac5NMwfGFeqbfgm9GQA8f\ndrY9PQKalZVFVlaWZ2/qOfJ8FEL4RceYjow5YZpp1IIR0E2bmn+bVatWkZeXB0BISAhz5871Sr0B\nUTdfPSPd/X/RAozpt4dqHB8D5DXlC7XWBbb7ecJqoJ1SapJ9nYtSajJGdcBVpmsWKKW6m9a5zAbK\ngQ313dj8gBVC+Md1I6/j/sz7KasqY+upreQezSWtd5q/wwp+H37obP/kJy6nWvsU3JoJ08MPP+zZ\nL2gBeT4KIfyla0Qiw/NNv3ybs3DTprkjoKdOnWKFvQIdMG3aNJKSZDWAL/nqGenuFNz3gSeVUj0x\nyr2HKaWmAU9hKunuaUqprkqpkcBgQAHJSqmRSqkEAK31boyCCS8rpSYppVKBl4Cltgp/AMuAHcDb\nSqlRSqkM4K/AK1LhT4jAlhCdwM9Tfu7oP7vmWT9G00acPOmsmV9j+i14PwE9fx7slfejoqBTJ49/\nRVCQ56MQwpNGF0YSWW20S3t2bV7pWqC6GrZsMd3XzQS0urqaxYsXOyqt9+jRg7Q0eeEcrNxNQP8E\nHAQOA+2AncA3QA7wmHdCA+BWYBPGlCQN/AfYCFxmuuYaYAvwJfCF7fpr7Se11lbgR0CpLd4PgI+A\ne70YtxDCQ+6ceKej/cmuT9h5eqcfo2kDzNNv09OhWzeX096ugltz9FNmXNdLno9CCI9JybM42oVD\n+jb7Pnv2QJltK9Hu3aFrV/c+l5WVxalTRk20sLAwrrjiCkJC3N6sQ7Qy7u4DagF+rpR6EBiNkbhu\nMr1F9Qqt9cNAg2O/WuvzmB6o9VyTB1zuwdCEED6S0jWFyy66jKV7lwLwl5y/8M7cxpbJiWarp/qt\nnbeLELXVAkRNJc9HIYQnDTrinPRwenBPejTzPs1Z/5mXl0dubq6jn5GRQSeZ/hLUmvRqQWu9X2v9\nb631h95OPoUQwm5B+gJH+/1t77O/YL8fowliJ0/WW/3WzttTcL1ZgEgIIUTd+h8852ifvKi56WfT\n139aLBaWLFmC1sYGpH379mXChCZtsCFaoUYTUKVUtFLqz0qprUqpYqXUBaXUFqXUn5RS0Y19Xggh\nWmpiz4nM6jcLAKu28vTqp/0cUZD65BOw/RFQ1/Rb8H4CKnuACiGEj1mt9D7orH92bEBdBbTdYx4B\ndScBXb58OWfPngUgIiKCOXPmSLX7NqDBBFQpFYax1vN+jDWgfwdewFgL+iCw3HaNEEJ41f3p9zva\ni7YsorCs0I/RBKkGqt/aSQIqhBBB5vvviSw39t08GQslneKadRutmzYF98CBA6xbt87Rv+SSS+jQ\noUOzvlu0Lo2NgN4MDATGaK3naK3/qLX+g9b6cowtWC4CbvJ2kEIIMaPvDEZ0HQFAqaWU1ze97ueI\ngkwj1W/tJAEVQoggY8oaN3Yz9uFujkOH4JxtJm9CQsO/w8vLy/n0008d/YsuuohRLdj6RbQujf0X\ndhXwmNZ6R80TWuvtwF+A2lUqhBDCw5RS3DnBWRH3+XXPU22t9mNEQebjj53Tb6dOhTr2XtNau1TB\nlSJEQggRBEwJ6KYWJKA1Rz8bmkn71VdfUWTbcys6OprLLrtMpt62IY39F5aMMQW3PsuB4Z4LRwgh\n6vezlJ/RMbojAIfPH+bTPZ828gnhNnP123qm35qTz4iICI+XyLdY4NgxZ79nT4/eXgghRF1MlYNa\nMgLqbgGiPXv2sHnzZkf/f/7nf2jXrl2zvlO0To39F5YAnG7g/GlAJmsLIXwiOjyaW8be4ugvXLvQ\nj9EEkRMnXKffXnllnZd5e/rt8ePOLUiTksALA6xCCCHMaizc3JQE4SHhzbqVO+s/S0pKWLp0qaOf\nkpLCsGHDmvV9ovVqLAENBaoaOG+1XSOEED5x+/jbCQsxap+tPLySTSc2NfIJ0Shz9dtp0+qcfguy\n/lMIIYLO0aNgq0J7LhIOJkBEaESzbtXYCKjWms8//5ySkhIA2rdvz6WXXtqs7xKtW2MVbBXwrlKq\nop7z8n5aCOFTPeJ6MG/YPD7Y/gFgjIK+dcVb/g2qtTNXv51X/7J+SUCFECLI1Fj/iYLIsKb/eX/i\nhFHLDiA2FgYNqn3Ntm3b2LVrl6N/+eWXEx0tOzq2RY2NgC4CjgNn6/k5DrztzQCFEKKmuybe5Wh/\nsP0D8kvy/RhNK3fiBGRnG+2QkHqn34JvE1ApQCSEED5gGrbcZJv80pwRUPP025EjIbTG/MiioiK+\n+OILR3/s2LEMHDiwyd8jgkODI6Ba6xt8FYgQQrhrYs+JTOwxkbXH1lJZXclbm9/ivin3+Tus1smN\n6rd23k5ADx92tmUEVAghfKDGFiwA8ZHxLblNrfWfWms+++wzxzMkISGB2bNnN/k7RPDwbAlDIYTw\nkdvG3eZov7zhZaza6sdoWjE3qt/amRNQb2/BIgmoEEL4QM0puEDPuKaXIG9o/eeGDRvYv3+/oz9n\nzhwiIpq3zlQEB0lAhRCt0k+Sf0KHKKMI94HCA2QeyPRzRK1QE6bfgqwBFUKIoHL6NOTlAVAaDnuM\nXc6alYCaR0DNCWhBQQHLli1z9FNTU+kjayzaPElAhRCtUnR4NNeNvM7Rf3nDy36MppUyT7+dNg26\ndm3wcvM+oJ5OQLV2nYIrf58IIYSXmbLGrV2gOhQ6RnckOrxphYEKC+HgQaMdHg7JyUbbarWyZMkS\nLBYLAJ07d2bmzJkeCV20bpKA4Fg3aQAAIABJREFUCiFarZvH3uxoL927lHPl5/wYTSvkZvVbO2+O\ngJ4/D8XFRjsmBhITPXp7IYQQNZkLENmm3/aK79Xk22ze7GwPHw722bWrV6/m6NGjAISEhDB37lzC\nwhrbgEO0BZKACiFarWGdhzG221gAKqsr+Xjnx36OqBU5fhxycoy2G9NvwbsJaM0CREp59PZCCCFq\nqqMA0YCEAS25jaMAUX5+PitWrHAcnzp1Kt26dWtWmCL4SAIqhGjVfp7yc0f7vW3v+TGSVqaJ02/B\nuwmorP8UQggfq2MLlv4J/VtyG0aPhurqahYvXkx1dTUA3bt3Jy0trUWhiuAiCagQolW7evjVhCjj\nV1nWoSyOFR3zc0StRBOq39pJAiqEEEGiqAj27QOgKlSxvYtx2BMjoCtXruTkyZMAhIaGcsUVVxBa\nc2NQ0aZJAiqEaNW6te/GzH5GUQONZsnuJX6OqBVoxvRb8G4RInMCKgWIhBDCy7ZscTQPdoumItxo\nD0hsWgJaWgq7dxttpaBTp+Nk26urA7NmzaJz584tDlcEF0lAhRCt3pVDnAnUkj2SgDbKPP12+nTo\n0sWtj3lzH9Caa0CFEEJ4kWne7LoulY52cufkJt1m61aw2rbhHjxYs2zZYrTt+dKnTx8mTZrU8lhF\n0JEEVAjR6l0++HJHO+tQllTDbUwTq98CaK1lCq4QQgQL07zZtV2qAEiMTiSpXVKTbmNe/5mUdIIz\nZ84AEBERwZw5c1BSUU7UQRJQIUSr1yOuB+O7jwegylrF53s/93NEAezYMcjNNdpNmH5bWVnpeKsd\nHh7u8fU8koAKIYQP1bEFS3Ln5CYnjOb1nxER2x3t2bNnk5CQ0KIQRfCSBFQIERTmDJ7jaH+y+xM/\nRhLgPDD91tOjnxaLsSwVjDVEPXt69PZCCCHMysth505Hd7Nt0HN4l+FNvpU5AU1KOgHAwIEDGWPf\nj0WIOkgCKoQIClcOdY7kffH9F5RUlvgxmgDWjOq34N0CRMeOOXPibt2cm5gLIYTwgm3bwLZFyolu\n7Sm2Lekf2XVkk25jsRi3sktKOklUVBSXX365TL0VDZIEVAgRFIZ2HsrQTkMBKKsq48t9X/o5ogB0\n7Jhr9du5c93+qBQgEkKIIGEattzczXl4VNKoJt1m506otNUv6tChkJiYcn70ox/Rvn17T0Qpgpgk\noEKIoPHjoT92tD/e9bEfIwlQH5v+N5kxw+3ptyB7gAohRNAwJaDfJhYDoFBNnoK7erVzZkxS0kmS\nk5MZPrzp03hF2yMJqBAiaPx4mDMB/XLfl1Rbq/0YTQBqRvVbO0lAhRAiSJgKEG1MMtY/XNTxImIj\nYpt0m88+c/7y7tv3LD/84Q89E58IepKACiGCxsiuIx0l5AvLC9l0clMjn2hDmln91k4SUCGECAJV\nVcbmnTb2CrhjujWtaND27dvZvt25HGPu3H7ExMR4JEQR/CQBFUIEDaUUGf0zHP3MA5l+jCbA/Pvf\nzvaMGdC5c5M+7qsEtE8fj95aCCGE2e7dRhVcoKBTLGdsg55NSUAvXLjA0qWfc/Kkc8/Qyy7r4dEw\nRXCTBFQIEVRm9ZvlaC8/uNyPkQSYZla/tZMiREIIEQRM6z+39QhztN1NQLXWfPbZZxw/HovFYpQs\n79pV061bIx8UwkQSUCFEUDEnoLlHcrFUW/wYTYAwT78NDW1S9Vs7b42Aai1TcIUQwmdM6z9XJlxw\ntN2tgLtx40b27dvHiRPO0c8xY2TLFdE0AZ2AKqVuUkp9o5QqVEpZlVK9a5zvo5R6TSm1XylVavu/\njyulompc10sptVQpVayUOq2UWqiUCkMIEXR6xfeid7zxq6Ksqoxt+dsa+UQb0MLpt+C9fUALC6HE\ntmVrbCwkJHjs1kFNno9CiGYxjYB+l2QFYFDiIBKjExv9aGFhIcuWLQPg5EnnkOfo0R6OUQS9gE5A\ngRjgK+DPgK7j/BCMf8MtwDDgt8C1wHP2C5RSIcB/gVhgCnA1cBXwtDcDF0L4z6SekxztNXlr/BhJ\ngDBPv21i9Vs7b42A1lz/KXuXu02ej0KIprFaXRLQjbYcMrVXaqMf1Vrz6aefUmnb+PPMGec7L0lA\nRVMFdAKqtV6otf4/ILee819prX+ltV6utT6ktf4CeAz4semyi4GhwC+01lu01pnAfcBNSql23v43\nCCF8b1IPZwK69thaP0YSAPLyWjz9FnyTgMr0W/fJ81EI0WQHD0JREQBF7SPIizMOm5+Z9VmzZg2H\nHQv2Ffn53R3nxjStgK4QgZ2ANlM8UGjqTwJ2aa2Pm459BUQBY30ZmBDCN8wjoGvz2ngC+vHHznYz\np9+C9xJQKUDkU/J8FKItM41+bukeArYZJxN7TmzwY6dPnyYz01lVfvDgDAoLQwGIj4d+/Twfqghu\nQZWAKqX6APcAL5gOJwGnzNdprc8A1bZzQoggMyppFKHKeDjuPbuXoooiP0fkRx9+6Gw3o/qtnYyA\ntm7yfBRCmAsQrepk/E4PDwlneJfh9X6kurqaxYsXU11dDUBSUhKRkc6EdfRoWTohms7nCahS6v/Z\nCibU91OtlJrajPt2Bb4AvtJaL/R85EKI1iI6PJrkLskAaDSbTmxq5BNBKi8PVq0y2i2Yfqu1lgTU\nB+T5KITwKtMI6CbbK6bkLslEhEbU+5Hs7GxOnDgBQGhoKHPnzmXz5lDHeVn/KZrDH5XungXeaeSa\nI42cd6GUSgIyga0YRRbMTgKTa1zfCQi1navTQw895GhPnz6d6dOnNyUkIYSfje02lq2ntgKw4cQG\npvWd5ueI/MBc/XbmTOjUqVm3qaqqwmo1qiWGhoYSFua5R0fNIkTelpWVRVZWlve/qHnk+SiE8A6t\nXUZA7QWIGtp+5fjx42RnZzv6M2bMoEuXLuY8VtZ/BhlfPSN9noBqrQuAAk/dTynVDfgG2Ab8TGtt\nrXHJamCBUqq7aZ3LbKAc2FDffc0PWCFE6zO221je3PwmAN8d/87P0fiJB6rfgvem34LvR0BrJkwP\nP/yw97/UTfJ8FEJ4zYkTkJ8PQHlUGPsSqwAY2XVknZdXVVWxZMkSx8vH3r17k5pqVMs15bEyAhpk\nfPWMDOi9vmzThpKAwRhLpZOVUgnAEa11oe3h+i2QB8wHOivnRPTTtoftMmAH8LZS6vdAJ+CvwCta\n62Kf/oOEED4zrvs4R3vDiXr/lg5eR496ZPoteC8Braw0/iYCYw1Rjx4eu3XQk+ejEKJJTMOWu3tG\noUOM/y+e0iWl1qVaa77++mtOnz4NQHh4OHPmzCEkJIT8fDh2zLguOhoGD/Z+6CL4BHQCCtyKc48z\nDfzHdvwG4G2MN7UDbD/O2tDGtf0wHsRWpdSPgBeBHKAMeBej1LwQIkiN6DqCsJAwqqxV7D27l/Pl\n54mPivd3WL6zeLGz3czptxaLhU2bNrHKnsji2QR0715jVhhA9+4QHu6xW7cF8nwUQrhv9Wpns3OF\no12zANH+/ftZvnw5J086Z+HPnj2bxMREAD7/3HntiBHgwRUZog0J6P9stNYPA/WO/WqtFwGL3LhP\nHnC5B0MTQgS46PBohncZzuaTmwHYdHIT0/tO929QvvTFF872lVc26aMVFRWsX7+eNWvWUFJS4nKu\nhweHKV9+2dkeK5t+NIk8H4UQbquqgkXOXwff9LQA0DG6I11iuwDGes/MzEwOHDjg8tGBAwcy1vYL\n+sQJuOce57mMDC/HLYJWQCegQgjREmO7jXUkoBuOb2g7CWh5OXz7rbN/ySVufay0tJS1a9eybt06\nl2m3ADExMUyaNInJkyfX8+mmKSyEN95w9n/7W4/cVgghRE1ffGFURQcqEuP5bPB5wKiAe+7cOb75\n5hu2b9/u8pGwsDAmTZrE1KlTUUqhNdxyi/G7G4yicf/7vz79V4ggIgmoECJomav7bT+9vYErg0xu\nLpSVGe2LLoK+fRu8/MKFC6xatYoNGzZgsVhczsXFxTF58mTGjBlDuAfnyL78MpSWGu2UFHmTLoQQ\nXvPSS47m9h+NpzJsOQAxpTE8//zzjkJDAEopRo8ezfTp02nfvr3j+LvvwtKlzlu+8QaYTgvRJJKA\nCiGCVnLnZEd7e34bSkC/+srZnj273ssKCwvJzc1l8+bNjk3G7RITE0lLS2PEiBGEhobWc4fmqayE\nv//d2Z8/XzYyF0IIrzh0yLkkQymWTutmlCYDLKctWHEmn0OGDGHWrFl0qlEz4PhxuPNOZ/83vzFK\nCwjRXJKACiGClrm4ws7TO7FqKyEqxI8R+ciyZc52HQlofn4+ubm5bNu2DW2vAmTTtWtX0tLSGDZs\nGCEh3vnf6l//Mv6gAUhKgmuu8crXCCGEePVVR7W3c5Mm8ZGpKnwiRmGh3r17k5GRQa9evWp9XGu4\n+WY4d87o9+8PTzzh/bBFcJMEVAgRtDrHdqZLbBfyS/IptZRysPAgAxIH+Dss7zp5ErZsMdrh4TBj\nhuPUsWPHyMnJYffu3bU+1rNnT9LT0xk0aBDKi8ORWsMzzzj7d9wBkZFe+zohhGi7KivRr7+O/Tf6\nl336cLo603G6f4f+XHPpNQ3+3l+0yLXy7RtvQLt2XoxZtAmSgAohgtrwLsP55uA3AOw4vSP4E9Cv\nv3a2J09Gx8Zy+NAhsrOza1U3BOjfvz9paWn07dvXq4mn3YoVsNmoC0V0tFHUQgghhOedevVVup46\nBUBR+/bsHTSIc3zsOH/vjffSMbZjvZ/Py4O77nL277wTpk3zWriiDZEEVAgR1JI7JzsS0O3527l8\ncJDvOGGafntmzBg+e/NNjh49WuuywYMHk56e7tFtVdxhHv284QboWP/fPkIIIZrh5MmTZGZmkvr0\n045jG8eOxRKjsVQYhebiI+MbTD61hhtvhKIioz9wIDz+uFfDFm2IJKBCiKBmXge64/QOP0biA1Yr\netkyx3SrT0pKOGFKPpVSDB8+nLS0NLp06eLz8Hbtck7lUgp+9zufhyCEEEHr3LlzrFixgq1bt9Lx\nzBn6HzwIgDUkhJCbbyZjQnceffdRAPp26NvgvV5/3VnPTil4802IjfVm9KItkQRUCBHUzAloMFfC\nra6u5vuPPmJIfj4ApdHRnEhKAiA0NJSRI0cyZcoUEhMT/Rbjs88625dfDoMG+S0UIYQIGqWlpWRn\nZ7N+/XpHRfOxG5zFhqovvZSp11zDP7f/03GsX0K/eu935IhRndzu7rshLc3zcYu2SxJQIURQM2/F\nsvvMbizVFsJDPbefpb9ZLBY2btzIqlWrGP7f/zLEdnz/gAGER0YyduxYUlNTiYuL82ucp0/D2287\n++Y/boQQQjSdxWJhzZo15ObmUlFR4TgeZrEwZts2Rz/8jjsAOHreOSOmd1zvOu+pNfz613DhgtG/\n6CJ49FEvBC/aNElAhRBBLT4qnl5xvThadJTK6kr2FexjaOeh/g6rxSoqKli/fj1r1qyhpKQEgAH7\n9zvOh156Kb/73e+IiYnxV4guXnwR7H8fjRsH6en+jUcIIVorq9XKpk2byMrKori42OVcz549mVNU\nRKT9eL9+8IMfAJBXlOe4rld87S1XAF55BZYvN9ohIfDWW0bBOCE8SRJQIUTQS+6SzNEi483v9vzt\nrToBLS0tZc2aNaxbt87ljXd4ZSW9jxxx9IfddRcESPJZXg4vvODsz59vrCkSQgjhPq01u3fvJjMz\nk7Nnz7qc69ixI7NmzWLIkCEo83zZW24xMkkg74IzAe0Z17PW/Q8ehHvucfbvuQdSUz37bxACJAEV\nQrQBwzsP58t9XwJGAjoveZ6fI2q6oqIiVq9ezYYNG7BYLC7n4uLiuBQIs639Yfhw8HF124a8+64x\nBRegVy+46ir/xiOEEK3NkSNH+Prrr8nLy3M53q5dO6ZPn87o0aMJCQmBrVth1SrjZHi4UW7cxjwC\nWjMBtVqNqbe2CTUMGQKPPOKdf4sQkoAKIYLekE5DHO0D52rvhRnICgoKyM3NZcuWLY7iEnaJiYmk\npaUxYsQIQs2vrWfP9nGU9dPadeuVO+80/iYSQgjRuPz8fDIzM9m7d6/L8cjISKZMmcKkSZMIN/9S\nfeklZ/vHPwZTxfOGEtCXXjL2aQZjwHTRIoiK8ty/QwgzSUCFEEHPXG7+0LlDfoujKfLz88nJyWH7\n9u1orV3Ode3alfT0dIYOHWq88QaX/T8DKQH98ktj+xWA9u3hppv8G48QQrQG58+fJysriy1btrg8\nA0JDQxk/fjzp6em11/hfuADvvOPs33qro2mptnDiwgkAFIru7bs7zh04APfe6/zYfffBhAme/fcI\nYSYJqBAi6PXp0MfRPnzusB8jadyxY8fIzs5mz549tc717NmT9PR0Bg0ahDIvojx61JnlRUbC1Kk+\nirZx5tHPG2+E+Hj/xSKEEIGurKyMnJwc1q1bR1VVlcu5ESNGMGPGDDp06FD3hz/4AOzFh4YMcXkW\nnCw+icZIZLu260pEaARgTL294QYoLTWuS06Ghx7y6D9JiFokARVCBL1ecb1QKDSaYxeOBdxWLFpr\nDh06RE5ODgcO1J4i3L9/f9LT0+nTp49r4mlnHv2cOjVgShZu2eJaTfHOO/0bjxBCBCqLxcK6devI\nycmhvLzc5dzAgQOZNWsWSba9neuktev021tvdan2Vt/02+efh5UrjXZoqFH1NjKyRf8UIRolCagQ\nIuhFhkXSrX03jl84jlVbySvKa3ATbl/RWvP999+TnZ1dq7AEwJAhQ0hLS6NHYwWFAnT67bPPOttX\nXQV9+/otFCGECEhWq5UtW7aQlZVFUVGRy7nu3buTkZFBv35uPK/Wr4dNm4x2dDRce63L6ZPFJx3t\npHZGIrtvH/zhD85r/vhHY5ssIbxNElAhRJvQt0Nfjl84DhjrQP2ZgFqtVnbu3ElOTg6nTp1yOaeU\nIiUlhSlTptDFVDyiXtXV8PXXzv7FF3s42uY5fhzef9/Znz/ff7EIIUSgsb+AXL58OaftZcJtEhMT\nmTlzJsOGDat71ktdzKOfV18NCQkup8+WObdt6RTTiepquP56KCszjo0YAQ880Jx/iRBNJwmoEKJN\n6NuhL6uOGqXp/VWIqLq6mi1btpCbm0tBQYHLudDQUEaNGsWUKVNIqPGHQ4M2bIDCQqOdlGRswRIA\nnn8e7LvFTJkCEyf6Nx4hhAgUR48eZfny5Rwx7d0MEBsby7Rp0xgzZgyhoaHu37CwEP75T2ffVHzI\n7kzpGUe7U3Qn/vY3yM01+mFhxtTbiIim/CuEaD5JQIUQbULf+L6O9sFzB3363RaLhY0bN7Jq1apa\nU6zCw8MZO3YsqampxMXFNf3mNaffuvu23ItKSlxfxsvopxBCwJkzZ8jMzGT37t0uxyMiIpg8eTKp\nqalENCcLfOcd51Dm6NEwfnytS86WOkdArWcGcf/9znMLFhgfE8JXJAEVQrQJ5im3vkpAy8vLWb9+\nPWvWrKHUXmLQJioqigkTJjBx4sTapfSb4quvnO0AmX771lvOQdn+/WHOHL+GI4QQfnXhwgWysrLY\ntGmTy5YqISEhjB07lmnTphEbG9u8mzdSfMjuTJltBNQawpL/m4O9ztGoUbgko0L4giSgQog2YUDC\nAEd7X8E+r35XSUkJa9euZd26dVRUVLici42NZdKkSYwfP57IlpYaLCqC1aud/YyMlt3PA6qr4bnn\nnP3f/c6orCiEEG1NeXk5ubm5rFmzptaWKsOHD2fGjBkkJia27Euys103W77mmjovc4yArr6bA1u7\nAhAeLlNvhX9IAiqEaBMGJg50tPcX7PfKdxQVFbFq1So2btyIxb4A0iY+Pp7JkyczevRowsM9tAXM\nihVGxgfG/Cl3ihZ52dKlRmVFgA4djP3lhBCiLamqqmL9+vVkZ2dTZp8aa9OvXz8yMjLo3r27Z77M\nPPr5i18YSWgdzpSegdND4JtHHccefBBGjvRMGEI0hSSgQog2oUdcDyJDI6moruB06WmKKoqIi2zG\nmss6FBQUkJOTw5YtW7BarS7nOnbsSFpaGikpKU0rKuGOAJx++8wzzvatt0K7dv6LRQghfElrzbZt\n2/jmm284f/68y7mkpCQyMjIYMGBAPZ9uhvx8+Pe/nf1bbqn30jPF52DJW1AdBcCYMfC//+u5UIRo\nCklAhRBtQogKoU+HPuw9uxeAI+ePMLxLyyrGnjp1ipycHHbs2OGyrgeMPzbS0tIYOnQoISEhLfqe\negXY/p/r1xuzwcCoqvjb3/o3HiGE8AWtNfv372f58uW1ttbq0KEDM2fOZPjw4e5vqeKuN990lhtP\nTa13OFNrzeEv5sExoxx5eLhm0SKFpybjCNFUkoAKIdqMzjGdHQmouSJgU+Xl5ZGTk8OePXtqnevV\nqxfp6ekMHDjQ839smO3fb/wAxMTA5Mne+y43mUc/r7kGevTwXyxCCOELx44dY/ny5Rw6dMjleExM\nDFOnTmXs2LGEhXnhz22rFV5+2dmvY+sVu1Ubiqhc7qw09NBDAbNjl2ijJAEVQrQZnWI6OdrmPdHc\nobXm0KFDZGdnc/Bg7Sq6AwYMIC0tjT59+ng38bQzj37OmAEtLWjUQkeOwEcfOfuy9YoQIpidPXuW\nFStWsGPHDpfj4eHhpKamMnny5JYXmmvI11+D/VmUkADz5tV5mcUCN/06DKqNWKL7bOO++1K8F5cQ\nbpAEVAjRZjQnAdVas3fvXrKzszl27Fit80OGDCE9Pd1zBSXcFWDTb//2N2c9pJkzjdL+QggRbIqL\ni/n222/ZuHGjy5p/pRRjxoxh2rRptK+nEJBHmYsPXX89REfXedlf/wq7ttq2eAktZ8Jv/kFY2Ive\nj0+IBkgCKoRoMxKjneXuC8sLG7zWarWyY8cOcnJyyM/PdzmnlCIlJYUpU6bQxR+VZy0WyMx09v1c\ngKioCF591dmX0U8hRLCpqKhg1apVrF69ulaV82HDhjFz5kw6duzom2Dy8oyS43b1FB/auhUefth0\nYMaDpCTLvljC/yQBFUK0GdFhzjfE5VXldV5TXV3Nli1byM3NpaCgwOVcaGgoo0aNYsqUKSQkJHg1\n1gatXQsXLhjt3r3hoov8Fwvw2mtGEgowZAhceqlfwxFCCI+prq5mw4YNfPvtt5SWlrqc69OnDxkZ\nGfTs2dO3Qb3+unPKyYwZMHhwrUssFrjuOmeNInquhslPMyDxad/FKUQ9JAEVQrQZUWFRjnbNBLSy\nspKNGzeyevVqiuzZlE14eDjjxo0jNTXVN1OrGlNz+q0v1pzWo6oKFi509u++G7xV9FcIIXxFa82O\nHTv45ptvKCx0nTHTpUsXMjIyvF9sri5VVa5TTuopPvT447B5s9EOCa/AesX1EGJlQIIHt4ERopkC\nOgFVSt0EXAOMBuKBvlrrI/VcGwmsA1KAcVrrjaZzvYAXgRlAGfA+cI/Wusq7/wIhRCCpKwEtLy9n\n/fr1rFmzptbb7aioKCZMmMDEiROJiYnxaawNCqD9Pz/+2ChABNCpE/zyl34Np82Q56MQ3nPgwAGW\nL1/OiRMnXI7Hx8czY8YMUlJSvLe9VmM+/xzs9Qi6doUrrqh1yebN8Oijzn6HHz1FQSejAvyARElA\nhf8FdAIKxABfAUuAZxu59ingCOBSWFopFQL8FzgNTAE6AW/bTt/lyWCFEIHNnIAWlRWRmZnJ+vXr\nqaiocLkuNjaW1NRUxo0b590qhs1RUGBsuAnGUOPMmX4LRWt42jSb6/bb662DITxPno9CeNiJEyfI\nzMxkv32LK5vo6GjS09MZP368d7ZUaQpz8aFf/xoiIlxOV1YaU2+rbK+QUidXs2bkQwAoFH079PVN\nnEI0IKATUK31QgCl1NiGrlNKzQGmA1cBP6px+mJgKHCx1vq47fr7gFeVUgu01sWejlsIEZjMCejm\nbZvpo/u4nI+Pj2fKlCmMGjWK8EDdoTsz08j8AMaPh8TEhq/3otxcZy4cGQm/+Y3fQmlz5PkohOc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TJGO+fNMxZbetCJE/Dmm/Daa3DwYO3zcXHG9NqbboLRoz361UIIIcyqqozlFg88AOfOsZUU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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2,2,figsize=(15,15))\n", "axs[0,0].plot(east[:-10,1],-east[:-10,0], color='grey', linewidth=3)\n", "axs[0,0].plot(eastobs[1]/100., -eastobs[0], 'g', linewidth=3)\n", "axs[0,0].plot(codar[1][0],0, 'go', markersize=10)\n", "axs[0,0].plot(base_major[ieast, jeast, :30], -depths[:30], 'r', linewidth=3)\n", "axs[0,0].plot(major[ieast, jeast, :30], -depths[:30], 'b', linewidth=3)\n", "axs[0,0].set_xlim((0.1,0.4))\n", "axs[0,0].set_title(\"M2: East: Major\", fontsize=20)\n", "axs[0,1].plot(east[:-10,2],-east[:-10,0], color='grey', label='Production', linewidth=3)\n", "axs[0,1].plot(eastobs[2]/100., -eastobs[0], 'g', label='Observations', linewidth=3)\n", "axs[0,1].plot(codar[1][1],0, 'go', markersize=10)\n", "axs[0,1].plot(base_minor[ieast, jeast, :30], -depths[:30], 