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Tinkering with snow models for sea ice thickness estimation
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#these parameters drive the sea ice thickness estimation model\n",
"d_snow = 326.31 #mean of all SIPEX2 obs\n",
"#d_snow = 305.67 #mean of all EA obs\n",
"sd_dsnow = 10\n",
"sd_dice = 10\n",
"d_water = 1028\n",
"sd_dwater = 1"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.optimize import fsolve\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\n",
"# this function is the snow depth model. Parameters come from Steer et al (2016):\n",
"#Estimating snow depth from altimery for East Antarctic pack ice\n",
"\n",
"def compute_zs(tf, s_i, tf_uncert):\n",
" \"\"\"\n",
" Take in the total freeboard (tf, float array), slope and intercept for an empirical model\n",
" of snow depth from elevation (s_i, tuple) and the total freeboard uncertainty\n",
" (tf_uncert, float array)\n",
"\n",
" Return a snow depth, with an associated uncertainty.\n",
" zs, uncert = compute_zs(tf, ([slope, intercept]), tf_uncert)\n",
" \"\"\"\n",
" \n",
" zs = (s_i[0] * tf) + s_i[1]\n",
"\n",
" zs_uncert = s_i[0] * tf_uncert\n",
"\n",
" return zs, zs_uncert\n",
"\n",
"\n",
"# next define the model for estimating ice thickness from total freeboard, snow depth\n",
"# and some density parameters:\n",
"\n",
"def compute_zi(tf, zs, d_ice, d_water, d_snow, sd_tf, sd_zs, sd_dsnow, \\\n",
" sd_dice, sd_dwater):\n",
" \"\"\"\"\n",
" sea ice thickness from elevation, and propagation of uncertainties\n",
" after Kwok, 2010; kwok and cunningham, 2008\n",
" equations:\n",
" 4: sea ice thickness from elevation\n",
" 6: taylor series expansion of variance/covariance propagation using\n",
" partial derivatives\n",
" 8, 9 and 10: partial derivatives used in the taylor series\n",
" \"\"\"\n",
" zi = (d_water / (d_water-d_ice)) * tf - ((d_water-d_snow) / \\\n",
" (d_water - d_ice)) * zs\n",
"\n",
" zi_uncert = sd_tf**2 * (d_water / (d_water - d_ice))**2 + \\\n",
" sd_zs**2 * ((d_snow - d_water) / (d_water - d_ice))**2 + \\\n",
" sd_dsnow**2 * (zs / (d_water - d_ice))**2 + \\\n",
" sd_dice**2 * (tf / (d_water - d_ice))**2 + \\\n",
" sd_dwater**2 * (((-d_ice * tf) + ((d_ice-d_snow) * zs)) / \\\n",
" (d_water - d_ice)**2)**2\n",
"\n",
" return zi, zi_uncert\n",
"\n",
"\n",
"#http://stackoverflow.com/questions/36031338/interpolate-z-values-in-a-3d-surface-starting-from-an-irregular-set-of-points\n",
"\n",
"class Estimation():\n",
" def __init__(self,datax,datay,dataz):\n",
" self.x = datax\n",
" self.y = datay\n",
" self.v = dataz\n",
"\n",
" def estimate(self,x,y,using='ISD'):\n",
" \"\"\"\n",
" Estimate point at coordinate x,y based on the input data for this\n",
" class.#http://stackoverflow.com/questions/36031338/interpolate-z\n",
" -values-in-a-3d-surface-starting-from-an-irregular-set-of-points\n",
"\n",
" \"\"\"\n",
" if using == 'ISD':\n",
" return self._isd(x,y)\n",
"\n",
" def _isd(self,x,y):\n",
" d = np.sqrt((x-self.x)**2+(y-self.y)**2)\n",
" if d.min() > 0:\n",
" v = np.sum(self.v*(1/d**2)/np.sum(1/d**2))\n",
" return v\n",
" else:\n",
" return self.v[d.argmin()]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"gtdrills = np.genfromtxt('/media/adam/data/is6_f11/insitu/icethickness_not_transect.txt', \n",
" usecols=(0,1,2,3,4,5), skip_header=1, delimiter=',')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"is6holes = np.genfromtxt('/media/adam/data/is6_f11/insitu/is6.csv', delimiter = ',')\n",
"is6zs = is6holes[:,4]\n",
"is6tf = is6holes[:,3] + is6holes[:,4]\n",
"is6fi = is6holes[:,3]\n",
"is6draft = is6holes[:,5]\n",
"nozero = np.where(is6draft == 0)\n",
"is6draft[nozero] = np.nan"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## read in some pre-processed liDAR. This 2 million point bit already has ZI computed, but we ignore that for now\n",
"# and just get 3D point position, z uncertainty.\n",
"lidar = np.genfromtxt('/media/adam/data/is6_f11/python_zi/is6_f11_pass1_aa_nr2_522816_523019_c_zi.xyz')\n",
"#cut out a ship"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ship_inds = np.where((lidar[:,1] >= -110.3) &\n",
" (lidar[:,1] <= 2.3) &\n",
" (lidar[:,2] >= -80.95) &\n",
" (lidar[:,2] <= -29.26))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"l1 = np.zeros_like(lidar[:,0])\n",
"l1[ship_inds] = 1\n",
"lidar = lidar[np.where(l1 <1),:]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lidar = np.squeeze(lidar)\n",
"lidar = lidar[1:,:]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#get some indices for LiDAR near the transect line\n",
"lidar_t = np.where((lidar[:,1] > -0.5) & (lidar[:,1] < 0.5) & (lidar[:,2] >= 0) & (lidar[:,2] <= 100))\n",
"lidar_t2 = np.where((lidar[:,1] > -2.5) & (lidar[:,1] < 2.5) & (lidar[:,2] >= -5) & (lidar[:,2] <= 105))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# get a subset of LiDAR obs inside the AUV grid\n",
"subset = lidar[(lidar[:,1] >= -150) & (lidar[:,1] <= 130) & (lidar[:,2] >= -30) & (lidar[:,2] <= 270) ]\n",
"\n",
"# get lidar indices near the transect from the subset...\n",
"lidar_ts = np.where((subset[:,1] > -0.5) & (subset[:,1] < 0.5) & (subset[:,2] >= 0) & (subset[:,2] <= 100))\n",
"\n",
"#get out some usefule bits of data\n",
"tf = subset[:,3] # total freeboard\n",
"tf_uncert = subset[:,4] # total freeboard uncertainty"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#use our estimator to find transect properties?\n",
"t_li = Estimation(subset[lidar_ts,1],subset[lidar_ts,2],subset[lidar_ts,3])\n",
"this = np.arange(0,101,1)\n",
"that = np.zeros_like(this)\n",
"transect = np.column_stack((that,this))\n",
"t_li_tf = []\n",
"for hole in transect:\n",
" elev_hole = t_li.estimate(hole[0], hole[1])\n",
" t_li_tf.append(elev_hole)"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f4cafda6a90>"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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L2FvaM+aRMQWq6+cTP7Pt0jbMlBkGZcDMcO+/996bG8zpXLMzLaq0KFA7QoiS\nT67oTcBN12fdgYJ330zbPI26tq1YdWxzgepJSE5g1KpRVLKvRGWHyrjbuVPOuhz2lvZYmlliUAbu\nJN9h8M+DaTm/JT8e/5EUo2m+kQghSp5cXdErpboBH/O/xcE/uG9/e2AFEHZv0y9a67dNGWhJVsfZ\nl70XjwGP5buO7Ze2cywylOsfr+fSyLZorVEqf0tEjvt0BVXNHmGUzxRcXLIuc+cO1Lr4DonVV/DZ\n3o946Y+XmOA/gYktJmJukC96QpQlOV7RK6UMwFygK1AfGKSUyqqPYqvWuum9n39NkgdoUcOXszH5\nv6LXWvP6n69T8dR0ujSrTXK8HSeun8hXXZcvw+JjC1FHnqR6dWjeHKZNgx07ICUFkpJg7lyoVQt+\n/smMNwc9ivvqbbxZ/2cWHl7IitAV+T4PIUTJlJuuG3/gjNb6otY6GVgG9MmiXL5XKC/tejziS7TZ\nMYz5nAlh0/lNnL12hesbh7F0KZhdCuTnA/nrvvn2lwgMVfewc35frl+H996D5GQYPx7c3KBGDViz\nBtauhd9/h/PnoX17mD7yETxvPckfYX/k7ySEECVWbhK9B3A5w/vwe9vu11IpdUgptUYp5WOS6EqJ\n5rVqox0vcuJ0Yp6P1Vrz2qbXYfMMPppjjp0dNHUJ5NdD+Uz0BxbT3v0xbC1ssbKCDh3g/ffh4EE4\neTItyf/+OzRpklbezg4mTICVK2H/D53545wkeiHKGlN1xv4FVNNaxyulugO/AbWzKhgcHJz+OiAg\ngICAABOFUHwszSyxT6nBmt2n8K3bKE/HrjmzhsuRd6hvHEDfvmnbBrcM5PkzEzFqIwaV+/vlN25o\nLjh9y3+6zc9yf8WKaT9ZadQIPCx8CbsTT9jNMGo418jTeQghTCckJISQkBCT1ad0DqtbK6VaAMFa\n62733r8C6PtvyN53zHmgmdY6+r7tOqf2SqsGbw7AM6E3q98b8tBySUkQGQmnTsHOXUY+jGtGyp9v\nsH9RX+rVSysTFQVub9Zh9ws/4F+tca5jmPb1Hj6+OIyYd07l60buvHnwzolhvDq0TYGHdwohTEcp\nhdY6393jublc3AfUUkp5KqUsgYHAyvuCqJDhtT9pf0Ci+RdpXNmXY39nfUP26FHo1QsqVAB7e2jd\nGt6YeY3Nd+fgVt6Ms6v6pCd5AFdXcL8TyILNeeu+WXT0W7pXGpHv0ToDB8KNPV1YdVK6b4QoS3JM\n9FrrVGBLf4lGAAAgAElEQVQ8sAE4DizTWp9USo1RSo2+V+wxpdQxpdRB0oZhDii0iEuojr6+RCQf\nJ+MXluvXYexY6NDRSIOOx3hx6TwGLhuB1Uu1ONmpLrY+m1k65EsqVXowMberFsgfZ3Kf6G/cSuSi\n/Y9M6zMs3+fg6AhBvp34M+xPUo2p+a5HCFGy5Nh1Y9LGynDXzZmoM9R7tyunxoVRsyYsWQLj3t9G\nud7vcct+F+VtXWlVtRWtq7amdbXW+Lj5PLT/fcPOa3RfU4e7b93I1bj2yfN/5Ltj33Djo4Jdje/a\nBQE/NmDL5P/QomrzAtUlhDCNgnbdyJMxJlLDuQbYR/L7pjj2BNuz8fpiDIMm82aP2XSpuYCK9tnc\nBc1GpxYVUMuqsHr/Qfr6++VYftmpb+nt+WQ+o/+fFi3A/rPO/GfzH7QYLoleiLJApkAwETODGe6G\nukx4+zgnK8zAsuvrbPu/zQxvNDzPSR7AYABv80C+3ZJz982FqCtEmu3m9f798hN6JkrBY006s+qE\n9NMLUVZIojehVrV8qfzsMFSd1ewZtZv67vULVF8Pn0B2RGSf6LWGzZshcMpcKt96jBpVbQvU3j+m\nDGzH32YHuJ0QZ5L6hBDFSxK9CQXV70jbWs0IGRGSr6v4+03s254btjsIv5L8wL4dO8DfH55+5Rg3\nPL9h21vBBW7vHzWq2mFz8xEWbdtisjqFEMVHEr0JjWg8gqX9l2JnaWeS+qqVd8WZGsxeui/TdqMR\nRo6E0WOMVB49hlnd38KrfGWTtPkPH6vO/HxQum+EKAsk0ZdwgdU7sHx/5u6bjRvB0hJSGs0DBaOb\njc7m6PzrUbczB25LoheiLJBEX8INaxvIDfvNhIb+b9unn8LwZ68wPWQa83rNy9M0Cbk1JLApsTqS\n8NsRJq9bCFG0JNGXcIFe7dAee/h28V0Azp6FPXtgu8MEnmn2TIFv+GantrcZVhEd+WHfxkKpXwhR\ndCTRl3BO1k54O9dl4cbdGI3w+efQbtRKjt84wmvtXiu0dpUCH+vO/Hx4Q6G1IYQoGpLoS4GePh1I\nrbaZDRtg4dJYdruMZ17QPKzNrQu13V71OnPo9kaMOp8T7QshSgRJ9KVAB69A7H038+ST4PL463T1\n7kRA9YBCb7dP++qkxDty9NrRQm9LCFF4JNGXAm2qteGa2V9cs97Czco/MqvzrCJpt2FD4Fxnfjsq\no2+EKM0k0ZcC9pb2NKrYEIfRffm05xxcbV2LpF1z87R+ekn0QpRukuhLia41u9LaswWDGwwq0nZ7\n+gRyPGYniSl5XyZRCFEyyDTFpURyato0CBZmFkXabkgIBP3Wkt8mvE3HGh2LtG0hRJqiWGFKlAAW\nZhZFnuQhbT6dxBNdWHtKum+EKK0k0YuHsrWFhnad+UXG0wtRakmiFzmaMao5l2MvEHH7anGHIoTI\nB0n0Ikc9u1vg8HcX3v9lbXGHIoTIh1wleqVUN6VUqFLqtFJqykPK+SmlkpVSj5ouRFHclIJhzXvx\n/d7VyL10IUqfHBO9UsoAzAW6AvWBQUqputmUex9Yb+ogRfGbNrA7t13+ZN1GGWYpRGmTmyt6f+CM\n1vqi1joZWAb0yaLcc8BPwN8mjE+UEG72rtRyaMjUr0OKOxQhRB7lJtF7AJczvA+/ty2dUqoy0Fdr\n/SWQ77GeomQb0aoXYear2b27uCMRQuSFuYnq+RjI2HefbbIPDg5Ofx0QEEBAQICJQhCFrU/dXszy\n6cH8BZ/RooX8PReisISEhBASEmKy+nJ8MlYp1QII1lp3u/f+FUBrrT/IUCbsn5dAeeAOMFprvfK+\nuuTJ2FJMa03V2TWx+GkF5/c0KO5whPjXKIonY/cBtZRSnkopS2AgkCmBa61r3PvxIq2fftz9SV6U\nfkop+tXvRaTTaq5dK+5oCkYuOMS/SY6JXmudCowHNgDHgWVa65NKqTFKqaxWpZZ/QWVYUJ1e2DRa\nxbZtxR1JwYxcHIzbS4FExpbyv1hC5IJMaiby5G7KXcq9487Q6LN884lbcYeTL0ZtxGF6NeKPdsWt\n+R+sHv4T/h7+xR2WENmSSc1EkbIyt6JFhU6sP196n5Jdf2oLidFuzGk3H9e9n9JzSU8WHFxQ3GEJ\nUWgk0Ys8G/JIL67Yr+bmzeKOJH9m/r6YWvFDmDgRjCf6MrPeVmbumMmza54lKTWpuMMTwuQk0Ys8\nC6rbA1XzD0K2lb6kmJCcwPboX3i2/SDMzOD11+HbWfXYM3IP4bHhdFjYgci4yOIOUwiTkkQv8qyC\nfQUqmtdl6c6txR1Kni3etxp9pRn/93jaM3+DBsGVK3BojxO/DviVLjW74PeNH39d+auYIxXCdEz1\nwJT4l+lSvRdrQ1YDndK3/fgjHDoEp5P/RCU60652E8aMAUvL4ovzfp+FfI+/1VDs7NLem5vDa69B\ncDBs3Ghgevvp1HSuyfDfhnPkmSOYGcyKNV4hTEGu6EW+jA4I4lq5VcTGpo2i+vFHeOklOGE7jw0O\nQ1jn1pWPj03Fp1ECq1ZRIma9jIqP4kT8Zl7qlXly1SFDIDUVXF2hZ08I/30wNgZHlp9YXkyRCmFa\nkuhFvvhXa4iFdRI/bg7lwAEY96ymx8w3Oer4AQfGb+PM5CM07XSWxCcb89ysbXTvDtHRxRvzZ38u\nx+Jid4K6OGbabmEBW7fC6dPw1FNw4ICCzTN4c8ubpBpTiylaIUxHEr3IF6UU9S16MS9kNX0fTaXZ\n9HHsufUbO57eQS2XWlS0r8jyx5fzWe/3Se4zkMhm42gVGMPly5nriYmB7ftvsi50S6E9rXr1Kixd\nCh//uZiulYdgnk2Hpbs7PPYYLF4McUc6oxPKyVW9KBMk0Yt86+cTxN6YX7B/8glSnc4Q8mQIFe0r\nZi5Trx/Hxh3jkeZJXOvvS7OBazlxAiIj4emph3H/v9G0/7UG3b8ZgsNjL9AryEhUVM5tx8YnkWJM\nyXZ/aip8/z34NjBSJ+Agb2+eSUq5U3wzpWuOdVtYwMcfKWJWBhMcMkOu6kWpJ0/Giny7GZtAxQ/L\n09cniO/6LcTK3Oqh5TeFbWLQ0lHcPtkMo+01rCqGMabZM7zccRRmWNJ9URBx4V44/LmAzRst0m+Y\nZhQTA6Pf3MMPxsdR1jG4J7SjcbkOtK/SkaZV61OxgmLT0ePMWr6ZJI8/SfbYSmUnNzp4dWBwg8G0\nqdYm1+fXK0hzzL8N7/Udz6AGg/L68QhhMgV9MlYSvSiQM1FnqOlSE4PK3ZfDO0l3eH3Vp/hW9ma4\nfx8szCzS98Unx/PE8ic4fFjjc3w5q3+1xeLebq1hyRJ4dsE33G39Gl/1/IZ6Di1YuiuEzRc2cc74\nJ3eJxWjUWBgdCPDswNA2gQR6BVDZoXL+zu0MNHviDyo8OYHQ547JCBxRbCTRizIlOTWZp1eMZM2u\ns3T6exUjnnBh1SpYtfYuSZ3GY++zg3VP/kqd8nUeOPbS7UsAVHOqZrJ4XnpZ862hDR8NHsfQhkNM\nVq8QeSGJXpQ5Rm3k+bUvs2DrOuofWE/HTkZW2fanTgVPFvRZgIOVQ5HFEhsLj/TbSXibfuwbF4KP\ne70ia1uIf0iiF2XWrB2z+Hzf59xNvcvkFpN5sdWLKFX0K1vduAGNRywk3n8GJ1/YRQX7CkUeg/h3\nk0QvyrTlx5dT3rY8gV6BxRpHZCTUfzYYu8ZrOTllM3aWWdwpFqKQSKIXoohcuqSp//qTVK11myOv\n/Yy5mdycFUVDEr0QRejC5SQavN+dGva+HHj3E/Kb65NTk4m5GwOARnM35S53ku8QlxTHnaQ7xCfH\n07paa+wt7bOt4/qd67jZlc7FX0TeSKIXoohdvHYLnzmt8Y4Zxe6PJ2Ftnfc6uizqwt6IvelDNq3M\nrLC3tMfO0g47CzsiYiOY3GIyzzV/Lsvjtda4zXLjwJgDJh1lJEomWWFKiCLmWaEcB15Yy3G3YF4O\nvp7n47eEHmHfxeO03XWd+Dei8PszihXtrnD6udMcHHOQ7U9vZ2rLYDac3JltHRdvXyQqISp9SKkQ\nD5OrRK+U6qaUClVKnVZKTclif2+l1GGl1EGl1H6lVAfThypEyVGngic9a/Zl4eGFpOZhhoSwMOj8\n+lwqRTzDgMctuHAB+vaFfv2gTx947z3o1AkmPdqKNUd2kpycdT1Hrh0BICImouAnI8q8HBO9UsoA\nzAW6AvWBQUqpuvcV26i1bqS1bgI8BcwzeaRClDAvdxzNXd95hITkvjvyu+XRqPrL2TxrNEOHQoUK\n8MwzcPYsdOiQNrpnwgS4erwWBqt4Qg6EZ1nP4cjDAETESqIXOcvNFb0/cEZrfVFrnQwsA/pkLKC1\njs/w1h64YboQhSiZWlZpibOjJbN/2pLrY/576L+0ce/5wFh8a2uYOBE++QR69wYnJ0XF5FasOLAr\ny3qO/H2EJhWbyBW9yJXcJHoPIOPksuH3tmWilOqrlDoJrAUmmCY8IUoupRTjmo9m0615JCTkXP7S\n5VTCK33OjB5Z32C9X0OXVuy4tCPLfYcjD9PDuwfhsVlf8QuRkcmWEtRa/wb8ppRqAywCHpyMBAgO\nDk5/HRAQQEBAgKlCEKLIPdt2KG9um873v95g5ODyDy373k+/U87KldbV/XNVd5e6rZi2/YUHtt9J\nukN4TDiB1QMJuRCSn7BFCRcSEkJISIjJ6stNoo8AMo7fqnJvW5a01tuVUuZKKVet9QMzi2dM9EKU\ndi42LviX681Hf37HyMGTH1r2x4ufMaTBc7mexuHxNo/w/IHjxN2Nx97KNn37sb+PUbd8XTzLeUof\nfRl1/0XwjBkzClRfbrpu9gG1lFKeSilLYCCwMmMBpVTNDK+bAmSV5IUoi97oOZpQu3lcv579Tdk9\n505x0/IQbzz2RK7r9XC3wfKWLyv27c+0/ci1IzSq2AgPBw+uxF4ptJW5RNmRY6LXWqcC44ENwHFg\nmdb6pFJqjFJq9L1i/ZVSx5RSB4BPgAGFFrEQJUznOq2xtzPw7vfbsi0zbeXn1IodiatT3p6uqkba\nMMuMjlw7QkP3hthY2GBnYceNeBn7IB4uV330Wut13NfnrrX+OsPrmcBM04YmROmglGKg92i+3T6P\n9xLbPfCkbOzdWEKiF/OB3+E8192sQiv2Xl2UadveS4epkdQPgCqOVYiIjZCpEMRDyZOxQpjA248P\n447Hah4fEfXAA1Tf7PsOHdaBEX2r5rneHg1acknvTO+e0Vpz8OoR3n6uATEx4OHoIUMsRY4k0Qth\nAm72rvRv2ItQy0VMmJC29CGA0aiZGTKXhonP4eKS93q7tKhCaoIdp6POAHAs/BIp8ba0auzG7Nng\n4eBBeIwMsRQPJ4leCBMZ6zcaM/95bN+heeMN+Pxz8AzcxK1ocz6e1C5fdVasCJbXWrP6cFo//Rc/\nH8FdN2Lu3LT6nZSHjLwROZJEL4SJtK3WFpSRGf/dwZo1sHkzeD7+GZ8Mfo62bfO/MlZNy1asP5GW\n6FfsPky7Og3x9IQnn4S/QqTrRuTMZA9MCfFvp5RidLPRTN89jsavN0ajCT2zg6ENlxSo3hYerVgZ\n9RV//QW3rY/Q278vAK++CjW6emCsI4lePJwkeiFMaJzfOCrZVyLZmDbt5MTmEwu87GC3Jg359tBF\n5v7nFjZeh2lcaToArq4wrJ8Hi85LohcPJwuPCFHCXbwI3m93wPLws6T2HkbM1NtYmFmk7bt+g+pz\nahP/RjQ2NsUcqCg0svCIEGVctWpgdqUVtm3mUdetTnqSB6hW3hVlGc/R0PiH1CD+7STRC1HCKQV+\nFVtx3WkDjSo0um+fwialMntOSPeNyJ4keiFKgd/mtgCgYYWGD+xzsfDgUJgkepE9SfRClAIuNi74\nuvvSpGKTB/ZVtvcg9IokepE9SfRClBIhI0IIqB7wwPaabh5cvCmJvihcun2JpUeXFncYeSaJXohS\nwtXWNcu57H2qevB3QgQyoK3wGLWRz/d+TtOvm/LMmmc4c29KitJCEr0QpVztilUwOEVw9WpxR1I2\nnbpxijb/ac87q75nrNU2JvhPZM6uOdmWH/TJR0z54T9FGGHOJNELUcp5OHhgWT6C0NDijqRsSTGm\n8P729/H/ujWhPz9B98htbFhSj50fj+eHYz8SGRf5wDGhVyJYFjmDT48Ek5yaXAxRZ02ejBWilPNw\n9MBoF86pU9ChQ3FHUzr9fedv/nvwv6w8tpG/rxsxaojR4VjEV8N25X6+/bg6XbtCcjK8+aY7u/8a\nxPNLP2PpqHcy1TNiwQy8okdzKXUv3x/8mScfGVhMZ5SZPBkrRCmXlJqE7dv2jI1O4LNPzIo7nFLD\nqI1sPr+ZeQfmseHsBjwT+hG2pj+Bba2xsQZLgw117VoybpyiXLnMxy5dF8aQEH8OjDhP43oOABwK\nP0mzue0J6X+K5z4MIb7JB5x+ebdJYi3ok7FyRS9EKWdpZom9eTmOhf0NVCrucEq8qPgoFhxcwLwD\n87Axt6G19Ricv5tHLR8n1qwAD4+c6xjUrQazDnSi75vfcHbRZMzN4cnvp+L998u09XNmbGBvXrg4\nmd3hu2lRpUXhn1QOpI9eiDKgsoOMpc8NrTVdF3flwNWDjHD4DrNvDrNtzrN8OtOJn37KXZL/x7wR\nLxPp9RFvvZvE1gs7OH7jIJ8NGw/Ao/3MSN05gQ93fFJIZ5I3uUr0SqluSqlQpdRppdSULPYPVkod\nvvezXSnVwPShCiGy4+XqwY2kCOJlypuH2nJxCzGJcRyavpg1X7dkRrDiyBHo1SvvdT3i0RR/r7p8\ntHEJgxe8jOf5N+kUkLZgsJsb+Jk/ze9n1peIFcByTPRKKQMwF+gK1AcGKaXq3lcsDGintW4EvA18\nY+pAhRDZq+pUhfJeEZwpXcO7i9yHuz6kxt/P06K5gZ07oXdvMBSgX2Nah5dJ7TyJiBuxzBo2lIyP\nOQzo64RH1FC+2PdFwQMvoNz00fsDZ7TWFwGUUsuAPkD6YC6tdcY7DruBPHwBEkIUlIeDB45VIjh1\nClbcepOrsVdJTQUv24ZM7Ty2uMMrEU7dOMXOS7sxzvuBIwcgi2fP8qxTjU609WpBB58X6BOU+UZ4\nv34wtfVzfFOpFa+3ex1bC9uCN5hPuflb5gFczvA+nIcn8pHA7wUJSgiRNx6OHliWDyc0FN7Z9g4+\nbj6c2taA17dM4VbC7eIOr0T4ePfHVIl8hmdG2lClimnqVEqxbug6Xu7f+YFvBpUrQ6Mq3tSwbMHi\nI4tN02A+mXTUjVIqEHgKaJNdmeDg4PTXAQEBBAQEmDIEIf6VPBw8MNpFEHrESHLtZNpajeftRQqr\n3muYu349r/d9orhDLFY34m/w/ZFlWP0aypTDRddu//7w+6lJfGI5gVFNR2U5hUVWQkJCCAkJMVkc\nOY6jV0q1AIK11t3uvX8F0FrrD+4r1xD4GeimtT6XTV0yjl6IQnDs72P0+u5xnH84QGhfF/zWJzBk\nCKyL+pKjN3dydtaiXNeVmJKIpZklBlV2BuW9vfVtvv7xPC96z2fixKJrNzIS6vloKs5oyKc9PqRz\nzc75qqcoVpjaB9RSSnkqpSyBgcDK+4KoRlqSH5ZdkhdCFB4PBw+ikyM4HZaIwWhFXByMHAnTBvQk\nzOx3om+m5qoeraHBjEF0WdCH+OSyMYTnbspdPtz+OXrn8zzzTNG2XbEiDB6kqB45kY/3fFy0jWeQ\nY6LXWqcC44ENwHFgmdb6pFJqjFJq9L1i0wAX4Aul1EGl1N5Ci1gI8YBy1uVI1anYlL9OQqw1n30G\nZmbQtGY1HKnCO9/tylU9Fy6mcjY5hF3bLWkzrxNR8VGFHHnhm7V+MXfONWLRHF+srIq+/Zdfhj3z\nBxJyPqTY/njm6ruZ1nqd1rqO1tpba/3+vW1fa63n3Xs9SmvtqrVuqrVuorX2L8yghRCZKaXwcPCg\nkk8YtpbWtG79v309vXuxaO/qXE1j/OOWo9irinzY4ifObGqL31dtuHT7UuEFTtpDTFlNEGYKF8IT\nCQ6ZwUvNpxEYWChN5MjTEx7tZY9zcgP2hO8plhjKTiecEP9yHo4e9H7yHJXdrTNtH98liFtuq9m/\nP+c61h7fio9dO8aMUXz56AdcXzeGZl+05kjk0UKJ+XTUaXos6UG1j6pxJ+mOSeu+cwfavvAZ3vbN\neHt065wPKESvvAJRB9rxx+ltxdK+JHohyggPBw/irc5ia5k50Tev4oel83XmzD+fYx1HY7bStW47\nAIYOhR+fn4TVlpk0+7QTby/ahtFomlhj78Yy5Y8ptJrfik5enfB19+Vg5EHTVH7P8NE3uV5nJj+P\nfdek9eZHrVrQvFJbftyztVjal0QvRBnh4eDBuZvnsDLP3BFtUAaC6vRkZehqbj9kSP2dO5qbjlsZ\n2rZt+rbu3eHS2kG8Vm8xM0L7YflCbaxfqo3DlAYMnHiYuLi8xai15r9/Lcbrw7qs2XIN//3HcDz+\nAo1cW7AvYl/eKnuIzZth4933GNykHz7u9UxWb0G8N7YNYXf3cDu26Oepl0QvRBnh4ZiW6K3NrR/Y\n93ijXjj6reK777I//petp7BUttSuUC3TdoMBgod15uqrp9j49GoW91jN494jWG8+ni++yN1w6chI\n+GLeXSpODmLkfz6m4tafeMz8WwYFVWTjRlj2oR8zv99HlAnu/aamwvjXLmFsPJ+3OwUXvEITadnY\nGbukGny54kCRty2JXogywsPBg7CbYVkm+s41OhPjtIvPvo7N9qbsrwe2UtO8Xbb1l7dzJaBBbR4L\nrM03Tz9PpWp3eGflsodOpJaSkjafTF2fVN4/NRzPKlZEvr2bY7+3JDgYhg2DH36ArUv9iHHYx4oV\neTzpLHz7LdxoMJ3nWj5DZYfKBa/QhJq5t+WHXUXfTy+JXogyoopjFRJTErNM9A5WDrT1bEWixx9s\n2pT18fuubaOdZ/aJPiMzgxnf9PuM5PYv88mX2d9E/fhjiLujefzbZ6nV8DpbJ36Pm+uDD+Q3rVqP\nVJtIVm+8mav2sxMTA1M+PEpK9d+Z0vrlAtVVGAa3asex2K0kJhZtu5LohSgjPBzTpqDKKtEDBNUJ\nokrHVXz++YP7tIYrFlsZ3Dp3iR6gdbXWBNRoxztb3iMh4cH9YWHw/vtQb9x0Dkbu57eBv2Ubm5nB\njEbuTdgUur9AN3zfew+se73C9MBXcbJ2yn9FhSSoYVuotp116010VzuXJNELUUZUtK+IQRmwMsv6\nqaCe3j05q9ayZauRS/cNjd96+CKY36Wtj3ee2vzm8ZkkN/qKd7/M/EC81vDMM9Dy+U/YePVHfh/y\nO45Wjg+tq42XH5Ze+ziYz8E3Bw7AF79vwqzCSZ55pIgfgc2lSg6VcLZyZf6q40XariR6IcoIc4M5\nFewqZHvV7OXshbudG51G7OWrrzLvW7JjKx4p7XI96dY/PBw9GOX7ArOPvpCpO2LxYjhltZjDtnP4\nY9gfuNm55ViXn4cfjnX38ccfeQoBgKtXodfQi5g9Poyvgj5/YORRSdKxVjs2nd1GUlLRtSmJXogy\nxMPRI9tEDxBUOwjXlquZPx/u3v3f9q2XtuJfIffdNhnN7v88horHqBe0nj59YPRoeO6zNcS1fpF1\nQ9dRzalazpUAfpX9uG2X90SfkABBj8WQOqAX0zq8RHfv7vk4i6LTtV5b7OptzfZeSWGQRC9EGeLh\n8PBE36t2L3ZGraJJk7SEHB2dtj0sdSuPNstforc2t+a/Az/E2GUiQ0ck4dRwG/R5irVDV+Dj5pPr\nemo41yDVEM/u41dzvSSi1vDk0ylcaTWQvs1aM6nFpHydQ1Fq59mOpEpbWf5T0c3kK4leiDIkp0Tf\nokoLrsReYda8Szg4QP368P7cSJLMr9O/rW++2328YRD1KlVnk+UEFib0Z/nA72lepXme6lBK4efx\nCF6t9rM1Fw+Q7toFQUGwxXoyPr4pzO3+WZ67noqDVzkvbGwUv24OI7mInp0y6cIjQojiNbThUMwM\nZtnuNzOY0b1Wd17eNoZ2A9rxXBcv5i65gKt7a6ws83/dp5Ti424f0/Trpnzb99t8z7vuV9mPnY33\nsWFDEN26pW07exZeew2cnKBKFXBxSRt7HxEBfs9+jrPVRn4asBMLM4t8x1+UlFIE1mjHniZbCQmp\nSef8fVR5IoleiDKkZdWWOZaZ2Xkmv578lfO3znP+7gEqdjjPmMYFX42jbvm6RL0chY2FTb7r8PPw\nY7Pr1/yxPO19WBh07Jg2t76bG5yPiOPs4VSeHgvOjbcy9ve32TFkB+WsyxU4/qLUrlo7TjfeyqpV\nTxVJos9xhSmTNiYrTAkhHiIiJoJGXzXC+MF11q5RDBwIU6bAiJHxTFo3iUVHFmFpZgmAjbkNPz/x\nM62rFe/MlPlxLvoc/l+3psLiK5w4nvM3qYKuMCVX9EKIEsPD0QNLM0sad71AQIAXs2ZBm0eP8si8\nATSt1JRrL17LcTx+aVDTpSYVHV25bNzHlSvNqVzIMzXIzVghRIni5+GHX999zJ2rMW/xJR2+68CU\n1lNY1G9RmUjy/+hTtw+VOqwokmGWkuiFECWKX2U/Iqw3sNahP98c+IYdT+9gROMRpWJETV70rtOb\n2EorH5row2PCSU4ueHd3rhK9UqqbUipUKXVaKTUli/11lFI7lVKJSqnJBY5KCPGv5e/hz/yD8/F0\n8mTX/+2itmvt4g6pUPh7+JNscYN1e85lOaPo3ZS71Pu8Hi++/pBFBHIpx0SvlDIAc4GuQH1gkFKq\n7n3FooDngFkFjkgI8a/WqUYnDj9zmI+6fVSipzIoKIMy0KdeEHerr+TUqQf3743Yi5dDHRb/p+Aj\ninJzRe8PnNFaX9RaJwPLgD4ZC2itb2it/wJSChyREOJfzaAMNKzQsLjDKBJ96vTGuvFKNm58cN/m\nC5tJPh3IhAkFbyc3id4DuJzhffi9bUIIIQqgU41O3LY9wO8h0Q/s++3wn1zfF8iLLxa8HbkZK4QQ\nxVP89tcAAAZ1SURBVMTGwob21QIJiVhLSob+kPikBA5f38+bI9tiZ1fwdnIzjj4CyDj9XJV72/Il\nODg4/XVAQAABAQH5rUoIIUq9xxv2Zmf9lfz111Ca35seaOz0LzFsLkdk1zlkSJn5luOTsUopM+AU\n0BG4CuwFBmmtT2ZR9g0gTms9J5u65MlYIYTI4O87f1N1Vm3+v717D7GijMM4/n3ULE2yC7hd7KbV\nZkJldDWiG5RZ7Fp/RBJdJMo/lKJAsiIIgqgooqiIqCS7qHTDEwSJrEIJ3RVrW227b5YrlRXdc/n1\nx7y1p1O7e1rXOcvM84EDZ2Zn57zz2+E5M/POu3PjqG7Ob9mZxYvhwY6bmXVBD09fcRuw/SNjB7x0\nExE9wHxgBdAOLI2IDklzJV2VGtEkqQu4FrhJ0ueSxg22UWZmZTFh1wlMHjeVW59czXnnwejRMGXm\nKuacdvqQfYb/142ZWYPd/sqdvP3RZyy79AF+2fYTTXc1sWXBFsbuNBbI4YjezMx2rFlTWnhtawUp\nWNO1hmn7TPs75IeCg97MrMGa92pmzKgxrN28llWfrOL0g4busg046M3MGk4Src2tVDZWaPu0zUFv\nZlZELc0tLHlvCe1b2ut6gMz/4aA3MxsGpu8/nW9+/obj9juu3+f+DoYfPGJmNgyMHDGS1uZWJu85\necjX7dsrzcyGiV+3/cpIjfzXg8639/ZKB72Z2TDn++jNzKxfDnozs4Jz0JuZFZyD3sys4Bz0ZmYF\n56A3Mys4B72ZWcE56M3MCs5Bb2ZWcA56M7OCc9CbmRVcXUEvaYakDZI+kHR9H8vcJ6lT0jpJRw9t\nM83MbLAGDHpJI4D7gbOBqcBsSYfXLHMOMDkiDgXmAg/tgLYWyurVqxvdhGHDtejlWvRyLYZOPUf0\nxwOdEfFZRPwBLAVaa5ZpBRYDRMTrwHhJTUPa0oLxTtzLtejlWvRyLYZOPUG/H9BVNf1FmtffMpv+\nYxkzM2sAd8aamRXcgA8ekXQicEtEzEjTC4GIiDuqlnkIWBURy9L0BuDUiOiuWZefOmJmNgjb8+CR\nep4Z+yZwiKQDga+Ai4DZNctUgHnAsvTF8F1tyG9vQ83MbHAGDPqI6JE0H1hBdqnn0YjokDQ3+3E8\nHBEvSZop6UPgJ2DOjm22mZnVK9dnxpqZWf5y64ytZ9BVUUmaKKlNUrukdyVdnebvIWmFpI2SXpY0\nvtFtzYOkEZLekVRJ02Wtw3hJz0jqSPvGCSWuxQ2pBuslPSVpdJlqIelRSd2S1lfN63P7U706075z\n1kDrzyXo6xl0VXDbgOsiYipwEjAvbf9CYGVENANtwA0NbGOergHer5ouax3uBV6KiCnAUcAGSliL\n1P93JTAtIo4ku6Q8m3LVYhFZPlb7z+2XdARwITAFOAd4UFK//Z95HdHXM+iqsCJic0SsS+9/BDqA\niWQ1eDwt9jgwqzEtzI+kicBM4JGq2WWsw27AKRGxCCAitkXE95SwFsAPwO/ArpJGAWPIxuKUphYR\n8SqwtWZ2X9vfAixN+8ynQCdZxvYpr6CvZ9BVKUg6CDgaeA1o+uvupIjYDExoXMtycw+wAKjuHCpj\nHQ4Gvpa0KF3GeljSWEpYi4jYCtwNfE4W8N9HxEpKWIsaE/rY/v89QNUDpnIkaRzwLHBNOrKv7Qkv\ndM+4pHOB7nR209+pZqHrkIwCjgEeiIhjyO5WW0jJ9gkASZOAa4EDgX3JjuwvpoS1GMCgtz+voN8E\nHFA1PTHNK410Svos8ERELE+zu//6n0CS9ga2NKp9OTkZaJH0MbAEOEPSE8DmktUBsrParoh4K00/\nRxb8ZdsnAI4F1kTEtxHRA7wATKectajW1/ZvAvavWm7APM0r6P8edCVpNNmgq0pOnz1cPAa8HxH3\nVs2rAJen95cBy2t/qUgi4saIOCAiJpHtA20RcQnwIiWqA0A6Je+SdFiadSbQTsn2iWQjcKKkXVKn\n4plknfVlq4X455luX9tfAS5KdyYdDBwCvNHvmiMilxcwg+wP2gkszOtzh8OL7Ei2B1gHrAXeSfXY\nE1iZ6rIC2L3Rbc2xJqcClfS+lHUgu9PmzbRfPA+ML3EtFpB90a0n63jcqUy1AJ4GvgR+I+urmAPs\n0df2k92B8yHZjR1nDbR+D5gyMys4d8aamRWcg97MrOAc9GZmBeegNzMrOAe9mVnBOejNzArOQW9m\nVnAOejOzgvsTXRehlos1qFYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cafddf2e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(this, t_li_tf, label='estimated transect TF')\n",
"plt.plot(subset[lidar_ts[0],2], subset[lidar_ts[0],3], label = 'observed transect TF')\n",
"plt.legend(loc=0)\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#get some AUV draft, pre trimmed\n",
"auv = np.genfromtxt('/media/adam/data/is6_f11/lidar_auv_analysis/auv_subset.txt')\n",
"auv_draft = auv[:,2]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# a quick function to make ice parameters from a range of density values\n",
"def build_dens(tf, zs, d_water, d_snow, tf_uncert, \\\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater,densities):\n",
" d_table = []\n",
" for d in densities: \n",
" zi, zi_uncert = compute_zi(tf, zs, d, d_water, d_snow, tf_uncert, \\\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater)\n",
" \n",
" d_table.append([d,np.mean(tf-(zs + zi)), np.median(tf-(zs + zi)), np.std(tf - (zs + zi)), np.mean(zi_uncert)])\n",
" return np.array(d_table)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### first, make a canonical 'draft estimate'\n",
"using the all EA model, and density of 915.6 kg/m^3"
]
},
{
"cell_type": "code",
"execution_count": 574,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"s_i = ([0.701, -0.0012])\n",
"zs_, zs_uncert = compute_zs(tf, s_i, 0.1)\n",
"\n",
"zi_s2snow, zi_uncert_s2snow = compute_zi(tf, zs_, 915.6, d_water, d_snow, tf_uncert, \\\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater)\n",
"\n",
"df_s2snow = tf - (zi_s2snow + zs_)\n",
"\n",
"#for all the data\n",
"tf_a = lidar[:,3] # total freeboard\n",
"tf_uncert_a = lidar[:,4] # total freeboard uncertainty\n",
"zs_a, zs_uncert_a = compute_zs(tf_a, s_i, 0.1)\n",
"\n",
"zi_s2snow_a, zi_uncert_s2snow_a = compute_zi(tf_a, zs_a, 915.6, d_water, d_snow, tf_uncert_a, \\\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater)\n",
"\n",
"df_s2snow_a = tf_a - (zi_s2snow_a + zs_a)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Next, using a single value for all snow\n",
"if we use the SIPEX2 mean from drill holes for IS6, what density do we need?"
]
},
{
"cell_type": "code",
"execution_count": 802,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f4ca45380f0>"
]
},
"execution_count": 802,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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0796d448/HnBrNo8aNSpHmvbt29O8uevUVrp0ac4555zsuBNPPJGOHTsyffp0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\na5QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca3e747f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"densities = np.arange(800,940,0.2)\n",
"\n",
"#compute snow depth based on an empirical model\n",
"#s_i = ([0.701, -0.0012]) #model from all EA drill holes\n",
"#zs, zs_uncert = compute_zs(tf, s_i, tf_uncert)\n",
"\n",
"#use mean SIPEX2 snow depth\n",
"zs_m = 0.27\n",
"zs_m_uncert = 0.05\n",
"d_table_m = []\n",
"d_table_m = build_dens(tf, zs_m, d_water, d_snow, tf_uncert, \\\n",
" zs_m_uncert, sd_dsnow, sd_dice, sd_dwater, densities)\n",
"mean_draft_m = -d_table[:,1]\n",
"\n",
"#plt.figure(figsize=(12/2.51,8/2.51))\n",
"\n",
"\n",
"\n",
"plt.plot(d_table_m[:,0], mean_draft_m, label='Mean LiDAR-derived draft')\n",
"\n",
"auv_mean = np.zeros_like(densities, dtype='float32')\n",
"auv_mean[:] = np.nanmean(auv_draft)\n",
"\n",
"plt.plot(d_table[:,0], auv_mean, label='Mean AUV draft')\n",
"\n",
"idx_m = np.argwhere(np.isclose(auv_mean,mean_draft_m, atol=0.0026)).reshape(-1)\n",
"idx_m = idx_m[0]\n",
"plt.plot(densities[idx_m], mean_draft[idx_m], 'ro')\n",
"\n",
"plt.text(densities[idx_m]+1, mean_draft[idx_m]-0.4, str(densities[idx_m]))\n",
"\n",
"plt.ylabel('Draft (m)')\n",
"plt.xlabel('Ice density (kg/m^3)')\n",
"plt.grid()\n",
"plt.legend(loc=0)\n",
"plt.title('Ice draft varying with density, mean SIPEX-II snow')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's within observed ranges! Lets make some ice thickness and draft with these values"
]
},
{
"cell_type": "code",
"execution_count": 636,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"zi_is6msnow, zi_uncert_is6msnow = compute_zi(tf, 0.41, 878.2, d_water, d_snow, tf_uncert, \\\n",
" zs_uncert, 0.05, sd_dice, sd_dwater)\n",
"\n",
"df_is6msnow = tf - (zi_is6msnow + 0.27)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"...to see how they stack up with other estimates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### For another example, if we use the SIPEX snow model, what do we get?"
]
},
{
"cell_type": "code",
"execution_count": 814,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f4cacb72d30>"
]
},
"execution_count": 814,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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uoXnz5qSmpgacCiKbrKysnAf/wIEDDBgwgBkzZuRMAbFv3z5Uj41wnt+pIDIz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca47606d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"#use SIPEX snow model\n",
"s_i = ([0.62, 0.018])\n",
"zs_sipex1, zs_sipex1_uncert = compute_zs(tf, s_i, 0.1)\n",
"d_table_s1 = []\n",
"d_table_s1 = build_dens(tf, zs_sipex1, d_water, d_snow, tf_uncert, \\\n",
" zs_sipex1_uncert, sd_dsnow, sd_dice, sd_dwater, densities)\n",
"mean_draft_s1 = -d_table_s1[:,1]\n",
"\n",
"plt.figure(figsize=(12/2.51,8/2.51))\n",
"\n",
"plt.plot(d_table_s1[:,0], mean_draft_s1, label='Mean LiDAR-derived draft')\n",
"\n",
"auv_mean = np.zeros_like(densities, dtype='float32')\n",
"auv_mean[:] = np.nanmean(auv_draft)\n",
"\n",
"\n",
"plt.plot(d_table_s1[:,0], auv_mean, label='Mean AUV draft')\n",
"\n",
"idx_s1 = np.argwhere(np.isclose(auv_mean,mean_draft_s1, atol=0.003)).reshape(-1)\n",
"idx_s1 = idx_s1[0]\n",
"plt.plot(densities[idx_s1], mean_draft_s1[idx_s1], 'ro')\n",
"\n",
"plt.text(densities[idx_s1]+1,mean_draft_s1[idx_s1]-0.2, str(densities[idx_s1]))\n",
"\n",
"plt.ylabel('Draft (m)')\n",
"plt.xlabel('Ice density (kg/m^3)')\n",
"plt.grid()\n",
"plt.legend(loc=0)\n",
"plt.title('Ice draft varying with density, SIPEX snow model')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"again, close to observed values. Lets make some drafts..."
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"zi_sipex1, zi_uncert_sipex1 = compute_zi(tf, zs_sipex1, 909.2, d_water, d_snow, tf_uncert, \\\n",
" zs_sipex1_uncert, 0.05, sd_dice, sd_dwater)\n",
"\n",
"df_sipex1snow = tf - (zi_sipex1 + zs_sipex1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## We know that snow is overestimated over rough ice, so lets try to reduce it's depth"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#import our roughness proxy\n",
"rproxy = np.genfromtxt('/media/adam/data/is6_f11/python_zi/is6_f11_pass1_aa_nr2_522816_523019_crproxy.xyz',\n",
" skip_header=1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#remove the ship\n",
"r_ship_inds = np.where((rproxy[:,1] >= -110.3) &\n",
" (rproxy[:,1] <= 2.3) &\n",
" (rproxy[:,2] >= -80.95) &\n",
" (rproxy[:,2] <= -29.26))\n",
"\n",
"rl1 = np.zeros_like(rproxy[:,0])\n",
"rl1[r_ship_inds] = 1\n",
"\n",
"rproxy = rproxy[np.where(rl1 < 1),:]\n",
"rproxy = np.squeeze(rproxy)\n",
"rproxy = rproxy[1:,:]"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#get our subset\n",
"rsubset = rproxy[(rproxy[:,1] >= -150) & (rproxy[:,1] <= 130) & (rproxy[:,2] >= -30) & (rproxy[:,2] <= 270) ]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.14894887252781819"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(rsubset[:,5])"
]
},
{
"cell_type": "code",
"execution_count": 512,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"subset_rough = np.where(rsubset[:,5] >= np.median(rsubset[:,5]))\n",
"subset_smooth = np.where(rsubset[:,5] < np.median(rsubset[:,5]))"
]
},
{
"cell_type": "code",
"execution_count": 513,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.11989"
]
},
"execution_count": 513,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.median(rsubset[:,5])"
]
},
{
"cell_type": "code",
"execution_count": 514,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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m2R9ENPwoc/RKCanE0jQsXSNq+yRJCrUSsBuKHnhGZgLSNISmIYWgYJkUixaT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\nyTlqLhF12vlcVQKJ2qSCIGB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RFKpvvvOd72AZAj/INtojLY+v7zlGKod5xiXv4YrRR5m0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\nXdd57Wtfy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XShlIGFNpmcxYoVIxQdS/A4DJ12GHLDoweYa7vcf2ABw9CIR8qMFDNUQ8Gr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FUY\nLToUTbENCwrNIERTYa6r0NMshmu1ZTr5g8t+MukPmrFI6QwQHUGv18uH/kdv/yq1Q7tJ5qdQyUj7\nA2HZ7UkSg7zPRjefzBlvfDO2pggjJlOar2cEacr1n7gOLY35kyuuZKYTEGfisMsyaPjPXVTwFx3H\nE/8LiN/etpo/+dYi4wWLJIOyDUO2zmwnYL4T8MRcm4cf2kdg6GBoYJsQRkyWHOIMgv7NWTA0FAWq\njsGGaoH6dJ2FKGZIVajYBgu9kKMtD0fXcE2ReNSCg17w+lhsRi+KGXctfnh4gU4YE8Upe5Y6vHhy\nmCBJaQUxBSOmVrBIEM5arqGhDvDRL730Ug4fPvwUk5XnK7Mg/Uoty8plGmQV/PMwgOSgVZrNyDiW\ndinhl0EXJiCv3J7r75JaSHJQOMjgkSwjRVHQdB0TnvzvPkRkWVZumCNhhmdbHJPdgq7r+e8cHCSm\naSqYV31pg8VewM6FFvsbPdpBhGVopCikKES9Lo98/mM5ZXzyrX+OoZmofSjGBer1Dod1ld0LbYZs\nA9cQTDFVFd688loOhqYqDDuCHtoJIlxNzX9HmoLraJQtnTUVlyHbQFX6EGEf31cVhVJfG2i+6/Py\n1TU+9LX7SFVF8PZ1jSTLUBSVxZ6PotikWdaHUcROQLYwxdf/r//B0cOH87kUPAlLDZoWye9fwm5y\nt0Ny8h3Hye+J9oHdAs/vEw3kPEYqfUprU0VVWXv+qyhUR6nYBhXLZG3VpeaIbn6h0eQjf/NBAN78\nlt+lXK0RJiljriBhbK2V+GWJ44n/BcSasouRZdyycwpT19jf6JJl5EYRtqYSZ0CcgK5CmmKVXVaP\nltk8UmCs4FBzTCZKDpoCQZxiqCrq1lWMFgU75c4D8xxpeeiqwnTHp+4FDFkmZBmXbJng/NU1vrV3\nllt2TfH9/XPCuELTGHJMFDLqXsBjcym/traGa2iM2BZlyyBIEpxMHDiyurvuuus4evQZtfSeEhJP\nPXaj9/lKJsuQiU+Kasl4uuGnTLKDSVRW6s8l5EavFLuTbI8oinL5BWnEraoqjuuycnIVG7du48F7\nf0i72eQvrv0YN3/+0xzet4/h0VG8Thvf8/Jqf3Jykl27dj2FDQSiixo8TAc/3+BwOI5jzjzzTN79\n7ncTxkmfoigMxxe6Ps0gZsNwUVh36ir1Rx5e5pPc3nEva89/HQrwyGyThbZPHMYs1Ls8aC9x/toR\nvL6/bsnUcUz9KXtG4hootMMITe0zarKMNBWwoaaI9zPsmIK5piqkfRhx38FDXHvNtVx2+eVsOu1M\nLF1jQ7XIVMvjtK2reWjnEdBUDF3FNDQ0TWVFyWHzSJGzJ0fywWnNtbj2zz/Aru2PkGUZq04+jbMu\n+W3mHnuI5hOPClG0/g6FvP6DJAAJ88jqXR4OchFPQjmaplEqlXLRQvl66y+8mDVnXUDBMinK4bOh\n0gliCoZOxdRZmpulUChw6qmnsmaVUKEfckxmu77wFkiPY/y/EvEPP9rNY7NNhsoOJUVgrZ0gIjNE\n9bLQ9kjKNiQZpbJLsWSxdqjIWRNVzpkYodDXZY/CkE4Muip40gVTx48Tul5I0vYIOz56yabpx2yf\nbXL+6lpfswUeW2gRJylhnOAaGiuGHSxNpWhorBkq9GlvKQ0vxNI1Hp1vUrJ0Llw/TpSm6OqTQ96z\nzz6bQ4cOPeVzSrkCCfd4nkez2SSKoue90QtPVmESMpGV19NVw4MG64PxXJzEZNi2zYoVK/L5gYSq\nnkkR1PM8JicneeNvv4Uzzj2XrdtOoToyQhAJiuFDDz7Inj27WXXai7nquvPJMnj0vru5/qN/Q9bv\nLtxSiZdd8iZOnZlm+0M/4cd3/2CZQY0U2HMcJ8f0Bz+TPAS3bdvGpz/9aUBovuxa7PD4QofDLQ8Q\nw/yFbkDV0rF0Bc0t5IdZmqZ4ux7GPf0cqNToRQmjw0WWegGGpbPkR+yrd6naJiOOSZIJ5plrLE8L\niqLQ9AKWvJBFL+RAo0vTj1AUQVBwDI2Jksv5q2ucMVHNPXqzLOPWW77Ozf/0FRbqS3zk//40igLr\nqwXuO7KIripoZRerpqOaBlVH0J0Lpo6uqsx2PAqGBhmUzYTKyAjFYpE4SZjZ8zh6oUT7wG6yvnKt\nvLcsy1o2iJf+uDK5y50MeW9JUT4QNMyFhYVlQ3bVtCmu20KqqMSpoKYmaYatqdRci7GChaNrdBdm\nmZuby6EkAFURonZ1LzzO6vlViVv2zGCaOmGUMBMlBHFMUVGoAHoYEwOV/mDKNoX36bmrRtgyUmLE\ntUizjEcf+glf/fjfsPVlr2bja9/EUk/cIO0g5mi9y86jS6i6SqnqcvJYmROGi0SpMMGo2AYH6l0O\nNnqYqsJ4wQIy9i52uKfr40UJjinMuF+xYUzcsJmwszva6rF2qECSiVYa4Morr+T+++/PedByUCbl\nCp6vLo980GTifjYpYzksPVZK4vno6ZimycTEBIqi5AwaaRjT6/WYn5/PH8hnk5jOsow3/c5buOIv\n3osXJ0y1fQ7PNPK/O7LxJMY3nUQ3TIj7VdzQxGocxyGKImrjK/jAF27qDzw1pvbv48//6O3seuyx\nZd7CAJs3b2Z2dpYoipZJOchDcHFxkdNOO40sy6jaBo6uUrV1giQhylKRJDUlx9tbh/eyuLiYW3Gq\naofFB3/I2tdezoahAvsbXVaNlnEMjZUll7SP0YdJStHQUVku1SDD1jXKlsGRlofVX+QK+gQBU1OJ\nM7FJO9/1WV0RFoP33XcfX7nxRhzX5VWvehUjrlCj/fC9u9k+32Kq2SOJUyItxQY6foRpaFhhLPSo\ndDGDGHc19j18Hw/cdSeGIWjBZBn1XT8lDvy8apcQmcTn5XWUw3557eWwdvBelHMV2eFJ5o98jTs+\n9Oec/IrX8rJfv5R14xO4ukbZNhhyDBxddJ+vfOUr+e6dd7F54wn5NVzyIn58dJEdcy1etnaUdb8k\n9ovHE/8LiNdvXsn3D8yR+iGHPvsd0oJDa/UoLUsH18IYLeMOFdD6eGiSCix+oRvgxwlhGHHPd+/I\nfTw1VWW0YAq8sBvw8GwDDI0VE1VOHqtw5soqE2WBfU63A257YoYdsy0OL7QI0ozxqkvZNIQlHn2V\nRkPD0TWeWOqwbaycMzd0Ve37pT75oF999dVPW/H/rJDMl0FlSSAfcg6GTPASypDJ9/kkeLlCLyGm\nXq+H53nous7NN9/MGWec8ZS/86pXvYqTt23jqr/8S3Ft+nCOruusWbOGc889l7POfjGnnHk2k5u2\nsLJSpO6F+LHYjQjTDFXJxLJUmtHtWw0u9kIcQ8V3yqx70YtZmjrCaa94LZ0gJjVFUty0ZQtXfeCD\nvOfd72Rmejrn9RcKBQ4cOJB3Pk8Xl1xySf7vdS+k7kcseBFLvZBukFC0xALRaMHGNjTs4XEsy6LX\n6+VUxIV9u9mkqYwWLKa7HgXLYHamzlpdY+NwAVVVMDRVmIfo6lOSPohDJe5vudqGhhZE2JrwmC1b\nOkVDp+aKyjdOUnRN5YorruChhx5C13XmpqfRFMGfP3/1CEeaXeIwoly2MUxhDDNZdvpzBJM1FZcR\nx8Q1db570z/y9c98giSJ0TRRTGw4/SxM28rvXTmE73a7eSclk738nqWjlvy5vF/jvhCbPDRQNVqt\nNp1mg2Kx2J8RJTxy+60c3v4TrvzwdZiuQxCn+FFM2Gct9aKE8889J38mpLBd0r9u8XGo51cjHpxp\nkGQQJqAttNBQUbo+sVkAXUXVhDeoMI3QmSg5FE0h26opCvM7H2HffXcxMr6St7/z3fhpRjOIWOyF\nqGQcnnWZTVNsRay79+KEViBUPQ82u0y3feI0xbJ0ol7IXL3L5JoaUZJScw0218oMOwYqKiOOyXw3\nwI9TqpaRa4frqpq3oIMGLM8UksoojWGkcuSxOLzcRtU0LWe1HIvJ/6yQxi3yIfZ9f5ns87HSz67r\nsmbNGrZt28aOHTvyn2dZxn/5wz/igvNfwpbNm7n66qtZXFzM5xGu63L99dcLamMY40UxdS9EVxX2\n1zscbPToJQkFQxiHa8IWFi8WS0rz3YRulDL567/LS6tF3L4RehpGYshJxkt+7WW85IIL+OLnP59f\nH8t2WDExwUUXvoK3ve1tNBoNdu7cyZ/+6Z8yMjLCmWe/mHdecSVHWz32Nbocbnrcd3SRI02Pph+T\nktEJI+p+yKgrtO3Ht57K1A++mXdYSZLQWZynHYQ0g6jvBxCjGzpHZup4fkS5WmSsYFF5Bi2ZNBUO\nWnIGpasqBVOnbBuMuhanjg0xWXYYKwjHLRk//elP812G1//GpagKxIkwf88yhckVVXp9KqmCwsqi\ng6GJezFMElIyXE2jW1/Kh/ayYOh0esweOZJTkAdpu5IRJe9TWVzIwbnrunnyH9yQlrMBScGVxYyE\nzgDqs9N85oP/jf/03/8GXVOY72X0opSyZbDkhRRMIcMCQpNr50KbuW6AgpBp/mWJ44n/BcTLRit8\n9oeP0905RZCqZN1ADHI1DQwdwxT63BXb5MWTw6yrukyWXaq2SRrH+MNDnLjtVE45/6X04own6m3u\nPLjAjw4vMj/dIGp0ccouK6slolTo6wsDGAtDUfDCGEWBuh8xPlzEVcDOMs6aGCJIxED3rgMLuKbG\ndCcjBdZXVIIkoxVEmJowurARdMetW7fmn01SE4/lvx+b4CWcI20hJUe6UqnQarWe05BXbsUWCoVl\nXH7JpngujKLLL7+cG264gSeeeIINGzYwNzeXs4Bc12XtmtUoisKFF17I5z73OeI4ptVqUavVeMc7\n3kGSpnTDiIVeSMHUcQyVhW5AkKY0w5ilXkAvElRH19QI2y20Tp2VJ2xGU4VTlIZY6gvilIptCKMd\nXUgkd8KYv/yr93HChg1s3LSZLaefiVIeAQXWDxWI0hRrfDWnnHkWb33rW4nTTEgIZBlenGBrGkVT\nY8gy2B11QCFnwcRJRoJIirrtog9AbGEY4hRLYstXVXF1jdgy2LBpJeeuGmZDrYRjakJSIU6WSTHL\nyPqUzDBJ8mswZJs4hoataXT7B+WQZZAYKZ+47jpuvPHG3A2rNjrKqSdtxtBUpts+Pz66BH1nrSBR\nMTQFWxNDZVvXcncyR9fpLM7RbjUplUp5gWGaJlpnCW//k9LikhklQ2L0crFOdqKShjxomCNtTSXl\nV96z8t6WvhNZlhFGEYYp2ERR31v75q/dwo3XfZwrr/pvbL70N/L3YPZ3KQxNZcg2OGvyl0OLH44n\n/hcUG4ZcFhfaqFGMsnklGbB6yyQbT1nDitEytqHh6sIbdO2Qy3jBIk5Svnn9Z3js3rtyzLG0/wDV\nMzxmOkG/dTZYKlhEPZ9MU1lXcjhzZZWtoyVWlgTHuVOOWfQCprs+nTBCIWPFcBHDMogyMDQNW9cY\nsg3aYUyYpChA3Q840u7hmhqOoeEaOqkGSpbx3ve+l+3bt/PVr371aQetkiEx+HA83WLUoNXdsYqW\nhmFQKpXy1lrK6P48lomWZbFu3TrOOussrr76anRd521vexv33nsvGzduFBS8/u/vdDqkWYZbKvPp\nT38aRVEYHR1dbs7d735afkQviulFCUqmMNMRJh2dMKZiGxiKSueBO1CbCzzc8bBsm8Xb/4mxs1/K\nCWdfQJqJRF+xdPwkxUxTUGBs5Ure/Wd/QcOLONDsUFaUPltGYNppluFFCVa/q7A0hVaY9L+3kJlO\ngKYoGKqCbag4sZZbKJZMHcvQ2PXVLyxzZjNNk6BVZ25xiW4s6JRFQydMEp5Y7FA0dOIMKpaZf0fH\nQj0p4r2Z/cOnEyqESUaUpOj9eVTFMsiUjMWFBd71rndRKpVysTrHdoRZPNCLYs5cWeWW3VMoiqCP\nKoitXpSMiqUz7FpYmsqO7/wL99/0+RwaDMMwd9CSP5Mhh7RymVDSMVutVi6pLCt4ubgnO4jB+1P6\nPZumSblcplgUGvpSeXVkbAV/8N73UbRMLE1AV0eebB4inQAAIABJREFU2I3X63LXd7/DZb9+MXZ/\nL+JQq8fOxTZ7ljqoCCn2X5b45Xkn/x+MratHoFZCGSlieBG2rjK2fowTVg5hmTp1P+qzJDIOzC2y\ne//jdKYOMvfYQ0/62Koqa7aeIkSyELh8ECcUNZWh8SFGyi4ryg6ryzZVx6TmmPzT40eJkpQnljrM\ndgPSDDpBTDuIMDWVg/WQkqVz54E5ji42cNWMzC6iKQqtIMaPE9JM2NgNtuaGYfCa17yGb37zm3mC\nH0zqz3WLVjpQOY7D0NBQroopq/jns6wlN4MHsVl5QARBwCWXXMI111wDCAOZqakpDMNgfn4e27Zp\nNBrEccy9P7qPzSeeSJxmVGujmNpyLDtDGIjQx2WDWEANZdvgRSsqLHkRRUMk8lYYEdZWo6YpcXGY\n8MCjdOenaez8KVOVYcLR1ZRtGwVxAGysFjnc9EjSrK9CnLDUi3B1HTJFyCNnQmWy0N+tADA0lV6Y\nUPdDZjs+h5o9lnpi7mCoQj4hSjIcTaVo6pQMg+78DFEU5RRFRVEYWr0BzS2RtTxsXWPEtSiaGqOu\nRc01WVmwOGG4mIsGHhtpmqH39z4Kps6QbRLFCe2FWSbWr8XWNdYNFahYJn/2lx/Kh6MyEV/yxjei\nqH0pCIR2lKOrlC1RlKgolAydIcvA6UuNFGOfr/3zl/KDSM6LJM1SQjiD1XySJDSbzZyjLwuNwa4g\nCILcn1duY8tDZPD1ZMfQarXy+08IziXE9D2wI5/LL3o5Rw4folQsctM/3sDv/8e38eIzX5RvyRcM\nnaKh0YkSmkHE2AswXP9fGccT/wuIMdfijPEhlkiZb/TYvHaUsyeHWfRCDi91UBCtXpplHPjWl5l+\n6N4cCpHbhE6xxLotJ2M6BlHqMNcLqNiiTY/TjMnREptqJaquhaYoxBmsGyqwY65BlmUstj3ijk/q\nGCz1IsYKog3145TR7d+htjhLkmUcPO11FIdHsA2Nim32Nz4FNU2BfJHr4Ycffl6Vt7S5K5VKOUzT\naDSWSRU81+UpTdMYGhpaNj+QuKvEbGWFDkJm4g1veIP4vL7P3//937O4uEilUskfXJnc63VhnuIe\nIzec9ZeE5nsBdS9k91KH/Y/v4J6v3cihJ3YRxwn/+UN/R6k6KrZbk5SqbbBz/al4q7aiNRewj+yC\napVS3MW/79tMT55CfetZmHoJVUlohkJlshVE6KoQG9M1hQwwFIVulLDQCygYGvPdgFSB08YrtIJY\nSIH4EWGc0goiZrs+i15AkKR9+QQB+XTDmNhO2fLqS/nR//w7TMOgMjyCO7qC0QteR0LG6SsqZIrC\ngXqXmmuxsuRg6SIpTbU9VpddNFXhrrvu4sorr6TRaHDDDTdw6oteRIIoFOZ6AXsfuJtbr/swmqpy\nwWW/zSX//i3c9+P7+MjVf8XDDz2UJ2v5XRVcF0vXSNIUPxbuVJauYWsqxaJNyTIoWzqFvgl9lGYc\nOXwo3yeQW7OSBix9FCT0M1ixS2E1ubQFTxIKut0uQRAwNjZGtVrNKcmyO5idnV0GTUrnrpy8YJq8\n5nd+j7Kps6ZSQPMz9u99AlVV8TyPk089lfHVa0gzod1j6SoZ4lqsKNqMFezn/Fz9ouN44n8Bcc23\nHuLRmQbOcJEgTgmihFYQUe3LL5dMnTTL2DRc5OgJGwgO7kbXtVzX3fd94sDnXz7zD2x98zvohjFH\nWh5JnyLnRREL3YDptkfZMlAz2L3YEThyIjB7TddwHBPL0Ng0XOCsiWGKps4PDsyDLzjqqmHi2BZx\nKvj+DS+kE0TYhoofp5iaiqYqfO1rX+O666572s8qmRLFYhHbtnOMvNPp4Hkevu/nFaZ8SJ8t5PAX\n4Mwzz+SDH/wgp5xyCnfccQe/+Zu/mSspyodXVmODh4hhGLznPe9h9+7dLC4u5gtX7XZ7mbWkbdt8\n+ctf4RPXXYemaXz7299m/fr1+etEqajMJRz2k299nQOP78irvUe/+01Wbz6JtWe8hIYf0fBD1g+5\nNMOYxqFZ/HbjSa1+w2HBruJ2A5I0Ze1QQVzfiit03xUVP06Y7wXsmGtRMHVMTaUTxoy5FkVTpx3G\nHGn2GC1YNIOYw80eTyyJ7z3OUgxVwY8zVASOPOJYFC2D5p6f8v1P/C0Age+z+uwLGH3lm1jyQ7Io\nIUxTVEWlbGlE/d2PThhTNHV6YSzcrVSNv/qrv+L+++8H4CMf+Qhf+OINOLrGUrvLvbf+E3fffhtp\nkqAqCvXZaVDgpn/8Ij++776cLy//iaKIZqtJEMVMdQIemWky1/XphAkFS6cXCgFBU1VwDR1H1zjy\nwA/57qc/lnPuPc+j0WgsmyWZpplX4bLDkJ2BvF90Xce0LIrDNdrNBnNzc7k3tHTWkveXvL/lgpdc\n8pIS2UEQiK3sQpEoFSb34+UKGzZsYN++fVi2zdV/+1FSw+b+qSXmuwGLvZAjLY8lP2T1cT3+X41o\ndAP+8Z7djKwapuyavGTNCNvGKoyXHFRFmK7E3QYHb/0i39qzm6jv1CSrEsuyxFBJ0zDKVcJYHBpJ\nmjHbEclfAYb71MsoSYkyoZ44WRa/Y9dCm26UEOsqJctAU1WSvrOXpWt8s3Y2Wza7TIUKbqxSjVIU\nV9jqBXHGTNvnhOFC3uZKxUtd16lUKvn6e6/Xo9Fo5AtP8qGWD92gOqXjOHmVDuSLMsCyjd7BIfGu\nXbs499xzAXj961/Ph665hv1HpvjK9Z/P9XAkU2OwIjt8+DCHDx/O/ztJEmq1Wo5xS7gpjmMeuP/H\n+f/vve99L1/60pcAAT0EccKSF3Kw0WP6iceJel2KxWKeIG763P+Doij89ZduoVip0fBDNE1FA6Lx\ndTnjpBdGdC98E1kvJExTelHK0ZaPqirMdn1qrkUG9MKYgqnhxwkLPZ+6F9GLE8Zdi1UVF01RsA2N\nME1JUqGRs9QLmOv4dKOEdiiUIUdck5Kps6pss36owO1fuC0/7BRFwajUKBga++ohC92AmmuxtiJk\nF2xDpWwaQuK77LKyLKr/Bx98kDvvvDO/Vt///vf7cstwy1e+xE2fui4/YDudDrsevJ8/uey1HNq/\nP9+OlTLGUiLhM5/8JH999dVUHYPNI0UONLqEcYKhaOiKQtk2mSzZrCo7jBZs5vxWftDLOZEMuV0L\n5FCNvPcGdZJAdKMXv/sqNmw+kcfuvZMvfuRDTB85jOd5OI6DWyqjqiqNxYW8iPF9n2q1mlf6g3Hq\nK17Dqi0nEydi4H7Hd+7g0KFDpGlKfWmJEzafiB8nqH3bGcfQcHQVFTjQ6HHz40e47KRVzy/R/ILi\neOL/OaPkGFxy+jqmkoQzNq1gddllS61I2TI51OxR9yIO7DvA/MED+J6Xt76y7ZQ3qWrZOC++iL2P\nP0q0MM0Kr8nFoc+OkS1oY6vZNlbhlPEKS72Qqm3S9LvoqsJY0WZ9xWHfgs68L4a7FVsXnPMk496j\niyQpDCcarqmSpVm+lj9WsFhZshl2TAxVyxU67777blzXpdfrsbi4mJutHxuyNZY4qlSWlDIImqbl\nEM/TzQXkwk2lUuEtv/c2/sNb3iy6F0VBNwyuuPJKjiy1CAOfm2/8Uj5MHhzmmaa5rLqTeLJk88iQ\nOO8gJCAFzyRbpeGHzHUDumHMd778BRYO7iMIgrzaA3EY7nroftadfxFBkpIBU22fBUyMjWdTiTqo\na04UGLUppZuhF0UcamR0goiRgo0fxfTiFFWBVWUXXVVoBRFzbY87Hz3C6HAR29JZVylQMTWaYYxj\nGuyYbfLYQpvEjxgdLnBSrUzJMtAVhbof0fUDgv6BpxsG1ZWrWHHaORxudtGA121ewbvO2cyRZo+6\nHzHf8/tdTkaYJJiKwsLCApdddtmy7yrLMn5w99189/t38uMf3ZvDGgCtVou5ubkccslVL/tVsywO\nJFssTjKSJGWiaJP0B+BOlqGpCpqq0gkTVpYUTjrjbL7zlRuwHIdqrcbhvU8wNDTEyMgImqZRLpfz\n7k/eG7LqH/y9q045k+qqtURJwkte/kp+49UX8ZnPfRatOsrWM15Mc/oIX/v4h5bBPXEcEwRBfn9J\nrr+qm5x3yeWoQIKgtyZRnN/LmqaxZsglSAUJQFXgsfkWzUDQbf045Ujr+ZEXfpFxPPH/nKGpKm9/\n7WnsXuwwWXbQFUVYJqaZUO0zNNTaSgqFQl7dSuEyqQyo6zphFHHwc9dg9sXBtD5+OenM0jbXk2aC\nPWHpKg9MLeHFKdNtj59M19k73yKOU0zb6Ns0JmgIiuYfnLGB7TMNglRIxpYsgxUlm4Ih9M39OKEd\nxowXxcNdr9e56aabfqatoWynB7uBMAzzKuvY7d5B1oyMwQ7jiv/jzxitDZOkwn8gyQTPez5I+PCH\nP8LRA/vZ+fjj+L5Ps9nMK37ZPcj3IsXT5P8OslOiKMoZSeeddx6f+cxnAGEkcrjV42jLY8kLObBz\nO/MH9uaHmpwRCOE2l2K1hjgHxHt8dK5FmKYUJk5G6xtyxFGM0JSEgqlxpOlx76EpKpbOeWtHCcKY\nMM1oBBFHmkJL/9B8g7AbkC60mf3JPtQk5QFDg8lhJtaOsq5WotuH5HqqQtynVKqKImw4VZW7PvVh\nZp7YmYuRnf9Hv4tn2Mw320RJxt1PzBLGKW8/cwMK0Aojiv3FqaJhkCmwf//+fIFPJrS5uTle9+qL\ncohP2hpKGQQZg7RIycAJgiBXz4z6C04oCq6pU7aEqqipaRT6ktCOIT7L+k2b+fP/+VXmvYgVasgX\nPvxBumFCeaRGcGRvrmA66K87WBQUKkNU123inN96K+NFh/XVEptrReZ7Aa/+9/+B+a4w3Nn/2HZ6\n3U4OGxUKBeI4xnVdKpVKfi+FYQhpjGpYaKrCqGOyquISrVqFaZqMjo/z2te9nkxRme957O2TLmY6\nPjNdX8xqsowzV1afX5L5BcbxxP8CYqxg8fB0g5YvhnYFQ2e+53Og0eNwq4evmRRPOBnlwC46rWZ+\ng0p+tWEYxFGE1u8ACoVCrktf9OdZnHmMOhvYsXc7vmGjTGxAVcSW5bohl6VeiBfGWIbGKeMV1leL\nnLZyCLc/JJwp2P3DIiF0Laxmj1UlB8j6QlpiKFg0df7u7/7uKRW+dLuSWK2sgI8VYRtkkAwuzMAz\nSx9fccUVvPWtb2XVilGx2ZhlRGS0g5huFGOqKr0EvvzPtzJ3aD8nnnji076OXN6RUs9ALp0Qx/FT\nBtUzMzOsXbtWYMCqQpKkdKOIVhCy88f3EMcxpVIp//thGFIdqXHTHXext97lgek6USKMblZVHPY3\nurxoRYU1QwUenm4w0/H71EeVdhCTAaU0o/nELLftm6M0XOTFJ00Sxwl79s+R7J0lafbEFmAgHKhS\nU4eyA0sd5oZcUkVs1E6UbHTXZHyowGnjQ/3NVg2/sciOQ/uWVZ+zO37C2on1ZMCDs3UaBxd5ZP8c\nrqHxR2dvZKxo4+gqnSjB1VUuOPccHn744WWD0sGt6kF10mOlOOS9MYiPy9cA2LNnD7NTUwyNjtO0\nDGxdy+9jTVFAERLHY30vXZWMWtFhvORQK1i87X3XsnO+xXyjyfR3/pnGrkeWae/I5CwP/GJlmNMu\n/31KromhaWRkdIJYGMk7Jg0/wotiXvobb2TLxg3c8+1vsDQzRbfbxfd9bNvO72dN0wjDEC1NmSiL\nIbWuqriGxrZTTmXXkRlSRfhXN/yIVhATJylLXsChlke771KWATvmmpy/pvaccssvOo4n/hcQRdOg\n6pp0o5iCqZNmKWvKLkkqxK5qjkn2ykv53l+/G70Pg+imiVupUjR1jL6BRJZl+cB0ED839z3C9A9v\nY9fsDIqq8er3/wOZbtIJBSXzxFqJqJ80XUODLGP3Ypupts+j801RUSYpJVMnSFK6UcJ022PYMWgF\nEaOuJSywFYUzzjiDsbGxHOeUUsbHOl3JBwLIk/yxFdfPikqlwjv++I9ZtWo1TV/YQn7ukQNsn21y\nQrXICcNFVhRsFAR/fN0JG7nwwgv57ne/m7+GFOOS84PBbuDZ4v3vf79471lG3RcSCEGcYSQxj33n\nG9i2zfz8fL71OrpiJf/u7X/I4bbHrsV2rk0z2w3w+gtPS17I6orL6orDXNdnz0KHlAxL0zB6Pv5s\nAxZasHqE1DZYO1LCMHSeOLRAYmigqVC1RJtg6Jw9XmG+0ePETSs5/5xNnLZhDLfvYdsOYjpBTCMI\nc9/b7bd9Db/Tyjsey7IIO20Kps65q4Y5a6LKya9/EWdPjLC24oAi9OMVBWqGzqc+9SkeeuihZ71u\n8juWpvcSXpHzFHnAy/tmUJtpaWmJ33nz7/DZm7/BdNuj7oekmbAidPsevavLDhuqgnLcCCJiT3QJ\npiqoqq6u4roF1l78O/idFq39u3LZbzmglYdBe24aFfpqmIKNZGoqOxfabJ9vYWkqaQZF12H9y17B\nyolJvve973L0oOh4pImLpBJXx8b5rf96Fd1UgTghSlOCKGbu6BHWrl9P2Jf1aAUxi70AFIWCYVA2\ndbp+iHp0F85QlfNWb32Gq/tvH8cT/wuIsqWztVZmsmyzomALS7u2R7NfXUBGFzjxd/+EIwt1esUR\notIQ9tRj2HN7ckxU0hUVRck1VmSLbFkmtVqN4RUT6KHHXAR7ljrsmGv2V/BVVpVdSomoKnRVpWzp\nlPvUuF4kZCBKljC2SBH0RRUlf/iyLOO2225jbm5u2ecbdDCSg1xJ2ZRtPfCUKl/G0zlLaZrGj370\nI0ZWTNKLU5p+jGvorC677Fns0AhENTZeMHEM8Z7vv+9H1Ov1ZYboSZLQ6/Uol8vLBpo/6wCSXU2c\nisR/tOMRJSk77/w2hVKZNI6Epotl8aVv3QGWSyeM2VvviGSbiESytuLQDQV99syJYdaUHZ5Y6rBp\nuMhiL+Bo26fR6pDcvxckP77tkboWR+tdygWLibEKs0nG6LigWU4p4AYxP77uD5a95yhJ2LPYoe6L\nZJ+kGVOdhJKpc2T7g+z6wR0A+XeiaRql6jCurjPsmti6ymRJSCrI70zVnhxcbt++fdl3dqwrmeM4\neYV/bDc3KGssh7vynpGhKArV6jCqKmCeIUtIX9RcodXv6iph8uS/G6qCpWmUTEFS0IAYsUimoKD0\npRhkpycPpWKxSJpljJ16Nr04oZAJ9c2VRbs/+xJwGQqsrbhsqBbFgPzkrZgr17B3eoFOs0mwMIOu\n62I4naac++qL2XziiTmNc6Jk8/a3v53Pfvaz3HjjjVz2pt8iTBIMVSzXRakY7ja8kPrMFLXH78Gy\nLE5926XPem/+W8bxxP8CQlcEV5dMcI+9OGa64/PTOWGA3gliHp1vsXF4BZExTJqk2AuHsJ/4CV7/\nQZIPimQoVKvVnIoWx3E+POvWF3n461+itfEsEtPm1xtPsNLRuTetsStYyahriiEZGXUvAkW4LqmI\nRaCiaVBzTU6sldk4UmJFSSyE6ZpIBOeedx6f/OQnf6YypnzYBxOD3JqU9EyJ70rqnOd5eWLI4QhV\noemHQMb2uQbX3P04pqpx8ZYJUeGZBiVLR1PgYx/96NNWpPLaDWLLPyu63W5u/p2mGWVD43Cnx11f\nvYE0jikUCoIuaNmopk2YZrlHcs2xMPvbmt0w5pSxIdYMCTGxPUsdpjtCd32i5DDVCdBNnWTLBIYf\nYpk6mm2ytiJIACXX4tSxClvHyvSihK88ehhv7yxRo8cX7t3FW87ZjNo/MLw4pWQbKP0haJpljBYs\nDj++g73334NhWYR9Oq2UHG4e2MO6aqGPmysYmsaiF2LrKpqq8i//8i9cddVV7Nu3b5mL2tNBc/Kg\nl8J2g52pnIdI2OfpaLxZlvHIQw8KeEdV0LOEI7t3cvDRnwJw4WX/rs/jF5r+cSegZMF43660YhtU\nLYO2H4kt45VraO19fBldV8I8hqqiajphLD6HqQn6rKDAJlQssVejqgpxmtIOIwqmzmTJoR1UuOg/\nX8G3rr2K+bknF+HmDh8UW7eKQpQkYqu7z27bsWMHl19+ObahM98NOdTyWPRCploeR9o+PbNItd85\nz83NMTY29jPv0X+LOJ74X0C0Q7HW39IiRotWju0L8TOxjj7qmvhRzIhjkgJ6NoJVLFEwBaYv28lO\np8PS0lI+JHVdd5kODoAbtBg/cB/+6BpGUg9TKbIh62Au7WZopom14SRakxvx4piFXsBsN8A1dIqW\nSKJpCvO9gCHbwFQVKpZBxcqI4pTbb7/9Zy5aSeaDnENIbFcO+44VTTv27yqKwumnn87GTZtoBeLa\ndaMEBYUPX3Q6q8outYKZy0QDPPjgg9x8881P+5q6LiR6j2X8DP653CuQfz41NUXDj5hue8x2AsIU\nFvY8itftCnmDPpvnvNf+Okc7IUtewNG2RysQS1gV26Tuh+LgyAQVNE4zRh2Teduk7oWgKFiaQqCq\nbFo3ynlra7xq8wQrizaqorDkhcx0PDpBDJkwMdk8XKQTxFz0sq28eSDpg1j1L5m64NwbOkmSMjU1\nxXeuu5Z2u5XDK1J8DKA5O8Vivc5EbZgYtW/0nZFkGY3FRd75zndy4MCBZ/2+ZQxy5SW9Uv4jl+2k\nnPaxuxZ5KAp//zf/J7/9h+/iuve8m307H+v/WOGUjes57+I34Bo6WQZDjoHiZfiRUB9tB7HYnwgi\nIXZ2YBdu3yFNVv7STD1JEmqqytpqgZVFm6ptkgGtMCbKUmY6Pk5/A9nRNUYciyTL2LnQRkXh/ps+\nR6fVyA80VVXptdt9X2EVVVW449v/yk033USaplx77bV84AMfEMWVrTPmWsx3AzRVoWLrpF6K7hQY\nGypTrR4f7v5KhNGXW46SlDBJqTkW7YKQaVAQ9ESzb86yen435aBFfX4WzzSW6YdLcSgJ+0i2jIRJ\n5Mq4aZqYlk0BMciamZkh8X1q/QGb57VJx9eTZlCydLqBRtsLCeKELBVYf9aX1/UT4d0apxm3f+sb\nfPH665d9NknNlNLHXt9ZKo7jp/XZfaZqWy5qbdu2jTe+8Y284dLfZH+jSzdM6PWvU5xm6Cq0whDX\nUClaBqqicPvtt3PNNdc842sHQcD8/PwyHZbBLuXpOpZVq1ZR6POrhRibRndygupIjSgMOOOiiznz\ndZeiF0rcN7XIwzMNxlybgqlhaCphklAyNaI4IekPcdV+RV02dfbVO9x3ZFGYnrgWa0fLaIZO24+o\nWHrfpCSjGcRsGi5w8liFOE1RUXjNxhWcUC3m9FoZMpkHcUqYptT9iGK5ilsq0euJGYzEuiU8t2rL\n1v+XvfMOt6ys7v9n97NPP/fcOnOn9xl6GZoMKEgsgEaDNaJRY4g9BktiYgmJAgZjjMYSUiRKwIIJ\nJlERpA7ShjbMADNMv72dXnb//fGed8+5wwxgyE8xD+t5eO5w7pkz++yy3vV+13d9vywZ7CVvGQxn\nk2Qtg1RHK+ZTn/rUc076wDy67qE7vsNdm24bSjlYNXLgAF/+6yv5/nXXYnQ1gMMw5JEH7scgZOSp\nJ/nwH1+KquvkO0qhP9s9yZ37ZwhD0ZchDHDr1Zh2KZO+XIQyi1ey6LRzCAMx6KYo4u/tHx1j24OP\n0L98DXld4xNvegMb1q3lWx211IGURa3tEvlBPI0u76GdD29h849+wNvf+lYK6QQDfcIwXdd1Pv/5\nz3fOv5BfFlBqyIGKYItlmhUylkEml4/pxy+EeDHxP48o2ibJgZwQqEIsAElTIwzFcNS2qQpj9Ta0\n6vz23FbUdBqni/0gKyMJVySTyVgkSg6qSNlgSWdUFIW8oRN2HiqpoumYSfRjz+SByQrlts/+ShO3\n3sY0BVWu6vrUHJ+pepu1vRmGUgLqSRoaZ5x+Oq945St5+KGHqNfrNJvNePF5Nnpnd8hdyuEGtWq1\nGn/0kY/gBgHjtXZHDVNU/aaqkLaEBkwYCd8CVVN429ve9jTzd5ngu/sKElN+Nsln27bp6+un7Qf4\nkdCfqfkBj953N41aVUxuBj7pbA43FOb0Q6kE1Q4ve23Roi9poQJJXejPL8olqXs+Y0GLpKlTTFos\ny6V4YrZKf8pi0+JeVvVmWJQVA0FNL6AvZXFUf44F6QRJQ6fmeiQNjaG0TcI48sRz0tRwg4DBdAI3\nDCkMLaI8O0Ojs1uRVoO+7zO5fx+aIvTyvVBQgmVP55l8jw/F8W3bxjTNOIEfmuhlTyGKhDNbt+tV\n92fKhaDdbELnGOW1+8kN13Pj9d+hWi5x9plnctqZmwgj4XcwkErQn7SYbbr0Ji22f/vvUDxnniyE\n/C+ZK7D2/DewsL+PtX1ZVvWkKdgm377+u3zqY5eSTCbZcMpLeNXb3smB/fuoVcpCTNAQvsNPPXgf\nW39xB+12mxUrVsS00SAI+PLnLqNVKfPHf/wR1q1bx8pVq+gpFPjwhz9M0/MpNV3uHZ3l8ZkaI9UW\npZZLwwswc4OU128iKr4w2DwyXkz8zyMm6m2IoNLyGK232DlXF/rb9TYVx0PXVExVYWM4GQ8RSQxZ\nbpXlkAgQ2wLKakY2eyVHWiY9yWiRP33fx9cMJnMDaDM1vCDE1lR828DShSRsT9KkmDSFDr8f4AQh\nNUcMfpHM8JrXvZ6f/PjHz+l7SxxZirjJJHykRcI0TT756c8yUW8xWm3R8IRUQNMTYnG2bbIgLWYM\nItfhjtvu5I477qBYLMZsnUMTikw4sqo8FF6QjB/JQJGJ6eKL38aP1x5NbmABKKACm87/bcExT+VZ\ncfLp1DwfQ1WptgM0TeXYgRxL8ynW9WVJ6IIqO1oV37Xt+6gdy8J2Z/q64floiEoziGAgaTGYTtD2\nQxK6hqGq5CyDhKGjayoF26JgW8963iUA1vQDam2XJx68l7mO21Y2m431jIIgoFGv0fJ8CgkbW9ew\ndI0ogonJiXja+XCJ/ND/l+wmSeOUn+84TixlcDi/4O6QGvnynrEsi3a7HS/gge9Tmp1FVRUWLFyI\nbYiFZLLRZqzWou76HZ+KFk5HOVNCja1WS9wOi+5rAAAgAElEQVR3isq5f/4lelPiXGctgyCCWqNF\nbUYM9Wm6zsiO7Vz2nt+lXCoxMz3NBa95DbmeIqeddz7JYn/cq5iYmIjvHVmofesfvsGxG09j1THH\n8rVvfYeNG9aIXZAvBvr6UwkOVJqxx8DKYloUJZkFNF+UbPi/E2O1Nn1J0fBLaCqGKhK91M6PgCgM\nCKODBiYSK61WqxSLRdrtNq7rxpo3soqXsg6SS99oNOjt7SWbzcY6+VLCQLCAGritRkd1Uph/9Jg6\nhq7Fx0MEGcsgZQqNcPGQCpGvH3z/e0/7foqixLjxkeQWjhTyGEEYi59y2ukAJA2dSltg21bnGLIJ\ng3SH3/2KV/82N9988zN+drdd3nHHHcfo6GhspiGPy3Gcw1a2QRDwL1/5Eh+67EpqrlhE7FSaM177\nJvZVGtT8EN0L2d9sUnFc+lOiKm96Ps3OzIPjB6Q6E9AJXaPVUTt1/ICpepuJukNPMsExA6L5uzif\nZLDjkIWixAn8cE5XzxRV18cJBbyUsgwM04oXfnlvxcNriPflLB1LE5CjqsB73/c+brrpJuDI8BxA\nT08Pb3jDG7jmmmvmLapyylXCPd2ieUf6THnvm6aJpmnxdZGaSpL6GYYKdsdVywlC9pab7J6rU257\n1F0ff9/jeJW5efaVUhYCAqpj+0gvXU7D9WlbPr6ncsZJxzE7M00+nxf9lZlpmh1/hzAMueVnPyOR\nSPDQli2cc/5r8APRL6lWq6TTabLZbDyB7vs+f/6RDzI9NcnM9DSvfvX53Hjjf5A2dSqOaAQnTaNj\nyuLhBoLmOZy1GUhbzDSFbMYLIV5M/M8jFmQSjFab5C2DA7UWk4025baH4wWYnYT7irmHCStzlKLw\naVUqEAuRSSy8+2GS0rEgHh7ppSpxf1kx6bqOXhzESCQpl8tMlBu0qy1BI7RNEpbYyjqB0KQZr7UY\nSidiNURL1zhp46k8eP/9cQKVVfyhPP7nGnLq9d3vfjdXXHEFmWyWuisGXDRVodLRJVqaT7KikCaf\nMCiXStxxxx1H/Mxuaqjkj2/duvU5G6/rus6qNWu46HffTs4U6pBjdaF2OV5v0/IFHNLwfDxfTEtX\nHY8N/VmKtkXC0DBUhd6UheMH9KeF9+tUw2Gq7jBZb+OGIacs6uG3Vg6yoS/LSQt6GEhZcZIPoiiW\npzg0Hn74YW688Ua2bNnC61//ei6++OL5x68oNF2fpidUO/VOIpWJVVbAuZ4iL3ntG7F10cTMWKKn\nFHaatIeGZEXJRfOEE05gy5YtXH755QAxfi6reSl/oWnaPAloSYE8dPcl72HpfiX7EbKvJZN3sVjs\nqLNGjNZa7JytUXZ84VcAaGYCv3PeuunFqqoyuHw1y5YsZUVvlh7b4pYf3cCN1/8bIwf2x/o93dRp\neYyScpwwdO77+U3UqhWCICCVSsWyKr7vY9s2s7OzjI+OxD2FvXv30HDFtRitttg2VWFfRewEe21R\nXPXqAUPFPKqi8sBYiVesHHxO9+r/73gx8T+PKNomsy2XdhCS1DV0BM7vhBFzLRe3LTTYTUM/KO3a\ngXX6+/tRVRXTNOdBP9IgXEInUt44CALS6XTsGyrhC8vqVBD1EjsOjHF6fR+/vyDDaK/KFTsiMHUs\nTWVR1iZlCCVIgIYn1BiJhIjUlvvv/6V08g8XGzZsYNu2bYBI0qvXruXid78HR7M4MFXl5s13c9dP\nf4ydznDqRRejaBplx6PmeKQMLTbGlhILcmZAVoiSLtg9V9D9/90hG5Fw0BNYVVXWrd/A0ccfLyR/\nlYikrrLf9Wm4Pm5ny95E2Fu6fshwNklPwmBtMcNg2qLpi94EukrD9XlsqsKTs3VGqk0enxY2ewlN\n44npKnlLZ0kuKai2nYSlIhbF6BDxsb1793LiiSfGx/zQQw/NS/xRJLwBppptWl6AF0bYmRzVuc5c\nQie5WpaF6zgcfc6rCBGN86DTz1CAgYGBmJaZTqfj+6178dy+fTuu55HO5mKOfPe5lvefPM+ykpeN\n1kMTv8TjJVwpFytZ/Uv46NRTTyWXy9H2A5qugCMzlo7VVHFrZbSZUaxMFq3ZiHd3slBKZnNkU0l6\nkhZqFPLxD7w3hmnk7lMuNvI7maZJLpcjn8/Hfg+SpdRqtWJbRwn19PT0MDMzE8uHDy9axESlTqhq\nKERkLJ2sKZzELF2jsmMrj/30emqnns36817DCUP5/+mj9b8eLyzg6Tcsmn5AEEY0PMFQ0TqGGLau\nooQhr6ptp6CF5PN5MplM7B5kmCZBR21cbnWbzWZsVCLhHalzn0gkSKfT8Q6gVqvNExADqNt5ehWf\nxTRJatBvCBu7omUwmEpQ7dDhepMmGcsgbep0xnaJgLPPfXmsZf7LhKIo9Pf386pXvYprr7uOf//R\nf/Lk7r3snZ7jhlvuoH/5aqquTxCGfPvyz/Dk3bfyyM9+hDOxnwWZBIuySQq2iaVrPPnkk9RqtRiP\nr9Vq8+AaSVuUiUMOFknaZnccOkAkE9LmO+9AVRTCEMpt0YALIiHW1vB8ds/VeHC8zO5yg2zCYEku\nyaJsipSh8dO77+ftF1/MnffcQ90N0FWFgm2St3R6kyZFW+84rqlYmsbCbJKhzHyVx/e///2k02nu\nueee+LVPf/rTnHnmmfExm6bJ1VdfPe/7SPKAqYldx5Yf/5CJvbsAYraIpFNChOP5uH5A1HH2kvGN\nr389lrE4kqXlmjVruPrqq/nzT/5pvMuS1a/UmzJNM67uJc4vYcdDQ1bVEpZqNpuUSqV4SlxW/hde\nKGwLdVUh13EVC0OxQ9IfvYPgifvxm415fR4AM5Xm5Fe/DkWBrGVQTNl8+KMfi5lD8thlyB6BhC9l\nz6JarcbnRu5wZC8jnU4zODhILpeL6cv3/OIXfPlr36DhCmFEUxV6Q5audphjUroCluZSL+rx/1+J\nhKaxt9zo8IArPDpR5UC1RcsPWFDZTxA46IoSa9VL6MQPI8bNAsuiFpppEeg2+c62tdVqoWka9Xqd\nSqUSP1iyapFVkpS+BXFjN3oX0QyTtPyQzSNlfmQsoTicYEFGNLrmmi4tL2Ci1iZl6oxWWx0DaGH7\nt2zDMRQKPThOO9ahPzQkTqt0vpOsnr785S/zxje+kabns3z1WjRVuFklNFVAIXMlHn5sG8tWrWFk\nz1MMLF3B0IrV5CyDRbkk+YRYcP71EErp0853IoFt2zFUUK1Wn9PQlmxGt9ttLrjwNaQNHUcNyAQ6\nD02UmG261F0fJQLb0Dl6IM3ynjQLMzbLCykG00KG+O6bf8L9d95Grlhk48mnCM2WzsM9Xm3jBhEn\nLexhXV+ORTmbkxYUKCTM2FEL4L777sNxHB577DFOO+00XNflsssui7+Hpmls2rSJ8847b953iICp\nhsOBagsnjHjynrvE652/J6pTWH3qS3jZ77yF4VyK9X1Z+lJWPBehKArDw8Ps27fviOdqzZo1/PO3\nruHd73pnfL/JxCx58nIHIHs/3Q3dQ6HM+Pg7Vb+kL8vFUBIcLrzwQt7znvcAsLfU4Gd7JjlQabGv\n3BTSGBxM9HLg0fM8jITN0tPPwSoOktBVDlSbZAwNp+2STqdjskSj0UBV1biQkDscCW/JwiCVSsU7\nAGndOD09HUOxsiiR5+CBu27jbe98V0fr6S4O7HgCM19k0RkvR193LNnFK/B8j8ZzkBP5VcaLif95\nRNMPuGXPFKuKadq+aKbRoaEdVd7FVFUoVeq6TjqdJl8oUDEzPGH0Mm4UuGGuzPikw7nGLGeaAhtU\nFIVQEYuArKSk1rhs4lnJFIFhUqpW2dp/DPW+ZRQ0DaM2QeC0yGsRdQ0iz2eq7giBKkNlIJ3AMjQa\nnmCgNP2AflMnbRqsP+sMLty9m6SdYNOmTWzZsiXGjWXVczgfXkVRWL58OSBsI4WaqPAEKFWqvOON\nF9GoVeM+huu61Lc+zN7Ht5E7/jjmWi5pU/Dby+Vy/LndQl9hGGJZFvl8Pqa7yn/7uSR+2egtFAp8\n7oorsTowzdapCntKTSbqbdwgFHx8RRGMI1formRNjbSh8ZN/v4Ef/8cPSSQSnH3ub5HQFB6aKPPQ\neImphsNsy8UNI6qOT8310JQkhqJwCCWfXC4HwA9/+EOuvfZaHn/88fh7pNNpRkZG4vccGoWEQalt\nsP/AfqZHR2LOvmQ1GYZBq1Im3TeEG4bMNl16bBNNEUl306ZNz5j0i8Uil156KX995RU8tnVr3E+R\nTBc5UCiLAglbSvaLvF5HugZSIVW6Z8mFBOC0006L35uxDIbSCWaaLhlTI4hCNMtG3nnye2uaxuDG\ns1n/sldTdz3CyMLWNZ545EH+5guXx58nIRvJTpI7RkVRWLBgAZlMJoZ4NE2jVCrF1NhuyrD8KRlK\niUSC2tQ4H3zDhaw746WMPPpAvDhN7N+HU5mlOTvNxIF9NM59ORd96W+OeO5/1fFi4n8eMdiR4i23\nXGqOT6ntEUaIsfC+xfSa4zG3OYoi6rUaM1rEtuJSsoBhWiiqy2YnS2BaHGtW6bMsHvGSLGjtjx80\n6Vdbq9Xiiiq1cCnNuTmCXuFB+6b2Xiw1JLN0KYZhsHTEYZ+nAAoRESkrgaZAMWEIr1XbpJiw6LEt\nISOtH7wVHnjggefkr6soCqtXr+a4446LX3ODUFjraRpPTc4xMT6GbdvAQW38IAh49K5bGV67gQHH\n70AY6jzoQSaE7oa4fHClucqhmjCHHlu3PZ98iMuVChnNpOJ4zLU8DE3B1oXRTRhGBCodS8qIgbRF\nLmEyOj3D33zpSzG+Ozs9RYRCxtRIGho1R0zypgydxbkkKkKtUcphyLjkkktiobkfH4Y6K6GPQxN/\nFEVU2y5PlersL7fYvX+MRr0aV87dU6YRQhaBSDSQZe8I4JFHHnnG6zk8PMy73vUubrv99jjhSxkO\nie/L3tJz2W3J3opM0u12O/Z7OPT6Pf744wC0vYCa4wNCSC4Ihfa9Va9idqbY5UyB4zjke4oUk4JJ\nk0uYDKQTTHaGr4B48l1OyUt4Rw4n+r7Pnj17yOfz8+4ZeWyy6NI7goqZTIZ6vR4XQL7rEtk2T9y3\nGdsQxVqtVmNycpJsNhtfv7tvv40rrriCj3/84894zn5V8WLif57xmjULuGdkjv2VFtunqpQdD1MJ\n2VTex3SlgmEYmKZJEEaUVZsnEoNkLYPhjE1/0qQxWqKByna9j2ZmkGFauOUZ2u0WruvSaDSoVCqx\nTIJhmAQLVtA47iye6h1hS1khQROyIShRvHU9VmvTtDIszqcZziVZmLHpsU2ylo6igB9FlNsuaVNo\nuRQ6mv6333zLYZO+7DtIbnyj0SCKItGz6DJEURWR9PwwZOHgIJ+5+t949IF7+dl3/lH8rpPE07kc\nK/IpVvakSZk6e/fsiQ1SgLjfIGUZJEbcrQPUDS/IISL5/aMoeppaZ19fHwO9PfiqQkLXGEpb8aJj\nNFwKtsGaYoYluRQrelJoqoKlqXzsM1/gwL69cS/hxuu+zcZTT6WV7hET20mL5T1p8gmTdb0Z9lda\nHfrkwaQLcNNNNx0xWWqaxrnnnktv7+EHffwwwlBUkqZG74KFsXZ89+dblkVueAkNL2BJPsVAJoHe\n2XLs27fvGSU1QODal370o2x7bJsQPOv0VKTJuUyMcjE59LvIXWl3dSyvh6y0JdQi3ycXmA0bNuCH\nIV4Q8th0me3TNcbqbcqOB2GI325Ap4cgdzkAuVwWPxSOWH4QdnwdIpYsXcbM9FTsBler1WLoVE7l\nShxfwjqFQoFyuRx7Zfi+T7lcjgkV3d4P5XI5ZlGJhbdCkM3GPQNJJuhZuio+h0cyNvp1xIuJ/3lE\nFEUcP1jgO1v3c+/oHA1P3IzHU46bj5L1EKkaP8+uJ5G0WZSyWNGTZqbZphWGtDM2G3qzOGHELpIM\npCP0jmGLoijzTDA0TWMymWLUU7AHFjKkVEgnDEbDKr3VcarVKplsFjfRR0I3cIKAyVqLZIdeWneF\nGNZg2iaIRDWVNITcbzZhsGTxIgYHB2k2myiKQqvVitkRh6N2FovF+M9OEFJue3hhhOMFqAosXLQI\ntdDL2NgYD/74h/FDVJkcp+b6TDfbaIrFRz/60dgERNM0+vv7WbRkCavXrCORzvCj718vWD268bQE\ncygr5UjX6k8/+UksK4HruFQdl5mWi9LpR9iGFktUtzxfDJapKt/7wQ18+5+ujv1YAcb27+MfvvZV\nFh1/GrmjTqY3lWAgZbE0nyIkYnlPihMGC2Ss+SP655xzDldfffU8HHzJkiXs27cvpr8eTuRMsnM0\nVSyqsyP74vPYzaZJZnP0rTmaIIrImDppQ437C0eaGZAVeRAEbN26NVbqlPMi8np0G55IwbZD74dn\nmu2QjKxurZ9uJs3AwIBQ3lRgcS7FgXITDUhbBu0Hb0apl/DkriaKsG2b3o0vY+joEyESMOPCbIIe\ny+Cv/vTj7Nu7J95xyOh2jZPKnt2DkGEYkk6n4/MhfycXvpmZGUqlUrwAdruNJZPJ2E9jaGgIRVVB\n1WkpcNSJJ3PnzTfN2xn/uuM5J35FUf4ROB+YjKLomM5rBeB6YAmwF3hDFEWVzu/+BHgnQlH1Q1EU\n3fS/e+i//hC6+CHvO2kFN2wfodFy8YBRXSOZycSJqaZa7Bw+nmMLvSzNJxlMJ2Iu+4JCir31tqD/\n2QZNNyBolDkukcDpPGxyWEuamvvmHANHn0nLC9AG8oKK2LZIpVLYtk0qlaJQiSi1PZKmTssPBRQR\nCWp/yhSql31Ji1zCIKELxUk/DLn++uuZmJh4zufgzW9+MwBBGOJ3KihbV2JLQdvQMHWN0y68iMhz\nefyuW8R2efwAZkca+Lbbbp8nxLZ6zRpuufcBiMD1QyabDiee/3oWLBjmnv/8Ad+46vKYe344qEcm\nz+7FwHVdvEgV8gWh0FlKGTqVtoeqCOev4VySFYUUGcvA0jUSusaORx6Kp6gznWuqaRo7Hryfpx7e\nwlv/7HKWrV5D0tQodJrU+6tNym2XjKXHjdWZmZlYF6b7uLox927/YFkJy3sonzDYU24w23RpNJpx\nAuyWRl60cRNL1h9LtsPbD6KDnzM3N8fg4GDsNSDjSDIXkvcuJUFkr0lOlXfz+p8tZBEkE333DIA8\nhiAIhEaR7HckDGFs1Gigui6JTrWtJlKoQ0tYsmIVi9ceRU8qwXTTYWk+RV8qwQ0/+B6bN2+O/x2p\nu9PtquZ53jx+frPZjI9P7opc12V2dpZGoxHPH8hzIWnZtm1j2zaFQgErkWDF0cdxyulncPTaNYyT\n4KNvupCZ8TEWLV5yROnyX1f8MhX/PwN/B1zT9dongJujKLpSUZSPA38CfEJRlPXAG4B1wDBws6Io\nq6IX0jf/XwilQ8lcnEtx4lCBeztCTYuDKnPT0zFDJ1Sb1DUb1fOZbAgYRVUUfnLTI4xEQCZB4HiE\nUURCVzmhuouK26DRaFCtVvE8D9u2SafTqKpKZtlaql7AnftnqLQ9AtfjLGMckuJyBkHAmKOgKhGm\nqtBjGyQNjb6URcrQSRu6GIhRwerI9GqqSB7PxKw5nI3i+Pi4eC2CoCOk5fghjh8y3Wl6On5IIZ/n\nlAt+h8fvugXHcTjvXR8QstCKwjHHHMOKlStJ2jZvfNvbOesV51NqelRdj5mmQxhB36KluGHEyy54\nLf/wpS/E+LYcYus+psNV/2LoqymGrIKQsVqbiXqbmivgkvV9aQbTCY7uz2J35i4uvfRSrrrqqlgg\nTz7wctjJNE0OPPUk9dIs6445lkKiD11VWJ5PdZqqXQqbmcyzTuoee9xxtL0AXVPmKZQGHWE2xwsJ\nanM89J/fjZNaN88+7FhXmpoaQzwgktjv/d7vPeuC3q3FL+mZ0uhe7kh+WfMdOWQFxJBHN4Yuh8HG\nxsZwA2ErOlFv4wcRqKA2SuhTe6m3WqRSKfADek58GfliBlXT8IKQrKkzUmmQNQ3sVIZUKhUfZ7fd\nab1ejzH8IBC9sbm5ORKJBHNzc/P6SXIXoChKjP+rqko+n8e2bSqVCpVKhXa7TblcFvpIM3NMj49x\nyucupxDpvOSVF3DL965FIWLhwoW89a1vfdbz9auK55z4oyi6S1GUJYe8/BrgrM6fvwXchlgMLgSu\ni6LIB/YqirIT2Ajc+7yP+AUUaUsnZYob5YnZGq0gJGsZlKIeEhmxVVY0g+8ay5mbqZO3XVYV02RM\nIeq2cv0wzt4p7EKK/nyStAZqu4FVHCBTn46xR8/zYp2TRqNB/ZF7sJ98mPULj+bBwmqUSEFpVXE0\ngU2i6RQSNn26hW1oFJMmtq7R9gOylkHC0GLBsJbnx05XQRTR1z/Anj17gKcbrBzKjV+6dCmvPv98\nHF/IK0/U26h0qIf1NrtLDXpTFoaqEEaQ6ikyuGwltZlJdt53Fy8/exORZbB79252PSUMtf/gfe+n\n0nbxgqijIy+rehXDVElbNtf88L8I2g12PfYIH/jAB571Osnqb2JyGlUR4wt1x2Ou7aIqULDFrMOG\nvhyKIhLuLbfcwlVXXQUQJ0LJbJHnpdVq8W9X/SXJZJI169bzF1f+NV62SDFpxdOyMq655ppYQvpI\nMbxwIYrSEalTRL/EDyP2lppMNdr4UcierY9QmZqIE7Gu62QyGcxcD0tPOYtFGZu1xQyripn4czdv\n3szDDz887986nGHK4XZP8j3dA1uHW1i7hdhkJd+9UMiEL6d7uyvydDpN23GEhpQXMFl3GK+1KbU8\nFMNEUdQYGkscdRIRETXXo9CZjgVo+WIq/aaf30q73Y4Tt2QSyesnZVHkrkMet1zYk8lkTGE1DCMW\nKqxWqzH0NT4+Hk//Sp0kVVWpzE6z5e4Z7nv0MdLL1vKqN78dv1Zh2wP38vrXv/7IN+ivIZ4vxt8f\nRdEkQBRFE4qiSJeBhcAvut432nnt/1S4vpigVBT4ncW9XHbTo1QsnTlL5U19ObyERStSqIZJspbO\nYMri6L4sywop9lVaaOkER20Ypu4GqG6bU0buo5BO4SoujU41103Zi0fm3TbJhEUGj+X5FHZkkWn2\nYquiwRf4Hqepc5StArVI2LkGUUTd9bE0F13paOsr4uHstYWGTsrQuP3221mxfNk82OFIYl6KonDU\nhg0d02yFnKnjhiFeEPGz3ZN844FdvG79MKcuLBIRsXf3HsrjI7TbbR69+04ix8G3LY4+/gS+/s1v\nsmrFCqyO+1LTcxmpNJlsONRcH1VROG4wj66orFqzmgjYeMLx3Hr77dzw/e8/43WSx754yWLcIMQN\nAvIJk2W5JKP1Nr+zbphCRy9I7VS8o6OjMYQimSHd9MWJiYn4vARBwN133ckl77iYf/vvm1AgdjZT\nFIVarRZz1GUkgE8DnwXawLvf/W4+//nPP01SQVXAUMUCcMfPfsqt371m3nskW0VxmoSugxOETDTa\nLMzapE2xc9m+fTuWZc0bhnsuPRH5/eUC43lePAcgF7XuRu6RhrckCUCeP13XY1aQHJ764he/yLs/\n+BEiRUiK24ZQlcXOECUzJBXQ7BTB8mPQFZVsx7A9YQjry4fvuIXLrv57tj/6cDzNK30uJH9fziPI\nBW5gYICenp550g+qqjIzM0OlUhEzNx0Ktfy7QKyim0gkYhgrlUrhOA5DCxZwysaTSeg6d9z9C2bn\nZpmdneWOO+7gD/7gD57xnP8q43+7ufs/gnI+85nPxH8+++yzOfvss/+XDuf/bxyoNrl3tERCU9kw\nkEd1PBRTJ9BMHq6GLPUbPJFcyOLeAoNpm/6kRTZhsqfUZOtUhSdnasy2RCV1lDsFvhdrn8gKR072\nyiGkfD6PG0aUNpzFvtQgQRCyPipj+C5GKhU/pOVIZ29LoZCM8MMAxxdicVlTsHeCyGNlMUNK19A0\nlSAS1o3f/OY3GBsbm/c9j7SllxIPpiYUClVVwXFCRmtNjhvM83evOoG5tkvJ8UiZGk/deVNs5rHy\nqGP5l6/9LTse20pfXy9/++Wv0FJ09ldb7K80OVBp8vBkpQNTiTH4A9UmViFN2IKcpePqOq97/UWH\nTfzdFa1sKpaaDpW2hxOEBFFE2tQpJEy2TVU4Y3EfURRx5Re+wGc/+9lYaVRWhhLv7q5UQSQxWRU+\ncN+9fOtrX+EPP/ghvCCMq9FMJsN73vMevvnNb8bHdxlwKaABH+OgyU13hGFEywtwwhBDU9j879cz\nOz4Ws07kAJWcTG01GvhRhKYouB0MHuD6669/Rinmw4WEPSQ0IqdyZU/i2WAewzBYtGgRpVJJ3CMd\n/Fz62codC4iF9JIPfhg3FKJmbhgK6ewgxG81KOrgmCZK6OMqoGsKEQqaomJrKvXJMe664Tqmxkbm\n9T4kI0zCNb7vk0gkYle4Wq0WwzSZTIZMJhPDOrKBLe1Cs9kslmWRzWZJpVJMTk7GVG153fbt28ee\nPXt4y/mv4JxXnc+XL/8rkskkxWIxpqv+T+O2227jtttue16f0R3PN/FPKooyEEXRpKIog4A0bR0F\nFnW9b7jz2mGjO/H/JsWTs3UGUmJbP7Swh8Ubhmm5wgt1u7qcydo0W5UeMo5P2vRJGRopQ2P7dJWG\nJ5QeW56o5G3Ho16rkejQFiVTQFLD6vV6jDNamsLAzG4mc8NMNRyS1QMothLf6IZpUpmcZklzH/XU\nakCh6vgszAiVQMcPcQMhLNWfsmj44pizps7OHTviB/NwYVlWzMXfsGEDzY7kQanlUmkLRcIQOkkv\nJGPoaIrPk/duZmT7o3idRt4Dm+9kbHQk3m7//vs/xIIVq2l5Aaqi0PR8Km2XIAg5ZjAhrC29gJmW\nw5JcUvQkiFiyeJhsNvs0qmL3HIDErp98bCtLVq1h64MPsPzo4xhcuZajUglW9KQxNIXRkRH+9m//\ndp68tFyAJQvF87x5mi8SfpNY9fX/eg1veutbyFoL0Tt9k/Hxca699tp5x6d3/TQMIx5K6w4nCCk7\nHm1fJPGV649idM+uGHeXw1RqKscZF3dxIP4AACAASURBVP8BQ0uWsbyQZnUxTbEj8yylmp9ryIVN\nsrjkd3ymkMciIbFCocC+/fvZf2CE4489hmKxOG96WiZ9Oddx4sZTefPbf4/RSpNd5QZPzNSotD1q\n7TapbXcSRqCaFuH6U1lQ7OG0Rb1iFqUjM37F1/6GnG0xNDQk5mXqdWzbjuVOZIJvtVoxDCUZd1EU\nMTA0RC5foFGtxDo8uVwuplPXarW4GKtUKoyNjcUFBRCz3mTP4oltj3HiaWeQyxfoGxhgePU6zjn/\n+fntHloQf/azn31en/fLavUonf9k3Ai8o/PntwP/0fX6mxRFMRVFWQasBO57Hsf5goy0qVN1PPaU\nGvxiZIafvW0T9bkaT83W2DLT5mY3SyUQQ01eEMYSCccN5FjXKyCflT1pXq5Ms8msxhOE1WqV0dHR\nGBc9VMwtkUiQdmuUGk2Wz+6kx6vHqpoTExM8vn07UyP7WdyeivVCWn5AxfF4aLzEU3N1IV3rh2LS\n1BGuYXXX56yXvhTXdeOhF6lSKMNxnFhCevPmzdz685+jIHSBbENj1+OP8YsffZ9iQmzFUSBnaDz0\n79cyvncX5VKJWrVKrVqJE5KmaXz7X/+VvbM19lebTDba+BH0pyw8z+G/7t7Cgzt2xzxvsQC4NP2Q\nG/7jR89q+djb28spZ7yEu3/+M/7qj97Ldd/4Cl/+048w/fijDGUErVUBvvr3fz9vt9Nd8UpmjJTS\nkE5p8qdkeYyNjnDHz2+ZZ51YLpfjirtbqE+G53lcd911T9POMVSwNAVDU7jmb67g3ltuijFy2VgE\naNXKKD1DRBE0PR8/iGJ9nj/8wz/k1ltvPey56ZZOkNFdycsE3W0ZKKGN7u/g+35M+5UTyKqqsmb1\nKhYuXBg3jE3TjKEp2ZtIJpP89T/8M3oyQxCBqarkTJ2saZBTQ8zZMTzXIYggHFpBGEWMVpvUHI/p\nplBVPf3c3yIMhSaWhEZd16VSqTAyMkKpVIrhHwn1qKpKJpOhr6+Pq776Db553fdZe/SxJBIJPM+j\nVCpRLpep1WrxwtdNIgiCANd1Y20puTOQ5+jYE07izkcf58af38Hb/+xzbDjljCPdor+W+GXonNcC\nZwNFRVH2IyDKy4HvKYryTmAfgslDFEXbFUX5LrAd8ID3/l9j9AB8b9sI947OcsJQgTMW93LD9lGa\nfoiuhiSSFpoC2YTw3V2QSbAwa1O0TeZaLk3XZ8dMDV2BwvRuQkOJnY6SySS2bRNFUTyoYxgGtVqN\nMAxpoTG24iUMJDMsOTCJakbYOdHM6zZqMcM2jV33k3KrJAiZXrGRVP+QqMqjiLbvo6smfanOoE+n\n4atpWmy5+GwOXM1aRUALQYilqfzjX1/Ovj272LdrFwEwNz7K3NQE9WoVy7LYdP5v88g9d7Fj22PA\nwWbht77+VRasO4YVZ7yMIISMrjL+g39gaveTtFstaobJK/72n8gnTBw/pOr6JDSVE08+Zd7xSMlq\nec4eeWwbK1es4IN//DFG9u7BNAS1r1mvc9WffZRl372R45cs4F/+8Wq+cOWV8z5LPvDdHHZ5zBL6\nqVarOI4TJ1FFUdi5/Qkuv+wvuOiii9i8eTOXXHJJ/JlHok++733vI51OH3xfGDLb9Jhre2x9+BHu\nufVmPM+NWUxwkHLptVrYnUE8WxfYeBTBgZED7NixIz7mQ5u3R5p6lt9Z7u66B/qezYvhyiuv5EMf\n+hBoGjOV2jwpZLn4Sb2lKIowTJNCNo2qKLQ6oocgGGdYKUon/BbjpTqpgUEsJ6QnirB0MTG9JGtT\nTFoMvvoVfOUvP83Y2Ng8fr2sym1bCOXZth1X8QC9fX1863s/RM8W2FVqUFywkEZ5Lh4elDu97msm\nd0Dx7tuysG2bbDYba2il02myKZuUqZPQhBFSEEaxA9oLIX4ZVs9bjvCrc4/w/s8Dn/+fHNRvSrxm\n7QKemqsxVm0yVm0x13DozyaxUxbpzsVO6CoDGZtjBvOkDZ2q68eKkClTJ12bppgQVYpkIbTbbRKJ\nRAwhAPNodqgmYb6f4Zl9LMsKs5ZisRgnvHK5LJqSuk5/TVSwuq5jtGrYxiI0MdFP1fEZq7XwgpCC\nLbbNyayQC5A7DfngwkHYRLoZ3fTTn7Jh42lUO25a13zt75iaHMcwDB67724SiYR4f6dvkespsun8\n1/KW372YP/q9t7JlywOAqJD6BodYd9wJtIOIvG1Qb7jM7t1J1MGqA89lcnwMWlmGBgSHwA1Czj7v\nPE48+WS23H+/eK2LNeP7PpMTEyxavJj//uH34gEbOV05OzPD5y79IF/5uy/zkx//+Gm4teyX5HK5\nuOqXD73c3sukIHsK/f39fPGqLwBw1VVXPSOLBw5un5966ql5r0s5ZYCrr7qcZqMR8+kllVRQVNtk\nbDF/0Ju06E1aZBMGnutwwQUXxDINz5TkgZhB1g1bSCz82UI2Rz/wgQ/wwQ9+kIob4oQ+NSfAStix\nXzPwNBgtDEOiMKLl+zidXel4vc10w6FdLZPa/RDDC1aR7y+yvJBmWSHF2t4Mg6kE2YSBqal8+1/+\niSAIGBwcpNFoxDMeyWQynh72fZ+5uTkqnWn6bDbL5MQEoe+RMnSKtsm5v/c+7v3pf3LX9/6VRqMR\n90+kvIOE+iRLSO4IVVWNm8HtdpvZ2Vk+8/FLefi1r+WvPvc58gmTyUab0WqLRbnkkU7jrzRelGV+\nHnHOsn6OHyqQsgxqjkvC1PjUK45lpNFmsuFQaoubxPVDoYapCHbNZL3NgWpT8NR9jZbrxWqTtVqN\nAwcOMDk5Sa1Wo16vx4tCf38/w8PDbFvxEnbs3suS2Z1xhS8515VKhVKpRKPRQNd1+vv7Y/bBnAej\ntRYzLVf4BYQhLT/EDSMxGaoonHXmSzhz01mxzn93w1EmOpkg+waHUIFy02FvucH999+P2qmsQCTh\nZrNJo9Gg2Wzy2t99ByetW81nP/ohtmx5IK6iTdOkUa1QrjVQVAUvEJOZ2b6BOPmalsX3/vLjXP4H\nv8t//cs3yBoaSUPH1DROP+PMI+LYTdfDCeHjn/mLeSP2siF7/913ceyG9dx4441P+7vdvHaZZOVE\np5SPkIlf8t67TcwPXbgPZ4Iil5pDF4i2F1D3fNp+gOMcpD/KXoOc2lUUheHlqxhK2SzLp1icS6Kr\nYgbhcNo8iqJQLBZj2QIZruvGMsty53K4ONzrku75xje+UcA5pk7bDyhVqoyPjcb3QPdOQd7T+UKB\n6bbPdEchtep46KpCojGH9dgd+GN7MA88QcbShQS66zPbdCm1PNpeQBhGXPja13Hiqaezcu26mGff\nvYh1D41J2FLi/ru2byNpaKRNjVC3aKHFJIpsNsvAwADpdDoe8JKwTqlUipvVclHp3hnt2LGDK6+8\nkrHpWUxNzMlkrBeOUMIL50h+A2PHbJ17R+dwg5B8wiBjCv32Ptuk1BY38EhVPKy9SRM/jEjqGoYm\neO22plFQXarlEmZH00dq9ksmj+QXy4YvwGKlxVgYorptWqFPoVCIcUs5vt9qtQiCgGazGVfqQ6Nb\nebKwgOGsTcP1cbyQgaRoFicNDVtT2bPvAI8+8jCe58XNve4HRybCMAjYPT6F1rsALxRqnP3Di5kZ\n2RdLKNi2jWklOOm8C9i0aROnbTyRhKbx0P3z2z2tVos3//4fsmT5MqqOj6EppE2dZRs3sf87/xDj\ntnLBufG671Cr1Xj7H30CQ1X43OcvZ+cT2/nJT34y73OjKKIvJ6Ztl6xcQyaTJYrCeUm0203q0Cam\npNPCQehDYuzdvrOHxqFUR/nnZ0I7D51HUBWR/GdbLrliH63aQfqjxLBlZd6s10h1DEDCCObmZufp\nxciqVx5H7FP7DHEoJ7/7exwpDkJj4v9b7fY80xYpkSCnZh3H4YyzzyGTTMZN7KYfEKFQv+X7WEpI\nqOs4izdQbfvkLCNWwNU0Yd25v9LkgJHjo1/8e/7uzz/G/t27nua1XK0KQTtp7iMX9DAMUZMpds7V\neXK2xo7ZGt6CVSw/5nh60inWrFnDl668PFaN7daDkvMJsujqfgaTySSGYXD+BRfQV+yhPFunP5kQ\nMuUvkHgx8T+P+O62/bS9gJbvM1Jp8c7jhQDb69cNc/WW3Ri6xqKszcaFBV6yqJdWEFJte9i6Jh4O\n3+Ps9l7Uvj4qlUqsAy4HXIA4gZfLZaEHUihSs3JolkpfpkHCMikUCvF2WmqFS/64bdvU63WRpDQD\nbWaEveFCikmThVmbmabLmt4sCV3F0FXSHbqavMklrCEHWkA8/O+55BI2nnyy0E9RDIIoQiOKx/Jl\nk8z3XJYfcxxDq9bR8gJ0VeX4k07m1ltu7jzAGscefzyf/PRncNDIJwzqro8XRgyvPYpMbz9OtRwn\nsEqlIuSqI8H8abgafjKiVqs97foMDw+zdN0GRmttNm95GNM0YqmAbl77unXr2LlzJ0EQzKvaZIKV\nPRP5mmSwdPP6D03yzxb6IT8/+clP8trXvjb++wILjgjCkB2PPjSv0peLL4CdzvCuT3xKLGgonHfO\nOdxxx+3PeAzPlvRl/DKyDCB2SE4Q8vATO7jrrrt54J67RUU/NRW7WnX3RxRFodlsCOnqKMI2NMIw\nouZ4GPke1NocSs8AqSWrKNgGKwpC0C9vmwx0PIzztslQ2qLS9lm2ag2/uPXm2P9CwnKZTCZmFEmD\nI8/z6B8YYPGSJSi6ShSJHtXJ61dz2nmfI23q5BMm//av18xTE9V1nVqtRjabJZfLkepQqEulUvzs\nySb9XXfeCYqCpau0HZ/RepsVhfQzn8RfUbyY+J9H5BKmuKg+TDcdtk1VyFg6IWCZOguyNv0pizCC\n8XqbpueL6mKmxo6ZOuc7u9BCH6XD2pmcnCSTycRMgm6zFV+3+O/+kxj1LJiLeH/PHHbCiptP3Te6\n1FKRN7v8PYHHwskneSQ9gBsELMklCSPYU67Tl0zQ9kMcN0DtJDrP8+Z5qArM0+T0MzdxyYc+QtML\n2FdpUukwLGYmxuYZwRuGwZLjTmbxumMJQsGc2f/UDm656adxMgmCgEceeojL/uSjfOzzXxRVbRhR\nablYxQEu+sMPc8NXvkDY6W9YlsVRJ5/KxR/+qJAm0FS8KOQrX/0qxx8igpVIJIhQMTWFxcuW0W63\n5/kUL1i4iIve/Ga+8Lm/jOWvu0NW2BJT754NkBj4kUL2ao4Up3T9VFWVjRs3xr/zw4iK49PyQ0DB\nsBJ4Tnter8WyLFqtFpW5Wdr7d7LymFX8+L//m82b7zpsou5mhT1bIu+mcD6XpK9pGrlcjje96U1U\nq1VSqRSlUineTR1ORE/CLhe9+xJKjpDnmG60qTk+rfF9qJUZFE2DWolc0sLSNequTz5hoCjiHCmK\n2Kn2Ji1cP8KLiPs48lo1Or0ROYtRrVZjobXLr7iC5UuXsmO2ht/5mlMNh12lOsOZJBXH4+wLX0fj\n2m+hdUxZJO9fMn4GBgZoNpsxJNsdf3HZZYLN12lch+ELh9/yYuJ/HmFqKkXbImsZuIHAZBO6xilD\nBb55307mNJUwjCjYFqM14b8bReLvJQ2NviAkaAUHDVY6CoGGYTAwMIDv+8zOzpJOp7EIsC0TJVJR\no4hBPYgTmZxKlEMpmqZRKBTiClZS6YIgIAB2z9XRwpA1xQxhJMxDUoZP2tTozSTpHxxi984dcZXZ\nTVNTVZW/+MIXiTI9ne+r0vDEAzi09ijqs8KtyEhlWLTxLM5+5fksytqsKGbQVbB68rGipAzf9/n+\ntd/hmBM38s53vAMALwxZkrOZmIjwXBfP96HTcF5x8hkcqLTIJnTSpk7OMuk56qh5Q1KqqnLTTTeh\nKQrfv+Zf+K/vXYdlWUxMTMRJyHEcFi9fjmGYhGEQN0/hIFwjt/SyiuxOnIeDh2QcSdpaLqL3Aid3\nfoZhyF133RW/TwF0RVgQtipz9PT1MTsxHs9XSL9ZacDiByFeGPHP//zPR2QNPZtRyqFxpPfFMuNd\nUFcQBMzNzVEqlUgmk2Sz2XjSV54vCfHISl9VVYaGF7N0/TFM1NtUHY+Zlku51YYHbo5d56LIJarM\nsmj5UnqSlqANywU4imh5PrMtl4lGm9TKDfQPL6Y6O03g+7Tbwk3OsiwqlUpstwiwfMUK1h19DKWW\nS6ntsrfUoOb6DKUT+GFESISCwk++fx27d+2KnzF5XiRU1N1MltdYVVX6+vs59YwzqTkeo9Umu0oN\nwjCaJ6Xx64wXDuj0GxhH92eZ6nTr7zkwx0S9zUitxWijRRSK7Xpv0sTSFLF1VwT3P5cwKKbMeOBK\nNk0ljUxWlRJDnJmZYadeIJkvMphL0m8p2JEXC1CBMPGQFausblKpFLlcLt6W6rpOPnTww4hqtcn2\nyTKDaZusJTRP3EC4Nl36xb8nk8lQLBZJp9OkUqmYoXPqS85k8bLlmJpCEIjv6AUhjXqd3ffeGdPn\njChg4PjTCXSTqudTbru0/ADFtObNBcjv67ouf/+Fz9OXTjCcTbIwkxSOWItXc8oHPkVqyeqYNjk1\nNkLD8ym1PMptj7ojNHS+/vWv8973vjf+3C9+9WvsLNXZct+9eJ4bb/uBWGmyXJojm83ED3b3Mcn/\nZIKVrwOxWuWR4rDyyl3MGv+Qn+vXrz94Ljr+v00v4MknnmBuciJOKBIqAbFwHXX8Cbzs5efh+iHl\nSuWwx3KkRu2zhaQmdl8v2fs51PNZHrvEvCWkIs2E5KInexOmaZJM2liaStbShXGNopAafwrFF+/x\n/ABt6XqSPX2MNxzcIERTVULxpQChNJs1dNKGxmknnsDiZSuod2jPcFB2Ws4eFAoF8vk87/ujj5DN\n91BuuxyoNLENjVU9adb35VhVzNBrC8vMoUVL4gG17u8rv5fs/Ujmj3yWx8fG2PrkTiodUxlLEzDm\nCyVerPifR/SlhD2cgpDNPVBpctbSPgZSCU5fPoACLCukSFt6zOSZqDnYtWlODyZJRS2iDi7eaDRi\nNoXEn2VzKooi9OFV2IZGPjQYqwVEijbv5pPGGa7rYlnWPNzfcRza7baoxBM2p2VC7gsSTJab3Dsy\ni21osZqjooSkevpIJJN4jhNXmYZhsHLdev7081+gGUTMNl12l+q0A/GAbf7O1aLq6SxahU0X4FtJ\niCLcjix0Bp0DBw4cESJ5zWteA0DV9dlfbTJRd9hXbmAV+jnhorez9dqvs//xx8j0CLMSLwgYr7VY\n15sRRiWaGo/oA/zXf/yQd7z/IyxeuYr9O58ABORRLPZy/utex0tf+jKmZ2YYHR191ulUCe90JzAQ\nyTGfz8cqpTKe7fPkspBJp6Fe5+KLL45/1+7Ia9i6yrLVa3E9L27+w8Fp3KOOO4HPXPnFDvVWib/7\n4RLyM4WEjoC4nwM8JyonEDdMpRzH9PR0fH6kAJq8JrI30mq1+JO/vIKUoeOFIYaq4Pk+pbt/QhRF\n5HI5FE3D3XAaiqqQ7ywOPQmdhRmbbEL2m8DQNQxNY3xyih2PbImb8FEU0dPTE9/DzWYzXrAXLlrC\nWEdIcLYlHNRaXkCl7ZE2NVRMQtdhydJl3KtpMXwkufpO59mQDfBuEkY2m+Xjn/gEJ514AqW2J5hb\niqBPv1DixYr/ecTKQorVxTS5hMGSfArHD3liusqD4yXev3El002HqbrDvnKLuZaLqihYmsJxUYmF\ntAgDgRXKh0RWUbLKlDilbhgYuk7TDynV2xwT1hjqK8aUM9kLkNvP2dlZxsfHY89ey7LiKcli2uYl\n7X0YCRM1YTDXdhmvtai7Pn4Hg6yW5hhYsFBATJ0becGixbz0lefz+KMPd3BLAVm1vYBK22Vq15OY\nhkEqlcJM2ORXrCehq/SlLJblBfd6IJ1gcuTA086jTEwPPvggABlTYzBlsSCdoGCb5BMGA7kc5YlR\nUvkeaitP5v7ROWaaQiYijATmG0YRL3/5y+NzWJmb46JzzuC/r/8Ovu/HuDNEvPYtb+P4k06Gzs7q\nmWQN5JSm7A1omsaaNWvYtWsX9XqdCy644BnvEwmPrF69+uBndn7KRuDNN98MdIbFAFPvXE/fResk\n1WazieM48WDRxjPPoqdXkAbu2nwXd9x+x7MmeTl5Ky0VgXmc/ecizyATngwJL3VTJrsTfXdTVzbp\nLcuipVtsmxaaVXvKTep+hF7o6zR9mzTrdYbMiBWFNIvzKYZzNrah43Xkz8PO7mis2mS26dAKInr6\nB2NCw+zsLJVKJf4pw04mGRocwNSEw5rjh2iKwuTDv+Chn/yQmUabubbDv337W/zou9fGLCFZ+cvC\nSlVVGo0G5XKZSqUyb1r4vJe/nISuAUIaPalrnLigwAslXqz4/4fRcDyOvvI/OOD65NO20LuxdCxD\nY31flpU9ac5dPsBD4yUGUhaeH6GrKklTp2ipRM0oNlbp1jhPJpPxMI3YDgsGws5qif1uGtotXmnP\n4ThmDJG02+04IWSzWfr7+5mbm4t1/OXnSVGplOZjEBKEwmu26gi4JGXohFHEA7f+jJnxMYrFYrzr\n8NotfnjNPwHwqVXH0tQMZpsudc8ncBzUSDyMjuOg6gb5tJhcbAchigqzTZeCbfJAJ7kfLo499lhA\neMV6YchcS8BSCUPDCzT8TjUaTo1QLQwxWmtRdTwmG20KtglRFDtcSYgi8H3UDnYvk5GmadSbLRQU\nvHYzZq90R7f3gJQtkA3vIAjo7++PTeYvuOACvvnNb8aDTN3QEBx0ppJTtN0h03QqlYpfs1SFvfU2\nU00HN1BIJFO47Va86wiCgPXHncDvX/JeFEX0Qz79yU9Sr89nNsn+jOwHyGN5pslbGTLJyQVPLiiS\nKHDoziIMw9iPVt4z8jzKYy4Wi7HKpWVZ/OMVl/Gey/4aUzPFjMvUAZpT46gK8SJR2rmNyuACLF1l\npgFpQyeXEDLiUSiasQ0vQNdUtt/+Uw7s2RVPCcv+Q/cxKIrCxk0v5ah1axnpEBO8DrS286Z/Jwp8\nlhxzIq1MmqeeeAI7mSRqNOY9q7Lh332NZeGVy+VQVZW7H3iQ9ckilbZHqe2Knb/5wkm3L5wj+Q0L\nNwgZr7TwdZWm42EYGkEYUXd8XrligN9aOcjZS/r47G3b2D5Tw1BVZloO+8pNzlS8g4NJHYkBidtK\nyKZbyKrRaJBs1yjkDTTbZHfQS6btkLYT8Ta9Wq3GD5zUI5c4tqzSJA2x0WhwcmaO6exShnM2hqah\nKCphFDGyexf3/OcP4uOQxt+SF61qGmYySb0tGBtKu8nELf9OLl/AabcwevpZ8Oq34Bu2oK0iErkw\nzg455RTBZ5FJUmKiiqLw/ve/P/6deJg17I47WD6VJF3sozI9RTKTRTHFZPTqYpq0qcdQVTeTRJ6b\nbp7+spWrOfeCC1m7fBlZS2fB4CCZTOZpjJ5DvQckvKJpGsVike/+4IaY7vrKV76SgYEBJicnn3VS\n90ghr38UReiaSsrUyAYGO0Z247SaceNfJjTPdUCJyFgGfhgxvHjx/2PvzcPsOqsz39+e99n7zDWq\nSlJpHjxKnmNjsLGNMSQQM8cmIUCMHaeTSxNocDr07XBvAm264SYhxgwdGzsQ7EAggI0ZjIVnPGmy\nrNGapZqrznz2vO8f+3xbpzTYAifE6UfrefRIqjpVZ589rG9973rX+7J5w/o52PvJHsvxtPnF+eqe\n1u6md3YvlEdTTY+GecRrRHEiPuuOzRuoTIySn78YS1PZt3MzescER1VVVN3A7JvXkaJQ6bUNhvMm\nPVYCS1Udn7oXEHQ+74+/eReaoqSwqdg5d8N/mUwGWZLYX2mxYbzCc6OzTD7zCN6BncSShKSo9JVL\nPPTNO3nyx/elGljiHhUFgfDH6NYtyufzaT/tqiteT1vRafnJc1x1Xn6x/XXGqcT/K0bJMrjhdav5\nwjO7UVWZwPEpFSy8MOATDz5Pr2XQlzW5cEEPD+6ZYCBr4vghuB7ZrExGyRxTFXqeR61WmzOJKxL3\n0qjKvsYEW+M890UWFxYS1ojQJclkMnOYHqKxJqZ2xaSqYCascLehxQF1YzUybXJ6si09XKknUEPn\nge1WoQyCgJGly4lJfGrH6k32/fBbqJMHMA0dVZGJPActV0RXJEoZjV5LJ6+rlC0dVZb4fz/1KYA5\nODkkCe+BBx5g9erV+GFEwdTI6SpeqNH2w0SzpzKDnbWpN+pY+TI5XaPtRxystei3DDKaSrPZnAN9\nua6b0lp1w+CTt/5PBvsHEhxXlvjnf/7ndKE8kayBgClc1+XyK6/kS7fdRm/vEa/hW265hfHx8fT/\nL0fl7A4JuOaaa/jIRz6Sfs0JIipuYpCTL5TmKITm83l6BwZ5zwduQJETdtiLO3bwz/d886Te73hM\npOPBO0KSQCT/7hALoFi4dV1PZ1Cq1Woq2CZgHkVRyOVy6WIvEvKaS16HPbSIw3UHJ0gWekVR8byk\nJ7X42neyYOlyhvMWBVNDkSTaQWLxGYchM+OjPPnok7yw9QX2734x6Y2126hqch+I50A0XUWi7u/v\nxw0jdFlmHi7bH08G/4QW1viOLSxeseqYmRQhPid2LN0uXu12e46Z+tNPP8OaS16LqcpIwN5Kix3T\ndVa8Slg9pxL/K4gdeyeJq01qYYylyOQGCoCE7wf8+YObufnC5YDEB89ZzCcf2oLvh+B4/CDO8nqr\njur71Gq1dPss6G6+76d4rmAMaKqCHvrIqsS4L9MKIwqamrJtZmdn08q2UCgwOzubTkqKmzQIgiOV\nexwxOLqVgyi0R1bR8JKGoqYq+F6i7a+aGZR8mag+y+BpZ3PeO36f2LDYOlXHDyMao4fw9m1H7kp0\n+sAgGS2ReC4ZOllNpRWE6F6Q0F5PUIWapply2SUBgEigyjJe6IOcbP2lKGLyh/9I8b1/CsBwvoeY\nZAdmaonhh6CvAulMgYBJesslei0ds4OhL1u2LBV0A+YMZYnjEufP8zzWP/sspXJ5zrFPTU3N+f/J\nJn1IoJ7BwUEGBgaSjyxJNL2A26I7rgAAIABJREFUcmeQrdVskC8UaHRmO5rNJu9401u4+vLLks8X\nw1e/+tVjfq9I1tlsdo566cth+OlxxUesHbudqgSGL5K+eN3U1BStVuuEi6egKYvpdN/32fPCZg7t\n3U1mYD77p2eo7tqCFHYkr2UFR9FxgpCmF2AoEoYMtgzvfPvbeeKJJ/A8D9M06e3tTVlxYgcpYDnB\nBBMTy81mk+9/6x4mJid5w80fRy+UUe0cQbOeyqDvO3iI3qH5LF25ima1guM4qXaP2HEJVU7xXHVT\ndYfmL+DMiy6h4vgpVTWIEne+V0ucSvyvIOZpKkrdIWy5tCSJbcLQJIrZltGRFZk3r5jHsnIOWh66\nqRFbBtsVi4ZS4qpMQKbTgD1CcbNSkTXBlAiCgAPZQUbzw2TDiDN1F1uVUx33Wq3G1NRU+kDGcUw+\nn08NJMRWXbA0XNdNtVPybCez+kxUGZp+gDlvhCWXXMnMlmfQzQxyFEI+T1CroNt2Ih4WQjQ7QebQ\nNnr6+vGcdqJ+eP4V9Jy2lqymYmkqsQRIEmFHcCyKY04//XS2bNlyTAJyHIczzzwzSTSyTE5PWBwt\nL6A6O8Ojd30xbSpKUoL1LivZFE2dgp6YmrcaiV6QYI6I5C+ghcuufhOxlDQHdUXmti98gU9/OtER\n7Mawu0MMHwnoIDmHR2COOI7nVHpAmnReThhNxBlnnJH+O3F1i3DCiOm2z/YXthB0qm8BCa5eex7T\nLZf5+Qx+cMRopvucivd+Kcnq44UkSXPuo0wmQxAEcz6P+Le4HgK3705+uq6Tz+fTKXShbSTu2TiO\nwfdp1ark5i0g3LEeAh+psyuQ5i9HL/XiBFHHeAUkWabdqPPoo4+mE9UCWpIkKZW/Frr7uq6n8hCi\n36EoSWHz5EM/Zf6Vv81srYE1byHR2H6CwGdmZoaffePv00atWPANw0gXEAF1iaKqUCikQ1zlnh5+\n533vpx3GjNWdjoewSxgnsiavljiV+F9BzI7NEu4eh2oL+vMEBQsyOugKpqEx0/IS7R7L4B/fcwnv\n/to6QkPFJyCbydIMIdfBbruldkWFmY63Zyz29awg9ALOkJpcWCBNAqKKEuqcqqqSzWYJgoBGo0Gt\nVqPZbHLgwAEajUaKxcZxjGma2JLHzJ4XODx/NU0/0RwauOAyguo0zsQhJEUhlmTKi1fghzEzbY+Z\nQ/sJ169DdZvYGTOZAfA8YsNOJnQlki2uBIosYekqlqqgKjLf+ta3jlt1duPBfhSjShIzLY8gjgnb\nLfzO4qJpGqHTwji0ney8i2j7AUtKFpaucO07r+Pw4cMpLCNofbIss3zVaj72yf9OKaNhqgqyJHHn\nnXem1bo4n91Yd7eui0h+xDFdUvvccMMNxwi8vZTblbhmSmdXoABvedvb0u9HMbhhIphn6worLriE\nJ37w7QSrzmS48LIrWL50CZamoMgy1emJE57TXybE4igKDnEviWa2OC/dA1jiT7FYTPVwRIhELGSL\nu528BHV0xdlrWXn2OdQ8H6tYYjKKUmgSU0+0+c3keqmyjNuoc+lvXZWSGQQBolarpddIUG5FohdN\ncyGdLCbL4zjm8b/7q3TG4Gj9JTHtKxhIgmot7tNuTR4hiFgoFPjT/+czXHDFGxlvuoy1HOpekDwP\nikzbDyllXtFl+leLU4n/FcQ15y3lXx7ZBoqElrPQJQniGBdw2h55VWZFOceK3hy1nhwyEAYRaArV\nlssLUoFCezTFS0WF3+ywCATtTpIlFBneYLe5LBuSzWbR9aTpKqpRSZJS1kG9Xk+negUDQVVVbNvG\nsqy0byAqJr0xSyuOcPyA2FCx++ex7D03sWfTc0zEOgsWLaFQzLKv2mJm0y8I1q/DsiykDm1PVVW8\nwUVow4vpsw36bZN+2+C03hxly0AioX66XfIPR0e3fotEzFjDpWhqtIKAyT07aNTr6ZSy53mMPvoj\nLrn0UkJiJpoeRVM/5sEUjUTf9zENnUV9JTLakcGqJUuWpBTSOZLTXUwYQfUUzc21a9fOaWw+8sgj\nwPF9ibuNXEZGRtixY0e6gwiPep0IL4yAGCeIOLT/AN/41H9BkRNTnMGRJbz/I58go6nkDA1FlviL\nv/gL9uzZc9xzKgoH0R8QzVmR2LuPt5ttI+AbsRgKYoDQkeqGz1RVZXx8fI60BzDHq7Z7wRBVtyRJ\nyKpGxfE53GhTR0uTvlEo4S1cha7I9FkGJVNjft7ia399OxPj43M+BzBn4r2bSirUYSHRJxL3vmma\nqSeAWNhFXyaXy6X9MNM0052MgF8dx2FycjIdbhN9JOFhUZ2apOkFRJ0KXwKMjhnSi7MNhvKvjsx/\nKvG/gpisJDLCsWngP7Edf6Qflg1Cbw6UmF0TNR7aO0HLD/j0D54jCiP0jsctisKoPUTLHaUHb46N\nmxgEMQwjnc712m0wPDzPT6llAnsUW9LubWhvb+8cZkN35Sq+HsUxfibHaHEhM7U2i4o2u2aa9NsG\nVdfHHV6F4gVMeRFZt4Oz5gq4nUaZqAijKGJ48QoWDhYT8ayOCN1E00WRJEKgZCb9ht+57jr+4e67\njzmXK1asSBJFFDHT9nhxtsHBepsoimlXK+kCJ5JGsbePKIqTP3HEgX17ue+++9Jp6G7oQdN13v+h\nmwijiDg+4jrVPZF6NGtFhDCjEV/rNktptVpcfPHF7Ny5kyVLlsxxTRO/U1Tix6NyAixbtowFCxKX\n0iCK0BUpqeRdh6rrp05amm5w0Zt+mzCKyRoKeUNLk/mJoltNtJtrf6Ldgbh/xL0n7hfHcdJ5A3F/\ndWtEHc3rF2wq0VwVDVbRLBX9gULfAIqUuG7RqqXaUIpdZmTximSiXJbxo5jJlsu6Rx6ZAx8Vi0Vs\n2yaOY2ZnZ9Pp9Tg+IhYoSVJqaiSOq9s0RzxrmUwmHcwSuxUBnwmJDLEQisVRzD2IRS6OY5564nFG\nrvxtsrracUKDw7U2dS9hm1060nfC6/XrjFOJ/xXEw1sOEEcxmHryp96CmXqiqWsZRLlMMiEnweWr\nh/jWlgOJw1AYY8WJBr5k5VHc2bSiEo1ZwaoIoojn1EHqcoYYL9UwAVLev/DkFTiwqFTFzS3LMpph\n4GkZJswSfrGfCb3AlJZjquWRC1TkhkvO0MjrKrNtD0WCdhAw3XbJaAoty6AdQKW0gOzgQuyglb5X\nFMe0ZI2DtXZq6l7qjLzrik/RVIEYBfi7L3yBRx5+mIMHDx4Xk4Zkd5DVVXRZwoli8gPz0HSdqNOn\naLVazD//NWhyMnxTzhgMlBek2Lpo7onzZGezrLnoYmS5gxV33uf6669ny5Yt7Nu3j1qtdsLhJ/H1\nxYsXc9dddwFw3XXXce+996af4cUXX3zZ+0VIRnTj7rl8vut9AEnC1hQ0WeLFjU9DJ1FLispZv3Ep\nqiwhSzJRDIoE559/PnfddVfqA9wdYnDqpRYHsUCKil+wX8TPiIpfQCtAip8LSKXVaqVJVPxsHCcW\njIVCIYUWBRTjOA6e5zF16CCyLBFEMWqx78iud9WF1FyPrKZQ93wsTSHWYjRdSz/n0qVLmZqaYqKj\n/Jk6enV6CEI2QtO0dPERRum1Wi2FhMTcRXeiFwuHWCwFzi/kKsS17F5AJEliYN4Q7/5PH6WQ0Zhp\n+2wYrXCw1qLth+RNjTP6Cy97j/y64lTifwXxuotW8JNdY+iGTkZTcCaruNN1KGeh4fCWsxYy1fZZ\nWspRPk1DCR4n9ENoubSaLq2czy7LYqHtE4eJPrlQ/ZNlGVU3qGkG66M8f6wfZLi3RBTlMU0z5eyL\nm05AIOIBlFSVF2ObfUqBaKjE5IAKkkTF8RnMGrhhhOSFaHLCMS6YGpW2R09GZyibSFG0PIeplsea\neUUiYlw/wg1jZldcyhn7f4EVJfTTKIxoyzpGGOH6AYosIUtQMBIlxYYXUjSTimvTpk3s27dvznmU\nZZk/+7M/A5KkrMjJRKWpqnhek00//A71Tq9CJKTxfXtZcvpacobKdMvFVGTeff17+ad//AZxHKfb\nbwBD0ykaCWbcbX335je/mTe/+c28973v5Tvf+c4cuQJxXCIBBEHAzTffnE68Pvrooy+Jq0uShG3b\naaUsVFdTEbjO67olkmUJqm5Aww/wg4CH7v2HNHHLskzb9cj35jr4fvIb7rzzzpfsKXQPp3UnZhHd\nzetuDX6RhMXsgJgBEZAYHIFYBBQkPrd4TwE7dsNF3YJtl7/7vcy2PSqOw8zsDHa5D6nQC0MLKBo6\n83Mm84sWawZLHNi7h03PPku9A/lVq1Usy0o/i6CNCukEcQxixkA0edvtdprQu3F7sbOJ45ipqSma\nzWZ6rroXFbF7EBO84h7TdZ2z165l9cpltPwQU5GpliwMRSJrqEy3fSaaJ75Ov+549bSZ/4PFbNvj\nS7vHUUf68RSJahDiNl3wAmh54Af8fP0eRustnCDAdXyimSY0HPADkECT4An6uL+VyNhOtDxeDE2e\nsxfxL/bpfIHT+KqxmikvQonDVCFS7AYE1U5QQbu30qokMRMpbKZASzE71UmSXCabLm4Q4QUhjutT\nMFUuX9THzecv4xOXrOKdZyxgVV8OJYwI/IAdUzVemKyxdarOeNOhplm8MP9cWmGC5eYuvoby4BA5\nGZ66/TM8ftunaTsueypN9sw2cIKwU6XGvOY1r+Fzn/vcHKN1y7JSQ28niDhQbTHV9pAk2HD/d6iM\nHUoTh8DNH7vnTvZtf56os/hldZXPf+5zDAwMpK+TZZmFi5fwje98F0tTusk4c+Kuu++mUq/zpS8f\nMX0B0gVEJArRlAT4xCc+kf77eCJocRzPMU8XfgFH69/09h3Z+gdxsrjWnIBWEJIv9yXUVDPDf/r0\n5zhtXpn5eQtTTa79tm3bePzxx495b9G/6T6WOI5fkmkkPnN3r6kbHhG9DvF/UWyI6l4sEKKvIqph\nsZjYto2mafT29lIoFFhz8WtZcta5hHHM4Z3bkdc/RGNilPrh/eQMFUtXkGQFL4yZbLqs+9nP5qjM\nisLHtu2UtiykpwU0IxrT3f0AMeAnjGDq9TrNZjOVNxHwlOivCQhISJ6USiWGhoYYGRlh/vz59PX1\npQvR2OgY/R3/6mS+pI0XxeiKgiJJDOfN4577f484VfH/iqHJEnEUo9sGQcMAx4PRCoQhqApkdGoF\ni4mGyzOHKyyydOIogpyNms2gGCqKoWLIEk8q/Txq9mDoKpqSVKVhGOJVWhCE+JrCttDk/OgIdU8k\nI2FrJx5SXdep+TEvhAWelsv02zpIEqosMd1OJh3jOGZmtplgC15A3tTIGRpFU6U/a2LrCp9+eCtb\n900yWW9TL1jM78vTnzUTiEGWkMwe9q68lCHa9C5bBcCz/3AbXi1xK6rNzmCbJook0+x48pqqQkSc\nzi5AUnE2Gg2efvpp3vSmN6HIEhk1qTQbrs/UzExacQm9HcuysCQJZ3aaIAY3CGn5Ic898yyTk5OU\ny+W0yms16ihWnogYYimtnrtDlhL11DVnnzWnBwJHEqJt29x4443pz9x444185StfYcOGDS+rjwPM\nkXyGI1IN53ZkKgCCMKbh+4zV2zzx4E+YGj0IgKIb2OV+am5AzfExZJlqdZaPf/zj2LZ9zNTxiaSZ\nM5nMCYXXupuvgs7ZPcQnzoVg5ggygbgfLctKFzdN09KBLlF9C3w81RvatiWBtpAIC32EvcMQhijL\nz8YLIsIY/CjZkbaDAKUzdyEKm+5ZiXa7ndIrBZlB/JFlOaV+it6PWPxkWU4lTcR0u/hMos8BzLFa\njKKI2dnZ5Lp0FjWx8K1/5im2bNrE4LKV+FFCGZaIqDoJXHXpwlcHvg+nEv+vHIosMTHbxKs0od6G\ntgdBALoKE1VY3M+4LHGg3kaR4OBkLXnNZI2g7REVLIxMAUWR0UIZX4rwOmJRkgyWoiCrCnU3IAwi\nZi0DWQpSVoJIUILiKKAeVdN5Ri6yQe1jUdGmYKi4QYQTxMy2XFp+gBaD2mgTzDSRsgaF4TK/vWoY\nA3jymRd56LFtvPDARqbrLZT5PTjlLPsaDtHifjKqSs5UCYKYbKGXyNLxwkRPJ6xXiEkeqMn9eyn0\n9ZM3TGxdJYoTYTeA17zmNZTLZWZmZgBYtWoVt9xySyexQCuICKIYW9ewNDWda+h2UOrt7WU0NpjY\nPc57z1xIBAwtWDAHmlBUlddc8YYE249BV15anvicc87hsssu46GHHjpCHe1AIT09PWkiBPjUpz7F\nhg0bTupekSSJa6+9lvvvvz9dpI8XQpXT0lUm9h4xX1985lpKdgZdkZEliCV48MEHj+sT/FLxUklf\n0BqFppFo3IsFV4RYNMUOQMyKCFNyx3EwDCOFTgQ0lslk0uSvKAqnn3chmiLT9Hwsp4Y8tARpyVnE\nUsfmUpZRZZkey2DQ1nl43UMpfNfddBZ9JqFF1Wq1Un0hOOITPbx8NQvOPIcXH/kxhUIhfY6Ei5YQ\nqqvX60xOTqZeumLnI5q+3TRPsUjCkcVxz/4DFBYtI29q5A2NnoyGIsmcM1TCPqXV8x8/MprKuhuu\n4IPffZrDh6apegHF6hQt1yFot4leOIjrBqxZMcQbl8/jz+9cB34IqgxeSOQGhF6ApCrkNBXJC3Da\nLu1qQOSH1BpOsnPImgxlJd6Q94gi0oEZwUcW1ZfAJGXPo270YXcoZDESFcdj9+FZGhNVYtvEi+ME\njgpCJE3BkCTu2znKIxv28MJPN+Ns2wVBHSo6ND0YLBAqMq2BArItoQcSmiLjhiFBFNHyA8IoZt55\nr2HLD+5F13W2P/pTyqetpdcyieKYuhtQNCNkSeL1r389TzzxBNdccw27d++mr68vbQB6UYgXJK9r\nzEyw6dGH5mDFw8PDiWSvJOFMjlJQVf7pmQc4tGUDe3btoqenJ4WRatUqhipTMvUU2xewzPr16/mr\nv/orNm3ahCzL3HfffSxZsoR7772Xvg78kslkaLVa6LrOhz/84TnX/9ChQy95f4jKUlTJ995770u+\nPo5jcrpK0w+wNIW3/t4NbPz5T2nU66xf9xNmrv9dlp99Or2WiSzBlVde+Uvfs93Cc93RzdAREFEY\nhikrSMxFdLPEfN+nt7c3nRyfmZmZMygldqBwRCxO7CoKxRLnXPUmDtdbOEGItnEdktNk1ixgDY1g\nqDKaIqNIEnXX56Hv3Mu37703LXDEsXX3HcQOxbbtVIxQJOqFI4u4+u3vZtG5F7Gxr4dnfvS9lJ4p\npnDFIiLgObH7ETtEy7LSZy+OY0rlMv0DAwwOz2dwZAkLlixj+bLl0L+AwzWHdXsnKFs6OV3FjwJe\nnGlwzrxT6pz/R0TZNqkFYWLbZoxRWfQIVC3YOAKyDTMNvvmTjbzzdav51O+9lusuP43X/tdv0lRl\nXEWm2XJozjZAlpPdgCInEzwSYKrQ8ECTmZRUNtZlymrMUj3ZvgqusaiwTNOk2WrxE6/M054KToua\nF9Cb0Qmm6jhjlYSB5AfIYYTqh4SOTzhR4/kgYtPBaaJKCx7bDmoN9ACMEGpNyJlQdwgdH7uYZX7O\nwtZVYmLcIGJ/rZ1M0p62lrEXNhHrBn0XXM5Yo40XhFQciwuGywRRjCLFqLLCihUr+Pa3v80HP/hB\n3ve+9wFJ3+TF2Qa7Ky2CMOLBf7yD2sx02qATvOxyTw+B77P9X+7GymRS9ydImqiieo3jmGve/BZA\nGJ0fqfg/8pGPsG7duvT/69evZ8mSJfT09PDNb36T97znPWiaRk9PD5qm8f4bPkQUx+kC8pa3vIU7\n7rhjzla/O15uoCprGOC6yS4RaHoBo3UHJ4x4+tFH+Jv/fgtxmODli1aexuDChQBExMhIlMtlstns\nnD6CCLG4Hb2zOBG+301HFLCN0HoSMgXiXjv65wSGLhZJsWMQhjwCYjFNM9W0B3j25z9L5kYAe2Q1\nYbNOtm+IoqHSbxus7M2xvJyl3zZprliGrBxxgVNVlVwuh67r6e7OsiwKhUIKz1Sr1XSo7M3vuZ43\nXfNGDtZa2ANDNLtsEsUuRPQOlpx2Jrue35j2E2zbxrbtRONn0TLOf+NvMm/RUkqFPIaS2EG2/USZ\nt98y2DHdICZmOJdhqu1SKCcKtV7nj/4qmd49lfhfQRyut2n5Ia4bgDwMM4uQMxNE82ZRPAONGDlv\n8cz+KS49fSG/8yd3MO0G0JdHUhUkXSdu+RBFCTev7YEkIekqcRhDow1NB7+c5bY9OmVT4eMZiZFM\nUuGIKqSnp4fJqSkaksamRg9qJFPMaKwdLrO6YHHPtx8jnNoLxV4o9BPVHDwvaTDTlyeQJNBU0GRY\n1A/7WsimSpzPE/f0Ya9ZwYqVw8wr2/RZBktKNtNtj5qTaNvLEliaQrZc4NIbPsKM49H0QmxNoZTR\n6bcNVFlipu2hSBJ5I0aTZdasWcOzzz6bnk9dUVDCgOqB3WzesIHJ0cPoukGtVk3peUEY0uhUaIHv\nI3U44sKDtjvZLRhZxOqzzkqnXLubsEdrBokKPgLe+a53cf3119NqtdJGZhzMVVe8+uqrWbx48UnR\nOOXOAFa3L+t5Aj556ikANEXG0hUqUzW+9b+/iNtupcyYUv8AkqwgxwkbQ3yOpUuXsnnz5mMS+sn0\nHLr596I6P3q4Syye3YNXYkET51ySpJTPrqoJLBfHMcViMR2o6q7OBXx0YMNT2LadNIILvZjnXUFG\nlbENLXEg8wKmWm6y+xtczNDwfDynnVI0xZBdSimOotQPV/Dx6ZwrxTDRZAkJ6F95Jj3DC5DcdgqV\n5nI59EyGnuER1l5+Fds3Psf/vvUvqdVqNBoNstkslmUxOTnJm2/6zxiZTCIXriYT6sIfYKrt0WPp\nHKy1MVSFxcUsS8tZ9tfaJ+IV/LvFqcT/CmJJySZnqJAzibwAJV5DZf8uUCcI5Un0eolFrzuN7LwS\nURyjxcBsHSyDuBCgKBIxMZHjJ7IPfgCqQqwqyb9dHxoudKqdmTb89SaVr167gGhiPKWbHThwkNuD\nhdQUEysr0fID1g6X2Vtp8vBTu2j0xeA+D9MjYBSShC9JEITQ9pD7C8RhlCw2Zy6ExX1EQ+WkXwG4\n5SzNOKYhhNaiiHYQ4oQRPZbO4qLNQNZk1vF4caaZUg1bfsis42PVHXbNNAnjmHPnlVjdm8MPE/lh\nRZb4/ve/z2233cahw4cTPLlTQQsHMeGXqutJgzw/fxHegX1EnUpU4M1CPVFAYJqmdiosaQ6N88tf\n/vIxbBihtyMB7//930+bw0pHMVJVlDm/Y8uWLcck/ZeqtEXjU0R4zjnw9NNw/vlAwraK45hnH/s5\n25/flMIkkiQx2N9PVkuOQcT3vvc9Nm7ceFL3qaBRdmP14hyJpHz00JnneamUATAn8eu6TiaTYXZ2\nNh1YE4vbwMDAHAmE7r6B4O8L6EdM2wbTY1QcD11RkJAoGBo5I1mU3GaNP7r2aqYnJ9A0LVWvBVKT\nIdGPEP8W8OfU1BSmZXPZ1W8mihMZDEtVuPL9f8Rjd38JOU6en7GxsWQq+9r3olhZDuzblx6zWPyC\nMOSKd/0usqZjqjIZTelIjSfOb4osEXWGIi1Npu0HND148sAMs66HG0RcsXiAPts49gL9O8SpxP8K\n4nNP7EBquswenk0avNUWtDTIaJDxaB8cx5qtc//OUe6792GeXbceFs0DVWZef544ihlzOpV3000S\nsa4CfgL7NFxodf7YBmQ0DrdD3v7tHfzxMtAUie0zsKGRZY8VU7BjCrrKVL1NzlAZtAwmixaNqR6k\ngkY8aSG5UcIocf3k/eptokoTggh0JTl2xwNiMDSII2Q/JKspaEriqJVRFQZtkzUDJgsKGYbzVkfj\nvIkuyxyqtRlvuSmbp2CoZDWVsaZDxXGpOUnDN4yS3cIHPvABKpUKxWIx9QaGIzrxQojL930KhQLb\nnnqcIAgoFoupAmP3yL6qqrz2mt/iD//kw/hRjBeGndmCJDELWKh7COf8TgIOg4Cvf/3rRFFET09P\nB8YJ+f79P+S6d78rvfbnnHMO7373u7nnnnvSr51MpQ2wYMECTjv77CTxd5KuRDKxq3eok91MpoN7\ndzOUz5DTtVQn6OiegWjIHp3ggTlsoqNDYOFiYrybIiyqezFR242nCxaNSPxxnPhAvOtd72JkZITP\nfvazAOni0q2jI6iS/f39KJpGuOx0rHyGfsvk9P48Q/kMBUOj7gZYocuB/fuBI1RT8XkFpCeE0rLZ\nLKZppkJtiqLwwT/+zwzkLZ48OE3F8em3DSJZZWp8lJ6eHqQOE85xXf6/P/kgzc4gpOh7iMIjjmOk\nOESXJbwwEdGbbXlUXZ9D9TaqJJE3NZp+yP5Ki5rrs6hkoyoSiiQzUsyQN1496fbVcyT/AcMPY0pF\nm4O6Sqgq0JeHw1OofRFRziUqTbN+yyEKkkzv/h2Qn4LIBHeA2YaTdPkrTRidTZJw3kpKvzBKhsBK\nNtTbKKqCoisEikzkh7QVnVvHO5zgeqcK1EK8IMQLFQoZjX96fAfKU1vx56swuZd46whINnEQdRYa\nJ0ns1TbYzWQHYOZQLB1bU8nNK2IWbWp+yEjZ4qyBIkgSIwWLjKagyTKDWYMlpSxFU8cNQnQlUdXM\n6SoV1yeQJfKGyljDRZFdDEVm+1SD+XmbjJb0CEDiwgsv5P7776fdbqfQgEgkoqK3bZtSqZQymkRV\nKpqLQjdFYLU/v/97fODmP0Il2XkYioLcYfV897vfBebKF9x6661cc8017N27l/PPP58nn3yS2dnZ\nxLNV01h7/gXpIiTi6quvnpP4TzZuu+02Mg88kP4/isEJQ9qOw6c/+WcpY0tUxVs3b6Lu+hiKzLqf\n/oRbbrnlGH0ewdM/mVAUhcF58xgYGGDb1q1HhNE63+uWbIAjOkQicQuef7c+j1CX/aP/68PUNZvi\nyrP5209+DLWDnwu2lSAmhGHI+Ph4wu8/tIfBNReRM1RkCVp+QFZTyGgy/b0LuOqqq/jZz36GUAvN\n548MMYqdy+zsLK1Wi2q5CWeLAAAgAElEQVS1SrPZTI9z+9YtZDWFoqnT9AJ0RWZw3jze87H/xuaJ\nGrt+/F2mJ/dQr9dpd2SlxY5G7B6jKCKfz7Pt8Z8zoeYxV59HTMLCKppaZ3pcxx0/gLd3O71hxOkX\nXkFfwcZQZLZN1ZGkI5o9r4Y4lfhfQZw3XOL5iQoDvTnqlk694cC5MoE5hnLmGMgSzeiNlIH33vy7\nfO6Zcca21yBfwxnqwc9nMEs2TtOB/jxS1kRXVWi5eF6AOjmJv24r4WmLCVfPT5KzH4IXgpmIvSGB\nFIPkB3h1h4mZBtGuMaJ1LxBlx6E5A6YHeh+07ERSwkjeA9cHNYFDhpcNsnL5IJcsG2TW9XH8kNGG\ny0TTIaMquGHM0pKNqSp4YYSlqbSDMKnKVAWjk/Rn2x6aKrMgn8FUsxyotdk9XcfUFEYKFlldY9dM\nnV5Lxw9Dbr/tNn74wx+m51SYw4vE3+4Ya8ARHSNhdH0EikkeKLEg6BmLt77vDyiUykiKTE/miNn3\nU089xZNPPnnMtdy5cydvfetbue+++4CkSey6LhMTEwAc2H+A5YsWonYl/osuuuhl75HjibcdDfvI\nUuJSVpuexOtg02KRkWWZS197KYrv8NBPH+amG2/kwIFjfYuPjmKxmFaqR0cYhjz08CPc9rd/w/59\n+1Kop3swSkwUC6inW6GzG/cXO4D+/n7+8Oab6e0fYHqqxv69ewh8H9dxUgkSTdPI5XLptRCwT3nF\nWeQMlR5LR0JClWScMKKgKXz4phvZvXs3xWJxjrnL1NRUOjks7gFVVVm5ahWlYpFly5Zx2uln8Ntv\ne3sqzHfeUJkYOFRrk128FHrbeP5voZT66HFaTG54IhU3LJfLhGGYmhdZlkU2XyBPwEg5i6EmGkKV\ntothK5iqyg/+x61IQUK+WCsr9F9+NYpqIEmJW9jRhcO/Z5xK/L9iCMzw7MESuqKwv9Yi3DcFmUW0\nVn6PMNOCwyX4xRhv/NTrUTSVeYtLjM36SZU9WiFnGfQsG2BvGBHKMnHDxdWjBO6JwZcA2nBwCuYV\nYaiMIkuEspQsAk0X6m1iRSHu9AdCiaSEHCjAaBOkALIOhFpCD9VUCDv6Qm0PaSCLZqicu3KI81fM\nQ5NlGn7I/labsYaDociJIXUYMtVy6c1o6FIyZJXXNRYUMgxmTSZbHrqmEMTJTkhTkknhRQUrYazU\nWshFi8Ulm37bwFQVtu/ey5133z1HT0bABiIRialMsa0XD3q3fEA3fTDhjcesWnMexIlTmK9HneOR\nqNVqqT5Ld4yNjfFAVxUuMGNBDfzJT3/KxRf/BpZ2BDIaGhqiUChQrVaPm+DF5zk6fvSjH/E7XWJv\nABNjo7zxstemtEmh0qppGnfdcQdfv+uuYxaMl4pKpXLC78myzMToYb76la+kQ39Ci6d72Kpbu0fg\n52I3IBq6ouLO5/N89L98nEO1NtMtl3XfuWfOjkEszkJXSkzB9i1ZwYozzqY/n2FeNkNPRmdR0aJs\nmYyOjnLPN/+R3t7e9LjhiKmLmGQXzKK3vuOdfPaz/zOZG4kighhUWcIJQrK6woFaq+PFoEAMTT9E\nGZhP/xXXwswY0vg+AtdJ+0mSJKXsuVqtxtjYGKx/jmvzeXoWL2d2epLK5CSqU0f3HXrLZeqVRHdr\nx7oHqE1PMf8Nb+fxgzMEUcxN5y2lnNGPf1F+zXEq8f+K0fQCnp+oMt122FNpcni6jrN7HFWJoKeR\nwCkj09D8F7ZuWEOtsoC3vfUyKvYd7Nk2BpMGlRXzqByYSSAXTYFqkEz+RjKSIqEUNMLzeoijgQT6\niWLCvJW8VpaSv/0wSeQNP0nqnYYttgGLFkBmERRtsG0UTSGaahC/OJZAPZJEXLJZc81aXnf6fM7s\nL1J3faquR29GY6LhYKoKWV1lUclmadHmzMEiURyjSklDK44T5cknf/EUG7fvZPElV6GWBigYGn22\nga2pzM9b9No6OV2jYKrInYXjnju+ytTYaMruUBQlZduIRN7tdXqkaZtUjmJSE46YeovK8tDkFNMt\nl6yu4kUxQo1569atJ5xs7aZgCpaKSOhPPv4Yf/fF2/mDP/ggpYyJLCfG2l/84he57rrrXhbfF5j0\nb/zGb3DLLbfA3/7tnO/f8fd/P4cu2f15BEPl5QTXTjay2SxLlixl6fLlHNi3jyAIUvcpAbWJXZbY\ngYkpWFmWU6mD7lizdi3EMarcGe7SjnD3xeCbmOLtxuJbtSoDeZtiRusMOEn4EfhhxLx58xgZGWF0\ndDQ9v7IsHyOUJmijXiSxe6bBqv48miyjkxzLrukGeystVDmZYJdlKJs6q+QcfhDSDiK2Pfo0O7dt\nTYXtxDTv2NgYuVxujt7Qz+++nd7e3lTOQdM0JNumv6dMT7GQ0l8H5g0xlMtwxeI+jI5sw6slTiX+\nXzE0Wablh3hBzLysiSVL7Fo6SMGKMewlzAaT1L06rNzPo1tuhS+/hn+SJZa/rQ4TU1A/AAcHYLAE\nro+RzUAuxiUm35PDtAymWiXiRUuSxqvjgeNDHIGqJcl9vNL5Wpwwf5SkISvbJmgKkaElsI4kJTz8\nPRMwXk2SfkyyYByYZtfOMXYvGWBFTxZVlvCCiOGchRvGZLQExum1DDKaQtXxKJs6sgy/ePABPnrT\nH9ButdKJ2kt27+YvPv8FdEUhZ6qYiszO6QYlU+3I7EqYqoqpKvQPDqa4fDpt26nmRUVvWVbqIyCg\nBjFA1A01CBaKqEJXLl3McN5iXj6D2qHtATz//PMve21FkhZWgoZhsG/XDr7015+jlNG54YYb0te+\n7W1v45Of/CRbtmzhhz/8YSofcPRCIKQOPM9j5cqVc763e/du7r/vvvQzCaE0MTF6tHzEK41rrrmG\nWz97Kz3lHhq1Go7jMD09nZ7fnp6edKfTLYwnJIhFBS8WylKpxC3/9c9peAFVx+fFbVuZPHyIIEg+\nj6jMLctKP4ckSWiGycqLXouhSOR0lQHLYGHBQuvCwteuXcvY2Fi6q9N1nWw2mzalhQxDHMfMVqsc\nqrdZULQodGwOgygmb2pcOFymaKiESPTbBodqbTZNVBlveehOnakXt6fDauL4DMOgr68P0zRT05Vu\n0yTbtunv76dYLJLL5dJhsJmZGSqVCvvX/4LG0Ar2+iqVjjH8n7/2tH+Va/hK41Ti/xXDUGUuWdjL\nxvFZojiiOlXDfeEAU2c8QThxGGy3IzUJLDgAfRNEk/309/WyMz9KdBCoOJirsmT6i+QMjVq9jdtw\naMcxWVlCUyU8FOKpOkQxmq4g6yqBriZGHrqGnDGQ9owTRoBlgKkSycBIX8LScYNEOC6IIJ+BWhvN\n84hiCG0N+9LVvP6i5bx3zSJm2x5TjouhKTT9kJKpUXd97I4oWETSoLJ0Fb86yze+enuKSbuumzRe\nXYcoBuKYkqHhRhFBnAhVWZrKoUOH+Mv/+7+xeeMG9u/fl1L7dF1PRbVE8hYPt+u6DAzPJ+44JIW+\nlzYj6/U6rVYrTSyC3735uedYtnQpA4GBoqnQSbxf+cpXTur6djcuBetFURQeefQxPvShD81JDtdf\nfz2rVq1Kf/alEvQzzzzDj3/8Y97Q9bWPf/zjrF+/PoVWuiUHXkl0S1OLRQfgnnvuIZPJUCgU0s8q\nKnqhM5/JZNJFWfRZBOwmFiSR+IMgoH/BIqpuwP5aG1/RkBUZAo7QITvNYEVRUlE0SZZZdeFryHQc\n2pASWEaRk0reCUI+88W/R/3oh3nsZz9JFxwxWCWazflikbdc//usveRSlg0UKJp6eh0afkDN9RMr\nT1lO/B38EEWS6LcMxuoOO9Y9TFCdJp/Pp9c6n8+Ty+UYHh4mm83S09OTEguazSa1Wo3Dhw+zf//+\ndEcg+iPd6qbmjo3kJQWrbyEXDK86zlX694lTif9XDEmSuHJJP08cnOZAzaHWGQyVGnkgxlZtnKhN\nRESshjCwj6EzXJ6OnyCKhsCKIQiJGw5OPgMxhH6SpOW8SdbQKGYM6p7P5MEZHGBgqEy+YHGg0qRR\naRJP1ojGK0n1HkTg+VDOJVM+joesW8iaSth0iKdqMFaFyRo+dVAsyNh4QcjuWpsNo7OcNVCk6QVo\nsoQnJX2M4bzFoqLFoqJNOWNgqjJ4Dh/8vet45umn0gQljDbGDh5gZvQgL2zdyrVvuIJSIU/stNm0\ncwvbnnuGu752Bzu2bUuTujDB6OaJdzcOz1x7Lm96z/Usv+BSpEyWR751N0/d/905zU+xDbcsKxXn\nOrhnF6os4QYRhpr0Y3Rd5/Of//wx8gtHR7fcAHDEoF6Wuf++H3DbF7/IzX/4h+n3FyxYQG9v7zGm\n68cL3/e58cYb2fz615MFduzaxbqnn54j4fzLJH3R1xCwWPcOQST74y1EgqLZrbwpqJzdA12CJSV0\neIQJUPf7FwoFlChp8pczGqWsjdMxNhfWhCJRi6o6DEMUJMYO7mfp0mW0gyjRKuLI7kyVJcqWxi2f\n/G/8+cwUmzdvotlsMj09ne6IRMV/8dVTmFYWr2POI7wXFMBSFcabLnU3oGBqZHWVXbMNds82UWWJ\npWefS79fI3Tb6cTv7OwsU1NTVKvVFO8X0I7Y0XULwwkWkJB1EH2I1panyGQyrAhmecPS3zrp6/pv\nHacS/yuIrK6iyhJDWYOZmQZ6zsKdWExPZhfTwd4jCgEZH2XxBAy4OFIdBmdgXx08H98PKSoSpq6Q\nsfKcMb/M2fN7sDWFWtvnoef3I7Vd+pYM8KazRvjRi2N4YYeLbyXKm0gxsiohxTFhHKEP9SEN5HH9\nkGiqDjUnkYMOow6jRwXFAV1Bb3lYcoL6hHGME4QUDB1bi4hjA0UGS1ORSCwRNUXmrrvuZP1zz86B\nNMSDuPvFXVx9wRpUVeUzPT14nke9Xp+TXLoHnUR1BKSCXgJnzWazXPmbb+E33/ZODlRbNPyAJWsv\n4Mn7voMEKbdc7A4qlcSpS9N1lpy5lnZH86c7rrvuOv70T//0ZSUVur8vIAVRvd75ta9x0003pb/7\nM5/5zEs2U4+OvXv38o2vf50PkTR6p08CwhG4e6lUwvO8lG0kHMKOF93Tt93RjeN3M6bEpHC3QTqQ\nXjcxjCV+t3j/gwcPMjM+SnloIbosM294mHJfP7I8NUe7X7hnCay81D+IXSiRMzT6LJ0+K/G1EPdH\nMuWtYcsRzz77TLoL6/5cQkb54P59TLWS3eeiYuKzKwFORyahaGiosoSlytQ9n6KhsaRosXemygNf\n/B9MjB5OvXtFL6PbW0B4VR8t0hbHMZVKhXa7TalUShdt8XqxW1i8eHEqjfFqiFfHUfwHjc3jVTKK\ngiIrtHeN4ZoaVPM4OxfAqr1HXqhFxCMTLFuwgsP7t4MewkILvJjXL+4j25dnpu0TxhGn9RWYn8vQ\n9ENqrSa7Ds/CbBNnvMre6RrDuQyttsesqhIUMtBfgKlELhZdA00lIiajq/hxTCRLiTCcpUOtBUQJ\n68fOw0gf516wlCtWDLGsnEVXkunDPU89zMN3f4nz3/UBznjdlUm1rMi4YcTejRv47re+haKoRJGX\nVtyyLFOr1eZYQI53/FG7bRCPTkIiMQgxNPFaWVX58vd+zLKFC4iA0YaDIkm0Gg2iThOy24tAQDy2\nbaOqKusf+hGvv/INVBwfXZEx1ETuWuipn4gSKR787sQvnJdKpVICKZlzfVMfe+yxEzaMTxStDkQW\ndJ0P4akg+gHdv1M0WY+WYD5RdA9aHV31i8U29b7tvLbberLRaKTTq2IhFtf26PjYxz9Bft58dlea\nzDoeDS9gYGQJceCni0f3giHM0osDEledsYScrqErMrZ2LM/dj2I++tGPpslXQFdiIExRFBYsWMAF\nv3EJJVOjZGq0/YCM1hGEMzSaXogsSwzmMsgS7K+22Dc1w8FDYxzYswepoyfUfZzAnN1JNptNRejE\nOchkMqnPQOqP3YEmuz/v2NgYo6OjDA0Ncfnll5/U9fu3jlOJ/xVEEMVkNJmppkMEsG8MlO0091fg\nKDgvimN0yUgq516HSP45TCzlib2TnJvLUPcDCoZGREwYx2RUmd6cyVA5y7QXsGbpAMMFi53TDSbH\nKjBZS5g75Sy4XgLjKDKULAJNIY46htn5DMw2k2o/CBNhMCVMsH/TIJs1OW+oRN5QmWx5NLyQyYMH\niKOInY89yOKz1qJmh9EUCUNVuPurX2HLpkSOuHvLK0J4BXQniW7v2aNDPCCWZaXVYBRFxEFAobcv\nseVTJPwwohXFHNq1nb6+vlQXXVR/IiE4joNt28yOjbJt+3b85ctQJMjoKqVMAlu8FCTTPdTVHc1m\nM2266uZcQ42XcsA6XhiGgep5Ha/FuefiZIew4AhN8njHLHoFJwrP81I3qmazedz3FYm1e2hOVNri\n2pZKJd7xznegKwpFU2Ni7DB/edMHaDcbqfF593GIXomu61QmJ5iqNtBK+cRvWJbQuxq7MdDwAl53\n1dVMTkxgdsxWJCnxxJ2YmKBSqTA5Pc3p557P2YNFLO3YlKbJEjO1Fjd95E/YvOE5os4gWMY003Mu\n+gXiPhL/zufzaYIXzWnXdZmZmUlpngJuAtJeiGmaaXUvbB9XrFhxMpf11xKnEv8riKyuEAGzjkew\nsIg0/Dzx8hdh/iSGYuCFXjKdumUInlrOz977c2IlJjZbMNQC/wGaBwtMDxbJl7PIxNiqQsnQ0FWF\nn+2ZpAkY5SzFoTLLevMcbLj02AbTbSMRZteURFlMAmQJqWhTXtBL2dI5XG0TKH4C84zVoD0KhToE\nMgQmNFpsG6+yaazKFUv6MVUFOfQ5tPkZoihiau8unvraF7j2b25DAurNFppupHhyN6YJzKnofxkG\nSvf2HZLFY9Vpp7O4lMUJQtaPVXn0wDRLSza9K05n27oHsG0bs/PgCo17gfPncjmk0Oe5p59E6RtC\nVxRGihZNN2Dzs89QKBROqE3/UhHHieXeC89vxu14AwBcdtllPPbYY3NeK2AU0djsTsyu6/LL7A+6\npZKPPp5fdqfRHYKj3+3WJXZRQmteqHWK6VuhnyRkwDVN48wzzqAeJPpNtVqN6uzMHHioW/NGJFbL\nslAkqFZrFLM2hirTCsJ03iKKY9xOo3fRytXs3LEjlWUG0jkCoaMT+T4Vx0/u4U4hEsWJvtThhsML\nL7zAD/7lO8iynDRqO6brwktA7BjFzkpINYshM9GLEs1uIRooEn2pVJqzCxUN+mazmTa2f5lF/d86\nTiX+VxAZVeXM/gIvFmeIp0eZvmgjqB5oEW7YVQXGEjga5j9fTuY9G6h4FcI9PbCtl56lAeWiRcE2\nKJoaK/vyWJqKF4acOVDg6UMz2JbB9qka8wsZICbbmyfUNdpBiDtZS6ieYZxUkFFMo+0x6/hE9XbC\n6InjhAbqZcBsIKkysaRhZ00uWdzPJQt7CWKYaLrseOpRKuOj6da+Uqng+CG2rnD7//oMX//7Lx9D\nV3wl/HJZlsnlcimvW2ytly5bhtExHlndk+Ps/gIHai36Bxex/Jp3Mv2LBykUCnNgme6FR5Jles59\nLVMtl1JGo5zRyOkat99+ezKI80uGUHKEpPrfs3cvq1etYtu2bXz/+98/ZihMmHicbIjK/Xjn8eiE\nfyIxuF8mBDNH4PniGojPIfTqPc97yf7FzMwMB/bvpzhvAWEUUxoeIZvLITHXqjKfz6cietDpCQEz\nB/dw1tIF9Fpzd1FRHBN2Pt6OF15IYRcBtQjIKAxDPvPXX2Dt0gVkde2Yno6pKpiKxFlr1vC+m27m\nyYceTHWNhHudaNzXarVEAbYDI4kQw2a2bafDa+120ggWDnLT09OpbpBpmkRRRLFYTCEqUZC8WuJf\nJfFLkrQXqJLUnn4cxxdIklQC7gFGgL3Au+I4rv5rvN+rJb697SDPjVb4/u0/wQ0n4TIPtCMPu4JC\nGMZQykC2iLFUZnqymXDuH14F7WGafeC4AYUsBGHEWMNhYd4ioyqUTI2184pkDZWrlgwAEvuqLSIJ\nDNugfWgGdo3C3smk8jdU4pZLHITIhpZMADccorYH7ixkpsGTieU+WLIQY9k8QkNltOGwvJylz9IY\n37c75V0LTndWl3n65z/lK1/4G+Dkdd5PJkTV2V0V9g8M8Jn/9XlsXaXlh2yfmaE/Z9Jj67T8kMrq\nc6hvfDx98IVRiPj5MAzRZIVVw/30WzqljEFWV7F15aRklI8O0YwUPHbP83jnO97Bli1buO+++9i0\nadNJ/R6xeLxUcj/RBHB3nOj7x7NW7MbwuzV5fN+n3W6nVajv+3OGsmzbftkGOCQL3OGxcaLSAHUv\nwGk1ueDS1zG+bw9BEFCtVmk0GoyPj3Po0KE5VFVZlvnm1+5g364d7Nu5g507d3L55ZfzsY99DDeI\nmGm5bN1/kC997lbK5XLqxCammwWts6enl2ZHF1+RE1xfkiSeHZ0ljBMPBV2WaTQSGqbA5cXvyGaz\nGIZBf39/WvULQoLjODiOw+TkJBMTE6k9o/CHEDCPOL8CGlNVNV0oBN3zZM7nryv+tSr+CLgsjuPZ\nrq99AvhpHMe3SpL0ceCWztf+j4nhbIZn41mKPVmqoy20yUXUmYRcG2QIXQ2QYO85UFrCrGwg+T8h\njn0oNSCTwVEkmnWH4nCZkYLF+UNlhnMZYmLyhsbOmYTiN9Py2DBeYdNYFS+MkADNNnGLWSRTgygm\n1hLHLi+OkcOIyA1gx2HYMwHNAAzAdKFWgfEcrUMz7Juo4a2M8KMIJBk18FLcU1EUnn7sEc4YGcbp\nJJRftrrvfv3xkpp4IATVD8B1HPpyFqamktFUei2D8YZDECYyuFbGZMf2bWRMMx2pF3h3YrmocfU7\nfofl5SxFQ6PHShRFN65fzxNPPHHc4+w2CBcMJRGiehcPO5BWbxdffPFxd0DlcvmYXkI3Nn6iOJnE\nf6Ljv/jii9m4cWO6+AlI4qKLLuLJJ5+kXq+f1LUTsEd370awrP5/9s473rK6PPff1dtuZ59+5kxv\nwABDlx7E2EAsBNFINGjsmquJ3hANJnr5GPVGExNjromxJtZEExMNsaAYpIoOMMAM0/vpZ/e9+lr3\nj7V/a/YZZgAFE5MP7+czzBnOLqvs/f7e3/M+z/MWCoUc4pIkiTe+6U1sOusc9je6REnKD77+Fe74\n/vdyZkx/f0f0b/qZWD+69Qfc8u1/zxPsrbfeyjve+b9p+iHzrQ7btj7AxtNOpzk/R7FYpF6vY5gm\nL7r6Gl7wgit47rOexe/99pv47C13IgGDls6AqZMChpKJLJWeWve617+JJAo5sPMRIOsHiWsi7rG4\n92maUiqVAHJev1Bzw9GBMOJzJ+6baEAL0ZfjOFQqFVavXk21Wv2Z7+svKp6qxC+Rscf740XAr/R+\n/hxwK//DEv9tB+Z5ZNc0C1FCvG0/3uIonBRl0I6SQFeH6QFQLXjOaWwYLrMxfjf/etvdMDAAxeXI\nhsaAY1A2tczjO03xk4RubxBFnKTESZKPEJwoGMx2fDpugH94AR48SOqFmTPoUAkGi5knjyxlAq6V\nI5k3UKsBqQJNB7Qq0hlrWHHJyWxcln0YDVWhGYQMjC3L1ZlhGGbc8D7e9s9qMiVw3uMxeuBoNS2a\nxJIk8YpXXJfDBE0/QCIbqD5gahRNi29+4AYa9ToNjuLfwkNGURR8z2VixYp85KIqS3zta1/jh9//\nHoODg3k1189AEgnpsaK/ufnwww9z0UUXceeddx53B3Sss6UIYWX884TwyhEWCIKLL3oIt9xyy3Gf\nJ46xX5twvLAsi2KxSKFQyBc5UbH7vk+z2aTZbC55zje/+U1e+fo3o0oyjcUFdj6wBVXTiHswV39/\nQlw7UTEL/rtt27l7Z5qmLJ9cxh986CPs3LWb2775TzksJRZ5TdM4cugga9as5fTNmznzzLOYKBjU\n/YiFboAb1XE0DVOVaQURapoSxpAWB6jVG7lfk7gvApsXf4tdmVDqjoyMoOt6vjj0D263LIuBgQGq\n1SoDQ8MMT65EHRjCs8rMpjr7mh67gpjBtaO/NFROeOoSfwp8V5KkGPjrNE3/FhhN03QGIE3TaUmS\nRp6i9/qliZKuEtk6dHzSqgN1G+oOuDYYRSgsh5M2wmyB919yCmevH6OonMvCwjLu2D0NBRNz1TBG\nxUFCIkqyZtRAlGDIElVTZ0XFphtE7F7s8PB8k0UvYsWAw74gpqGrGS8/SrIG7mIbam0KFQfFUGnU\n2rBnBo4sgutCKQJZz4a9xDFt12fA0pkoWoRRjIREdWwcSZZJe4laQCiC+fCzhEjeJ8K6BQwhqicB\nA6xduyZPmLMdnz21NglZ1XnnP32ZvVvvW8LAEBVbPlBEkrjlW9/kwmecR6e2wF9+4K/46If/b/6+\nAvpQVTWvSJ9Ild2/MLRaLR544IF8/OGxz5+bmwMeDcs8VtIX16G/MSxGHwqYSbBwfp4QOgCxQIok\nLBKq2CF0Op0TvsexrJ4D+w8QJAleFHF453aO7NuTw29C/9DvtSTYMwKmE4uXYBgJ/P3hrVsZXr4K\nwzSxLQtFVdlwyqmMT0xw0vq1XHbppVTKZX7cm2DWCSIWvSaH2y5jBRNFknPX0yiTkvO1j/8Z7YXZ\n3IdHFBrinEX/QLB3CoUC1WqVoaEhVq5cmYvYPM+j0+kwOzvLgQMH2LFjRwYXFUu85H1/zuFOQLMd\nseh2aPghiiTlO/dflniqEv9FaZpOSZI0DHxHkqRHyBaD/nhqjEZ+ieKGi0/iL77wQ6J2HdodSAzY\nsjnj068ZxRhazsj4OP6kwj/snEIrWbz5nLV85HXP4oI/+QaECX43ZLbjsm7AZsByWFm2kGWJQ02P\nRTdgWdEiiBMONV0qhkbHj1js+oxVbBYtnaBgwFgZyjYsqyIvH2SoYuNHCX4Y46UJSAGUXEhkCGXQ\ngDCmPlNnoeXSDEIUCWYWFvnCR/6YpK8664dpnkgYhsHk5CTr1q+n0WhwX58VAfCo6l+8rjAkC8OQ\nQs+5csENeGi2yf689PIAACAASURBVHTHRyJjchw+sH/J+wnFr4AWpqenmZ+f56EHH+Q3X/pibvyD\nG3nowa1LntNvLXwsZ/9EkatJe9OeINMeXHrppUtm954o1q5dm/cXisUijutCFOHIMhf2oJhrrrkG\n0zT5zGc+87ivd7wQzUXbtnM/fYHli0bt46mLxXXph7XE+R/bfJZlmfGJcVRZ4sG7b+ffv/R5CoVC\nPkNB2D+I+y+SvrjewnG1XC7nMIsQaX3t85+mXC6j6zqLCwskScKzXvBirnvVb1K19NxqWYSlKUwW\nLeY6PvtqHdpBlCX83lhQS1U4uH8vaZLgOA6yLOdGa+VyORdkeZ7H4uIiruvSbrdptVrYts19993H\n1NRUvhMA8gVAXBtN00lTiYqp0fJC4t7OvRPGrB1wfq57+ouKpyTxp2k61ft7TpKkfwbOA2YkSRpN\n03RGkqQxYPZEz3/ve9+b/3zZZZdx2WWXPRWH9QuPtOMj/8s9IDczNo9RgcEKLBtCWjuKtnqE1eMD\nzLZ9FsKQ3QstFro+Z68Y4p3POYOP3vEIkyNFzhqvsmmkwljBxNY1dEVi2NbphlFu/zxsGxR1jbMm\nTLpBzJ7ZBqEfZu6cipwNbLd0VpULTBRt5roedVPPHDslHdKeHbNuw8phnA3jnH3qSjaMltFkmQQI\nogTLtui0Wzlc0W+F+0Tiq1/9Kle+4AUEcUrb89h6333c8R8/5Kb/8z4URckTgcBCBVVQ7Aps2+aC\nCy4AoKgrbBousdj1afghn33P7/LIT+/Ot9nCn1806wQO3el0cF2X33n725nuOTuKag2WJm8Rx1ay\nx4bQJ/Q/L0mS4yZ9McykX2wkBGOmaXLDDTdwxo03AnBGkvCmu+4iSRK+9KUvPe71Feer63qeREUC\nEnTLx6Kqiir3ROcqXlc8TuyO+oVlYkFIkoTLn3clh5ou3/7GP3Fg7+4cx++nhAqVsFAFq6rK3Nxc\n3lCWZZl2u52fj23bObtG0CiXr1nHBZdeSpwkxElCmi6doSxLEgVDQ1NkgiQhiGMcXcPWFExZwt3z\nEM951rOYOrCP+fl5pqenmZubo9Pp5E1tASeJMZ6aplGpVPL+U7FYfJQJn4DdKpUKiiJxqOPT9iMO\nt7LCTfTj1gwsteH+WePWW299QgXGE40nnfglSbIBOU3TtiRJDvAc4H3AvwDXAx8CfhP4xoleoz/x\n/3eKKI4JExkGPbBaMG9n1EkvwI4iVtoGE0WTph+ye+8i/1DrcvZEleetG+Pas1bzsTt3sNiDMoYs\njZKp0g0j9u/YxSc/+mG6zQYXXvliTvvVq4iStPdaEX6c4PpBBuEkGbRBkkLHp9tyadkGnZZHuGcG\nth+BxjwYCfg6KCoEMd16l4MLbXZVWywrmiwr2qwcG2ZsxWpmpqZyWOFnoST+3d/9HS+46iq8KKbp\nRdS8mOq6U3jpyafxpt95B+991+/xN5/4RJ5YgByi6ceUv3fLLVxxzcvZvtDiQKNLN0qob9vCwe1b\nc9hJLEj95l9AnnDCMGT7tm35l3TJ8O0ezCG4/3C08dpvA91f4R57Hfrx9tWrV7Nt27Y84YoBHscL\nz/O48cYbKQPnAnezdFEV+HH/gHJBuxQ9l0bjsclxj9UgPjbhCyfSfjppP0deQGH9TU8Rpmly5OB+\nPvenHyIJ/NxOwvf93AKi0+nk98MwjHwUo3gdMZbRcZw80auqmtM/hWDruVe/lInJFZiagtybP+m6\nLgcPHsyFUZaqcOZYhWVFk+m2z4OzDW7dP0e6+37YcitRFOV9CkFjFXoUyJhMwkZELN5i8ttPfvKT\n3JK6fzclmrhDwyOsOut8RkoWbhhT0hW2zbeY6fhMtbr80fe38qtrRjh9rPKY9+5EcWxB/L73ve/n\neh0RT0XFPwr8kyRJae/1vpCm6XckSboX+KokSa8B9gPXPtaL/HeMwWqBidEKRxYC0oEirJ6AlWu4\n6LJTuWDtKCsrDpYqM9cNGKoWcFsuQRAiA1d98hYSWWJdtcA541U2j1eYLNlULYPPffUL7N+xHcdx\nOLBrB8suCQmThLKpEScpKTqqpqJbBr5tZG310QrFk5Zx+roxploeza6f9R+GCrDQADXKIJ5qVvGP\nrR3j8vVjnLOsiqNp1L2QIcfg4S0/AY7i7yKRPl58+MMf5jd+4zdoeCE1L8ANY7pRNnMXoOYGfOD/\nfpg/eO//4e1vexu33PytnAIXhiELCwt5smy3WhQMlYqp0/BCOkHE/gMHsCwrnxIlhoMoipKPXfQ8\nj2azmfcl+pXFmqblSb3fBE78Xnzh4Sj7ROwsRCUqEiKwBG8XXPDHitWrV+fjEjVNQ04S6AmgSpaV\nC4fiOH5MjP2JxLFJX+yG+hN5/2OPPXYBxwkFqni+2F2I45Qkia9/9Su5MlU0rvuvq/jsiMpYNHKL\nxWI+3UqYxTmOgyRJOI7D+Pg44+PjlEol1m88iSue+1yGHANHV3Ou/ste9jL+9V//lZtvvpnnPe95\nhElCkCR0w6Sn+JaJOy06O7ZS6h2L2PmJ3Ztt27lqvNFo5PMexE6jWCxSHhjgOc+/kihJGBqfoDw4\nRHVsGbsjDckuocoyC67PnnqXn+ycJkpTOkHEjoU2cZrS9gKSJGXRfezPyH9mPOnEn6bpXuCM4/z/\nReBXn+zr/zJHo+EydXiRVPbBWwbVEZAktu6ZYWzAYcjWsVSDqqmjOSavP38Dz1o3zr5am/muj+4Y\nWIaKImdOhLosQZqy7qRT+OF3v0MQBIys2YChyLTSzAraixPu3j3N7t0zWUNXIoN5/Ai33uFwvU3Z\nNrCBZtOF2QakAXg62AUwHdBV5r2QqbZHzfWpGColQ8dUZMqVMkkU0W63c++dfoaDUO32V3/VapVX\nvepVWWNMlZgKY6bbLvPdIDfEGnZMOmFMmsLm8y/ijlu/vwTrtSwrp2WmaYoqSZmACwjnpph5+D5c\n182xWJFcxPEInx+BJQu1pe/7eVWnaVpekYr3FX9M03xUchcLkVCtnqgXcGziFNWiqFaTJGF+fj6n\nVYZhiHiGG4Y0j4GdfhZK57F0QmCJZzwcf9i6GDbS3+gV7p5id5MkSQ7FHI+VJd5DNNf73SrFc0Qj\nt1wu578X9gf9s3hFg3V2dpY4jpmdnWX//v3ZDuG73+VVr309BT1ryO7fv59bbrklx98HBwezc+qN\nIfWjiDhNWD/gcLC2mzt3PYjXNyBe0C5N06RYLFKpVHLhWqfTQbaLvOgN/4uWWeK+mRaSpXHmeJVB\nWydOUhxdpR1ELO6ZwYkSbE3CUJR8mLosgW9krKLDTZdXFhqcpHQ5rfT0zN3/ETE6WmZotMzsTAKL\nHRhPOe3kSa65YCOXrBtFV2UONLLtv6Uq/ODgPC/eNMnqgQJOwUQ1sg9jJ4ypuQEjtsG27dv51F/+\neQ4X/Nun/oo1lzwbyL7kg7bO5hWDHFns4La6Gb5v6UirhzllxTAbhkocbnVJJClbEAwNZBWSCKIw\nm/AVRpS0LLEqsoymyEyWLb795c8zfeRInkzEl0EkWcE0MQyDoaEhVq9ezRlnnMFb3vIWhoeHCeOE\nu4/U+d6eGQxFxlIVgiTDOA01a7CpssQzr3wRt978TR7a8pMlzA7IKtAf3X47v/5bb8CPEm7/1j9x\n29e/RL1ezxWRgpEhYBqRXPsTEZCbk5mmmXPPu90uvu/niVw0RPsrVJHkhMbgeHDXsUlTYN+iohZM\nmf7YunXro17neHE8rYNI7I9n2yB8dfqPcWJiIrNSaDSWjEwUDJVjQ+z0xD0X10m8t6IoeSIX/Qbb\ntnMFcLlczkVR4tp0Op28mBA+N0KQJZwsBdNHPFdVVWzH4fyLLs4W8SijNV9xxRU8/PDDAHz5y1/m\n3HPPze53lNIKIjphghvGjBVMnnHpM2kf2kt7fjaHZxzHYXFxkVarlV+TdjvzFpqZmQHg8le8htAo\nI0vQ8iOiJEGVQO81lQ1FZvNomcMtl6Yf0vBCvDjBjxNafsh0O5tLcbDlolgusRr+XDYhv6h4OvE/\nyWjJMqweg4kqhQ3jjK8e5vTlg5wyXGaq7dL0QiqmRtlSiZMUP05wdJVlVQc3TikbGivKNqsGChQN\njdvuvZugp0yUJAmraGNrGgkRTT9gT63DTw8u4vphb3ZuNmUrDRPmXZ9hL2DYNthn68iaQmKooOiZ\nP49uQsVBHioyWnJYVbEZsQ1GCyYDps7W++5b0tAVyV9s10UyfNe7380fvPvdj7oWigSbx0r8+PAC\nTT9rTHtRnKltvQhNkbNRiCm84X+/ixvf9FrcbidPPvngdN3k4fkmc12ftpdV5wIfFpCO2IGEYZiL\nqYRvkKi4BSbev6MQVajoFQiooR+eEElOeK/D0V6CSMr9Tc4nGo9FkeynOx4bx9tpCB/+fhgmCIKc\ndtuvOhU9gicaYocn7re4BqZpUiqVqFarVKvVfPCNeC+R4Gu12pJr0y+O6++t5PTbvvcUxYXneRim\nyQ/u+SkABUNF7WHyF198MfPz82zYsIFLLrkEyD6bSZop3w83u4wVLWpeSA2dHTt3ETQW84pfYPtA\nvnjZto0sy1QqFfwg4JYv/C1XvPX3sdSski8aGoaWfYcXuj4J0PAjQMoMGiXQFQlDkYhUGVNVqHsB\nVhizatUIy8yjgrBfhng68T/JSM5aDbU2KBKmJDFk6pTM7MPS9FU6UcSBZofZts/6qsOGoSItP2J/\nw2WkaOHFCTMdj+lWF12WOXxgf85/Bgi6HZpHDlKcWE7R0BgrGKiagqYrhAUTXB9UlbKpMmgZFHWV\nOEnwWh4stKDtZ4IuVckon2WbxDGJFJlOGONGMVGc0glCXvaGt3D7bf9B0qta+0cgiirRcRyufOGL\n8gTaH7IsIyPzzFUj3D/b4D23PMh40WTQ0rF7IxxXVxyQobRsNb/+5v/FZz7ywbyPIKYWXfvyX8dU\nZAoyTK5YyRY5Y9QIpodgmIgeQRxn5mCtVotOp5OzUEQS9XqGav0qYdFQFgwjsYMQrA1d12k2m0/K\nBK3/uogEdzwI53gJX5yDYAaJ5H/qqadyV48FdKIG8rHxRJK+oih5tV4sFnO8XfRNRGW8sLDA9PR0\n7j0jBvD0H6soWvpFbP3n3q/f6Ha7+SItdijFYhFd15lcuYqF+TlWjo9BCvf+5F4uvvjifFEpl8tM\nTExkrw20g5hFNyBKM4fb2swU+x5+iKHRMeqRj9X7rIh+iigg2u12vmgWi8XMXuLQITYfPIBcWUbT\nj+gGEYGhEvaw+qYfsr/eZdELmGp5zHd9umFMJ8zGT2awZkra6NKJivk8h1+WeDrxP4nYU2szuHaU\nI3sl6AZ4koQXxgxZBooiU7Y0jrQ8gjhFkmC243H/VA1HVTh1rMLBZpfxgsn6apGxgo2lKWw6+xl8\n6ytfzKtAu1TGLhTQZDmDZiQJSJHSNEvmRQt7sMjYSIXTxyqkwK7ZBnU3II2SDAqKe39rClQc1k5U\nuXLDOC/dtJyThkukQDeI+MaXvkjQa87lU5J6NEZRIZ9/wYWcctJJJ+T1x0lCN4ypdX28MOaeXTMo\nacrGlUOcPzlIzQsoGNl4yPMufy7/+LefyDFoXdcplcv8v4/+Ka/8vfdw+7f/jUfuuZ1Wo/Eo9auw\nFOinHYrFQ+DGxWKRNWvWMDs7m0/nEpOgRHU6MDAAQLPZZGhoCDhagYuG8OPFY1EkR0ZG8qEp/SFS\ngKEolHqMlmPHGR7vvR966KHHPZ5jQyhMi8VinqzFfRUQjIA96vV6DndZlpXDZf2WGgJa67ffFsct\nGFfieghKpzgOsfsSDpbtdjsXcAnTtLm5OZIkYdu2baxcPslHPvxhIBPNiV2fZVmcc845S85TV2QG\nLR0/SqjoKu9751vwup3cMM3vIweIxSPj32u5d4+4NmEUI5cGGbINdi60+M6eGc4aH2C67bFrsU3F\nUDnS8lAVGVWWGHYMLEVG1xTSJDOZi6KY2kKLb8xHlFev4srCk6N0PpXxdOJ/ErF3rkVx+RBGlODX\n2qRhhBcn3DfdYLLk4IYxliLjRwmnjZT5yHPPYFnBYO0Hv0Egy1SKJgebXdZ0HSaKJrqsMzwygtSr\nDGynwO9+4u9JVIOaF3Co4bKn1mHffJu0G2SJXFNIVIVEyuwNTEUh9EMKc01aLRfcMMP5R8qwbhSW\nD6LaOn6SMt32GC2YVCwdVZbYt2NbXuX3Dz3vnyd63nnn5ta5xwvhoT7oGEyULGptl6jh4ja7HGh0\nKRkaiiQhywm6qrLhzHO5+3s3501at9tl984dbPnpT5dU36JqFQuQSLLiOARM1I9JB0HAoUOH8uEs\nImn0J3Xf9/PdweLiIpZl5ZTG/sT7s1Akxevruk6xWFzieZ/3IXqP9Xu7lSca/UZq4rhEtV4sFpc0\nTUW1LnZCnU6HqampJ/Q+x06ZErsr4VwprnN/s91xMpGS0AKIxUFAaqKXs7i4mA+a6WcZiesoqv5l\ny5bxkquvJklT7rzjDq655pr8Plx44YV88YtfzI83TlIWvYBWEPXugcTYskkO9bQFYtERTV1xj0UB\nYZpmTs2cmZlBkhWSKERKU04bLXOo2WWiYDJZNFlWNJlp+6QStLyQhW5EnKTsant0whgvipElCa/R\nodtwQVNoBzFvvXTTE77Pv+h4OvE/iXjlH34Ff6REWYLZ/fN0koQfDRWJpExJaGkKqpwNjZ5pe+xc\naDFZsnjmycv4t+1HMNSsitclCVmS6IYx/++P30uxUMjUl5aFL6kkUUKYpCSk2JrKipLF/lYXVVEY\nGiqyZrjMxasya+Wth2ts2TcPs00Io6zSDyJoujDXRBoq0h2roMsSYwWLqq2TJClenCD1IB2RHMX2\nXVT8SZJQKldI0hSZ46t5i4bGWNGk7gU8Y7LKWNEkTVLm3YAjbY+KqePaCUVDpSRpqL1q0DRNNp9z\nHpMrV7HipFM57bJn88jOXTSmDqHqTdT20YQn3Bl938/94QWe37+dFslYJHeR1Nvt9hKmj3iOoPIJ\nyX4Yhku82vsdNEXzUfQV+idmiR2HcHn8WeJ4ilnbtnODNGGD0d8wFY3SZrN5Qk8k8VqPBzuJYxCP\nEwuqpmnZbN0+aq9YeIXtwfz8fE7b7J/de+wf0zRzZk2lOshDWx+g1WrlifhvPv0ZXvnK30CTs6lp\nruty++23U6vVlpyHiCRJaHoBcx2f2Y6PpcrsrXeZPnIYTdNwHGcJvi52h9VqFUXTGB4eYWh4hHaz\nTpwknP7cF5KMrKAlm5y3rMqBRpflZYcwSWn4IVtnm+xabNMKMjuGph+hKzIpmaRGlSWiOEHW1Gy3\nnaaE3V8eKic8nfifVHhhRG3XdFbmzrdgtkGz7PCQrvGT0QqXrh7hpOEi39yZbUN/fHiRbhhzuO1R\nLppULYPTRsqMFq0Mk3R9Uno8aiSe+dq30/Aj6l7IbCcTpPxkqkY4lyUT1TFQTZ2YlENNl3UDBVYP\nFRgqW8wPOOBOg7MXFpfBQBnWjTGxdoxzVgxxzrIqqwccSrqaY5iNWi23kO23SxZV1qo1a7nuNa8l\nSlJ05fgV/0OzTabaHkfaHu0gZsQxkSSoBxGzHZ9Rx8fRFHRVIohlnv8br2Zx6jAXP/u5vOilL6cV\nZLz9PbUOYXWcM1//+/zHB9+ZNxkF/HCsxkBw9QUs0V+h95tjiT6CWNjCMGRxcREg3+6LIS+CDiqS\nu+Dri+bjUxEK2RQrwSdftmwZi4uLLC4u0m6380q90+nkjJMThaj+jwcR9fvlHLs7EWI0cW1EshcV\nvWDD1Ov1/PdiARL9EfEcgfmLhUMwqARNVPRYBDV3PIyYm5tbUvl//C/+go999M+Ym52lVqs96lqn\nacqBAwfyf0cpHGi6HGh0aQURtmZQ0hWe92vXcmT7g/n9BFDGVlI562KasYSjqawZcBi0DW7+wmf4\n/r/9G7IsM3F4ls3X/w4dLyTpu1ZNP7M2sVSZNE1o+xGqLFHv8fOnah0iOZufTRjj1Trg+gwMFLhk\n7ejP8Kn4xcfTif9JxOTKYWqPHMlGIBoqqBLsOEJtqMj3x8rYusr+RpeiofHOCzcyaOm85hs/Zrqd\nDQdJ05SmHxLGCX6U8L2//1sit0ulUkGWFcoTy/F6k40sVaZkaAxZOjOOQdLxkMIIQ5YYKZiMF0yS\nFI40unQW29DyMu6+DIy4UCkjTVTZuHyQq0+Z5PLVIwzZ2ZdWV2SKhspr3vZOPvyeGzBMC1WR8ypa\nDDC/4aYPkACKLJ0Q6pksmUy3PVaVbe6frhPGCVXbYNjSafghc52Aiqn1BmDrrFm5ghv+/K+RpWz+\n7JGWh9pLzKoskdgOm1/2Wh78x8/i+5mhmEhuws1R/OmvAkWyBpawXsSiIWiI/cwesRsQwzRqtVrO\nAoGltMonEmIRKRaLjIxkHoXC6dKcnoYoIgZqtVpeze7cufNxX/PY9xc7j+Px9QVEIypx0dwUhnii\n3yF2GaqqZmMJezh8P5Qjdj+CedOvdBafEzGxql8w1r84i8Vl5boNbDxlE9dffz3b7v8pX/riF/nu\nd74DwH1bfnrc87Ysi0qlwsDAAG9/+9uP/jJNKegqA4aKociUTI3777qdf//qF3P4RkCG7NjJ5jMu\npRNEGIqCHyekKZxy7gXsffhBZMNk07NfiKkp6IrMXMfjuWtH+dHBeb728GFaQVYkHWh2IYU1VQdH\nVymoCicPFoiThKAbEDa6NGRo+SHNRw7zufv28ZL141x10cYn8Mn5xcfTif9JxO6imdkht7xs6ImX\nuWN2ixa7KzZbShanjVXYMd/iroMLPH/9GHGSsrJis6pis7LiMFmyMFUFKQnZdvv388bZ5udfzdDw\nKE0/xI0UWlGCpkikKciGhmJqjFccTh0tsaJsUzA0ds63uG/fHG69C/UONCKITwZLBzsirbXZNt3g\nR/vnWF6yKGgqhibT8EIW3ZAVZ53PK9/7J/zLR99P1GvSiQpRVVUGh4bwwpiuElM0jp/8DUWmamkM\n2hrvvWwTU22PQw2Xh2ebqHI2sN2NEsIe1bPpheiqgiLLBFFCnKRMt7s0/BA/SpAkmDj9XLy5KQ7d\n/2MaM0eWqGzFCECB4wr6pvC06Yd/xPNEP0E0E4XVrjhfwfZwHCcT9PQWIiFcg6Nwz8DAAOVymSAI\nGBgY4LrrruPUU0/lPe95D/fee2/uS7O4uLjEmfPn3S8c+/62befJOQiCXJXabzURx3G+qzk2BIwj\nkjoc3RWJ6lzAVqJJLBYfwYrqh3T62Vn9UFD//N0kSbjqFa/ieVe+gBHH4MxTT8FxChw6eHCJT45Y\nSNrtNo1Gg1arxfT0NEeOHFnibV/riRHrQYTau9fFShVV05ZU7LIsYxQKHGx0sDQVR1NYM+Aw3w1Q\nRlfyux/8KEfaLkGcQUeaolC1DDpBzGUrh2l6Ef/yyGG8ZpdJS2d/x+dHu2eJO727aRsZvDrXgmYX\n3CATWaaZrcp84+dXYz/V8XTifxJxxoph7gpjkqkaUkMnnZyAZgOWVdDLDnUv5If75lg7WOCN564l\njBMmShZTLZd2EDHf8akYGmVDo7Uwz9zMTCZ6Ac6//NnIigwSuGHM4ZbLnsUOdT8kShIGHZOJopVR\nOA0NSYKxokm1WqBWdfC75axibnuEto60rMop68Z57aUnc82m5SwrWRnPPox7VLQISZZ4+IffgWOa\nppZl8eZ3/RHLV63OcUxhHndsdMIYVc7YR5osM2TpNLyA9VWHrXNNOmGIFyYMmDqGquBGCVEKDtnm\nZONQgVHPZNdim4Wuj9zbXYxeegXjp57Fj/76T5A1Dc0w8d0usizT6XTyxOX7PpZl5QlQwDyCfnqi\nir0fahCJUzBhhG/OBRdexMWX/yqnnbSBtatX5fqBK664gptvvhmAN7/5zTz72c/m+uuvzxNnoVDI\nsf5isfiEcH8BRYljFpoFAeO85S1v4WMf+xgveclL+MY3Mhss8Tjxs3gN4Xkv+hBCaNZ/3sLvSMwt\nFtfpWPFe/8Iqdk5CpRzHcb4YiKauLMu5pYPjOIwvm2TT6Zt5zlUvoGyZaKRcdP4zeOCBB/Lr9XjR\nT3dO0xRTldEVCSnNKmw/ijEmVnHpG2/gx5/985zyWywWMYbGkRSFkqFRNFUk4OzxCodbHkVNRVck\numFEabjEZMmiauksdAP21jvcvGuKmx+ZgnqHFSuHaAQRcZqCLKPGCZosIVk6STHrYQT1DmnLzYrC\nssPWQ8dffP8r4unE/yRi2DaoFEwWh8uk/7E902pPjEK1hCtBGCcUTY2HZhvcfWiBCyYHmSxZxEnK\nZMlmfTXDF8cKJtse2JNvww3DJLZL7K13mOv4zHd9ptoe7SBC5KyW5zPVdhlzMgFWFKdsm2ty6OAC\n3ZkG6UKHyA2gZMFoGXn5EIGlM+cGHGp0GbR1DEVGVWRKpkqQZB/cMy97Dvse2AKQ4+WabnDO5c9G\nlsBWFWxNRT6BS3OcprnoZcDWkbqZatfRNZIkpahrRGnCoR6VdWXFYcQxaAUR++sdrlw/hlyWkNIU\nS5XZPt/Ci2PCOEUtDPGcP/xzSqbGP3/gXRzc9mCuhhQVu4Bv+r32hScLZDi+sH4WKtF+EZJQjwpG\nSrfbzV/v/vvv56aP/BlVS88rS4Drr7+e6elp1q9fzwtf+EIA7rvvPubm5oiiiM2bN+ePFZOclB4H\nX5UkjN4x9yc9sfM4UQibgne+853s3buXffv25XYUYpcmzt113Xw3c2wcb9cW9zyE0jRdcv7H7gqE\nkEv0KMR7CNfN+fl56vV6xpLpwUGDwyO856b3Y2kKpqrw9a9/nfvvv/8JM6gAbrrpJq644goga691\no0wgmPSm1qVASZZYv+lUePXbqQUxC7LFgqyTKipjSYqjqWwaLlM2NDRZoaBn4qwgSUnJhr1HSQpp\nJsyqmhrnTFR5cKbBAS9gut7NjBH9AFKIgKjlZYJKL8ysVDo+sh+iyBKWpXH6iqETntN/djyd+J9E\njBYMRks2ZMOK3QAAIABJREFUja5PfMYKePBQNhQlTdFVGUvPLm/Z1DFVhdsOzPOdhw5x5qphSrpK\nkkokCfhRwuSGk7KtaRxz4ZUvomxqjEYxbhDR7lkdxEmGq5Ytg1OGi5w5PsDaagFVgsNtj1YQEakK\nqaGBo0PLhSCElkvS6uIPOLT9sJcUUlIFjrRcdi928OOEmhuQOGVkRUZJj9L4NE3DdT08U8NQZLKv\n26MTRpJmHjuWpiBLElIqoUoSUy2XvbUOKysOmiIzVjBRZZl2kO02yqaKnrR40/t/jfbMCt7w2nfy\n+1edzVTXZ1+ji67IGKoMyLSDCFtX+JXrXsc/fPBGXNddglMLvFswYATEAOQN2m63S6vVolarHVcV\nK+iQomkpHjM0NEScpLT8qNegzpLgtddey7XXXrskWQ0PDzM8PAzAO97xDj7ykY8AcPjw4exYeo+L\n0nQJBCTes38aVP9YQBFiIbvooouIet5Kx55Lv4BKHJto5jqOkyd1QaEUauhSqUSpVMqH2YtrJ3og\nQRCgKEoOk01NTeWLp2DsCN8jsaBlnyOd8y66mCDOYMtWy+WlL33poxak/mNVFCVnNdm2zYYNG3jd\n616XP7bhh2yfa7G33ul9pzLbhpm2x4FmF684xkJPXAWg9hJ6GCe0g4iirhIlCQOmRjsIqcoaXpRg\nawrjhWyITNnU+dq2w9x7ZJGGH0Ka9u5fyhkVnVdtKFDVJZQ45LuHPP5+JiRpurBykIRhkoPzhNuP\nsOPhQ/C8R9ma/ZfE04n/SYSjqxQMlTOXD7Gt1qEjK6DK0HPRnGq5BHGKIkv86Z07uHD5ENeduZod\nC00W3CBLHrJEQVMYGhnjxr/6NPOHDnD2rzyL7QstbjuwwEzHo+aG1NyMoxzECbIcM+9m9LVhx2DA\n0CjrKqsHHPbONHFNndDQoFrIhrSMVnjuaSu4dM0IV6wb56ShYk4/K/f8goIoxo9jOn6IY9tLsHPL\nttHULAFIkkQQp1jaUhViJplPaYdxNjQlivHaHtMdl0NNlzhNiFMYMg0aXogqyxgFmTgFkBguVThl\n1XoOSy32PPIIPzl1OVdtWs50y2XLdB0tkfDTTByWprBuw0m8/G038K1Pfgzf7eZ+K2I0X7vdxnXd\nHOoRkEU/7mxZFp1OZ0nCFg1ZUfX2WxZ4fmZL4MUqkgSKnE15Eok1gePCX+vWrct/Fni67vsQx6iS\nhNpbXIaGhvJdwmMJx1RVZc2aNUDGXx8ZHWX79u2Pely/3xD0BHI9u+OxsbG8qhe7gk6nk3P/m80m\nO3bsWOL7IyCcQqGQe/X0U0NFwhcwU79pW2aBYfNH7/8ABUPF9zxqc3O8+MUvZsuWLTk7SCwYQtAl\nRj4KK+q9e/fmjCLIYNBOmPVeMrZZ1mcqGioVQ+Og76JI2WZckyVGHIPxgsnmsQpjTqZh0dOIbdt3\ncmRmhrMvuDgfgRrECYaaFTFjjknXDYgOLxJtPwzjAyBJPPPcITYWs2scJAkbChKSF2FKMqahUyjZ\nGNUCI37Ib11z/gnv6X92PJ34n0Q8NNugG8Q0ml068y1YbGUMn5KF54a4ToypKhn2Bzi6wrkTY7xw\n0yQfvWsnkiQxYOsMF00Kukppw0bWrt+IJktYqsKykkUniHDDCFtT8EKZNFXRFZmqpTPk6AxZmYfI\n3kaXb++aYf7AHIkbZAZtugJ+hKYqHGl0kdKjPGNJkvDDuM9TJ2MWze/etsSOIQgCTl63gZFSgbKR\nVfyqnG2FJY5WlS0/5KfTdfbVexW6kpm/1b2A2a6PG8X5AlPUVeI0q7q6QcSuhRbRgMOn3vm3rCrb\nGKpCGCdEScIlK4bZMlVnruNTMFQGzOwja+kKFcdmdnoqbxoKqqVoxMJRbF+IugQEpGkapu3kGgA4\nWg0LrHts2SRTh7IBKt1ul7vvvJO/+vRneeVvXs+wbSyBu9Lef+I0M+oK4gRTyXZqb3zjG/nmN7/J\nt771rbzCDkU/IT1qsra4uLgkUZ8oXvSiF3HNNddk55emXHzJpWx94AFkWc6HofePbux0OjSbTTqd\nDvPz88zPz3Po0CFKpVI+lEbASsITSSx6gtIpqnZhPSAWUGHkJ7D/fkpsv+tlNtrR4+LNm2g0Grnm\n4IlEv2nghg0b8t5Kfu3TFFtVKJkqUZyNL+2EMdNtn4VuQEqKIslZX0qWidKMmtn0QyxN4R2//SZ+\n8N3vEEURb/j99/CS636TASvrQYl4eK7JzoU2XTdguOxQLlooFSf7nvV2vzU/4etzCtaqEbpRhD5Q\nQLcNGn5ILYWm9rQ75/+IeOaqEf7h4YMUiiajywdZSFKirg9IuGHEvukGlm1QMDX8OOX+6QbLSzad\nMGbEMZjp+FRMjaKuYvWcMgG8KKOYdYMsKbeDmIYf4sUphZ5AamXFZtQx0RQFRepVd3GCpCvQSbLJ\nXEigKhQ0hYlKRjtTJYkkzfjjgrI2bBuEccKiG2BoGk6xuIQaefELf42WHxIlKWMFEz9OMCU5x7nT\n3heqaukcarqoUraL0RWZMFZxw4jJko2jK5R7yl1VljIxWtnCjRK2zjbQZYWfTtXoTcxjVcXhyw8e\nYGetja0qGKpCnIIXxbT8kBWnnMqV113PIw9uZdu9d+VOmyIJCYWmYO2IpF6pVrn8yheybv0GXvfr\nL83PUyQ3AWmYlp2/luM4FMsVNp/zDBbdgKGe2tlQerTFJMUNY+o9Z0aA8aLJWCFrQl5yySXccsst\neQ/heHE8qEY4XwojseXLl3PTTTflj1mYm+WLf/93OWx1PHuI44WAx/p5+UIQB0ctqUVFLxxOBT21\nUCjkfkJhGOYLqGggC6Wy67q5UZygfvZrCfpHZwp66bEzkMVOIo5jtm7dSr1ep1qt9hbQBOiJyKIE\nubcLaXkhnSDkQKNDN4zRFZmJkkVB13B0BUWWUHu7kpGx8awB7jicdMqpebHmRzGGquCFMc9YPsDt\nB6s0Wi7zBYta2aLgu6wM6jz4oJ834v2uQzs2kMig2QzWkhl1zCc9heupjKcT/88Z812fT9+3j/2z\nDYLpOsw1s2Rr6ZCmpH5Eqil4foCuKnSCiL21NvvrHc4Yq/Dmc9by+Qf2M1YwGXVMSroKPZXvohsw\n3fGY6/jEaQYfJCn5B10la7IWDY2SobG33mGq7ZGkKTFSZuVgaaCZGCuGeck5a1hfLXLORJXlZTvr\nF6QpDTdgppPRLbfNN9k626T70zsIe/x4sW2fn53ptS5SGl5IaqRIqChaNsh6wfXZudDmSNuj1Pti\nrao4tPyQVhDhaBpxEhInKQebWWIZcUzWDRaZLDnsa3TohgmKLiORbclToO71fGJS6IYx7SAzwCrq\nGkkKMTIvetVr2LX3AJ/8w3cwe/jQEn55t9vNq33HcXKowut2ecG1r8AgYnLFSuZnZ/KFTpZlDNPk\n2le/lle88bf5nVdczczUFKOjoyiKwr6pGYZXrKJs6sd0OTJjMFnKPhsS2azXIdtAlVJuuOEGdu7c\nyac+9anMH6b3rKKus3rZstwjRjT4u91uDlf18/x37NixxN53YWGBmZmZx90lHBv9ydQ0zXyYjYh+\nn3yB6wsIrNPp5H0JAen00zjz69iDZMR7CTFcv3r42MEw/dEPGQFYlsWHPvShnMq5t9bhgdkG90/X\nqVg6ZiTjRVkBM9PxmXMDkjS7D8O2wUTBZHnJYtQxWFayWFm2OLJ/D1/+/GfxPI+NGzfysuc/CxnQ\nFDkf+NKNYg41vcyNU5IyNS7QiCRmE4NxO1u4ZiOVbQsJGBGpLOO7Aa4qM1Gy+fXTllM2teOe539F\nPJ34f84YMHUGLZ2abTBftjM//ijO/O79IBN0RTGyWUCSwdJkBm2dRxbbrKkWeHjfHBNFi6KhocgS\nQZKSJDFRnND0Qw42uhRNjTk3oB1GeFFMREpRU7B1lQFTp2SoGKqMIkvMdnwCwDFUkkgnQgJTY+1g\nkaKmsrpiM2jrOLqwGUhY9EIWugFhkmSCKlOj2YNGROUVhiEDlQqaImXMhzRlX62DpkisKDuUTY1h\n22DEMfMviohb982yu97BjXpfbEnKZqJGCX4UU/MCwjhm2Daouz4bBkusqzrMtLMZu4teRqObbXsZ\nZptohEnKbMfrNXszCuiqlStYe/Im6nOzuXWyqGQF9VBUzq7rsmrjyRSKJaq2zhve+AZufNe7ctzf\ntm3CICAMIwzLplgssW/PHoIgYN2Z57Lm5E1oskQ3DCkZmUtomKTsrnVQJIl2EPHATJ1BS8fRVEbs\nAM02kNOUj3/841xzzTW89a1v5Rm9weunB0E+meuJhODLQwbz+I/RDxDJV9g3i92MsJgWFboYhyj6\nHcLTCI7OJxb9AJGIBX1T9Aj6mVCCLireR+wG+tlBAop6LIuJfvM3yFxGr7rqqvzfjq4ybOtsGCyQ\npOBoCn4co0gpMx0XBQlTVTBUmZNHSpw9PsCgZWBrCsvLDoOOyZ98/nMsLi6i6zr33HMP99x1J2ef\ndz6ylFmYSJLEgKkRxQnnTQxw9yOHSaOYeLqBlCT80DR42xmjmIbGgXn4lQ0ShYJJ0dEZLNoM9hrE\nmixl3l2/JHDP04n/5wxFlvjTZ5/O8z7xXah1oetleF+1BBUbZJDqLnIQgq3jhgnrqgVeumk5jqZy\n75EahppVFUmPJZCkmR+PpcpUDI1OEKFImWd/FCekZJXyZMmiZKhoskTTD3lkvsmWQwvZxK22D34I\nsoxlaBiWlhlGRQkLXZ/JkoWlKsiQ+fU4RjamTpax0ojS0BhenM0cHVx7MssveQ6FDacx0/bYW+9w\n31Sdhh9y/uQgkyUnT/bH0gKTNMXWFEhTumEmrFGgB4ZnX1pHU9FVhYIqs14q4WgKqqIwWbbozkfc\ntn+eB2ebLHR9NMWhZGpUTC0b6xjG+FFMN1RI0oiXvO6trNl8FtXBYazKIH/6ttei9jFNRMWfpind\ndhu516QeHMqYN2KnIJS1nYVZNg4W2bBhA3Mz05RKJc58zgspOg5lU88sWEgJEmh4IRIwaOksL5l8\n45GYRbfD4ZbH+ZNV/CibwWAYBlu2bGH37t3cBZxNNnP3Z438WqcpoyOjnHX22eztLU5CbCXYNI83\nfF0k8n4PHbFL6m8yiwVBLB5iNyh+JyAbgfuL/98v7BJQT3+1339OwidJQErCK0rM673xxhuZnJwE\nMiPAQ02XmbaPrihoSrZbbvgxC24mSAyShLjX9K17GQRn9npUM22PQUvj1u//IPcgUlWVOx/YRmnd\nJjYMFunJaEhT2DRcZq7jc9VpK9i32KHp+WiBx7WVRRbmZrBtm7XAp9s2FUVmtaFRkjJ6c8sLWXQz\nBtLTif9/QJw8VMKvZ34cREk22zaMoOXAcInUDZA1Fa3Hl2/4IcOOQcMLgJRhKxvlJkHP0iCiGWWV\n+KIXcLDpsq/WZbbrEcQwaOsUdJWyqWPrKqaq5IKpFQMO2/2IKCWjMKgKzkCB9YNFhh2Dkq5SNnRk\njm5fF92A/Y0uU22X2Y7PzMNbqO3bcdSqYXGWyop1eGFM2FscRhyDASvrS7TDiIFURzkOqV8CJCRU\nRUZXZNwwRlYzFlPFNFhZtnszhnVGHIM1Aw56LwmFcSZQW14yGTdUOm5AGCe0vBBroIAbZj0Pq6uw\nuLDA3AP3MGAbbL7omRQLDn4Uo5sWke/liU2IuUqlEm95z00ESUJVlTnj1E05PiuSTrFYJI1CPvPZ\nz/DmP/gjztiyler4MnzNwo3iHr1UwYsyCuxU28OPEyqmhqpkdhR1L6Sgq2xfaLGuWiCME/bt2c27\newNsBDHz2Fpd4O2iKgaWDFk588wzc12AH6d88jOf5a477zxho1Qk3XyX0KvK+5OvqMaF4OrY1+r3\n1u//d5IkS2wskr7dYv/7i36AsIMQQ82FbkJMKxMK3Xq9ftxzue2227j66quz6yRJmL3dbqcnpArj\nmDBOmGn7tIKQqabLXNfH0VVMVaZkqJQNjUHbwNEUumHMTX/8QT75iY/jex6tVgsz9jltpLxEp7Fl\nus6+RpdP3ruHHQstSBKIEy6yPNIoJO55W4WJjBtEqF7WOO4GEa6uosoSBUPN+z2/DPF04n8S8c+P\nHMEPY+j6mTRbCDgqTlYm6ApxELJ+cBhLUxi2Te6bqvPZ+/ZhqZmARZUl2oHO4ZaHG8XMdX0enGmw\np96h7gYESYoqycRSQhRnQ6RtTaZi6r2tbYKERNUy2DhWZr7j02woSKrCiqEia6sOkyWbZSWbAUtD\nVbIvbcuPcKNsF6FKMo1tW5j9/j8vwWl1y6ZsqlkzNYgy/F2RWT9Y4JThMoOWTnoCTn/dC2n4IQ03\npBPEub+P2dvluGHMQjdTLg+Y2pJKaPt8iy9uPcDXfrybndM1itUCBV1FkWXcKKZsaix0feYlifbt\n38Pd/wizgFGusum8C2n6EXalSu3IQUzTpFqtUqpUKFaqrDvzXErDoyBl+olPfuazOSsoiqLc2mD7\n9u185Stf4Z8vuIzx9ScTeC7f/puPMrd/D5c+5/m8/jWvBrINjCpLaLKCoylIwDsu2IAfJZRMDdJM\nFCRLEitXruTlL3853/ve9zDrdYgitB6dU1TWYmzjiWL//v35z5oscfJJJ1OpVGi1Wsf16jnRVK/+\nEMn6RMIpSZKoVCo5m6YfNnIcB8uylswY9jyPer1Oo9HIbZgFm+nJxG/91m+RptkglCMtl10LbWp+\nSMuPMnGhlsE640WTOEkYsgwabsCApTFcsJgoWGwYKnLSYJGxgokbxfzH7T/i1h/8gDAM6Xa77N23\nj7e99S05awlgyNbZXWtz+ZoR9i62CKPseq61M0qv2K3sqaf4qcSQmulOdCUjVsiSxJBtsND1GbSN\nxzrF/7R4OvE/idjf7KJOVpEKBqYiE2oKsSwRWwZYBompMzpYpBvGrKkWGLB0wiRhT63DyrJN048o\nGRqmlmDL2YSqiqExZOt0g4g0yWwRBqxMF1A0NJaVMquGIVun5oXce7jGAzN1Gr1EO9PNdh+2pWPo\nKl6UCVXqfsBwpBNEMQEJYRzTDaPe1KCY5vx0/mEXVXJ19QaSNLOYHnMMNg4VGXVM9Mfw44eeXS8Z\nrW7RDfB6VM6kucjw+CiSquSe/qoiochHGU1JmlI2VQq6gmXpqGTKyaKh5Urfg40uDS8iBcxVpzAS\nuxTKFaprT8psHiS4+r1/xuH7f8w9X/oknucxumYTZ119HcO2QaeHtaqKzNYHHshpoMeek24YOJpK\noMhM79/F7p/cRRRF3PGDWzj/+VehqDqtIEKRJMaLJl6c4OiZUlmVZfwo5u5Di3hRzOmjFSZKFps3\nb+bLX/5y7tUTpktn5gpKqTgWAauI5F0ul/PHSpLELd++mVqtdsKE3W8Xcbw40aB4IZoSBm+WZeXW\nB51Oh3q9nlsxA7kSWlEU6vX6kgluP0/SF/0Jx3Eol8tcccUVbNq0KbNI6DXRS6ZCK4wwVJkwTthb\n77K/3uFI26PuBQRRgibLaKqC3dPAJEkG/WScf5l77rh9ydChyy6/nChN0foq/nYQcajRZd4NWF62\nabQ8LDllw5BOUc6g1EBS+eJcjGaoyFJWiCVp2jNk1JnrBmyfb3HRiqcT/3/r6IYRf3nPLtIwJjpS\nJ9x6MKv2xypQNJF61MogSTCU7IM5ZOtsGCyyrlrAVGXKpkrF1ChoKramZBWyl4m16n6EHyeULT0X\nBZV0lVUVh0HLwFAUYjVl2DEo6CoNLyBJUzRJIrE0Bi2NjYMFdFlCUzIHTkdXUZWMI5+SJShdzjRn\n3pF9pGma0wJlWUZxSrT8CN3W0Xpumcc6c6ZpyvT0NOPj4/n/i9OUg02PffUONT/MYKL5A4R3/Av7\nJ1ax+gWvIE6zRKZK2fGJiJKU+W7A3YcXaYYRkyUL3dBYVjAomSq6BKsrNqePlinqGsHaMQYufQbb\n51vcNddkVaUHLaEg9dkxN3Y8wNT96zHPvgBDkemoMh0t5Av/8I/sfGQHb37tq5mbnc357KqqUhmo\nEtTmGVixBuu0MzjvV5/H/T+6ldb8DO999cu58g1vZ/y0cxi2DYqGypBt5D0PWZEI4mynFMYJ7TDC\nD2M29ip05QRwhqBZniharVYOW9115x18/nOfzYVfx0aappx22mnccccdOZQlKnTTNPOqPQiCHGoR\nsEu322V+fh5FUfLnOI6TD7gRDB3xPoIym6YplmXlyb7b7S5J+rIsY1kW/5+9N4+XrC7v/N9nX2q9\ndde+vdze6abZGkUQEREQQdSgxi2Y+DODE5PRTJLRRM0rRjNjzGIyOjGacYkYdxMiGhV3UQSFlgak\n96a7b293r1t71dnP/PGt7+nqBtRgMPh78bxel+YuVXXq1DnP9/k+z2fJ5/OZxaNUQJUzCekz0Ol0\nqFarLC0tccUVV6AoCtWuz0yrx3IvYLEb0g4iAf/tQ4TFNa0KZJiqoCgCHaarCuM5m3YoFtmmLwxY\nztq6laOHDxPHYp5RLpdRUbJCoNYLCJOUfdUWXzk4RxgnhEHEWj1mraHgecLVzVCEpwZ9BB6I3bFj\nCGjo2pLLUyeHHvVz/UXHk4n/MYbU8tB0jXisCGNF0VsfzoNtcPbaMWxDI2fqrB/Ks2HIZUMlz57F\nJkVLZ9g16QYxh6anUVo1tFaNxeUaXqdNomrkihOsPrSDxfVPpTt5lpAtTkSrx9AUelHMXNuj7omB\nkZ+kREmCCrimzljBEabuRZch20BBoeWHkMKRQ4fYdfAQo2s3YOTLTH/3NpJuh1y/FxsmKZPPfRnq\nhm0M2Qbnj5d5yuQQtn76YOrd7343f/RHf0SSJLz//e/nt3/7twFQUnA00XuN4gQFyOcLhIaJWxrC\nVFWGbBNTFTdLkqSZF+F0vc3f3HWA79z9EG0voLB6BCOB4ZzFiCMShJyLQB8VAoznbBY6HkGcECcC\n0pfbsp2r3/o3LB3cTWvnd2ktzJCkKZ0wppQI7H2+UObcC85nfGKCeq2WzQNUVWVhbpY//YPf5R+/\n+DXqXohiOYR97DtAr+fhRzFRktALBLegYIkKMI4TFjo+dS9gquRiaCp3PriHj3/i47RaLX426tLD\nY25ujqWlJSYmJli5ciVr167l/PPPZ3p6mnq9nhnLSNnq48ePUygUMmZzu93+913nAzMB2cOXuwIp\nyhYEAcViMWv5DPoF+75PvV7Pknmz2cT3fZaWllhYWPiZdwK6LuQY8rrgh2iKItpkCjQCsfuba3Zo\ntzs0uyEJKqM5G01VMPu7Lz+O8cOYxY5H3jSIkpTzr3oeX7zlXzJnsvf/3d/xe294A5s2bQJEERPE\nCevLOQqmaHuGCpz0FQ62AqYsFd/3+WpDx7NyDJs6o3lLwEcLDq6h4RoamqacRgj7z44nE/9jjJyh\nc8OWlXzz4CxDJZetW1fywGKTJVJGKwWKjhBBG7JNSrbO9hUVgihhtuX15YYVGtMHmPvSx7P+7MjI\nCKVSCdMwyC0voCYxzkP3EY+sQc8XsPvY4jBOyRlKphw46lqsLeWY0zQKloB5bhstsbGSz0SrumHE\nTMvj/h9+i/e97Y+IoojR1VNsv+5FHPve10iSJNN/0RUwc0UURaXpR7T8kKWOz2TBQR0Y5J48eTJr\nQUi9dxC2grahMZazaQURfhQzf+fnaTcaWFPnUPdDtLbK6pLL5pFCViULnoJAAxXzNu1eQNzx0Isu\nR+tdJnI2rUDF0VXCRPzdUq1Bd+4EIytXc9ZwEUVJWeoElO1EJIrKEP65TyMojbFm40aMPtKiG8V4\nUYIVxdSrdY5OTwOnWKKyX92o1/i9X38ZL/+d3+PpL/hVyqvXMlEZ4mhs4Y6M0/Qjmn6bzcPiXMsQ\nkw/xvha7PuniSV7+vGsy6YGflu5M0ySfz2fVtjyeqakpdF3nTW96Ex/96Edpt9scOHDg5+6fD4ZU\nZO10OpimSaVSYXx8nLGxsdMkGKQMtDQur1armYz1oC7Sf8TxXHLJJQSxkPPud3tQVAVFVQmby+z+\nzIcwNQUnTdlQGCZ/zSt5qNahYOocWG6zquCIeYymgiJ4LIoCk2vXsXL1mky36MYbb8wkNuIkQUWh\n7Ud8cf+sQA7FCZahsz0PY05MGosdhKUqhFFMN01ZVBR+NFNluVdgPGeRs3Tc7hMn6cOTif8xh6Io\nXLZmmF0LDZ6zYZyLV1ao3vMQjYUmSp/NGcRCT34sZ7PY9ViRd1jq+hiaQq0X0jk+jdKHu8mhmBTK\nkiYgYRgyftY0w6svoaREdPbewwP3LJP0umx6+hUUKytQmgBC377th2wYchnLC/bgYtenFWiYrRk+\n+RdvY74vQQCwePwoP/j0RyiXyxiGwfLy8ikkSdBjRc7ivPESm4cLgnzSz/me5/GqV72KH/zgB7iu\ny5YtW3jNa/rDzlSohH710BzHGz2CJMHRNbpL88SBD34HP0oI4piFts9sq8eKvJ2dg2ONLkOOQeRH\nEMWUcjaOYzLkmNiG1pfgVZnbv4u3/9Hr6fTFyX71xt/gpje/jaVewFjOpmQZPLTc5lCtgx+nqGOr\nCFUVVVNRgWbP55s3/wM7v/9dtp5zDu//zOf58Q/u4H+/638JolqjIc5JtUq71eJLn/sUv/bWd7Lx\nwktE5Vfr0ApCHFWnaInBc5ymp9AgCjy4WKdoGQy7JhWrkom2OY5DpdWCep3hSoVzJiez4aL0CPB9\nP3PiGowHH3yQj3zkI3zoQx+i2+3+RBz8T7p2JXRS2hKuWbOGpaWlTJK61Wpl7SBN0zK0jUzkg1h+\nCQOV7R05KJaP/WnkskECmISFyvaR5AT83w99iNe8/vc52eqx7AXUeiHzHY+lVpfq9DS9VgOjWBQz\nKkNwY0ZdkyRNWVmwURXBVjdUIRw4VXIomDrnjJd4a7uVLciTk5OnDbm9KKZo6aws2BxeahL4IaEX\n8rytFhvGR7JjdLohnY4v4MmGjqFqxH3xt9G8xYUrnjhtHngy8f9cMV1t44cRnTDieKPLWSMFhhyD\najeeCiqqAAAgAElEQVQQrQEE4mN9OUfZMVlXdjne6FJxTNaVc+zuVJnpdjM9E8dxMtxyuVw+pdR4\n8D66qzZw/I4vs7jrXsH8NAyOHTvGyle8gYO1NrVuSNhve9Q9YV/YDSNypk7Hjziyfx/zx48SBAG9\nXo9SqYRhGFlVmcvlxE2jaQxtPpcN519I2TEpmAJ5VBioZqenp7nllltO+15KGwAULJ1VBYeFjo/v\nx6KV0+/pd3o+Q6oicPyWhjkggpamKWcNF7h130nsSg7V0rBtnS2jBbaNlqg4FiXLwNZVqp0mYb8X\nrigKS3OzEHiULDFUszSVkm0w4hiULE1s+xWVwOtyxw9+SG3mOK377mFxYZ7l7y6hOTme94IXZvBE\naeouE92RvXuYyNkULZ1enDDX9mj4IaauMuJaQiwsiCmYSoYYWlN0SVL6w3mH2+7aQdkW8Nfkt14L\nN9/M8vIyux7FJOWRQlEUVq1alSWqM5OrHIhKiQfZ+pF6PHEcc9111/HhD3+Yer1OvV7PFEP37t17\n2mtJs3hZjMjrUbZ+JPxTcgYk09d13WwnOOjcJT9jyQ8YRBtJb2cpR33mYtGo19E1FUfXcHUNz4jJ\nawpf+/s/o7kwR6VSoVqtChOj574U3TFxDZ3Frk8CVGyTkZxN0RItnk4YCwOgNGHjpk3s2bMHVVWZ\nPn6CmX4x0goivndskX/efYJ7Z5aJ4oQhyyDVVBZ7Me12hyBNuWVJ5UvzYOZMhhyLGy9YS87UGXbM\nDMWz0BGeF67xxEi5T4yj+CWNnSeq1Lp+3wxC49zRIvFokf+74zCTBZsh1+QZq0e4av14X89GJLwU\nIc6lhx7FfpUyMjKCpmmZzIBEb6RpShr6LHz271lcXMiGa1EUUZ2fY52uMOoKVNHqkkMUeIzoCWOt\nORytjJtbQZKkJF6PqbVrqffp/5KAI8Wy5G7Dsizio4fYoIhBboKCF8d4UYylncLEy1AUhQceeADT\nNDOFymovoBvF2UCYJMawLNRShZGpDVi6MGh5zvoJTG3ANDsVxLj7ZuvMtjxUUwNNyF3UvICipRMZ\nGqamc/LYdFZhqqrKD77/Pf7ibX/M0552Eb/y/OupFCa4d054xDqaJjgFqsJn/+6v2LfjBwRBwNjY\nGMVikSiK2PHdb/P857+AXD7P0uIi0mEql8sxPjHBdTe8CNtQBXvZC5nMWxiqwtF6l/m2x2jOohNG\nlGyDuhdwstmj7kXZzks2d1JEq8LpG4mYmg7xoytxwukIl8suu4zzzz+fq6++mvn5+UwPRw5DpYfw\nozluAXzyk598WGI9M+nDqf6+XJhl0SDbPRL6KxcG6YcgF4iVK1eyc+dOwjA8TeL6zB2KxPgbhpGx\nhgePb2RkhD9/17tY7kVoqkLRMjjR7HH4R3fhNerZIiQF+BZPnGDlxBR+HFPvBcy1PYJCgqaApsBE\nwSHqy5+UbJPrnv8CfvzAA2zbto3X/fbrsDWVbhBxoiFY46QppqaBrmE7BtWZJdYN95ifF8e4JjIJ\nlBI2wiHvcK3D1pEi1Z7fR8BBEKfMtjw2VJ4Yej1PJv6fI8ZyNuWWh6VpfWMJEz+OqdgGB6otJgKH\nljeHLhN+mnDvbI1zx0rEaUqvUcuExJIkyWjxUk5Y6qGIrW+/Yu50BCqiWGL7C36VUdcmjFMCx6K5\nvIhz179i6hr3z86i6DqFF96E126x/O3baNVqdLvd00zUJUNT0uODIMBIoGjpFEydMEnwwoSmJ8hn\nALlcjomJCer1OldddVXGpkyBdiDIKyeaPaFdjkIah/jNuriBVLB1jTBJWOz4rCicknrohRE7Z+qM\nOSZxEpPXDCqugFTaukaKMK13TZ0w8E9LIEmS8N2vfJFvffFfuff73+Pv//FjnD9WYrreoRcldMII\nUzNZu2ETRx68LxMaK5fLYlhp2/zLJz7GhvXrsS0rgys6jkOv2+XWT32csXWbue7qK7lvvommKnSj\nmHYYYfWPzQtj4iTF1gRHw9ZFAkmSRAyULZOoG7Aib2fw1WddfTVrDx6AJMGyrGxwLAXTOp1Oxr7t\n9Xrceuut/OhHP+LEiROP+bp9tAGvTM6y7SYLAdm+AbJrdPA6leYrg8J4IBYK+f1PkmeQ5LFHi06n\nQ61Wx8gVBPKsT+g7cMc3cB3RxpEEtzRNSXSdIE4omgZjOZt2EFE0jT6XxeQpE0NMFCwcQ0Avb/ns\nZ5ienuZNf/iHbN++HQUlYwF7cYKhaZh95Fnbj7hyXAxs41gc+wp80paHZ2ikhpbJkZRtg5YX8NCX\nPkXJtZl68x8+5s/sPzqeTPw/R7z5ym2c/3++wsScS5ymjOdsqr2Ae2ZrFE2duhdgaSpHam3OHi1R\nsUWrQulDv8yhEbyFGXRdzy5c13UzfZVBgapGo4E0RgnDkFp1iU4MfquXIXtSFIEW0TQMN0ccBDRu\n+QCe75P0zTOkfo1UUMzn85lpiaqqxEnC+IbNlG0zw+yP5oS9o6Rq3XnnnczNzQFk/wKQCiOWvKkz\nlrOEPG6zSfT9WxnZfA7aeZeR6hYTOZvzxocIk+Q0fZ92GHOo3qYXx5iaRjcQEEgvivHCiBQTFCE1\n8ezLn8ln3v/eDB4odeILxSIvefGLKNk6dV8cx9GZOb703ndx8sghFhcWiKKIXC6XIU7kjsf3farV\naqZhM4jv1hWF97z1D3ho58u5+rW/x1IvoGAIc++mF7JvsdlnHFu4ukoUJ8J5ydBRgRP1Fl+dOcEF\nkxX0ySEKQUgFKJbLzM/O/kRZhTPj5MmTj0q2erQYJObJJHxm1S/bMHDK01eStWSRIGWX5TUEZKb3\n8jxKY5gzDWZ+EvdDXpdS92cwkiThZK3OqOkSp2K3vOtbX0ZBydRBs3kHsH3zRjZNjeLHCd8+skDB\nNhhyxPVctMT/27qeXXs33XQTpmlyzXOfm8lpN7yQ2VaPmZbH8abY1XW9kK1WwCarB6qGBnR7Hj9q\naSgkmI7NxrEiZcckIaUXxeitKif37WZWVThy+HCGFvrPjicT/2OMJEm5+EPfIkhh30KDibzFkG1S\nsDTOHhHokhHXpmDpqIrKkG1QcQ0uWFHG1XV0FYYvejY7b34Pa9es6T9nwvLyclZNpWlKpVLBtu1s\nuyxvHk3T2PuFT7D11woow2sIopi24TJ38UvI2w7NI3sZ2f1dlChE1zTob8dlHzUMw8xcQyY6iWzY\nGPQ4d7xE2TZpeGHWV8+YjCMjTE5Ocu211/KWt7wlOydLvYC7jlf50UyNubZHN4yg1SbXbaMpKnqx\nQpgk1L2QXhgTRDFeGGP3WbsjrknRFOSulWMlal5I0THYOJxn3VCesm0w1Hczmz9xnAu2X0gYiMq4\nXq/T6/XQdIOLrrqWPYttTrS6nGz22L9zJ7t3/ih7j7IdEUVRpiApe/vyXMsEJ8lTa7eew7EDexlb\nPYXVr+aLps7TJitUez6GrnKs0eGBuTrDrsVYTmD6FSXA1FRe97kfsNj2uP+NLyRK0wzVszA//5iu\nP2lGLsXOBo1QHmlB+EnGLpI0NijrIPH9sn8v25CDej1yAZCPkcguOfgdTPzyd3KHOfh3EsEkZwNS\nOE46eF1yySWcs2GdIO2lUJuf5Usfft9pstuyzSRgnwleJLwwVhZsds832O01KNs6mgr7l5qsG8oz\nURDttpe//OXCQQ1o+yHHO11aQcRs2+NIrc3exQa1lgeqwrPcZUZ8j0bYl1D3PDZoBi55gjhluRvS\nLQhSmamqHNtxB4YhWlm33Xbbk4n/lz1UVeGKqVHuOraEoirsW2yxouAQJSnryi7Vnk8viijbOu+6\n+lwAXv+VnUKmuKDTCcX2P+yjFmRSt20b3/fJ5XKZAfagCJbUOREDSA3TLeAaeh9BpDBeLpFbOIKy\n48uolkXUFx6Tgzjf97PkoOk6hWKJ8ug4uWIJw83hlitcccNLWe4F+GHMypKLYwy4UHkef/qnf8rM\nzAy5XC6DvqVpSsEUhLSypVPtKriGRrc4hH7ly3BzOUZLLpoqdhAl22BVyc1UNkFwIzaPFFlTqtHw\nRL+80ucgHGt0cYwCQZzgBz7/8y1/KCCpo6MZrDCOY9qtJipi5lI0dWqGxlkXXcpd4yuYO3okw54L\nb2MrEyczTRNN14XGTxyzODdLFIaMTa7kVf/9jXzwXX9Gr9Phcx/7R1Zddg2lXI6SY+JFCUOKRTeM\nWfZ9wr49ZpSkOLqADSZpyu88cwt3Hp7n6/tPcv3ZK7PEPz83/zDC1plyxGfKLkjBNHi4hv/gcwwK\np0mC1GDizc77I5DG5GPlcwEZigc4bcEcZHxLKKfjONn30sBd6vNI9NLg4iLVQh8pDh8+jIqCpoCl\nKfzgti9mC45sTcnzNbJ6HfboJEvdgKmyg6WpWIZGu++TMOJamLpKzjwdXinF3MJUKK0G/QG+Fyfo\nmnj+dUbABlel2yW7Z13XpWQYbOsG7Eps8qZGmAhjI0dP0XQjOwc/q/HMLyKeTPw/R7xu22q+8LX7\nYWqU4/UuMQI9oCgImGYqWKhHam1WFV1ec8FaPrDjEIsdj6JtUli1ju2v+2PCO27F87zMRERWUrIC\nk9W+7Pt6npfdjJflHVqmznSjSy+MWVNyGV2zBm9sBaahk6o6qn4Sr9uh1WpRKpWIoojxVWt40Z/+\nLXNexJhrY+sqtqGRplApuRiqSpCkdIOYii1kyAG+853vcM899zAyMnKaIQiI4WwYp+RMnRUFhzBO\nMDUFjSJ5Sydn6qwuuqwbyrGm5D5M+uGh5Q6f/PExvnd0iVpPzBQSTqmWdvq0+6/e+sXMRKTX62Hb\ndpb8X3TDDYyW8tS9iChJRX9fV7jkWVey+4d30Oy3zGzbxrIsFhcXCYKA1/3+m7jsBS8mTBLe8ppf\nY7pv8VetVpmfmWFhdkYk4DgmigV01osS4iTFUBVcXcXRFU42fBpewHZDI0rUDMVzzVmTvOrCdX0J\nC0EeA1iuVTOmq6yQz5QjHoxBmOSgONqZKJlB9MxjiaQ/c5CDV7lASvSX/J3cncp5xOAi/LPGT2tZ\n/eZNN+HFCV6UcPChh2gsLTFUqQgwP2SvF4Yhx/bvZvfn/4lXv+EPWOoFoChsquQ5WG1Tsk0MTc2M\nVgZlOpI+KbAbxOgqzLQEg9sLYwI/IokTEktF1fRsiCx3WQBWEhN2Paq9gJVFh6P1DmHBIV8aydjJ\nGzZseAyfxOMTTyb+nyOG8xZqlKA0uoysHKIbCLEoTRWa82GcMOSYHK13WeoGXLiizPM2reArD82S\nJMK3tu779PqqhJVKBcdxqFarNJvN0+jx8gaWZB5N07Adh5kdd5C77PliOKwprC46RKlD5SWvw4ti\nFu//Ic29D6KqatbT13Qdu1BEUTXyJvhxjKkphFFC0dIytu1Y3mLEMRnIzVx55ZW8+c1v5pJLLsmQ\nR34YU/cCDtc77K+2OLjcYromYJAVV6hvhqnQGjJ19REZjEmaUjR1Ng8XuOfEMoYaCl2hKBYSz7pG\npa9x/5SLn862c89jcX6O0dFRVq1Zw0VPv5SxsQmuvfZa8oaBoYrZynIvYG7XfXz9Xz6dtc9UVc1Q\nVPLGVTWlT9CJufQ513LkwD7SNGVi1WrmZ2bw+1IOY1vPo5koFFSF5Z6okl1do2SbdIKYnKlR90P2\nV1usLeewdY2JvEXZMoRXsa6z7AVESfbGMQyDFStWcOzYsax6HazOHymhy2LgP4K4JVsuUmhNJnuZ\n8GVF3m63Oeecc9i9e3dWrQ8mPzg1/P33hDRmkWY08n3K9/+ud76Ta553PbnV6/mHv/5zZo4cymQe\n5M5B6ytkAtz5rW/w4htfTbFcYXVmXxpj97WwhJjbqdcB8PvmKr0wZrknpFO6YUQSxURBBEGI35dp\ndhzn1JxEUempBnXHZQgYtYSu1rAtlHejZg29P7+QukZPhHgy8f8cYSgKShCiV1tcdOE6fFWlG4qL\nbGXRRldU2kHIjpll/ttFG1EVhe8fX2Iy77C+kqcXxUyrBobtYHS7mTiW4zg0m83shpNbe6kXL9ES\nnuex85tfYdP259DuK2A2/Ig1RZeGF1AwNbQt5zH35U+Qy+WoVCpomsalr3491ppNNPqJasgWcs8K\nKaauMWSLm0NBwN8Gw7Is3vWud532s14c040SepFgy6qKgmNoNLyAIE7oBRE5Q6cdRJAKboN6xrAv\nScQwrBWErCjY5Cydgqkx7tqMuxbryjnGchZrSg7m8Cbm5+ZYXJjHsiz27dnDb/3+mzjvnHP65ueI\n4bkmRKj33/ej09oQUlJAGpD8zfs+wKqzz+NQrYOiwPZnPpsvfepjxGGIqiis3LCR59zwYnKGwfDl\n16MoKYYKqwsO77xjP6M5i7dfsY3bpxfphFHfMUz47na6PW6++R848dB+fvXG3+Dciy/ljn/7PAc/\n9yluAmqLC9Qgc9j698RggpVsY4nMGvyZHNIahsHo6Ci2bbNv376MZSuLiyAIMqkF0zQzK8pBnsWu\nXbtOa+vIZCuH4IMzBtluGnQXG9T5H5xLuK77qCzfNE1JoojlmZMcP3SQdOC4JJTT8zwcx2FxcZE4\nnufP/sfv8pa/eDerx1aI3ntPOOG1g4iGH1L3QkxN2H92w5iTzR7zXZ89i02ON7oCQtwLhMCbqaMm\nCaqtkmgBsdcTLdM05WbW0tYc2kZEaoBlCXe4KE0xSOHkoex8SPTbEyGeTPw/R9z34DHits+67eup\nFF1m2x4F0yCKU0Zdi6lyjv1LLapdgSVeU3aZzNssdn12nKgSJCnaQ/fTbTayC1h+DfqTgkBlSAGx\nOI6zds+zXvpqhkouOUNjLGdx0WSFDZU8FcfE1FU6oyUmX/sGGgvzaKVhlNIwxfWb6YYRuxaaHK61\necqKIVaXXEZci5yRMFXKZfR286foi8RJioroZcdxjKkKTSBHV4kMHVfXyPell8dci6Jl4Oraw9y6\ndi82+fSuY9xxdInFri/M5y0dXVdxTL3vVKaSAgf37cX3xfvvdDq4rsuXv3ArI1MbGMvbtPyQmZbH\nQ9UOrTBk9uTxTNhMyhE4joPpOGy75DJWnrWNWi/ENTSONTqERpHzL7+aHV//Et1Wk+k9u3jTn7yD\nkmVw5/El5toeqqKSoHDV+jFONHvsXmiwuuhwrNHt71AEh2Hv3d/jlps/TKfT4YGdOznrnHM5fuQw\nvzuQHNWBz/mnxSDaRiJuBucBEq4rv2QbRrpwtdvtzBlLJnYZZ0Iu5fUnWzqu6542+JZ4/sHqXC4A\nMrFL9NijqYfK15UEwEfq869Zu45t52/njh/dJ1pQff+EM+Ghnudhmibtdpud9/yQO775dS654RXM\ntntYusaoY6IqCu0gphfGxImKqsSijRhGTNc6OLrKsGPiRwnVXsDepRaLvQCSlGuKCQYpUSosThdj\njWoCri7gzw0/ZO9iA1vXMs3/zYUhhrSYkZERLrnkkp/pM/5FxJOJ/+eIoZLLVNGm0ehwbLlNL0lw\nTZ0TzS45U+Oh5Q7XbBhn83ABXVOZbXnsnKuzoZKn2uiRzE6T7tuZwTllNZ+maUbZl6ScbrfL+Ph4\nNtDM5XJURkaZyhmYYRO7OMTaksuIY1C0dPKWzpcPzlK0DPxV22iOnkU7iMibOnpXDCGDWLSjgjih\n13e0UoDlrk/ZMYljQXL5SclfVcSXqSq4po6uCsOLphcxUbBxDTHwXVN2OWe0xOp+b//McAyN8ZxN\n3tRZ7gW0gwhH12joIS03pOEFlCydThDxwM778Hq9TLI3CAJSVaPaC0hIWVfOEacprqkRpAlHHrwf\nRVEIwzBjtLbbbYww4rpfew2rynn2H1kgb2pUHIvjjS7PePEriBSF/NAI5137Ak40u7Qsk82VgnBE\n60tyTNe7rBvK8VCtLZy4FAVNUYhJaQcxmy68mGc+93q++cV/pVFb5r4f3iUStjx/aZpZ/A22W2QP\nX0oCSJikbLHIIgDIEC3AI8IhgWzhk5W6RAUNJk45hJXD7kGynuzlyzmTLFTg1KB30JlLtl7ObAWd\nGfJ3ksfySIm/0ajjxwlrNm7mNW//az73129H6b8niS5yHAdd17Njj+OYz/3jB/no+97Dy974J2x/\n+mV0l2eprFlHztQYzpkcb/QYckwaXZ+aF+L1LUJdQ0NXoWDq5AwNNUlJggg7VjN2/Z01jdvaFqMl\nl+G8UMht+yEHllo0ewLGHYQxY5ZKwc0RRREnT55ky5Ytj3oufpHxZOL/OeIvP3kHS6MlrEqBXdUW\nBdNgjaERp6JXmDN1jjW6XDRZYbnrc854ifPHyzS8gK0jeVrJMCcMk9pylaGhIQqFQtbqSZKEbq9H\ncfUGDty3g5mjR9A0jV6vl80AGo0G87MzWFMHWH/Dq7EMDRSRVBUFipZBJwgZzdnUvBBLU/pWiDG6\nqrDc9VnuBRxabvdbL7C2nKMbxVQQSIdBUbZHCkVRaAYRNU9U2dONbt+UWvw+RSAcml5Itecz4pro\nfQ1zGZ0g4kSzy53Hl7hvTsgV27pKmCQEiXD/ivsQyBQ48tAB4jjOuA2GYRAbFsOOgFEudQOO1rss\n9wLC+hJrN29h/uhh4jgmXyqz6WnPoDI+ybpt5zKed9i10GS5F1D3RIsqSBK6RoGnvvy12IaG5Rh9\nDfcEvc8c7YRCh/+ZU8NM17qoKhiasNG0NTEYn217jIyV+P0/exflUpEH792B1+mQJDFP6fMfngZZ\ngpS2iY8l5KDykXYOkusgjVRkxd/r9bJFQgIKJPIGTkFGZd9d/p1ssQzOIuTzDpK/BttOZ4ZchOTv\n5cIkW5iDBLJnX3kVcZKghD533/opoX8fBLRarYzFLo9bLnzFYpEgCEiShNs++F72f++bnDx0gBvf\n+r8Yu+Ri2n5EwdSZ7fNgumFMOxBwUVWBli9aPUqaklMVnjcBV1cSPn4s4c66Qk9VKQ9ZrCy5jOcF\nSey41xPe2akQKkwVaJp57FCw4n/84x8/mfj//xDPu/4pBHftZ9lQWTOU579dtJEfz9c5e7RIJ4jI\nmQarig7nTxQZdi2q3QBbVykUHBK/w+Gv/zPddotOp4OmaczOzmaEql6vJxLC0WOcODqd9UEHMdtR\nFBHFMaV1WwGyimWp6xNGorc+ZJs8f+MKPrnrGL0wZnXJYcg2qXZ9to4WSZKU8ZyFqqQ8tNxmvC9w\ntrLoUPkpbkFpKhKyoSqZPHE3CKl1Q6IkoWQLi0YVsQ4YqkreNB7W5lEVRaCHHJOiqaMoUHFMNlTy\nrCq6rC/n2FgpMJ63UUgpl4pZZWeaJqNjY8we3Mf3H3iQ9es34EcJR5tdGn7IXR/4W5ozxzNCUb1e\n57LfehPbtm3D1FRMXUHXxELTCiJyhoCBNvyIIEow+3jsOEkYy1mZ81mCUN1cUbCZyIn23dFGl+Vu\niGYJKGsQJzi6YG2/4S1/wmc/+Qk+9p6/Io5j7o5jzgN+yE9HtcgYhGbKZCz7+IOyCbIiH6yELcvK\nCFYy4Q9W/HLAKp9DVtNyuCvnAEDGbZDVtmzZyH8lIs2yLBzHyfghMkzTpFQqkcvlMqz+4M5icK4V\nBAHf+NpXOXRijr0P3Mu+B+7PdhXy+OVCJM9BHMf4vo9hGJTLZWzLJlZ1bNdlx21f5Nuf+ii9Zo1f\n/6+/w9anX850vUMrFJpSXt8oaf9Si90LDVrLbdKuj1nSUBWNbgSdCHQTDERx5OgqFcdBU2G61iaK\nE7wwZtyEYqFAUu9iGAZTU1M/0+f8i4gnE//PEa+5chtrx4p8Y8chFpY7fOqegximzqqRIrGeMtvq\nkaQpX9g/i64qLHUDDtXarCvnmL33HmaPTWdVkbxQfd+nUChkPf1Wo5HpmMgbDcigdaXxSTadfyHF\nvM2IY5I3hRxyJ4i5ePUwM80un959jI2VPGvLOUZdi8WOz/5qi5OtHmGakrMM0r7OSM0LWO5/mZpG\nzjyF4T8zokTQ56cbXQ7VOkw3ulR7AUG/Aoz7N+VozmRFwWGq5D6iVWPDD7l/vk47EMQXuw+5UxDS\nuCkpnSCk4avc+vGbufn978uquUKhgAIcO7iPH97+bXLjq4iTlF4Yk6Qwse1CgnoVo5/4V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qnF/KxKMfUfUWdJWN517E6vIy+vZzObrcomLq7FusM1FvCXagJnPOYInphsGWV76FgqEx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\nZtIm/y/pXpJuYa1Cp+u6ZLPZ9GBMfg9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9K2m/pL2pbbykHZKOSPosd1Vfz0l6V9KgpP5c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\nwm9m1jD/As3MY0qIVYiQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cacb68588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#have a look at rough and smooth bits\n",
"fig = plt.figure()\n",
"fig.set_size_inches(25/2.51, 15/2.51)\n",
"\n",
"ax0 = fig.add_subplot(111)\n",
"ax0.scatter(rsubset[subset_rough,1], rsubset[subset_rough,2], c=np.ndarray.tolist(tf[subset_rough]),\\\n",
" cmap='ocean_r', lw=0, vmin=0.5, vmax=3, s=5)\n",
"#ax0.view_init(elev=50, azim=130)\n",
"\n",
"ax0.scatter(rsubset[subset_smooth,1], rsubset[subset_smooth,2], c=np.ndarray.tolist(tf[subset_smooth]),\\\n",
" cmap='gray', lw=0, vmin=0.5, vmax=2, s=5)\n",
"ax0.set_aspect('equal')\n",
"\n",
"plt.scatter(is6holes[:,0], is6holes[:,1], c='r', lw=0, s=3)\n",
"\n",
"#ax1.view_init(elev=70, azim=300)\n",
"plt.savefig('roughsmooth_11m.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### OK, the transect is all on *smooth* ice\n",
"That is not super helpful for analysis, but tells us something about the nature of transects as a way to sample ice"
]
},
{
"cell_type": "code",
"execution_count": 515,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.60421115340752685"
]
},
"execution_count": 515,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(tf[subset_smooth])"
]
},
{
"cell_type": "code",
"execution_count": 516,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.83913601997090836"
]
},
"execution_count": 516,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(tf[subset_rough])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Good news. Rough ice has a higher mean freeboard than smooth ice.\n",
"We would expect to capture ridges in the 'rough' set, so this is a nice confirmation\n",
"\n",
"Now, we need to define a function which modifies snow depth. Using the following logic:\n",
"- toward the top of ridges, snow gets less deep\n",
"- near ridge bottoms, snow is likely to be deeper\n",
"- this likely only applies for freeboard > mean(freeboard)\n",
"\n",
"we define:"
]
},
{
"cell_type": "code",
"execution_count": 734,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def thinsnow2(tf, zs, inds):\n",
" '''\n",
" Function to modify snow depths on sea ice.\n",
" Inputs are a set of total freeboards (tf), snow depths (zs)\n",
" and indices (inds) of snow depths which are to be modified.\n",
" \n",
" For example:\n",
" snow_mod = thinsnow(tf, zs, rough_ice)\n",
" \n",
" ...where 'rough_ice' is the result of some function such that:\n",
" \n",
" rough_ice = np.where(tf = rough)\n",
" \n",
" '''\n",
" \n",
" #make an array of proportions, fill it with 1.\n",
" # this is used to scale snow depths.\n",
" tf_pns = np.ones_like(tf)\n",
" \n",
" # find the mean total freeboard of the full set\n",
" tf_mean = np.mean(tf)\n",
" #...and the maximum total freeboard of the\n",
" # subset to be modified\n",
" tfmax = np.max(tf[inds])\n",
" \n",
" #looping through...\n",
" for i in inds:\n",
" #if total freeboard > mean(total freeboard)\n",
" if tf[i] > tf_mean:\n",
" #find the proportion of current freeboard to max\n",
" # freeboard. If it is smaller than 1,\n",
" # assign it to the 'proportions' array\n",
" if (tf[i] / tfmax) < 1:\n",
" tf_pns[i] = (tf[i] / tfmax)\n",
" # if it equals 1,set proportions to 0\n",
" elif (tf[i] / tfmax) == 1:\n",
" tf_pns[i] = 0 \n",
" #otherwise, for freeboard < mean(freeboard),\n",
" # use the full input snow depth\n",
" else:\n",
" tf_pns[i] = 1\n",
" \n",
" #multiply snow depth by proportions array\n",
" zs_ = zs * tf_pns\n",
" \n",
" #this means that:\n",
" # - the tallest point in a freeboard set always\n",
" # has snow depth = 0\n",
" # - between the mean freeboard and tallest freeboard\n",
" # snow depth is reduced as a function of total freeboard\n",
" \n",
" #an implication of doing this is that ice thickness will be\n",
" # highly concentrated in tall ridges, keels will be really\n",
" # deep. Also, 'smooth' ice will be thinner.\n",
" \n",
" #return bothsubsets\n",
" return tf_pns, zs_"
]
},
{
"cell_type": "code",
"execution_count": 735,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"### check that the model works..."
]
},
{
"cell_type": "code",
"execution_count": 736,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#xyz = np.abs(5*np.random.random(10))\n",
"xyz= np.array([1.5, 1, 0.5, 1, 1.5, 2, 1.5, 0.5, 1, 0.5])\n",
"\n",
"max(xyz)\n",
"kjh = xyz-0.5"
]
},
{
"cell_type": "code",
"execution_count": 737,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"p, z_s = thinsnow2(xyz, 0.5, np.arange(0,10,1))"
]
},
{
"cell_type": "code",
"execution_count": 738,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1.1000000000000001"
]
},
"execution_count": 738,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MmzYNP/zwA1566SV8//33mDRpEnbs2IFp06a5NJZMVQI+oMvqwcqoy180uRqItUL2Keg+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\nAzrDMIyfwAGdYRjGT+CAzjAM4yf8P41/wp+ViU4iAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cadab1438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(xyz, label = 'model total freeboard')\n",
"plt.plot(xyz-kjh, label='model snow')\n",
"plt.plot(z_s, label ='altered snow')\n",
"plt.plot(p, label = 'proportion')\n",
"\n",
"plt.grid()\n",
"plt.legend(loc=0)\n",
"np.mean(xyz)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### this looks expected\n",
"- the tallest 'ice' has no snow\n",
"- snow below mean TF is left alone\n",
"- snow between mean and max TF is thinned as a function of TF"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### now, lets apply it to our IS6 subset"
]
},
{
"cell_type": "code",
"execution_count": 739,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#using our canonical, all_EA snow model snow...\n",
"#thin the snow\n",
"props_, zs_thinned = thinsnow2(tf, zs_, subset_rough[0])\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 833,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f4ca1ccf208>"
]
},
"execution_count": 833,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AJFU9J0zi0x44WVVPAfoDb0Y7wGgZMWIEM2fOzFYiAO5CdssttzBw4EA2bdoE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\nvbDi+uOPP3jppZdITU0lLS2NXbt2MW7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DVWprpEvSUOA12x01hzRVF8Wzmw6R9IykCZL2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\nJEmSJEnaiv8AKVNZsczc0u4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca3a1c1d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#find a density for the thinned snow\n",
"d_table_ts = []\n",
"d_table_ts = build_dens(tf, zs_thinned, d_water, d_snow, tf_uncert, \\\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater, densities)\n",
"mean_draft_ts = -d_table_ts[:,1]\n",
"\n",
"plt.figure(figsize=(12/2.51,8/2.51))\n",
"\n",
"plt.plot(d_table_ts[:,0], mean_draft_ts, label='Mean LiDAR-derived draft')\n",
"\n",
"\n",
"\n",
"plt.plot(d_table_ts[:,0], auv_mean, label='Mean AUV draft')\n",
"\n",
"idx_ts = np.argwhere(np.isclose(auv_mean,mean_draft_ts, atol=0.00259)).reshape(-1)\n",
"idx_ts = idx_ts[0]\n",
"plt.plot(densities[idx_ts], mean_draft[idx_ts], 'ro')\n",
"plt.text(densities[idx_ts]+1, mean_draft[idx_ts]-0.4, str(densities[idx_ts]))\n",
"\n",
"plt.ylabel('Draft (m)')\n",
"plt.xlabel('Ice density (kg/m^3)')\n",
"plt.grid()\n",
"plt.legend(loc=0)\n",
"plt.title('Ice draft varying with density, all EA snow model with proportional snow depths on rough ice', y=1.03)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Density here is 890.2. High for SIPEX 2, within observed ranges"
]
},
{
"cell_type": "code",
"execution_count": 765,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#make some new ice using our new snow and density\n",
"zi_s2r_snow, zi_uncert_s2r_snow = compute_zi(tf, zs_thinned, 890.2, d_water, d_snow, tf_uncert, \\\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater)\n",
"\n",
"df_s2r_snow = tf - (zi_s2r_snow + zs_thinned)"
]
},
{
"cell_type": "code",
"execution_count": 858,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.4/dist-packages/matplotlib/figure.py:1744: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n",
" warnings.warn(\"This figure includes Axes that are not \"\n"
]
},
{
"data": {
"image/png": 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B3DQwjT76ys9SsrsnlPdUeOqStCoszcapT0QoO0fIxS4lCHQah6szmzWeuoDz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3l29rtnqOvPBk3VWZW/gdHyzkXP0HWFO+jLxolJoZDM1A9x37E/wQ3nX3J/Z+BH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\nCoVCUTX+PwZrf4oPbE2QAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca44c4860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize = ([22/2.51, 10/2.51]), dpi=300)\n",
"\n",
"fig.add_subplot()\n",
"\n",
"cmap0= plt.get_cmap('gist_earth_r')\n",
"\n",
"ax0 = plt.subplot(1,2,1)\n",
"a0 = ax0.scatter(rsubset[:,1], rsubset[:,2], c= zs_-zs_thinned, cmap='ocean_r', lw=0, vmin=0, vmax=3, s=10)\n",
"cbaxes0= fig.add_axes([0.49, 0.14, 0.02, 0.75])\n",
"cb0 = plt.colorbar(a0, cax=cbaxes0, cmap=cmap0)\n",
"ax0.scatter(is6holes[:,0], is6holes[:,1], c='r', lw=0, s=3)\n",
"\n",
"ax0.text(-0.17, 0.99,'B', ha='center', va='center', transform=ax0.transAxes, fontsize=12, weight='bold')\n",
"\n",
"ax0.grid()\n",
"ax0.set_axis_bgcolor((0.8, 0.8, 0.8))\n",
"ax0.set_xlabel('Ice floe X (m)')\n",
"ax0.set_ylabel('Ice floe Y (m)')\n",
"\n",
"ax0.set_title('Snow depth difference')\n",
"\n",
"cmap1= plt.get_cmap('ocean_r')\n",
"subset_rough[0]\n",
"ax1 = plt.subplot(1,2,2)\n",
"a1 = ax1.scatter(rsubset[:,1], rsubset[:,2], c=props_, cmap='ocean_r', lw=0, vmin=0, vmax=1, s=10)\n",
"cbaxes1= fig.add_axes([0.99, 0.14, 0.02, 0.75])\n",
"cb1 = plt.colorbar(a1, cax=cbaxes1, cmap=cmap1)\n",
"ax1.scatter(is6holes[:,0], is6holes[:,1], c='r', lw=0, s=3)\n",
"\n",
"ax1.text(-0.14, 0.99,'B', ha='center', va='center', transform=ax1.transAxes, fontsize=12, weight='bold')\n",
"\n",
"ax1.set_yticklabels([])\n",
"ax1.grid()\n",
"ax1.set_axis_bgcolor((0.8, 0.8, 0.8))\n",
"ax1.set_xlabel('Ice floe X (m)')\n",
"\n",
"ax1.set_title('Snow depth multiplier')\n",
"\n",
"plt.tight_layout()\n",
"fig.subplots_adjust(wspace=0.3)\n",
"\n",
"\n",
"plt.savefig('ch5_snow_modifier_is6_overview.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that we're really only modifying snow in rough topography, and modelled snow depth is reduced by a lot in those regions - up to 3m!"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"### How does draft from this model compare to in situ draft?\n",
"\n",
"We know that our drill holes agree well with the AUV, so we use them for simplicity. BUT - we need to get some data just outside the survey patch here, so we process all the LiDAR"
]
},
{
"cell_type": "code",
"execution_count": 767,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"a_rough = np.where(rproxy[:,5] >= np.median(rproxy[:,5]))\n",
"a_smooth = np.where(rproxy[:,5] < np.median(rproxy[:,5]))"
]
},
{
"cell_type": "code",
"execution_count": 768,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.20395976530604112"
]
},
"execution_count": 768,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(rproxy[:,5])\n"
]
},
{
"cell_type": "code",
"execution_count": 769,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"a_tf = lidar[:,3] # total freeboard\n",
"a_tf_uncert = lidar[:,4] # total freeboard uncertainty"
]
},
{
"cell_type": "code",
"execution_count": 770,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1633490"
]
},
"execution_count": 770,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zs_a, zs_a_uncert = compute_zs(a_tf, s_i, a_tf_uncert)\n",
"\n",
"props_a_, zs_a_ = thinsnow2(a_tf, zs_a, a_rough[0])\n",
"\n",
"len(zs_a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### We have modified snow, now make ice from it..."
]
},
{
"cell_type": "code",
"execution_count": 771,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"zi_lm, zi_uncert_lm = compute_zi(a_tf, zs_a_, 890.2, d_water, d_snow, a_tf_uncert, \\\n",
" zs_a_uncert, sd_dsnow, sd_dice, sd_dwater)"
]
},
{
"cell_type": "code",
"execution_count": 772,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d_lm = a_tf - (zi_lm + zs_a_)"
]
},
{
"cell_type": "code",
"execution_count": 773,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"this = np.where(~np.isnan(d_lm))"
]
},
{
"cell_type": "code",
"execution_count": 774,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"drill_draft = gtdrills[:,4]"
]
},
{
"cell_type": "code",
"execution_count": 775,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"l_d = Estimation(lidar[this,1],lidar[this,2],d_lm[this])"
]
},
{
"cell_type": "code",
"execution_count": 776,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"d_from_lidar_mod = []\n",
"for hole in gtdrills:\n",
" d_hole = l_d.estimate(hole[0], hole[1])\n",
" d_from_lidar_mod.append(-d_hole)"
]
},
{
"cell_type": "code",
"execution_count": 777,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"l_d_s2s = Estimation(lidar[:,1],lidar[:,2], df_s2snow_a)"
]
},
{
"cell_type": "code",
"execution_count": 778,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"d_from_lidar = []\n",
"for hole in gtdrills:\n",
" d_hole = l_d_s2s.estimate(hole[0], hole[1])\n",
" d_from_lidar.append(-d_hole)"
]
},
{
"cell_type": "code",
"execution_count": 779,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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UWHBiAb7w/QKGbQy15rNqb4VvXvwGwQeDUSIvUZ2fYWOD33JycLuoSGteBoPB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\nIiIiaU4Fn4iIiEia+z+JSaWX+2LUNAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca0019be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(drill_draft, 'r.-', label='Draft from drill holes')\n",
"plt.plot(d_from_lidar, 'g.-', label='Draft from LiDAR (standard snow)')\n",
"plt.plot(d_from_lidar_mod, 'c.-', label='Draft from LiDAR (modified snow)')\n",
"\n",
"\n",
"plt.plot(np.array(d_from_lidar) - drill_draft, 'y--', label='LiDAR draft - drill draft')\n",
"\n",
"plt.plot(np.array(d_from_lidar_mod) - drill_draft, 'k--', label='LiDAR draft (modified) - drill draft')\n",
"\n",
"plt.xlim([-0.2, 7.2])\n",
"plt.legend(loc=2, bbox_to_anchor=(1,1.03))\n",
"plt.ylabel('Ice draft (m)')\n",
"plt.xlabel('Drill hole number')\n",
"plt.grid()\n",
"\n",
"#plt.savefig('dist_drillholes_lidar_auv_draft.pdf', bbox_inches='tight')\n",
"#plt.savefig('dist_drillholes_lidar_auv_draft.png', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 780,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"difference between drill hole and LiDAR draft: -0.48330140058107546, sd: 0.7908934534728359\n"
]
}
],
"source": [
"print('difference between drill hole and LiDAR draft: {}, sd: {}'.format(np.mean(drill_draft - d_from_lidar),\n",
" np.std(drill_draft - d_from_lidar)))"
]
},
{
"cell_type": "code",
"execution_count": 781,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"l_s = Estimation(lidar[this,1],lidar[this,2],zs_a_)\n",
"l_sa = Estimation(lidar[this,1],lidar[this,2],zs_a)"
]
},
{
"cell_type": "code",
"execution_count": 782,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"s_from_lidar = []\n",
"for hole in gtdrills:\n",
" s_hole = l_s.estimate(hole[0], hole[1])\n",
" s_from_lidar.append(s_hole)\n",
"\n",
"sa_from_lidar = []\n",
"for hole in gtdrills:\n",
" sa_hole = l_sa.estimate(hole[0], hole[1])\n",
" sa_from_lidar.append(sa_hole)"
]
},
{
"cell_type": "code",
"execution_count": 783,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MmCH7P86dq20l2qFVK3klet++OQYmV1BQUFAon2jdJ1KSpO7A58gG7XohhP9L+RbAt0Bt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\nI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"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca34f4cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(gtdrills[:,2], 'r.-', label='Snow from drill holes')\n",
"plt.plot(sa_from_lidar, 'g.-', label='Snow from LiDAR + model')\n",
"plt.plot(s_from_lidar, 'c.-', label='Snow from LiDAR + modified model')\n",
"\n",
"plt.plot(np.array(sa_from_lidar) - gtdrills[:,2], 'y--', label='LiDAR snow - drill snow')\n",
"plt.plot(np.array(s_from_lidar) - gtdrills[:,2], 'k--', label='LiDAR (mod) snow - drill snow')\n",
"\n",
"\n",
"plt.xlim([-0.2, 7.2])\n",
"plt.legend(loc=2, bbox_to_anchor=(1,1.03))\n",
"plt.ylabel('Snow depth (m)')\n",
"plt.xlabel('Drill hole number')\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pulling it all together...\n",
"\n",
"What does it look like at the transect if we plot:\n",
"\n",
"- in situ ice thickness\n",
"- ice thickness with one snow measurement\n",
"- ice thickness with a modelled snow depth\n",
"- ice thickness with a modified snow model"
]
},
{
"cell_type": "code",
"execution_count": 786,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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WOGw/bdo0Xn31VVasWIGPjw+ffvopS5cupUOHDrzwwgsEBAQwffp0AD755BOa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40egdk/riHQ04PR76ys9nUHPPkP+PcXpCeeoDUn8DZrutx4BwCdh03CnF6ELs6nSVNjIOeQkBDb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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca24ae780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(subset[lidar_ts[0],2], tf[lidar_ts[0]], linestyle = ':', linewidth='2', color='#333333', label=\"Total freeboard\")\n",
"\n",
"plt.plot(is6holes[1:100,1], is6fi[1:100], linestyle = ':', linewidth='2', color='gray', label=\"Ice freeboard\")\n",
"\n",
"plt.plot(is6holes[1:100,1], is6zs[1:100],\n",
" label='Drill holes, $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.nanmean(is6zs), np.nanstd(is6zs)))\n",
"\n",
"plt.plot(lidar[lidar_t[0],2], zs_a[lidar_t[0]],\n",
" label='All EA snow model (orig), $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.mean(zs_a[lidar_t[0]]),\n",
" np.std(zs_a[lidar_t[0]])))\n",
"\n",
"plt.plot(lidar[lidar_t[0],2], zs_a_[lidar_t[0]],\n",
" label='All EA snow model (mod), $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.nanmean(zs_a_[lidar_t[0]]),\n",
" np.nanstd(zs_a_[lidar_t[0]])))\n",
"\n",
"\n",
"plt.legend(loc=2, bbox_to_anchor=(1,1.03))\n",
"\n",
"plt.grid()\n",
"plt.xlabel(\"Ice floe Y (approx. metres)\")\n",
"plt.ylabel(\"Snow depth (m)\")\n",
"plt.title('Snow depth from in situ observations and LiDAR estimates', y=1.03, x = 0.8)\n",
"\n",
"plt.savefig('snow_depths_mod_snowmodel_is6_transect.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 791,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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YMSgtLUVpaSkcHR1hZGSEAwcO4PDhw9Xq+fLLL2PDhg0ICwtDUVERFi5cWO82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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca3450b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_size_inches(15/2.51, 10/2.51)\n",
"\n",
"plt.plot(subset[lidar_ts[0],2], tf[lidar_ts[0]], linestyle = ':', linewidth='2', color='#333333', label=\"Total freeboard\")\n",
"\n",
"plt.plot(is6holes[1:100,1], is6fi[1:100], linestyle = ':', linewidth='2', color='gray', label=\"Ice freeboard\")\n",
"\n",
"plt.plot(is6holes[1:100,1], is6draft[1:100],\n",
" label='Drill holes, $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.nanmean(is6draft), np.nanstd(is6draft)))\n",
"\n",
"plt.plot(subset[lidar_ts[0],2], df_s2snow[lidar_ts[0]],\n",
" label='EA snow model, $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.mean(df_s2snow[lidar_ts[0]]),\n",
" np.std(df_s2snow[lidar_ts[0]])))\n",
"\n",
"plt.plot(lidar[lidar_t[0],2], d_lm[lidar_t[0]],\n",
" label='EA snow model (modified), $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.nanmean(d_lm[lidar_t[0]]),\n",
" np.nanstd(d_lm[lidar_t[0]])))\n",
"\n",
"plt.plot(subset[lidar_ts[0],2], df_sipex1snow[lidar_ts[0]],\n",
" label='SIPEX snow model, $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.nanmean(df_sipex1snow[lidar_ts[0]]),\n",
" np.nanstd(df_sipex1snow[lidar_ts[0]])))\n",
"\n",
"plt.plot(subset[lidar_ts[0],2], df_is6msnow[lidar_ts[0]],\n",
" label='Mean SIPEX-II snow, $\\mu$ = {0:.2f}; $\\sigma$ = {1:.2f}'.format(np.nanmean(df_is6msnow[lidar_ts[0]]),\n",
" np.nanstd(df_is6msnow[lidar_ts[0]])))\n",
"\n",
"plt.legend(loc=2, bbox_to_anchor=(1,1.03))\n",
"\n",
"plt.grid()\n",
"plt.xlabel(\"Ice floe Y (approx. metres)\")\n",
"plt.ylabel(\"Ice draft (m)\")\n",
"plt.title('Ice draft from transect samples and LiDAR estimates', y=1.03, x = 0.8)\n",
"\n",
"plt.savefig('draft_strategies_mod_snowmodel_is6_transect.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 788,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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VLn8AfNW83lSTNYB//+///fLr559//rYIGJ7uOyuLVnCG66U/NJJ3OTIM57pgul5yIQE7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\n2JYIDVSIECFChNiWCA1UiBAhQoTYlvj/WLbgMhe8jFYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca2d55ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"cmap= plt.get_cmap('ocean', 17)\n",
"cmap.set_under('gray')\n",
"\n",
"fig.add_subplot()\n",
"\n",
"ax0 = plt.subplot(2,2,1)\n",
"ax0.scatter(rsubset[:,1], rsubset[:,2], c=-df_s2r_snow + df_s2snow, cmap=cmap, lw=0, vmin=-1, vmax=8, s=10)\n",
"\n",
"ax0.scatter(is6holes[:,0], is6holes[:,1], c='r', lw=0, s=3)\n",
"\n",
"ax1 = plt.subplot(2,2,2)\n",
"\n",
"ax1.scatter(rsubset[:,1], rsubset[:,2], c=df_s2snow-df_meansnow, cmap=cmap, lw=0, vmin=0, vmax=5, s=10)\n",
"\n",
"ax1.scatter(is6holes[:,0], is6holes[:,1], c='r', lw=0, s=3)\n",
"\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 731,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 731,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(df_s2snow-df_meansnow)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Putting all the density plots together"
]
},
{
"cell_type": "code",
"execution_count": 857,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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L175PP/nkE3jnnSK6d/dPZtz6UrNFPtpXlGV+9BFMnw4XXmg2WxFRLbsg5fkt\nc9kyuP32Iu691zeRQPxsNnBnRURqiMhUYAFQpKpfJ8l2pIgUi8ibImJRDzFBFa69Frp29SfgyzDi\nxH/+A7fdZq0qRrD07u2WLznwwLA1CZfAhy6ragnQQkS2B8aJSBtVHZ+QZTJQ3+sqag+8DiRdQ7JL\nly40bNgQgFq1atG8eXMKvOkiS73E6u6Xku75QcuL8v64cbBmTQF9+hT4Kr+gIHN5/fr1o7i4eIO9\nhIWfNlt6zO8yTZQdRXlB7GdqY+PHw/TpRbiizR2bjUMdG4d9P+yhqKiIOXNg0KACvvzS3zq2lEzq\nk2zba1YnhROR24FVqnp/JXlmAger6uJyxy34K0L8/rubAG7ECOf1Rx0LsDX8QhXatHHTnXfuHNx1\nLMA2v1GF9u2hXTu3aGHUCdpeA+0GEpGdRKSmt70VcBxQXC5PnYTtw3AOVBlHJSjKe/5RkxeETL/k\n3XWXe4kOPzy6OuYa+WRfUZb57ruwcKEbruyHvFwmamWXDXl+yRw9GubMgSuvjK6O2STobqDdgCEi\nIjjHaKiqvici3QBV1aeAjiJyKbAW+AM4K2CdjAz59ls3g+KXX4atiWFkF1U3zfkdd8CmNv+3ERB/\n/uniAZ94AjbbLGxtooGtDWRUi7g1TZZi3UCGH4wYAT17wpQpwU8CZ91A+Uvv3jB5srO3uBDreVaM\n3GP0aJg9G664ImxNDCO7rF3r5lR56CGbrdYIjrlz4cEH3YSDxkbyerr9fOn79EveypVu8rf+/csO\n14ySjrlMrttX1GU+8wzssUfyibnMZpMTlbLLprxMZV5zjfsY3HNPf+RVRNxs1lpWjJTp2RNatoTj\njgtbE8PILsuXuwXk3nzTVlY2gmPUKPjiCxg2LGxNokdKMSsisg2wB6DAT6q6MmjFkuhg/akhMm2a\nc1K++ALq1Kk6f9SwmBUjE+64A77/Prv/RCxmJb9YscKt/zNoEBxzTNjaVJ+g7bVCZ0VEtgUuAc4G\ndgQW4abFrwP8CjwPPK2qK4JSrpw+9iKFxPr10KqVm1b84ovD1iY9zFkx0mXBAvdP5LPPyjbNB405\nK/lF9+7w668wZEjYmqRHmPOsjAR+B05S1UaqeqSqHqGqewJ/B1bgZpuNLbne9+mXvCefdMM0L7zQ\nP5mVEbe+1GyRq/YVdZk9e0KXLpU7KmazyQm77MKQl47MqVPhuefgvvv8kZcKcbPZCmNWVLVtJWkL\ngae9n5FbzIoYAAAgAElEQVTD/Pwz9OgBRUVQI6/DsY185Isv4NVX3YKFhhEE69fDJZdAnz6w885h\naxNdUo1ZOQBoSIJzo6pZHQFuTZThcMYZ0KSJm7E2zlg3kFFdVKFtWzj9dLj88uxf37qB8oP+/d18\nKoWF8Q7eDn2eFREZCBwAfAWUeIcViNF0NUZ1mD1zJoNvv50F0+bx46x63HVnLyCLnfWGESIb7L94\nHst/qscJT5r9G/5SamMrf5zHmCn1eOjNXoiYjVWKqlb6A76uKk82fk5VfyksLIy0vCBkViVv1owZ\n2r1RI13hPix1BWj3Ro101owZkdExHTz7ibXN5oJ9RV1mOvYflI7Zttk41LFByMy2jlGoY4OQGbS9\nphKF8ImINAvGVTKixuDbb6fnjz+yjbe/DdDzxx8ZfPvtYaplGFnB7N8IGrOx9KgyZkVECoBRwHxg\nNW74sqrqAYFrV1YP5Y5sXjE/+dtg+GDWX4+3bggTu2RXF1+5g6z2/4PZbByJlP3fkV2bNXvNDpGy\nMT+5I1h7TWUG22eAc4Ev2BizEgraw4K/guaWL85l5axhG7x+gJXAsa068UGP58JSK2PkjnAi18xm\n40XP76Nj/2HYrNlr8NzxXXRszE+CttdUuoF+UdVRqjpTVWeX/gLVKkvk4nj9TOVNX9eLy2o2onSK\n4pVAj0aN6NKrV9oyq0vcxv9ni1ywr6jL3Ou4XnTZtHr2X5m8fCcO9pBtHTfbpxcXbhFuHRuUzCBJ\npWVlqog8D4zGdQMB2R+6bATPa6/Bl1/tyeiP3uG+u2+n5OefqVG3Llf26kWDbE7daRgh8Mcf0LPX\nntz21Dvc957Zv+E/M2ZAv/578sKod7jvWbOx6pBKzMqgJIdVVbsGo1KFemhVuhrp8/PP0KIFvP46\nHHlk2Nr4j82zYlTFbbfBd9/B8OFha+KweVZyi3Xr4Kij3NxV114btjb+E9raQFHDXqTgKCmBE05w\n6//06BG2NsFgzopRGdOnu38k06ZB3bpha+MwZyW36NkTJk6Et9/OzdnAQ1sbSER6iEiF6+uKyK4i\nckcgWmWJuPd9+iWvf3+34uett/onMxPi1peaLeJqX1GXqQr/+pdz1NN1VMxmkxMHe8iGjh9/DI89\n5hYpTMdRicNzDJrKYlY+A14Ukc2AKbihywLsChwM/AlUsOySERc+/xx694ZJk9xihYaRbwweDKtW\nwaWXhq2JkYssXw7nngtPPBGdVrs4kkrMyu5AK6CBd2g28KGq/hSwbuX1sCZKn/nzTzj0ULj+ejj/\n/LC1CRbrBjKSsWABHHggjB0LBx0UtjZlsW6g3KBrV9ea8swzYWsSLLGOWRGRLYAJwObeb6Sq3pIk\nX3+gPW4UVxdVLU6Sx14kn7n6apg/H156Kd4LaKWCOStGeVTdIoX77AN33x22Nn/FnJX488orcPPN\nMHUqbLtt2NoES2gxK36gqquBo1W1BW4xxGNEpFViHhFpDzRS1cZAN+CJIHVKJI59n37JGznS/Z54\nompH5Z577mHfffflgAMOoFOnTqxZs4Zp06bRsmVLDjzwQFq1asWKFSvK5G/cuDFNmzZl3LhxSWUu\nWbKEdu3a0aRJE44//niWLVv2Fx2NssTJvuIgc/hw+OYb+M9/qs7/0EMPsf/++7P//vvTv39/oKwN\nH3rooRtseO3atXTt2pUDDjiAFi1aMH78+KQyb7zxRpo2bUrz5s05/fTT+f333327v6gQB3sISscZ\nM+Cyy2DYsNQclcrq2UaNGnHKKadUu56tzMbiVs8GHpOsqqu8zS286y0pl+UU4Fkv7ySgZmWBvUbm\nzJwJF18ML74ItWtXnnf27Nk8/fTTTJ06lc8//5x169bxwgsvcPHFF9O3b1+mTZtG69at6du3LwBf\nf/01w4cPZ/r06YwdO5bLLruMZF9rffr04dhjj+Xbb7/lmGOO4Z577gniVg0jKUuWuJbFQYNgyy0r\nz/vVV18xYMAAPvvsM4qLi3njjTf48ccfy9jwQQcdtMGGn376aUSEzz//nHHjxtG9e/ekctu1a8dX\nX31FcXExjRs3tncgh1izBs480w1aOOywqvNXVc8OGDCA0047rdr1bE7ZWFUrHQKtUjlWyfk1gKnA\n70DfJOmjgZYJ++8CByXJp0bmrF6teuihqvffn1r+xYsXa5MmTXTx4sW6du1aPemkk/Sdd97RWrVq\nbcgzd+5cbdasmaqq3nPPPdqnT58NaSeccIJ+/PHHf5HbpEkTXbBggaqqzp8/X5s0aZLBXVUNObDq\nsuEfZ5yhesMNqeV9+eWX9aKLLtqw36tXL+3bt6/us88+ZWx4n332UVXVyy+/XJ977rkN+du2bauf\nfvpppdd47bXX9Nxzzy1zLNs2a/bqH1deqXraaaolJanlD6qeTSSZjflJ0PaaSsvKwykeq8gZKlHX\nDbQ7cJSItEn1XMN/broJdtst9UmJdthhB7p37079+vWpV68eNWvW5Nhjj2Xfffdl1KhRAAwfPpyf\nfnLx1vPmzWOPPfbYcH69evWYN2/eX+QuWrSIOnVcA9quu+7KokWLMrwzw0iNV15xo+B69kwt/377\n7ccHH3zAkiVLWLVqFWPGjGHu3LksXLiwjA0vXLgQgAMPPJBRo0axfv16Zs6cyeTJk5k7d26l1xg4\ncCDt27fP6L6MaPDqq/DGGzBwYOqxgEHVs4nE3cYqHKwqIkcCLYGdReS6hKTtgU2qeyFV/V1E3gQO\nARI7cecBeyTs7+4d+wtdunShYcOGANSqVYvmzZtTUFAAbOx/q85+cXEx11xzTdrnBy2vlIKCAl/k\nffABvPACfP11AePHp3Z+/fr1efDBBxk2bBjbbLMNjzzyCM8//zzdunWjV69e9OrVi/333x8RKaNz\n+f7Q8vLXrVtHUVHRhv3169dv2C9/7+ncb79+/SguLt5gL2Hhp83269cvY5svv59v78DixXDllQXc\nemsRkyaR8vk33XQTRxxxBFtttRWtWrVik002KWPDRUVFG2y4a9euTJ8+naZNm1KnTp0N+SuS/+GH\nH7LZZpuxaNGiMvYSBlGvY0vxyx78ljdvHlx7bQF33llEcTEpnz9jxgx69+7NsGHDOPHEE+nYsSO3\n3XYb3bp149FHH+XGG2+kZcuWSIL38/XXX5epQ7/88ktq166dVH7v3r1ZunQpdRPGTmdan2S9jq2o\nyQVoA/TAza/SI+F3HdA4lWYbYCegpre9FW5kUNtyeToAb3rbRwAfVyDL3zYrVS0sLIy0PD9lzpih\nuvPOqo8+Wj15L730Upkm8GeffVYvv/zyMnmGDh2qhx9+uKr+tXny+OOPT9o8WVETumowz5Ec6AaK\nsn0FJc9PmSUlqh06qN58c2Yyb7nlFn388cfL2PCrr75axoYTadmypU6fPj1p2qBBg7Rly5b6559/\n/iUt2zYbhzo2CJl+yfvjD9WDDlLt37/6MquqZwsLC/W7776rdj2rWrGN+f0cg7bXygx3qPf3mrSF\nw/64CeWmAtOA673j3YBLEvI9Avzg5flLvIoG9CLlCytXqh54oGq/ftU/t7i4WPfbbz/9448/tKSk\nRM8//3x95JFHdNGiRaqqun79eu3cubMOGjRIVVW/+uorbd68ua5evVpnzJihjRo10pIkHbc33njj\nhpetT58+etNNN6V9f6mQC86KkRmPPaZ68MEubqu6lNr77NmztWnTprps2bIKbXjVqlW6cuVKVVUd\nN26ctmnTJqnMsWPHarNmzfTXX39Nmp4Lzkq+UFKi2rWri4VKNU4lkaDq2apszE/CdFa+Bup6DsQO\nQO3EX5BKVaCPX880rygpUf3nP1XPOy+9l0hVtW/fvtqsWTPdf//9tXPnzrpmzRp96KGHdO+999Ym\nTZrozTffXCb/3XffrY0aNdJ99tlH33777Q3HL7roIp08ebKqqv7222/atm1b3XvvvfW4447TJUuW\npH2PqWDOSn4zfbrqTjupfvNNeue3bt1a9913X23evPmGL9KKbHjWrFnapEkTbdasmR533HE6Z86c\nDXIS34H/+7//0/r162uLFi20RYsWeumll5a5pjkr8eGxx1T32091+fL0ZQRRz1ZlY34SprNyFTAd\nWA3MAGYm/GYEqVQF+vj1TDcQ1eZEP2Xef79rmly1yh95yYjDc8wFZyVfyy5TmatXu3fgiSf8k1me\nXLDZONSxQcjMVN4HH6jusovqDz/4J7M8cXiOQdtrhQG2qtof6C8ij6uqrZoRQ957D+691637s9VW\nYWtjGOHwn/9AvXpwySVha2LkGj/95OZTGTIEGjUKW5vcJuXp9kVkF2DD9EmqOicopSq4vqaqqwGz\nZsERR7jRP0cfHbY24WPT7ecnhYXQqRMUF8Muu4StTfWw6fajzerVcNRRcOqpbkr9fCf0tYFE5CTg\nAVz8yiLcgobTVXXfoJSqQA97kVJk5Upo3Ro6dwZv1GDeY85K/rFgARx8sFtV+bjjwtam+pizEl1U\n3Szgy5bB8OG5v7ZaKkRhbaC7cEOKv1PVPYG2wMdBKZRNys8FEjV56cgsKXFOygEHuOnEM5WXCnF4\njrlAvpZdOjLXr3ctKhdemNxRicN95wJRsQe/5T3wAHz6qVuuIZmjEgUdw5AZJKk4K2tV9TeghojU\nUNVC3MRuRgS55Rb49Vd46inz9o38pVcv57j36BG2JkauMXKkc1beeCP3V1KOEql0A70LnArcg5vk\nbRFwqKq2DF69MnpYE2UVDBgAffrAxx/DjjuGrU20sG6g/OHdd13r4uTJbmmJuGLdQNFjyhQ4/ngY\nMwYOPTRsbaJFFGJWtgH+wLXCdAJqAsO81pasYS9S5RQWwtlnw4QJ0KRJ2NpED3NW8oP5812cytCh\n0LZt2Npkhjkr0WLePDdo4cEHoWPHsLWJHqHGrIjIJsAb6hYjXKeqQ1S1f7YdlaDIlX7F775zjsqL\nL1btqMSh7zNufanZIl/LLlWZa9bAWWe5IcpVOSpxuO9cIFdsduVKOOkkuPzy1ByVONhX3Gy2UmdF\nVdcDJSJSM0v6GNVk0SI48UTo3duGKBv5zXXXQc2abl4Vw/CLdevgn/+EAw90q9Yb4ZBKN9BIoAXw\nDrCy9LiqXhWsan/Rw5ooy7FiBRQUOGcl1eXu8xXrBsptBg1y8VqffOIcllzAuoHCR9W11M2dC6NH\nw2abha1RdAnaXiucwTaBEd7PiBBr1sDpp0OLFnDHHWFrYxjh8ckn7ot3/PjccVSMaNCjh5tQsLDQ\nHJWwqXLosqoOAcYAY7yYlSHesdgT137FkhLo2hW22AIef7x6Q5Tj0PcZt77UbJGvZVeZzAULnNP+\n9NPQtKk/MtPBbDY5cbbZxx93M4C/+Wb1hyjHwb7iZrMVOiviuENEfgW+Bb4TkV9ExHqEQ+bf/4YZ\nM1xA7aaptI0ZRg6yZg2ccYab+O2UU8LWxsglRoxwc/W89Vb8lmnIVSqMWRGR64D2wCWqOtM7thfw\nOPCWqj6YNS2x/tRSHnjAfUVOnGhzqVQHi1nJLVThggvcdOevvgo1UpneMmZYzEo4TJjgWuveessN\ngzdSI7R5VkRkKnCcqv5a7vjOwDhVbRGUUhXok/cv0tNPw113uZepQYOwtYkX5qzkFnff7b5+x4+H\nbbYJW5tgMGcl+3zyiRuw8MILcOyxYWsTL8KcZ2Wz8o4KgKr+AuREqFGc+hWHDXOBtO++m5mjEoe+\nz7j1pWaLfC278jJfegmefBJGjUrfUYnDfecCcbLZzz93c6kMHJi5oxIH+4qbzVYW8bAmzTTDZ157\nDbp3d45K48Zha2MY4fG//8GVV7p3oW7dsLUxcoVvvoETToD+/Z3DYkSPyrqB1pMwr0piErClqma1\ndSVfmyjfesutczJ2rPWfZoJ1A8WfGTOgVSu3BlaHDmFrEzzWDZQdZs6Eo45yAbVduoStTXwJbZ4V\nVd0kqIsaqTF+vHNUXn/dHBUjv/ntNxdLcNtt+eGoGNnhp5/c0gw332yOStTJwRj61Ilyv+KECW5Y\n5r//XURLH9e3jkPfZ9z6UrNFvpbd2LFFnHiiG558+eX+yIzDfecCUbbZefPgmGOgXbsiLrvMF5Eb\niIN9xc1mA52lQ0R2B54F6gAlwNOq2r9cnjbASGCGd2iEqt4VpF5Rp6gIzjzTRaRvYu1bRh6zdq0L\nLG/WDO65J2xtjFxh7ly3llq3bnDooWFrY6RClWsDZSRcZFdgV1UtFpFtgcnAKar6TUKeNkB3VT25\nCll50Z/63ntu0azhw926P4Y/WMxK/CgpgfPPh6VLXZB5vk2AaDErwTB7tnNUrrjCLX5p+EMU1gZK\nG1VdACzwtleIyHSgHvBNuaxZ/ScSVcaNg3PPdZNctW4dtjaGER6qcP31Lvhx3Lj8c1SMYJg503X9\nXHstXJXVpXiNTMlazIqINASaA5OSJB8pIsUi8qaINMuWTlHqV3zrLeeovPZaWUclSjpmS2bc+lKz\nRT6VXZ8+zkkZNQo++cQfmYlE9b5zjSjZ7I8/utbq668v66hEScdsyQtKZpBk5XvF6wJ6BbhaVVeU\nS54M1FfVVSLSHngd2DsbekWFkSPh4ovd3yOPDFsbwwiXfv3c8OTx46F27bC1MXKB6dPh+OPh1ltd\nnIoRPwJ3VkRkU5yjMlRVR5ZPT3ReVHWsiDwmIrVVdXH5vF26dKFhw4YA1KpVi+bNm1PgBXaUeonV\n3S8l3fMzlTdrVgE33wy9ehWxejVAZtcPY7+goCBy8vr160dxcfEGewkLP2229JjfZZgoO2x5I0fC\n668XMH48fP99Ed9/bzabTeJQx1Z3f9ttC/j736FLlyKaNIFs1LFRtC+/65Ns22ugAbYAIvIs8Kuq\nJg1lEpE6qrrQ2z4MGK6qDZPky7ngrwcfdF+Rb78N++wTtja5jQXYRp+BA93In6Ii2GuvsLUJHwuw\nzZzCQjjrLHjmGTi50iEcRqaEuTZQxohIK6ATcIyITBWRKSJygoh0E5FLvGwdReRLb+HEfsBZQeqU\nSHnPP1vyVN3kVk8+CR98ULmjEpaOYcoMQsdcIJfLbtgwuP12N41+eUcll+871wmz7F5/3Tkqw4dX\n7qjkq33FzWaDHg30IVDpTCGq+ijwaJB6RImSEjdkbtIk56jsvHPYGhlGuAwf7oIe330X9s6raDUj\nKAYPdrPS2jIluUPg3UB+kQtNlH/+6eaNWLjQjXLYfvuwNcofrBsomjz3HNxwg+sKPeCAsLWJFtYN\nVH1U4d574ZFH3Ggy617PHrGeZ8XYyG+/wamnwm67uWHKW24ZtkaGES4DBsB//uMmQmyWtQkLjFxl\n3To3JHniRPjoI9h997A1MvzE1gbKgrzS1WKPOAJefLF6jko+9n3GrS81W+RS2T32GPTs6YJpq3JU\ncum+841sld3KlXDaafD99657vTqOSr7aV9xsNq+dlWzw6afwt7/BlVe65ska9sSNPOeBB+C++9w8\nKo0bh62NEXcWLHCTve20E4wZAzVrhq2REQQWsxIgo0bBhRe65m4bNhcuFrMSPqrQuzcMGQLvvw97\n7BG2RtHGYlaqZvp0OPFE6NLFjSYTW7glNCxmJYaoujlU7rvPefq2qqeR75SUwDXXuNaUCRNc7JZh\nZMI777glSvr2dQMXjNwmrzslguhXXL0aunaFZ5+Fjz/O3FHJx77PuPWlZou4lt2aNdCpE0yb5pyV\n6joqcb1vI5jnUlhYRP/+cN55bth7po5KvtpX3GzWWlZ8ZPFit/R43brw4YewzTZha2QY4bJ8Ofzj\nH7Dttm4U3FZbha2REWfWrHEt1nPnwv/+B3vuGbZGRrawmBWfmDrVDU3u2tX1nVogbbSwmJXs88sv\n0KEDtGjhRv9sap9G1cJiVsqyaBGcfjrsuCMMHQrbbRe2RkYisZ5uP194+WVo1w7uvx969DBHxTB+\n+MEN1z/hBLeshDkqRiZMmwaHHw5t2sCIEeao5CN5/W810z67devcNOE33OBmS9xpp8zkJSMf+z7j\n1peaLeJSdh984Ibrd+8OvXplPkIjLvdt/BU/nsvQoXDssXDPPXDXXTBhQuYyE8lX+4qbzdr3TprM\nnw9nnw1bbw2TJ7umyZiVvWH4zjvvwNNPu2n027ULWxsjzqxe7UaQvfeeG+q+//5ha2SEicWspMEH\nHzhH5ZJLLD4lLljMSrCoui7QoUPhjTdg333D1ij+5HPMypw50LGjm4tn0CBbRy0OWMxKhFB1s292\n7OgmerP4FMNwC3R26uS6Qj/+2BwVIzPGjYPDDoMzz4RXXjFHxXDk9b/a6vTZLV0KZ5wBzz8Pkya5\nwMFM5KVKPvZ9xq0vNVtEsex++gmOOgrWr4fCQpg+PTN5yYjifQctL1eoznNZv96tF3XBBfDSSy4e\nMFm8UxzKLh91DJq8dlZS5X//c8Mvd93VrejZsGHYGhlG+Eyc6L6ATz/dLdBpc6gY6fLTT9C2rZvd\n+NNP3agfw0jEYlYqYf16+O9/4aGH4Kmn4JRTsnp5w0csZsU/VOHxx91X8JAhyVsZjczJl5iVUaNc\n/N9VV8FNN8Emm2RdBcMHbG2gkPj5Z+jc2c2Y+NlntuiaYYAboXH55S425cMP4f/+L2yNjLjy559w\n443OWRkxAlq2DFsjI8rkdTdQRX12Y8bAwQdD69bVWx02Dv2K+apjLhB22c2e7Zrnly51zkoyRyVs\nHcOSaTabnIqeyzffwBFHuI/CqVOr56jEoezyUcegyWtnpTwrV8Jll8G//uUCvHr0sJk3DQPccOTS\n+JSXX3Zr/RhGdSkpgUcecZMGXnqps6UddghbKyMOWMyKx0cfudU7jzwS+veHWrUCu5QRAhazkh5r\n18Ittzjn/cUXrak+m+RazMrcuW6kz4oVblX6vfcO7FJGCMR6nhUR2V1E3heRr0TkCxG5qoJ8/UXk\nexEpFpHmQepUnjVrXGX8j3+4YNpnnzVHxTDA/XMpKICvv65+U71hlKLqJgs8+GC3Kv3EieaoGNUn\n6G6gdcB1qrovcCRwuYjsk5hBRNoDjVS1MdANeCJgnTYwYEARhx0GX33lFsr6xz8ykxeHfsV81TEX\nyGbZvfkmHHoonHwyjB7tlpPIRF4mxEGm2WxyXn+9iI4doW9fePttuPXWzLvW41B2+ahj0AQakaGq\nC4AF3vYKEZkO1AO+Sch2CvCsl2eSiNQUkTqqujAovdaudS9P375uWPL552e+2Jph5AKrVrmFOd94\nw80e+re/ha2REUdU4dVXoVs3uPBCGDYMttwybK2MOJO1mBURaQgUAfup6oqE46OBe1T1I2//XeBG\nVZ1S7nxf+lM/+8y9PHXrwhNPQIMGGYs0YoDFrFTN1Klu2vwWLeDRR607NGziGrPy889uePs338Az\nz0CrVj4oZ0SenJhnRUS2BV4Brk50VKpLly5daOhNH1urVi2aN29OQUEBsLFJq6L9t94qYvBgKCws\n4P77oV69ImbOhAYNUjvf9uO1369fP4qLizfYS1hkYrPZ2j/qqALuuw/uvruIK66Au+6Kln75sh8F\nm83EXgsLixgzBoYMKaBbN7j00iLWrgVI7Xzbj9d+1u1VVQP94Ryit3COSrL0J4CzEva/Aeokyafp\n8v77qo0aqZ59turChRuPFxYWpi0zGX7LC0Jmvuro2U/g9q4+2WwygnguL71UqEcfrdq6teqsWZnL\ni4N9BSEzF2w2E3v94QfVY45RPeQQ1WnTNh7P17LLRx2DttdszLMyEPhaVR+qIH0U0BlARI4AlqpP\n8SpLlrhpnDt3hgcfhBdegF128UOyYcQbVbdy+MUXw3HHuUUIrUvUqC5r18J998Hhh0OHDm4dtQMO\nCFsrIxcJNGZFRFoBE4AvAPV+twANcF7YU16+R4ATgJXABVouXsXLo6nqquqGIP/733DaaXDPPVCz\npi+3ZMQUi1nZyJw5zkn57TcYNAj23z9sjYxkRD1mZeJEN4lmnTou/q9RowCVMyJP0Paac5PCffGF\ne4FWr4bHHoNDDsmCckbkMWfFOfFPP+2Gj153nRv1YzM0R5eoOiuLFrkFB995Bx54AM44w0ZTGjGf\nFC6bLF8O3bu7ZcY7dXLNkVU5KqUBQ37ht7wgZOarjrlAJs9l9mxo186Nzigqgptvdo5KHMouDjLz\nwWbXr3erbe+3H9SuDdOnw5lnVu6o5GvZ5aOOQRN7Z0UVhg+HZs1cjMpXX7m1fWyZccOAdetcvNbB\nB8Oxx7plJfbdN2ytjLjx2Wdu4cHnn4f33oP774fttgtbKyOfiHU30NSpcO21zkl57DEbz29UTD52\nA33yiZuUa8cd3Rdx48ahqWKkQRS6gebPd92GY8dCnz5usIJ1+RjJsG6gJCxY4CZ2a98ezjkHpkwx\nR8UwSlm2DK64Ak45Ba6/3sUWmKNiVIc//oDevV3w9S67wLff2kzfRrjEyln58083sme//WCnndwL\ndMkl6Xf55GO/Yr7qmAtU9VwSu0TXrHFdop06ZTemIA72FYTMXLFZVbfCdtOmruX6k09ci8r226cn\nL1/LLh91DJpYjQVo2tRNBT5pkg2TM4xEpk+Ha66BefOcw2ItjUY6tG4NK1fC4MFuxW3DiAqxill5\n/33l6KPD1sSII7kas7J0KfTsCc8952ILLr8cNtss0EsaWSKMmJVnnlG6dLEBCkb1sXlWPMIOVjTi\nTa45K+vXw8CBcPvtcPLJLr5g550DuZQRElEIsDWMVLEA2wDJx37FfNUxFyh9Lh9+CIceCkOGwJgx\n8NRT6TsqcSi7OMg0m01OvpZdPuoYNLGKWTGMfGbePDcJ1//+B337wtln2+gMwzDyA+sGMvKCOHcD\nLVoEvXq5hTi7d4err4att/ZBQSPSWDeQESesG8gw8pSVK+Guu9xQ5Bo13Iifm282R8UwjPwjr52V\nfOxXzFcd48S6dW7Bwb33hi+/dEP1H3oIvvqqyPdrxaHs4iAz3222IvK17PJRx6CxmBXDiAjr17sJ\nuUfz3TsAAAyNSURBVHr2hLp14fXXXSCtYRhGvmMxK0ZeEOWYlZISePVVuOMOqFnTxaccc4wFz+Y7\nFrNixImg7dVaVgwjJFRh5Ejo0QM239ytZHv88eakGIZhlMdiViIsLwiZ+apjlFCFN990XTw9e7og\n2k8+gRNOyO46PkHIjIOOQcjMdZtNl3wtu3zUMWisZcUwssT69TBiBNx9t9vu0QNOO82N9DEMwzAq\nxmJWjLwgzJiVNWtg2DC3em3t2m4NnxNPtO4eo3IsZsWIExazYhgx5uGH4d57YZ994MknoU0bc1IM\nwzCqS6AN0CIyQEQWisjnFaS3EZGlIjLF+90WpD7lycd+xXzVMSwKC91In3HjoKAgM0clX8suDjJz\nyWb9JF/LLh91DJqge8sHAcdXkWeCqh7k/e4KWJ8yFBcXR1peEDLzVcewGDHCv7lS8rXs4iAzl2zW\nT/K17PJRx6AJ1FlR1YnAkiqyhdYovnTp0kjLC0JmvuqYC+Rr2cVBptlscvK17PJRx6CJwjiEI0Wk\nWETeFJFmYStjGIZhGEa0CDvAdjJQX1VXiUh74HVg72xdfNasWZGWF4TMfNUxF8jXsouDTLPZ5ORr\n2eWjjkET+NBlEWkAjFbVA1LIOxM4WFUXJ0mzMXVGRoQxdDmb1zNyj2wPXc7WtYzcJO5Dl4UK4lJE\npI6qLvS2D8M5T39xVCD7/2gMI1PMZo04YfZqRJlAnRUReR4oAHYUkTlAD2BzQFX1KaCjiFwKrAX+\nAM4KUh/DMAzDMOJHbGawNQzDMAwjT1HVSPyAm4GvgM+BYbgWmB2AccC3wNtAzXL5vwemA+1SlLkF\n0Nc7pxh4Fdg+VZnJdExI6w6UALUz1HFz7/iV3nlfAH0y0RE4DPgEmOr9PaSaOl7t6fEFcJV3LNOy\nSSYzk7L5i7xMyybbNuu3vZrN+mezfttrGDbrt73GxWb9ttcgbNZvew3CZrNtr3+5fqYC/PgBDYAZ\nCUb0EnA+8F/gRu/YTaUGBTTzDGJToCHwA14rURUyOwPHAjW8Y32Ae1KRWZE8b3t34C1gZmlhAU0z\n0LHAM9JNveM7pSKzkudYWGosQHugsBrPcV/cC7kFsImnV6MMyyaZzL0yKJvy8t4B9sqkbLJts5XY\nQlrPxGzWP5utQF7a9hqGzVbynCNTxwZhs5XoWEAa9hqEzSaxBatjk/yiMM8KwO/AGmAbEdkU2AqY\nB5wCDPHyDAFO9bZPBl5U1XWqOgvnvR1WhcytgZ9V9V1VLfHyfIx70KnITCrPS3sQuKHc9U9JV0fg\nUpxhrgNQ1V9TlJlM3jxgPlDLy1PLO5bqc2wKTFLV1aq6HpgA/MM7N92ySSozg7IpL2+8pyOkXzZV\n4bfN+m2vFcr00sxmUy8bv+01mcygbTYOdWyFMr20dJ6L3/ZakcxMbNbq2BSIhLOiqkuA+4E5uAJe\npqrvAhtGC6nqAmAX75R6wNwEEfO8Y5XJXOrJTKQrMCYVmRXJE5FTgLmq+kU52ZnouDdwlIh8LCKF\nInJwJjoC/wbu94Kc++Ka51LSEfgSaC0iO4jI1kAHYA8yKJtKZCaSctlUJE9ETgZ+SqdsqsJvm/Xb\nXiuTaTZbbZv1214rlBmUzcahjq1MZro267e9ViEzXZu1OjYFIuGsiMhewLW45rW6OI+1E6Dlspbf\nr47MbUXknIT0W4G1qvpCBjqehzPIHqnqlYLMTrimsx1U9QjgRuDlDOUNAK5U1fpe+sBUdVTVb3DN\nke/gDHsqsD5ZVr9kVrdsKpC3JXAL8J9U9aoOftus3/ZaiY5mswlZ/ZCXTtlk22bjUMdWomfaNuu3\nvVYhMy2btTo2NSLhrACHAB+q6mKviek1oCWwUETqAIjIrsAiL/88ynqJu7Oxya0imSM8mYhIF5xn\neE5C/qpkJtPxAlx/3DRvQrvdgSkisot3bv1q6lh633M9fVHVT4H1IrJjCjIrkneYqr7uyXsFKF1a\nL5XniKoOUtVDVLUAWIoL+MqkbJLJ/M6T1YXql00yeV+SWdlUhd8267e9VqSj2SzVt1m/7bUCmUHa\nbBzq2Ir0zMRm/bbXymSmbbNWx6aAZhDw4tcPOBAXYbwlbgK5wcDlOE/uJq04wGhzYE+SBxhVJPME\nXBT3juXyVyqzInnlZMzEeeuZ6ngJ0NPLszcwOxMdccsatPHytAU+TVVHL9/O3t/6wNfA9pmUTSUy\n0yqbiuRlUjbZttlK5GXyTMxmfbLZCuSlXTbZttlKnnNk6tggbLYSHdOy16BstgL7yus69i/3k8nJ\nfv5wATqlQ8GGAJsBtYF3cV7mOKBWQv6bvQdQ2dCtRJmDPZnfA7OBKd7vsVRlJtOxXPoM/jp0qzo6\nlt73ZsBQ74X4rPQFSFdH3JfAJM94/ge0qKaOE3Be9FSgwDuWadkkk5lJ2fxFXqZlk22b9dtezWb9\ns1m/7TUMm/XbXuNis37baxA267e9BmGz2bbX8j+bFM4wDMMwjEgTlZgVwzAMwzCMpJizYhiGYRhG\npDFnxTAMwzCMSGPOimEYhmEYkcacFcMwDMMwIo05K4ZhGIZhRJq8dlZEZHkAMmeKSG0f5R0sIv28\n7TYicmQaMi4XkfO97UIROaia5+8qIm+ncd0CEVkuIk+VO15fRCaLyBQR+VJErk5IGy4iDat7rXzA\n7DXl881eI4LZbMrnm81WQV47K1RjrYWwZKrqZFW9xtstwJvOuppcBDyXgRon4JYATxkR2Q94BDgc\n2E5EEteP+Bk4QlUPwq3Eea2IlK7++RRwXQa65jJmr6lh9hodzGZTw2y2KjKdVS7OP+D3hO2bcLMR\nTgXu9o7tBYwFPsUtib13Ehm1gbdxMyE+jZtyuLaX1gk3o+EU4HHYMAnfcuAuoBj4iI3TGJ/hyZkK\nFHnH2gCjcYtmzcetaTEF+BtuxsBNvHzbJe4n6NcKeD5hvxA4CDdN9CDgTu/4hbiZEj/GGfPDCee8\nCOzj6VIEvI6bmbAPcC7wCTAN2NPLXxc3g2Mjb78G7kXukuT57Yhbs6L0mW0K/BC2bUTxZ/Zq9hq3\nn9ms2axvthS2AqHevPciAe2BicAW3n4t7++7CcZwGPBeEhkPAbd52x1wK1vW9gxvVIKhPwqc622X\nAB287f8Ct3jbnwO7edvbe3/bAKO87R7AdQnXHgCc7G1fDNybRL+byp1TiPPEnwdu9o7thqsAagKb\n4KZV7u+l1QCmJOiyGLdU+ea4hanu8NKuAh6oxrPf3Xv5VgKXlUsrAvYJ2z6i9jN7NXuN289s1mzW\nr1++dwOV0hYYpKqrAVR1qYhsg2sOfFlEpgJPAnWSnHsUXvOfqo4BliTIPAj41Dv/GNyCTgBrvLzg\nFr9q6G1PBIaIyEU477cqBuBWJMX7OyhJntKvhUSeBL5Q1Xu8/cNwXxnL1K0imrhc+uG4L5dSPlXV\nRaq6Buf5l/azfpFwH1Wiqj+p6oFAI+AaEWmUkDy/OrLyELNXs9e4YTZrNpsRqRRWvlIDWKKuz68y\ntNy+JPwdoqq3JjlnTcL2erxyUNXLRORQ4O/A5KqCtFT1IxFpKCJtgBqq+nUFWaXc/ofA0SLyQGnl\nkSRPKe0p25e6OmG7JGG/hDTsSVUXiMgHQHPgxwRdyj9Xo3LMXh1mr/HBbNZhNpsC+d6yUmo87wAX\niMhWACKyg6ouB2aKSMcNmUUOSCJjAq7fFBFpD9Tyjr8HdBSRnUtlisge5a5bVhmRvVT1U1XtASwC\n9iiXZTlume9EhuKaGwdWcI+zgV3LHRuA6yceLiI1cP3FR4lITRHZFDg9IW9bXFOtb4hIPRHZ0tve\nAfd19UVClt08vY2ymL2avcYNs1mzWV/Id2dFAVT1bVzf52ciMgXo7qWfC1woIsUi8iVwchIZd+KM\n8AvgVGCOJ3M6cBswTkSm4Zb43i3xukm4V0Q+F5HPgQ9V9fNy6aOB07zhaK28Y8NwL++LFcicCBya\n5J4fxAWZDVXVn4G7cUFcH+D6VpeJyE7AH6q6sgLZ6XrmTYFJXtPte7hgu+8AvBe5nqp+k6bsXMbs\n1ew1bpjNms36QmnktBFTvK+Sk1T1/9u3Q5sKoiAKoHeCQEA/NACG0AMGTwvoL7EYOiBYiqAbFGIQ\nz+8PyRezcI4eMeKKuy+z9xszn0muuvt7Y+aiu7+q6izJW9aXwWVWqA+n3ntjj5skd939eHSY3ZFX\n9kZmZ3CzsmNV9Zz1f/7tkdGXrGfU142Zp6q6TnKe5KO730+y5O89ZF3X88fIK3sjs3N4WQEARvvv\nNysAwHDKCgAwmrICAIymrAAAoykrAMBoygoAMNoPLjyuIXDXQnEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4ca46521d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize = ([22/2.51, 8/2.51]), dpi=300)\n",
"\n",
"##sipex2 mean snow (0.27)\n",
"ax0 = fig.add_subplot(1,3,1)\n",
"\n",
"ax0.plot(d_table_m[:,0], mean_draft_m, label='Mean LiDAR-derived draft')\n",
"\n",
"ax0.plot(d_table_m[:,0], auv_mean, label='Mean AUV draft')\n",
"\n",
"#idx_m = np.argwhere(np.isclose(auv_mean,mean_draft_m, atol=0.003)).reshape(-1)\n",
"ax0.plot(densities[idx_m], mean_draft[idx_m], 'ro')\n",
"\n",
"ax0.text(densities[idx_m]+1, mean_draft[idx_m]-0.3, str(densities[idx_m]))\n",
"\n",
"ax0.text(-0.17, 0.99,'A', ha='center', va='center', transform=ax0.transAxes, fontsize=12, weight='bold')\n",
"\n",
"ax0.set_ylabel('Draft (m)')\n",
"ax0.set_xlabel('Ice density (kg/m^3)')\n",
"ax0.set_title('SIPEX-II mean snow depth', y=1.03)\n",
"ax0.grid()\n",
"ax0.set_ylim([1.5, 4.5])\n",
"\n",
"#SIPEX1 snow\n",
"\n",
"ax1 = fig.add_subplot(1,3,2)\n",
"\n",
"ax1.plot(d_table_s1[:,0], mean_draft_s1, label='Mean LiDAR-derived draft')\n",
"\n",
"ax1.plot(d_table_s1[:,0], auv_mean, label='Mean AUV draft')\n",
"\n",
"ax1.plot(densities[idx_s1], mean_draft_s1[idx_s1], 'ro')\n",
"\n",
"ax1.text(densities[idx_s1]+1, mean_draft_s1[idx_s1]-0.3, str(densities[idx_s1]))\n",
"\n",
"ax1.set_yticklabels([])\n",
"ax1.text(-0.09, 0.99,'B', ha='center', va='center', transform=ax1.transAxes, fontsize=12, weight='bold')\n",
"\n",
"ax1.set_xlabel('Ice density (kg/m^3)')\n",
"ax1.set_title('SIPEX snow model', y=1.03)\n",
"ax1.grid()\n",
"ax1.set_ylim([1.5, 4.5])\n",
"\n",
"#SIPEX-2 all EA, modified\n",
"\n",
"ax2 = fig.add_subplot(1,3,3)\n",
"\n",
"ax2.plot(d_table_ts[:,0], mean_draft_ts, label='Mean LiDAR-derived draft')\n",
"\n",
"ax2.plot(d_table_ts[:,0], auv_mean, label='Mean AUV draft')\n",
"\n",
"ax2.plot(densities[idx_ts], mean_draft_ts[idx_ts], 'ro')\n",
"\n",
"ax2.text(densities[idx_ts]+1, mean_draft_ts[idx_ts]-0.3, str(densities[idx_ts]))\n",
"\n",
"ax2.set_yticklabels([])\n",
"\n",
"ax2.text(-0.09, 0.99,'C', ha='center', va='center', transform=ax2.transAxes, fontsize=12, weight='bold')\n",
"\n",
"ax2.set_xlabel('Ice density (kg/m^3)')\n",
"ax2.set_title('SIPEX II modified snow model', y=1.03)\n",
"ax2.grid()\n",
"ax2.set_ylim([1.5, 4.5])\n",
"\n",
"fig.subplots_adjust(wspace=0.2)\n",
"\n",
"plt.savefig('ch5_density_finding_comparision.pdf', bbox_inches='tight')\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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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