'r', label='Winter', linewidth=3)\n", "axs[0,1].plot(minor[ieast, jeast, :30], -depths[:30], 'b', label='Freshet', linewidth=3)\n", "axs[0,1].legend(loc='lower left', fontsize=14)\n", "axs[0,1].set_xlim((-0.2,0.1))\n", "axs[0,1].set_title(\"M2: East: Minor\", fontsize=20)\n", "axs[1,0].plot(east[:-10,3],-east[:-10,0], color='grey', linewidth=3)\n", "axs[1,0].plot(eastobs[3], -eastobs[0], 'g', linewidth=3)\n", "axs[1,0].plot(codar[1][2],0, 'go', markersize=10)\n", "axs[1,0].plot(base_theta[ieast, jeast, :30]+29, -depths[:30], 'r', linewidth=3)\n", "axs[1,0].plot(theta[ieast, jeast, :30]+29, -depths[:30],'b', linewidth=3)\n", "axs[1,0].set_xlim((90,150))\n", "axs[1,0].set_title(\"M2: East: Inclination\", fontsize=20)\n", "axs[1,1].plot(east[:-10,4],-east[:-10,0], color='grey', linewidth=3)\n", "axs[1,1].plot(eastobs[4], -eastobs[0], 'g', linewidth=3)\n", "axs[1,1].plot(codar[1][3],0, 'go', markersize=10)\n", "axs[1,1].plot(base_phase[ieast, jeast, :30], -depths[:30], 'r', linewidth=3)\n", "axs[1,1].plot(phase[ieast, jeast, :30], -depths[:30], 'b', linewidth=3)\n", "axs[1,1].set_xlim((250,360))\n", "axs[1,1].set_title(\"M2: East: Phase\", fontsize=20)\n", "axs[0,0].set_ylabel('Depth (m)', fontsize=14)\n", "axs[1,0].set_ylabel(\"Depth (m)\", fontsize=14)\n", "for axe in (axs[0,0], axs[0,1], axs[1,0], axs[1,1]):\n", " for tick in axe.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " for tick in axe.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "axs[0,0].set_xlabel(\"Major Axis (m/s)\", fontsize=14)\n", "axs[0,1].set_xlabel(\"Minor Axis (m/s)\", fontsize=14)\n", "axs[1,0].set_xlabel(\"Inclination (degrees)\", fontsize=14)\n", "axs[1,1].set_xlabel(\"Phase (degrees)\", fontsize=14)\n" ] }, { "cell_type": "code", "execution_count": 578, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 578, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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G++7zbh5NS+Od8eNZ17s3AF26dOH888+nZcuWtVhyEZG6pwA0NI25fhRpqHJz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ERqiMoyCq7KRxERqWwqooxMxxPQu4AniomzKO+Fu68CVgHzzWwa8DNwNDAm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2,2,figsize=(15,15))\n", "axs[0,0].plot(cen[:-6,1],-cen[:-6,0], color='grey', linewidth=3)\n", "axs[0,0].plot(central[1]/100., -central[0], 'g', linewidth=3)\n", "axs[0,0].plot(codar[0][0],0, 'go', markersize=10)\n", "axs[0,0].plot(base_major[icent, jcent, :35], -depths[:35], 'r', linewidth=3)\n", "axs[0,0].plot(major[icent, jcent, :35], -depths[:35], 'b', linewidth=3)\n", "axs[0,0].set_xlim((0.1,0.4))\n", "axs[0,0].set_title(\"M2: Central: Major\", fontsize=20)\n", "axs[0,1].plot(cen[:-6,2],-cen[:-6,0], color='grey', label='Production', linewidth=3)\n", "axs[0,1].plot(central[2]/100., -central[0], 'g', label='Observations', linewidth=3)\n", "axs[0,1].plot(codar[0][1],0, 'go', markersize=10)\n", "axs[0,1].plot(base_minor[icent, jcent, :35], -depths[:35], 'r', label='Winter', linewidth=3)\n", "axs[0,1].plot(minor[icent, jcent, :35], -depths[:35], 'b', label='Freshet', linewidth=3)\n", "axs[0,1].legend(loc='lower left', fontsize=14)\n", "axs[0,1].set_xlim((-0.2,0.1))\n", "axs[0,1].set_title(\"M2: Central: Minor\", fontsize=20)\n", "axs[1,0].plot(cen[:-6,3],-cen[:-6,0], color='grey', linewidth=3)\n", "axs[1,0].plot(central[3], -central[0], 'g', linewidth=3)\n", "axs[1,0].plot(codar[0][2],0, 'go', markersize=10)\n", "axs[1,0].plot(base_theta[icent, jcent, :35]+29, -depths[:35], 'r', linewidth=3)\n", "axs[1,0].plot(theta[icent, jcent, :35]+29, -depths[:35],'b', linewidth=3)\n", "axs[1,0].set_xlim((90,150))\n", "axs[1,0].set_title(\"M2: Central: Inclination\", fontsize=20)\n", "axs[1,1].plot(cen[:-6,4],-cen[:-6,0], color='grey', linewidth=3)\n", "axs[1,1].plot(central[4], -central[0], 'g', linewidth=3)\n", "axs[1,1].plot(codar[0][3],0, 'go', markersize=10)\n", "axs[1,1].plot(base_phase[icent, jcent, :35], -depths[:35], 'r', linewidth=3)\n", "axs[1,1].plot(phase[icent, jcent, :35], -depths[:35], 'b', linewidth=3)\n", "axs[1,1].set_xlim((250,360))\n", "axs[1,1].set_title(\"M2: Central: Phase\", fontsize=20)\n", "axs[0,0].set_ylabel('Depth (m)', fontsize=14)\n", "axs[1,0].set_ylabel(\"Depth (m)\", fontsize=14)\n", "for axe in (axs[0,0], axs[0,1], axs[1,0], axs[1,1]):\n", " for tick in axe.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", " for tick in axe.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(14)\n", "axs[0,0].set_xlabel(\"Major Axis (m/s)\", fontsize=14)\n", "axs[0,1].set_xlabel(\"Minor Axis (m/s)\", fontsize=14)\n", "axs[1,0].set_xlabel(\"Inclination (degrees)\", fontsize=14)\n", "axs[1,1].set_xlabel(\"Phase (degrees)\", fontsize=14)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }