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@adamsteer
Last active February 23, 2019 20:22
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Comparing LiDAR and AUV draft more objectively
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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav = np.genfromtxt('../PhD/python-phd/guy_auv/is6_50cm_auv_draft_sipexgrid.txt')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 179.71 , -57.282, nan, nan])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav[0]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([-56.783, -56.283, -55.784, -55.284, -54.785, -54.285, -53.786,\n",
" -53.286, -52.787])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav[1:10,1]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"min X: -168.48 max X: 194.32\n"
]
}
],
"source": [
"print('min X: {} max X: {}'.format(np.min(uav[:,0]), np.max(uav[:,0])))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"min Y: -57.282 max Y: 299.3\n"
]
}
],
"source": [
"print('min Y: {} max Y: {}'.format(np.min(uav[:,1]), np.max(uav[:,1])))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav = uav[:,0:3]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(478130, 3)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav.shape"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav_subset = uav[(uav[:,0] >= -150) & (uav[:,0] <= 130) & (uav[:,1] >= -30) & (uav[:,1] <= 275) ]\n",
"uav_subset[:,0] = uav_subset[:,0] - min(uav_subset[:,0])\n",
"uav_subset[:,1] = uav_subset[:,1] - min(uav_subset[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(-50.0, 300.0, -50.0, 350.0)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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lKl4zDvEyS4QQ5CoyJT+CJ3mNakkQ4gQh8EOIBbyPaNNzONnCnV9D6PTYN4CXLBQMLGQi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purS2PHCBWw7UJB9VILOk0pQu56cB0W4hkzjYTTTpS6WfSggbMOhIv3q5VvHh4rvcpjrL676i+j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\nwxW74zhOxvh/rsjqunAN/8cAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1110c45f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(uav_subset[:,0], uav_subset[:,1], c=uav_subset[:,2], lw=0)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lidar= np.genfromtxt('../PhD/is6_f11/python_zi/is6_f11_pass1_aa522816_523019_c_zi.xyz', skip_header=1)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 5.22817543e+05, 1.36176000e+02, -5.96442800e+03, ...,\n",
" 1.35350000e-01, 0.00000000e+00, 7.29600000e-02],\n",
" [ 5.22817543e+05, 1.37025000e+02, -5.96429600e+03, ...,\n",
" 1.35350000e-01, 0.00000000e+00, 7.29600000e-02],\n",
" [ 5.22817543e+05, 1.37976000e+02, -5.96416000e+03, ...,\n",
" 1.36540000e-01, 0.00000000e+00, 7.36000000e-02],\n",
" ..., \n",
" [ 5.22988891e+05, -1.69626000e+02, 2.48191100e+03, ...,\n",
" 1.97090000e-01, 3.81340000e-01, 1.06240000e-01],\n",
" [ 5.22988891e+05, -1.68276000e+02, 2.48206800e+03, ...,\n",
" 1.94710000e-01, 3.85490000e-01, 1.04960000e-01],\n",
" [ 5.22988921e+05, -1.84863000e+02, 2.48205900e+03, ...,\n",
" 2.11330000e-01, 4.99390000e-01, 1.13920000e-01]])"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lidar"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"2482.1790000000001"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.max(lidar[:,2])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 5.22939098e+05, 2.79938000e+02, 6.70000000e-02, ...,\n",
" 1.55530000e-01, 8.26310000e-01, 8.38400000e-02],\n",
" [ 5.22939128e+05, 2.70277000e+02, 1.08000000e-01, ...,\n",
" 1.47220000e-01, 8.46410000e-01, 7.93600000e-02],\n",
" [ 5.22939128e+05, 2.71409000e+02, 2.34000000e-01, ...,\n",
" 1.48410000e-01, 8.80130000e-01, 8.00000000e-02],\n",
" ..., \n",
" [ 5.22945798e+05, 1.00470000e+01, 3.04659000e+02, ...,\n",
" 1.57910000e-01, 6.07960000e-01, 8.51200000e-02],\n",
" [ 5.22945798e+05, 1.12730000e+01, 3.04854000e+02, ...,\n",
" 1.56720000e-01, 6.20960000e-01, 8.44800000e-02],\n",
" [ 5.22945828e+05, 3.12000000e-01, 3.04939000e+02, ...,\n",
" 1.67400000e-01, 6.15490000e-01, 9.02400000e-02]])"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lidar_subset = lidar[(lidar[:,1] >= -150) & (lidar[:,1] <= 130) & (lidar[:,2] >= -30) & (lidar[:,2] <= 275) ]\n",
"lidar_subset[:,1] = lidar_subset[:,1] - min(lidar_subset[:,1])\n",
"lidar_subset[:,2] = lidar_subset[:,2] - min(lidar_subset[:,2])\n",
"lidar_subset"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-50.0, 300.0, -50.0, 350.0)"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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1Dypa00pCSff08yNpvwqJSW5pAb/9FPzDl1HZNbYK2G9iK7VU7hJZBn1Bxakq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UL8yo+99x90zq0C/wQTQL0CfNR7f/ANDzKPb3m8bxVYrMjOl3QudSn8hP6gSZnVrcO08nAYCqZq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\nRkZGRp/h/wM5v/1GrdWEngAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1332d3198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(lidar_subset[:,1], lidar_subset[:,2], c=lidar_subset[:,3], lw=0)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from compute_zi_functions import compute_zi, compute_zs"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"d_snow = 305.67 #mean of all EA obs\n",
"sd_dsnow = 10\n",
"d_ice = 922.4 #empirically derived from matching with AUV draft\n",
"sd_dice = 10\n",
"d_water = 1028 #Hutchings2015\n",
"sd_dwater = 1\n",
"\n",
"#sipex2 snow model\n",
"s_i = ([0.701, -0.0012])\n",
"\n",
"zs, zs_uncert = compute_zs(lidar_subset[:,3], s_i, 0.1)\n",
"\n",
"zi, zi_uncert = compute_zi(lidar_subset[:,3], zs, d_ice, d_water, d_snow, 0.1,\n",
" zs_uncert, sd_dsnow, sd_dice, sd_dwater)\n",
"\n",
"lidar_draft =np.abs(lidar_subset[:,3] - (zs + zi))"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from scipy.interpolate import griddata"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"304.0"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grid_x = np.arange(np.floor(min(lidar_subset[:,1])),np.ceil(max(lidar_subset[:,1])), 1.0)\n",
"grid_y = np.arange(np.floor(min(lidar_subset[:,2])),np.ceil(max(lidar_subset[:,2])), 1.0)\n",
"\n",
"#grid_x = np.arange(0,np.ceil(max(lidar_subset[:,0]))-np.floor(min(lidar_subset[:,0])), 0.5)\n",
"#grid_y = np.arange(0,np.ceil(max(lidar_subset[:,1]))-np.floor(min(lidar_subset[:,1])), 0.5)\n",
"\n",
"xx, yy = np.meshgrid(grid_x, grid_y)\n",
"np.min(yy)\n",
"np.max(yy)"
]
},
{
"cell_type": "code",
"execution_count": 305,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from matplotlib.mlab import griddata as gd\n",
"\n",
"g_lidar = gd(lidar_subset[:,1], lidar_subset[:,2], lidar_draft, grid_x,grid_y, interp='linear')\n",
"g_elev = gd(lidar_subset[:,1], lidar_subset[:,2], lidar_subset[:,3], grid_x,grid_y, interp='linear')"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x1192bfda0>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Ohuvvk8iHIjluAqst2D1JmvCDUD5km7SptBa85JTWs4DlilTHWtX3rPDRAt6M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\nZ9EWbdFOpP1/PFQJdv46Q58AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11b0be2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(g_lidar)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"uav_subset = uav_subset[~np.isnan(uav_subset).any(1)]"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"338334"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(uav_subset[:,2])"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 5.2392, 5.3583, 5.2709, ..., 3.1457, 3.0108, 2.8692])"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uav_subset[:,2]"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"304.0"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.max(yy)"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"g_auv = griddata(uav_subset[:,0:2], uav_subset[:,2], (xx, yy), method='nearest')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A quick sanity check"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean AUV draft: 3.2808243624685005, mean liDAR draft: 3.7028028305809353\n"
]
}
],
"source": [
"print('mean AUV draft: {}, mean liDAR draft: {}'.format(np.mean(g_auv), np.mean(g_lidar)))"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"std AUV draft: 1.9975789329529452, std liDAR draft: 1.6279350418323866\n"
]
}
],
"source": [
"print('std AUV draft: {}, std liDAR draft: {}'.format(np.std(g_auv), np.std(g_lidar)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### OK, not quite matching but well within 1-sigma."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting the two grids for an eyeball comparison"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x130a93c50>"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7e7XVCG/V8Q5JZcNSEtRNIRfGY1kc6g/IokiA4MG4o8+P9+dimnHzZLGMSK5Y\nN6nsrPjdJJGpcLaId6Yj8FhMconZcraIRGGlGuHMXKzp3+WGZSaCcF8AqWIZBMAmrwOH+jn84HN1\nFc6ZuZhc2dMsDIFsEEo0I2ok7Q9YGb+NuBzL6BoTIbsZDpOhqRi9lBw9k8qjxEUEHRIFSifKqdlo\njaHfCgGbkKBYL5/qRuOOPv+qykpHo5m6xkSzNBM2SRSE+SJgM6PHZYUtfG0WmNcb13Smq/AUlFJM\nJnLoc9lUVnqqWG7JkFAqVLKEwGZk5VXzHX1+FDkef/fplO4KaDWwhMDAEBRFNUOGkLrHLJXCadU0\nr5ZsmUOZb/48VXgeC5kCFjIFPCY222oVI0PwVXESLFTlJFR4HhwvSPnWE4FhRW2NEscjXaxgd6e7\nrqKg3nFIxsHj27phZBm51FeJgWHQ7bTicTHB7MxcTLXCDdrMdQ2JyUQWY7EMKISbziPDXbAaWVFR\nr1Q3bNNqKIVACPVdS9GqZuHmY0A6D8xFgaEgwtkiKjwvyywfHhAMgc/DSVXIQzlW9ZKr93V7W/IU\nKBUXP1tKthRiAaAyAquxmwyaibdlrr4HaSlbxPHzs9jb7UWXwwKzgVUpu/JUKEm/pXP1N8G7BoJN\nG1g3Ao0WNpIHqlAREniVKJMhCSE1v5nbYsSA26bSHjl+fhY7gy5s9trxbNX2qqlQ4X7lMhtk3RlA\nEJw7fn62ZttfNq6pMfFZOIlhvwMEwNvTEewKuWWXe6uu8UeGu+QYddBmxr2bOvB5OImQ3YKJRBbP\nXppvuuxJwmEyqFa4SnYEnAjYzOgS9RIO9QXgMhvx4wv1B/ZNITcI0HSsrxFei7EpvQMJKbY5Gk3L\ng+eWTk9dkS9AcOEnC2X4rCZ8c/eg/LxSNKtQ4fDuTFR1A5XiqKPRtCqbelvAiZ1Bl1Ci2evDZ0tJ\nBO3mGre212JEtsyhxPE1r/W7bXJy7lK2oOocW4/9PT5cjqZrqgD0EHQQqKz4+PzlBYyIK169BKzl\nbHFV4QqK1kTBriVJ+QZMMJXIYchjx+fhlFwFM53MaVYdPLSlEydnIojkSnh1IlzT5MkqZvG3wkcL\ncbnxVtBuxlgsIyf9Nku1e70Rp2aj2NPpqRHNqkbQaCGyMdtm7RgYgoDNpFKwVRoDNiOLO/r8clsB\nQLhetW7255dTTen2XI5mQCB4Jz+Yj61bo7cvCtfUmBgJukAAvHB5AQd6/fgsnISJZVY1CbMMUVVu\nfBZOgiEdSxr+AAAgAElEQVRAj8uCjxYSONeiyBMgCOFU36gDNjP29/hkI+ONyTDsRgO8VhMopXh4\nuAtvTy3X7bEwEnJjwGPHmblYSyvX8VgGnQ6LynWeLlVQ4vi6BsUDWzrBEoLTs8KN/qaQG+OxjJy4\ndnYxgcvRNI4NhTS3E80V8d5sDBQU/2z/FjjNwv4lJU2JV6+E5eoJKTlLOk9DHrscXrIYGNl42dvt\nRYnjNWvTH9zSCSNDZPVKc9VKo8NhkY2JaK7U0Jh49cqSvCLOljnZo+AXf9N6bPE5VPLR0vU0mchi\ne8ClyuV44fICSqIuyBcZn9UE6YxciWdxdDCIC8spefxOJnJYzhZV3rrburwwsgxCdgsiuZJm6MBu\nYmuSiSUe3NKJFzXClPPpgtxhtNNhwf2bO0AhXGuAkPt0oNcn5xFpbePccrLlxOTRaLqhMQEIwmmS\nsbK/xyeHYSYTWWzyalcbpIplxPOldcnl+KJhYBjc0RfAy+NLNRVbgCB9nyiUVcbEejAazWB3pwcz\nqTxilxcw6LG3KzpErqkxUeR4/FjUlHh1Iiw3w6omU6rgk4UEPFZjTaknIAgMVbM94MSlSBpjseyq\ndCoCNpPmjTVgM6m8FUcHQ/hkUUhmJERQwHxoWD98MBZLYzaVR8huhtdiRL7C4cP5eMMugD86t+Lx\ncJuNODwQgMXIosJTRHJF3ZWcw2SAw2gAK1rykvHy+PYevDm5jKQYTsqWOSxntfMGOErBUYouhwWd\nDkHtcylTqHENP1InbGI3GXBkIIhTs1EEbWbZBWlgGPitJoSzRdiMrGwo7Qg4YTWweEcsNzwyWFtW\nG7SZ5TbkjZLQMiWhwZQyZ0JqAmcslhHOFlZVu58tc/hwIb4qHQICwTiN5UvgKIXTZJBDczdCmEOm\nwgHi+TexjKqds7LRHiDc3DmeIlvH2Jaa0GklxDpMBjhNhhpjXbpGJZQGdzhbkPU9mvXi+awm9Lls\nOCsazF6LsSnD/87+APJlDs9frnWZfxZO1nidKjzVrQ56aVxoQPf+GtqSV/eoqccLlxdwZDB4VTRn\n1gMTy+CRrV145cqSZphKakT4wOaONTc2UxLPl+C1mpAtczi3nFrVQvWLyDUtDa2ONevlG1R4Hgf7\n/DqGhLEmSQsQtNZPzUbx1x9P4PRsVHZLK8mVKzg9E9VUS9QTJ9JK8rmlszZB8NRMFKdmoqBVE8UW\nnxNHB0M4OhiCx2ICpa1n7yeLZZxUVAiU6sRujQyRV0HVx3lkMKjKdn9Pp1nNheU0Nnvt+P07tmGL\nz4mziwm8ObVck1n/WYMeBoIKp6/GPSjFuvtcNhwZCOLIQBAhu0VoMT4Y1DQkPg8nQYGmV/9TCf1e\nBolCGW/pqKVuJNL3O9Drw46As+l+Ftcd2QIgymA30nKQymPr/W6CsJh+suZWnfDUheW0ynsUy5fw\n3mwUb01FQCltaEjwFCpVRaWXYo9OGWaR42vCp0aWaOqetMLn6xTqauRxU0IBXeXY65k7+wN1jaZ3\npiPIliqwmwyrrlxTcrV6tdxoXFez18mZqCzNe7tiEHjEfvNa2I1Cm3CLgZETmSgV2gNLuvGRXAk7\ngi5VDTwAFCo85tJ5UA2lCa3S0UdbSFjcFnBiIbMyyVR4Hj88N4PRaFqUYc1gOVfEI1u7cKg/gCd3\n9uKOPj/0puLHq3TolaukTod6gChPVbxQVk12T4304amRPlgNLBgiJHApS5s4nuK92SievjCHH5+f\nxdMX5nB0MIhv79uCXpcVZY5XfS8lylCFgRGSU6vLpqrzHqTvYjOyDWV4DQyRV2g3hdwwsQwODwTx\n5M7ehpPmSMiNJ3f24smdvTU9SgD19abHPUPa4jmrQfqNOJ6iy2lFh8Mi/6ZrEVG7JrhtgM2MdKmC\nDxfidXVbIrkSWIbAYzGqrg2WEPkRsJnquvaHvHbNm8dyroixWAbHz8/i+PlZvDYRxkwqD4fJoOoY\nLO1Pi3iV90FpHGl9psLTmlCNgWFwsM8Ph8kgf6d6aN3AlZobWp9nCcEdoqT2w4pmVM1sW4+Hh7vW\ndQV/tbAYWDhN+iWa2TKHF8YWYWIZ3Rw4Lb6yvfnOttcSQshfEUKWCCGfKp7bTQg5RQj5mBByhhCy\nd6OP45oaE6PRtGrlbhK7M2opKepxSPRKfGVbDwI2M8wsg08WE3jm4kpi4LGhIAoVDqmqJkKvXgmj\n02HR1VdvNWFTic9qwtd29MqKdlfiWQz7HChzPJ6+MCcrI0quTEDIZO7QuNkCwHi8tmJgrEpIRbK6\nq1dFj2sMip1Bl9yr44EtKwI/U8ksbu/147FtXTjY58dXdwjntc9tw6VoGk9fnGuo/bHF58DXdvTi\nazt68cjWLgz7HPJDahntt5rkwX+g14+H64SGACFJdC1ldEoO9PprDMurTZ/LhgpP5RWosmHSjdI1\nVIubQu6G3okr8Qy2B1yqzo9f3dEjPxrlviQL5ZoqonooxZWksfHYti74NQySREFoAFWocEgWSqpr\n7m4NY9JuZHU9JQ9u6ZS/06Y64navT9YXKasubw3YTJpjWouXryyti0DW9c6+Hh++sq0bAZvwm27x\nOeR+SADQJy4gqj0TRkbo63MdiKOuhe8CeKDquT8D8MeU0j0A/hjAf9rog7imxkRHVYy6wvP4eDGu\napxVD0nVbHeHBy+OLeBvP53Cs6PzmvLbuTKHqGLV8Z7Y6Gk+XcDZxSROjC3iRFVSllKeerPX3lLV\nRDVb/U7s6RKSDe/ZpN+Zb0+XRy6pU/J5uDYud1aRAOk2G+W8iXr5F9lSBS+OLeCjhTg+VlTMbPba\nYWYZbBINOamcEhA8By+OLTR07zlNBjywuRN7FKVuFgOLPV1e+eEyG/HA5k4c6g+0JHIjTdgEzWsH\n1GNP10oFy32bOjQ9JtVInRKruRgRvE31kK4vSZFTyiqfSubw0vjiqhvNXVOqfge7kcWA26Z501Xy\n8UICY7GMrPR5c5VHql5l0Uvji3h7ehm5MievzOuxp6rsUlJpFRL4/Kp+IoCgqpivcMiVOblS4IHN\nnXDrrNhzZa4p408rRNss1XkW3U5rSyXU3nVOQrxeYRkiz1kljsfhgSDu29SB+zZ1YG+34HnsddlU\n3t97NnXglk5PQ4l8JdFcqSbEG8+X1rT4XAuU0ncAVCdt8QCki84DQF8lb524psaEW0xqKlQ4RHNF\n8FSIl37z6TMwsUzdFY7VwMIt3uw5SnFLpxfJQrlm1WxmGbCEwGc1qVajmZJ6ZWNgGFlnHhDicFIi\nEoGwYtGSem2VPV1e+KwmHB4I4D4No8JuNGjmUOgp+VnE5lB7u726N6RYvoRihcNL44t4/vICFtIF\nRHJFOS5tZllsCzihN544Sut6I8yskET50HAX3BZjw/4C7hbLWR8QvRln5mL40fnZmjKuN5psT6+E\nIQS3dHrw5M5euC1GVb5ColBCNFeseSQKJWhFILYHnA0n92ODIZQ5Khu0UlilxPHyud0rinM127vk\nWnNFLAE128y4f3MHsmUOz44uqLxtWlAIk69UWlptpC6L+gw/0SizThUrctOnbqcVD23p1F1VGhki\nXI8Qzu1TI33odFixQ8yFMBvYphIU3RYjDvQKIm9SdYjquxRK6xqaKlS4hsZpK3zhhdM0yJYqsBqF\ne4TbYtQNk0thjye29zQdAuE0mk9yPF11I7kN4l8C+HNCyDQEL8UfbfQOr/lVlipWYGIZpKo6s2VK\nFXitJk2JZgMjxAulG9Ln4SQ+mI8p6t4FCATBKqfZiGypUtNES+LWrtpa8XSxLK9WzQamrjehWaRE\nyNu6vOh0WHExUuttuBxNy8qOSg4PBGsEt27r9qLXZcPtPb66ddJvTC4jaDMjIbqHT85EkCpWYDOy\nCNnN2Bl04d2ZaEMRHi32dXvhNBsR0KjCacQtnd6GrcA77OaarP6gzYxBjw3ZMofzyylVgzipl8pH\nC4mWSzM5nuLjxTjmUvl1nxgIEa6jUzNR3NzhRlDjfE0mshj02NdF9fWqII7NrqGQbNg3i564z+fh\npJyZz1M0lLmuF+440OsXQp+GFY8bAOzq8MBiYPHxYgIHev01ok/nl1O4oy+AyUQW0XwJ+3t8yJY5\nOEwG9LpsNUb7lXgWI0GXrtT+WCxT08Z6yCPkfYSzhRpP4nw6r2u8m1lGnpfqebOuZd+Oa0mH3YLb\nupgao0/Jbd1eVQM+iZGgqyYJfYvPcW29hhMAJlf1yd8G8LuU0mcIIU8C+GsA963fgdVyTY0JSdtf\n4lI0Lcc3jwwGUazwmEhka2rCDWICF6UUS6KssRbKnhVFjpcTpSbiWVUC40cLCRwZDOL2Hl/NqppA\nyMdYK4LSp/BdlRnj1ehJ45oMjNxz5EfnZrG/x4cBjxBbbqY06YP5GN6vGkC5MofJRA47g666CoD1\nGGohv6WafrcNp2ejqlJCiQO9PvS71TeR/T0+TCWycJoNGPTYQQhBscJjPJ7BoMemkmRXHtcPz6ml\nnfVgGYK93T7s1QhHv3plCfFVniNAuGZ7nFYkCmV8upSEzcjWlOFGciX85MLsuuWGbDhbVqegqoWe\nimM0X0K/26bp7Toxtoj7N3eAaF5BkPOPtMZvPXXW+XQBr15Zwj2bOuSQTbfTKjcPm4hnZc+BdFz1\nTM/lbBFzVS7woN2MfrcNFV7oY/LaRLhueOjMXAz7e3wocnyN56faZj7Y679hvFvrjeSJqMegx65p\nTGjRIQqgVXN6NlZXNbdlztUZ86rLomm1029RSn8XACilxwkhf7XaQ2uWa2pMVCc+ljkeHXYzIrkS\nvvfJJCo81RR/klbSCzpa/xYDg4NV5YevKUIUSm9Hr8uK23t9mE3lsclbVGkNdDutmmWnq6HZBjOd\nDotmMyMlklGx2WvHkMeOK/GMauUFAHOpPIrcyqqtnqKozWjA3UOhui25Q3Yz7EYDJkRDqF5CWSvs\n6fRg2O9U3fAtBlbX5fiNkT4sZ4vIlTmV+7a6t4uSR4a7NOv+W6HaM/Xm5LKup0uLCk9VMdUlHU2P\nG8aQgJAIeHQwqHmjf3Jnb8vnyG02wmc1oVDh5LF9JS6IOmmJD6VLFVmnph6Sx0fJE9t78EydZmuN\niOXLMLFErn54bnRBVwvioJjbsZgpYC6VR6ZUkXv9uC1GmFimYZ6JHgvpvKpMvA0wk8yBIaRlg6rP\nbUOf26YybG0mFjYji1y5fsKv0lgM2Ey4+oXmIOJDYo4QcoRS+iYh5B4Aoxt9ANdVaWihwqPCUxwb\nCiJeKCNdqsBiYDBQNel+tJDAyZkoXtGJzR4ZUItfvVflSle6WGdTefCUosNuViUqHRkIYneDUsWN\nYIvPgUNNJJYBQh5HOFuoMRRevbKEM3MxfLSQkB96SOW0C+m87vu8FiMO9vqxt9uLrX4nDvT6xRV8\n8zXsengsJrw8rvY8VXhe1dW0mqDdfM3jwAd6fS3dAHhKVUp99iY6lF7v5Mpc3RX5rV2t9ZzocJhx\nW7cX+3t8qoTY92a19U+apVqptZp6x/nKlZU5xmEyoE+sNPHbTC2XUXY6LLitqmldyG6B1cDifYV7\nvcdprbm2tHRywtmCrjbMl5nzyymcmYvVTYjcUUfpVJnY67GYdD0dyhw6qUX5vZtCsvF4tSCE/D2A\ndwFsJYRME0L+NwD/BMBfEEI+BvAfAPzmRh/HNc+ZUOI0G+C3meA2G/HN3QPIlTnky5xqQAOCZ2Es\nlkGqUMZbk8s4rBA1ktTOcuWKnECpmzxYqsCyGAfZ3g2PxaRKwvt4MaEqKdMjVSzLtdxKCWBlvfrL\nV+onpFXjtZpU2eO5slq50S1+v2i+JCf0pYtlsAzBzy837ohqMTAws8Lqf4vPgcVMARciaU0lUUBI\nTpXiwWtpSqRF0G5GwGZWhRBcZqOqkkaPH56bgdXArlodUNiXAcM+Z8sKljOpPAI2Ex7a0im3GO9w\nmHFzhwf5Mod3piNIFcvyzdZsYDEitmOndKX9+YDbhq1+BzzitSO5128E6q3WsqVKSzfb+zZ1yJO2\nkWVUonHpUgUnxhZb6tfRqImdiWVwc4cbny4l4bWYVE3jAEGf5Vw4iZ1BF05OR7Az6ILXaoLFwMiJ\n46ulwvMocbz8He/b3IGXxhdRrHAwG1j5oXVdJwolzCTz2B5wosTxNcnanQ5Lyyvyp0b65G03Sp69\nUeAorZt7JC1GTowtyqqzEt1OK27p9ODsYgIUQjK+UoFYIpIrqZ63GfVl4DcSSukv67y04doSSq4b\nY2Kr3wGvxYTRaAZljuLh4U7kyhwYAliNrEou+e2piJCAV6rUlJGdX07BxDJYyhbRIdYUK1eEHylu\nGhabCXcdG8EeccWtxG81YTyWaai7/850RM7FUOpjaOlCNIvFwOK+zSs3lMVMAZmSoAroNhsxEnLj\nzFxM7oy4PeBEsliuGx7xWowoiwI7wz4ntgWcWMwUMBbL4JPFBDodFhzQaQG+1V97jhkCzQ6dq2FP\nlxeXFXHJEsdjW4MmXFLyajMeinpqgl6LqaEhsZwtYjaVg9XIyt/ZZTbAYxFc8rs73arwmNUo/H7P\nXppXXbebvA5cWE6rbsJTyRxsJhYeqwn9bltLioXXM0aWUdX5N+LViSXc3qMf60+XKnX73awFr9WE\nLqe1ptOoNK7n0nnMpfNyeefdQyHNHA+tcKMW8UIZC+m8KrE0VaxgPl1Q9XjR4pUrYewKueWFz2av\nXbMUvlla9R7dCOwIunBmLoapRK4mvCUxlaivvbHF58CF5VRDmX4Ju5HFnRol/V8mrgtjYsBtw80d\nbjn2elPIJSciPje6IK/ufiwOYJ5CHkDj8Sy6FROQMjNaq4nQeGxl4D2ytQsMIZrx/4lEFhOJLD5e\njOPJnX01r5c4Hj+7NKfqhNmMAXF2MYHxeKal2Ljk8t3ktctBsb3dXjljmyHCBDVZZ4AcGwrh7SnB\n8Pk8nMS55SRu7/Hjk8UELAah5l5Za/11xfFF80UcP7+S08BTrMkb0AibkW24qp1J5vD1Hb34eLGx\nR6FeW+BGLYN/cmEWgx47dnd4VKWzkvHwvNipkBB1vsO5cFJzInpwSyd+cmFO1eyp322D32rCvm4v\nfnJhtqkb0vXOZq+96YkYEK6p07NR3L/OfRTqsdXvxJV4VnOeAIQQ6H5F7maXw1LjJVWymCk09dvd\n1R9oSXSrHl1O66qNidu6vE01KbvR6HfbcGYuVjdfp5lcnoeHu/B0k3k1FmPrnW6/aFxTY8JnNcFp\nMmC/YkXstRhhYIQ8iU+XkrIh8dOL8/KNmyGQY5f7dVbTWkhx+AG3DTuDLvnm+czFeezr9qLDYanR\nP+Cp4E7vdlplwaLL0QzidZIV67G704PdqwwVKG/2DCFyus3L40tIFvUrDfpcVjCEyD0uZpI5vD8f\nw8VICo8Md2k2VFLWZS9mCqiulFzKFNC1xv4DEu9MR3Cw1w+WIZhJ5jQHZaHCoczx8o3mvs2dctLm\nnk4vdHXIAVXOTb7CgVKhTHO2QXM1QLjObtUos8uUKnhnOiJfn1S8GUqqoiMht0pDQpq8+txWOYG2\n12XFXDoPl9mIY0MhRHJF3NblbUny93rlYiStW2WlBwVwogU3u5EhuL3XLxvbegmfHC9UUvW61GJP\nDCHY3eHWTWCkEIxNp8kAv80Mr9WEb4z04cfnZ+G3mvDOdAQus7HlsIKWQFKnw4JovohBj3blih7K\nHiY9TmvT8fqRoKvGkPBYTE2VQrJiQ8N6c8615uhgEG9MLuP4+VkMuG2YSubksnEl6VIFo9G0poop\nyxAEbWYs54rodVmbmi++zFzTWeuOPn/NjazE8aCgsoaAFkd1uos2YqvfgX63DUGNZi9TyRy6nFa8\nMRnGkMdeU9s+n85fNYWzYoXDKTFp1Gc1aTYXU7K326tZLWI3stjb7ZMlZiX63DbYjCx4Cl0xFyUX\nI2nV3/u6fWtSA1USyRURyRWxPeBEwGaWFeyqYQkBqhph7dWpF69G2VisKK4IKdDU5LBPJ+ygDG9J\nhLNFvDEZlnUv9nR5Uaxw+Dyckm9yeUWIg2WInNUPCBoC1GjQ1Su43tjqd+jacO9MRzYsLCFhNbJN\nKZeWeYozczGE7F014mKSpsuOgLMmzAEInScHPbaa+Wazz4FovoQfn5/F3m6hTDuSK8lt0FtlR8CF\n1yfDyJQqKt2Uao4MBLGULeCNyTCKFR7pUgVHBoRFQisdQqt7lbTC0cEgLAYWL19Zum41UZTqvpL3\nsbo0HhC8oFqqthLDfgeWc0Xs6fK0jYkGrKmagxAySQg5KzUTEZ/zEkJeIoRcIoScIIToXrVaN+ds\nmcMrV8KI5IoocTx4SvHhfBxGVrCGjwwGVjVYAcBpNsqGhJS4Jz1yZQ6vTYQRyZXw/nwc0VwR6WJ5\nXZXomoWnQnJPJFfCaDSDsVgG6WJZvhFWo5X0c2wwiIeGuxC0m2tWOsUKBxMrCLtobbPaUKiO478/\nH1u3RKMSJySjnWywijWyjHxc08kckoUyLkXScJoMum5qLcwGFhyl+FmVAFgzcDxFuljGj8/PqvZp\nFhsIfWVbd82NwGxgcVu3V24Sp6VVcajPj7S4yvt4MX7VPBNrHb9eq0l3Fb1aQ6Ja3nq1PDu6gHdn\n9K+pMsfjhcsLsjHkNBt1z3uZo+B4KsvtO8wGfLqUwBsTy+ApkC8L31W6lpvh/fm4/JsDQpI1ANkw\n0MNiYHAxkkYkV5LPcdBuRtBubmphIHFibLGmV1Gz+G1CNdUT23tgvU4N32a9JiwhdVuudzut6HJY\nQKDfSbqNwFrPDg/gKKV0D6V0v/jcHwJ4hVK6DcBrWIWMZ6fDgk+XEsiWK6jwFA6TAfdv7sBDw50I\n2S3YFXLLyZXNMBpN43J0ZXXttRjl0qv5tFAaeqDXh27nyirn9cllnBhfwvtzcVxYh371W3wO3Nzh\nrvESVDMRz+JClTLmJ4sJnBhfwjvTEV2DYnOTug/FilBpcGJ8SX5UU52UJcX2CYQ+CtW9FNaCy2yE\ny2xoqd9Gv9sGt8WIh4a78NBwF16+0riCRYkyCXd7wCl/p5sa9IRJFcs4Mb6kKoc0swwO9QcaVv4Y\nGKJ7zZ6cicq/hdQI7SqxpvHbv56iPSJ3taDrotdgS0KQ11+5qSg9nUaWka8faexoydsDQgKmUoPl\ngc2dDb2F9ZByq5Q6Oe/NxZpqW242sCr11EHP6n6DZLGMF8cWcbZKvKvHaa3xNnU5LLqS5dWlrjca\nRY7XVFlWMuixw2xgMezXzy/JlSprqvD5IrBWY4JobONxAN8T//89AE/offjsYhLPVInOjARdmIhn\nkS1xsBlZmFgG2xS9D24XlR9bEcMZ8thVWb1ui1EOr3TYBavz9YlluVZYyVw6v6bKDInJRBbbAy4c\nrmr5XU2f26rbxTReKOuufJQTez19jBfGFlWr4+oKjg67OtTwkkIDgiEE2wOudaviAITafYfJqHnu\nm6UVhdKFdB4Dbjue2N6DJ7b3YFfILX+nYV/9m5MWJpZpyr0sNJYK4CvbumsE1SSqm1JdBdY0fjeC\nVyfCTeus6GXqS2TLHF69shL+0xtX66lkeLoJTQzJXa40hjwWI/ZrKPBWY2IZeK0rOUVSh9XtASee\n2N66Uu+lqDqE2eGw1PToCdrNqjH24tiKAFynw4KuJkJNV5tmxQabGb/N5MTkK/yqPT1fFNZqTFAA\nLxNC3ieE/Ib4XAeldAkAKKWLqBIDVcJRoTnKj87NyvW655ZT+O19m/ELN/XJDZ4kuhwWeeC30joh\nli9hPJ7Bh/NxUdY6J2vlz6RyOD0bq1uSVajwODUTVbXyvb3Hp9tJUIsKT5EtVXBmLoZ9PT4c7PVr\n3lQMDIOvbOvWLas7Mb6kaUlLxtXXd/Rg2O/UDAW9ObmMAbcNT+7slf/tddnAEoKDvX48NdKHI4Mh\nMISA4ylOz0ZVMttf38AKjkca6AJInJyO4IP5GJYyBSyJK7tW3I9dTiv63DaYRC0D5eRtZBnsbnLF\nKZ2/VmAZUreBXStu6nViTeP3g/k4ZpM5+dFIubUZKjyF3WRQhTuUv7XEscH64QAJjlIsNMh1Ctkt\nazLkkgqtGY5SPDdaG0KbTeXkh8R0Mofj52fx1tQy7t3UsabfnyVk1W74eBMrauW2lT18GEJaShi9\nWtRrEqmEoLlx92gT89OX3TOx1uDsIUrpAiEkCOAlQsgl1MrU69/23/jhyv8HRwAxy/0vz4wBqO2U\nuZrW0/PpPN6bjaHCU5UmxdmlJO4eCmFQ9FosZgrodFhQqHCaSX1SrfmTOwVj5sxcrGUVRrvJgJDd\n0rC51Xuz0bpdCN+dicjWdLfTis0+Bz4Pp+q2bn57ahmJQgkMESY2ZWLhXQMBlU4CALw9vYxwA/ff\neqGl7lfNm5PL4v8oYukSppM5HG4QX15vlP0clrIFvD21rPm+QoWTFQ3v0jhGj8UoSO7mViaf8LmP\n8IOffKLSKrkKrGn8Tjz9XUwkc4CRBXbeCnboJuzv9dVNaGsGl9g4TkqIPLuUBIOVXhsddnNL5aMf\nLsTxaIMQwrDfiY8W4nV1G7LlCuZSOfS4bAjazLhrIICfXJjDdDKPWzp5sIxgAJU4XtWg7PxySjOZ\nXAofthI2fHtqed0TW8fjGey1KjsmB+X28IDg0dnic2BHwIULkRSKHNewAdvV5PBAABeW0y15q9ed\nyXMYf+MczKu4R31RWJMxQSldEP9dJoQ8A2A/gCVCSAeldIkQ0glAvynF0afqbn/Y78SZuRgMDIGR\nYeSkv+dGm++zkCtzskqcVdFJrtqKlLLCnx9dgNXAqoSulLwxGcad/QEYGKalxD9Au+GUlHilRK/Z\nl0SZp/J7rEYWPKWaq+RUsYy3p4QkNJtYB13mKToUhoOZZWoMCQA1hsRGJh81SubMlzksZWtXvR8t\nxNc9x2BbwImFTF7TkFJeM4UKj0JFeE91aZnFwCJkt+jGsw0MA6MYtrMaWBQqHEIjtyI0cisIBA/Q\n8aWjfcwAACAASURBVP/+n9fxW2mzLuNX0h8JhcBRilMzUTyxvVulJivBEKHdvd7YkljOFmsqK+KF\nMi4up7At4ISRZeqGCushjcFHt3bVJN4RQuoaKRWe4uRMFF/bYcHRwSDOzMVgMTAoVHjkRfVKQPCa\nvj8fh9NshN3Iqip4qtnic2j2HdGiUOGQLXN4eFhYJX84H5fnrTLPa84lq6G6QiZTqoCngoQ4Q4Tv\nFy+U0U/pdeGVeGuqNtE2YDPLJaFr4fFt3fh0KYmLkRRu7nBjIp7VVn4dHMG+Q3fKobfzx/96Tfu9\nEVm1MUEIsQFgKKUZQogdwP0A/i2AnwH4VQB/CuBbAH662n1IlrvXYkLAZsK5OkqGevhECdzNXgdm\nU3lsq6PJDgjStpejaYxGM3JnxwrPyzH9fJlDrszBZV77zXUykVV5QSTPy1a/o+kcgslEDgQEXqux\nRjDHxDIY9NiwI+hCr8uGuVQe55eTSBbLcsvwRoqLwz4HTCyz5tVmK1QrVo630AJYS+3SyDANf3cl\nRwdDTXcaBQQdjs1eh8pdWm9/kVwRC5kCDAzBI1u7cGJsUV5tUqChW349uBrjt5oOuwWH+gP4dCmh\nur5nkjn5mux0WFRddaO5Egri5P1ZWDAmZlN5DPtKTVd1VXiKcLagMppPjC3iq2tsqjboseHYYAgv\njC3i5fGwrB8i8dpEGB12C+4aCKhK4LOlyqpuctU9SpTJj6PRDEajGThMBhA0rqZRegObrczqdloR\ntFmwlC1gNJrGNr9TU6PmWtDrssJtNiKaL8nhth6Xdc3GxPvzMdzZH8REIttQlXculW+Yx/NFZi2e\niQ4ATxNCqLidv6OUvkQI+QDADwkhvwZgCkB994MOjwx34fRsFNF8Ccu5Yl0X1gfzcezVySr2WU24\nb3MHLAYWW+pk486l8vh4MQ5KISv3ZcsVXIlnVC1+HSbDqpXOUsUy3ppaxkNbusAypCZx6YqY6Fkn\nwgFAuBkVKpycfDWRyGIyIax4+902PDc6j0N9Abw9HUGJE9q4c7yQn+IwGRrWmCubDk0nc3h8FYld\nq+FyNI0LkRQKlebK6w4PBPHZUgIjIbcsBKTlTrYZ2ZaMCQA41BfAyTqlhUrC2SJeGFvAo1s1epfX\noTonSKKZJL51YMPG74tji3hsm/652CVef5JBMZvKYzaVx1Y/RafDoroBxAsllZLmc6MLuts+0OvD\nsxpeywpPsZwVOgK/NxvF7b1+lHmKn10Skr9bSeAFgJ9fXgDHU9HNrx3qqkYZouV4igpPa9qSN8PR\nBrkiDpMBB3r9dTuiHhkIyiGjLwIBm0leFClLvhtVabTC/Zs7Glb1zafXnjN0I7NqY4JSOgHgFo3n\nYwDuXc02nxtdwLHBIO7ZFEKX04JjQyFkSxW8MKZf+iclbk6Icc4Ht9TK8Ur6BNWu+pfGF2U3eY/L\nili+hJhovACCO6/6xqYVA29ErlxBslCWlfaevjiHJ3f21tw0Gt1EM6UKXp8IK9638vljQ4LbVfLm\nKEWspPf7rCbcPRSC02SAQ1T1q1axXEjn5TbjAFqSRG6FdLGMV66EUW5Bx+ODeaF8TjrmWL6ERKGM\n4+dncae44tVC0odoJc5uNrTmeSpUeCyk8/BZTQ1Fp3hK4beakCiUcG45X7OK5BpZk+vAuo1fhwUo\nlFWCYoUKj9MzURyoqso4JGbYE0JU4lEei7FGEGhft1dTZEi6lqP5Ws+E3nnvdFhkDYkyTxHJFRGw\nmeVtvTi2iMNiX4UtPgcm4tm6OgXKcfrkSC8iuaJKxh+QqpQMmlUFLEPgs5pE9dPmp+AjTSSdFisc\nIg1yB1YrODeTzKnCjc+OzuPO/oBuufrVIpIrYT5dQJfDomp8trvTo+r5o4WUGN8o/63Zc7aQzq+b\nMnCzEEL+CsCjAJYopTcrnv8dAN8GUAHwPKX0DzfyOK4r3d58mcNcOo/TszF59VKPD+aEyWab3yFP\nLGtRZtzV4UaF5/H+XLzuquFSJI1ksVw3RKAUzMmWuDVLz5ZFYSc9g+PsYhL3bKrfEntXyA2LgcGd\n/YG6N9btAWeN6uV6M5XMtWRISJyciWJPpwebfQ6VXHMj6eb1uD1LXSbrHZvfaoLLbKxbf89ToSxQ\nT8b5hqI/CMxFgRa9dX0uK8ZiGZQ4HjuCLnweTmE+ncdW0XUu3QQ6HRbYjKwqTn1Z9Gho6Uzs6fSo\nEmUBdZmg1s09VSw3FE2rx6DXjsGqarB+UbJfj20BJ5xmg67i62qJF8oty5ivhau5r0awDMGgx64K\nkx3o9dX19OUrHE7ORHD3UKhGHVWJUfT6NuKd6ahKr+gq8V0A/xXA96UnCCFHATwGYBeltEII2fAu\nZNfUmGAJAcsQlDgeRkYoMZISq+KFMt6diei6jio8j1i+CANDMB7PYjaVx8NNlhfWw8Awmkp40rFK\n3QKNVeVEZbEd8POXm0sO1eo6WA8KwSjRwsgQXUNCOu4ntnfDwDCwGQ11DYm3NSaHH56bgYEhLTUn\na4X9PT50OSxgGYIXxxbrtrYGoCpXlTCxDMocrzIaGCKEQrQSTBvxmoY8echulhPQ9JDawtuMLLYH\nnJoJalLdupQ0+9pEGOliWW6BvVohoqtNvXNR7ZUAhLJeyTvhNBtVSZQmlkGmxCFXrsBqZOXf2GEy\nCMmcimsimi9iM7XLbbxNLCPrrzTrvn9iew+evTQve4G0lEmVvD65jK9s624qEdliYJqqPFurIaF1\nza8XykZ0AMR259endHbIbpZv9Pt7fNjf45Nznpo5x6liRTe0PJ8uYCqRhddq0pRb1/vM1YRS+g4h\nZKDq6d8G8B1KaUV8z4ZbfddUH3R3pxuPbxfin31uG3Z1qJvP3NGnb0zFciUcHQrh3k0h3D0UWpUh\nUazwmrXBQbsZLCEqRTqf1VTTilsiV67gzanlpg2J1WBiGewMrazEupyC2Nb2gBMP1FFf3NXhxle2\ndcNlNuK+TR24V0flrx7bA05ZMXStTCdzKjVSQEi0fW50ASeno3UNCa0+DB12M7YHnDg2GKxJBut2\nWldlSOjhsZjkRl71MDIE4Wyx6RDR3UMh3LupQ07wqtf99XpCTjZTjJOQ+Hu0ysPDwjX82kSDHIRI\nCjPJPOL5Et6YFAy+4RY7X/Y4rTCxDA4PBDWPVc+Yk/Z3KZKGy2zA9oAT2wPOlnpirCdPbO9ZVe7D\nlVWI8P388oJm2Gm9SBbKuBhZu9LwahmN6nti35uL4cU6ofbrlK0ADhNCThNCXieE7N3oHV5Tz8Tn\nlxdxyWvHrg43PltKgsQBAoIhrx2fLCZwSx0hmZA4iNZSsljkeERzxZrJoNNhwf2bO2A2MChN83IC\n6HKuiIDNhL3dPhAIg/JSJA2O0qaTBtfCJq8D4zGhNKnPZcUtnZ66fRycJoPcMTNRKOPViSXNZLN8\nmcNrE0u4Z1OHXHamZL16RTw/Oo9CRei3Ui0qw1GqWf6ppNdlw4NbTCqvUI/Lii0+JyYTOiVbq+Th\n4S58upSoieV3O614cEtn3cmlzNOWa95LHK8SNLqhWEoARgMcbqFrpd6YDGeLNVUVWlTnW9zZ78fz\no4tAOAlEUgDH4/9n702DJCnTNLHn8yPu+8zMyPuorKqkgC6gLqC4oRto+oTdHdlod0arPyuT1kxr\na9LsmDSmH7KV6c+aJLP9IbOZNo1MIy3d0NAHdNNAQRcUVRQ3dVdW3lfc9x3urh8e7uke4XFHZCbN\nPGZhTUdl3P5933s87/N8xFCy0NxVBTHOxNKYdppltcv7NBxfpSxW8rSw61lcUmThc26rbABWi2vh\nFP7D//RzPHZyDn/7P/4UlSofZ78x57Jgzm3FG20kNLdjGWyl87jb7+ir+mcvSBRKuBJKtaWue9+w\nE58qJPFPBuoD/NOjbny0EQWBSH5tZBop4Xok3ZP5mQrJ7izh+wwGgFMQhFOEkAcAvAxgetAvuG8o\nWQw4NeKU54QnHCZ5g9Dvs6mKRMi5Z8iOtxWSvBwvIFeuwGc2oJwS3U21UOZ4XNqI4cFxd9ez2G6j\nDh6THsf8dry3IpqQKZUi/WZxlK7RxqesWOirmZgWjCyNo147CPoXOCiRLpXx1mJQRSws19THJVKc\nErwgkuVcRp3cz1S+P4YiMDIMQtmCqiQroROF0lpYdIxcGdtM5XFpMyqTuyw6pm3H0nYQzRVxrirK\nJQhCx/ol+4V8mQOyBbEFIQjIlDisJLINPTMcBrbhb8LSlMxJqdWhkPUgpPsLZeSLFSzHxSrXnOL1\nKELgNOhAkIUAseXQClrjjU4DW9f6eHpmCIuxDCZfOoNyqYx3lkWXz9preS9xdsKLX9/cwneqQdNL\nC2MAxP3nrTs7DfenbFl0Jm4UTBgYGixFBv7Z0sUy8hUOqWL713yR4+TP2Qg2PStrgOzpWSIIQDdK\nmFcbfJ5sEsh2VbFZB/Cq+JaEy4QQnhDiFgRhYEStfbdBUwqOKDMaLdGb/cCVkPqHrJ3wuNtvxxGN\nUikvCG0RdvQ0hRMBl6b868lRF45V1fEeHvdiTKH1MO00Q0dTmnPUXpO+jhzqtxiaiuNMOc0Dsb7O\nlzl8sBppOaFwoUpG/GIngWShjEtVldBChW/Yzzw96kbAZlSp9SnRr0wjYDPWSZ97TPqeAq/b0TQ+\n2RIDoNqgZD8Pp06wnSkA0ncfTsLIUHIrSst4LlqdlipxPC5tRBv6zKSLleZjfdkCUCzL318tppxm\nsDQFp4HVvOZvx1qTi2urKxIHYtZlwV+fPYLnzszjejhVZ5QFAN8Z2lvzq1pjPkDcPx8a98oHaTN1\nXC3QhMjj1oNEmReruhIZu9FElhJXQilc3IjKNy3YDSyGLJ1xUhbb0LNpVi2X0YEuTkuY7YBvbPfW\nGKR6k/AagMcBgBByCAA7yEACOGDTHNuZAu6p/vcXO4m6samfX93Ag+PurolLHC9AgKBi7baqGjw0\n7lGRJQ3MLqtX0i4QRVLUG5SeoTHegkhHEcgz8+N2kyz9LeH3i0H86IjYlqApgpOjbqTuBGFgKBxX\nlG85XsAvFXPlWiNk7fT6B4Ffa/gUAOJVLwk08QLwQvV7CGULuHfIAaq6mTULyIatRvE3bXD2SiQs\nE0t3rAGh9VpKWKr+Ec2qCL+5ta2pTLqVzsvVpFp+BCFk33rwHUN5mHvtYGhK1mBpJEkNiIF27Sgl\nANmZssjxSJfK8DZzBl4JQXBM4fOdBKac5jom/gtNdC6UMuaA6M0xYTdhJZEFJwh4dzlUlynXOr56\nTHpcDaU021ntGEP1Ay9fXcfD4x4EbNprxG5g8YPDAYSyhYbk7QrPa04xZMuVjsfCpTXdCVxGHVxG\nHcbtJtWe1gpKMuRaMocTAVHGXf1ZxHcz47JgOZHVJG4r8cVOQh6br5UjkNZxwGbEiwujuLQRw2Yq\nDwGCmoRMCNDB5+gHCCH/AOBRAG5CyBqAvwHwdwB+Rgj5GkARwH8+6Pex78HErMuMxZj2xrNZs+H0\n6k73xU4CS/GsrFRn0zNtReyTDhNWEjlMOkxw1mQ6q4lsQ2KS16SH3cCqIl6PSSdnS7XZ24jVKAcP\njfDUjEig9JvF2fk78Yxq8kDr8+yx3wMAcdyukfETQxHMu611joUAZN2PB1ooc0r4YifRcAOz6Bjw\ngoCpAanSnZ3wdjyVA+xWYZTIlzmZM2E3dN+e2VNI5VwdAzC0zM9RQkvSmCZEvk6Va2PObcViLItM\nqYJPtxIqRdcxmxHrNXFpulTBYiyDO7Fsx6JkWuAF4LUb2sHvQQFbHX8E0FJDQYnLDao4r17fbNky\naAdHPFZ4zQZcWI+otB72Ch9vxvDZdv3E2azLgsVYBmM2ExKF1grKm+l8W22Rk1W35VC2gAtrUXU1\ncY/3W0EQ/qzBP/35Xr6PfQ0mjnitWPDa5GCi1nq4NrvRcvZ8atqPr4KJhn4Wa8kcHAa2K9VKiQS6\n4BUVFqWMWYnrDfQYnpr2w1i1UJ9ymHFq1AW7QZT21tM0ttJ5fN2BPPjjUz45aHhmZghGlgZFgHMr\nIaRLYsR91GtTtVwsOgYPjnk6EsbpF2L5Er7QKAEDYiVlMZZBhRfqeBLtop1Ky6OTXlzejLUU8WkX\nEqmrHcy6LE2DmC93ErhnyIGVRFYk8fK7/Bsdvf9+B21h3Avc3gImvDgx6cVRrw1uhUHXfcNOWHUM\nzq2EVIEBS1Nyubi2tPzQuBu/WwwCAP5wJygHz4c8VtQJnK9HgCE7vg4l+xJMSLiwFgVFdsdbA1aj\nZoB3/4hTzmAfnfTKfiuDxJPToijfO0tB+M36rtePEldDyZ5bgseqbrt6mkKF750I/e5yCG6jDvf0\n4OZ6l88ut0DnPVa5Bff2UrBhAtLIpv6tOzsoapDsfWYDDAyN8jeE5zRI7CsxIVko4xfXdsvzv1sM\nao7o5MoVRHNFpEsVpGvKj39YCjY1xhq3m3BxI4bleBZL8Swem/LKpelUsSJmthp18vOrYdw75MCX\nOwl8tBGFw8CCIgTRXFG2L8+XOdl6WIknp32wG1i57/pf3jeNY34Hxu0m+MwGVHhe0xX09Rub8nPX\n4mooiZcWxvDSwpj83K9e38S43STbiDsMrNy2sekZPDs3DLvivlY4vxrGFzv9IRVOOsyafXOrjoGA\nXWVNlqY64se4jDoc89nl9sdhj1XVKHxubhguo060FiZENkX7ZCuGaK6IVA/M+06UKRdjGfxhKYhz\nyyFEc0Vsp/P4+y9X8c9/+TF+fnUDt6IZvHptE/F8GaliRUWUK3HfDM6E6BY6hkmvDcf8dnxvbliV\n1XGCgDcXd3A1lGqokvj4lE/FT1BylJKFMrLVtcpQBPraUfFSGV/uJFHh+b6RVgsVUWAuUzXNchl1\nOD3m1mwFmHWMTCi16hjYDezAq0qSRky6VBEN49pYOwxFNZ160zJem3SYuwpU2jUtq0Xt7/f4lK9j\nS/YKLxrNSXoYJpZR/W7S7/MTjdZjK6SKjds+350b2peE7aBhX78BWdwjVwQSWYChsW7UyaZJNyNp\npIplxPNllYJkJ1lIKFNAvrxrK35uOQyLjoHHpJNZ3GWOryurS7LZtZHxuZUwpp1m2A0sLqxHVAuR\nADg+7KxzI1RiLZnFpY2YZmR8atStkgi+22+XN4FaEy8lTgRc2LLlZS6Jx6THGQ3RoFboRiq8Ge4b\ncdWZCA1ZDNjJFLCZzmO7C3GXWp0M6ft3G3WYcpph1jF4ctqPlUQWoWxR1hFZqgaTJpaG32xou42i\nhNbESCtE86Jd+p14FiuJrIq8ywlCW6SvA4tsAaiOeWr1u7/YSeCBgLPpZ3QZdfCa9LLi7OkxtyyR\nL0DUdDg+4oRNzyJgM2JJ+eAyB1RbaVdDSZzsgBf02XZcfs/pYhnRfAmfbcdRqvA47LFCT1OYsJsa\nev5IeHTSi41Uvql64qDQLqnSZdThzJgb761oE5XD2WKdpHQkV0Sm1Hng/eC4pyOTPAnXwqk60vhd\nXVRL1lM5HPXaYDeIv8cTUz58vBnr2fBLwjGfXbOi/MikFxfWRC+pbysORjhVFYPBkVGM2YwyEetf\nHp/Cf/PmF3V//vOrGzjitaouNqm6QAiBIAi4vBlveAFlShU5EpYOa+lvf3Ik0DSTl4g4Wr1yQupb\nMS8qouBEodRU2vW/PjnX8N+UCGULdRuDkpTaL4GpfkArCOp2pPKB6sZ+J5aR58yPDzvwokbPd9Jh\nxrrG758rc1hOZLGVzg/MwMzE0hi3m2RJcr/FgCNtzLp/4yBNcpyZx7nlEF5cGMM9Qw4sJ7Jy3/y/\nPT2Pz7cTmpW4dnAnnsW00wweihJ0PAvoGcCkB4plQADWU3lMtaFhIb/1RFYOJqRWxWoyB5uBhc3A\nwmlg2wo4WZrSbL8OCkLV9vuHHV67yvL9MzNDsBtYXN6MYTmRRbpUQZHjYFYcB5lSpSPtHOGA2JED\nwO/v7Mg8EEII3CZ918HEmTG3zHE67LFivnq7uBFVadAYGBqPT/vkQPjbiP0NJnJFcTOQEE7hS0Kq\no10E59cieHZuCG/cVjNrGYrAxNCocDwYmkIwU0CqWMZ2uoBRmxGfbrcYL1JkVNFcCUskg+lqlP/r\nW9s4O+GpK9c5DKzMsg9mCnJQcSWURLHCY9JhUlUVpp1mTNjNqgXmMOhUZKebkTS+DCbgMuqaugHu\nZAooVDhMOsxYS+Y0x6Gk12vKgD8A6Ie99ozLUi05Cph1ddcrn+gDKXOryWdxGnSgCcExvx0jViMK\nFQ5HvTZ5xHAplpGv01Gbsa5cvdzzu9sDZIuASYeVzRimnGZZWZGvamXQhOD1G5tIFMqI5UuY91ix\nkymoJmNy5Qqy5QYtinhGJrO5jDpRjAoATLrqa4vX+i9vbOHFhVFsp9sPJrSg5LiYdZ2NSa8msn25\nplrhVze3cJfPjkmHuaM2wKlRd50c9AMBFwiRAo365xq2iBW891fCLb2FfnVzq6fg3MjQKFQ4lbdS\nplRBKFtoWpXVwmiP0zQMRTBmM+Fuv73h6KnPrK8TtAOAnxwN4JVrjR1b/5Sxv8FEMitmGRIUZbW3\nl4I4Puzc7cGuhoFqGb7CC/h0O4EhiwHvrYZF4Zhqn7khf2IpCHisQDQtmhJVNx3J/lgKJkocj51M\nQRVM6GjRHMvEMojmilhP7l5EWqW4kwFXWxvLvMcKj0lX19urhZmlcX41jMVYBomCuow2ZjPikNta\n56B4UGHWMdDTFEasRiwnsnAbdbh3yKFyOW2Ea+EUpqobSzveB0pMO82YcpgRyZXwZVDUsugElzQ2\nlZtNzNAKFQ68IMilaB1NqZQZp10W+RqzG9i6g+EbEUwkc+LBvhHFJyY1GfCPK2FQhODHRwLYyRRw\nI5LGvMeKO/GsLLAEiJoSmiN74SQQFtUuL+kZtWR8rgRsJ8SAwr/bhuxW90NSVGxmztYKXwaTexJM\nFDken27HMWozgqZ614W5b9jZkHSYKVVgYGgMWQwtg4kSx+PtpWBX7VVA5Hilq68nIZ4v4bPtBLbT\nBdnTpR2kixW8vRTEUa8NQxZDnUz3uSZ7zb1DDtXE3clRNy6sRxDJlbCSyGLGaYGRpTHttOCzVknr\ntwz7G0zUXsSpPBBM4DVBAAjBO0shPDXjw5TDhOUVAbhW7cXNDAF6Fr+93UIvXTp4N6JAqSL+r54F\nasSZfnREnEk3szSserZO0pUAVaGdEB6b8snjm8vxLD7djtWZHV0Np9reWBwGHdKlMvQM1VAkxqoX\np1Fy5Yr8Wu0GLO2iUOFQqHBdE6jahU0vzr4XKqJDrI6m2gqE6Oo0TacwszQYioLToMOH66Lr6oNj\nHgRsxrY/82IsU1cmLXF8HSFTIuM9NePHYixTN0Gk/HVNLA17tTx+ZsxdZ4H8804+5H4hlRfX8KEh\npJM5vHFrG09M+6BnaEy7LFiKZUBJxOAOnvbRSS/e26wGb4USUnnFQXZ0DLh4S+wp5kuiY2n1e7R2\nQIITIBKojSwNp1HXk9rj18FkQwGugaHDjoIyw65tAzQaDU13QGoVIGbrJpbBIxNevN9ASK4RJhzm\nOhLmmN2E5US2o0ACgBz41DqacryAdKms6cckwapjVPuB8msuVHiV/5Jdz6LIcap2EEWI6FTa0Tv+\n08DBkJlUIpoGtuOYdJgw6zLjD3dCWF6vsTheCgLbcfHWCIms+HdLQTGQAACbEZj2A4pqQsBqlA9x\nu4GFmaXx+XYcnyueu8jx+CqYrLMvnnKaVWRLAtEC+YkOOAu5cgVXQsmGwksSvGY9zNXXsuiYOmJj\nr1iMZfDWnWBfn7MRShyPD9Yiqg34O0MO+aYFliYd28s7DCwem/LhmdkhlYGchOV4tuvPvJXOqzLq\nYz47nprxy6OMsy6L/N+A+JmVo87Kv68NJL4xkMrJKxFgJYTsVhwX1qP4fDuO9WQO//K+KVBEJAQT\nIrZ2ALE12AySxTgAMWAplfH5dnx3xNdmBAysSMCsBnkrTUSytFDhBXlyzGXU9d0KfJAYsRrBkMFu\n3S6jTr4uAzajyuG1EYKZQsOpnXZQq2i6nMh2rNzZDKliGW8vhToS1grninUiZxKemvHjwTFPnS7F\nQfE72Wvs7y52bQM4EhCzDCV8dqwqlQHzRbF/KkEQdv9/uSLOu1+vYRBrXTGpPJDeAI7sRuJb6Tx4\nQQBFCLbSBZhZWhZOkmBgxDZHbeXgZiStiqZ/fGS0aR8zWSjjD0s7+OHhgKqt4Tbqmz7uo/Uo1hUm\nUM/MDHU8NtUMuXIF18MpTZOvQYClCB6b9OG3t7ewnSlgM5XHuN3UUC0TELOCd5dDIEQkdbajlldr\ntf7c3AgurEcwYm2/r84LgiqwlPBpDYl0ugUJr5EB05zLgrurpfrLW7G2bY4PBI4EgAu3xGB9cQew\nGBDJ2RDJlTBmM2LWZcHLVzfw21vbotpppoBplwXL8azcHqzNHgHIkx1KNBK2w04SuL6BnS6qdLei\naUw7zShU+L6w/S9uRPdEadZj0nW8/k8EXKpr693lUFOitk3PwlgN3j0mPX54OIBXrjcnF8YLZfz6\n1lbLxKgRar2DJuymvkp6OwwsflTD61AqB2th2GKQJ9Bq8eubW/h+1Za+U7XQP0XsbzAhALi2KfZd\nnWZA2hBubUGY8AFaZMJsAajwgBT9ZQq77Y+2X7P692MeCFYjfnldPMQemfDAZzHgdixd1+qovahF\n6V0eE3YTrHq2ZQ//aigJThDw06PqkqJVz+KIl8V6MieXzRuNIA5bDBizm7CeyuFOLINEodzVzHQt\nGIrg9Jh7ICZfWshXOPzm1u7h+uF6BAxFMGI1apKaJAgQ48jFWAaLsQxOBFxwGXVtC5LRFFGNvx7x\n2rAUz+C9lRAenWy8sSr3xs+246oeM0MRnBp1t5z3//6hEXxeFfE6EXDBY9LDpmdU/IGDwYVvH5Yp\nPzIf3QI242Il8OaWWPU7EkD2wcP4v9/6Ch9/sgTwPDDpBapBHC8ISBRKcBh07WWJ6QKgbEXV2z7Y\nawAAIABJREFUVuW6PL0EoE42uRsc89uxnMhiI5XHdjpfJ73eb6wlc5h1WToaR63lRURyRbx8dR0n\nAq5dK/kaKIONdoOXXsQva/fYfnuDEEJQqwf39Iy/aXWSEFJnqSChyPFdKeD+qeJg1FdzJfEWzwIu\nixgobETE1sakD3BYRPMUXgBoGtiIVasTigVCUcCERm8tld8lXUoEK4tBrGiEEkB14fvMejiqm9RS\nPIudTAEekx53+exIFyv4m3NXcWrUhe9Vs/fPtuN4emao7QN4wWfHueUQzi2HcHbCW7c4P92Oo1Rt\np8TyuyRSaa75wTEP/t8razgRcKlaK7Wuid1AR9MYbaDvPwjoabpOZrnCC00DCS1cC6fwWJMgoB2c\nGnU33Si1ZvPPTnhAqkc/TbXnpcFWDd0kzLksqnJoolBqKD9+UOEz65EBgHIEmJDIqDvAxQxiXhs+\nvnh7lzjN0jKBuswL2Ezlm3NVPDa5hYFwElAG63tAdOwWX4eSuBlNY9JhVh3S762EMG43dTyZoIUy\n19j8rhFmXRZ8plFh+3gz1jCY2A+IAoWlPWsVmFgao7bmSQzQmfrttxUHI5gAxMM9ByAXk7X+wfH1\nVYdgUqxMfLEqZkPK0vxmTJzYYBnx+QQAkg+CMnPMFcUgpbqZWXS0yhwrV+aQK3PYyRRwJZSUMwCf\nWY/3V8J4ZNJbpwHfDpiazBgQs7TPqoHEYiyDtWQWDEVh1mWR+4WPTvpQ4ngMW4yqQIIivffncuVK\nU5GtQaDIcXIgQROisoDOlipt9zQZimjaR3eCRuRPjhdwcSOqkuJOFcsIZYsqWXWK7FpkK9tEXwcT\nmlLrZpaG16yv+91SxfI3rlRqYChAxwKBGMDwwNENIGIFgg7gy1WAqYi3VL4uZb0eSeN6JI0KzyNf\n5uSW1JsSqbpVtWnaB0gz/aUKsBkVLdF7hL7LkvUL8yP4xbUN2SAskivJhEQAODPmwa9ubsHMMrDq\nmZ7WXLbM4Zc3+uOpAaBuJLMRJEvvQaLCC8j14XdsFwxF4dSoG6/d2ESFF3B+LaJpzuc2fUPM9/YR\nB4OAmS8ByyEgmBBvqby2J/xOQtSlCKfEFkiNGiISOWAxKLoZLgYBZflKIk/67MCoW1U2HW5gVRvM\nFPHxZlwWG3p/NYxMqVw3ntkuagOJO7GMqmzO8QIenfThu7NDdcQjHU3VKX/yAnoWQoo2IBftFQwM\nhQfHPHh2bhjPzg135Bw4SFzeitX17m16Ft+dHVKVX80sI7/3VvCZ9Xh6ZggnAuq++s1IShYzEwSh\nLRvmg4AFnx3kwXkgPgGUqoeRJw3MMkB5CTAvAtM7QCEirl0NRHIl/G4x2JKUqQl3dY3cCSFRKONc\nA4XHdkHQvcla7Tr0mfWaXh3n1yINCX37hXa/+72wVteyU+gXjAwNd4Mq4kKHo+b/iHocjGBiJSxW\nG9IFsbwZywBagkDRjMjgdllEwRqaArTmmksccHhEfZPgtmI84MYPFPfVuu9dC6Xw2vVN2Wb2juLf\ns2UO7yxpzyn/6mZzMs87S7vBzXoyV9d/TxbLDdsmJY4fiILimN2EX17fqJvF3is8NTMEq57BL69v\n4JfXNw7EQfr2UrAnImS2VKlzRP3h4QAeHvfWcStuR9OyHTkgiv/cin6DJLbdVuCueWB7fPe+554H\ndCGgnAM4Csjrdw/+BrjdyWe2m8VkQFGeTxcryCnI0G/e3sbrNzbxeguCnRICgFATn59mqA3+PSa9\n6rdmKYIX5kfwwvyI7Cuz1/j+oca27AcFK4nBEZD1DNWwtdaqVaynKRzuo5lcP0EI+VtCSJAQ8pXG\nv/0bQghPCOncP6BD7P80R8C1S6DiBZFgaTWKZU6PDdA65JQbsqQDT4jMfxBdnhR/47eL1YxRD5DO\ng2VpvH5lXaU3saGYlrAZGAxZDeB50dlUOYYZyRXhMenxy+sb+JGi1XErmobbqMdSPAMzy6DM15cD\nn6hWUjZTObn/5jcbEMwWsJXOYy2ZQ7ZUwWMaLGsdTWmSPPNlrk5Xv11spHKyVOxXwSS+CiZxl8/e\nsSBUp6AJgVUnitS81sFm/8CIU2X3Xjt10w+ki+W2yuXzbiu20nnZiVCJG5EU5t1Wuc3x4JgHoazI\nh9hM5TUnB6Trr1utg32FzQiwOoDiAYYD7vwPAKprI2MAPHbg2ETTp6jwAj5ci8gmTU1BkeoaJ4CO\nFpOHVE5si1ZR5gX5u/zNrS08P+CDVEdT+OnRUVwPp5Arc3VriBCi6QZ7/4gT004L0sUy3l8ND7TE\nL12DtViKZ2HRMXWk81q4TTo4DKy2yFifcI/fLnfEcuUKPlyL4ohXPMSHLcaeptgShXJb730nU6hb\n16Sql0IT0pHh3x7hZwD+DwB/r7yTEDIK4CkAq3vxJvafM6GcXKhwwEYMp//mp4gbdLhRaxjjtQLh\ntPqxxbK4uSgXQnXU7uGHD8t3nTfqxWrGtXXciWfEwEKBj9bVExQvzA9Dr9FHvB5OaRpiHXJbcaga\n3f5+cUdTMW7GWYDdoFMRoaQLk6FE1rCzjTKrXc9Cz1A47LFpHmbt4MJ6RNNpcdCBBABc2qwX+moF\nq46B32LAwx0K2NRCsiRmKYLTVRdK6b6zE15spQuaLoq1ECDg3iGHJnM/W+XbSLgaTsqbmFfB0ajw\nPD6qBnPNnG8PPLJFwBEBWA4wF4AYC8AGYATYyQLV5RLNleTvetxuwqTDjCuKqsxWp8ZvLANYjGIl\ncz2qluZXoMTxeyZ3faSD9XN2wiuvX6uehd9swHKiPb2M012MoF5qYlT3VTDZMpigCJEnjibsJmxn\nCn0X6/oymMSx6thwNFdCsliWW4Bek17FbRsULqxHcP+Iq66CNGoz4atgck85He1AEIQPCCFa0fp/\nAPBvAfxqL97H/gcTGvjof34V+OufqKsLABDPidUEabMPuMSNbDMmTmgA4mOqZJnz52/sPtZiEPUo\njo4BNzZEEmaLEa7VRA4GhoJfcWArA4lc1VOgXTKVKFpUP6IFQPYUeHjcAz1D4+2lxuNKJY5HieO7\nDiQAsZxbuxE8f2hvdCakg9bAUCAgKHIcrDoW004zbkTSmoc5QxHoaKrjsbtihQMnCLgZSde1s/Tb\ncWym8vLrNXM71NNqhdJ7NfrHjXxTlNlQWEHoFIRveBAhIZ0HJu8As9VrdtsJMHcDd40Cty4Cww6g\nSmwMZsTPG8wUcXmzheGbMpgXBHHdM7Ral0bK9sfcKFZ4vHl7W564ksALwOWtOLwKQuR+Q0dTdev3\ngYCrrWCCpYhqT+oXfr+4o5Ytr4GBERWCE4UynEYdTlaJi/0MKDwmXUNXaOXaGSR4QWxV1kKqOn0T\nQAh5AcC6IAhf75UB28FYWbWwm0URHKHmIp2vbhIhRevDC3GGXYLLLI6hUZSYqRh04ny71y5uevmS\nOMmxFmkaTNyIpOEy6uRF6zHpVCZCZV6QtRJqs/lCFypwhz1W0ITAomMazr57TDr4zQYsdGHN2wpe\nkzZhrN9YUWyWT00PwcjSWEvm5GmGKadZkxsSL5RxcSOKh8a1M5NEoaQ53rWayCLbYAOotcamiBjU\n1Y5oLnhtmK5q8neCebe1jjsBiJ4HHC805GU0k/s9kJjwAfHqVpLWA5+cBR4fA66si3ylZlm0RP7T\nuqaVrYl8CVgO7lYgpd/UZ5eDi4sbUUyPuhBuEKDdima6kmQfBBopvbaDI16b7Hbc0eM8NlzvkRt1\natSNcLYoV2FPBFyawmPd4vSoW24lS4rEyvW7lsztG+dkoLjWaDowBKAzYjEhxAjg30Fscch3d/fG\n2sfBDCYcJnGTGXbsbhpK+BSHd8AlViaU2Qgh4o3nxaCCpkSfjo2omOHwAjDth0XHwGvSYVmD9HMr\nmsGLC7s/sNekb9gC6IUYaWJpPD7lg5Ghm1r4Pn9oGCxFtRRHahfPzAypFCd9Zn3fnrsZVjW+63G7\nqWlVQEKzMniiUO6ZoMoLQFSR/dzjd2DcboSxQTb7YVUSXOK4jFgN8Jh0Mlt/NamdZUrKgpMOU12w\nwQsC/tjjVMJe4atgUhzjXQ8DBg64OQxcGQfuO4LvPHgYn2/ExPHtcU99lVHCalhcp+0GyJGUKI41\n7tkVr5LW5UYUv1+0QQBkC3QlFmMZFCscTmoEN1/sJFS8KQC42+84cAeXmaUx06VWxXKiOck1VSxj\nOZ7dU0v1Wrx1J4hDbmtV1I2FWceogolPtmL4KpgYOAfmZlUd9Q/VCvGgX68xfNWbhGvtPGgGwCSA\nL4l4qIwC+JQQckIQhNaOil2iZTBBCPlbAM8DCAqCcHf1PieA/wRgAsAKgJcEQUhW/+2vAPwlgAqA\nfy0IwlttvROjTtxwTh8Cjo2LG4aeVY+IShuSsqymY8TWRS2iKVGTQgs8j7sDLizGMgjYjFhN5qCj\nd5m+kw5TnQ6AlE3SFMH1cArhXFFmftv0DB4e96pGRlmaUrkoAiLX4dSoG7lyBeer0XyuvKsGKc2N\n/+TIKC5vxVCocE2VGXuBkaX7NqfeCVxGHQwMpdrQ281sHqhxdSxzvNwm0tMUbHpGnvPvBgS7uhM2\nPatZbk0WysiVKxi2GlHkOERyJVzeFGWwa4lZjWbyJRKZkaVlIqoSRpZGvyhug1y/svOq2QB8dkoU\nkQu44D8zj1wkBTAUMD8iVgelQDlfUitYmvWiz0YrGKvTG1+uivvAUkisSCpVcjke2XIF6zUVH2Vr\nbD2VhzmUrHP7LXF83e/18WYMYzZj0yC/W1zajGlyOF5aGGsaWPvMhq6D/mfnhvHq9caEZwHiSPS4\n3dSU6MgJAtLFMqx6FiNWI0asRmxpTd91ge/PjyBVLMsWB7XgBXFdBTOFvrZ6lERwmhDcN+zEFzsJ\n+Uz442q460mfPQKp3iAIwhUAcr+KELIM4LggCC36ir2hnavyZwCeqbnvvwfwtiAI8wDeBfBXAEAI\nOQrgJQBHAHwPwH8k7a5Ev13MNiwGsYJg0olKmKNusR0x4hI3lNo54bUIsK5xGLlt4mNH3WLbQwmn\nRSbSfLAWBS+IlYeHJzx4eMIDXhBwQXHAfbIZw3oqjyLHIVEoIV4oqYxvUsUKLqxH8OF6FB+uR5Eu\nVcDXHCzHfHYcclvwwVpEDiQAkTdwZsytsu79cD0CQRDw0LgH8XxJlS33E9FcER/2sUTZDo757ajw\nQt2GX4tDbgtOKhQjrTpG1WYCxADvfPX7PL8WQapYQb7M4cJ6BBeq10Qn1QqaIjg74cXZCW/Dcvhi\nLKP6/QDRkKgbhjdDib+9UcENoAjp2CWxBQa2flXtoCGHOKY97sa/PnMIN69tVsXnqF3pe0BUs1yP\nAFLVZtQNjLX5eZ0W4MF54N5J8bk1FB0LFR4frEVVt09qiIc3ImmVZH2yUG7YGjloeCAw8Am/lihx\n/EA9ZFYSWXy0HsWtaLphNfjD9Ujf3sNKIgtOUcnSMxTG7CacHHXjoXEPHhr34MExD8ZsB9MMjhDy\nDwAuADhECFkjhPxFzZ8IOAhtjgZM0R8AeKT63/8XgPcgblAvAPj/BEGoAFghhNwGcALAJc0nV0bY\n1T3rn9w/jfLMEF69dFsMKlgamB4CFrdF6/G1sPg4XhBbFhxfp0kh9RNLkkR0OAWAE79OAaJJmLHx\nogzYjBiyGOSAYDNdwOaNLbx+Y0ulTyG/DscjriDZ+cz6unnm65EUnpz2I1+Jy497cMwDb43/yB9X\nw1iOZ7GWzGFdwQGw6Ji+G3FZdOIIa7HCgaZIR1r/ZY7vKkO6sB5BOFdUKco9NO5BserXQRHII7eC\nINSR1CRXwvdXw0gUyqjwvFwxYigKRpbGiYALHC+gWOEw4zTjt7e28cysHwxFgRcElKsE1t/fCeKJ\nKR/eXQ7h1KgbAZsRn27F8J1hp2ZW1E4rplNY9SyeOzSs0vjvp0fKQNcvICrUShuxxQAYWHhMepw9\nNYfzF27Wq5lSlJpD0YGM+/FpH66EUiLhT7crz7373IrfjOPlkfPlRA4sTeFuv12uMqwlc2ApgqNe\nm1zKVkJHU7hH8fft4oO1CBKFUltl8WKF05wYG+T4YTvPXeJ4/LrqV1RbvSxXq8JXw6mueETt4G6/\nA2/c3sZ2E3l5XhArR26Fu2k3SBXL+KTGtE88VgRVdYamCE6OunGywfNEc0W8vxruyZukWwiC8Gct\n/n16L95Ht7+CTxCEIAAIgrBDCJFq8QEAHyn+brN6nzbmaxacnsF/+mIF+GoNOBzAWNVAaSmeBWaH\ngc2ouBnNB0Q9Co2Lbcphxv0BsRz+c0lu12EW/TlYWltZE2J1QdJriGRLCGWLmHCYQAhUAQQg9sYd\nBh2OVo2iPttuLrQ077Zi1mWBWcfg9KgHw1aDfFiVOB5LVQfUgNWIbKkCI0tj3mPFjNMCpnpB39Nn\n4titaBpfVFUJX7+5hQWvrSNi5/urYTxZq0DaBs40yEL1DI2HJzywK2SUeQH4aCPatLz4dTAJmiKg\nCcGU0wyaEHy0Ea1TGfxoPQqvWY90saLSeXhnOYTDHiusenEp3IlnQVOUZmVi0mGSRXVuRPrL7B6z\nGeXgMT54AmZ/1q+E29ti9ZCmAIMO/9vF2/iLB2ZwI5hAqJYU24OrZjBTwAvzw/hFpiAmFsqKRzov\nTmsB4t7wxQrAcWKwMu7BLQBzbotqmuNOPKuyhVfihdq9qQNUeAE3IinMOC1NA+7f3NrWNOr7zrCj\n7oDrBxiKwjG/XV73jdDMvVfSpfGYdFhJZAdmDvjsnBhgj9qM0ElnwACwrPG8+YpY3Tw95m47wXKb\n9BizmfriPvtNRb+uhO7isZBi3zKPAvopIJzCUz8+CcZpgYGlUKzwuxeS17Y7LmY2iLcazHs0yElu\nqzjREUo1DCaSxbIcTAxZDRhqYlMdzZWQK3MwMjQ+bxFIfG92SGWFHagplRUrHL6qcjtuRdOqvu12\nJi8HHf0MJm5EUvJrAmKrZa6FQuEg8M5SEDY9K5dupTZGJFeUy9DtjJ1tpvKo8AKWE1kQEM3R0mC2\n2HAMcyWRhV3Pyu6jt6JpzWBCGmsEoPr++gFu+SquvvOu+N97L4rT3Qu+97JY9csmAGocuPcBQMdg\nROIoOC2id0efsFkl4B6b8OBrhhJ1JiS4rbt7g54VhbRuVHlXOwlAAM4t03iujfHnM1qquh2gwgu4\nEkphKZ7tezWxlcPtXsFvNmC8ahE+qAP0u7NDMDA1Z0AN3l8N9/Qd146LSwhmi6jwApg2i69XP/4I\nH7777i6P6FuIboOJICHELwhCkBAyBHF+BRAzGWVdbLR6nzZ8p6vvomoYNOUF/A7kzXoMVzPFrbyi\n+tDGxhTLl2DVs0gVyzg74cEfVyO7j+1BPU2JIsfDpmexlsyBqikb3uO3w2HQgaEInAZdy8jdyNIY\nt5uwlszVEcAGNdM8ajPBZdQhnC1iI5VvOltei1y5gnPLIdAUkRX1fGaDPM7YjoMmxwuI5otIlyqI\n5ktYTmTxaHW89+JGtG0zoXSxLFaUevyeChUelzZjKtLtO0tBhWJpHpc2o5oTAv3CwgOnEfXNyiZT\nN1/52cBeC/1av4++JLY5xgti1U/HACyD/+yeCfw/V9YGQlgLZ4uwG1h47Wa17kA1kHhxYRTBTAE3\nUjmETDoARHxfbisem2oteGRgqIaW9i8tjOF2NC1byWtBaVfdjnmWFtJNSMR7rXPwxu1t1WH9yKRX\nbvf10l5oB9Leyego3DfsxGfb8bqot5fv49xy/wYbFk6cxsKJ03hvJYRIroRrv/i7vj33NwXtNr1l\npmgVvwLwL6r//c8BvK64/58SQnSEkCkAswA+bvnsPvuuhgSAD9aiuLQRRbJQxqWNxqptWvh4M45L\nG1F8sBrZDSRqkS00VMtrFxYdg0cmvTg56sKJgHg7GXBhzm3FMZ8dp0fdeGzK17Lnmi9zLYlEc67+\nVQ3yZQ4frIXx3koYV8Mp3O1vv7XBVSWPs2UOqWIF762Iz3NxI4o/roZxuYnCnhJFjsN7K2FV1UF6\nrk5cCa16Fo9MetEvsv0nW9rvP2AzwtqnjbMRsdNuYHvOiJtgMOu32p6DVeRKgKFFEjUhONJCTbFb\nvL8awbDViEenvDjW4Np9YtqH/+6fPYgTZ+bhODQCjHkwYjW01GYgENtwWgmAZAQ157aqyNeFCodL\nG1GZS6DEqdHmZEleEFS6K4AYTGtpk/QLQxaDivArCAIubUQ11XAB8fNpTWpspPJ9V79shimnuStt\njV7QquqsBWOXAeSfAtoZDf0HAI8CcBNC1gD8DYD/BcDPCSF/CVH3+yUAEAThGiHkZYjDsGUA/0oQ\nmtRsFToOqLmY15J5rCW7GzfSfJwyqyxzwJ0d1UjpmM0IX5NRI5oQPDPrR7pYwYX1KLYzeQBOjFiN\noIj49BQBfqo1ptoA55ZDTVXdvjc7BBPL4PJWDK9Us51nZod66lNWeF4enwxYjR0pSgoQVERTCVIw\nVOJ4OWv58RGx1Z4pVfBW1b31ZMCFy1udS2lr4dxyCJwg4MlpP35yZBRryRw+rSVSVfMYM8vI1Zdf\n1ozGKatKG6k87tdolS/GMnWfmxcE8IKAdLGCd5ZD+MH8iNwfl64HJdnNxNIyKe+Q24pLG1FspPLg\nBUHOttwmfd/JdwNdv8ppCgLg0AjuGbLjpYUxlWS85vsC6qp67eLyZgwPBFw47LHK5kuvXNsAXyXO\nXamK2k14bJjw2PDGre22JmQYimhW1gigIgL/5OiofJ1XeAHrqTyO+e2K35/gsMfaUm1TgEjcm7Cb\nVMTQQcKmZ8HSBHnFdrueymPGZdHcVyq8gFSxLLeupKmHZLGMEserAqv9Qi1Zsl08NuWT9wOt67DW\nNbgdrGsI531b0M40RyOm6JMN/v7fA/j3Hb0LZebdqQVwuSLSb1u1QGLVaN9p2c2o2gRDESx4bWAp\nUVr7R9WD0lFlrs+5LLgdy3TcRRm1GeuCia10HtlSBS6jDm8u7sCmZzDjtOBUD8Q1JViawqzLgqV4\nBplSpSOTMIoQeEx6WduhGbTm2S9txjDjNDckvXWCx6Z8KsnxcbupTmAoni+BpoiqbC39doDYEvtg\nLYJxuwk7mYJKubRQ4XC7miFqBXyJQhkX1iMoVHh4TDrMuS0oVHjsZAr4/qERXA2ncMxnx9dVhcda\na3WJGR7MFnBhLSobw/3w8EjjiloX2JP1C4gqmAAi2SJux9IINmHi04Tg9JgLw1YjPlyLdO7JoYHH\np3xYSeRwM5LGUZ+6KvJsmzLxPziszTWddJhl/REJkkGfhDdu7+Aevx0jViO+NzvUtsfGnXgWMy5L\nQzfLvcJ7K2H8VIMMqkS6WFZpwrxxexvDFsNAdDg6wYfrEZzV8EtqB9J+8NqNzYG2Mb8N2F8FTGka\noGYhPT7llVm0+TJXN9evQrvjjB6bGHh0oatQ4QV8GUwiYDPK2QdDETw87pVHo2oPi3Yw57bW9V/t\netGZLpgtwm3SI1Ws4POdBNZTOTw+1fn0RC0MDI3jw07MuCz4/eIOUsVy28GEIACZUvftoadnxPff\nj2ACQMsAy9mCv2FiaVBEdFMs1pA2s2WuaW+8UOFQ5gQ8Ne3HPUMOPDDixHoqj4DVCH31OwZaXxd+\nswFPTvvkzOitO0GMHtB59oawGuUkYDNdgMuow0qTDJsXBGRL4vd9IuBCrszJ1atu4TTqWv7e3WLB\nV9+ymXSYVMEEIJpU3Y5lYGLproL/K6HWpN5cudJ3lcojnl2H21qYWBpTDjPeWQoiX+HqOAp75ZfR\nDNFcSdPp8x+xt9jbJlQNXrxvGm6nBTqagsuow5jNiBcXRjHrsmDEaoDdwGLIasCLC6ON+2U01Viq\ntxYso+ZKFJqP4LHVsueQxYCfHh1VlS1dRl1XM9bZUgXRXFE+lJWjkKGs6FjptxhUYi0WHQNegJwp\n9wN2PYuXFsbabnNc3Iji3EoIJpbpurT51p1gU1LehN3UEWnNomNg6mHO3cDQcBl1SBUrKPOCGDS2\nGJuTMGI14kdHAnAaWfjNehBCkOnSCt6qZ+Ew6OAw6PDTo6OY6SNHZuAw6ETRKUVQ/85SCE9M+eoc\ncF9cGMWLC6NwGnUyz4WlKdgNbFO3XJuegU2/+72uJHIDEXJr5IlyNdS+8FmuyifKagjXNYIUSOXb\nIBPygsg56gXfnd2t1BBCmu5jFCHQMzRSxbIm2dGuZ+Hc56oKV9WO6QVan8HRaZUcu+3dbyP2NZgI\nZYt4fNqHM2NuPDHtw6kxN0ZtRvybM/ODc/cbdu7Op2/WOzxKuMdvx6lRNx6f8uGhmn7rjNPc1XiW\nKKMdxjvLIby/EsHlzZisbwCIUxG1Etz3jzgRsBrhNuow59Z209sLTDvNeHLajyen/TDruj/Am824\nryZzHZmkmVgaD497Ve2lT7ZidUZdzaDUvaAIOqoKHPZYcTLglmWR28ks/6Qw7ASm1Otg1GbEV8EE\n3lkOafJrAJEgWRswNbOWtuiYgekZKPHeija7P5IrNiQoaqHE8Ti3Eu7oWu5EqXUjlUeF76dTp75l\nUP6dBhW2aL50IKoTvULr+uuGdE2AA6uUOWjsazCRrlYJJBVIq47BqVE3vthJDO4CdVqAgFvbz0OB\nL4NJTe33lxbGcN9Id5K2JpaBv6qlkC1XsJzIyk6XgiDINyU+2YrjZlS0z3756rr8nQ0aov7F7sHv\nMxtQ4UWCZS/+FwDw4tFRTZncwx4rzG1WGp6c9uP5QyNYjGVUhM6VRA4frEVUipKt8HA1WPzR4QBc\nRh3aSSgnHSbc7XfUebj0ik7e977DaVHZgb+4MIrTY26sp/IdT2E1w1a6UMereHc5XLdWegUvAJ9r\nEEfTpUrDwMCiYzDfhyD/SijZNs8ili+p5J97hU3PNtVqEAQBkxo+Ikq8tDCGYwNwM1aiWUF0EGyH\nbsiUhBBNI7lvA/aVMyFlJ6J7px4GhsKYzdgVixYQS24uow6FCoftTAE/PhKQiYA6moK8N+IXAAAg\nAElEQVSeptSmSjO7C8hn2a0IOA2sZqTaDwfBMbsJd+K7B6CkfvnlTlLumzcjQr25uNN3g64Kz8vW\nvgxFYSdTwHoyh+Ea4a5mJkGd4OcNDsxEoYynZ4YaqgYux7OI5ou4v0kwd3zYAZdR1xGhzW8x4Piw\nA69e38Skw4yjXlvLFlbt5rocz8LM0t/K0bBJhwkPBFyw6hjcP+LE+6thPDHtw4drkY5GfZtBcvD9\nZCsuqxa+dSfYtkaKw8Di7IQX+TKHD9cjHesTvLscUq07qV1X5niVwd9e4fWbW3hkwttXsystZEoV\nfLQRbchHEN2Oxf92GFgwFBkYkfH5QyMNg+2PN2M9789ek/5PosqyXzgQFuQljkeyWMZ9Iz45Glzw\n2nC1Q0tpv0WPe4YcKHM8Lm7EQBGRzAmIUrIMRfDG7R3Nxy7Hc3AYdHAZdQjYjJoyqp1oMmjh7aUg\ncuWKKpOuleK+22/Hu1UxlTNjbplD8MSUD6vJHBY1FNsuKubEn2hD26IW7y6HkCiUsRjLgCIE005z\nnaHQoEv4bHViRssTQ8KU09ySeGbXs9DTnR/o006RUS9tno9P1bex0sUyLm/F8eikFxfWo7DoGJhZ\nGqfHPPh8J45hi8jz+bYiW+ZwYV00znMZdXhk0ovfL7ZHrKQpglmXRfP6VuL+EScMNCUTBm9F05hx\nWlSjgdNOMybsJkRyJXwdSkJHi4ZqOpqCjqbgNOiQK3eesFzciOLUqFs10l3k+IbKqr3ggREnLreQ\n1L6wHsXZCU/dpEm/sZHKyxXUWjgMrKydMmw1Qk9TqPB7K6zVL0w7zf8YTPSAfQ0mDAyFZ+eGsZbM\n4ZOtuGxrCwBHvDaEcsWO3PyKFTFLeHcpDIuOASGk6UKjiBhklDgeuqqFdSMc9dq65nFoGUSVOB7n\nV8MAgLt8NhxWiPysJuqZ8AxF4fiwU54OuLgRxVoyh2M+e89jo4lqb5vjBTw9J2Z6xQqH12821ujv\nNyRzr05RW0GgKYIix6lIah+sRWTeC0tRDUmSLqMYTGplONJB8viUD3Y9i2SxjFi+hCenx/DFThwV\nXuiJ51Ph+Y768gcBRoaCjqblwJMXBBS53Ui5kZKkFihC2ibT3uW34y6/HedXI4jny3h1ZxNjNiNO\njblBEZFM5zbp4TbpNW3kT4+58dadHc123Z3qpIRWZWstmRu4DoQEm57F0zP+plMuZZ7HOzUVk/2A\ntYPfuVeYWLphVem1G5v4YYPx3m7wfJsjxfsNQsjfAngeQFAQhLur9/2vAL4PoAjgDoC/EAShs+y8\nQ+wrZ+KIR52JSiYygKgRkKku9q10vq3S2Woyhz/cCYGlCe4faT2qyVAU5lwWUES0U47lStDRVJ3V\nNUMRDPehnJgvc/hiJ4EvdhK4FU03LMs9NePHUzN+1WTDH5Z2sKnIDiYdZhwfduJIA4veTvCdIQe+\nM+TAUzO7o6dfd1CJ+M6Qo6epil5w1GvDdxSqkhupPK6FU3h3OYRwtohLGzEUKjzeXgrh7aVQS5Oj\nRlAGbEqn10KFQyhbxN1+e0/+KfF8uefxyL3GwxNePD27e818vp2QJdYl3Dtkh988mMz5RMCFfFkd\nEBwfdrY1NvnElB8jTfx3uoFdz8qkPb9Zv+eKjfuJr4PdratO0UhBth9wGNg9IfoOAD8D8EzNfW8B\nWBAE4V4AtwH81aDfxL5e7dKil5QLlS6U7y6HZMOmaK7U9pgVIHotpDT0EGpV+Uocj2vhFHhBHOnx\nmvXyOKgSP5gP9KWUWOJ4LMYyWIxlcDOSxtehJMwsjUNtELh4ASqxqCGLAbN9GiGcc1sx57aCoSi8\ncm0Dr1zbaNul78dHAphzW7tqLQDi5+h1nEo55TJuN2E7XQAvAF+HUmqOTJ+gLMXraQpPTPl7JuF5\nTNoVkYOM2pbOYiwjV7kkzLmtsv7DR+uNp6e6gZ6h4DDo8ML8ME5UpatbEQUl0BTBqVF3Xw8Ps47G\nk9N+GBgKD457WjpOvn6jMQfp3EpIJcrWDG/c3u7ofQ4Cg3L1rMWwxdCXxE4LVj2Lp7pwQt5vCILw\nAYB4zX1vC4IgEZYuQvTZGSj2NZjIVjd6p1GHRye9qr6nMnQ45rdrR/k72j3FcbsRZo2S84S9fqOR\nXoemCAgRyUO1zm/dSLVqIVksy1maADFAyJY5vHp9U5NYFLAaZWXHlxbGesp8VxNZrGqwxUPZAjZS\nYul2I5UDJwgdSRy/en0TL19dR7wNElosX0KiUAJNiPy5zk5427b5bQcsRWHUZgQBNAPQ7UxB5TXQ\nSXbK0pT8vsftJnxvdgiEEPna6QWEEOy/MHH3eHdJ5PnE8+WGgX8nCUG7uHfYAT1DN+XaNAJFCL7b\ngcldO6ApgucPjbT1fkaaaLzwAtqWnc+UKrjaJ05TLF/qaEpGqtI1Ug9tBaehsyC62TrrRCemEZR7\n/W9u7X+Q1if8JYA3B/0i+1rTWU5kccxnx4+PBLDgtePD9Q7VKYfqWxknAk557r8WtaY6Eh5W6EgQ\nArD07gXVz3EnI0PLB+dhjxU3alTn3l8J4y6fTa6CFCqc7FzZC95fCctqfduZglyyD2cLuLAeRYXn\n4TZmEM0PlnwkVXwECMiXub4ZW72v0AcwsjQ8Jn1DwlgtOpk2MHepbPhtgnLtSJhymnGnBbESAMbs\nRtyOZjQt5NtBtwTpRya8uB5JDcTltBlqSc69YDmRxazLAn2b00THhx115G9AJEJ3gsM9GrpNOU2Y\ndVn3jIvyzUMIQLjrRxNC/hpAWRCEf+jgMU4AIwDyAFYUFY6m2Ndg4m6/A2aWwdMzQ3hnKYhXrm3g\nvhGnZqnyB4dH8POr1exdamGshIBD6oj4SiiF29FM3ab/5qL2FIeOpuAx77Y1aEJkIl2vxKavg0lc\nj+xyXrxmPWx6RnY7nHSY8TvF+4rlS6psJJovyaZGvSBfqcCiY5AvcyqVv0ShLDv/7QWLmSYEZye8\n8Jr1uBJK4g9LQdn8qhfkyhz0NIUix4MXBIzZTfLYcb7MIVOq4P3VMJ4/NKzioZQ4cSSWbqEC2Ph1\nK4MTV/sGQRzZFa+rOzExQaAUQYVEhq7wAjJVY7TvzvrrDj4Ty+D5+WG8cXsbxQqv4km9fSeIJ2f8\nyJQqmq0JhiJwdymn7TXr4TV78ebtbWTLHN5eCrX0qZCQKx8M0myuzCFdqrQdTDRSrWyXTLngtWFB\nI9F67tCIJuFcCzY9g/FqtfhEwIWP23QdflBh8z4INCN5DgwNr7ea+69da/spCSH/AsCzAB5v42/t\nAP4rAP8MgA5iBGMA4CeEXATwHwVBONfsOfadIfS9uSHE8iXkyhyOD9cHEl/tJBHKFnBNKWmbyAFb\nccCl7lNLfed4oYw3F3dUNy0c89vw8IS6tymxv7VElTpBrlyBoCGlkiiU8fvFHfyuelPCb9GryH3S\nZ+oV350dxrNzw3VckGbeE72g0RipiaVhYMTv2m829K3E/L25YTw66YOJpZEpVWQdAkDkmUTzRXhN\nelwPp1TVqTvxDH63uNOWcRkAzCmut1i+hHeWtBUTu0W/BbAOGkLZIt5c3EGJ43E72rhS8ezccEP7\n7kYVp2GLoWde0zOzQx3145fimb6asvUKaaS8X7hT5XYNCqliBWvJ/nItIrliR8qjWnikS9OwfQap\n3sT/Q8h3AfxbAC8IgtDOBvcLAOsAHhYEYV4QhIcEQbhfEIQxiC7DPyCE/BfNnuBApFXJQhlv3dnB\nw9UfUUkouhlNYzGWUffxvTbRdUoRBDAUwbDViK+D7fcOtUp0004xo53rkdyYL3N1bYzHJn343y/d\nVoUY3z80jOsR8TM+oCHG9MlWHF8Gk12PPH0VTMjkqJMB10Bn0n9VHSUtcTxKHF9ncvX4lE8WpKoN\nmnqF3cDCxNKw6hiYFb+ddEDPunhwvKDqZR9yWTHtMGtmcy6jDhYdoyq/KqcE7NXRvX6iWQ/9IOPz\nmnL5b29v9zyiV+sZkyiUsRLPypbjgwBFCPwWA7bbkGPfSOXqPvefEtaTOXyxk4CAXQ2QQWLMZsJi\nLNPQH6UWz8z48XuN6ad4tdraicdPLUwsLTtBfxNACPkHAI8CcBNC1gD8DYB/B7HC8Icqz+SiIAj/\nqtFzCILwVJN/+xTAp63ex75WJs5OeOTNvcIL+MW1DVzejMmRpaQxUUcIJKTOLXTYYkCqgRdALSYd\nJllRrxafbcdh0zNdEboAYDudx4drEbxTkyWEsgX8n5/ewU6moCLaXQ2ncO+QAxN2k6byowDxcH6t\nCfO7ERKFEm5E0ihxPIYsBgxbjTKRdSudx5kxd1tmNnqaQsBqVN3k9ycIiFc3ACmIGLEaNN0yP92O\nd/29toPHp/wYshg0CbMMRUHP0PJ3TBFRFOzP75mUq1AEYpBwb1X4rDbDeevObiUpmi+i2KO5kBLF\nCicTYb9pqF2fZa6+IncioL4erkfSyHUwaSMAuLwV70pCmyIimfkH8yN4aWGsqf/KrMsCu57F7xbF\nUexGr6en6YZKrfuJP652319X4tJmTE56vthJyO3QfuOz7QTWkzlsZ/IdmXU1++57HbGWSNXfFBdS\nQRD+TBCEEUEQ9IIgjAuC8DNBEOYEQZgQBOF49dYwkKgFIeRuQsgLhJAfS7d2HrevlYkhi7ioz6+F\nkap6TqxWM8FwtqjSnWiF+0aceO1G7yJLx4edmLCbO9oo2lnANCGw6lmcGXMjU6rg/FpEJVbVDi9i\nPZmDx6RX9fc3U3nciWdg1TF1Zjy1o7BKfLwZa3uDeGi8XmVP2RcNZYuq1gbHC7gZSdcJBh3pkazV\nDh4c9+DSRqxOkn2iOoEhgSIERY7HH1fDKmMwXhBkLYrasdJMqSL/1n6zAfOe/m0259ciclY2qNG3\nfmPIYmhoqnYjnMJhRatwkEEkAE1xKgk6WhzVlHDEY2tJ0JWUUH/SYGzZa9bjoXGPqrWwF9f3XuDD\ntd5aN8d89o50aj7a6O/IMAB8uZPoafoNQFtaRX9qIIT8HYC7AVwFIB0QAoBXWz12X4OJEsfj9Rub\nWEvmQAiBniZytvfhWgTlNmajKCIq2nWCRmIyZyc8mve3QixfankwKw9js47Bn989gSLHtT3+VeJ4\nedG5jTqcHnPjN7e2Meuy4OyEFy9fXcftWAbPHxIVRb+qafdI6n3PHxoGS1H44eEAXrux2fJ9Pzs3\nrEl4MzI0ShwPDsCMy4y1ZA52PYthqwFHPDbN6sBeCFsxFIUTARd+fWtLJvC9MD+iKnsWKxzyFQ7v\nVwODYKaA82sR/PToaFNdigovyIfn2T72Vc8th+SRWV4Q6pxjDyoeGvfgFQURjgCgKILvHxquC8Y7\n9ZD4uIFRWL7C1ZFeDVW9CS3oaKqu5O006uTrXwtPzfiRKJRwbjms+XoSXEYdvjc7hO1Moec2wFY6\njwvrUTw7N9QTqXcnI456j9qa82/eXQ7h1KgLF2u+5xLHy5NfSvzq5lbbpNRabtYgYGBoLPhsDe3h\n222XNAJDERQrvbVLvqE4JQjC0W4euK91uq+CYk/uq2ASI1aDylzreJtRodek77jX3CxiZSnS8Wb+\n1LQfCx0SNr8/PwK3UVTJW/DaOnp8NF/C59sJEOxmsVNV4upvbm3XBRJK/ObWNi6sR1Dh+Z4i7+/P\nj8gTM+liBQGbEdNOM+7y2RvqcnzapFLST0TzapEzifdwM5LC1VAS7y6HVKVQs45pKqXeLpKFMq6G\nkrgaSnYkAz9qM8LA0LDoGAjoTH10P3EtnFLxfyx6BmdG3W1VITwmXdPqX6BBK+K3t+rJ1I2IvFYd\ngyemfHh6pnOir8Ogw8lRF1Y0pO2VMOuYvvAJpCrsG7d3VDoog8J9I06M2811RPOroWTLBIehSN85\nT12hyfvMlbmeDNhcRl3fCa3fEHxECOkqmNjXysRqIieTLYct3ZHPwrkittJ5WUVTiecODWE1kcOV\nBtGrEiNWg3y4d7pQzDoGCz57R8Zkn23HcXrMjV/f3IKeoTDrssLI0vikhbmPhFGbEfcMOXBuOQQg\nDpuexZjNhPU2+u7BbLFtC+N3l4MgIDg+7ECgJtuRpiCcRp2scngQMGQx4Lm5EdU0za9vbjXUL7Do\nmI58JJ5rYNd8biUkV3oIUW+4xQqnCmDuG3HKQfBiLAM9TcOso5HcI4v5fuBaOIXf1gj7DLUhAvbc\noSGwFNVVMNEJrHq24agjSxEc8dhUo9u1GLEa8fl2oufJrnZwZswtBxTb6UJbCdKnW3Hc12VCIBHN\nF7w2XFPsWws+O5YT2aYBBUvVWw4cNOQrHN5fCXctphXKFvHYVOvq41I8g+thkWh/z5C9ZUXoG4C/\nhxhQ7ED09SAABMnzoxn2NZh4fzUsz/PqGfXGcqlBmbMWvAB8uKbdc0vky5qBxK1oGofcVpSrhEGz\njgFdJd14u1gkxQqn6vsdH3aAF1DnAzFkMSBVLCNX5jBsMSCeL8nZz4TdjGmnBbkyp1rcjXCpZiZ7\nI5XDuRVt7sbpUTdoiuDrYBLH/HZYdAxC2SKMLA0dTTVtdUiiTldCKSwncrJhFiBWeJLVz5Nq4xDc\nSOWxk8nLXJlBQskr+eNqGHYDCzvEgyWeL9WRJ6Uqy2Yqj483Y/hRg1758WGnplHYTqag+h6vhJK4\nEkri4XEProZTqrLrk9M+uIx68IKAYKaACi8gXSoh3nqI4MDBrmc1Z/IlTZhHJr3wmfUIKrgVby0G\n8cS0b+AExmKFQ6HCaZaqCSGaAlu1sBtYfLIVa2p73w50NIXDHmvDqqFe8V0sJ7Kw6RmVTHwtLm5E\nsZHKYzmRldek16QHTRFcWI/ikQmqK3vyZn4iH61HO24pDxKW6r7dSLG3zAt45doGftJme0aJu9oU\nK6zwgpykiC2j9s6tA4y/BfDnAL7GLmeiLexrMFFL3urWhKkRPmxA4FSWYaUIXFq4J7oQiLqwHlWJ\nPmkpywEiCVN67fNVkhNNCE6OuuSN9S6fXZ6w+GQr3jZJ0qpn5dn82j6oMtD5YC2CYz47PtqI4qWF\nMbiMuoYkOglnxtxwGXWavdyzE15kShUkCqW2CLPXwqk9CSYubURxshog1PIbIrliwxJmwGbEGarz\nDfNCA/XW8xpktq+DSQxZjAjnvoHRQw0emvBgI5XDleBuAKxMBC5vxvDcoWHVNVnmBawmcrirS8XK\ndhHNlxDLlxpm+QGrEbei6aYqqA+Ne+RppV5Q5vmWLRMlvgwmkStzDVuyp0bdsnDTB9Vr7Lm5YRgp\nMXA6vxbGAyOuhmrASkw7zSpvjZMBt1zVK1R4eV8+5G6vndNJhbYXjNlN+DqUbCowJUCsHkiVmH9E\nS4QFQfhVNw/cV86EJC40YTfhelgtZ/viwmjfXf0kpKtZNEtTsFZ75bejnYmzFDkOV0NJvHx1XRVI\nUAR4ZmYILy2MYbrGvXAzna+zmeYEARfWoygqSvCjNhNGbSb88HAALy2M4aWFMehoqu4mSd8ylGjf\nLD3ugRFnQ58HM0vLPd6Xr67XBRJMDd/h2blhjNpMTUlhFh2DUZvoH9LK8CqSK+HXN7dQrHBdjfm1\ngyuhpOZoqgSPSS9/r1qjsc0zOvV7FgQBn27F23K11dEUnj80jHmPDV8GE9hKF7CVLnQtH31QMGoz\n4btzQyhUOLxybUOlzZErc/j51Y36oLhFUaDCi38/4zTXGYpdrqnK1bZa1M/T+Hex6lm8MN+6DN6P\nFt4P5gOYdpobZv4UIailGgWzhabtyFphr98q9Hl4oT2fDUJEjpjypQP/P3vvHSTJlZ8Hfi+zvPfV\n3k3P9BjMAAPMwA0GGCxArMEusLcGIVFiUOSRujtJJwZ5ERSpuziGGIqjxAuRd8cIUYaiYk86hriL\nxS7WYBd+sPAeGGB6bHtb3ts07/5I05lVWVVZ3T0zPcB+ER0YtKmursr38vd+v8/4nOpeMh3y4FuH\nR2BliO59EMTOBVi//LFrCQJc0wA9hpC+Lcj3OD4khPwNIeTv9isN3ROpoQMeB06PRzER0L/pp8Yi\nmAl71I9hubiYCXt25Ax5fDBoGHplFmvFGp6+uK6rwAc9DsyEvbhnJNy2+XXDpXRJ+siUcDFdRLnJ\n42K6iIvpok53/fWDw20fM7IUbSro1jmHjgfcuHUggANhT9vNssJJI5lL6RJKDU79/Qr/4WDEi5mw\nF9MhD0JOW98L5daBQE9joRov4OlL6/g0Wbwm3gq3xPymW+j9kvMS5QYupovYkElyDUFE1kSmiYUh\nOBiRMghWPiM5BK0n1a8fHMY9o2H04l9K67c7L+mDdYlgHPc42vaFQp1DTXMaffSAMYfFY7PsSlch\nX2/qft928ONL6wg4rB3NvILO9sCrYoPH22uZvgLStOvpSraMionnPRFwd1TDKJgOefDumsTnqvEC\nXltOqwXfXoZC8L9WmA55ts3L2KNwQuJKPALga/LHV8384J5wwFRcCm8fDILSLa8JADimafPxooga\nJ8Brt6LJi3h2brOvoCYtWkmWSjvxmSsbmAl71WwHIyxpLGDvH4/CbWXh0BgivbqUQqnJm7J1VZj7\n87kyvrx/EJczZfXn5rJlNSXvKy2kv48287gsd1MuG1gTK92HBi/gp1c2sFKo4VyigC/vH8BmuY7N\nch1Xslst3sNRHyIuOy6kSnBaWVBK0RREvLiQRNhpU0cGZnAsHmhz/zTChXQRLCGwjm1vvnsjsFaq\nYa1Uw0TAhUGvEy8tJHVdpU7gRWpqUxMp3bHpzvXCsXgAU0GPzhZ+yOsESwj4LjfAYyb1/4RsETE/\n3tx67XJ1DlWO75mnUuMEDO5Cd9Nt3b6JnQKGSPySbrgl5m8bhayX6qAUhp2cAY8DEZcN6epWwbSY\n18tCzy4mTeXfnBoLd03JPBLz6yLkE5UGnr26iZjb0eaRE3bZMGjSSXSneGA82jEu4ZfoH5TS39ju\nz+6JYkIBQ0hXApCFYeC1S1+3WZgdxT63a9WljYlS2rWQAACf3YqoS0SV4+G2sipjnMqGR/0sotYO\ni7YA0Z4qtCZRJ4dCbSeuMxpZ7VkNEZMTKU6PRWG3MJjPVZCpNpCrczr2uBYCpbpRDNfkUW7yWCpU\n8eBEzLTS5f7xKC6kij0DxGJuO+IeB9aKNby+ksbdIyE1/Od6wcpIXBaf3Yoqx8PGMgi77OC7zLkX\n89W+ZuCtv+9o3G/IrVFisf/zth75+sPIgwSQ3tfDUZ/uWgSkm5YZ3DkSwp3YukkFHFbkTTrcKhAo\nxdnFFM5MROG2WgyJs2bQrcvFkK2AsYYgoNgw9imhkNZit9XjsLBtxQEA/ODiGh7ZF29THFkYBmzL\nHtgURDR4QbWIr3ICnpvbxP3j0a6eCb28LZ6+uNam4KhwAhbyFQx5HTqll4VhdHlH1xJm3tP5XAUB\nh/WXvIkuIIT8b5DCvAwZpISQLwBwUUp/0ukxbngxsV2vg7ViDc1tdiXms2VMtRQMV7NlTIc8aAgi\n1oq1rtK0W2J+vLWaAdfS5hMp+vZzPzMRM/V9d2mqf7uFxYOTMV2Bkao0dGMXRS/OiyLmchW45Ghu\nh4XFcqEAXhTVBW9liM4iuxPOLiYx6nfhWNzfc/MZ8Dgw4HHgYrrY9USer3N4azWjztnfWs1ivSQV\nYywhuxrT3An3jkq27lG3HcUGB4eFRYMX+rYmVq6hXmAZYqpzczMjWWkgWdkda2dAktJuN1jt7GIK\nfrsVfodVlya8XqrtOPqaIZL75pDXiSrH49WltKG8lxcpXltO9RwnnJmIGSZiXkyXDMnhMxEvEhqu\nWbbWRLra1O1f+TqHN1bS8Nqs12U9AVJn1IxMfTcwE/biUg/O2wcb+WtaTByKeHHh5l7TnwD4MSGk\nDuADbKWG7gdwG4AXAPwf3R7ghhYTrY5q+XrT9M240OA6SoK0IGj3NmktJIAtxzRepCg2OAyj+811\no1TDYzPDeH5+E04LiwcmYmAZYhhb/r3zK+pzMHo+vXDvaFjXuqSU4s2VDCilqhrlYMSHCsdjMV/F\n92dX235HlROwXKiCUophrxPPXNnA12ak9ifLEJWI2g0UW06a3zw0IkWk9OgOHYz40BTEtpun8jpU\nOR5LeV7XZVouVFUymo1lDBntgkjx/QvdY4hHfE7cO9rb1VQ7YlFOf9vJQjFrXrTd0dxexcmhIN7V\n+KNIZMKta3M713wrlEjE7T5OocGh0OB2XDy0ghcp8vUmBj0OuOTuRyevkGKD79i50OL2wUBb12q5\nUMW436XjmrAM0XULJF6GVKy07q3pqlRkLOQreHgq3uZS2Ur0FOlWKN65RB6cSEFBQSlt6wi/vpLB\nE0f0fI/raWoVc9t7FhMA8MJ8Ag9P7W44n4K4x3FTFxOU0qcBPE0I2Q/gFIBBAEUA/xXAP6SU9nRS\n63kHIYT8J0gEjIRiXEEI+SMAvw1AOSr8c0rpz+Wv/SGA3wTAA/gdSulznR67UOdUsuJqsdomadwp\nCKSZq+LDH3XZ4XcY/8kK+cnKEFPs7fGAG2cXkzg1GulojKPgwckYlgtVOC0s6rzQV/fCZ7egxgk6\ntUm5yWOlWIVIpRYoAJ3r5HGDzchjsyDutuN8qogLqSK+vH+LeFjnRbyxksHdIyHT7cm31zJgCNGd\n9DphyOvElYw++XXA40Cq2sBKoYb1Uh0hpw2TQTfG/S6EnLaOGntKKa5my6Y2j3KTR5XjsabJYeim\n3d8JFPlZr67W9ca1XL8KxgOStDAjF+SPH5SK1CuZMpqCgKDThkS5jqtZc6TnGieAE0VdWz/otOHO\nkZBp/5nriU+TRewLemC3sLhvLKLrGG4HPrsV+2RyerraVIuTVpnxqdFwW7pqlZPGklo5ZJXjsV7a\nsvx+YT6Be0bCusj7Vqn0ywtJjAfcugJ5vVRHotIwDMBqlV9ulq+9i6cCl1Vyj21VyrWiwYu6e043\nKONgt5Vte433Gjqs8SCAvwUwDmARwBOU0p6kLUrpFQBXtvM8zHQm/jOAv4DkjLapve8AACAASURB\nVKXFn1FK/0z7CULIIQBPADgEYATAC4SQ/bSDPum15bRKCFSYwmbQ4AVcNXFDpoBaSPjsFgQcVp38\nVIu3VzM4PR7FqM9pKi3u9sEgLnZxz9Mi4rKrJ4oax2MuVzadyVFs8Piwh/9Gq0Rs2OtUTx6X0iWs\nFGto8ALS1SYcFrYtEAyQPD84gcJictSZr3MoN3kU5Dn23bKK5UKqiOVCFV+cHsA7a1nkak3UeaGt\ni6TllSzkK5gOeTAZcOP2wWBHO25ASgQ06xKZr3N4eSGp456YKSZeX04jX2/i3bUcfqVHzHilyeON\nlQwKDQ5z2QoqHI9hX//s7oDDijuHQ9eCfHnN1m8v7NeoPYa8TkwG3XCbyJ0oN3m8vZaFg2XwsOb1\nH/O7bngxcSldwnTI0/Ua3Sn0+4WAhiDgBYMRz2K+2najKzakNfnhRh5zcvHGiyIqnIDpkAfLhSou\npUuYy5bxh6cPAZAOcq2mc7k6h9xmHtMhD/aHvJjPVbrKbN9fz+FKpozT4xG8upRGlTOfCLtTeO1W\nBBzWnsVEjReQrjZMFRMb5ToupkuwMASnRiN7wz68M4zW+B8AeIFS+qeEkH8G4A/lz10z9FzZlNLX\nCCHjBl8yWk2PA/hvlFIewCIh5AqAOwG8bfTY+8Me/ODCWt+tS0qlKrMfSC1GqQB5+uI6zkxE4XdY\n4bSwqPECBjwOhJw2XbpgLxzcRkqg02rBtw6PYqNUg93C4oX57d88WIao7UxeFFFs8Ag6bLBbWJWA\ndUvMj7VSDZxIdTfhXK0pE1rNT7qytSZcVhYWhiBfb0IQKZRS99m5TTw0GUOuLp2kzJ7OrCyDOwaD\nOBD29pznlpu87m/Qukq+tpyGSClsLIMHJ2Iq079VGvfqUgqnO4R0KQTa2VQRAYfNVDz7W6sZlTSr\nPLdnrmy0qW96IeS0IeCw4VuHR1SL+d3AtVy/ndwlO6EXX0CLGieYUsl0/l1WtU2/09AnLWq8gB9c\nXMOoz6lTOOXqHKyMdDO7byyiGkn1i2ytCbeVRYUTEHLa4LSycFqljsf5ZAE5DQl1rVQz5Fe0Equ/\nfUTaI/7De/MApGs25LTh/vEoDka8yNaaumJf+3r99PIGvjAZUy+W15bTsMsprNrXmEK6/rspQraL\nSpNXFRtf3Bfv2Qnuhg8385gMunXj2SrHw2lh1fGNIFJVCsyLFLl6s2cxEXFJhGMz7sW7jQ5r/HEA\nD8j//g6As7jRxUQX/BNCyK8BeA/A/yK3UIYBvKn5njX5c4ZYyFW2NQO1sARDXodK1AOkOe2g16Fr\naXeCjWVwJVvGiaEgnFZp9JCtNVFscCg2+L42ve1COVHcEvO1WX4fi/v71ka/syYRFycDbp1ff40X\noD1XfpooIOC04u3VLBwWFnGPQyXBnksUcNeI8Q19IVfBBxs5BJ02OC0sKCTpqNdmxZjfheVCFbOp\nIg5HffhgI9fVNEqLfUEPkpW6LuStE1oX6nqppnIxPDYLOFGEIFI0BKGjbLDQ4FR75A1Z5umzW3Eg\n7JVJcmm8tZrBiM+FTK3Z8295aCqOjzfzutFVUxCxUar11R5V7JoZQnr6dOwSdrx+31zJ4MxEdEeq\nKiN4bBaEnDZka00s56sYC/RvOuS3W9Wb/Vy2jI1yTbdf9ILLysJlZduUFaM+J3x2S5uKpV+yLgDc\nIV9Xs6mialz20kJSVXQcjvrUXBCF0GxUPGgxHXJ3HCe9OJ8A5LC9CoDf/tvXMRQLtOV7LGg8eGq8\n0MYzaQgiXlpISo6b1yEJ+FNN8N2ry2ncOxre1T36SqaMw1Gfaq/+3noWK5r7yLlEAXVewLF4d0nz\njSomOiBGKU0AAKV0kxBiiulPCDlFKX291+eMsN1i4t8C+GNKKSWE/EsA/wbAb/X7IG/913+n/jt6\n5HbEjtxu6ud4geo2hrtHQhjxOXE5UzZVTJRlueOJoaBahVc4ycf/WrqlGeFQxIdDER+evrSOpiDi\nvrGIaoD1k8sbpt0R72nhLry0kDQ8kR2J+fBJQlJ6VDkBC7kKNkt1fHVmECvFKrhlUZe/oSBZqYOi\n/ZSnkLoUKItJsefVEsG0vBhlo3RZWfz9Y0YHZwmXMyWdzTqlFN+/IPFEvnloGE1BxHyuorY4v3lo\nuOvNrcoJmM9VMJ+r4FDEizsGg0hUGlguVDHocSDmlhQvyt9UafI9C6NjcSkcSWkD21jG1KgMkIyf\nbo0HcPbsWZw9exbA7p6kO2BX1u8vvvNvkYr6QAA0Rg/CMd0zC8gUnFYWXptFViY0dMXEtw6bGyEt\nFapqMbEv5MFU0N3XeqpygqFNc9hlR3iXIuIVCfrVbFn3vJQCZq1Y6ytk7KuyeVeVE4wLJ0IA5Vq+\nsIoL787hwuFRvLiQxENTsY7R4Z1SbH96ZcN0LPlOoL2xK+9LoGV53TUcwmrRHGn6qQtrbc/7aTli\n/RdLKZSbPL4pZ/Moe81Svtq1mDj/zpuYfffN3S8mKitApXsBaRJmz+1/AaD1Rmz0uTZsq5iglGrL\n8P8I4Mfyv9cAaOUMI/LnDHHkib73LwBSe38y4MJyoYaIy4ZRv0sKS2pwmAy4sKDR/3vtFjR4sc3O\n9wtyItyIz4n1Ug1jfhccFhY/vbyOR02YvOwWlBufkTPe12aGUKg3cTlThkipzsyr0+Mo+MJkDFWO\nVy/uxbw0K83WmiqPRAEvijpv/idnV8ESgttkFcVOosOfnF3FsFfioWgfZzZVxGTAjY1yHR9u5hFw\nWBFw2No2NL/dismAW725E0LwwHgUb65m8OJCEgfCXtw2EMDlTAnDXqdhIWFhCEY1apjpkAdBpw25\nmlQIKcQxQaQIu+z44vSAegKk8t8w5HV0VIYQQjDud2FOfg2rnICL6RIOdbkRxNx2+OxW3DYgbe5n\nzpzBmTNnIMr23H/xp3/S66XdNnZr/Y4+/utg5JbzdqyhlgvVvot3s12Q1sftt3tiZxncOxpG1O3A\nSwuJtg5FN0wG3MjVm6Z9MUZ8ThRS0vd+6/AI3lvPYqOPLooC5W88NRbBe2tZDHgdOhXYNw4N4+xi\nCtlaE/aj42pcQcRtR8hpQ77exPNzSXzj0PA15YTsFG+sZNqKAWUNdtsje0FZ8zNhb9v10hBEfJos\ndAwAO3LnPThy5z0QKcVTF9Yw++Rf9/fLDVSAElo+/723zD5ighASp5QmCCED2CJbG4IQcg+AewFE\nCSG/p/mSD4Cp9pPZYkJRZim/eIBSqtiOfQPAp/K/fwTg/yOE/Dmk9ug0gHd6Pfh6qabGuO4Pe3pu\nMFaWwYnhEDYrG7htULrhWRiCE/LMfVKTieGwsOBE2uYlrzDFlRvriaEQjg8E8HEir/IYrpWMqB/4\nHTacHA5BpBTTIQ/eWMmYPl25rBa1fb6Yr2Im4oUgUhwISxtjstLAp8kiOJGqEe4LuQqOxv2Iue3b\nLiIeGI/iFU3bV3GN7ASFTOuwMHBZLXh4Ko5PkwWkKg08OBlD3ONQc05eXEgi6rbjAZn3oJCpRnwu\neGwWuKxsW5eGIe0KnaYg4rXlNGq8oBYTFLTNtZQAKr+mG44PBtViohcemozBY7OovBYF55MFHIn5\nd8W1sQXXZP2+tpTGl/YPbNsd8lyi0HOtrxZr2B/29D0nP24gJ75vLILnTXKUeJGqB5B7RyM4u5g0\nJesEgJPDIVQ5Hs/PJdrSaY1QaiEOnhgKoVDn8M7a9smmJwz4RyxDcO9oGFWOh4Vh2q5pj82CL0xG\n2zJCukFRgVgZ0pGLdC3w2nK6rYN6YigIK8uYIucrI1kjlJrGReBivoJ9Qc91Ge1sA7o1Dmkt/wMA\n/xrArwN4usfP2wB4INUE2jlrEcC3zDwBM9LQvwFwBkCYELIM4I8APEgIuQ1SROkigP8BACils4SQ\n7wKYBcAB+EfdmOCFOgef3aKLEDdjQa3Fs1cTOBb3Y8DjUBdHpzakw8KoDpt3DocQcNhUdvaAx4Gl\nQhWnRiN4Zy2LL/dJoLvWYAhB2GVXvSHOJfLYKNXREARTvgUKN4NliPr6hF12pKoNJMp605tXFlOw\nMpITo2MbC+cVg/nxYzNDeH89p0YYn08WUGpyEClVXezqvIg639SRN797fgX3jobbZtRGGyEgEe/M\ntKFFStuKsqcurOm+nqk2sS/kRrLSMHxMhSgHtEvrjGBnGTyyb0C3GTV4AS/MJ1DhBDgtLIZ9TlSa\nuxf8dS3Xb4UTUKhzsMtFYD+YTRVR4wRUmryhi6HyGjUEsWvYlRGOxvxthRogyUufODKKjzZzhhb0\nWgiUquvKYWERcNh0xYRC3O4El9UCfxf1GICuJGW/w6pTEjUFEa/2wcsgkMZv+8Ne/OzKBkQKWFkC\nn90CwK7jlKwWq5KajmH6HuFoR3KfJAo4KifBOi0sbCxjuD81BRFnF5N95+JosVmu6/gjdw2HMOp3\nwWVyv5pNFRFz2xF02NoKPm1HSesUXOfFnjkpDCE4PhDA98z+IbuADmv8XwH4HiHkNwEsQVJpdcNv\nUUp/jRBSoJT+X9t5HmbUHL9q8OmObr+U0j8BYKpH+9xcAtOhnVsnn0sU8GmygLtHwl01/oejPkwF\nPchUG7DKfgozMtlNSc98VY7o7mbrvRdwLB7Asbhk9JWsNHrGt7eSPLUwIg5xMhnx9HjEcGPuB4Me\nB1hC2gKbfrEkkamSlYaqhDgU8bb9PjPR5gCwP+Rpk71ezZbR4AUcaWlPWhiCQY9D17EQRIpPkgUc\njHjx6P5BvLac7rjhhZw2nBqN4MeX1wFIHia9uA5um0V36vtwI4dcvYkKJ8BtZXF6PIrNch1B5/bZ\n6q24lusXAF6YT8JrtyDuduD4oLnMDS3OLqZwajSMQEvnyNeHyqhf3DYQ7FlMAMBKsYqpoBtE9lNR\niIjH4n4MeZ3YLNfb1p02KfjMRAzvrWd1I8Tt4u3VjE7J0Q0TAcmrRem4PTARhSDSjt2dEZ8LlAJv\n76ATAki8qgYv+W3cOuDHmN9tyHl6cyWDYoPHpXRJ3X93C1GXHXaWMdURAoAKx7cRTJuCiES5ftPk\nBXVY4wDwcB8PcwchZAjAbxBCvoMWtVcnm20tbridtlkjm1ZclE82CkQKpKuNjsXE1w8O4VyiIEtR\nperyG4euPXnoWkOSMNp0m9hTF9ZwZiKKkNOGjzfzmMtV8HXZSOiHF9fV71sr1pAoN5CqNHAo4sVC\nvqI7ReTqXM88ATOIuOxgGWKobnj64jpeW06ripMv7x/AZNBtSAJtRb7eRLbWxFRQGo3dNhDA91vY\n7ork7WK6hEcPDKpSRgsjydu0K4YhUgeHJQTfuGUEv3p0DE9fWocRfHaLrsMwl+t9c8rWmuA1r+eV\nbBn7Qx7cPx4FAQHLkLb8hZsBpYUkSkMhpKuNnr4crahyAl5cSOKbLTPwEZ8L7/ThPaPAbWVN3aC+\ndmBILQQ7IVlp4KkLa+pze3gqhmSloc7UWwuJbxwabsvKuGMwiDovYr3LmM8MEl06HK0Y9Dh1+6CZ\nrpFyqn95cfsW6FG3ve0QNh3yYC5b1o1ylLyelWLV1Hv1yL54V/+VqMuu/r1Bp03uiHQvJsb8LoSd\nNtX0TwtepMjWmoh7HBiUVTTKYfPZuc2e9w3tmP0mwr8D8CKAKQDvQ19MUPnzXXFjj9+zK9KHBrka\nZypyd9DrVC/csMuGUb+zq1zohxfXMZ+rYCFfwWKu2jFSeH/I05U4t1ehhOtYGAZPHBlFzO2AhWFw\nx1AIEwGX+rWvHhjEvaNhKY/D58S3j4xApMCFtJQg6rAwaru9FU/N9m8xDUg3/eVCFR9t5vHk7Cqe\nnF1VrWctjCTpFSiFQCl+cnlDbWsTSIu+01z9hfmkav4VcdlBCEHMbVcfSykkxvwu3DUSavNEYAgB\nIQQ1TsCL8wmsFCX5oPTfmrqBKBjzu3D/eBRPHBnFncMaj4FaU3fNThtcQ1aG4K7hEOwaV7AxvwsN\nQQQn0D1NeOuK2RWgyQO8gHydw/fOr2LBxEn8cNSndiWNMhO0r8fz80ls9kFINMPhcFpZPHFkFAdk\njpa7Q3tcoBQZ+eYXctpxMOJTyXn3j0cxqDm9Wpj28EFCiKnCeLdwNObftgOr9jVfylfwvfP9qQgI\niPr3K4RVhhDdyFjLA8nXOVP8htYCrRUNQeg7In65UMX3L6x1NA88nypiLlvGuURBtw980cRoZqcJ\nszcClNL/h1J6CMBfU0qnKKWTmo+ehQRwozsTWsLORg4YDGK5UEWV4/HgZGdZ7NmFFKocj6YgIuiw\n4t7RcE/znLMLUsWtVMWKmqMVRu6QNzvuHA6rCZcOC4shrxOnxiJqouPdIyFVshlw2HAs7ofXbkG6\n2oBTfl1nU0UphXEhhZPDQdWx9EyH11GLlWJNJ+/SIui04e6RMKaCWwtWGt3UMeR1qnbdUy3V/vvr\nOXxl/yAenIjCaWXVjIJbBwLYuLqJ+8YisMibY2vaYSteXU4h30J4MypgOlmHW1kG941FcCFVwqGo\n1/D3cSLF22tZhLM2PCQTe5XHe2ctAwvDmPbm2HOoNqSCQr5W3lvPocYJOBzrXpQfHwziaraCq9ky\nKk0e943rb7qKmyIgeQ0UGxzWS3XdNbcv6O55s+kGRU3z9moGlQ5KgPlcpSOX4J7R8PWQ8uowGXBj\n1O9EutrUjSclifz2pe0em6XNv8cMPk0UcEvcj5ViFdMhiaB4NVs2vJ5b+RNXs2VMtZhIGWEhV8GS\nvIfdEvfpMkqKDV4y+5K5NyeHQ6Y4TL3Qy3m4FQcj0trfjufIXgGl9H8CANmXwqH5/HKvn72xxYTS\nflO6E+U6MBVHutpsc9erNHm8tJBsuxhZhnS0eaWUqsS2cpNXCVMzEW9b9W40b/8swW2VCGPak/x9\nYxG8uZJBxGVXT2YOyxbLW3tTPBz14XyyCL/DCrfNglS1ATvL4JnLGxj1u1Ti1W0DAZxL5DtW/A4L\nY0gY1f4uTpTIb1q+QusNuhNB1me3GoatdYNCuNKeTt9azbQVDz+9vI5bYn6MB/SFjccmmRj1KloA\nIFOTCKbHBwKqtXem2kSF4xFz23d0M7ghOGz8Wp9PFRF22XrOnZWCwSiqfsDjUN0bFRzQtMUJpGJU\n2w3olwiq4K6RsE5WyMghdrxI1ZukUWaPhWFMve+PHxzC0xe7j1W6wcjPIeZ24HDUhydnV3E46tvx\ntWNhGAQctr6KiY1SDRfSJczlKnj84FDP8MVWm23F86fXeK/S5NVr5OWFFOwsg8cOGkv4O/ll7AZ+\ndnWzo7fGxXQJE4GbcsShghDyNQB/BmAIkpx0HMAFAEd6/eyNHXNc3ZA+FHA8IPsJfNQSVPXCfBJh\nZ/vpIF1t4mdXNts+D0jEzJ9d2USpweGhqRiOxnw4GvPhgfEIHpqMw84yOBrzg+Cz2ZHQ4tEDQzg5\nFMLRmB9RuaofkN0vTw4H8fv3zeD375vBHz94pCv5LVNtoM4LOBrzYSrkxlcODKqFBCDJfDvtJ7fE\nfHhQE7l+IVXEYoeW+EqhiufmjN/X3YQ2X2XE51I/3FYLci0nzlG/q01V0guLeeO/78PNPM4l8uos\n3c6y1/2Ee62xkKv0jFr32izbJlt67Za2zbtbR7MfBBw2VWI86nOZCv/rBguRjMxmwt62LttOcUvM\nh9guZUccjvrAEOnvN6uMkH6unfugda5Ugsu+NN0+JthOHg0vUt34YbfTYLuh2xjv51ev/Z51jfEv\nAdwN4DKldBLAQwBMmVvsLcmCzQJ0WGhfmo539CpQ7KCvZssoN3hkqg08fXFdx9h+bi4Bh5XFwagP\n949LrXG7hcGhqA+PzVw/k6obifGAG4eiPpwej+Bx+W8e9btwMOJTPx6eiutu+Fo8emAAuTqHBi/i\nUqasjkC0SFYahlZrX5oewOVMGS8uJPH0xXU8fXEdnyaLHccfG+U6eJHihxfX2kKIdguXMyWcS0h+\nFj+6tI5LmRIuZUr4y3fn8FcfLLRJXC+mSzi7mMIPL66pH73QzZH1aras3gRqvGD4eu5lHIv78djM\nIB6bGUTQYcWDLSOvlWINc11m4s/NJVCRUy55keJ8i9Pio33Ks+8d7Z1g2w2Kg6SCQa8Tj88MqeZt\nO4Hi8XAs7t91l92DEX3bfzfQKk3thTkDIv1+TeJoazevFR/InjZfMFkMCpTijeUMKjKxc6OF33Rq\nh9dCN3ywkTPltHyTgqOUZgAwhBCGUvoygBNmfvDGjjmUFun8JsAwgOYmNup36UYddgurOrZpUZEt\noUf9Tsxly/hww3jO9bimJfZxIi+bVAXVx/48QSJjSumi6WoDDUHEkagPIacNry6nYWUZfOPQMN5b\nz+kqfpfVgm8fGUGiXMeJoWDPIKyIy4Yz8nu6UaqpJkD/6/0H8e/l0KHWNrYWBBJT+5NEAV67RbWz\n3SzX8eZKGpxIMRV0Y8Dj6Nri5UWxjUz56lIam+U6PtjIodDg8MZKBhmNy2HYaTPsQgiUQhD05dKt\n8QDOpwpt47aNUq1jcJw2AnqveZqYhZaJr6R7fvvICN5azWClIG22guxM2ypLnE0VUahzeGsliwcm\nourNMOa2I1lp4KScm3PbQKCj7LlVtqvIvbcLl9WC02MRvLmaQbbWxFy2rFpedwIviqhxgilTLYv8\n/Owsi2Gvs6uR243EkNeJ1WKtqzy+2OBQakiJuSGnDQ9NxTAT9urWzE+vbKjKBxvLwGVl1Zt/K0oN\nHg1e6Ivr0DpSeerCKh6ajMPvsMLah7T/WNyP2VSxayqqFhRAptZZOXiTI08I8QD4BSQDuySkKJee\nuOHSUADAaEQqJjTQXqQKjDbm2VQR55NFVepXanAoNHh8YiIo68PNHL40fXNu5LuBmYgX8boDFoZg\nNlXEBU3LnxPEjq1DhhCUmxyagohJmwWbpTquZMtw21gd6UqkUNMTE5qbud9uxe+fmgEA1TVSy3j3\n2604GpfGT0Zy0gGPA/eNRcGJIuayZRDDAEwJnyQKyNQabeZBr6+k1c8V6pyukFAw3eNGAkjSv8vZ\nEl5fTutSJAGJiLgvxPWVr/BZwN0jYawUJCVAQxDx+nIGbpsFpzUEy1GfE0GHFTaWRdi1NUI4PhBA\nucnD77BBpBTzJiS3u4lBrxOnx6J4d12yozaDfq26/Q4rTo1FTCfrXm/cPRLuGSi2XKiqrsVmgul8\nditibgcWmsbvZ6raQLHBI2pwsHtv3ZxEWKTSWPHWgYD8++xdTcN2gsuZMipNQTXh+wzhcQA1AL8L\n4O8B8AP4YzM/eEOLidsHA7rKv9TgcHYxhTovgiHtZB0FdV4ASwh+fnUTtw4EYGUIig0Oz17Vz95c\nVhaPHvj8Fgu98NJCEjaWwRf3DeBcIg8by+CxmWG8vpzGQr4CC0NweizSpj2Puu2Iuu1oCtKp7FVN\n3LLPZsV0WHpPtRyAR/bF4ZCJsFrcMRjEe+tZtQtlZxl80WCu2golEnjI60SNk6RhNpZpk1hmjQqJ\n5XTHTYYlBFaW4KF9sa4qAeX73t/I4ePNvEoOa/ACKtzWCavTSeyzDitDwMknvRovtI1AvHar4Wm+\nLogIOW2wW6RTbCcL6wcNUmZb83e2i6jbbjpC3sIw8Ni21xFxyDLhMxMxvLSQBKV6ibAZZ9sbgSrH\nq4XEbsLo/WvwgrS2lJdF6R7Ir9MzVzYNu5s2luk4NvzK/gE8o+HZzaaKeHT/YEdPmU5IVPrPT9nL\nIISwAH5CKX0Qkjvud/r5+RtaTLSSmrx2K742M4QLqSI8NovaBm7Fz65sqpHRb69mMeJz6gqJQzIZ\nqFMoS77OYTZVxPGBADJVY6vkzwNGfE5MBtxwWlk8NqMPGrPJcsfNcl2NGG/Fx5t5OK2s+noD7e/p\nrOy8OZss4nDMp9euZ0o4cnAYI7LM7dRYGKdGI1jMVzARcKsz9H0hT5v0dz5XVrXls6kiKCTJnMsq\nxapHXHYU6hzKGmvqy5kSeJG2FTRumQRYbPCYCrlx20AAIYet4/UHAHeNhMAJFO+uZxH3ONRrbaNc\n152kThpkJLit7E1pTtUPHpyMYaUonV4PGriadsIriym4rCwmAu6OCYx+u9UwH+HN1UzX92yvQbvm\nHtkXR50XdUqE3XLPVDpjIqU9CbF9IVMCwp27EiKl2CzXMOAxNw54c7U9wKvNlXNd/v8OMm0zeKaF\nsC/FjzN7evR0PUApFQghIiHETynt3dpvwQ0tJjpJeH7n7v1dGb5fnI7DyjBy7LPQloK5mKvitkHj\nQgLYImo1BBG/WErhazND6jzz84Q7h0NdRwQRlx0Rlx2CSHFLi2eAsiA7FWwfbeRx22AAE0Fpc3/2\nagJXWsl4mSLOf9TElbEoHj84hDdWMnh3LYeY2477x6Oo8QImA27d7JbKxlZ1XmgjeirJopczJVgY\nBgKlutPOpXRJ54x3NVPGxXQJEZcNfrsVlabQcyRxS8yP88kCPtzIoyFIhYo2bnwi4IbXZunoJPgF\nOeSrtTj68aV13DYQuKluht3gd1hxIdW5s7iU7+x+WOWErlHOD0xE97zdfb9wWS1wtdSX0yHPrhQT\npQaHe0YjUueDEJzfjZjsTBFIFBAbiyDuceAr+wfa9lCRAhuluulioiuUxV5UDjW7N164ICcYj/j6\nKyZ4kXYNDLtJUQbwCSHkeWi4EpTSf9rrB/cGZ0KDY3E/apyAmbAXlzLtVfRrS2mkqw3cPRpG2GnD\nKtf+5vOi2EbGCjqsqlmQAgtDcHI49LksJACJ9GQkeTs1FsErmptholKHi9FfKo/si6thR8qpfi5b\nxgcaAmxb8aC5/bttLGpuB8R4AM0Ghx9eWMNDUzF47VacHA6pniBNQcQzVzZQlbsQlFKUDHTphToH\nv8OKdLWBiMsOTtzqSFSaPH4mS7Yy1QbOa3JKmoKIlWINd42EIFCq3qQORX2ocULbCViRu3ULeQq7\n7G0nLIYAdwyGOrLua7x0A/2sFBMA4Oogo3VYzFled0K3QiJVaagjsJsdGJ/1pAAAIABJREFUAYcN\ntw8GdGtqO1DGJYQQHIn5cSTmxwvzCfCiCKdl6z3Stu1Pj0Xw1mpGHVW1QaCAy46wy4bTY5Ft+3u0\n4tmrm7oxZ9Bhw0KuojrmGiFba6oH0yongBfFrVRUE+drTqRIVhoY9buwkK/0xbPgdmm0tofwlPzR\nN/ZcMbGUr6LY4AzlhYonACdSvLqU1p0Itbh3LNKmu9Z6IShwWdmbzyRoF9HNYOYBzUx6RR5xiJSq\nbUef3Yq4x47FfFV1r+u56VUbUmsUwMT0AAL3HECmWMPFi2vgBoJYzFfb3iejk4Jit/2mJgAsV28i\n6LAhUanjzuEQhgyIm4A0MpkOeZCrc1gt1pCubrVRtQTf15bTODEU3BUTmoMRLyIue8fnBEh+C9fT\ndvl64Fjcj5DDCl8P1U8/uMtgbKTFO2sZPHrgsyP1ng554bCwpsPuzOL0WAS8SHWJrZfSRXwsE9fj\ncgpz2oCYDADwu4CIr2NnUsFGuY4ZjtcVG5MBt9pFbEWNF7Beqqlr5Wjcr8pGO+GTREHdr9ZKNRzh\nfPDZGRwIe3HOBBEf2BqxHIr4kKzcvA6WOwWl9DuEkKj8775eiD1TTHQi+wHSzYMhgNtqwcVqSSV3\nbX68CMQDwHJKlZl+aTquI3YdCHtUSaGCfh0SP6swq03XnpZ5keJ9eXGfGArhxJC0ub9iIiCIuOyw\neBySFNjnwqDHIQ1ZBoLw2Cy4dcAPkUoEyVNjETQFEfO5MqIuu6kAoqrcpVI23iGvAyeGQvjZ1U31\nGppNFdXIe4YAD03F8fxcAm+vZvG2bCluYQh+6/ZJpCoNvLeew0TAhdsHgzrLX0GkeGUphfvGImAJ\n6ZitochbjVQpWtys8tBeGNnlTstIDzlehRPwabKAI1Ff3yqLvYoPNnJgCenpLtkP7Ba2LcAv7nEA\nJm++kPfYAY+jq0Sy3ORR5QS4rBbcORzCYr6CoNOKhQ7nDl6kyNc5aW/Y5vu33W7Be+tZ3BrfuafI\njQAh5HcB/PeQiJOfAPgNSqlpFzwivdh/BOCfQPKfIoQQHsBfUEr3vprjQHhLyWFlGcMbxqV0CRvl\nOqIuG1aLNRyK+sCJosQm3jcANLiOJCACSdOt9auY6UIY+iV6Y1/IA14UkatL0lC/vKk4LAxeXU5j\nwu/C5WwZVN74OEHEguyp77NbJPOaqA+8SNWT0YGwByeHQzgQ9qDSFHCHbEI2myqaCgLqhPVSHT+S\nGdoXUkVMhzw6s5kDYS9e1yhRAGkcdt94BKN+F+wsg6VCFbkahzovbYiJch35OoecnFj6o0vrGPQ4\ncPdIWFdQRFw2hJ12+OzWnoXEZwnJSh25Grcr0dLa/cFMZLiC2VQRBGiLnb9Z8djMMHK1Jl5bTncd\nr3VCleNRbHC7TvrdZ9LJ86WFJO4aDvU0rlKg8GUCDiuGvE5YWQYhp820Q+zLiyl1zLg/5DEYtxpj\nyOvEm6u72wG6HpCjw/9nAAcppU1CyN8C+DsA/t8+HuZ3AZwCcJJSuiA/7hSAvySE/C6l9M97PcAN\nLSa0HYOXO5iVKG2qlDzHUttW2RKQLQPTg1J3QsYvltKqHJQC+CRZQNxjV4uJtVINhKCtW/F5wNur\nGdR5AQ90cLg0i5mID4JIIVKqmsNMhzzI3C2F7ZQaHJ6VCbQ/vbxll15o8DiXKOBL03HYWAZWlkGu\nLoU3cYKIy5myzgHvlphvR8WEFvvDHlhZRg08AyRFCNdiQBVxS9dKutrA3SNhBGQDHOX68TuscFkl\nA7UjUR8qnIDXltN4bm5T7S44LSxOjUY+d2ZoALBelDxHapyApiAiU2viQNjT0/xJi6DDijuHQ7oO\n42Sf46bzqSLqvKgWpjcK765lDRU9/SIom6htp5iocAJytaZhMUEpxc+ubuLe0bDqCaPgzuFQm/IB\nkDgvX5qO60YkvXA1W0ahDyfb2VQRIz4nhrxOPDwVw+VMaVt280fjfsNi4paYD58m9UTUd9ayHaMA\nOmExX8G+kKdvm/1rABaAmxAiAnAB6DcI5tcA/AqlVL0IKKXzhJC/D+A5AHu7mFCQqjTAifrWVNf4\nW0GQZu+cACwlgfGtG1CVE/Dc1QTun4ioN4D31nN4WCZffnl64DPT/lTw7NVNsAxR/8ZOaDVV2glY\nhoAFAaVAuirJIZXNxWu34r6xCC6mi7h/PIKfy7JdG8vg9FhEd5NgiWSHrkg7tYvSwjAdQ3XeX891\nnLtqUahzeGUxpZrLHI358Im8iTQ1hYTXZoHLxuKekTDcNlYN+ZqU47Hz9SZ4kcJhYfH2ahY1XtBJ\nTCuaCGQKuqst6ZsR2g38g408RnzOrsVVxGVDjZM8OkJOW5sHhRmHyVZs58a721CC3XZjtPrgZAzP\nzyXQFARUuXY1UzeUOvidfE82pzJSz3UiVTKEqO9HUxDR4IWehXOm1kRGLgamgh4s5CrI1bsXF6vF\nGi5nSj1t5pOVBs4nC7pOVL7eRMDROU9FiQ+oNHm8K8tNO/JDuoCTD1U3EpTSdULIvwGwDKAK4DlK\n6Qt9PoxVW0hoHjtFCDG1+G54MfHuWlaX1qdgX9CtuiO2gWUl18w6p8YeayFQqlqjxtz2jtHRv8Ru\ngBqOpwY8Dgx4HNgoLePOYel06LJaEHLpF/hU0KO2s/tpw94xFETEZcNSoYpkpYGw04apoBt1XsQn\nsuIiU23ijZU0GoKoxq1LXyhJkdkat87DMR/G/C6M+Jy4Vc5imAq6cWIohES5Lrc/pWvqgYkoFvMV\nvLeew0mDk+/bq1k4LKw6AlIw5HV+ptQau4kzEzFckhn7/Y5ITgxt8Vm0MfK5WhO5WnPHIV07wa1x\nP15dTuP99SzuGNp5h+LMRBRVTsDLi8m+TLpmU8WeZEkjHI351fVkBEG8toWz2onW/gqDLtdsqoQa\nL6o5Ta8upXH3SFjnrqrghGbNum0W1fK/l+unWSTK2zCz6hQrsHAeWDzf9UcJIQFIzpXjkPQrTxJC\nfpVS+jd9PINulZSpKuuGFhPd3ryI2965mAAAh036gMSN0F5rDgsDj80ChgD3j2+pEk4MBT9zXQkA\nphwjrxW+f6H7Avy7R8c6fu2ZKxtw21j86tExvLmagUglxchTF9ZwciiIEZ+rI7ERkMKDjOawTUHE\npUwJVY43dhHswpu5ki1jMujGZMCtkkulICrJlVVRyk0E3JgIuFVlCaC/nq0sg0MRr+56WypUVdY4\n8xm8DncCQaTYH/Z0cT3pjBGfEzZW6UJm1feoxgt4fj5xQwnXytu8Uqzhjh2KTF5eSKLGC/jK/kF8\n/eAwnpzdsuM2EyshiHqHzffWsx2/d8zvQpXjUfI6uhYTTitrWhZ653AIY35X3zftL+6L41OlqPA6\ngQHj0dVKoaoWCg1BRKnJIeq24/hAAB9q8l0kUnX7vnHXcKjdJMsEnp9L4JtyB5VSurvBhJNHpA8F\nrzxp9F0PA5inlGYBgBDyFIB7AfRTTNxKCDEyICEATPnK70mDhblsua/q7q6RECaDbgQcVuwLuTHs\ncyLmtmMquFXBBh1W3f9/FnAlU8KVTAmNG9jO/eahzkFdvfCV/YO4d1SSQ35VlvM9K/tBvLueU8mT\nveKFW4lgR+N+WBgCj81iKonTaWHhlccrfrsVNpbRSYb3hTz41uFRfPXAECLySafY4HA1W8YPLq6p\nH1rMpoo6gywtnr26iSuZki5Rs8YJuCLLZvP1mzeKPOK2basg+PHldaQqjY6vWTf88OLWeHivZe14\nbdaegXhmMexzYlzT2frW4VF86/AoHpsZRrBLS1/BJ0m9hOLEUAjTIQ+iBqqu5UJV1/af3yF3Key0\n9ZRZrxZrWMq3r/Vn5xIIuWySvf2oefn0Tv05zGIm4sXVbFndEz42q4jZPSwDuJsQ4pBVGQ8BuNDP\nA1BKWUqpz+DDSym9OcYcRgi77Ag7bdgf8qDGC3htuTfD9o7BAOq8qJoMlRq8TiJUbPB4bk66UbWm\nDd6M+CSRV41crmbLN0xa+Px8Z6dSYEvm2QkRlw1RtwMvLWw9zsNyuNsL80k8P5dAqcmpLXBC0MYN\nuW0gqHax7h0N442VDB6ciOH5+QTOTEbxMwMSGQQBWEwBYxF43Xa1FV7nBfAiNWy1v7SQVHkSDguL\nhZbOmdISVp5/J3OlUpNXT0pzuTLuHY3gF0splJs8FvIVNPZoJoMZSN2knC6BcTrkNpXiGO/gG7NT\nvLKY3DHpeLuwsQxsLKOaru0EBzp01Gwsg0GvAzlNEXp2Mam27xUYcQJuHwxiLltWs2WMcDlTwseb\nBUz1QaJtRb7OYa1Y7ahsWi/V8M5qFi4ri/FA+yhwyOuEhSUQ+PYWzK8oYZB9dPtaORY7gWJRrpj4\nXW9QSt8hhDwJ4EMAnPzf/3C9n8eeLCa0lfzz3YiYGhBC1ELCwhA4LIzeF4BK+uXPCo7GA2oxoU2u\n++75FfVmFnJeWyfAd9eyXV/TYoNDolLHUr6iG0cwBPDbpZu3x2bB68tp/JePl3B6PAqBUmSqTfVm\nqzDAtUxwpU0acFjx8FRcHbV4bRaVd+F3WOE2yG9QsZSWNx+idiUAqb1rZC71/NymjnBpYxn8yr52\nwmu/8/58ncMzVzZ0/38z46ONvK6QcFlZHB/Ut6WD8vouNDiIVMoq2WkxnK01ABC8YFDc9qMi2G1Y\nWabtpr7bqHJ8m/34qdEIrmbLuuTbbK2JDzdybe/HvpAH6WrDkLsGQM3AeWMlo0YR9AvF2p4hBHfI\nv1877iCQlmOpyeNSumS4jgIOK5q8iHKT1zlzipA8iOyW9oL1+7OruGsk1ObTkatz4ARRV+RuxwFT\nixtJ+KWU/gsA/+KGPQHs0WICAOZzFUwF3bh9cEvCadS2un0wgKDTBoYAt8nEOYeF7eo2qMwKnRYp\ncClRqavz8ZsZi7K64YV5SWY7Jbf/Ww2XrhUORXxqjHmm2sCbqxn8jyf2gQBIaBYoAcGRmA9DXifW\nSzW8tpwGJ1I1aVM73+yGKifo7JO9dv3l7LZZdCoLHabiGPBIrpSKbPHWuB9VTrIHvxFYzFcw7ndh\npfgZCBvKlYGgB0cNTn+Krf1yoQpeFBFz77wjoVzzu4WKbLZ0s1pzW1lGV0j0wl0j4Y7FxPXAoNeJ\nQDfHTWzx315fTmO9tDUGf3E+iZjbrnPt1WLE58LFdElXqG+W6yg0uDbjvv0hzzWLLf+sY88WE5Ny\nq0urT1dujk/Obs2nla+LVCo2vrgv3lNGZhSew4v0plJ9vG1grjLud+nY7MrfOZ+rmCahbZRqeHU5\nDTvLYCbixYjPpTs57w95cHwwiEy10SbNVAoJAJjLVfDo/kH85btzKjlWkXkKlLZp2reDpiDilaUU\nvnFoGAwhWC/VsV7aGmlMBtxIVhpS69Tvwr6QBz+RfS++dVhKbNQSJD9OFLA/5GkLjpvLlnvK2LaL\ny5kSBjwOVZr33npOvc5vWlxcBTwOIOjBmEHLWsFYi7LlcqaEQY9jWzLQ3UadF1BscDdtMXEtsFas\nYbNcxz8+uQ8A8NMrGzi1zU6FEc5MRPHk7BrOJQqYCnYejd07GtbdAwD0LAAemozh+xfWun4PgM+V\nwdxuY88WE0aqC+Vz+0MexDwSr6IVilnSRMDVV7eh3OQNg532IooNDoQQVbqogBCCJ46M4kKqiMsZ\nfUJmslI3dQJ0yvHPi/kKziUKbd72V7JlU45ys6kiXllMwcoQ1VJZaWveMRhE0GnV6cAfnxnCK0up\nHbX5Bz0OnB6P4qPNPC5rQuIUEzMAODUWxuvLGTw5uwa/3YqgUwoWU5I8TwyFwDLSuAiQCqD3N3JY\nL9XauAyDXkdb+qeCtWINMbe9J1fAZ7fqDNt2I9hpT6BYAyrmSdQipcjWmhBEikPR3S0m6ryIT5MF\n09LItWIVr8uW7IRAJZRaW4i5u4FCnYPTyu4oBfVjk508QNo7moIIkVJwgritwk3Zh7/aZwbKu+s5\n1bel0+N+cTqOZ69252ERQvC1mUH8+NJG1+9r/ZlWnF1M4Z6RcFc78F/CPPZsMdEJR2N+nBoNq4u9\nExbzVZSbvOl5ZbbWRLHB3RTFhM8uOQR2wqjfhUGvA/k6p3Yq5nMVU8UEL1KUdjhjPruYRKYq5Vp4\nbJa2fIb3N3I4HPXpigkry+DUaAQvLiSM5ZwG8NgsODkUVDf7gxF9FLAStfyipgV+ejyCiMuGdLWJ\npiCg2CB4cV4iVjYFER9u5PAP75hqc/ebTRXbCp0z9mjHYsLsBjXgceCBiajapv9wI6+zkb7ZsD/s\nwfxEDEIir0q3zcLOMjifKuLQDY501jojvre+FTLlt1t3vZhIVuqYz1V2JO++dSBgejSWqDRQ4wS8\nuZqBIIpwWNi2NGUt3pLzahRzwFsNAhN3E26rBaN+J15ZSnU14bOxDKaC7h1HtH+aLLSt1XtGwjel\nrfaNRs9ymBAyQgh5iRBynhDyCSHkn8qfDxJCniOEXCKEPEsI8Wt+5g8JIVcIIRcIIY/0+h1NQQQv\n9r6BWBiCpUIFg16nLkP+7pEQHp8Zgs8ueUso6Md+dSbsvWZs8uuJQp2DIFIQEAQdNjw+M4SAw4p8\nvYmfX+1dyZ9LFLp6O/RCjROQ6eEkZ2cZQ19/p5WV5F/YkmvaWAZfmh6Ay6DIszAEYZcdfocV434X\nom47ig1O7UpczZbx7NVN8KKIiYALD03FVHY9ANR4Edl8Bdn359CUSZy8SNWxzC0xH56cXcVctmzY\nMTm7mMKTs6u6LohZVLktMqeF2VqGVH4Ou4XrsX61cNssIC47MBQCDE7bnaS6DCE4Phjs6Hi6F1Bo\ncPju+RVka00U6pypPcvs415PPDu3iWKDQ4UT2pyHtTi7mJSe21oWKNdhYYga9b1dFOoc9oU8CHYg\nSLMMgdPCIlfr/powhOCOoaDhvtCKWhclTanJ41wir2YJAdg1Ke/nDWY6EzyA36OUfkQI8QB4nxDy\nHIDfAPACpfRPCSH/DMAfAvgDQshhAE8AOARgBMALhJD9lHa2SbucLmFfyAMDMq6KI1Ef/HLwixYe\nmwV+uxUMIYi5HRj3s6rJipn8jWGvE1G3vaPs6mbDs3NbnAGHhcFUUNKRtzK4W7FRkuah6S4SsV6o\nyTkVFNJpqSGImMu2nxxESlFu8m0WvIlyXR3NHI37MeJzIlNtwmOz4K7hUJvT5oGwFyM+J+4ZCSOh\naamvl2pIVhqSC2evE1+1IWW7eBw4PhjAI/viqqV3q3d/J6yXajrpn0IE7oSPNvPYLNcxIBevSyZs\nwXeAa75+DZHIAyPtkmAtofp6YrNcx4Gwt+s4QaQUH2/mVVb+qM+JsMuOj1rGCIpiZMTnhFMme/dz\nECnJfgTAlnrncqa07T3IyjC4bSCA88mCTuXQC6M+l04JpkW21kS5yaPOC0gupwGRIu5xIGwyabgT\nnpvbxLdl/tbdI2G8aJDJNOR17lqHmELict3eZf+7nCmDF6n6PVru1y9hHj2LCUrpJoBN+d9lQsgF\nSJvM4wAekL/tOwDOAvgDAI8B+G+UUh7AIiHkCoA7Abzd6XfU+O5chUMRLw5q3ATtLINvHBrGgbAH\nBFL8MyeIuJotgyUEXz8ozfK0Jz4txv0u9cJhGfKZcSP8QI4Gnwi4cHwgiGKDw0sLSVCgZzGRqTVN\np+t1gsMipfsVGhy+89ESTo2F8XGzgKcurOGrBwYxEXCp4xmj9ybqtsPGMuBFaTNnCFEJcCGnTX1f\nFVgYBjG3HYQQDHiceGUxiYV8BW+uZLrmFtw9ElZPIs/OJVDlBJwcCmI67IHTyvadsJiuNnUsdMV/\n4sv7B9rGIM9e3VRzEnYrxKwbrsf6bcXXZgbxA17EqbG9Q2jO1prgRbFrMUHpVqbIf3dwWN0bWosJ\nBQpRdy5XxtcODJkOdqvxQtta+2gzDyvDYHIb5Fsry+BA2ItL6RI40Zw8Meiw4a6RzqPSUoNDnRfB\nCSLyPieQMc72uBaIuu3Xnfg6n6uohlmf91yd7aIv1g8hZALAbQDeAhCnlCYAdcNSyAnDAFY0P7Ym\nf64N3zu/iu+dX0Wq0sBbHTgQoz4nAg4bCCEY8jrwxBHJibDc5GFhGLUlT4j0vUNeBywM07GQACRJ\n4fPzCby4kFALieVCBcuFCr57fgUXUjdnZXr7YBBjfhfuHA7DykqvjbIsXlpIoN5BB63VqR+L+/Gg\nzDO5mC7qvBV6gcitR4ZIxlNVTgAEEUKtidViDSM+l6y4qGO5UNVZUQNS8fAV2W/gnRZbW0KI+r5q\n398PNvLqibLKCbAyDE4OS7pyI4IuIBWQFpaBhWUw5HXilpgPdwwFMehxwM4y8NmtOBz1bduGWaCd\n8wrMnGCtXa7dnWC3128nWBgG3z46aijP7maOdK2x1oNXsFKUbiYDHgesLGP6kCFStCmAusHOsobt\n+UytgX4bQApWCtW+sjpy9aZ6+FDQFEQsF6pYLlTx7noO55NFKaRvIAgc6WyL3wsbpZoq+6aQyM25\nOoeg09Y1xvyl+SQ2OzghD3mldaQlV3eCGXdQoPu6/SV6wzQBU26RPgngd+QTTuur3v+7cPa7GPO7\n0BBExI+dAOSW26nRsFokGJEGm4LYtngtDGM6FVPZ0B6S465/sZTSXbTzuTISlToiLvu2wnFuJDrJ\nW9PVJn6xlJKJSx6M+V04u5jEsbgffrsND4xH8eZqBk1BhJWVXvtRn6sjwVABpRS/WJJknncMBfH+\neg4iBV5dTqPU4IHlFMCL+MKZwyg1ONVoa9zvwnAHGdaxuN/0xrg/JOU5bJRrKDV5ECJ1SE6NhdHg\nRbz8/jwORLx4azWLe0fDbSfT43LbfTrkUUO4Tg4FVdY5pXRbHZuJgMvwFNzJ+jx5/gOkzn8AALiy\nA2Z/J1yL9Xv+u3+l/jt65HbEjtze82cuZ8qmxo/XAh9u5rG/yyhBKWD7uSkreH8jZzpm3e+wIuKy\nt9nEz+cqqqGTgiuZEqaCnp48plG/Cx9pRjRmMJ+rqGqw99ezqHK8rog/EvPpzLCOGBBjX1lM4UjM\n1+bXoMUnyQKqnKAb7ZnBvWNhMAbm7EeiPsxEvPhgI4fFfBXH4v421ZkCAmyr29MvtOv38wpTxQQh\nxAJpI/ovlNKn5U8nCCFxSmmCEDIAQBl+rQHQHulG5M+14dv/+Pf0vwfS6bqb1rfGCfjx5d5R7XaW\ngUWzAEUqVZ4PT8XgsVm7Pk5FjkImAHhR7Nrl2MuwMAwOhD24nNHPZ5OVBt6S2cqtZj8rhSpWCtWu\nxKYqx4NAchwlhOCBiSjeWEnj53KuRqXJYzLgxrnVLCCTYP/P//QS/vfffhgAUG5wWMqWZV6EGyeH\nQ2oOB9DZNlgLp4VFwGHF8cEgnpxdUYOOpNGHQ/1b6ryIN1cyeHCys6qHIVK3wmVlEXc7VLfOd9ay\nqHACxvyuNodBBeUmryN1ApJFuLJJx+R2raKDz3QgBcdabsYf/e1fGX7fdnCt1u+RJ35r157jbqIp\niGgKouyEa3727rayaMiR2gp+amKvUdDLOt4Mvje7quuIdSt+dgolFIsTxI5mUd9uSbN8bTmtkmR/\ncnkddV7saf/+yL4BPDm72pUIaQSj944lEgmUIQRuOWAs4LDC3qEAp5DGv/2Q8beD1vU7++RfX9Pf\ntxdh9i751wBmKaX/t+ZzPwLwD+R//zqApzWf/zuEEBshZBLANIB3zPyS44OBrlVkscHj5UX9zc9j\ns+BozI+jMb9a9bqsLM5MRPHogSH1I+6xI+S04ZkrmziXyBva7rYiUWnc1G5oK4UqxvxuHItLr4/C\nnh7wONTXTOtQeDDixenxKEa7dA0AIFFu6AiPANTALgD4+dVN6aSwph9d/flLn+KTS+v42asXgWwZ\nDguLkNOmtkD7QdwjqTjOJfIdExP9Diu+MBVrKyS0hMcDYQ9ODIVw13AYX54ehMdm0WS6UKwUqh0L\nCUB6jcuNrVHQRMClkyMnNddQslI3derdKWPeANdl/ZrFtR4jXkqX8POrmzi7mMInLSfWhVznLtOX\npgcxEXDjUY1/wqMHhrquBS2KDW53EyP7xME+rdwVLBeq10VRslZqHwUNep19BcOdHA5ujQo1P2gU\nNa4gW2v2Xcj8Ev2jZ2eCEHIKwN8D8Akh5ENIxd4/B/CvAXyXEPKbAJYgMcBBKZ0lhHwXwCyk0JF/\nZIYJfmo0rOtI3DEYxPstMz2j+X2lycNnt2LY5wSTLmKzXMcj+wZ0J8WXF5K6Wa0SzPJZh6LXV25O\n+0IeiJTCwhBdt0Up4Owsgx9eXOvJCO9W8J1LFLZu7qMRidUmo2RhcbHBA1EffnRxDTTghuX4hGkp\n5G0DAZ1rYqHO4ZWlVMfv99mteGgyhqc1XY/Nch3vrefU7sO+oAdumwXDPidYhqivWabawI8urWPR\nIMVQi1ZPhNEOPgQ/urQOQTQ3k91Nadr1Wr/94Gq2fM28JCpNXiW2lps8LmVK2CjX1HC/99ZzsHew\n22eI5GPz8kISjNxxAyRzMqMbYStKTV7dj24E9oe9pq3ojfDKYue1tBsw4j8MeBxSUWDyCtP6fOwP\neTAvq8W09tqtuNnzbm4WmFFzvA6gU6/w4Q4/8ycA/sTsk7htIKAWErcNBNQ290qx2rMzQAGkqw0M\neh0QqCQrap1VK5vzjSR/7QVISglRjXevcAKirq3ETAB4YCKmnsRHfE5MBNzI15t4dSndNo8NOKxw\nWS2ocry6YMf8TlxOl6S9gWWAbAnYzAMeB4JhL/bJBMsxvwvDfid4kSJTbSDssqMkm4Ylyg1cyZaQ\nrTVx17DEARn2OfHRZh5uKwuX1YKg0waHh8W+oAdzLafNQl1SsRjduAc8DhyO+jDkdWDY61TNqbK1\nJlgCrJXqWMxX0OAF5Gpc3/Pz2VRRPTltlusdbcODDivsFla3wSrBZbuJ67F+FURd9hu+xija2fja\n95ACbcRfLZKVOiqclMuhuKD2g1eX09sm7irI1Zq6NdkPTo9F8KodlD+TAAAgAElEQVRJq/p8ncNq\nsaoe2lLVBp6fS+Ibh4a7cjTWijWsFKumzeWe08jVn5xdxcNTMZ1hXT9sHWWvAKSRJiGA3cJ09C/5\nvED2ifkrALdAyj77TUqpaQXWbmBPOGAqgTTOHgFdnXApU1J9CQ4bnHiO///svWmMHGeaJvbElfd9\nVVXWXWSxSJZuiiIlSiQltdTTUqvVPS0JBhbwAfiH4bFn4Vmsjd0/OzBsDDCA94BhD+BdrAEbNgxJ\n0+pDLbVaFyWKl0hJ1FE8qlhnZl1530dkHP4RGVERmRGZkcUiWaT4AAmRJVZWVGZ+X7zf+z7HgB8s\nLygeCr3kQlxJFrZ1TbsZssQ21FJIAFIX4+mWua/PJn3NqJgos5zSISDk3mO6CATdAENLHQqXDfuG\ngvibp/ZpniNTZXE2lobfbkGZ5WCjKbxzdRVTITfCTqviRCfPac/E0nhRlda5N+DEgNuGRLmG2XQJ\nlQaHs7FUxw7AgbAHNElqkkyJ5nPLKLLctm6MB8Me5fOV6GAnLULKGNhUFRPeu9gs58GIF+ul3RlQ\nJqsUWrNAWiGI6OqseztwI1PC4Q4Otzv5c+QuzrcbOXxj0sb9Zt0h5zNlHIpur1hqtcV+POrH58s8\njo0EcS6W1vXN6HfZUGyadN3D+HcA3hNF8fUmR2pnrVpNYFcUEzJemdL6CPTiV/+7a6t4ZSoKQRR1\nJV2WpgwQAN6YHsbp5STWDWRHatxq4s6tgDwfJAm0ad9pkkTYYQUniD0Zw/jtFhg5VTgtNJ4fj2A+\nU8LplRRemx5CPF/BhdUMBFUh1hAEZKss/qt3JdbzC3sisFLSNchmVb+9toZMlcV6qYZX9g3A1rxG\nNblNDsUCpJvYmM+p3MDLLK/ZNBiKRFOcojlJrTRJpg9EvIg4rTgQ9uB6uojZdBHfbeZNRy0TkE5G\nP93Tj99dX8P5eBokQWhyUfSQqzVQ5wSEHFv5HSwvaGKZ7yZcTxdBNpU0gHT678VA6VZCECUybchh\ngYOhcS6eVpQ7ashR9ncai7kyBj32HTvE2GgSLC9CMCiwF7JS3k6qwuLRft9NOeAC0lj5+GgYFEmA\nEwRDThMAfLOe7UlG5GqxuZfJ1tdTRUMZqdHX7xUQBOEB8Iwoiv85ADQ9Ym67v8EdlynIpKExnXRB\nNamvG3hRxNlY2nTozTOj+nG19wL+MLuGP8yu4ZTBDDRdZdtGAzeDbJXFn+c3Ne3VIa+jjUj49XpO\nKSQA4MP5BN6dXcfljRyuqySjB8JueKw03rux1R712y24kiy0kfe+T+Tx92eu4UqygEpD6pBEnFYc\nCLlxIOTG8+MRTPhdmPC7NOoeNcosp4RtBewWWCgSZ2NprJnwDmCaUtu5TAmDbukG8FwH5Ygaf5xb\nxxcrKdQ5XglGu1vx1HAQP98XVR6dHAd5UUTyFhGbLRRp6C/SDdslMLZiO/bqrdiJVF0Zv5gaxNA2\nw6wsFIkDITd6qS+qHI8Sy0EQRZyPZ0x71SyZcIK92OI/I2PQY8fUDr1/dyHGAaQIgvg/CYL4miCI\n/4MgiNveTr/jnQl5LDHRIU3ODF6Y6McH8xvYgPRh7qUQuRfwro6ErVBvYDFbbiNM9rtsPem9uyFT\nZVHleDw9EtJsgk8OB1Goc8pNst9lAye0y9BkxQNFSm6DNoYCywngRRHvzq7jxGhIo6hoDfeRxy/z\nmRJemuwHQ5JgKBJ/nF3HUq6Co0PtVtxqSJ0MHn9sxpPLao5ODHEZLC8o13ZkMIALq5k2pUsnpKss\nPlwwH262GzHksRsaA700uWVn/t6cVBxygohEudaTy+HLkwP4PpFv82ZohYUiEXJYdSW4nywmOiZd\nToe9O0LOvp7qbo39aL+v6++yE3jWZNChESwUiemIFzcyJcPOhhqfLibgZGh4bQw4QeipK7CYLWPM\ntz1PCL1O092E1w0yaVr9K67ofzsN4DEAfyWK4iWCIP4tJDfbf7XT19kJd7SYcFtoEADGfE5d05Ne\nonWL7BZjN16oYilXRixfwYTfBa+NaWuPAVCIUpulGvpcNny7kcN1nVPFb6+tKv4UuwmiKOLr9Zxh\nlyHitGIlX8aI13HTrctO2BNwKTf41w4O4TdX47BQktX1Uq4MB0Oh0uDBCQKeGg7i93J08Owq4HOB\nrTeAYhXfeOxANAA54+eZUakg/Hw5hUNRP7xWBoV6w9BFss4L+HQxiYDdgtViVeFZdMq+CDksGHDZ\n8X0irxQlhwb8WMiWkO2hOypHGS/myj3LidWFxEapZiq8aDfAbaHx4p4+3XjnYa9jxzb4xwb8cFpo\nw85SKx7s86LEcm0KDPXr/M7VOH514M6Fipmx3v7j7BqeHY/AwZjfpgfcdkyHPUpirjzKPDoU7Fq8\ntHpKmMW5eFpZazWOV66XJkk83OfFt5t5sLyA87E0Nst1/GePjKLBC8p4D5C6EkZeF90gBRnem4oN\nk/4VcQAxURQvNf/+NoD/4dZfnRZ3dMyxN+ACQRBIlGu6sdcP9/tMBwOdbSFO3ciU8MxoGIMeu24h\nIWMxW8bny0nMpot4uN+HR5vyQ/XGxfJCV4ngnQAvih3HFV6bBSfGIre0kDBCxGnD8dEwHAyttFhT\nFRZZ9aIfCAARr0TUBIBCFVBt+KeXUzi9nEKlweP0cgpnVlL4fDmFc7E0zsXS+E5VbMpfq3K8chOZ\nTRdxNVnAxTWtxBiQEkeHPQ7QJKkEwx2WTXwEAU+PhBDuIdRI6rjUEXXb8WiXoK9OaPBCR7XBboK8\nfs3i6FAAPhsDhiR6ivJutX02A6MAKxmcIJpqq98qzJkYhZQbfFcLcD1MG7j2HrnFpM7VQhU1TkCh\n3lDI7v0uG+w0hWK9gc1mkX16OdVG4gw7rHB32Kc74cG7zKV4p9G0xY8RBCGz25+HYRPj1uGOdiZk\n+9mI0wq3gTZ7b8CNvQE3fndttSup7XqqiIhTUihkqqwi7Xphos9QajXud+Lr9SzSFRanignDU+WV\nZAETfmdPp4RbCU4Q8JurusaECrqlV+4U5jMlZGtbp4q/VJ34nhuPoMELWMyWEWmOV+TArvfnNvDo\ngA/n46o5qCBID7XrKC8ABJCt1AGS1FipX09riyn1icfIYheQ2uYMRWrasKM+J+q8gO828xj3ORUy\nYSe8OhUFQ5Fo8AJWi1XYaapj8WqEBi+AIgl8vZ7Dq/uNW/G7Cb0G5A15HOh32fD+3Ma2lCuPRwOI\n5Ss3ReyUHW1FSBJiNSiSwKP9vpvyagAAESJ4QexYxN+sJ4RZNFR75qDHbuBlqoX6ICX/WXrNpEJX\n79X//fU17PE7pXwLXlRSdN1WRrHnVyNRrqPBb5EznRYaVprE+3MbeHFPHyhS0oVJJM6tn7heqmGt\nWN01CjteEEES7SqTO4C/BvD/EATBAFiAlAp8W7E77owmsCfgUj5UaoJTmeWUm0uqUsf3iTyODAaU\nFqvPxvRkqXu34JLOabsVS7ntzyB3ArF8BR8tbEphQQBKdQ7XU0XNTV5TSNgswFJC+q961pstNT2v\nKcDrAGosUKoBIZUMuBkb/P7FKp5+eLSri+S7s+t4ZjRkmClwNVVAvt6AKIpIlOuGo5U/3djAvqAb\nM8l8R9Z6N1xJFjDsddw1hQSwvcyD8/EMeFFEqlLvmOegxqhqXPKrA0NtWTq94KOFBI4NBw0PLzuB\nGifgi5UknhoOaVr5rZgMuG4qqbdYb2CtWMVUyNgA7MOFTRwdCmLE68Bc2tzPemVftK0QkgO1Ti8n\nlQ6DGiwvKLk7gBTu1U2KqzaTk1Fqmo5NhdwY9NhxdCi4axVOvCDiXCwNj5XGQ7fp4GYEURS/BXD4\nTl7DXVNMqAO3Bt12xVbbSpNIlGuaD/iltSxIgsCgx44yy+HUUgI/m+yeLvfEYADvNkl4uxnpSh1r\nJhz5Lq1lQAAaP4XbiflsCU4LjZ/ulXwhPrixCYYi8dO9fbiRLmFeTaTc0y+ZXC3q2JzLm2UiB9zI\nS50KXgDUbeomY7xuofHFsrNNVrw36FL8TABpRLRRqrXd0MZ8TvS7bPBYGdS5DPK1RsdTdJ0XlDGJ\njBf39OFGptRGFO2Eh+/wZnQ7wQkiNnVeeyO0khmPDgVxaimxrTl5ieWQrzduaTEBSFb8DUHoWEw8\n2OftWkxIHVH9oK9TS0lUOR5rxVrH7JmLqxnMJPIomlBV7O9RuWGEWKGKI6q/+2wWDLrtWC1WEctX\nsDfgMlxX11NFTKgK1eOjISVMEAC+Wc/tis6EIIpYL9WwXsIdLyZ2A+4oZ8JMG1kPYacVTwwGEHJY\nQJMkAnYLCEhkupDDAl4UwQlSe68hiCiyHD5UubC1IuSw4NEBH35I5OG3MXAwFAgAHuvurLU+XkyY\nsqAe8To6FhJXknm8ORNDslxXHq2t304o1ht4cybWZnsOSESsBi95fnisDDxWBq9PD2HCL93o8/WG\n8n6dHAvj9cfG8frDo3j9l0/A2+I3gioLzK8DtYZUNMitW5bbevT5gKb6os4LKLKc8qApArkq2/b7\nVRq8hp+QLNeRrzfgYCjkaw1slGogCAJDHjsok23Mh/q8+PP8pmEhca6LKRIBKDbO9yKeHgnhtYND\nhnN9M7BQpKn340mDBN3z8QzSlTqup4u6XK3bBQKEkpdjhDovGPpfyIThQr2BcodCgRdFw0Li7Stx\nfN00q8pWWVxLFTuatfViFZ5SPQ9FEsq4oyGIGq8YGc+OR/DEoB91XsBvr211LVrzVXpJRr2P24c7\nWkwcGw7hicHAtmShYz4nnhuXTrzTES8ODwZwciyCk2MRPB71K5arMjptXifGIkiUa6g2BDgYGnv8\nLhwZCvZE7JnPlAw10DsJswqXg2EPnhg0JqF9tZbFDwlpNPDpUkJ5fL6cxAWTDnfXUkU8MRjAE4MB\nzaZ4aS2Dc7G0YXiQjabw7HhEebRKBDVcj1INWE4AdU76sxEyxS1CZwtOjoURclpRbnCoqTailXxF\n+ft8poRyg8NCpoRKg4fXxuDJ4SAOR/04ORaB22Rh2YmnAXQnBoq49RkJdxt+SHR+TbeDz5aTiLWo\nGy7E01jeQbnm5S5rlSIJUwm53VDnhW2RSRdbJdZNnoO6C9CKXjpony0lcXE1ozzvuN8pZfWsppVO\n4lKuDEEUEbRb4LLQ+HJ162Cyp3lfOGpQFN7H7sIdPXoHHda2m34vUHsrfL2eVWZ0ejyBbr4K6tn9\narGKV/ZFTUWdA9B4+JOEpFr4yUTfjhJz6hyvO2M0wpVkQfE/+LWKENnN5a/K8VjOV7Ccr2Aq6MZD\nfV7D3+HwYAC8ILY9Z7xQBSeIW6F+qiAfM7SCiMuG16eH8NZMHKg3JAvDSl3qTKhGFUqIGEEAiQKQ\nLQMuG4A0MDUIUCSeGQ2BIgiMeB149/o66ryAYyNBRN12TAXdigxTJgOrPzsBuwWnlpK6apBW9JBV\n1IY/39iEhSJxcjwMUYRicfxjgpFzLQBTTrW9/zwgW2Px/o0NvDE9vOOFBCCtA0GU5uqrxSr2h9x4\nqG977fDz8XTbTbWXz5zev211942aNLZ6abJf8QzpBBHQvKbKWCtfAfIVvMVQAEHg4moW/+ypfSBV\nzrW/3B/t6EPyh+trimNyn8uGIY9dQ8y+3Ti1mMTJ8Xu3o2gGu7OPv8MY9tgxmy5ifweiUp/TquFd\n6BUSS7kyDoa3Tr7ZKot0VdsSlHkA/3g1jkMDfuUmddO4iZpkPlvqekrSw/V0EXsCLkN1wmappmRy\nxFXBP69ORXF5I4fJoFv53sVsWZKyZkqmZrcApGJBbpXSFFBr2exrDSBVBJxWYD0HuG3NYmILa8Uq\nMhVW0d17rDS8zVbt9bQ0m3Ua/H6tJ1cjBO0WHB8N451rJqjyOnixySnZLNVQrHN3tPV+J7BRquFs\nLKXcaPeaWDNDHjscDI1Y4fZJtuWT8kK2ZPomLpMHSQK6zpxeGwMLRfYcKAdIXS5ZEp+psopSpRV2\nmsKxkRA+WtCOFg5F/Vg06GjI3jt6WN4pmfziJjAhmZp5rDSOj4bwh9k1xPJSUbBRqu2oud5OgyQI\nBO0WpKvsj76QAHaBnfZO4aTBnHnYY8fhwYCmkJjRaZuaYab/kCjgq+YptcELOL2SUuaNtxoMSWJy\nm4XJdgoJQLI4N0rjy9VYRSseL1RxcTWLyxs5XN7I4aOFBNJVFufjaXy0sImPFjbx9br0/1sLia7y\nVflGb6GBpg+ERsVRqEqFxEQEGGrq6AMuyCyy+UxZKSQAad4uk+LGfA7YaArpSl1XHTDqc+L58Yhi\ns/yEgU5fji+/WbgsNC5v5PBY1NiK+l6E20JDEKF8fi6ttY8L/zy/gbiqcJgKeZCr3VxuznKugjLL\n4eJqRkPwNsKhqB+Hov6eJbGAJK0c1PHWiDhtpu3XW6Eeea6XapqCRL0fNgQB9R55BufjaWQNcom2\nm2g6k2iJi1CNYWucgAYvaoIa5dGNnaEwfgdVaUagSAJPjQTxk4mbcxm9V3BXdyZ+vi+K9+bWUWI5\n+GwWLOfKCDmsmpNmrFBFrCCdGPeH3LiWKiLqtiFTZRX54D9eiYMXRbgsNCiCMJz1AxIb3MgpU40n\nmiOAnQIviDvSxiMJKCfzh/p8OBNLtZE5nQwNp4XS5VzUOB6VBo98bSuem+V5TUpnp9dPhq0ZG7w3\n4EKiXMNacetmXpTZ9gQB2BjpoYCQeBERL7CwARwab16Y6mdmSkDYi4jHhqeGg2AoEtUGjyrHaySj\nogi8f2Nd6ajQJIFf7h/UXKffboHfblFuNvIo7ePmKY8XRcylS125EnIgmIUiUajrd2ZmEoVtb9R3\nM5wWGq9ORZUxXrbaQJ3jNS6RuVoDZ2NpvH7QrozdbnaCWOcFCKKIxVwZYacVvz4whPdvrCseCa2Q\nlT2/PjhkGE9+eSOHeKHSZtvN8gIuxNN4PBpoKzxbSY1frWVxyERB2ZqCma81FB8cr+o5OUEEywt4\nY3oYK/kyLq5mlfVq5B7ZEERDknc3YvqppaTu4a7SaH7u5fUsiMBH3wHZMv5uMYGTz07rFj0kQXQl\n698pCamNpmCjKeSqLCocvytUJncKd3UxAUhWu583W+2ycqHEcphNF9vChmTf/bWidPOS7bRlHGra\n9r43py8PfTDihdfGKISiTvhyNYNDHcKOzGIuXcRk0A2GIjEZdHW9aenh0X6fcppiKAIj3q0q/+hQ\nENUGj7ViVZlNP9zvNXQorHE8slVWo+AIOax4tN+HKsd3zTbYG3DBbaERaN6k9VBkOaQqLEgCeKR5\nc9ftADVbpFjPaosJANjMIUGRuBDPwM5QyFRZ5GoNjWVw64xcKtgqptwZ5WtneQGBZghZ6+b7YMSr\nyEYtFIljwyG4LLSurfE3GzmM+R1KCuKPDRRJKNLBfF1S0ugpkb5az+LxqNQhem68D2djKUOjOZ+N\ngcdKGxZvetcw1cFM6nw8jZ/u7df9fzIe6fdpOihqLOcrOBj2dJWldvNnkDHhd2pUQ6dXUm17Wvtz\nO0GAULqKz49HcHEtu6M5IcV6Q3NY04AgttYtxwP7B4F6A4GQNBJVhxNmqywK9UZPCpI7BZ/dgh+7\nOPSuLyb6nNY28s2fmmmTy7kKfnVgUPf7jFqLRoUEICVU3gzRrhvihQoogsCA246ZRB5XkgX0uWyY\nbDK+p4JuLGTLhil8hwb8GPc72yr0cb9Td5YKQKmkJ/xOiEDX6t5ns8Bns2Dc78SltSyWcmVF+imK\nIqbDHrxzbRVDHgcOR/34YH4TP93Tp3mObqTUqNsOURQx5nMo/7bjOEnPUjxXBqKBNvKeOsq8FSKA\ndIU1VUyoN3GjjpHaf+Ln+waU30WPR+OxMgr/5McIkiBwdCiAD+Y3O6ZMLmTLEEWJ/GuhSHitjGEx\n4bTQeGGiD//YxSlWBi+IN+1Kud20z+fGI/ikmVxrNgCt32XryctExrDXoRQTBEEg5LDsaDFR4wR8\nvJDonvVBU3jk8T3YG3Di8WhAOaA82OcFTRIoN3hUG7xuMVHnBfyQyJsaT93H7cFdX0wQBIGnhkM4\nH08rC+Kne/pQ5wV8tpREulLXVYx8spjAgZAHD/Z5lbalmc28l0Liq/WsrgcDAByOBiTf+uapOV9r\n4KLOrHijVMObMzEcGQx0NZ9q/XmSMsGYJa8GQUj2td1ONjKyVbZNjibfLNV22n/R5SQHSFHzF+Jp\nxFQ3ZYIgIIgiriYLKLOcZmOaz5S0xcXBYYmoGUtteVBMSUVkK7HWRPChBmM+B4p1ri2FctTrwEap\npmvx/mi/DwvZsjLueWo4qLw28UIFmSqLWZUboTqY6ccMgpC6EzWOR6JchwiJT9G6fhdzZSzmyngg\n4ulq+kQQBF6eHMAfDQ4JH8xv4rWDQ/hyNYMvu0i7WV7oamIWcVqxUarhSrKgmf/LkNUjrVgvdlas\nrOQrmPA7NZ0ryZ68rOH7fHBjA0+PhEyHogGA26JPAv1sOakEeK3kK0pqaNRth9fKmBpnqnF4MIDH\no358uphEulloEwM+HIoGkKmy+HQxAYYk4LMyir+LTAL12SwY9Tp2XHFzHzuHe4aAqR5puK0MQg4r\nRMCw4j404MeDfVtV7XRz4RsZ3fSCL1cz+HQxgU8XExAN7l4X1zIosg18vLCJMysp3UJCDfnEpL6+\n58YjykONqFsidUkeEMFtEca6wWNlMKBiWj8e9eO58YgS6tUrDg8GNK53gMQzGPU6cFhFfPxkIYHr\neqMUhxUYjUg23GMRhYC5L+Tu6u2gRqxQ0RgAFetb3hTye/rpYgIlltPwRNT4djNnyM7/bjOvKSQA\n3C8kVHiwT/KMcVpoXOrSfv+hldDXAxq8gE8WEltzfBOocrwSL69XKADtbp16aA0uuxBP42qq+++i\nF3j2cIvUNF9vaHJyjKAewYad1q7mWd+sZ/He3Do+uCHtV53UJ51I1QQhkRbdhQpweQmA9HvJqhIb\nTaHf3T7qG2wS6Y2gR6q/j9uLu74zIeO3LbK87zfzcFtoJMp1fHBDChZS67RpktC4IVIkAQdDwW+3\noMbxYHmh51ldrsbieqqIx6MBfDC/gUqDR6HOgSAAB0O1jRpOLSVRUFX3HiuDL1ZSyFZZnBgLw2Wh\nlUKA5QUN6evIYEBjR/z8eAQfN9ukVopCyGFFieUUaea1VEHhW+wLujHuc0pOnwQMRyCdwFAknhlt\nJ1nJ12REUDMCSRDw2RglObDK8eAEqVX9xYqUHHpyLIxnx8N4+4pB29rGSL4U8xvAeASgKXy1lsXL\n+wZMxyvXOEFTJMgdiY8WNnWJarwgKsWHp3liFUUozxF2WOGy0EiW66bHGK1F1Y8R8qhjPlvGuN8J\nn237xFSCQNvJm6FIDHrs4AURHy9s4vhouKP1tYzLGzlM+J0Y9kidqVavBhlXkgWM+Ry6wYA3MqWu\nXiJlloMIaGTZhaZsWM25MOqSEAQBK0UqnbNW18g9ARcqDV4pYp6f6EOx3mhLX5bhtjJgs2Wci6cQ\ndHR+L7xNguZbM1sj04DdguebqofVQhVFUQQG/ag1eLw9E1c6vurk0Hih2iZRfUolh1XDtNz8Pm4Z\n7pliohUP9nk1nQcZ327k8HC/Dxd0WppDHjuuJAuYS5dwPV1UOAhm8dGCdDMniCyGPQ4kK3V82GT9\nD3nsGpml7CSntpWdDLhQqDdQ5wX8eX4TL032G6aULucrhmOPdJXFN+tZ6d80yVzqdvBsuojZdBED\nLhtIgjDkEMi4kSlib6A3p75H+n2YSxfbGOedMOF3KW6o600i3g+JAp4eCWE2XUS1wYOx0ni4f+t9\njReqSFdUG7p8wltMAB47Dh3b39N1A1I2gPoUlKrUDUm3nCBio3lalYuJByJexAsVsLyAZKWuax18\nH+YQtFsM5clmYaMpHBsO4ouVVFvi6NVUEW4rg/PxtG5xrIfvNvOmjMWuJoumVBmtSFfqOBtLQ4TU\nmXuwz6scKj5a2MRTwyHNDfZg2KMY1MmwUCT2Bd0Kb+e7zTzqnKBxsHywz6vpiLitjCHB9LnxCJZz\nZc3a6wWVBofLzdFkvt4AhkLA9VVcXUlJXUWTkPhZEql2s1TDZMCFa6nitnJa7jUQBEECuAQgLori\nL273z79ni4mv1rJYLVbxi5acB6P2JCDdmMosh7mM1EZfL1W3lYwot2bl4cKrLdfw7uy6sqjl//fe\n3Dr+/sx1PDkcVIxaPrixiX6XTbdNv1Gq4Tcq50lRlFqRj/T7UKg3lI5Hp5lyN2fB66kiBj32bSWP\n7gu6pdezh2JCjQG3Hf0um2IUpHb/VLeS9/hdeOfqqnSyWU4CZdXvVKhKf+/R+GY5X1GKCUEU8fly\n0jAR1EpLm/bLkwPKnPrd2XXDEUg3EGhvXf+Y4bMxGonodhF0WEGTJBqC9vO4nKugzvGmCwmgs0Op\nOntlMVc2XUzIndVXp6L4TPV5m8uUsJgrK5LlhiDi9EoSJEEo3KQJv7OtmDC67lY77F/tHzRttvZc\nU/mxHdQ4oX0v4gUpAbhDMXE2ltaQ6F0WGk5GKiaytQbem9vY9lq7B/FPAVwBYHyTu4W4Z4qJX+4f\n1Iw6DkX9aMQFnF5O4shQUEmR7NbKXCtWMei2I9qUqWWr7La0/3WOR0MQkamy2CjVMJMsYNznVE4K\nraoJ2YL69HIKTw0Hkas1YKVJuCw0Kg0O6QqLtWIVAbsFC9kynh4JIVNl4bJILoDyHH4+W0bYYZVa\nsV0kZgG7BfuCbtzIFPH1eg4/3zeg6YS4LDRoktjWGARoV8ykK3VNfPxqsdoxtpsgCCzlSvh2Mw+X\nhYadpjQhRCwv4HzzBAeWA+T5d5UFFpPAoXEkOQFsvoJ4voI+l820I6nsfqnXwVKDJgn0u2xgKOl1\nSpRr29rcZK7J/RwCCXLmS7HeQCxfAUORSpGt9948Oxbuas3/8r4BnFpKINXsZE2F3Kg2eGyUajum\nZvDbGayqEn1PLyeVQqVQbyBfa+iuS1lWfGE1A6+VQVZ10vqsWKQAACAASURBVG6VHAuiVOTKyiSK\nIDQS2JSBIkmPz9SNqEmThMKNSlfqpmyrIy4bHun3bdssTw29tXRsJKTsn7eqkPBaGZwcC6PEcjgT\nSyleNLsVBEEMAXgJwP8M4G/uxDXcM8UETRJtuuv//th+XN7I4sN5KfpaJmnKvhQOhlI06zK+bfIK\nYoUqDoTcpguJa6p24WMDPnw0n8CXqxkUWQ7VBo+pkFsjFQw7rBI7vNlB+EpV8Z+Pp7E/5MFMooC9\nARcyVVbZOGXFQ6pSx8W1LOw01RZClazUkazUNVa5x0fDyohHRqbpUmmEwW2SKY0QdFjxpGrDT5al\n6zQT5FRiuTbJYJnltpQaBLHlYpSvSK0agpB8L5r2v92KKzW6FREynhkJaW5izDYLr/tFRDsEUcSZ\nWBollgNNEjgyGMBcpqQrBTVb8O4PeTTyTVaQEmYvxDP4YiWFp7uM/Mw8v5oYmq01kCzXEXZasVas\n4odEQfdz6LbQeKTfh4jTihon4PPlpIYHcC1VMIwDsNIUhjwOpTsxmy5iOuxps8o+so3P2PHRsMKD\nmvC78N1mDv/+68Wu3zcZdMFpoXBmpUtoYKYE+F2mHMieHAqiyDZuinhrFkMeOxiKlEzrbJZbkg+z\nw/g3AP45gDumlb0niokax8NGS4XB49EAMtU6Ti0l0e+yYX/IA14QsVas4b05yd1ODndq/fi2pmV2\nkj7laqzCkQCkTgQniKBJAl+v5xBwWBByWlFkOV35YKbKwtp0gaxyPF7dH8Xvr601XfkksyqGIuFg\nKFxcbW8tyu3GKse3kauuJguaBfeXBwaVSl7dauxzWvHkcBA0SYIhiVui+uiEsNOKsNPaNnr64+ya\nQoSkSdLQ28NCkRjxOqRTJUMBVhoQBMl2u98HWBlYbQzqzVPF+XimbSM/MRpG2GnFN+tZrJdqhu6H\nRvhyNYPjzZOn00JjLlOCnabACULbfL4Tqg0e9i6M+h8jBFFU1uuF1YyuK6ODoTrKNTvhicGAkjWx\nmC3jcNR/02MVB0OhwUvvP8sL+Gw5iZ9MRJQ1WWY5WGlS+Vx+sZLScBXsDIWf7u3XdC/NGm/J6CUn\nRk8WSpMEToxquz19Lhs8OcZ00FfUbcfD/V58u9FyWMiWJKM5YEvK3YQgbhGaZSfjSoODg6ERclgx\n7HUYkl5vFdSdkNuNxMzXSM583fHfEATxMoBNURQvEwRxEjeV5LR93BPFxNfrWXitjBIzHrBbcaRp\nBT3mc2LM58SbMzG8NDmAq6kCDrRU+LIm/MhQELaNnHLD1WNPy1AXEmWWwxcrKRTqHPw2BsdGQpob\nAwFJXaImhDotlGIYlarUkapIYTFnVtKocTyOjYQQdlox4nVI7GcdtrIgiphJFDAZdMGm2gBbF9tM\nIo+HdORam+V6syVqx9MjYc1z3Em8vC+K1UIFZ2JpjPudmMsUUahziBeqyFVZRD12rBaqWrfNGivl\nd9itkrNeugjPWBjHRkJ4X2fjk6XAqYp0anx0wI+HBBHn4mndnI5W+GwMBpvvn9wiPxD24InBAFhe\nQKHeQLbKGloStyJR1nd8/DGDJAi8NDmg/H29WMWZFiZ/v0uyTDcLl4U2dMV8b24dD0Q8ePQmnWtf\nmhxAslxHqlJXZL/q/eL9GxsYcNm6nnb3+J1KcOB2JdfdQBAEHox42/xwBt123bHRkaGgKRmrjJDd\nqlGVtKFFpVNu8EqhcmQogBGvA6eWknhpcgDXUoWbfm92K14/aODvc3AYeP1V5a9vvP0f9f7VMQC/\nIAjiJQB2AG6CIP4vURT/052/UmPcE8UE0J40aNSiVxcSf7i+humIB3v8TqwWqrDSJPYEXEoxIbfW\nW4uJ1iAiWQIKSG3ND+Y3FMLUK1MD0EOhzqFQL4IAlI6Ax8rg+YkIfr5vQOF4JMp1XGP1LapFUbII\nn8+WNJkSrW3g6+kSOEE0DJBiSNK0697twO90TlW/v7aGhiB1bVhBQKrccjpZSkAhYBAEsLcfHiuD\n71X24y82nTgPR/26N+735swTJwv1Bh4b8OtaBlsoEiGHVSPd7YaA3QInQ2mMu+5DiwG3HT/fp11P\ndI8dNZeFhtvC6BYTggj84fo6JvyubXc6ZMhdNyMPkT/OrmO9VMPL+/T3B0ByrpWLCb3MB3Xw3P6Q\nGwvZ0rZm+2M+J+azJY0iojWKQA07TWFStU92QsBhwU/39uP319tTmAFoCdMtWC1UMeJ1oNLgFa7V\nSr6ChnDr+QvXUkXcyJSUmPPdDFEU/yWAfwkABEGcAPDPbnchAZgwrSIIYoggiE8IgpghCOJ7giD+\n2+bX/xVBEHGCIL5uPv5C9T3/giCIOYIgrhIE8eKt/AUAyUGxW2vyZ3v7EW0xQ6nzAm5kSs1EPztC\nDqtCOHp1KorXDg5hoGURX0kWsNQSwWuhSAy4bfj1wUE8NuBTbuyPR/1KEIzRqZ8kCEScVgy4bPA3\n44hLLIdMlQVDkpo4aidDgSII6ee5bBjy2PHXR/Zir3+rkHprJq45DXusNAbcto5JlLtpwVxay6DO\nC8pJZq1YRaXBI+CwKHI4yTCqZUNxWCXVBk1J/6UkzxC1EubbjRyeG4+0FRJ1TsomqfOC8toV6g1s\ndjg5CqI2tfFmkamyt6SQuBvWby9Qrycb3e7dYgZPDgfRpyqe1aFU6SqL9+bWkTSw6O4VcrEpiCLW\nClVwguSiuVasKXyskIFvA0OSyoinFRLpd+t3l8aBxkXVkQ6GTxRJ4MU9WkloJ0vzV6aiPTlsWruE\ndKGo/7mvcrxiGCevS3kM/NrBIeWhmwFyk+BFUdNNaS1i76MdZjoTHIC/ac5jXAC+Igjiw+b/+9ei\nKP5r9T8mCOIAgDcAHAAwBOAjgiAmRSMryB0CJwg4F0vjUNSv683gtjJ4eiSMN2diCslqrViFx8po\nUvxsNNXRd8FnY9qMU7w2Bk+PhPDUcBBPj4RweSNnevZuo0nl560WqjgXTyvPHXFKJE25jeuy0Khx\nPCiC0LQg9wXdiiHSsZGghvQ04XdhMigVG99v5jVGXfvDbmSrLL5cTesmhN4JPB4NwMHQCikz6rbD\nwVDKe7ZaqGJeL4sj6AbSRWnE0dyc5OjwYyPS79bntOHMSgoBu0XzHsuJlGrIeSOdsjyMcGYlhRGv\noyfC5y3EXbF+bzeODAWV07LHSiPssCLZjKIvNzh8t5nD8xN9XZ6lHa022gfDKsJnc5vx2hiEnVYc\nGZJu8EaOkU4LjQGXTelOaK/fuDjQw/V0sacx2my6uC3CphEe6vMahxTG08DB9rWSrkjhfP2uzgfF\n6bAHp01kojw1HMRCtmxqjNkKhlTxs3YxRFH8DMBnd+Jndy3rRVHcEEXxcvPPJQBXAcg9db3y9FUA\n/58oipwoiksA5gA8sTOXawyalBwZjUyeZLwxPYyo2475TAlRt13jMGcG0aZsVK6K1d9/NpbGZqmG\nlyYHNJWzlSI1L9QfZ7dyAn66tx81jocoiiAJyQXaSpGwUiTytQbcFlr5mR4rg4jT1jbLDDuteO3g\nECYDLkTdds2p4fJGDrwg4q2ZOK6lilgv1ZTHZ0tJfLGSwlKugus9zEFvNYKqk8ZcuqhpSQ967JJb\nYeuJlBckSajdAhwchtVC48t4BrwgKq8fRRLw2pg27b/Xxignj9b3qrWQoElCeX9aNfvq7zFbSFAm\n4pVvBnfL+lWDgFRk22iypxNwL7BQJB7t9zWj4Sl4bFvr+MP5BDZKNVxPFQ3t8PVQ43hMtdhpy8RG\nkiCaa1N6r+ViYH/I3dHdk6FI/Gq/Tlhhj6Vd2YRDpMWEAygAOBgar08P9/S5nQq5MeZrrgm/C3Da\nAIrcUnHEUh2Dc64kC0qXohV9LltX11gLRSLqtuPpkZDuntwNFEnAf5Ojr3sdPe1iBEGMAXgEwIXm\nl/4bgiAuEwTxHwiCkNmFgwDUXsqr2Nq8dg2eGQ1rPoD5WgNXt5GRsMfvxP6QWzkFZ2uNtg/9K1NR\nPDqwdeN5ed8APFYa+0NuNJqjFl4UwYsiDg348cpUVHn0cjp4uN+H/SE3ToyFlYXe57SCINA24tkX\ndOHwYACvTEVhpylMGcjOdivazMQ8DqDPB4z3IeK0Ym/QBUEU24hliXId786u42qygKvJAlhewLuz\n63h3dh00SeCp4aDhpro/5Mbx0bDy3vTSXlX/PBkkIZ2WfjE1qDiV3krcLev3UNSPX0wN4hdTgzgx\nGm4jTO8U9gRcimLgsQE/DoTc6HNJhfrplZRGym0G786uI9HCAegUHkYS0KRerherbXvQAxGvpnMq\nQ+3XIkPuQOqhz4Rxm9no8+1CMzIeDUthfHK3pFjdUnhsA504HkA7gdXs+o2pOhGTQbfh2Ok+eiBg\nNlukbwP4p6IolgiC+N8B/I+iKIoEQfxPAP4XAP9lLz/8b//2b5U/nzx5EidPnuzl228a0gbiwZ9u\nbMBpobBRqmExV8ZU0G3K3GghK3U3nBZaMWjJVFlFqqrGhN+FPlXiH00SCs+DJgkIouQ9oeZ+qPM2\nzOKBiBfXUkX8ZKIP+XoDxToHkiCQqrA4OhRQFpCUy0Hg4moGAy4bZtNFUyFFtwNq7wuJHNYeu66b\nstjcMLNVFo/0+zCTKOCJQf1NRibGqUcmnCDqWi7LMBN3fKQZUvXJYgI/mejDR0079ZlkAXv8Ts1J\nWxCBbI3FgNuODz/5BN+eP9v1+beLW7F+3/rftiYkBw8/ieknntyRa51QcYCCDmvzYdl2vHcnnBgN\nK4miD/R5cSNdwmZpZ/gSvWK1WMVSroIDzTGJ2vCqFVdTRdR5QeOTsz/kgZWidEMDuxlNAcCAy2bK\nJhyQRqtWiuqJ8KmrSIl4JKkoAOTKQNR4fPPxQqIjYbUTFrLltoLjyeEg3p3VT5OVcWkti+8Tebw0\nOYAbmZKhrb4ZCee9DlPFBEEQNKSN6P8WRfF3ACCKojq16N8D+EPzz6sA1DqXoebX2qAuJgDp5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oZRZKkQQcDIWPZmJALA1UG4DXAUwPSWo7lUvi6WWpVWpnpM9YQxAMuwxqlOqcZoYtt5kdjCSf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\nPwfLDdoHcvaRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12f7e57f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib as mpl\n",
"cmap = mpl.cm.cool\n",
"norm = mpl.colors.Normalize(vmin=0, vmax=20)\n",
"\n",
"cmap = plt.get_cmap('ocean_r', 10)\n",
"\n",
"fig = plt.figure(figsize = ([20/2.54, 10/2.54]), dpi=300)\n",
"\n",
"ax0 = fig.add_subplot(121)\n",
"g0 = ax0.imshow(g_auv, cmap=cmap, vmin=0, vmax=20)\n",
"ax0.set_title('Draft from AUV')\n",
"\n",
"#cbaxes0 = fig.add_axes([0.48, 0.14, 0.02, 0.75]) \n",
"#cb0 = plt.colorbar(g0, cax=cbaxes0, cmap=cmap)\n",
"#cb0.ax.set_ylabel('Draft (m)', rotation=90)\n",
"\n",
"\n",
"ax1 = fig.add_subplot(122)\n",
"g1 = ax1.imshow(g_lidar, cmap=cmap, vmin=0, vmax=20)\n",
"ax1.set_title('Draft from LIDAR')\n",
"\n",
"cbaxes1 = fig.add_axes([0.92, 0.14, 0.02, 0.75]) \n",
"cb1 = plt.colorbar(g1, cax=cbaxes1, cmap=cmap)\n",
"cb1.ax.set_ylabel('Draft (m)', rotation=90)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Two datasets on a common grid - what are the differences?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### difference map"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x131f36748>"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ekyPdMp8Bta9am6aQXwM9bbqCrT0sbM6Kd5a8+WVHdU37rLb3d+wF5CbiMd0P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qRigUQmgc/e3cIHL8zjW1tVvPfMDF58QCf3J8XQVKZtCBenkjAtTglnGWJNwM7wRKU13lBdmKNK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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x131b27b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.get_cmap('ocean_r', 10)\n",
"norm = mpl.colors.Normalize(vmin=-10, vmax=10)\n",
"\n",
"plt.imshow(g_lidar- g_auv, cmap=cmap)\n",
"plt.colorbar(cmap=cmap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is quite interesting. At about [10, 80] (grid coords) there's a peaky ridge which was split by a crack. Here, the LiDAR draft 'peak'is offset a little from the AUV - it's basically captured the leftmoast (grid view) peak but not the part on the right side of the crack. So there are large differences each side of the narrow ridge picked on by LiDAR. This pattern is going to be seen a lot - it's clear (and well known) that keel systems are often wider than ridges.\n",
"\n",
"The ridge/keel system roughly along X=[150 -> 200] is better represented, but still narrower (and less deep) in the LiDAR-based model. The keel system between X=[100 -> 150] and y = [250 -> 300] is really not seen at all in the LiDAR based model, although it's still significant (to 6m deep!)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normalising the data to see if interpretation is any easier\n",
"\n",
"short answer: no."
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x12222b3c8>"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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eStp20jIkz3zyaQVyHwqYhy0G8Ro906cl7JiWUksq5J5PUoTs790E4GnnMsWm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\nCRkS0y4i5BRYYSysWPk2Jq0w/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opC5wg8wbZsO7uOi5lkJ2LliImhFs1Djqgy5rf4ER56\n7/NTO1/gl8KfJaotafhDbnPEPqdI5FeRA06YUeacPR1PA1oaGWXRXzGhaA5LC8qrOTtccofnave7\nEs/3dpObXgViYFDkZtAhacrtfsk2UypcsckuF8quqnHDBiPq1Bhz7oD5gGbnhu6DTdJJGTzoVK65\nz4e06TGlIh/DgK/wGdft20heYKnR7gKyW+doI7SNxXZwNjW2zIjLxm37g+CZ7nleG/gF4A4iovqL\nWZYNPvYxB0jc+w5izvN3siz727/b1/6+86gihbUhU16zgIdWqMTnp0FRu58xNWIvYu6VCQsrzpSM\nJ2JcwayqehKJPsq0bjFVxsSE3BAyouHoDzYG1hRrkZNPTdVISPBYUGKgdsgRSyRJJXBgvf07j7ES\nRGLdaC/W5UDCXMmdFjiJe52QUxbWWegA5mqZg+xGS/Dp08EY2Ca36NOkrgJse0VFlm40NbA90bHQ\n0n3G1DBnybo3ckksJV182EKhxIwGI4fbddnUjli0cVMFk38u+W1+NP1tPoju8UbtMc9rBxRZco+n\n/Ai/xYIiltwTK6bTZZNDLWI+qYvHMo5WivqdZzmbraRdnQc0iwNuwl3ohrADcRRyyj7n7NKkj4l8\nMzwOOHbUiioTtyU9ZZ8Prx8yX5XZPzgi8OQwuc0LHvCBUz3YGP4zfIGYkJ6y5a3LbdNDNII9fV9a\nazifJT8muiCRIr/Npd4zIXNKHHwkIf2TXYvl75so+T8EfinLsv/C87z/APhr+nfrVwz8e1mWfcXz\nvBr8f+y9eahteXbf9/ntvc88n3vvufMba+6qHlRqzXZXjE2wLEvBhhBiEhsRJ2ACApmQWJhEMgmK\nEiJhAvkjCia2MTHCxKgThCIrTmtWt0rd6q7qqu569eY7D2eeh73zx1rrd87rfq+rSnqlgqY2vO5X\n79173rln7732Wt/1Hfhj59xvJEnyje/0wh+tZzqPpg/bUznD2Kv3+76rWroR3OJZdjjiCg8UTxIO\nkG3jbEQTsahTcqKlfkhnMPf2uDKCORLyjCjSp6uuktKOL1hGZ8lhxXTB0vrFAHnjWC19NgOMAbXM\nlZG+JlLgXDq3+SNPzVXLl+Xn9KjR/3KDGXkhbILz9A5T8ovWzPkRxPhQslnN+SesjZtLofWEiBwp\nptRp+U5h6RI61+2n45RN5afFnkIhus0L0uMZtXGX4lqforpt1mnyDO9ylfuMyfIuN/17nWlX2OAM\nczGdkEYSXyLN9pPrJjVNcJlEHRQ2OKMBQGtUg3EkpOCxIxuM2eRUP5+pfy27dszrbFOpFJ/iq+QY\n8odrP8CbvMI9rvputkSPDc4VIrAyE3pvtXUuEJFyxnetY3J0dUy37ery2lk+lCZkabJGWjthyx5q\nU31q991i/qHd9j8BfE5//0+BL/AthSpJkhPgRH/fd869DewCf7ZC9aRW7Tu1ec65fwD8JFI9fypJ\nkt943GuvylAiFp6MuMkZd7jJmIz3825RY41LEiKG5Dlkl+vc9byrt3mRfcRqRAz3ZWy4YJ0TtlgV\n06aZMWLBus79C13yD9VqbapPePMhN/KmvWe7UVedCazQProRXLor2Pda2y8i1SHmohCvbOf0k1+e\nA5bkSnNmCJkz15vDCrmVS2G6LzwO0qXsAXdzn7DuL83M//wLQl1WjHQcT7PBucaOZRmQV0wvWXnv\n+AIDeKF3TMA2x7yavE453WaYSdFU7OfWnU9QuNFXGdDCU0f6lGhTFcEwIQ3O2OMhllfYo8QRO8sC\nEDiS4jHOyafVpsox29zhOpN5RiKw1iHcHPBs9hbfzx+yzwG2mZytfN4NTmlwyoZKuQISjtmmTpOB\nRl/NCSkgadtV2ojMKu0ngJCFL9BnbFDQhBojoNpnfsYGD7iCSbOqK4RnoX0Y9026xBY1BhTe61Z9\n38di/qFhVA1LRE6S5MQ51/hOX+ycuwZ8Gvjie73w+ymtj23VkPTTb2vznHMvAf8+8CKSOf+bzrln\nkyT5trwfAx4tXDHAxB7QmteoRnKDVGkzI0VPDdzaVMgw5Zx1Il1vf51P+Nfb5pga7UcU7BZPVNWk\n3xY1uirP6VOiqWGR9mQck9WxaFl8rFDIBzf3QLp5Ihi2JZl90nmBbfckaHSi3V3AQp/AsR/JZHTp\n++K1zLWRT8vGSUDB9JnvQg2YlUimrg9jjXWbN6Tgu68ZkVqHiJylyACjZljfJim+sgkdk+WYbTI6\nstq4OKCAWeoufcXke/IMeZ5vsnARZ2wyJ2RAkbffeIXhH5UJbohdiqS05Jnq+8kxUv1dhwWB1wHa\nzyycr4wQVd1AR9ORAs9T7sVX6U9LuDCGaEG+1GVr85AZKQ7Zo6b6xi4l+pR8VJd89gMVOAuOdcE6\nd7nOORvaeYuSYarnL8ucPCNGZBX0Lz7S/a5aZh+y57eJF2zQ6VbIZsbUMi1VZvS8ThSgRI8uZZrU\nMKfWp3U8qVDFv/s7xL/3u9/xe51z/wZpWvwfIZfpP3zMlz8x40tryb9CGpn+e7zl9y5UT2jV9nhy\nm/fjwL9MkmQO3HPO3QK+j8dUzZwOeAYYGpcny5hq3PJPGdOfndKgRd13XnscaFtcY5NTrnKfBSFn\nNJS6IODuPg/9TQkCjNtTvEfJb3hWhb2wHIXkveEJpICWpgXiixn4rzWAVAqaDavo4n+Z2TdWjo2Z\npJnl7jKma+E/l9XDLIzF6bSsXdGS32UOCFkmLAgZkqNLmTSiCVx17LRxKs3Ud202thlJtk2FkJgN\nzhD/pbnycJzvJKQzkE7MuEJtKpzRoESPdqrCCdv0KJG+NmavfpuAhJ5ueW9zgwkZsow9lpZWTt2I\nvMfNjtjxidYjct6yx+gpfUoMKBLHAYFLqOyc8Vz6HfaCA8ZkOWFLY9IXGgef1VRs52PkTc71+/wQ\nb/ESB+ypE0NEN05RDAYqX1rqHGWUC7WIyzne4pi6gu0TpZU0qXHCNiNyTHIZonCuW76u17rGev2X\n1H12RI5L1nzH+jSO+ewJHdX3vya/7Pgf/vtv+5IkSf7Kk17XOXfqnNtMkuTUObcFnD3h6yKkSP3z\nJEl+9f285w80rK60an8IbD6hzdsF/mDl2w71z77tKNPRlbfIHi5Zw/ycXkm/iSn2HYlq9hocs82c\nkD0Ouc1NTyi8wgMG5En0+6XdrmHykrz6Bhmv22LPregboB8TcIUHXLKm3uHWX6ziT3LMddNneMlq\noQJ88TBbENvwGK4xwZJyYwVR51hkkol7l9FYcoiBH1hi3Yis+jANPLt6gnmmZrW4pvyIZ0xwicty\nuqecYQ6nBfoeCL9kjRQzrnKXl3mTd3lGHy05P4oaYGzGdmW6OBJe53v5Kp/m7/LLnLHJHa5zlQf8\ne6X/k/v5fSFRssUWpxQYyoZRz5eNq3e5RpYxNVpkmFCjxTkbdChzyibGIHeg2YEZ1twll9k1FvOQ\nUrpHh4oOlV3ucJ37XGGfAyJmVJSmYhwz8e0vMSHNQ/bpq1PEPa5xMtmm3ymRrw9ZREtDxYw+EIoM\n/IPGfPLN8LFPiTqX5NhiTI4OFXqpkn9Qhywd+u3cmTFfTECXMj1KH+RW/Y5HvPjQMKrPA38H+AXg\nbwNPKkL/BHgrSZJ//H5f+H2/429t1Zxz39rWfeAo13/9s2/5Ne7zrzVYey1PixqnbNKngFgQR1yw\nRo+y38TZDXnCFnk1jjNLjlW9mhWNMxqsc65zvhjxl+kyJ+SCDVJM2eWQggZCWjdjPBnxbZLup0OV\nDFPWuCTF3Be8iToOWDdmWzwDw5eKv9h3NmayHKx83Uy7HAG/l+Ok9War7gsGzQsAW/fcJpPB5Bgy\n13EQUPpBqFq5sXaZsY+JMg94y5kzvaAQOQP1R5Jxx7A2R8Ial5TpssWJt1q5wn2+wYu8zveyxTGf\n5qtsJOdkFmOicM6v8hM8w7t8gjd5yD5v85IWPqGhrHNBQMyQvD9XtvXtUqFF3Y9Z4rJRWa79JxHl\nbJc6Ta6obOaCNUIWPMNttjliQ8+tWPMIA7xLiTvc5A43uMWz8pnHAceTbdqtKrnsmK3omB2OlHO/\nLNgBCz9ep5h6B9QcYiU8Jc0xO9zjGsdsAYluLx1jcn5XLGEU8v1vf+GMd74gZM+nSin48DCqXwB+\nxTn3k8B9BALCObeNYNs/5pz7YeBvAW84576C1I2fSZLk17/TC7+vQvWEVu1Jbd4hsL/y7Xv6Z992\n/LWf/Yxfi09J06LKJes0qdOh4i1fRl4WIk8aESoLT8iImZJ+LAkhNp50dFU+VwC+qG6U1vaL2r6r\nF4e4RQrwvAzzhGUntTS+Ez6S4TF2wZvMx3AtA9vNL92EzPLakW55JNPF8ttM0Cyvt8QsTCgMxnsS\njZ8UFRnxEgoKsstpNVvdGSn6FFnjkhJdHNKRleh7XM8wLgOZCwz8Z3fOBlm9mXMMmSl9I9YxdV3N\n5gBfvHY4YqShmiDJyLvTQ6q3RrR23+XztZhtjrkxuUeUWfBlvodv8gJ9ilzhgfd3us1NL+wdYJl/\ndfqUJByBChFzzmhwyRoJjnxmSN4JpaJPkUN2OJru8Er6Tf4iv+UL/TnrOCCln7Nw76R7GS1ydIMy\nw1GeTqcKi4BcWqyXVzs5s9RZ6NhswapdzZIMiTmjwQP2eYsXtSOsipRHRdyPS5iZkuaF1zbZeE3G\nzwUht3/uV97P7frex/jD6aiSJGkCf/kxf34M/Jj+/vfgg1fd9/uOH9eqPanN+zzwL5xzv4SMfM8A\nX3rci0qen+joJmSVOyUEOsOlDLsBFOBeKJYxxwiSlqhrfkwGRBruZOkypmuzFboRGO3m6lEipf+e\njQKAjmspuorXiKd7iww9Qkae7xUy95ibFRhJP04w6xQDtCWeSkInk4VjHsoFbwZ2hl2ZnCdY6aBs\nTDMW2pJAmCLSp3dLWd0geMlEx0DDk8zW2f4tSLAY9/tc9Xq9kAWnbFFUAXGgpAz7TM2K1xYR1mXM\niKjS5ir3ucp9nm0/IP/GBCbw/cPX+cXv+2m+HL9K4f+eU+mPOP3bW1yw7ren9j4vqfMVPsM6F1zn\nLjEBd7lOj6J2r44ifSxZRwD2LhtckGOI+I4FRGnpSr/Bi2QZ06bKHodscsJGcg4OLg20T7KctPbp\n3FrD7U1I5SbMLsusNVo8y7s+kca6OAnB7ZLX6+8KDxiT8d79D9nTLZ906WXVCNjW0yg5ckPK+xzo\nRGHBJstO/SkcT487+ud2vB96wmNbNZ7Q5iVJ8pZz7leAtxAWy9973MYPUJpAFhC/64fscU6DNlXO\nZg2KKbkgYDnGiUeTPLlFThL4otKmSoMzRuRoUmNBxJKOOfc3rnULJjcJWGh/kkaijOQGAPwNOyar\nxS5NX0HgLCPyjAh1BFwNplwN1wKweK0QsVYGfOGZhuaNvnQYtQ5N/nvpww54iN9+tth/dciEJSdK\nANkc5zQwAznrtmzHZ3iVbKd6fuOYYsYeB5RVdHvILkPyFBhiThCOxHeQJXqeWmA4jW288gwZFkLC\n/ZB0uCDOiQvov3P5O2TclEqux9XLB7y59jKbnLKnNsCXrGHWOCNy3OOaPxcyZqXIKoBvD50qbaak\nOWKHLZbR9VXajMjyJb6PfR5ygzvUueQZbnFtesBFpkaTOn2KPEz2GXVzMHEk5xlm2RREc6oZ0TRa\nQRY/rKwuIkKPQ/YokWfAlAxnNPgqn8YMDst0WbX6yTP010uisISdzRhJvxGc6+nRE74rC9V7tGrf\n1ubp9/w88PPv9dppHfkuNUrINhwn8RbtfpVUTYh59lSRFbhwXAwbsE7Fnk5o+252vOK9PvSdg7h2\nClM8q68HaJGQG2+qeiz7nkfdFWJPtLRtYEo7qZx2V9a5GQZl3yevsXwdeZoK8dC6R5Oh2LBpHZWw\nmBPFQwSDW7WZWea/Rbq+FwM+G+2sazR3AAmomOvoPSbPgD4lzmhoKo/cLG1q6jEgGI+MxrIUyCDG\nhBMy7HLIPa7Sok6Vtte9iXdTn41pi9DFcAuCOlzpn9C9kiX+rGMyzUAOnucblLTY2FLFOqvP8iVa\n1Pkmz3msbURZP5vIU1x6FOlQ1fMQUaLPDoea5NjBlAu2bEhwTKOIB1yhr+Z3LByzYRoKEGyMKaz1\nKER9XuZN9jhkTsSInF4fiRYdOd/2ucwRC+w9DrjLdfoUyTCm6PV7QlmZrdyCho+aK4ZcZwJhTHmK\nZnffjYXqwzxsZS4gqeSfzEgxn0ckiXiBg9nlShKNrYVDLV5pVeuZs0FbsSowd860coGGGFd87juX\noQeaZRySXmCZlScFyugQxugW+YzDWMOOZSzV0u1TgPMZy/Rbh0mWl4kyAHPt9KwYy5+liFVSYQC6\nvGfj0puHgxTdqRIFrXhbITSTPbCUG3uSD7xkJiTmnIYH4pdi2YhzGsx1N1mjjRE8Tc1/wRpnNHiD\nV/z4d417LAj5BF/nR5LfZTArMo8gaieQBwpwWV3jp4L/kdz+yBfSBSEv8TZF+sxIscUxDU65wV12\nOWRAgWvc4zf5y+qfXvK4ZVHxtl5S5mC8Rxgs6GdKbHHKy7zBKZvc5A6SgrxBnwKH7DIn4o1Q0l78\nQiKekUQRbE7Y37/nC8z38GX2eUBLHThsOzdUCoV0mBm/ZEkQFcWInCZ6i7e6YIQpJRYLhrcg9CLo\nPENKiGd6i03EsucD76qefMye3kv9eR0faaFqUaVNjZ4SLk/YohXXmMwyZHMSPQRg/B3AYxgWAwWw\ndCsXnMYAVtPDyWgoPul2E1gnVmCA6fEcEs5g1sMRMTPfgudIEgjdggJDlVPLhWedl+nshBCY+AK1\nKn2xLkn4N2MifQqDRDgZfmSWezZEruYAWsG0jsoM4Ja/Fp6PZIU1y8xD+gt9L3ajSXdg0hh5zya2\nFdM+iYU3iciEjLctkSd/xo8/50mDN7ufJBcOGRVzbHDGZ3pfJ5OfwRpSLWcwT8t4+xfmv0MxHnAS\nbhKFcz7LH9FRh80GZ9yc3iEVzxilsvRCcWZtcKbR8Gm/jSzSFxeNZJfT1jZBGHNj8w7P8Q4v8ya/\ny49wyK7y8vII63virxETd08VKKCXwDRN5sqE69zzzhORbkI3OGdEbmUUzSH5jVl/vo7YoU2VCm2y\njNjimIgFl6z5EXzZOcl/T5F0m1s8y1S7v6vce6o2Lzw9a6s/t+MjLVRmTzIh420ypnGKxSKkVmjp\njTjX/5db03qe1XHPxsAhefIM6alWL2LOFqeKH83pUPVPfYdYnNjKXdbcC18A51p+Vt/rstuRLVuf\nEutcYkZ01r1YyOhiRaIhFi/L71+iEnMtBoEPAcjqv7XqTWXv0TSA33oYTcI6uUA/MflszC3LkWXo\nv27Oo17vgN8AjsnQpYKkBz/qBS9C8RJD8r67zTGmTFcIjYUMWTfijAZfc59isRaxlxzw4sY3CWdz\n0mPYnR3xXy/+EVE4oxT0abq6l5QY6bXAgDgKyA/GZJI52dzYLz+EnCuE5hvcISAmz4Ab7g7VRps4\nEH2mCKM3gIS7XFeC7MTzzgYU1FBP8LsKXbLBmKA2J8lYMvcJexwgzh4FJqQViwv8qGY6QCPKisxo\nhMAJOcy11SgfAinEdKlgiT4xgd/S2uJDgiPue/vop3J8PPp9sEN8vpf2GjEBKTenWOyRZUSiT+xI\nR8Qld8fW9AtfXBIcNZqIrbAkqlgwhIUkjJVOYMXRvs86oQkWTmTYjmSqZZR/Po8jxkGGmUvpzb2a\n7yfFyi5+eUqmMJdNC3MQvYE4nS+5VQnmOLCkDsjf20gUrPzMxiCPWY5+Rl8wKUtRmc6ykRoqvSNF\nRIZVdrvZMg/UKE4cASKPwxj3TDAVY8xLp2t5glnG3pIk50ZMo7S/iZsISF1yPS4ydUqpHkkwJRrC\n+rxFYT4gtYgp5gYEyYKLcINXu1/ltFZnlqQ5cQ1u52/y6uBPyGbH5N2Qz/AVxHOrTZsquxwSIizv\nT7o3iCPH27zELZ5hSpqv8UnucNOfqywTNjhXd88JojNNe6Z8KpqytntMNSN2K22qfJKv8Sm+5jv6\nNS5Vk1dknQtCFh7zsuSYJnXfgU0Q/7ACA9JMucdV+hSp0MH0lyaTMTM/8/8ysvJTO56e/fqf2/GR\nFqpVL3IpHmmmSYpy0PW3kdxoI8VcUr4bMlaTEPZmK/ylxBNCbQQyEqIhRHaDOmLO2fB4g20C0de1\nImK0g5HLqwq+TMgCSxbe4QjjWq1yYgy8NnzKAPYlKdVhFsbL3ztfkO3fN1zJscz/W0qXpVcSzlmi\n1I484PzPPSdSBnbaw/hWiGz8E8Z9xndOOdW+LYHjxL8fM+gD2YqaG2ePMkfTbcapHA13qj83XLCu\n2M2UG8FdxvkMUXbBg2CXtcwF1VGPdGuBmzt2pucU742Z13ukdia4Qsw4m6JdKuBcTI0WAQuNUDtj\nnQtucpscIz92CXdqjzI91ShOfDqN5RpOdNyy68SOMxrMXYpP5L6z2kJ+AAAgAElEQVTOHg/JM/Su\nn9/keXY4JMdYuXg5LVzL8yfUConxGiizPat4lXhrtelRIseYKh0/FTgSCSzRc7jBOWa+t63X11M7\nPu6oPtgxUFdth3B4zhYNUm5G1k28L7oVHQcefLa22X5focNV7tOixogsRRa6g8shyS0ZLM7BLqgE\niUYakyXLhDwjlaTkfFGJdDeWVVJjxwmB1F5npDquRDsOefoN9e+NqOkw5rL99xIYjRGzlJSnW8jP\nNNIbe+Z/RvsczB7EirBxicRlc0SfIkYIXRCqsLVOkT4WwGlhCtZZArpxnGMWJCALBmHlL5N6AsXx\n8gwVz0t5hvuEDGFKAhh2OSSnVi2i09xknwPOWafBOZEbs8YFY7JsPnyI60JyFSbOwSnUb/dIdmH4\nAyEucjTe7rGR6nPvxZkn7xorvUKHfR7SU/eFGEeDU4bkAEdJaRc2Tt3gjv/85CEppNsBRbqUddEw\nJkaiwRqcccG6Z7CLM2yWDFMCjAc1wUJtLf4ry5gheU+pMcG9I6FOkwodX6SW3a2Qfc0jLWThI+yf\n2vFxofpgh8TzidYvZEESO2IX+JtRQE65WVejp0QHNddRKtanvmz6XuRtIhaqUl9n6K1JBKwW4365\nlIaKIa1pFFcKiU2X9X1WMZi5H5VwYIZnNpLN9VeGJf/Itn9GYbAjUmKfsboe95RcaJ85pOA5ZI5Y\nC+5ci9DCj4NW5KVTSGmKi1yJtjY3ANyA/AID7bBSGBPeOgwriubtbYfZxFhxqNNkSlqDGZab1rSb\naGKMYHAGjMcEvMErLAjJMWbhAm7xHJ88fJvj0jrZ/SFH2S22umdki33oggsgd39BIRlCH6glbA3O\nmRTSNKkjqTV50kyptnuUsz0qqQ6tpE4chZTo+9Ezw4Qb3GGHI2ZEyoATNwYzrOtT8GGogLelhoSH\n7BMQa0T8XFnnc8bkMK6XyahsjBuR87mGMhov1Eoor64I4uZhTqnW3c5YJnyLo2z4VLV+HxeqD3j0\n1B5X2uS8BF6GU98tJSsIz6q5m9mKJPpkv8p9LB79BnfVLUCcO+eI2PmSNcxnvMEpxn6WG8n5cpJm\nQpkusMal2sgYDmai4blSAWa6Yo61aETM9PIceaY0CLET8Gx6GQMiD3TbYeOs/NnMd1/CJVticUIc\nXfhuokyXITla1HyXJOPZMgJLCoxs/gx4N2GzfKYS+zAj5R8c9lqWKm0uptbROmIWSchokWMeRpRc\nz2OA1q0KXykDOK5yn73kgGrcJhmnmBci+rsZipMZLpUi4yakoylUgDZydc7xidgkkDubcz1/xHgj\nxzjIcocbbHDOdqdJPIE4aNIJOxzUd9nnIQMkOj5AxsZnueV90cdkMYNGKRRi1Cjb4CHmCV+lTYKj\nSgsTykuHI9JjE5ubP5idt10OyTNkQMF3vwsCigwwoz6DEACViqUwX3zbdLeeomke8DE94YMex2yT\nZaSkN0cqNMX5hIDEXwDWRdlmbOlAKfYkN7jtAU2zXAEwdu99rrLQjYrFx0u3EyhVQQqIWZaYnquj\nF8iqM5TdsGNytIAcQzY5xRKOVxnwZlC3yliX41ETPsNJjIeT6IgiYRY5j2lZobKOU1JgeliKz5DC\nIyPCgAKBjg6yJZ1oN7b8fMQ7K+23SmtcUNI0oKneMLY9tBsaUO6Qxp8GsQeJbc1vvlvyc4Y8xzvs\ncsh1d4fCaELmPOYHd75I1g1JxXMW84BcMGKSTrPITXF5cHkI+kBOf0UQHEJ0bUbJ9fz5eqF5D74G\n8Q9B1IF6psvfvPw1zuol8m7Ab/M5SvR4lncoJT3GLuvHLHuvNj6esMUhOyQI7SFgQZ+CymscP8gf\nss8D1aNWV+AJOccF3aoa9WVEjjwDEj0fppOwh6bZFFuqkW1UJXTjjBRiHd14vGPKn+74mJ7wwY6F\nbpvSOhIVldMkmjfBXlY9nMyfGm2TM7pZuWCddS6JseiokQdK5UIZUqHDTLdUgXY1S7Z6rP/rPNXB\ntlsxJlRJaQ8RMtERaRX0lvY/1tdc+BFytWgK+3zin5rLlb9jNarKjrnvupx/HRmFnboatH33Jt2U\n/HtWLBNktA4R4XSbCjkdL2A5RvcokVH9pBXPCh3FuPBFdFW8bMD0urv0wRoWkgHQnNfZio4Zk/Ve\nSzNSPOQKhWKfXHEZXbYMiRCfq4NPJ0y/J0212eXK6TE5plLbxY2QcAT1uEk/LMqDqN7g6gunRA8g\nmcH8piOcJlSafZ5fe4ciA9pUeXn6dXb6p9yv7/CAq7zDc0zIeKKncZ0O2PNxWWkm9CgzJM817tOm\nQotPYeEdZvMiHVdbx3/ps0ZkaWu+5JzIc6oqdNhElg15JSJ3KdOh4qO15PqQc27uD0/t+Hj0+2CH\nnLiObtxCUphrpq3kF76I2JPcuhUjYbaoc8ieT5lZlZ2kmHmLWNu8mXQBliC1fZ+ArnLRWOfWo+i/\n18iX40WW2GlyLlWGuj0zUFQ2fTPQp6btJ+crH/fqBtJ+GYkz0HX1Mr5duOiWwgwoLjUlw5iJuhnY\nxtO0bwkwYhnhbtiZFRbDAGu0qNMkxZQJGWpqsyvFdekEmlYFwEhHOqegb94N/c9jD5TWqEarVGOX\nI008bvvv71FW876CkmNjX+hO2OIs3CDHmP5agecr7/Li9G12OmdEXeAYgrehcjzmymeOuV2KaLLG\nte4pXAINYJzgLiAqOS7X1niDV4iY8Vr390jFYslTp+llOYfsapGJGVDkGd4lZunQ+ZAUBRW1f5MX\ndDHi2OTUPwDRCWBCFkvRlqTvtGbc9CjT03CQGZZ8bUuWNFPKdPz4l1HirxFrpzxFUfLH9IQPdrSo\neoxIkILlJ2gyl+VNLF3Oqi+PXSBN6jxknwTHNse+07FR8VuV57YqNlKo8IFgjSbrXDCgwBE7CqYK\nlmPflyTgXMIiCUmSDE1Xp0mdOk2/hjZmu/CwYt8ZLd0HbPQL/XsRrtJCR7dl6ozJLSLEtlhGko6O\nmmJ7nBDourtNlTYWFyZup5uPFHcD/FcFyQWGFOmTUXzOFgFVz/FJGFBgqN6W5hMumz+LHEsxIu8x\nmkqpTYUuG5xR1texkE1bahhJd0zOY28iawlpUWdByEG0QxzBYX6bz+TeIvv/CsM9GiXkh2PaxRr7\n7iHzLUd6mOACSP0O8DrM/tOIr/JJ7nKd12a/TWEwIckJpeIdnvMyly4lTwmQoiJ20DEBJ2xh4R5j\nxR0dMRtcqG1QomP4SB9H8rA6pYFDBPDCKndLmY8C47EKkgM9r0LFEZcK6UJnNDj3mr+ndnzcUX2w\nY+yFnQtmeqJWPZfsJEaIv5SNZHNCD3LWaLHqwfQNXiBizjbHquaXbZS159K9WcDoknhp20DrxGwz\nBhIEYO4Nk3mW8ThLEMRkchMWLmRIgaJ+vTgWjHjAVU8POGabmECfpuKjboZ2ZmHj/LuRcXB1rW0e\nUWBZiGPWdL1dpot5oJuMxzahCeL1lVMfcPlcxeiuQN9rJA38nhGxxiVXuU+CbL1so3jKJve5Sqhd\nlH2m5gkfK65WoU2Znr+xbBtoOjazzjFcbqgbsD4lv5kcUPAj5imbvsOghXRNoj8mG06p/kiXB9kr\npDdnXElOSPVjkej8f5BJpvyln/0ttksnPMc7zF3AvCAd8yYnntlu1tFN6hyxg7l0nNHgmzxPTMAG\n5wQsKGvunnTrJX8dRXoNyuZUtsQjcp7vNSbr/bIsm9DUDIAqJBbKTJfUICEbD6nQZl03kU/l+LhQ\nfbBDHCUhQ0ykwDgsuUZL85LFI4XLuqqCyiDGOt4sTfZSfmyZKABsdAcQz5+UkhnnmGG/jDhlJC8x\nr7a6F6xj/kBZxsyjiMEiz3ScJghjXFbGrSJ9/XrJ17MnY0CstrkBIUsI12QxsnEzmUvgcTijP4B0\nXiKuXpBn5NnjFhEmNr2y5hbjtzJzUroY6JJm5oH1Ij3/Xo2i0KegHLQcF6yr7Zv8fZ4Bm7olfYfn\n/HgLFuI69dl+FfX+3uCcLGNiAnoUOWWLlJJyxRnVHCEka6+pwaKGIaZVstulzDkbWtBzcO5QkQDU\ngTkczXY4zG6TjUZspy9ItadwAr37UHsIG/ea9F45IEjFjAoZit0RP3jxFeZrCaNiygeNRkp3scCK\nNhUCxCX1gD0S7fpDf84sGNceeM7jVk67fEfCJieMVxYLM1K0qNGh4pUTjoQNzjEDSaEpCJhfUVKo\n8d2eyvFxofpgR1oJd7CUotjvrbisEuJEBDv1bbn9GqpV8Kpuz9jjKWbecsQY3LYtNPGtYTBtql61\nDlCjSV6jtowuOU3SpFJzJu0is/SMMLvw7Gxzzzyj4e1jx1o4J3oZpnQwRWkDWeVVWdc2STLEccDM\npRi6PANX0JCLuV9nr4ZM2M+bZaTFWbhPFoNua/EcQxZEFBn4Td4lawzJc8omPSWKznREzSK6uixj\nHrLPv+UvMVBemXW+eTXkzTOgwRnmS1Wmq6Pw2C83LHxzlQUeE1BgwDkbfmGw9Ih3nhwRI2k0880I\n8lPZAO7B4JUMh6Ut7nCDOk0OCpeE1xLSkynVv9kmeXXIfCtklkS0XI18dkpuOCUczWlGNc7U+cG8\n9s1B4QW+QZM6l6yTEDCa55mGaUquxz2uU1ZtoOn9TCdoNsRCP3DU6FDQ8a5HWSPBir77Mq6fEXX3\nOPB4aVpXOAPy/sH21I6P6Qkf7JCbNPSbLLuxbAVvOzEjXc7J06eEGZwMydGjxAu8zaojgpW9NS5J\nM8V8z60jsyJl0hLAt+CnbPob1FjNMyKyTOjFZUbjLOOhmP1NRllGFWGyT0irj9MyL9B4TTaSGUve\ntlywHPXsMnQO0sGUOA7oumXKjG0ZOxrxtaYF3jg3uRV6hMUrGZ9KAhdCzOhOfOJnfvtoDgCmM4xY\nsMalAt8l7nBDRzbnO7i64nm2mu9RxuQpI7J+TJcuN0+bhDqXlOlgiT7mfGB+4yaPChFCaW2luAUk\ntDaLxH89ph8VaVbqHGxuMVXVQZM6ny/8VT5f+HHKW13+zuf+d/7Gv/41FjUZdWekGRciLgpF3CLh\nLFzz6UMjFVcX6fED/AGf4C1P9rzNTQrRwBeTNlWucF/xx0DH+4WO8IkaKUqhsWsqp729ddjJymRg\n1/uYLA+44h+uRpHZ4Ygjdskr7eGpHB/TEz7YIU8O2YnJHmX51FglO6ZYhmQasW6uM/yMDAfss8YF\nF6xRpc2EDJuceWA4QOQdSy/yhW7/lh5Sxsb+Js/Tp8h17pJnSI2WH8G6rsxiXmM+TsMwIl6ETBdp\nFqF0TqbEv8p95Tj1uWB9BR/LKuiaeL3eyAO0kNW/y7shizD0P6tRJUx316LGOudYFqAVhYUW/dVN\nnxSyhS/YdnMI93nhR78uFc+vsm6tTJd3eI5jtjzvx+lmcdWMUIIwznnAVU7Ywjyp1rnw3atFQolx\nXwYLe5V9o1j8rEpLzETwlAZiHT3l3ex1Uq8IleWcDd7heRIcz/IuIXM2OeW/5Be4yj2u/uYJyXXI\nLKZUTi5YqPlAdAGuC9GLCbOMjH5mWmjRYRGi7bzOXT7J1xhQoKl5ghW6vtM39aU9HOwassWAkYJt\no3nMNkPyyvkTyshI9Yk57T5Ns5pjSJEBTerEBJ4t/1SOD2nr951CiR/ztQHwOnCQJMmPv9drf8QS\nmsQ/WQzoti5AlP/iF2TSDcDjAHPd+DkSTthkg3PfyeQZ+SRbK0zGNwIxpbMgT3nCyRO+Qtuv6Ws0\nmSvWJcGbDcYuR6o8o1coMZ5k6Y8KTKdpOrmK6s/61Gh5jVeCo84lI12Hl+jR4Mx7YFlgpQl6RTYx\n9gJbGZvkU0lp12l0gRF5Ii1Axm4WsmDZG7uZ/lBsco1sGOoTXkTM8npihGese7P53eEIeFS+ZA4R\n0hG5RwD5DBManNGkzj2uccguATFbnLDOBRFz3uFZepQfwersQWDUhikpvw0+p0GBAfe4qlbIA89R\ns3PaUxeCDGP+4vB3KH1xDjGMbkTMkxShG0EMvWKWSm5M0IJap8dW44S22gvZeD5Ql1O75qq0KdLn\njIaO8rKVNYG4fTYp7XrN6UM6qwUF+hywT6zduWn6TNxuhNClyDzxmJzRYXKM6D1NP6oPD6P6r3hM\nKPETvvanELvy9+Vf85EWqlUf8ERPoOFOgC6tpcsyRArQ/mMJ6s6JuM9VcozY5YCBzv4xjiodv1I2\n5q9RApZyllBX5rZ1KhLr3+cUQ+qqIHWdC+phk36+wEGwx2yWVvRICp85PgLscESGCWc0/JbLQjpt\nBQ1wyJ6a8PU9PmZhFGIK1/Pvo0PF42q2+jZya4yjQ8UTCsVWuOxHXhEjR0TKK5sReGG1dABZ/0Q3\ngqZjacVsGyzZNErwpqXqhMzpK6PasK63hi8xC1KsZ8+5wkOaSjkwmxoBm0/JqNzJ0obaVMkx9gC8\n+V7VaXLKJm1VDDjEavpZbvG7/AhV2ryc/TqdT8VMXQrKMdn5mPJ4xKCRZhqm6KwFVKdDZnkRksvC\nYOivB7OjtutiVXMaMeds1mAQF7iaua9pSDNMguSYMiZHXhUQeYZ0qHDOOuY0m1Fd4RAJwZBFzMBj\no3atBiSeJrGKPT6V48PDqJ4USvzI4ZzbA34U+O+An34/L/yRFirAlyLDpWyMsRsanMcD7KQ5HnUh\nsBu/Q4WbvEugWxfAB1Caw0GoYLEAnMJnmWonJ51QjoneHJYOPCT3CMfIqAydbIWTwTYH412uZO9T\nocOAPBmm5HRraLjZJWuqbYzJkpBl4kchk+rY18+J2OOAI3YQRnONkEtMGGzR5haHfsomZo88I80a\nl+QZMCTPSbIlILgTuLdEj0/yNcxZcunvPWbBMgVawF7B9foUFGGb+ht7RkRGi+qIrOdeTcnwDs9x\nOtqkd16HaE60Pudm5o7fcnYpcxxvcxpv8oPRH7DLISW6vruLCYkQY8QBBU+TEMZ4iQEFCgzY5wGv\n8mVa1HiDV9jnId8IXiCpm+VKxE54RHgjllQeNyOfGnK+W9RxUlJhmtT9Zxsx5wFXfGK2eU8dsSMF\nI7W0wrnGPfIMV3a5EQEJOxxS1ofQmCw1WoxVH1imyzHb3OMaCwIf12b6Stv+ppHAVbNOfqqi5A8P\no2o8IZT4W49fAv4LRNX5vo6PtFAZrmKokWjL5AlmnUlJwyflkEvEXCUtFDTBscG5ximF/ullo4Rt\nj8zbyTy/bTNnuqxYcSS7MfKMPMBbpKfg6TJ4c5cjesUygzjv48V3OWRLLUYkoXnoeTfbHGN+RWWV\nlYzJ8n18EXA0Fa9JMdW4+oXX+9lNY6NPlbYk7lKiQ8WD4wMKlOlgARX9uEg2GPsxu65hoTaC9ihy\nxiYJ0KJOm4oXIct4OVefAZEXy2cWKL4lnC1LX+lTpENF3l+mTWW/TSqQ4miEUvOMuozXOGrucLK2\nSTVs6XbULHmXbg+W8nLGBqc02OWIl3iLJnUNLZVNo7hwPmRKmjxDb9eyOT9l46DLetiju5Zlmo2Y\nRhInlhAwJEeo58GuhZTSOWICNjnlkF1N6BHzwwxT9nnoQ2utB5rpdVdTIYwl54S6TJGw0QYTMp4H\nl0HCVkv0lFgstA2bFkTYnfWk46dy/BlGP+fcvwE2V/8IIYz8w8d8+betKp1zfw04TZLkT5xzr2Hs\n5vc4PtJCJaQ24aAIGDklqwiMnZgZaUbaRRmZzoqQwOFL471VoanEcxc9DlNg4Pk+61z4J6Gp/EMW\nbHLGGk0uWGefh54fk9WtTYEBQwpY2kvIglx6xCxO0aTugdYqbbY5ok+RI3b9TWrbPnMcnZJ+RF6S\nZcyIrJr55djiBEvmSfSzMNDWiJZmDBgiNrl9irSoYX5I9bDJNsegn98Oxxh3q0ifCh02uCDBcY9r\nJDh6K+NeSjdwETMGipMYpmheqPbaI3K0qTIlTRAIyJxTjy6TgWS0t1gLLhhV8kyCrAeMwTIUM/o6\nKfqUeMgeYict7HDDtN7lGS9M7lDhS3w/M9I8yy32OKDBOblkDA7C84RMas5RfosMEzbjM8L5ggfp\nfeZa4LtKIZDMxDRZxmxzzD4P6VDhXW6SZsan+RO/URbPspk+ZOX9ndGgpVkAF6zhQGPpx9rFCvXD\nfmbjjuUYYbmJFmQiLqHLRO6ncjypUB1+AY6+8B2/NUmSv/Kkv3POPSmUePX4YeDHnXM/ihBNSs65\nf5YkyX/8nf7djxijWjAnxqQklr5h/JoKHY+v2CrYJCOAHwkBf5NaN2V4yowUXUpKaMxzk9seVM8y\n8rHwtkFb07V4jqHiAoliCoKTBIqLePGu6zAM8zTjOsVgwAlbXOGBSh9kTLBOaUaKXQ49D8c6JytO\nTer8EL/Pq8mXOXS7fJVPsc0x2xxzzDanbJJlrDY0UKXNORs+y/AK97nNM9RUrNyn6LlaZpVc1mIq\nHk1TKlokDQ8rMGCgbgEjcn6DKV70Av4aq9omCMMPy3TVr15KqBjJLTdZC5YM+rWgRZIRRreM0nOl\nKVR811tW8uMwKXAy2yYVTjl1W7yZvMxucIBzQgHJMaRHkYdc0cLyQB4YSZv8dCqlNIDcWzM66xX2\no4cUxkPiKCBK5sTONswTAhZaeDJ+62oGdznG7HLINkf+szKnVsmFzKicKO1zEBMcV3igHVOKT/IG\nIs7ep0+BsbpjGFYrfvsJ5k8lZOYSB+w9vRvvSRhV4zX5ZcfrP/dBX/lJocT+SJLkZ5BcUJxznwP+\n/nsVKfjIC9Xcr4PBLvglodFW79I9iIGuPHEs1nym/ZXo9U51+2fgaI+Sz3uDpUf7HIkpN7/w+1yj\noDdjiR77PGRB5Fnpkt0mYPmqHa+MX2VGcY5up0y6NvO2vAPylOjxw8MvcpGvaKiEdDFmiBbj6FNS\nhr2wlOs0ycwnNFJnPMc71GjS1RGvRc3jFjbu2rZSbGGyWAq0xawfsssx27SoMidFWccwoQmYt1bW\nF6rr3GVMVqUj0jVZt2qvIZgfZJh6vNDOp732RBna4v/dIc/Q37iyshfu0Plig9N4kyCIWbiAmRJS\nqkHbQwIxAYtZyGxaoFo8lAVFvMl1d5cZKSLSpPV8lOmwxSl1mqTjKdmDGe73gQtIfggqrku5OSJ/\nGkMUs7V1QbO85se2SIvUQHWLhuvtckiNJpucqSawT5oZElUmy4geRbpU/ANTzk2HIn19VDWZE1Gm\nw4v0OWWTEzaxyKyJ/rtDCrSp+O5xRI7u+4dz3vt4is3ZtxyPDSV2zm0Dv5wkyY/9aV/4Iy1Uq15M\nYMm7OU9V6FIhx9CPNpY1F7MaeLDwxcRGDXHRTHGHG5yyyQ/yB2xwjkRmZTxPRZ7wQrRb54IXeJs+\nRa7wwAPwx2wzIud5LYaxGK1ihyMS56AkYltjwR+yx3XucK15yNbilGExxdSZT7e4dIqBW1XZNjN2\nOKJEj3FKbpAtTujo9tYskvd56At7ST3BS/RICJiQ5QZ3uMo9AsV19nnIQ/Y5YsePTJucKA9q4a2T\nJ3qzF+lzn6u+SCzpEDLEgYikjWKxyn0zlwpzIQ0V0TOnhwURJbrEhKxzQYopX3avcjZogIMoNccy\ntZOC89SNSZJhsQi5UnhAmil9iuwHDzGrHOtWzXHT0q3jwDHLBWTGMRQh3oRcMKRyOYQhkIbKoE+x\n1FfNZp4FonQwnR6I82eFDje44+kxEVnmpGhS81iXfd+QvCfqGvfMNJOy1Il9FyXWOqGHBqTwLhiR\n5YB9cnp+0n8eo9+f8UiSpMljQomTJDkGvq1IJUnyW8BvvZ/X/oi1fil/sTsdAW197XTck7FgCtqa\nm5+UeU/JiZWb45wNLwAuqad2kxq/xo/yKq+zwzEVOkCinY9sr9a44Aa3qdOkwRnPcEttSPJUaOvT\nP0dOCZkGbJsWq+5aHEY7TMlQpcUuh/7n6G6nyXenJEka55JHbm4xpR2xIMAM2IY6lsqIi9ISUhRU\nxOO0QKbVtaBGi2N2vGTlRd5mKzkhIObZ+W3Sswn9sMhJepMz11AsreNHlzxDMsmEr7tPEDHz0iNJ\nThHbkkvqfhQSvGSqY7CZ8sjNJu976hcXEWbULONUpJ9fSreFdZqUgy6XizVmowzOJSRxQJCeEwQJ\nYUYtnecRSSyYXpYRRfq0qLHHAQmO+1zFIQz0HiXuc1V0dK5PZm3B2vd0ScpwsVXlfnCV3dIpmbME\nhpBKYqbrWc5TG/TVemaospWOF2XL9XXBuuc1dSj70cygANP5mbOs+bEbo71PQUF2kVyJEDzlt95G\n2VgQUqHrNZYyLn8soflID0fiyXUTP/yFJIj1iejURqR1zW9PqInHonpIxvKAMxo0qRGztIst02NM\nlntc94wfGz/McvZz/DZrXBIQc5fryqLuUmDInI7f9FnckbGNzd62T4ENzolxbHBBTEAjPmUc5OgE\nZXJcEM3lVYbpnJeP2HhrWy3bZC7lQ6IbvMc1bvMMFrIpxMpTioonFeirHXNAPbmksBiwCEIyg5jC\n/SmVYpPSbo8wu6BGiy5lKnTYSQ5JxXPS0wVx7m11t9zjXCU2gi9lMGa8SUBEbykGh9LJxrrYcJ53\nZJY0gFc4GkPO9Jol+hKz3s/BMEWSOAgS4mnEYOGYFVKkUjN6zQpBEDMrpjRGasg6F2xzzAXr/nM0\nXy0Dnk/ZolWssf8DUtDe4kUiFmSaCYzEZG/4TIpBkFNMLqvLlywDjbC3oIqssuEtpzrxNIIpc8WT\n7LowXNSkQnbdpZjR1vG9q8TSLmVmSnfJMNbvkS62o5vkvrpzPLXju1FCo+Ssf4asJGPgf02S5H92\nzv03wN9liez/TJIkv67f8w+An0SazJ9KkuQ3Hvfasjlb+oibVMZ4TgkBTkc+S/owXpLxjUCe4sK/\nEs1bpGt9uzhs7Wz+R2J9MvI0ARPYmjPmGRtYyojJT0wgapHwtqWZkvJkvSZrSNJtmf3FAzqBaP+6\nlTw9V8Kirca6bq7R4nrziBjH/brQH+QmyfM2L/GQfQwBmlDsqdEAACAASURBVJChwRnmI7VAvJaO\n2GVChh2Oucp9JmQZhHlKsz65dgxrkGRglo6o6srcns0hC/L9KUkgy4ID9jijgZm2xVje35LaIZ+1\nnDUrqFZg7bzIa4uvfKjLB3PMNO6YbbLyjFhbu+Cyt6M3kIN5SJx15DIjcukRYSPGBTHpcMIWpzzH\nO36sKjDgIfts68+/zgVl7UYsmDTFlC/zqi46HtLey1HNjhhuBNwuXWHssh4EtyDcDmWe4bYaO6a5\nyW12OMIcWhdEdCkjgnTZhk5UGiQdVM3DBCELP6KPyHHMFkMKzPQ1JmQ9P80WCadscmd6g/EsS73Q\nJOKxSpQ/3fFd6p4wB35aeQ9F4I+VSwHwi0mS/OLqFzvnXkRAtBeBPeA3nXPPJknybb1rmolvqw2n\nEsfDxBPfzNPJxi3bvpkNypC8uiA68joWGLM4YBk7NCfkkF1lgycqu+hSpU1AzH2uUKGrTzV5Xpov\nktygcrPauGTBBZCmrr7Xx+zwOt/LXa7zydRX+R6+zIvxN2iHFVq6grencI0mjV6LaDpnmM16APaM\nBvdVLmIYzJQ0ZbpYUMUZDb8JfIdnGZNlnx+SkcjJE/vV2VcJ7k2gB+O/4DgLGh43WaNJPh4SxDGJ\ng1lausU+BUyUPCeim5SJkjmloOe7WVFZxhgb3o7VKKhI+6upjuVmAGh/bwqDAn0+w5e5FTwvRWqs\nV2Q+Jgjl15yQMJpTDIRKYe4MpjG8xzVPjbBQj4iZ58nd4lk2OOeELbpUOGNCP52nkJngOhGH5V0G\n6jU/UvA6xZSb3GaDMyJmHi4wDEk2c3I2Z/qgsmXMLZ6lT0GZZ1m/eR4paVhy/oQn2GfNd1QT1WEa\n9hkTkErPqKbbnij61I7vxkKVJMkJcKK/7zvn3gZ29a8fR9b6CeBfJkkyB+45524B3wd88Vu/0LYd\ny6ewdFZpBV7NkMzcmcRSY/jIDSLbrjRZ1ZkFxNzjGmKOlyXFVLuBNH2yvMnLuhWUgtGlTIkep2xy\nwYiXeZMMU47ZxrRxU9Jsqe2s2M7EvuhA4i/0BSHHbPPH8aucBxuMyDMOs5Toaxc2w7SFbWqksjG1\nVJN72V3e5RlaVGkpoz5gwSanSj7M06LOHW5wzDaH7HLALhmmnMcNiq7HQ7fPl/gsdZqELLgoVCgV\nzuASMkcJxcyYr+Se4Sr32Vh0WG93CAcJYQeiaMF+csy1l+7T161lxJwgWeCCRIvLAvN5EHww8aff\ntJnCcbOgUjlWnSnNqXU1UDUkZj085zi8AkEIKSCIiRcBnXaFdHZKOj1lkQnVWiWrtjQlLDHH3AfG\nysLrUiHLhD4FdjjCkdCmSo8SATFvZV+ku3tA7JYbXfM2q9MEEhkRGWO2PD3KxAyo0mKgXDW7VkXe\nHSkcsNCiNKWkG16hu4zUOmbNLzDE3riNBekaEG8P3wwTqrTIsDSUfCrHdztG5Zy7BnwaKTo/Avzn\nzrn/CFFB/31VSu8Cf7DybYcsC9sjR4U2IvyVbsry5WxfZBwVs4BZaFucU+8lGxMzOvp1qHgQ27SD\nRhydIEr1NlVCBKup0OaIbWCHOpc8w7vqThkpxiIC5h5ltjmhSxmzdTP29lBpCBkmPM83CYiZuAz/\nT+vf5e3SC7wefS/PcottjlnnnE3OcCS8NP8GuemEOHKcsskla4/waQx0ty3nmCwnbKk/0Vx9x2OK\nTnSAMQHnNLhknWO2CYjZuflvycxhtgU7nVOm6YDd/imZwxjG4IbAOYQTKHYnvJR9h7s3riOJPUPS\nwYzBtMAwnadAHyMaL3WS+JHQtrfWgdo5EGhdVIWxlrKYmS/0EXNupG9zq/YS40kRUgmkYoJoQRwH\nDE9rzOs90uGU7eiIF/kGVdp8ke+nTZWyiqENiDZtY5U2R+zSosY7POclQDNSvOOeU2ww5m1e9JYu\ntpRpU0Vi1cbqnS9YZIMzPxKbT5r58o9JqRJB0rMvFQa4xzXW1EXCsDWLLFs1fmxR015drIxmpFjj\nUieCxF8XT+X48OgJH9rxvguVjn3/CsGc+s65/wX4R0mSJM65/xb4n4D/5IP845aHF+pla0xwY+zC\n0vpFiJ2Rfp+sddExwoTGdjJtRLPgiAkZfxHKk0kcO41Aep277HHAPgesc8GQnApKywSI5XGTmncy\nAFQ2IvqwKSktIrKeXnOXrJcuaM7rfCn4LN2gzB4HvMybOMRO+CvRpyBKVHpS8u4H1hlkGXGbZzAH\nCCNvih3MWL8uw8ylyehT3eyEj9kG4MXy2+xdP6NbzpGKZ8RhwCSVIpWfEPb0A04DFbj1H+xyj2sc\nsePX5tY9Lr3ZHUtXCwsyjzE+nGBUTq1rFn7hMFFNYbjSldmviBkNd0omHDNOFXyPHqXmJHFA7GKS\neUjOjRgoBy6tRFXDNc05AcQ+WciiXe20xI1jTI4GZ95+R66JmXcczWkhnZBmmyPFJAvc4xrbwIwL\nHrJPiil99Vh3JLSoeQNCG0GNSmLd1BkNpmTY4lhVCPLvVeh448Aeoj+0UNXeokQQxroZt7CQp3R8\nN45+AM65CClS/zxJkl8FSJLkfOVLfhn4v/T3h8D+yt/t6Z9923H7Z/8PTITceO151l/7hCdrSqaf\nlKIlPiKbplihcSti1okIBjCgR4WMyl7EMF9ec6BOAWY7PCDPCZtY9JSxk3OMmJPS74vUO6lIkQEp\nXc1LsRTr3CF53mVfCZVdYYVHRd5dPEN3XqGQlqLZosZcAX4ByNOc0yBkQZEBacQD1GxOjtjxnCDb\ntE31wrXwU+sq56Q0PSfPudqUfDN6novGGjk3phhJpxgkCXEJSEEwgeFLEb1sidqkw92MFBZjrDc4\nw6WXHvZm3hb4M7CMApOLSR4eOcYetDcKymooh32PjJMixl7PnNBJr0lHFWq3FsTk1rtUi23CcM4Z\nGx7j2+OQKh3O2WBEjnUuqdHy3dyAAgBH7NCm6i14upSAgrcCNlfSnLoajMgSIcLzNlUanFGl7YnC\nlglpHZBxombKyRuoz1abiuoIF7RiSWruBSXe5GW2OOGz/JEv3AkoHSRDVtOPomDG7Au/z8UXfh9Y\neoQ9leO7ePT7J8BbSZL8Y/sD59yW4lcAfwN4U3//eeBfOOd+CRn5ngG+9LgX/dTP/nUd6QIk20+2\nZxLAmPPjgQG0ApAL/mGyG7EnFobw0sJ27MF564BiJOhAup7lpnGihM80U+o0ddNmuro5YzIM1CbW\nnrqWmpMoxiVeVANld3d0LIT5PGQ0zpNam3kQPkQsO/oUvBPAQreRFTqY1m2gzCkJcpDsvC4lT4g1\nioPZwkjApYwNp2wCCS/zJufBOjndtoXMCQoLrg2OCJsJcQHifEI7UyRwidecZVUqklVNoeAtPdY5\nZ0DRy2jEAHDqMURDs2QclKxmOX/ygJH36fyiI/BY0IRCqg/pGFIzgigmiQOSBL63+Do3w3e5ZJ0h\ned7hOV7hDcR0Lsc6F+TUf2yBRKiJoHnBORvMSLHBOTe5rXHsm5ywRUxAhe4j3bd0aBKvZnSKFjW+\nyfNcsM4GZ1zhIcdsY0ncYx09bcMsZn9bmD12ljHFQMjDfUrUaFFCwlOFdmNUjR5TMtynQCcuUw+a\nPPtaFV77q5yxyXGyDT/3v73P2/U9ju9SesIPA38LeMM59xXknvgZ4D90zn0aoSzcA/4zgCRJ3nLO\n/QpiijUD/t7jNn4gN9acpbvB0iPbYaz11agga7cDloZxy6en0y4j7TGAPBKdbdo+a8dNTFvRDiUh\noEmdY7Z5llvKSpZVcoo5+zykSksN5SQmKlCJhFmDWBHrUeJEL9RpP8d8lqVF1XchhqWIUZvse0zI\n+i43CRT3AFRyYRHfojXrUaJLGXM/XWJaCQstEpucskaTr/IpT+wMWFCnyYAip40t6g3hG5kcqTAf\ncWV0wHFpy8dHpZQAanIh6Trk31jdiKZWHtFmxQMS3mHykhwSMGtY1up4PyVNlJ4RloYsZhFJLA+W\nzeIJn0h/nQTHD/N73mfrBne4y3UuWcNE2eY+YAXsgnVEwtOlRpOABU0d00bk9LxJ6GiZjnfdNDnR\nJXVOeIYD9rnLdT1/axyzw5C8mgpKkbMMyhSwUMpEnSYWLZZBLH3sz87Y8EXKCJ5G4QiIKQeSAShu\nGHnJ9h49RZuX78bRL0mS3wMeFyr269/he34e+Pn3eu2Joj5GPYhZZquNlO9UpK8+Tol/GhtOkmLu\nL/wuJe9ykGfg+TQAfdXJmWWKYAjSTsuYIzdAkT4P2SfLmB2OvPGd0ALqXFKXtb0WCrvZ7ElqVr8B\nMUnsmMcp4kmaCza4xzXqNNng3I+Pki6S5lLjwY1WYSxrs6nJYykpoX/yWtEWqoZ0LSlisnoDVOh4\nZwZLi5ZId+GhZXU82xheUr/oE47mjGtpPlP6E8RJ4TriTHrJiLxfUhi9wDpWW1iYTi7R9yJ6RHFM\nsOTrVWoC4If3mJBCekA2O2Y4L+CChCCMyaYnHq+r0WSNJnvxQ7LxmEw04VluUVBZU4E+ZnFstA7D\nPGekuWCdHmXE0/4Sc+G0z0MecPKz9CgpDyrnA0AN17JY+6561+f1AWWfhflGLXQB0h5VyWbGpIIp\n4ob2/7f3ZjGWpud93+8939n3c2rv6mW6p2cnxRkylCxq8dgyFcYmLENBEuciiC3kJnHiALmIJCSA\n7IskVoAgsYHkxk4Cx4AjKbqQZUCRGcke0pZEi+RwOJyFs3T3dHXXXnX2ffneXDzP857TnGlyRuqe\nmhnXCxS6qrrqnK++5Xmf5b+IpIyUo13FYZUZkw6yyEV6lOhgfo8F+uTSwweHpPokBqqHuazuNkNK\nkectYV50BQbhhrvXxDMOPRMZ4bbYZ5Oqpu8iqStBaKFYOQ0lik0CTVbXpi8eF8ToupS4wF4oJU5Y\n44Q1TDTPSKdpxlRpU6IDCAm3Qpt64pTLW7cY+SxdX+LIrZMgpqIEXcF6p2iwwglr9BXDNCWJA06p\nh+aqYJ9ONTDNMBUHg0lMEAniTfbZYi9w8kyMLatSKyL8J8jqDiUeH7xNrhGTmHniIuyurXODaxQY\ncI0b3OIaaaa09OFdCBd6TIF0OYu1TMk0xSyYx0SM9TrcK1HkAnA0ImY+E8xUvjggjhPs9S7wQul5\nfir5LzHZ5Xaiwk7iSpjCyTkTwniJHuIo7EP2YgG+wQY5Rgr5mAVogcdxzBqHbOr0cILpYsWaMVqA\nNefkvjoSdSiHjGqiv2P35tTL5vtU7nWd1M61MSHZvrnfRDoMst6oeT5GzLnAHl3K7HGBUqLDAQ9o\nfYJ7VA9lia21nDWbDolwnJBj54oCFpH8dJgiLT8w8hpzLnGXCemQLTikuZtlpBlMWUXfksqy74Ty\nxhDOZhG1wmko54bkuM0VWlRDhmMTnrk2US14ZBhpTpcJAatHgY4vs+dEIdJ6cGNt95+yEhrmQ7IB\nAGtyvqJeIIHC7MAEeChOzMaTNH31VU4ZMkCcdwQNvskhhiB/nDepztsM+iXG2TRReUq6MWOWjjjx\nq/RdARNqK2tGdsoKPYphOLHg8c0DbcSAqYZ3SyEqp20F65r4n9FqwGAOguhuU2Hcz5MpDsllB0zm\nIgdTSIpBxjf5t9hmNwB+r3ETM2WwUtpKdbl3kvTJkyDBXS7SoMYzvEqFDmZpb/QlIzbLhrbQ5jfV\ngyFZJqTIA3XNxkQJQuSZpT8m4OMhOWo02XZ3OWVFg+RKyLYzTDGDj656UZrP4iYHpJkwVtqSkfC9\nh+Pexruenz/x+iTDEx7GsjGutVmFXpIjxVRLlVGgb/Qw63NZ4lyT0FlODTE/klGzqXpaT0rwWRPE\nYGsYwHnmFmLmBrKbiTjfCo0wMTLlgeUHziQ5sowVODHD5IdXOaFJLWBuJtM03UyRAzZJMKdKW3sT\niXu6czN9TJKK/k4xo0YrKIPacEH6agVERE9MGoy0nCBWQrZYf5mNq43ob3OFjfE3mbgZzWSd5LxB\n7nRGojPnIgf012Qkf4dLWj62KNLliI1Q7piahWCAxL7egmtSS9EkAmjMMtbwlqZLMViVAyG7bVKl\nE5fxzpPP90m7KcloTjYnG0efAm/wBHfZJoHnWb4dNLJsGLPFPre5EgwTupS0oZ0gy5gr7LCipbeB\nNYVwLveUbFcphFMaq6JrRIEeFToY6VjCc6TlWS9kl5Ytn7ISNpgVDXJtqqE8j7VkN310C/AmhVzW\nQCrQmQkDJcNvFvaXBIv+lOu89PtgSy6YlDE23UvgQ69JfibGCMFSAkZMVCuooDt4m4qm+bJbWTkx\nVYhBlqHCHRxpxgp2EI3rJGlAgJsyUUtgapptKjSpMSVFmzJi4W3BSl5vqD2HruKcLFhcZoc+BTbc\nIY1MjSlpBuQ4ZRVwoXQytxnrRxhnUfpJM65wOwAVrT8iVuTWq5to30x0kNY5DCXNGidLJeokSBAn\nWhEXOieQB14F7gBrUNqQINKlSJdSKDFFdjhJgjRZDfIpRZIVGATFh8V1lb/EZJgPEensvqqjisRO\nrH2viFM1P6hvnpKLpJxPuikVJ+oUAnAtkWbKZ3mRH+Prqm0xYEiOXbZpKFzAAxuaQRrR2EopM8cQ\n2ZZOaGSbtEqKGSWl5wgjoIiQ5odaPOe1PEPvoAWTwrT/ZaOUUlhy3UjNOQbK5xOOqbnfWCth2ejE\n7v2IGR1KDF0eF52rJ5zZsl6BNSOt1zGnzIgMJepscYA5oZjqgbnFOMX8GLp3QoayTn8M12L8rAWx\neULMVHfPBGO9oQyTJZPGDHeohV6FkFRF/E4CpgvHb8Jm6M6aY8AF9jTLO6GrEzRJ+2VSaVQJwXIV\niHFhdzU6NkBOM4ZD1gMAM60llU0uLfMck6FJjRY1rnFTz1eCVU6YkaROg2fiVykOx4wP0hS+M4LP\nIPPaY4irjvZKkQkZGgpgHJLF3G8MWzQii+kqGeHXk8fEXhIsDCLyDKjTCGDVhPZfBFoh6G57nygx\nC32agma+VmpGzNhml2d4hWd5iarK1IBQY06pB+PYDY4C+XeZIzpS0K9BC55S01prxtsmZ0oRNgXu\nqpiPbRQ2ONjkIPTl7L6ZIpIukRa1FswrdFSeOE+eXb0PYu3JFsNmY1QsM6YQyZg+Jf39B7Y+ifCE\nh7msSWlQA2tQ2v8NKHCkgEzTGbeGumQTErbyKvNSoM8M0ZfyJBiSBaoU6PMI74SpjYEuTR0qrem4\naaifshJ0iUx/3KZsHjQMzkJ2JqBLEU9btqgyfS0B9PXxCl8wu/Xl4YBlTQtzVJmK3uUiRqOxcsEw\nSzWarKj7sPRYROo3zZg6TWUE7nHCKhXarExPqTeHuC4wBL4NNIEuuIFXDFiaHS4rwNSFfo70xqah\neW7ltV1FKW2STIBl7aQkM5UoFlMIowDNEIOOI2TIUKOlPa5ZKKUsKDzBG5hiqAU4A7messKrPEOZ\nLtd5i2v+Bp9rvUzUcaSvTPhDfpwT1vAkuM0V8gzYZF83kGQY1Aw0m46Y06BOhxID8phG/yEbChYV\n/XMr16u0AvzCWg3guat4vAptRE5Y7ut9NskxpEOFiBlrHAdsVaSb1fK5s6w19SDToPPS74Mtk9a1\niV6CmCyjwKmzkm/RG5DDtdQ4i0j6VujoBFAkXgDG2rgs0EcE4UpYaTUnGW60Ibmw45tMhzVLm+qO\na9QVCVZxSPmXsUADRb03qSlGZ05bYQxZxngtl75/gimTvHnoXUT6+nZjSjkxAz0DJn/TU0yXTaGG\nOtsTAcF11jnmC71vUBgMuF0dkE6PmSWT+BS4GvAoEqzS+pGDQVwIkin297S1pDRwrDXJrU9lmLfl\n6RhhAuj0QesRY0BdoakAAdRrwcxewzTs5Xf7mKxKjaZuKKbGGdGiSocKJXqsTpp84RvfgRvAtufP\nXf4XnDgptfva0xP0fwZA3ZYfDw1tCfJTTEYnxZQyHTKMucE1bk4eZSN1yCV3F2MELLBSk3D8Aino\nYRZZNlywpn1X1eCTwAoN5a567VeZP6QE0RNWEVPeyYN78M4D1QdbNlVb7Ngjcpo9CakzpS1OM2YU\nhr6hoc2VJdKpl2mRj8nozismmoZat5vBpoWivligRTU0qU2g33TbZ4r/SSs40nBf4t03vCd4WNZl\nVlL2cBjtwsTkrFyw3dPgEwYGNSNMGfOLDpfhjwyfEymGbKY9lrFmI6Zb9fn2S1R3BhDD1dEug1qK\nTGtOnAVXBZcEPwDK4O4AdacDgDnrHKqaxEp4cKzUNsoIWNgX4rSBUoEwnbWsNatA0ZGeO4EqJAOs\nwKzDzFFGyj9RM21R5YRVjDkgKHsJantsc5Nr1GgyJ+LxmzfhLrAPXBFayirH7HGBKeLAI/IqRXa4\nFIYWZu6ZZKaqZKKttcEhTWr0FKOXSCw2sDoNTMNK6FmFMEW2km+if68Q7yXbKtGloxxSG46Yaqhk\nmmKMYY40ho7/mBiQPrR1xvAEkcWQSyljeetT5BhyxNpSaeVCJjXXAmhCmoJaUZnyp/R75toAr+Jx\n5BiBTmWsJOxQYUgWsb/KAqgwcC4EKxv9g/HYuCeLssnhwto7occXhcwJ3cVziHRNkilD8kxJ0le4\nRMQ00FwG4aGRgGyOu+aBKIhwlnBKUQiwHkeJHjtcplUsUDvokmAOO47CY1MmG455GuYZiHLwzbUf\nYYVTSo/LhOtNHuOATUShsoJoqrdoUaGl59Ix1IGDEcMFsCkZIhhlBt18Im06C4ZLiETS78nggKJ2\ngQQGYDLMY+0PRjjEVfiQDfa4wE/yL5mRpEKbV/gUJ6xSp8EGh1zs3hVNqyr4Etx2V8K1mmq5ar2r\nFFOOWWNNsVjmR2jAVit5jY9nvav+vMBO8jImOZxVcrFtJjktWwsMGCoez7I/CcQTlvXUmlSpKM/U\nBitj0vdc15av0pjWH9yDd55RfbAV6eWyh86gCvLwziioQN0yh0we0lmYlJgnmxlgrnBKjQaeFmah\nJTSPSSjfDDdlDVDreZRUUgMW+tWSFZhk8oyFVLKAFeV3F8FLxuVG9fHhZl/uV5lkjbXNZUrkNTD1\nmWoJUadBQTWNbFJp5ZX1s0zddAyBo1emwz+P/jxPfPENrnKLLiXWZiekZjMGmSzZ+YhURtxVZpMU\nw2GJVqnIa4mnOWAzlMD2t1g53VU5FGtWWz8mzwCTG17Ykns9H4ben5AijaDVJbsUffVJKNsNSmLZ\n74QiacZE2hLIMuJtFcKrc0qeQVBOyM1GpAozKWkPYF5Gp3y1UOZ/l0/Ro6Tzuz4nrIZ7cKQbExDQ\n6Xn6ioqXMUXVtTmerTFNpDhMrCtZfMoGx5hj0kz7aqa/3lU+p/lMmh5IAiHAV5awcSlt4htpXnqp\nMyquTS9ReHDwhIe0nHM14NeBK8iY5t9X6afv/7kK8A+ATyEUvF/w3r9Lr255nWmgMkLtsp7RWHtC\ncyLMvkqa4kafsbJJbiibnFl/S9xrSkyWXkdE6HrBVcRuSAMnTrW8s6xJMrU+pke1bEKxjJS3Y54u\nBSrCA2qlpryGZVlithqH0b8FXwF2ioNuUntPNiSo0wxZiJmAWglrqpEtKsxI0aOoryOYsog5Fdqc\nuBWS0ZwRaXaTF1l1YsJan7XYuNvkxaefJM2EKi3MScecqzOI1X2fIis02FQIhE3m7LotBxkL1E7/\nVtOvQrPeiIUaqAXyqZ4DUREYKRYO1jgKgoE/yb/iCrfD9LGk44ntxF3Y8rAP0886fEVKLeGTRtor\nEoyVwVkucxuHZ40jCjo5LtBnTEY9JeV+W+GUx3iLTlSmMy3THFRJ5GNSiRkDcrSoUFQbMjN2NeXY\nPAN6FDlkgwziDWCZVoG+DpLisCmg98JQp9jB9Sb5sRjV/RLwe977/9E594vAL+v3vn/9XeB3vPf/\nniqz5H/YC5/51G8BGJyTVTpLgR4pZgzJUlQFR+sjmQaVXPBcSOcXPSbZ0aRnNQjobcs8qrTCw2GA\nw4mOqK1nZEFC4KZxCAp2I9mUzlaWEXMS2giXnpoFJ5OmcSwyyARzcoiIvxRGiyMyaRCzNM9qIBDs\n0ow8fe1LpUOGNiDPX+J3+GN+lKL2w4z6MyHNxuCIYqrHQUrI0jmGNKMad7jEzfyUzjNl9tnUHpoL\n50sI4jIEqCsp+4BNCvS4yC7G38sxCgj2qU7n7OGT/qHTwkkYBrYhGFreIdbtXpvex6xh+mE2DU0y\n5yJ3ucYN7nIJj+Myt3mHq+KYl6hxXKlQ/fEO3jl62TwN6mRVWeGIDU5YY298gWRqRt8VSLmp3nOC\nDDdtrTIddadOEDHFafBZ5YRKthWueUxCsXXp4BDtcXQok2UUBPgk6zogj6l8isRPW/0aReHhiKnC\nP0yKyDT+jRXxMVg/B/xZ/fwfAi/wfYHKOVcGfsp7/9cAVAn4h+osn2mgsosy18Z3Ak+bCg5PmQ55\nhqxwgkmxWiZjReJEm94DDchWOo7IYs411kcaUCDJPPQVsog0R4E+4BmSZ6hSK4YTMnldC2DLErrW\nYwC0eSpFnXn0xTrKl2mmoZrm+vAJnksezHzA53RUKldG1RJEZeIj+lemDjAjdQ+Q8Sq3+BSvkGbC\nNW5S51Qb46LOME5l6KUKeqymuSmX3vBhGcbKEZRzb1pNhsov0iXLiBmRIs7l8zwjBWlMwzTTgpuV\nfZ5FULaxg8jvyrmdakmI/rT1c2zCajSdCm32ucBjvMVldvgqfzboZmWY0EsUSWcnzBMJ0pMZl9J3\n6CgOqkGdAXkykWqUObGZl4Au2YuxGQQcGmnJKRAMM7YtK4xgrNemSU0nc2nm2juz+8LclSRbzpLW\nKaJpdYk+mWyuJ6qrJfzPeuiRehxJP6M7LT7AJ++hddPXvfeHIBLmzrn3An9dBU6cc/8nguT7JiLG\nOfxBL3zmXD+jQMy1uSoj3Jpy29qkmHCZO1zlFies0qJKX0fzCzzVJKTIpjsFhABgyGHrLZnwnEjA\nVhloryEGVjlhSI4W1dDYT4WHMKXHLeWiBUwDM4JMUOOQ4gAAIABJREFUwIyLaAHGyLmGxLcMKceQ\nEZlQJA3nOaYuzSiRoaSqEabuaTgya/wLWDah/EKZUP4Y/5q7XOSYdd3ZK4zJ4lOC37LSEwRIaH/P\nQJFqID6CGcZ0KXHEGlPSrHBKlRYTfXi2uauBKEuOASuckCDmRJUqjadopboBdaU32AtT3hwjpqQZ\natkupGCZEo70wTb35TkR2+yyzhGP8ZZqoccMyWOmpMXWhNpkwKASMUzmw6bS1sHJjCQ+uRBY9Djh\nGJIJ7QODIxgzQIY9svmIWoJ4QYoqRBTgFouZc4YUM8qKqBeO4CD8r1G8zCuyT8S+9gULKkxoG7gF\nqnZcodsrP8An737d9K/px/2XGrssEw/lhoL/9j1+/L3g9Engs8Df8N5/0zn3vyBZ16/8oPc900Al\nE70EBuITvaYJBhgck1WOWYWL3A1ZlQUEYd/LVNBAkWA63inGpHCgWJwkLcS+KtZSZEg2qGFasBGq\nSEyBfmjE50KaXwzBzh4CC5amZLDwwItCL0yOS1ry9gBbU9yhuk0+xXSaYjjNMU6lGWeyRG7GWDE6\nKSaKx3KY6oT0pmp0KXPIBjmGHMSbNCcrPJ19hTEZGtSD8/Mh64zIqRPPovFvYnl5hnQUjGplmKPH\nFntscqA0o4w2utNLQdfpBmAz2rl2n5IYjWRCmpKqnxqt3HTtRbo4Jk9f85JZwA11KHOJO1pGzlU2\n+g5J5toH8toMz7JXXeWIKjUapOIZq/6Esusg+uMNhj7POE6TjqQvZL2gLkUlDXX1L5hjumXWQ7Is\nSNoKUt62xlW2M7uY+5EFIaNwWRZoIozWT7MNxwLlKavax4tZJnpLtZEgimas1w/fWyb3T7Tul1H9\nuH7Y+u/f9RPe+y/e71Wdc4fOuQ3v/aFzbpOFld7yugvc8d5/U7/+TeAXf9gRn/HUT1BKDu5pjJre\nz0JobgEREA5WAcPhLMqNRQCRYGZBIKVZWJ4yXU5Z1fA4Z0QOo8DYBGpMNuz8EqSGTMOemtKH14dG\nsI3jo7C/CvE0oQWAGI1HGDlYuiCL8nGifZvpLM10kmQyyDKMC8yqSZJ5kZOpaWN2xjyUVgVl9hs5\n9udv/lPuXtjkv+v9N+x87VH+05//e6xxzLEadD49ep04SvJK6mkmpMkxCL0o++tkYprTrHZFQaUp\nBhRosBKsxobkqNJCcFvp0AC3aalRgazEFLHBPo9wmySzIJkseKpEKGsHKrls0tFzEtRpUKVFmzIF\nejzGW4wQw9ADNrnLRVpU+Qn+gPLJABfD/voFar7J9nSPrcw+j/MmDeq84x9hPMkyymTJJ0T6N2JG\njxJjmksTWslwi+r52NPek8EpCpQoAINMIQxiTLhP3GVGjAOlfjHRLWtJX+eUHS7TpM5uvM1wlqOc\n6hA72aJNPFKuuVCvajQfYKD6gVXWn2b9NvDXgF8F/mPgn3z/D2gQu+Oce9x7/ybwM4jI5g9cZwz4\nHNEgR44RZgawbMRomtspJiEdblCnpSJzyz0rIFzYSG+q5akaCOrX0nzbAQ1YZ8BKw8dUabFCg0M2\nMK0so+gMdSpmJeYyV9CAmQZNMKyTHatRUCxrGZBn5LPM5xHeO+JJEj/KMEjO6KWL5JNyU4nJgzwU\neR0SmI7TjIhxPc3n2y+zu7pN/YuHNKhjksFtKlzI7DIhGXSpUkxIauZgap1NarQpY3LHRfq0qLLP\nVjgvxlM0KpH5IBqK2/BuFvy6FBlQYJtdVrR3JhrqydAnW+hnyHWzSaJZng/IhXJM6E35cE632cXh\nuTq/xdXmbZJ4cpl1vlF5lnkiEYCjRXpcTdwimZ3RiqthfJFmTIeyDgn6ofQT/TIfNkDL+LKMKNBj\nSpo1jrWXZoGoE7BPI7K0qdCnELTEbFBiwNAsIwquT7O/wnBeZLxyQt6JmN9YS3wjX9sA4sGsh9aj\n+lXgN5xzvwDcRvw9cc5tAX/fe/9l/bm/iciVp4CbwF//YS985sJ5gl2KWeCLIkzwbIVTSrqrmQaU\n111bQHGL5m1W8eRSwgnQUFDDCQxdbqWGqRCYhkKEQTZlTD7THsRMm/yeDGhfK9LfMfSylYLGol+G\nJyxPEefaLLaH08rVJDMybkSUnpPLDJlkRrR2N4hPi4wyQ6blFDOXZNmtx5DpI3J0mfE4+4yrCQaj\nJL87/4vslC6SIOa7fJpDNnibx/hn7t/mM7zMiuKPrHQ+Yj0EnmPl3Zmzj8keD8lxzFq4NmnGiIVX\nFHBOkuGJGmiMU/R1HIC8MU5H7ukQqA3RH2uZGZMIG5H1sYwl8DSvscYxfcSrb5VjbnGNVU74GX6f\n9HzK+HKCvosYkeIKO1SnXXCeZ1Pf4SbXqNKi5Lrciq4GJLnAWYRs3leqUFKnq2W6SiWS484iIol9\ninSJ1CZtpGWb3K8TBRonFX7SYAVRohWl2UjvMKf309SliOME3js6vQrTvJSm/VGBcqZD1g0DzOJB\nPnkPY3nvG8BfeI/v7wNfXvr6O8DnP8hrn2mgkrG+IHCXnU0K9EPGk6evF7mouJ55KK+EkpEONAaT\n7DXN9AWvTrBMlqWNleuVClmUBBbjgFlwAxA52io2SpeQlcBAmwugqseQ9hJ4ze58rv8n/DZpLk+x\ngCZlg2eSkEFAlJ7Ty02Y9vL0W1VOchMK6f5ST0voPDZ5M5xOPh6S7c95cn6Tybp0/K5xk7tcJCbB\n6zzNMeuU6IpLM0eqpyQMftHd2g5T0SQiQFhVW6pTVhDfugGP8jYtasrJzDBHbLWED5gJ/EhpLY9Y\n5RhzIrZrZX+7DSaGJAM9aaiZhwUry1JtaGD9szWOdUo7Izuckp7GHK2u8hpParCRWW6PAlnN8lY5\nYYVTTlnhDpcCRUhaBBUdyCx4iVbam2qs+C936SNlX5ZxwNktLOvRzVAGFYKElxBtShYNBuEeL1db\nFBGT2rnTYUxCUICinl5iGVT8p18fPw7NGQvnie21UWcM4GmOxD2KHLPGBfVDm+gY20qCoc/TnxWI\n5wnGUYYoOafg+ktEVmm8L3A7cegXGA5KHhQwgT7Lg6z5LD0pQhAzjXBrdloD2TKECIdgrxcmm2gj\n2IYBy6Wqic7Jgx4x8lnSlR7pcp9+s8R4nIG0DzQa6YPIVC2HD8Vka1bn4sExiSFczBzSKJcYOhl3\nb7IfRt+ip3CB13QQIFrj0qFLaQDNaJZkTXbjoxl04JDN8PeI+GEcxAdzqtxk59KUUwV468PEyzTy\nDcVvFvAJ/Z0ZkZJrSgFKMiLLY7wVoAZv8DhCHp7w5Oht/nzzD8isTLnODdG+Sot3X5E+GUY8wRuB\ncP0aT9OlSFvVNYzW0qOoXUTpF1m2PV265raJmdpGhRYtqgEEa8G9SI81jrnBo2HQk1e9soh5UPVc\niU7DnWetCZ924KE9rDAc5MjmH2Rf6ePHoTnTQLWMs7EbcaxIpGVUr2VZshPVASPuwmSUxjlPPE/Q\njUok3SzwrkQf3GYwc0wPyhDVplU001IkjxgjrHLMNrvMibjNFZb1sE2C2LTYU9xrVrD42pEkxmN6\nRfE95aIBGR2EB3tAnmrUwheg74scOE8526VInw0OSRCHMbpN/0QJIsseW1y5uENpMsRlZmyNDrmc\n22GfLQ7Y5AJ7XGSXJrXQj0kx0R7OwrTVAq5lRhEpxVhlQ4YTk8A8/qS/lQgZhQS/PuscKpxBhhr7\nbAUYxEQxVRbwTRLHRg0W1MzGqkCPGi2e4nU2OWCPC9xQxx6ZEWeIpw724UK6wcp6k8PkGtVpl063\nhFv3jJMZ3uERvs1zQW+9QR3z/7NWQZsy5sSdIA4Cd0Z3kimhlMTWoohJ0FYHbrP/cvgg8WIGISMd\nODSVlONxbHOXIXn1cMwwVDG9Cm0a0zrjfo44TjAZpx/gk3eeUX2gZb0KxwINbcHApi7rHAVdIBB0\nd4aJILBdxDiXptOp4L0jkxkxTaQC1miuUxxREZWbyCY7glpPhvH4gmgrxWSbCjtcxsjOJmBi1BB7\noBZ6AgvKiLWG0a+TiOywnWzjFlrWYcYSkmFJz2vsMlQKHd3lRVyvQjcIvVkZONJy7PPfeplqNGS2\nmmB37QITFuchw4h1jrnOWyTw3OUiZsBqwEyBAxiuzRxuJLOwbLZFlRY1zDLMGtFWstlHlSYZJuEh\nbrBCS/FKE0XLG1XKprYiLCjhMcmMCh0usxOCRosqmxxgkJAL7CEeeus0WCEx8XAooJ502nMpeUSi\nC5U7QzKVIb+f/BlucJ02ZTY5YEyaFpWQoRt8ZKCDhQXoVBQqwHHCquK2xhq8c1oNSAt9prACy+Bl\nYlhAFGYlIzfDWmNQlOkyVF7lMu4vpdnZ9ChPPE8Q5x6gwufDm/o9tHXmXD/Lngr0A5pc8CzSIC/S\nYxnBXaYTbqwpaRpxzHSSgtgxmWSZJfsY2DJiIUcyD1imBbRAgKJJ5WiJe4n44A3Y40IwgzAlS3Mm\nWe492esvvnZhtH6vgqnTG1mCoZWBpr9urH0xMe1whR3ucjFIggSjTvqY/vh/yP/NJodcbB0Trcf4\nAczTCQ7YYECBt3hMswbhlu1xgUO1ZJIMLxUmdTGJEEwMqLkMpB2RpUeRKi2yiH16SvFOcejMZXTi\nJ9LBE9IcsqEU4EUAsP4eyKBBdLWmYSJpSp2P8A6X2WFKil22A7DzhFW+yFfY5SKVN4d8Yf//YXdr\njcONFTZGpyS6SMQaA3lY63QZFnK0KXOdG8QkOGIDm1Ba28H6TdJfG4ZAWqZLj4L6EhIGOybhs6xi\nYYMAczY6ZZUs4t0YEdOmwi7b9MkrIXm6NElM6cY1YeZTnHY3iDspmINPPchy7bz0+0CrTiOUVUZc\nnekkpkaTC+yF3atBnV0KAbRpZOHhOIfvZmES0ZslyF4YUkwa+nmq5Z8ERXGfaVOnwRZ7ZDUlzzGg\nT4E2VSq0g4moLSsRBX1ljswLo1ALjMZDXEwZFwJo1kA2LFjInLTUNcCrwAnK1GkGuoVZzj/DK9Ro\n0VU35Nd5mkM2uFNt8lj5LTaaLZo14YYdsEWOIY/xFjd4lO/xBN/hM+yyTcQ8oLyttyITUyleDFdm\njjuxTsLsmKu0KKkn3Uwfzok+4FbmGIPAVAPmJDEl17ESjqy8N/WMFU7VCHROkxqP8RYbHFCkz/X+\nTXzS8+3Mc+QY8iqf4rHWLbLDKZThjccfxT/u2Ph7fyQJg2GnOyIU+Fe2foseBd7mOsZjFHMIy3AT\nmGpCg5qyBgTnVaJHlTbgOFbHZpOftutskAyQSsHck9c4DpAOK6nzmhVbRSHvY1DZJCMSNKZ1OidV\nmCDSwScP8lE9L/0+0FrnKEyChBjaDdIdtiMZRkfgCo0wATEaRMQc5hHE4PsZ+sM8/VJBlT0XE6M6\nDa7zdpAsrtBZghfIQ7PHBZrUAJb6EkLxMccc06My3NU84Lg8Rs8xmEOM9D5mesMvwz5NzjfWohRQ\n5LkEDIFudFXHaR5oQCIN0uY6byPmBjJdys3HOOfpJMqsc6SSKSlFK82CntOciH22aFFFHKF7mAGG\n1+GDjc8NDDtUOotlWMattJLNrqFpoB+ygcNjigozzZqXIRvWlzQ4gE0DB+TZYo8v8Id8ev4ylXmH\npJ+RfyvG5T1Hj6/zEp/hMjs8sXsLPLz49FOgr4uJDMyRhzwCZvDM/ps8sfUmN3g0ZE5TUlRUf71D\nZSngzDDNL8NUmTnHERsB3jInqaoShYDSNzS5OSmZZrxlpRNS9CkGTSwxJM2wmALLvdHplvHN5OLv\nGT3IJ+88o/pAy/oP4ojcpUaLmIQOtaV5a7IjW+xToc1dLnKHS6GcWymd0l8rMOkUYe5IJOIwPYyY\nh8CXZMYJq/Qoao8io4x5r6Uk/Agv8w5XaFIP43Ug9KQWPSQp5SRISeCKicKETEgYUgaaZpQjpdis\nLAbJWJabMRE6kx0ek6ZIj4Te/C2qYfJ0xDqGms8wpkyHg9Q6qdwuaT9m1Z2SY0iLGle4zR0u8RpP\n8zV+mlcbTzMfZVhf22c9dcSIbJAkiRRmkNRCNIFXtYkiBXqKrSoyZ4M6DQB6FDA55+US3rITWABi\nl0nLdg4Xm4nQi+ZEPMNrPOdfpNrvkOnPiSZw+5kN2qkyb3Md0z//2jM+DFxMZZQyonB0itzdEdCE\nVH7OJe7wGV7G4AcluqxwGgw4BJ82D/2hCh2qtOhR4A6XVegw0lJW+kwgemJDcmQYabDKMqMfSnu7\nRiOynLLKntrC2+Q50l6glJophrMc00EGEi4EWh00PqB1nlF9oGV4pgrtIJrWD2PuEX3y3OYKZTr0\nKbDDJRZ0hA6xNjzH9QzNzITIx1QKrSD9u8qJliIi19tTxw+7aex9haOVZJ8tZqRUJ2gcmqM2jbLy\nzDIt+7AsyUbagq4W6o/RQaxPI7be09DEFtT7NCCVbSppAdb0403MbkKaOg36FDD2/j6bPMI7ZHIj\nqnEb50SZYGXSZD+9yZs8zs34Gjc715n3s8zHaUaTHLdTV1hVVQDr4TkSTDGJljmmntqiqgGzFhD6\nQAg8Jits2KAupVAeGYoerEtotmdy/Y14LdZnPdJMWD9ok349hlOIrzuy9Sku2WbDHTImwyXuUO51\nyUwnDGuS1YzIiv57Fmghz+MYeBxcVdx/upS4yF02OCTLSGVWkqFcnZJinwuIrMwuVRVgHKiUkJWm\nxpQYa5ln2VGsQWCoCh7W3yySoEWVnh6nkdftmlu23KbCeJqBUUqyqB5QAh1OPqB1nlF9oGXlgvDF\nhI4aKVDPSrcuJZrU2OYuBXokmdPTxqw1gzfcIbmiqE0KsG8SdjEhhVrPaNE8NZFckd0Vs0qRmIlJ\nM6NCG/Dc4XIo+wxMGi3BBOwmtf4DmAmEDzAJ+1rMCqaYBZShmiUQihyxNeWtRBLfuot0KXOVm2QZ\nBtDiLa4SMWdIliZ1CgyYJ5K8zXXGZNhLXSDLiB5Fvjb9adpHqzBM4EozSMrfYCN0MTaQiajxGU0x\nIK1N/Ab1AKRdZEsCy1gu+2zkP0G05eca6C3oW8Y1VprJVGEWogEmg4X0OIY+cAqJFz2b+Qb+y+Cf\nE6niH3vzO6TemOEegetf3CEuJRjsO/gS8B8hmdULwCbQh1xnzBO1N3TDKlCigyfBBfao0sL89kwS\n2gKXmZxGxNQ51XIvH8paM8Co0bxnmmvwihJd9SScaEAuMSNJjRZDcjSoB/aFBf+5T8Agkh0vCWSA\n0oMUzvsEZlTOuQyi/ZDWn/9N7/3f/kGyo865XwZ+AQnd/6X3/ivv9dqbHISp0kwfZiN4VmmRZhLI\nycJ2T2L0XwlU8j9JZlTVzWZKmnWOeYrXOGEtPHQV2uTpM9Cvi/T1PcbUabDDJXoUSONU4mSdWHtO\na4qsTunIfUaKrmYAMlySkbs5jaQCHGJBDUoyCxy2hHamrPyxUqRMhzUlnJsBmKHBi3RpU0X8CMXZ\nxeE5YJMDNhH79ArHrLHDZUZkKbg+HUp8lZ/GR47Megc8JKKYTGqCoe0Fk7bwFjTOZIc6PQqscgqI\nCoVIpuRIMsV02g0LZf0Za6rH2gVMa2PZoB7LtCNzAjJ9+E/zMlvdE0bzJNnqDI7lrnMO5iNHPIso\nRT3S4xnROIb/AaIm9A7mJBrACRKgKkhDPQl4SEYx10a3mWej0LcUUG6kVlhlMkwYkiWvgGEbZCS1\nZ3WTR2lQZ40jnkYYAne5hFC6BKJhVCrTjz9mjYlm6VlGHLPGVK+hiTmmmIaNoDssMmiVZAeQhBQK\nc+pbh1psP4j1CYQneO/Hzrk/570fOOci4A+cc/8v8O/yHrKjzrmnETLiU8BF4Pecc495798FBFmU\nHBIFTTxOdrDFaL9El8vcJoGnq44gVoK1qSoIlHADmI22obE3OKRGMzS/jahbps2KNj2vcYstDtTx\nQ9L6Y1a1qzQKwcecbMy+y8q6LqUAWJXMUB4Ge/CtdLQszpx1zFHHmq+2IxsSXY6zw4/zdT7DSzzb\ne5VKokk/l8U7R4cSY9K8wZPhOC0wp5jyJo9zyAZRNKNU6jKbJ3HOk3DmamNyLIQsKs9AS9Vi0Kdq\nUaVJTXtUhtde7sHJtbFS0IwZFnSkKZFezwXfUUpoU4G4yi02OORWaZtMscejpR3y6SlcAL8Bo6ci\nYh/x6MEdEj6GE5j+ESRHMGhAuQC8ggSpa/pRAtagt5LGpzyfPXyF7oZlQ2mMPmWBdofLmIzNkByb\n4yOSoxhfdvRdUQchItEsTtxDTETR5LPNLq1DmRZVVbFYY49tRLliyLqaSthAwnp8meREBLMLHtwc\nanM2tg64ln+bP/rAj/f91icwowLw3g/00wxhj7qv7OhfBn5NJUbfcc69Bfwo8C7xdgkc0rvoqwKn\nBAIBCZqd+jFrpBlznRsYAnpENoy2rRwUHE4bB+xwiU0OKWtD9FFuhP6PWX/LLigE5LEC8DY4ZEaS\nLkXWOeKEVUZkQzPfspypTrOMhiLW5RsaNEUW2ViB6CQQzc7sQTa5WZFSjpQqkgxTNTveH+E7PMe3\n+enuH1J5acT4M44xpkk1ZEqaFDMtocx6bEiXMre5Ioh31yIdTTmK1uh0y7hsjE+5IPYm/bhx6OUJ\n8HAcYAo9CuxwmWPWgmuMaYqbAYZNJ0Fmh7DQArcJq9lr2vwvQqR/rZ8zJU2TOt9yn+O765/mi6mv\nUeu1ePHS0+yyzZeOvkL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"text/plain": [
"<matplotlib.figure.Figure at 0x136bfafd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g2_auv = g_auv-np.mean(g_auv)\n",
"g2_lidar = g_lidar-np.mean(g_lidar)\n",
"plt.imshow(g2_auv/np.max(g2_auv) - g2_lidar/np.max(g2_lidar))\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### let's put all that into one figure:"
]
},
{
"cell_type": "code",
"execution_count": 331,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/arcturus/anaconda/lib/python3.5/site-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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p8NzoLLtXOb16zIH7lT0xruqJlQdUvWH/kvd9V8hfNmIjPg+3reuhqBvoUvKf\nLeSXvDQ+55iMeznx6Mkp3r5p6Zf1zau7eOrMazMl/vLEPLuGnO8FwIrBrxdbeOHsXDkxvzQ7UuL4\nnJmLZX9P2BnuCDedkXUx0Qwdj6KyKRxDAq8kZylKo5yAqc1XwnA8ndehp08jc63lctWixq5ECfQh\n9Rza7PPl5Up4HYq/wYy2UFFj25HFBYz0KbzdFcPRyM+iJ38MwEIxT9TjYzyXYdAfRm3fAYb5PPG0\nb2+pfVJK9IVXyrMA9oTVWiNfjV0FwoO+8Ar64mE8nTtJaxoRjwffEiqneuoUaqQSCiS1DMLnnJQK\noCV+bHrf9Sxqx1tAz6AnD4EaxttVGXxLPYeePIjwd6GGVlftQ/h7kPn6GVJt5lk83TdxPsqs29vM\nPuhRBFGPj+/NTrC+xRyCsWyaoaBpp3m6bkAWzUFDQFUJKipZo3Xny5uJS9bQN6Qsj4Rns3kOzyQJ\nelQOzyyWEyWzTRLa7MxkCsxkCngUpS4J81d2buAdmwbIaTof+dYPlt3O29ZVHkipgsZ8tkBRNy3m\nK+Jt6FLy2KkppGVF759MkNcNXj23wDV97YR9HjJFvfz7YDSIR1HKhmbCwdZ55swMN652NlBKSbFQ\nUcw4k8gsGTO9HC9XMq+RzGtMpnOcWkjzrisGGF/Mlj3h5u+LjlPrijBzEOyKIyfmU0hJVYJiXjc4\nk8jQHfKXvXJgrvOtoxMMRYMNjYXNXW2cTWbqDMWIz7Nk0mGmqFcZ+S4r44fnFtjQGeGu9X3sOzjG\nZDpHtqgTtIVuxEN+Ij4PqYLG1w+f5S5bvkcrXuhSaFZpxqvTGiRoRvWAts3nYbGFJFA73SF/Vaz4\nhSLq97Q0oN473NvSrMZSdIf9JHJFYg5J8HZKYXurYyHOJMzp9RsaDMxaZUd/h2Pi9Fgyi25IR899\nifu3DtWd/2Qqx0Qqx+Onprh1rRk7XhqgRP0eTi9kGO4IOw7kXSO/NV4aG2VrTx/ReMXQ9IqKQ8Me\nx63NPoe3dy+a1JD55T0zvb17mc5nyWRTDCSfr/pNeCIIbxvFqSdAFlGj2xD+LoTixdtzm7mSP44a\nWY+RNQcZwt+FUP2obZs5k02R1opEI76y0WgUZs3cg8WjqG1m1LCeNPMQUEOo4XXl49qRWn2oieEQ\n1y+NImqoF8PXhRoZBqDTt3T4DlBl5APlsKlGyMJCWfVHFuaQ1gAGPV01K1KikDiNN3gMT9cN5bAf\noQacw14RhJprAAAgAElEQVRlEW3qcUSgH0+siaJcE+znPW0p63xvdoJrop20e83ftrZ1UEjMsqBV\nz55n9MpzWig+hKXk5BHKZZlIf6G4ZA193ZAoVrzn3ev7ODK7WCWp+dVDS6t62NnaHWWgrdoze/1A\nB71hPwGPwrG5lSWj1Xoq7UosJUN3VTTIf9S0t2hIxyTSF8fnm4Y5/OfRiboBzlcPnaW/LVBn+D5y\ncrJswCtCLKk0s1I8iuDUQpqZTPO47C8fGENVBIaslu0rGWy11+jlCXN61b7ut6ywqmbGwmGHxMJ7\nN7Y2BWmXX913cIxdQ51llY/9kwscnU3VtcmlMQ+dMK+nZphe9kbXrWhIkvli1UBgKY7MLtIbCTCR\nylYZsqoQ5XwVMBP7Wwn1snNFV9t5qyo5xePfOdxIOfXisLOBh7uWUwtp3rNlECEEq2Mhon4PIe/5\nvz7es2WQh09OtpTzU8uaWIiRRMXQyusGi3mN6Uy+bhAw0BYkmV/ksVPTvHebec2fH5vj/q1m393Y\nGXGN/RbYtXotUkq+N1vx0juF7thZnpEv8PTcDsCxdJLBYP0su574EXriR5XvlkFe8qhrC6/iab+6\n6jc7Q+3XoLRVHGFGIYGROWM1VqvfRs/YjP4g3q4bzZYKgfC1I3PmM6w4+Qje3r3lRF47xuJh1NAQ\namQ92tz3UUKrygOKC4WWOIjMVc+KLyVbCjD2kilq2LNlhPZtP9/SsWRuAlZo6Ns5kW4cWr06GGFh\nsbFMei1viXXxxNy5pVd8E3LJxhZ89fBZHjlphtEIIeivCZ+QLWZv71lbUQ0QQnDYCvsRmFrxybzG\nbz28nz9+sk74p8w1fY1H2I3CEeyIZY5E9x0c48Wzc7x4do7TCxWPWCJXpKAb7B2unta8tr+d4Y4w\n+w6OkbcNAvaep1FxVU+MO4d7ua9m6v+UJX+YsWKY/+PQ2SWNfIDrBjrY0ddeJX8HppFX0A1HI7DT\nFhv/om2gF/KqLOey7p9sLEbzxOlpvnRgtCoPoHSs58fmmEzleGVivmzkg/k3+n4L+QxvZvYdHCOZ\n1xiyDTBbyQEBqgy8RkylTYOvNk9HiGpp1k3xtro+A+Ys1vko1ZR4sUlNj5fGq38TQrT8PFh1kQbm\nTty9vrfcrpjf2zSGvhGaYdRdCyEE27rrDcWvHj7Lyfnmhve6jtaS/2r5wTJUuFyqUR3uz2fmGoez\nGrkpPF3OcpOO+49uYSKfYTYzy051psqbn12oGHHCF0eNVhJGPZ07K/+3jHwAJbi0w0UWljEQ0bOO\nXnEAJbK+ri12tIUfYViDHiPfugELoCUPUZx5luLMM2b8fe3vDkZ+q3Rt3E3Xxt34Ip3o6TNW+5Z+\nDhdnv28du34w1QgtebBq/eFQ4xwfJ3ptScVGfpbi1BMUJx9BT51ACEGPzzmM9s3OJWvoF3WjysiL\nBSr/n0rnWo4n7w77ee+2Ibb1mDFim7uj7Bzs5Ivv3U17wMe/7B9Z0qgYTWS4f+sQa9tD3L91qOpz\nsRhJZBhJZHhpfN4yZhJIJO/eMljWpS+xpj1MTzjA/VuH8FshD6mCxtcsLXMB+D3LuxU2dEbY0h2l\nI+hjtsaIj4caxw82Y11HmLFkhrDPw9O2eOCzSVOtZyqdK4cL+FSF7pCf263QqIdOnKv6O2WKOl85\ndJZ9B8daUngZS2b50oFRZm0Fu6SUTKVzTKbN6cVUQSOZL7Lv4FjVsZ6y6jHU4lRgyMWcYfryAVMD\nvSPg5ba1PcSD9fdMo7+bU8hKd8hf/nQ53H8P1hTC67EkXJ2OWyJT1PlqC3r/zZhK5xhJZBzPZVM8\nwumFDD9e4czAxZqBc8IeHhf0qivKjfEoCkXDqJL+BPM8nJ6VL08s8ODxc3WhViW6Qn5uXdPt+Fsz\navOj4LWrE3A5cG6xMnC+tb2DGztNh5GpOV/94pVay4V3USIbSKhxxnIZoouv1MX2B9urE9SVYJ+p\nMhMYQHgrMd4prch8MY+UEjW6ecnjtmLU1lLKRfDEKoMNI3Wi/H81djXC24HwmrkLwhszQ4lK3n69\n9VofeuoEMms+h7xdN1YVCQMwshMtG/l6MY+siWNXvD7SMyN4AxGM1FFzIOPQPiU8XPmiBkFbNBWW\nchOmsZ0+Xa6v4IQ2/zIyO47MTZSlVnv8QdZYyj/Ha7z7nT4/3b4A7R4fIUVlT7y/nLQLVm0GK9lb\nWAnWUc/KbI/LnUv66XZ8LlWnrf3i2bmWvH2N+PVdm7i2vx1DSv7s2SMtbVMyPq8baG0a/GJweGaR\no7OL3Luxv6X45SdOT7N7KF7WjV7uNLz9uj9X44Wt1emv5ZWJBQq6zlsdYuhvdnhx/2Ci4oHzKILe\nsJ+dg53lQQvAzau7OTGfcgzLeeXcQnlAUMur5xbIano5rOmxU1MEvSr3bTJVfY7ZvPSn5tOMJC5M\nMaY3PQtpfjA+z0BbgNWxELtXxcthV2BWdz42t9jygP1W28ycISVfWSJ072Xrnmolzvz0Qpq1Don6\n1/S1O1aetvPkiGnUPn56irdt6KvqZ36ruMzhmcUl5UOdaJSU+kbmLU1qITixWNDIFnXa/CvzSb3Q\nZDYFKkIO6zsjvLLE39LF5NETR/mZa64zvwhbZdqZ56g19I3MKEp4vVlkq9h4QKvGrmJGRDm4OMfN\nnb0YLZYhqS3UpRkGLydmMICbOnrxCIHafg36wg8b7sPTeT3a7LOgt55zIwuzFGeexttgtkIJdKME\nzGeS1HNoCz9Em/t+y/uv2ldwECN9ui5hVup5tLkXQLamMzN74kVS06cZ3PF2PP5KTl44vopwfFWT\nLU2M9MnK7IyleKPNvwy6aW8ZqePI4mJLVXyNzAhSz+Jp386qQJh+fwifg/OglOSdrxmc6MlDdd+V\n+K4lj/tm5ZI19A/NJNne2843jphJeiX5xplMawo0W7ujHLTCdO7b1E/QoyKBDZ1hXjg7x8MnJxvq\nMLdKqYiWqRoSbSr1eeOqOM+Mnl+ohyFp2TDKajpPnZlhc1cbqhBs6W4t631rd5Qre2Jkihon5ipG\n7+mFNKmC5mhol9jWHeXAdJKesN9KSjZaUqZZ3xHmxHyajoCXOxqEGwW9Klf2xLiyJ8ZoIlNVM6HZ\nuU1n8izkTC/9LWu66AkHyBT1OrnOEjmtdfGuTfHI0iu9CTEOjYFuQF87Oc3ss6XBYWnAZe97PWE/\nU+k8pxfSjjNPrcyc5XWDTFEj5PWgGYajV7cRWoPwHadq2JOpnKMKkyEpq1ANtAXZFG+rCn95cmSa\nW1bgnX7nFQPliuCXAv4mTojS33E0kanKtzo2lypfq7Xt4Srve8ir4lUERetv9MTINDG/l/62QNNn\n0YGpJNt6ovTYxAlK4VtfPnD+Sc6XK1/aX13cSmopzuge0yvrJKUpdYQQKMEh9GLC8goL1Mg6RmYP\nEVEE7f4wSqCX7mKSm31pjKnHmrZB+HubGpOlJ/TT85PsiMaJ2qQolfB6hFotPCGEQrPgBiW83tT/\nr5Vy1HPoqZOIQH9TZSGhBvDGd6HNvVg12KlV02m6fe8ddcuN7ChKsB+ppZoW9hL+bozcFLnEJIri\nJTlxlM611yx53EZt0VMnkcUkSqC7XFEYzFkO4YmYlXlF/fVUAv3otjoFMj+FnjyMEugh4GvuJB3J\npJDAFVY+iBrdgpG1OXO0FLKYZG6JIp5vVi7Z0J2zySx5zayG+Y0j47x4dg7NkC1rW2/paiuH1wQs\nI//ejf08fnqa//nC8aYvCTvr2sN1L6+Iz8P7tq1i11CcrpCPd28eZGt3jIjPQyMhif62IHes61nW\nFHJtZdp40Nc0BMeuKnP/1iHaA14OzyxyYDrJibkU2QbXbjaTL4cHbemKWssKHJpJcmgmyXQ6z0vj\n8xyfSxHxedg11Mn9W4eqqmAGPSpbuqP85JZB1rSHuLI3VmXkBz0qW7raym28yaYaNG6pm0SX0KUv\n6AaL+SLtAS+z2QJD0WBV/LcT9jyFJ0dm2HdwjDOJTJXCj2aY+13uwM8es+9SoaSWtZArksgVmUjl\nyomQT5+ZYTFfMRhKcqZghkKViryVuKeB3rynpqMVdKOs+uRRFDZ0Roj4POV447xmNFRdWsprb2cp\nCcqZTIFjsyl0Q1YVj9INWS70Z0dKSbGB7O3lyior2bfEyfk0h2cWOTyzWJUMD2Z4VbFmIJbIF5d8\nfh+cTjKayPDi+Dxz2UJDGWOXaiJ+P37V/NtcH+tC90QZyzYfNEs9ixLsBzWIEl5XNm7XxLcQ79iM\nGlpler3nXsDInF6yDTI/idSdHXpPz1fnCyxqRYQ3ivDFQXiQhelygausrpXDwrxdN5jhKDV44jeY\nev0N5CSFGkQJWM8g0fz9JLzVs3ZG5rRjvH3592LCDIlZrI8s0BePYqRPY6RPV4x8NWidg+3Zp/jx\ntF+Nt/cOAu39IASxgaXDmZqhRobxdFyDEhwETOUhqWVA6mb9AT3neF5KsB9v714zaVoNguLHyI4h\nc9PmPmRj2y1raGUjv9KQ+r9Xp7c1JaPzQQjxWSHEpBBiv21ZhxDiISHEESHEg0IIxylaIcTbhBCH\nhRBHhRD/7aI31uKS9ejvHe7lu8fPoRmSO9f3cmqh/mFzeCZJqqBz3cDS08XrHKbmW+EtDvu2K7iU\npDRLyxdyBUcPYenF9LYNfcxm8uR1g2ebePgfPTlFMl8k6vdyh+WJms0WyGtGQ2WSUrtK3urrBjrL\nCc2vnFtgMp1z1A1//LSZQHTPhr6yio09XEcRZhVTv0etMpRuXdvNS+NznF7IlNU9FCtx2h6/HvKq\n3Dncy1NnZgh61KowDDATAR85OcVIItNQBxvM0Bq7EkpJ/nC5uRIvnJ3Dryplic+ibixbfnEoGmRj\nZ4QvL2urlSOE+CxwHzAppdxuLbsa+DsgABSBj0opX2q8l9eHUzbv+rlUrkq28uYGMrHNcLrHoFpl\npTaBfv9kgrdZg4ZmspV2eclWuG1tN4dmFqvOKavpPHpqsirOvVHffez0NEXdoD8S4OomSf8rpZkU\n7+vJXev7eHZ0hnGH6tKPnZritrXdyxYxaMRjp6asmYFL1u/1muFXPazt6ySoqARUD1oLYSPazLOm\nsa04x09LPY82+9yy2qEnD+Lp2LHkemM5U3fd07EDqWfL8pHzhTyvLs4RUFR8isLWSAeBrhsxctPo\niVcrbZ99tnk70ifN5FvhBQcvth0ltKqi7gOmYVyYQzSoNqvPvQjgqM5jZM6gxq5GT7yK8MXN2gKW\n7GZx+umyvKZqyyGID7+F+PBbmraxVfT0SFlnvzYkS5t9tkqdyAlv140YhXn0+R9gZEcxsqN1Ov92\nrgjHeDkxQ5cvwGorpl+NbkOf/wH2cLGx3GsSWvs54H8Cn7ct+23gESnln1oG/MesZWWEOc3xGeAO\nYBx4UQjxdSnl4Yvd4Ev2yfb1I+PkreI3jZLZ4kG/o5F/3UBH3UviBxPz/PzXX+TVcwuOyXwnHKTX\nnAYHtfJ4W7qjVZ7r9oCPRK5IqqDRFfKXPzet7uJ921bxvm2riIf8Zd3qRsxlzQHDXLbAlw+Mlb2g\njST/hjvCTFhygqVqlu0Bb5URXKombGchV0AR8HNXr2H3qi5OzqfqwlpSBa2seV7LdQOdbO5qq9Lv\nL6llvH1jP/dvHeLejf14VYXb1/XUGfmzmTxFXbbkcWt07vsOjlV5iVshb3mA57KFlo38+7cOMdwR\nxqeaHuNmhbcuAp8D7q5Z9qfAA1LKHcADwP94LRu0JCdN72xvpPF1Gk1mm+rVf+e4s5yaU/4HVPdj\nM/wsxb6DY9y5vrkC1VjSNO6DHrVclXlVLOQ4QzdiczrEQ35HdZxkXqursFy/TpH5bIFUQVv2QBNg\ne+/SA4OpdJ7kMvvGa8UNq7rqJI/BfPb9x6GzLOaLBDxK3exNqzw/VgkjyBT1cv0Vl8bMZtKMLMyj\nCoEqBH5FZX2ozVE7voJEFhN4Oq+ve+/qqRNmcakm3lwnWjHyAXKGznTeepcaGkbWDHPr8PlRrN+T\nWpHnF6YYz6Ux8ssriImeRZt9HiXQA4qP4vSTVbMN47mKU0CoQTPGfQnPP2AVglLwOMSd61bSr/B1\ngBrC07GjSlvf230TwtOGEl6L4rOSgYWCCDSutq0EB1GCg6a3vUn7ipOPUJx8BCN1DBR/47wLPUtx\n5mmk0bhPmUa6fUG9zn+pDoIiBBHVWzbyzXPyoAQHyrMEwhsl9xoUzJJSPg3USne9C/hn6///DDiV\nU94JHJNSjkgpi8AXrO0uOpesoW9nLJll/+QCAY9Kny0+1m5cllCEGeepCsGwZXDqhmTcMoJPzKfY\ns7Z6hK0bklcm6qfva2cRYn5vuXJnM+yDE0NK9h0c5cRcCs0w+PaxCa6It7Fz0Ax/aaRzfc/G6k47\nlzU71FW2pD77++/kfLocl3xNX7s5oAj6EJhxvqVVdSl59dwCXzk0xlcOjTGWzPKz29dw36YBM9Fp\nol6arlRRWED5BWBne00F3JFEhv5IoOHMgyJgsC2IT1WIh/wEvaZxtZRnvhSKVWscdAZ9VaohtaxE\nucMJQ0qu7e8g5FUZS2bLRc5eCxo8fAygdPHbgfOTkLnQDJv38KMnG2feHZxO0hcJVN1TpXtMEY1D\nd8B5NuCVcwvsOzjGvoNjfPvYOV45t8DVNfenU+GVRqEgTuseqll3TXuYPWu7HfuGHb3mfpm2FXRT\narZThNmPfariaAwDjqFAtbx7y+CSIXGvJ5u7og2v2YMnJmlrUeqztgq3y8pQFcFdGzeX70d98Qh9\ngRBGxjmnqUL931BKvbWkMjWE8FYMWTXWOD7f6U4YsUKLjMI8eqqicX9LvFoW+mg6iSd2ZVWF21YQ\nnjBqdAuKLw6GhjQqjomBQE0+gBqwQoes69Hg3tbmXsTbezvCUzFsjcwYRmGurI2vTX+voaqQJ/5W\n1MiGZq3GE9+N2nk93t69qNEtqNEtAHh7bjX30XMbnlIBsioUlLbNqOHm+QVC+KqStWtRO5xnF4qT\nj5bfnbqlUuRT1Lp6DcIbKbe5clavGz1SykkAKeU5wGmaZhCwd5Qxa9lF55I19J+rCWtZHQu1FKJz\noxWa8pNbBmkPeEnmi3zjyHj5RX7z6m6m0tUexG8fm6DN7+GHDsb+4ZnW5cNKbIq3lVVdcprOWwfj\npIsaXzl0llRBq4oFX92gYm3twON4TUGva/ra6arxKNdO0XeF/FxtGQv9lrEwmcpxdV87920a4B2b\nBriyJ8Z9mwY4NJ3kK4fO0kxW/PZ1Pbxn6xDv2TrE7qF4+fO2DeYDdb01sLp+oLNhuIAizBCj8wkn\nuGFVFxs7X7tE2IBHQRGmClS6oJXrANTGDr8O/DrwZ0KIM5je/Y+9zu1xZOMSSctnEhnevWWwnDj5\nE5sHePeWQd6+sb9pTsqhFvvmRmuGqzQgfdfmATpqKsWmCxqZosb4YrbKofCuzfXP6bc5DD66Qn7e\nvWWQd28ZbFh3ozb+3E5nsNKekFflnVcs/X546MQyvZNvQDqDPt69ZZBVUXPgv2uo4vgoOWp21FxP\n+zouF5bf3WmqrlwbM5/PdgO8GWp7dfKntrAfbeqJpjH5M8eeJz1zxlJ1KZlwoirWXVvYX7XNTZ19\ntKnVfTdnaOR0HTW8Gm93a5r+rejv120T6DOry9o84qPZ+kgA4W1HCa1BjW1H8Ts7mby9t9ct07Nn\n0edfth3Qj7JEEmtD1CBGdgzF6zwAFr4utKnH0aYerxwutAY1dhWenj2ooSGEtw21vfHMitSSZUUe\nJ4xUfWExa0v0uRfRUyebhv84EVbPMxp9YRFGJiqflfO6v/ztXLKGfm0hqkdOTlV5wJwIelR6IwHW\nxEI8MzrD3790kodOTNZ50uxfJ1M5cppBMq9xbC7Flw+Mcdya/m8PeNncVVF0uao3tuykrpDXw6pY\niJBX5W0b+lCFoK0mBOb+rUOsqTH4a8MZSh59MNVtfnhugakG12N80dSMPzK7WE407Aj42D0UZ6DN\nDDPwqUo55OhLB0abVgFd2x4qhxyVWBULlT+l5ORWZjsG2oKEvB7GF7N1sxmJXOtT61f3tTPYFuSm\n1V0NpTVLdIf9hGpmFyabhIsAPHT8HF85aDrIpaV2tH8ywXeOn6NoSKL+xonXryG/DPyalHI1ptH/\nf17n9gAgrb+rVxF4FEFXyM/1TQbpL5ydI1PUmErnqxK8/R6V2UyhPBtXwpwlG2MmU+DtG/vriunZ\neYdV7K0/EmAoGrL+bqJO3aloSIq6LIfQ3LKmm9vWOt9X/3m0+Quir0l7GmEvOOdVlJa82I08/Zci\nUb+Xgm7gVZTyzF1J4re/rRIadeuaboaioZav8VMj1SEnD18Gg6OLiSIUwqoHaRQpTj+NnjoOVBJN\nhS9eZ9Sj+FH8cRY18/mtJQ5Y8d3N35WZubNkZk0HqCyWJisl0pLBLE49gRLsx8hPl5M/FSHw1+Ra\naFKiW7kEUhrm+sXmTgA1unn5nn1vBCM/U1VZt9ba0zOjGJkRc4AjRMOkYkc0mzNPDeLtvrnlTaWU\n1fKheqZ5ZV4h8HTvKSe8env3orZtRAn0VinqKP64dZ1EfaEw4alLYpZ6DiM/bWrqFxsXrpNaEiN9\nEiM7bib6tkhKP0/VnfY2WNNf+bTOpBCiF0AI0Qc4TVOfBewaqUO8RrPsl2wyLsDJuRT7JxPcPtxD\n1O/lMy8c556NfXztsLPc3F1WHO5oMuM4HRzyqsRDvrpp8hIRn4c7hnvKL9lFW9n2K3uidIX8K44X\n3dBpehXfecUAx+ZSdXkHo8nqm33vcE+dAkl3yE/Ao9QNXEo8NzrDXLZIuqiRyBX53ukphjsiXNUb\nY7GgrWgK/yc2D66oSmYjSsnATzuol4R9S9cHsONUlfjrDQog1XrfnSQS7dwx3MtXDp3lbDLLWwY6\n6pQ7hjsiramlHGjBczSVg2n7C6Fl9Z8PSSl/DUBKuc9K2H3d0UdnoCfG2zeZuRnNks5LlLzT0zXy\nuT+YmCdT1JuGdXUEfUw4DNx6wn58qsKVPVG2WtVZ7xzu4z8Omcm41w908GKTKqp53YwHXRMLVdXu\nyGo60+m8Y+jgctg/ubJCWi6mXPHzY3OcXXSL1l1IDqaTrAu2oc08bcXVKxRnnjGTK9MnUdu3I4RK\nKVJaCa1GsUI8Qurynt8AqalTdF9henU93WZIiVDM95Sn6waM1AmM7BgIFa8VZrKlrZ2naqr1vpyc\n5ebOPgQCPTOKGjOr5/b5g5zLV+6RFxam2dm+8lBOJdALwcpsmz2mXE+dwEifYmL/Q/Rvvwt94VXU\n2HaE2twRBVCcfhIlshElaEYCLJX469y4akebNvsCnrhzFV+h+E0jvYHaUC2e7lsQihc1uqWicS91\ntNnn8fbsqSRcS4NmA7zU5EkivZXCXHryIEpkPapnaRnSVxKvaSV6QXWk0DeADwN/AnwI+LrDNi8C\nG4QQa4AJ4KeAn764zTS5ZA39/ZMJDEOytj3Mybk01/S3o0vJYFuIq3tj7J9MVI2mN3e1lT3UL08s\nlL3yJXrD/nKxJrsKiD15b217iK3dUcKW99fuNeqPBFds8O47OIohKYebHKtpm5MKSMTn4eq+GHOZ\nAqPJLHdv6EUI08BsFE88mszy46kEmiHL539kdpGT8ym6w36eG5vlXVai4VLEg76GmvaNGO6I8JKD\n4eRXFbZ0R4nZBhrDHWFOzqd537ZV5DWdh05MktXMkKSBtiARn4fjcykMKckUdY62IH15bHaRrTWa\n+mcSGeaXMVNQYrFgbvPs6Cx5TWe4JlTo4ROTSyZ4tkxPwPyUONjwXGsfPmeFELdKKZ8QQtwBHL0w\nDTpPumMQ9rdUQ6GEXanqVcsAtvfh7xyb4J6N9R6Yg9NJ3jLQUa6ZYack29kfqXiEVUWU6zbUVn99\n+OQkN6yK85VDY9y9vo+haIgdfXq5+q2dRvHxB6YSVTH8AnjP1iEmUzmeOjNTpcNvH7An80U0w8Cj\nKPSE/bwyMV/3nAAzt8VpgHups6U72rQexpauturrauVw2Ll7Qy8PHq82AO3X1WVp1gXbiBoLtuRZ\nAzW0hvFchgEHD7jatqnyJXWMoi2WXwmvQ/i7ULwxjNwkeuJHddv7o2YfVUKrKomZ/i4ztl3xVQxe\nqaMnj6BGr0AVCtsiHRxIVd41upTMFHJ0+QKAQJt+HCU4RG9wXZWhXzLyjexElWd+KcZzGQYCofIg\npBY9dRwjfZpTT/2rbalSFYPfDG/3LS23xQmzlsEA0gq1Er5Yw7AdoBz7743vwig0dnaU92+dtxIc\nNGdNFo8AslxUS/i6UMLDyNwEUmv8rpbSIHH2MLFB8/hKeBixRHiSnjqBGlnPjlicHy/OMVNYxizJ\nChBC/BuwB4hbYbEPAJ8GviyE+HlgBHiftW4/8A9SyvuklLoQ4r8AD2FG03xWSnnI6RgXmkvW0K+t\nvrpzqJOCbvDM6EzZELAz2BZsKJsX9XuqKrKWKrGmCxpnLXm3DZ1htnRHOT6XqvIe9kcCjtVcW+VM\nIlOOe3d6cYMZIrRQY4x6VcVUz4nDLszZiN1DcV6emK8KkclrOhlLH38mk284CLhhVRfz2YLjjIQA\nYrY2tAe85Yq6y6Uj4OPO9b1Vyj1dIX9ZCajEdQOdXDfQWa5K6vcoDEWDVettsBnX51JZkvnm03Yb\na45Ru+zEXKrl6pj22ZyRRIa1HeGqmaDz9eYulwYPn18C/kYIoQI54P96TRvVgNhAJ3dtqB4E+VWF\nd1wx0FTassTxuRQhr1rOsTEkpIvOXvRTC2lH6V07tUnhV/W2c6JBQa2ZTJ517eGy9OrGeFv5nrFL\nVT51ZsZxlmFbT4xtPTFeGp9jKp0vS956FIGg8UxSpqijGxKPUv2cmE7nqyQoX+v77rVkPlsg4vO0\nPEB861CctdYACipJ3PYBlP266oZEtx7GMb8Xdz6lnt7FF6oUcgqo+LJj9AYNZLEdPG2mso5Q8MRN\nqauX/yMAACAASURBVEQjP+NYmVYJDpTlLpVAb52h7wu103fVHaCGUNuuIKfrBGpnBRTb/W5/dTlM\nrJtGfgUjO0bMEwEq+9yfnGN7dBlx70oANbadfmvAIbVUnfEuDQ0jYz7Xhq57J1OHnjKb6I2WNf1b\nQZv9Pp74W1tvW21T/V2wgsdDSbmnVWRuwlTukUU88d0Ij02dMGxGrmizZpVgCWDkzfX1NG19lQRi\n4Y2i+LsQ3uoBvpQ6srCA4rccGraE3yvbOvnerHPoZHTnDY7Lm5F8uv6+lVJ+oMHqdSNdKeUEpux1\n6ft3gSYxUxeHy8aNkdd0bl3TXY45v6MmLvvRU1M8ePwcszVT/x0Bb1XRpBdtFRnt4TPHrSqw9rjx\nq3tj5TjRi8ne4d4l422lNGXnHj1VCef5/tgsD5+c5NFTUzx6aspxAARwm3WtHj015ajxf/eGPu5a\n38f23hh7h3u5a30fOwdX5jW8Y7iHB2uSDlMFjYWcs9Tg2hXWN1gJ6zsj3DncS3vgjatC0ggp5Qek\nlANSSr+UcrWU8nNSymellNdJKXdIKXdLKV9Zek8XH9kkT8muGtWMrd1R9g73VsnZvjQ+12SLxow0\nGAj0hP2OIX4F3ajKByoVZVtOAvl1A53l4nNgynD6PUrVbKL93LpCvjoDd2QhzRMj0y0f81Ln0VNT\nPHzSOYZ+fYPk+3jIV65gHPZ5iDn07cdPmddwsVBksaCxOhbizvVLh1O4wLRox9NxLcbi0bLsI4Cn\ncxd68gjF2eccjXzhaasy0rVEvfe876pKNdiDi/O8lJjmBwvVIZ1qeE35/0b2HJqlPd/h8aHUWPtO\nibES2BKpJBSXjHzhb7UvS7TZ58GSkdRmv09x9rmqjywulKvqeoNRBq99OyLQh6fzuhaPYXI+Rv5r\niadzJ574W/F07nIsagXmuXjib0UoXpTgkPl/T7UjThaTaHMv1G0rhFox8qm+B8As5OZSzWVj6HeH\n/fRFAnzo6jXcv3WoTof+wFSSrpCfx05VvxjvGO5FEYIZawCQblBCuWsxi1cRVRr705l82bPXiMMz\nSQ7PJJm3aWaXln3n2ATPj7UWV7YqGmJTPMKmeIS4zWMf9XvY2Bkhq+llz9VsJs/+yQVGk1lymnM8\nnE9V2BSPsKEzQtjr4aET56zKvfWGTSl2f3NXlM4WEmqboQjB5q7qDr06FmparOZLB0aJ+b3sWMGg\naluT6f5aZjJ5JlJZ9g73lq/1Het6uH/rENu6q899VSxUDrWayRT4j4NneXpkhtOWoTaTubjTh5cy\nTjMvmiFJFbS6pGgnruqJlQeAdtnUdFHn0ZOTfOXQ0vlNzZRZTMnKIF5VqVMEOjqb4thcisdPT3F4\nJokhJT5VcdTKbwV7yNl9mwaqYspjVp2L+7cOsWdtD4oQTKVzHJ5Jki3qjon/G1pUm7pnQx/v27aK\n+zYtK+HsdSfToHp3wKpOXjvw8SjmTFGp75aKC9pZLGh8+cAYD58wnSRD0eAFK8Z1uaFE1ld9X9uz\ng6fn5yiEN4GoVJrW0yeRhRnQnAfRUmpWvLaJJ7atbp3k+FHGX30IgK1tHdzU2cdb2quNOH3RFo0o\ni0jreB5F4ZZ4tfpVKaTD07ED4TP3YyweJubx4qn5ewvFixKyDMhSvLodTwQltNr0Rhs5M0/AbIR5\nzraPfaCjRDYiPG1VyjyvNXpDtZuVUargqyUOYuTN/ifUAMIbqUrcrWpD+jTFyUeQhTmM9EmEUFY8\nkNHmqweSYc+l56i72Fzyhn5P2M97tw0xkynw7WMTpK2p2GOW3GRO08lpOgenk5ycT7O75gVf0tT+\n3unpslIHmDG2ZxLmS9enKty2ayPv2jxIyFsx7McXczxxeoqcVv/ykVKS03T2TybYP5ng4ZOTfOnA\nKF86MFpeZi+CU9SNpoo9q2Ihtve2s723ndss47M/EuCu9X1c1RvDryr4VYX7NvUTC3g5OlvvvVAE\n5WI/fiv058qeKF89fJZMUTdVf6zQndL+tnVHy9cwp+nsOzjK6SVCIZZiTY2Xfkt3tOGA6YfnFvCr\nStNqpHPZQsOwnQMOsdlgTtPnNJ1vHhnn2VFzgNQV8rO5K0pBN8gWdTbF28phUFu66wc5V/bGUESl\nXsFEKsfajjBeRbBnbTd5h/vCxRmPIppq4tv50VSCYw1yMlaSb+E0z++1/qhXOswwlIz6/ZMJvnlk\nHN2Qjgb2C2ebzzCoiuBHNbNszYqDAUws5hhNZMvhRu9sMafGTl8k0LSuxBuVe63aIU7X9UATVTCg\nqfKSnb3DPQyucND2ZkANWaIhirccmnNTZy/+YmWApSUOIHONpWIBs9DU9PdMY88olD3xdpITRxm4\n5h68XY1DLqpyABQvyEpRLACvZWh6hKDDW3l+y0JlZsCTeIWbOs17q2hU3sFq20bALHQl1JC5/9J+\n47tQIhvLy1qV41RCq1A7dqBGrzALTzUtNGa1VRpIo3lxveWgRoaXXqlFpFFEZidM5R0jj77wKlLP\nIY1CubiWNArl9hvZCfO8MyOAAOFdUt1ITx13LLylJX4MgPDWh+S6VHPJxujz/7P3pkGOnGl+3+/N\nTNxXoe6zq++T7CbZzftqckjODIdzLpcKKXattSxbXissf/AlOUJ2OMJ2OOyw7JBCirDCq5U2LDnE\nnZkdzs6QMxySQ3LIIZvnNJt9s8+6DxQK95WZrz8kkEACCRTq6CY57H8EoqsAVAIN5PG8z/M/sHzZ\n72qw5ft6tVCYzRQwpSW+/N288wLQbcLkW1XbtR6/x7Zn/HA2ydEmG8CFXImfnp9lOOy3xX0z6TwX\nV7Jt7S3dkK8Y6Ka5rjTVGlVAEYJvVy/4J6YTbRM3B0N+vKrCQ9v6yZV1fnbBCud6aFt/C12l0R+8\nOQl3s3Sac8tpHt7Wz4mZlTXtSHfGQ6RLlS3vkE+n83irvPBGFCoGL1+yLDKn0gUemexnMGQVCc0L\nOk0RfG3HIBKLzjGVLhD0qDy5c4iSbpLdQJrpVxmfLqbaakiacXIhtWZRXMNk1eYV3N2c3CyP7x3v\nI+TVXEW8L19asPebZ/aOspgr2kFyV5M5tse7Oz62xYIOquBmcX+bNOBG7O4NO+iGPlV11QB9EVF7\nr4u5IlJK3rq+7KqPupDItGh+DgxE2y76b2H9UHxDde61rCDLSbTeakd2nUWpvvSm6/3jR58BxYee\nPoMWPej6HDNfn94JLYosJzDSZzCLC6g9h3mwd4iVcpGox4vWaAsZ3O7q4Z81KsQbKEXC2wvSROu7\nFz35MbJcn8ALIfAMPIqRu4KR+nRNJxwRGAU9h75ywgqc6rkLxbe2HkCWFjFSn67b7vNmQF/5wMnB\nB8uRqQFG+jyysopn4GGEtxe15w4UXz9mJdVREFyDmbuKWVxsWfBpsdsAUMO7KFRtNQOb9dH/PcXn\n9qkIIa4CKSyvpYqU8h4hRBz498AkcBV4Tkrp2qr5/oExh3B0JOxHUwTHRuO2oK+xy3vfeK99se8G\nXlXhsR0DjtCpK6s5chWdu0biJAtlx/bms8WWgng9cOOONiKRL5Grjq3bhWiBJdLNNY23BdY4+t5q\nIVBzC8pXDPIVneFw+4OtORBsPBpwOIOsF1JKZtIFZMSy5nRD44W6Rhty0w7U0Bvw8tyhCcCajGTL\nOpmy3pEW1TxVAMunv5kDPFOlgA2G/Nw33kehYjCbKfDx/CqKgJ29YXthNRT241Gs/IGP5pL2dOQW\nnHDrmBpS8vzpaVKl7gvOhS4X0ne3SZeu4eRCiqurebtRUEOtyA97NceirWSY/PDMtC22HYkE6Av6\nCHs1CrrBTLrAWDRArqwjpVwXDWRfX4SfXZjlyZ1D+LRWGlOP34NuSq6n8qwWK3xyfpaJaIB4wNtV\nJ7pZU6QqoqNbmKoIntw5xHszK20bCDcLEokpJUXd5EdVepabeLudxfFTu4Z4+dICd4308JFL+OEt\ndA+zMI0SHEdoYS7kC5QCd3HYE8EsLjiK4U3DyCMLeSqFWfdCt6G4bnxdWU5YwjUBvd7Wa5XwuFPc\nzmVXuT9e18bIsrUQryy8Uv1DtYW/r3gH0LNXaGsbqXjR+h5AKFa5pQS3I4RiF/nSKILibUtzMYtL\nCN8QZmmlq4XBzYSn/377Zy1uhWdVFl6j8bOQpQV74iFUH0K1aqpuinw3mFIyU8wx0WBdemJ1iaO3\nuPlt8XlSd0zgeFUoWDNz/YfAK1LKfcBrdEjylE32dXPZIj85N8O70/UO2eUqX/qpXUPrKvIB7pvo\ns4v8p/cM84MDYzy5c4ilXIlffDbPiZkVptPdBzlsFpeTOd6bWeG9mRXOduhMNV/Id/SE+P6BMbvI\nb8TtQzHX+xuxr6kzNpMubLjIB6t3miiUW/zQG9HYjbuQyKwZXtUIj6oQD3g50aX2oRHNRb7ACt5q\nXOwFPCo74iHuGO7BrAqgG1HjAPcFfRwb/WKdlL8ocAvH0k25riJ/szgxvcLbrt19azrzlw2L9qEO\nTjY/rnruJ/IlsmWdTxfTdmp1oovCWEILLU3rEIg12RPi6qp1LriWyqMpgnvH+1o62O1wOenu7NUO\nflUh6vO0mBt8Higb5prOWmDZ+Loh4tU2rTH6qqOy+Ib1gxYB1WqW7AvHuD0Sb2uRuREIbxxt8PE6\nT74NlMDGNCbCN8RGyh+t915k0Zlfo6+cQOtAL9L6H7aLfAA1stv2w9dXP6lmErSfbGs9t6P13L6p\nIl9Kk8rCqxv++25hFheoFfnCE0UbfBxt8HHbrnMroAjBuD/EqbRV613K3ZrUrYXPc84haD3Svgs8\nWv353wCvYxX/XWE47LedN64kc3x995DdET46ErdtMzvh3HIGv6rY4/eHtvUT9Gh2l+7QYJS5TJFE\noVxdVKywLRZkMhbcUAEc93vZ1Rvi2mq+bfH74WzSUTScXkpzeinNcNjPQy5OH8Nhv01rEAJXge1v\np5ZtWz6PIhxUncZI+fMNXOhjHdJLu4XA6sDv6VI0uLcvYhcxH88luxLkvnltySZjNL5nNw9/sCwK\nm0V8j04OtLUqVIRgsM1jNSFot6LIryLW45/fCY9ODqzpOtPOxUcCq8W6h3pBN8iVdUJeDa+q8IeH\nJsiVdV76bI47R+KudpvvTie4r7pQ/sNDEx3DtdxQo6Mt5or2lO58IsN9470dpwD7Gzzj72g4VrvB\nB7NJTi2k+PruYVvAuq8v4qAZhr0a5SbNkBCCZw+Od2V/+nmjZsnbDFE1AlgplNt29M8spdflnvSV\ng6wvxhv3USEERr6+b6jRA9YPWgSheFvoHGtBix+tbbnlMSM/jSwtIssrKKH2fHN96fW2dBchBJ6h\nx+udehe4PaYnfguAWU7atpOeIcsdSHj7WqYZwhvHLEyhBrdRSbyD0KoJwkLFLFSbCYrfulA3QZo6\nGMW204f1QWyq2NZNk1W93GJR2gKpo0YPIDw9LZSebiD8I5Y9ZzPMMlLP23aks6U8cY91DZZASNWI\n3BLhtsXn2dGXwK+EEO8LIf5u9b4hKeUCgJRyHmjbRvrJuVk+nltlKVdCN00mogECmso9Y71EvBo7\n4iGiPg+aInh6z7CrYNYN+/sjjiCsQPVi2OP3MJ3Oc24509Kpu57KM9uUwNjXZecoWSwzGQtx22CM\n/qCP/qCvxXnk6GjcNWV1Plsk49IFjfk8qELw1K4hwi4i13enE5QNE1VYLkK1Ir/2+jVv+ZVC2U7n\njPo0dsbDbbtl3UIIQdirsZDr3KUv6QZLTc/ppsgvGyaHBqI8d2iC5w5N2O95ZzzclaNLf9CLpog1\n/cijvrojihvWW4B9ldAuTGq9OL2U6videhTB9p72k7yCbtgp2s2FLVh2jDV9xkbxo7Mzbc89tSyG\nwZCfpVyJpVyJu0fjjEc7Tx8bKTo1Ctpzhya6TuUuGabjfDIScVJ+Appq0+qsfALrOFSE6EgbvNEI\nerS2C+xGdNIQ1cL22qExk+AWOkAayKqf/mopRzK/hBK09hm15whKYMy6eaIWvUas0VPUwvXFASAr\n1kJWmvXvo7L0piXkzJyzKTVmrrODjJFvpdN+km7VxZxILpIrlyiZJsmqO49n6ImWNNkaauFdjWi2\nhwSQ5SRm5oLlRqPnwMhbNy2ANnAc4ekBs2jRjFr/2v6MNwshRFfBV52Q09eeptW+940U+QCizeeN\n1O1F1uuJOS7m0qxUrO8pqnm4exNpxl8FfJ6F/oNSyruAp4G/L4R4mFZVXMeK4LOVLK9fXSJXNphK\nF1jOl/n1lSVH+mnU53E45ayFd6YS/PLSAi9esA7kkwtW58ejKvhUtW2RcimZ48WLc6SqoraKaXYc\n+Tcj6FHJV3TyFd21qH+qTcpqo29+/b1YgUJRn8d1pB/2ahzfPsg3dg9zfLu1ljo6EufxHYO28DhV\nLPNqA5XlyNDWFq53DHcu2lVF8Nb1Zc4spXlzHV7hXlVpK2juZpFyfPvgl9JH/8uEly7O8/MLc/Zt\nMzi+vX6Cf2cqwScNgWfxgNeV596MTnSWRyYHOi4W3FDUDYd4vFk0/OLFOV68OMepqlPM7+ZXeePa\nEqoiXLUjNwKvX/3q+O83Y61p4unFW1SATtD6H6zysasObYqCr2GNaaTPO54vFK/t0OMKxYfWezdG\n5rP6NrIXAZDFedSeu6pPG7Beu3pbc/EAmA3e/gDvJhdZrbROzu+I9uFpDuMCtL77XLcrS615DnWL\nzaZt9D+IkTqNEtqO1nsMrfcYanAbQtGs3/sfbLHvNPPTlsWnd2M89q3Eu8lF3k8tcaXQnVHCZqAE\nx9H61hdsNegLkDN0cvoX31Dg88LnRt2pJoYhpVwSQvwEuAdYEEIMSSkXhBDDQGsVW8Prz9s/rpQf\nInbnPTb1pZHfWitcu3HAyZZ123//u/vH7b8rVAwCHpWBkI8fHBhnpVDmNZcCO18x+Gwly9HROOmS\n3hWfFODMkuUg0s4jGuCv2xREuintcfpgyMcjkwPs7Ys4FjumlJxdSpMt60xV/38BTbVDZjyKaAmc\n+eUl92CarcB9HXQBumk6fNA/XUxtWSjZQJsFQCP9o/ZZzmYKjDZ0Oi8kMsxni7azUiMenOjj7Slr\nZLt4+iOWTn/EZY/KjpsY9vVlQr5iwJkpGIlDPMxrlxd53MXfvBs05mUUdcMhmnX7rtxQE3pfSmbx\nZ9QWS01NUfjajkHXRTXAb64tcXQ0znf2jfL+zAqfLqbthFWoU8a294Q4vZhqOc7LhknIoxJZI5MD\n4OT8Kh5V4eBAtGvXITcUmqYM94z12raVS/kSubLOwYEoZ5bS/Prqki12v5kYCfvxa6oj2XgyFlyX\nm1kjDg1Ebd3WgQb6UzO6ncZ+FaENHHfwzQH8qoqRX8CUJkpoB4qv9bgz0q2BWDbMEkb6HFr8Tjsg\nSZZXbOqMkTqF1v8QQq1P14zsJZTgBGbuSuc3XA2qminmqJgmw74Ag776eV3tOYKRPodXGAz6gqzq\nzmm9kbnYZrsGUkrLA14NWPaP0v16ry+/bf03c1etJN2gcwosXEKlZJttbQY1l5r1YLaYp2ha54rB\ntWg7W4DaZ9UORvos4Gw6XslnmC3mOdZzi3LXDp9LR18IERRChKs/h4CngFPAT4E/qT7tbwMvtN3I\n8efsW++BOx0P1UJnvrF7mGxZJ1vWO4o/a6h5ooc8Kj883Z6L2hvw8o3dwwyH/ahCEPKotu/2ldWc\nqyVfJ5xdzjj8v0/Or9r+/i9dnOOli3NdjeUXcyUS+VILP1xgjfif2TvKP/vmnfzpsV3MNRQJ3z/Q\n3gM45FHpDXhbxvtbhVK1OKvd3MKOLq04O66FivNvsmXdUVi1w0DI13VAULNAcm9fpG3hWCvynz04\nzuChuzj03N9l5/f/Q57+j/9BV6/1lUW1k95OtNob8PLswXH72IK6q1LFMK28jGpehCklhpSsFiv2\nsdvtJKhUDZW7nLSO3b86uz4e+ly2SNBjcfsPD8Wqr+0U+n4wm+SHZ6Y5NBgj5FHtWw0hr9aVduHi\nSpaDA1EODkTtJgZYFri6KR2flRvcXrsdGhc8W2kD2i3mskWupXKEPKrdvJnsCdlJt+vF9VSeb+8b\nZVdvmP0D7cXL8cCtiV47NBf51n1etNhtaD2HUcO7EJ4oUs8j9bzlo67nQRoowW0WHaapsNX6H0SL\nHUIaBbTBr7WGU0ndTp6tQQ3vQg3vapu82owxf4jtwQjbgxGCDRaMZmEezBL60psciUS5Pz7o0LRp\nsUOOBN9G6IuvYuauWHae2YttO9Fa3wOc1PayFL6zbdf/c4eUln2o4ayTRv3WNFMTgoORrWm4ub58\ndV9Z83nSwK9Y+0ctxfhaIYsmhJ2ZcAut+Lw6+kPAXwkhZPU9/Fsp5ctCiA+A54UQfwe4Bjy3no16\nFMGD2/rtsfQvPnMP7ZjPFhkK+VoEb0GPxtd2DtHj97T1bf9wNkm6VLGLE48i8GsqhpRUqsXmwXWk\nsdbw6yuLPFa9cDdaSdYEc7op0dswmRr/9tdXlwh6VJ7eM8KHs0kiPo3pdIGVQpm+gJeVQhkJbbnl\n4Ezr3NcfYXfvjQmkeOv6MslCuaW72Ix7xnp5f2bFtkn8cC7Zoon4+q7hNS1KwfLijvs9awYrTacL\nvH510aY2rYUHJ1qnFO32vxsBIcSfAc8AC1LKww33/+fAfwbowM+llF2L228m3rq2zEOT7h2ZJ3cN\n8eJF67OczRR4bybJsdG4ozDOVwySBes7lVjHuBufe09vmItNC8fziQy3D8X4YHaFY6O96KbktSsL\n9Ad9HO6SsvbalQXy1ZC1tfDNPfXFppsQvBN2reHR/+SuYV686D79e3RyYFOOWZ8Hntg5RI/fy88u\nzFKuniY8qkJpjfyNTljrOzqzlOHOkVsaGzdIaSCaCvGKaZI3dGINgVQ1PnXjz8JrnSOVwKiDUqMn\nP8LT/yCK36KnCt+AI3BLjd2OkTln/66Ed6F4rWuBULxIo4AaPYCsZOsC1y6gr3yIrNR562b+Gr7w\nbnyK8/+nxm7DSH649vYa/s/N9x8ByILWe4/rc6z38z5a793oqU8RG7Se3Cj05AfISgo98Q5a/4OI\nhnCwO6Nr53PcLMjiPHcPHuI3K/N8nKo3UwqmQc7Qbwly2+BzKfSllFeAO1zuXwHWnQrx8qUFHt8x\nwLf2jjARDfLswXF+fHYatybvG1eXHKPfPzzkLHhr/OxGS8WfX5yzC+Ojo3GHC07FlI6O5Hpt6C4n\ns3w8t4oEXruyyOM7Bh2j6k4WfbOZAm9ft7rJf9kwgXhy56CrO0ZtWw9v68erKoxHA65iw9818Jxz\n5a1Ldz0xneBah4TbRrx8aZ6v7RhCVQQrhTILuSKvX11kNBJoKfIBptJ5Yv61T46qIrp2fVnOl7mc\nzHbk9i9ki+yKh8iUdS42FWxbIzntGn8O/DPgL2p3CCGOA98GbpdS6kKIL85s06dBpM59n8sWmcsU\nHJOjWse6UWPjJqQ80B9pcbwp6Va6cc1Vp9Pf1yhWIY/GVCrPRCzIcr7Mcr5sL7TjAS9Rn9aWjldL\n1D4wEOW7+0dtEXvja9w22NoA6A96CXnUrpNb1xKkd7Ki7V9HGB9YtLkarqzm6A14b3oI3IezSb62\nc8hBd3L7vhuxlCt1FNN3EuMCpG+izeuXDlVv+kZ8lkuzUC5wvM9awLYTfcryMlLuaBGyevofdPyu\nxW6j0lDoG+kzCP8QAsvNx8xPU0l+5Ny2UUAJjrkW+nriBFrfvc7n63lkxem8ZOauItSQbdlp5mcw\ni7PIivNYziem0cv1a1AlnyI9ay1Edjz8R67/dwC1506Ep30TUGhhpFlG8fSgBNs34tYLqefQE++g\nRg/V/2/FRRR/Q62ihqCSspOF1VDd1rRxAXejILQgwtPT8p10QqqBk38zXXeEEHux8p4k1tGwE/jH\nUsp/2vCcR7EYKTW1+I+llP/TTXmDLvi9mXVMpwt8PLdKQTfa0jjyFZ3FXIltsQA/ODDWUuR3i6Oj\ncb633z163pSSC4kML5xrpaAYpsSocuprt4+qRX7jc7pBtqzbRX4z5jtwWBVhBTt9b/8Yx0Z7W1w0\nDFM6HGMk1ntuzi3YCGpFvqBOk2qHdEnnr6qf4YdzSfIVg8VcybEIafw/TazhVFKD2//j0Q5c7o/m\nLBpVrk2BMxT2c+dInAuJzJan964HUsq3gOYr7J8C/6usEj6llGvnrd8sBP3QNPkSTRVEo/D96T1W\nmFVNaN1olXp2OUPYq9EfrF+Q3ptZIVPWqRjO77tZiwLYadcHBqJMxIKO/fJ386t8tuIu1pXSfX/y\nqorD1lVUX8NNGCyE4Jt7Rmynq82iGwthN3Tj1/PhXPKmh2bVpq63D8bs72UtwXKnCYmUcs2pyGKu\n5Gic3EJn7ApFHPtPu+63rFiUVk//A6i2fSZUXHnZDVuUOrIwa/+qBMdRe5x9QjN3FT3xrus2JPXj\nVErTulVSuLVijGyDIDhzvqXIrxQyLJx5ncRnJ+xbrchvDO+68ta/a3kviq9zZ1yNHkAo3i0t8gHX\n4tlR5ANqdJ/9s5lto0vYzHuQ5to1hBB0cyZyM0TJGTrpSrn6Wje2xSalvFDNf7oLOArkgL9yeeqb\nUsq7qrfPrciHL3Ghf/donKGwj5BH5b7xXiYbnDFOLaZcu/mfLqa5b7yXfDXddKtx71gvJ2ZWWrp5\nYFla/tW5Gbt4dcNKodzx8Ub4NcVVvHfXSA/7+1uLhj29YR6dHOB/+drtHcWwL5yfcRTTFxJZXjg/\nQ1Hf+Ki8GfGAl4MDsXWLVYfD/pawpe09QZ49ONEVbQcsEWKzmC/i0zqmg4JFBZlJt99nntk7yg8O\njHPvWK9t+fgFyMXdCzwihHhXCPFrIcSxz/sNAaguntE+VWE44uxqt3OGuW/cGtuv5Y5ydinNR9XC\ndz2uUT84ME68i/1pJlNwBPS1w9EtyJ9wQ6fjeL1oLp4/mkve1EDAdqhNdQ4MRHl6z8bCkWrIwdiw\n3AAAIABJREFUlHXeuLbEK5dvnNHAVxFeReXRvvV9N0ILgXAeY8kGNxyt/6G6q45Q0fruRwTck9Tb\nQRt41OLw6xmM1d9hFubQF19DX3zNVRycW77u+N0z9HjLc1SvH0+gtSvft/sedjz0t+zfG39WY7eh\nDT7W1XuWegF9dWtCx2oQnvUHbZmlrXXl0hdfsy1R20GLH23r9a+E9wAgvL28nXQ/fj9KJzidSd7s\nSfoTwCUppRtn7AtQAlj40hb6miLo8XvJVQzenV5BEaIaj260dU24Z6yXiViQx3YMrjsp99yys6jQ\nFIXbBi1BXO3bPDGzQr5iMBz2MxT2kyyUmcsU+KuzMw53kK2ApiiMVgsjARweivGHh8ZdO5ZgeW8P\nhHx8MJt0TYdcKZRJFsoMh/2O27HROD84ME6gC/GeG+YyBZ4/PeX4/FYKZT5dTLmGENXw+I5BR57B\nkzuHeGRyoGVkH/evb6yoCuHYLlg6iO/sG+040v94fpVMee2R/kQsyD1jvezoCW3dCWexCKdT9Vv3\n0IC4lPI+4L8Bnl/j+TcFQgC9YahOQI6NxvmOy4SsYpjoZusCs3bsTqfzjsft4z5TgIVVptMF+7ir\n2eSCM+m2mce/pzeMIgRP7hp2HNsAT+0abnkvM5kCqWKFf/3Sx9zWG+a5QxOuyb83Ao3TuOGwf82r\nyo/OTjPXZYNjLlvs2jWsW/zwzHTHxTLgWGDVwg5rUIWwF+TNx3AzftQm2GsxV1pTnwO08TW/BVlO\n2DaGZjmJ1FvP4Uqbglz4h+0JjVC8CF+VSSgNpFmhaBi8npjjUi6NUH14Bo87HlcaaS+Kh3Z1VCmT\noJRJoC+9DkbBft+uzj9aiE8qk1w/8zaLZ990POQmDlVUD4qntu8J4jvuZMfDf0R0ZC8AeinH/Kev\nkZ6tW4xKPYfoIBStTToAhBZA67m97XO7hdTri3RZsQpsI30as7SMWVqmsvAKlWV3TYH1R/X9f7m8\nuWwJqecR/uE1JxqdUJ8yCB7ubT0P17BULvLmys3TxgF/A/j/2jx2vxDid0KInwshDt7MN9WMzzMZ\nd1N4ZyrhGHcHPSoVU5K8iaPl/f3WieeZvSMO+8taWm1j+mwzfnFxnm/sab/DdsK3q693eLiHfdXu\nvU+zJhtuHcZv7x1x0Ab8WutJJ+LVeG9mZUtTIV++NM9q9aLqNuXohN6AtyX1t9l9ZyPwaSqPTA5Q\nqgqAXzhfHwk/sXPQDlDaKNKlCm9cXeq+yD+9EdvCd7p94hTwYwAp5ftCCFMI0SeldOd83UysZKFQ\ngp3D5CvuBaWmCNfuP8BELMBUqkBJN9G81v58eLiH84ksTFkMpdWhHsqGycVExnGuuH+iz/6e7x1r\n3+3qD/pQFeEQxzfjW3tGOLOU5qXpFZ66MMeFVH7dCbmbwdN7RljOl9jeE7L36dVipS195TfXlxkO\n+7u2Hr3ZuG0wZjciGrUVYB27PX4Pi7kSD23rv7EpvV1SKL9qMFKnmA3fzR4thtDCDrrKeqHFDlEp\nzgFK1WnHulZMFXMUTIPbInHLQtMl9ErxxBADj6AvvdHy2OrUKfIrsyiqh8jwbjLznzFy5Cm8QRcN\nl1FkUfOy68BxStdCYJYcqbduGD50nMzCZcKD21E9zgWn5gsxfFt9EqBGD7Rd+NSgr7wPQsMz+GjH\n560HeuJdECpqzxHH/cbq7xp+yVNZbP38wEntWTMNdw2YxYUNWXu6ol2gFnAk2ktY9bTt+G81hBAe\n4DuAm8HFh8A2KWVeCPFN4CdYE/bPBV/ajj5C2O4Zk7EgmqJYVpddeFFvNZo95xtdaw4PxVq46CuF\nMnv6Ooe2HB6KtXSY+4OW3aBPU/nuvlFCHhWfZt3290eYSrV2yw4PxRxF/nf3jbZcQMFystjKIv+d\nqWW7yHdDzfpwMVfk5PwqubLu+Nwacc9YL/GA15V/vFFuc+1ze6TB6UVTFFfa01pIlyqcrNKdXr60\nYBf5nyU2vzBZJ5pJjj8BHgdbQOT5IhT5uikta82KAbrBYMiPqogWKlqyWCFb1lnIFjm75Nw3aguA\n5vsduLbIzy7MYTR1ZzVFYSwSIOLVWo6FtWx4G3UAMZ8Hn6ZwdDTOv/6T4/THQ642lOudOq0HAU21\nJxm1fXoo7Oee6gJGc/lc3QL5APZtkU6gGddWc/axfXW1/RQPrIXI2eVM1XK4tWnTrQuWhI5NH0UI\nYr4O9Kzz3VEov2pQwrvYE7IKZqF4kOUVpKm7dvZb/tbf2thS48dACIRQGPHXJ1QZvYJumghf++9b\n79CR9gSi9EwcQvX46Jk4RGGlzfcpDZ4QFwmJCn17H0MJ70Gofvfk26rTj6J5iY3tbynyWyGs5NsO\n0FdPAhJkxTXFdyOoLL0FmCAryOI80uwwmZOV+g1A9XdNM9oM0rr7sSk8MZTwbud93j6U8B7r5rIP\n1XAyvcK1Qta2BN0I9KkZir99z76tgW8CH0opW7oqUsqslDJf/fklwCOEWD+Haovwpe3oN+JaKs89\n470YUvLypQVHl+4vT0/zjd1DRDqd1F2wWizb3thg2TK2w3f2jTq6SzX7tgcm+qkYZpVLXC82egNe\nV/pMDXcM97C7N8zevghzmQKfVrnIFUPa4V0eVeGbe0b41aUFnmxIzU2XKrxcXXg8tn3AkRI7EvZ3\nlRS6Wbw3k7CDuRoR0FRyFSuUrNZRzJUNdveGqZhmW9u77T0hMm2cMJ4/bZ0cu7XXbMZw2OnDvDMe\n4mIi21IcgqXxqE1xasiVdfvzbrZt3N0X5uN1v6ONQQjx74DjQJ8Q4jrwPwD/CvhzIcQpoAT8Bzfp\n7XRGzafeo4JmBdEZpiTTRvC8Uig7nKgAm0p2ZTXHbUNR2x3HgVwJKgYfzCZbvrf7XexQgZbF6Q8O\njPP86SlWi2XemUqQa3B/ifg023O79n6a9wFgQ/tlN3j+9BTPHZpwPbdt7wmxvSfET87N4NMUMg3X\nVb1qCqA2dSDOt1loN0NThCXQ7/J91vj/3ViPQr1RciGRIebzcO94Lz0ui6XJWLCji9erVxZ59uA4\nP7sw69AYPXtwHEUInto9xFKuxMdzqxR1w2nZuW99fPCvCpTgBGcySduP3iwuovkGQNE4nUlyqIPX\nuuJrbSQp3h4MBGZhFiUwSkjVyBk6JdPgreQCD8QHEWoQI/k+ypDTkE/rPeoQ4Gq996KvnKB35zHy\niSlWLn9YdcFRQAui+EdQQ5OWX3y5td8hfIOoQWvCKpUsaM5mnDTLaP0PoSfeAVk9Dyh+i4toNF3v\nhAehBiwtQhtIs4Js5MIbRYvmom28UDULM2DWWQTCP4TijXcW2Gphy9Zz5X0UT0+LfepmoYZ3tNx3\nPpvi7p7WqaLQwihqELNBFG2lMNdhSMnhSC+93jb5BnLjekJtYgxton7sl9/9oNPT/yZtaDu14Nfq\nz/cAouoq+bngS13oT0QDrgXlqQZbuLvHNsaX/dWlRe4Zq4t8d6zh1LAtFmSlULaFgvZ2Li+4Fo1P\n7Bzk47lV2/Jyf3+E8ahVdDZe1EYigY5hVU/usmzHntg5xK8uL9id8qBHbSkw1rLm2wq8fGneNeH3\n2GjcVTy51udawzvT7o3o/f0RZtKFNS3zukXQoxEPeGy7xLXgKryeSpAu62uGF20lpJR/q81Df3zT\n3sR6MdbH/U3Hy1DIx1K+5GBO7IiHGIn4+Whu1XZ9uW0wZnfzL63kOFS1rjw4EOFM08tcSeb47dQy\nD0xsfGL1yuX2Id03G0/utBb2v+pCVFo2zJZ9OVWqkK/o625+1PDUrmEMU/LLSzeeC5uqNi4ak3lH\nwn7mskUODUbXtOv91aUFOxDNDQMhH0/tHqJQMfhZY/r4BkO5ft8hhMZiucj2YAR99RNkaRFihwDY\noVWQbYosJeIusgTQeu5AT/wWJTDKsVg/bzRwrOdKBbb1HEFPvINZXMDMX0N44pjlBOjtJ6Yrlxuc\nf7QQngZ7TTWyD7O0aBeTWq/1mPDUF6KKb8A14RdAaBFkZdX6O9WPrKQxVp0tHa3vXkeSbzcw89cw\n81Noffetu9ivJE4A0vGZWO8vgFlsf+5qtNz09N23rtfcDNyK/K2CdhOCs4QQQSwh7n/ScN/fA6SU\n8l8Czwoh/hSLj1bA4vJ/bvjSFvqHh2K2c86+vrDDO7mx0GweW++Mh6gYpusCoaQbXE7mGK0W1lFf\n/W9XCuWWLvxcpkBRNzGlJF8x+Mbu1rFSc9G7rSrWBPijw5OMRQNsb3C8ePHinMOr+kIiw57ecEu4\n1+GhGEXdoDfgY1ssyFymQKZUse0EGx0q9vdHugr+yZQqzGaKNu9/IxgM+V0pODU7REWIFkvPTji+\n3TohTMZCrBYtesxoxG9rHw4P9XBuOcOniymODG8s5Ob49oG2Di+NODwU4+pqju09IVaLZRayJT6a\nSzKVKlQ1IiYXbj5d58uHA+OQL3FkWz8PbOsn5vPYi/M7hnv4T3/2EY/tGLQzLfyail9TmawupmvY\nFQ9xqZpmWyv0gx7NEvrWOusXZ1mOh8hsgbD0l5/NMxz2c2S4h9GI39X15tBAlNNLaR7e1n9DwqmO\nDPUQD3h5+dI8e9oI77vBS5/NO4pnsDru7ehzjdiKRfWphRQBj9qS4t0Oy/mSnQMwEQvaacS1fJPX\nriy6Wn+mXCaBbtz+gEddc0JwCxaO941gZC6Quv4uHn8IT3Wg7El/An532ofokGBr5K4CoKfOoEYP\nOB5LVcqIQC+eoSdscWyjeLUR+soJAFYuO7uwin+Y+WKeijSZCIQRWpCSGCeh9DMRcN//jNw1lOA2\nx3XXyF1DDU0i/ENovXUDs+Y2nhq/u6si38y7aEwUrTUZuAso3jhmvu4aJDwxe+Ei/IMYbSRyspKG\nwObcrLYaNU2G8Paixe9yPCYrGSivECnOUdGzKKGdyPIKwhPFzF9HjR1usQ6t4dvHH1n3e/m3/+Rf\nuN5fpeUMNN33fzf8/M+Bf77uF7xB+NK2LT5ZSFmdKt3g/EKKqQYruJJuUNIN/vL0NK9dWeIXn9U7\nX5eTOdciHyz/69lM0aZivHJ50d7Wa1cWKTdxW0ciAXbEQ+zqDdsF6SuXF/jx2WmklLx1fbll+40c\n8J3xkF3kVwyT509PtQTSZMt63amgug1rO1HuGI7bRfO1VJ6Iz8P3D4xxZKguOtrX112RDxDxeTZV\n5EOddlR7n15V4Vt7Rta0r2zGSNjPc4cm7ECvuaz1nXlVhV1xy90k5FFt+8TziQzPn57iJ+dmbFFi\nt+imyAdrn/tgNskL52Z45fIi//2vT/PmtWWurOY4vZS+VeR3Cykh6OOe8V570VvDry4v8P0DYyRc\nuPK7esMOR5tG56wXq93YHfEQNO3v8+k8mbLuuk03NO4/Jd0K3Votlinqps15bzcdODAQxasqNqVn\n61EvK7QuJkbf3Tfa1o2n2dHowDqP/fXoWS42LSBuH4p1XeSDVcjXsL0nhK/pfDLUISCrHZo/vnvG\nezsGbd2CBWnqZKffZe7T18knZuqCTk8v+uLrFn2kCcbqx5bTy8IrSNO5IFND263tFmcRQjDYIP7s\n9Vjfh55sIkEKT9We07kfSCmRTfu1GppkqpjjeqF+fg6qml3kS9OFFmoUWpprtRCpGr2n/qK6/Z6E\nJ4bi7S7V1sxdcrmzjL78m67+3vHeInvxDD1h37Teu+3HjPz1tn8nOnDeGyGlpGKaVMwu/PA3AbMw\nY9OMZHkFaZTs15fSxCwn0FNnufrm/2M9P3cZWVm1FzlG6pOW/esWvsQdfcDq2s0nYbiHoiO9VPDT\n8073lN9cW+bhyfaj+99cW8YwZUtX6KfnrQLivvFefn5hjoGQj+Gwv+1F6o7hHryqwlvXl1lo8mv/\nzr66haBHEcQbJgTtxuD/4N499s8+VXFw7uvvfclhGVcTqB4Z6tl04b4R3DUS564GmlChYlmeznVI\n7WxGrUP7myoV6dhoL+lSxZ62AHxr76hd6NdQNkxeOD/L7YMxDgy0TyFcL+4ejdtuKg9t6+f6rc7f\nxnF9GXrDZMs6ubLOWDRgd/SPDPUQ8Wnrdlgq6iapYoVC4yJvIQVDMbu7/8lCise6SK5+8eIc3z8w\nznK+xK+vLHJqIUWP38t3948yFgm05ffX0Hic3yjcORzvqigVVUvKkmHywEQfihB2A+LsUprbGxZF\nL5zfnOPUjcaJ6QT3Vqco390/ZutzusVdIz18NGdNBR/a1o9PVZjNFDi7XF+EHN8+wIezSS53sP79\nKsOQErKfMXPyZbLpNP1gy//Pz18nNvcew7c9TjmfsukzjS40APrSmyjBSdTIHpqhJ38HWj2VdTxg\nNcKEFrJ59UpwO2rEEmzWUl9tSIlZFXoO7n/YdrzZE4rS43E/XmRpEaO46OCCt/Nzb/k8ctfswlSN\n7kfxD63xFzcXRuYiZv6a62Nqzx1dUYQ+Sa8gkSSrgVRxj5cj0a3L8GiE8DZsVwtXbVQta1A1sg8M\nq4bw+KMkr31CfPJwyzb0pTdb7vuq48tb6Kfzll82QKbITIM/tE9TUITTIU0RMJsuMBoNkCvrrBTK\nLOZK+DWFM+2cO/IlqBbWM+mCJUKTkvlsEb+mMN6UxjoRDTARDZAp67YH9LtVbnnjmH8iGuD+po7g\nM3vrxcEvP5snW9b52s5BVxFaqlghV9EZjQT4YHalpYB22/7niel0fl1FPkBvoD6mTxUrhL3auigD\nzULDbqGbpiundzDkJ+LVGA776Qv6WC1W7GTlZKHMa1cWMSW2zqKGW/maLphLgqbw0sV5DvRH7YCx\npVyJpXwJn6aQLFgL1/ls0cEld01mLVYw/B7Khun0V/d77JNAzc42WSg7FtidUNQNJFbA23h1mjfS\nJR2nkUq4lTi5kCLg0db0ka/BqyrEA17ms0VGwgFURfDN3cNt+f3Htw9wZindEirXiDeuLvJol+43\nNYS9GjPpAmMNx0eyUKZsmF1TnLqZYLhhJOxne0/IIehu/PzOJzKOa8XR0fitQr8NzmVX2Q9sv+8P\nmPn4RfIr0/Ricdx39u9Gi1vXRFMvU0haC8d8Yppg3ziVYpZSZhlfpB+PuowS3mkJPxUvqEEw8shy\ngoPxO1hMWA22a4Us2zzCQUuB+mJeVtJ4qiJds7SMsfo7Ru/4BqnpM4QGJm1BbbsiHyzf/9qCwJCS\nRLmIX1GJetqfJ6ReQE+8jfANoYR2uQpOO8G1y65FQM+gbSFXvjHZV/iGkKX6cW9kLuDpf6Dj36+U\nS6xUnOeCQW97Gtam0Tgt0LOYhVkwilbuguJB+AZQCtOM3fV0y58Kby8Iz5bkEHxRIYSIA6NYvP+r\nsp0opglf3kJ/dqVeyeetIrKoG/z8whx/UOVtMpeEamd5NlMkWahwKZljIVvs7Bhxdgr2j8PVRTho\njemm0gVWixVbGPv+TNJR6Dd2kP+yodPUzON9YudQR8cdsAS2UrYvViM+jV9emm9ZzAyGfDy8bWDD\nRe6NwlDYz6OTA7xxbQmB5WTyo7OdS+C3ry/z4LZ+h35hLfzBgXFKhiWq6zZP4YNZpxC+qJtt3V+y\nZd3WAeyIh/i4aqkZD3j53n7rQtH82f9l1+/+K4SZFYgGWD07zVtjvcT8Hoq6wetXl6gYJrOxAFdW\ncxwbi3NyIeWwUHUNWbs8D16NNwX1Yx9gesXqNjZoN9bjgDMWCaApwnawWQ/OLqcZCN0Ywdm70wme\n3DmEt8sFSzMiPo+7SxGWpujgQJTFXHs620KuxA/PTHXtogMWzfGFczOMReuOFldXc1xK5nhq11BL\nOJYbrqzmuLKa49mDEy2BWOeW3Zs1398/hiKsycZoxM9rVxZJFiu8cG6G7+4fIx7woilKCy3zFtxx\nKBLHSC/gCUTQfEEq+TSYFSoLr2FUwmhq65V1+bP38M5doLA6B1LSv+d+PP4w+uLreIa+BmYZDPcJ\n6TZ/qOUxMz9ldXfBFpKC5epTWwLExg9WHx9nPdBNkzPZVR7pEMoEoCd+C4gtKyq1gUeqVCSTrWRU\nq/G7qNH9hFAxSyN1L30jj1lJoXgsqpGeOoUWc/5/Ludb9RB9bdxutgK1cK8azMw5QFj7CaD4+nAj\n5lqWoEoL3er3AUKIGPD3sVx+vMAS4AeGhBDvAv9CSvnrTtv48hb6jRWuBC7N89fVX1+8MMdkT4gr\nuRKcqRbd430UokEK2Tb87UzBumUL1vbOTtuLhBpqAVd3jfSwM+6k7sxkChR16yL5h1WR23y2aLvg\n1DCbKaxZ6CtC8MHcCnv7Iq4XQEUIjo7EOZ/IWBx+sF9zM/hgdoU7h+NbvlCI+jxEfR4Ggj6W86U1\nt78zHuLYaPeWs0er39PFlQyfLKR4eFs/I5EAH84m2RYLduysNnfuTi86VUt3jfQQ0FQCHpU7R+oF\nY6LBySTq02wqV/N+cavQd4GUcHkR9gzz8rlZ7t8xwFDYT0BT2d4T4vahGK924XIzEPIR9KjkAXQD\ns0ZfEwKiwboo99ICVPenbrjzhpR25//O4Tjvz67PFS1f0Tt2xG8mirrBfHWa9qOz07YAt1Gs34hu\n6bff2jNKwKO2LbBd/2bvCKvFsj2lvHMkTqJQ7qrIh/opv5GykylVuJDItm3cNJ5rSoZpmyNUTGmL\ncg8PxZjPFh3f2Q8OjFlJc7fQAjW6HxSN8aPfZuFMjSZhoq9+QiY5x8De+8kn6gsxo5ynUK4X68XU\nApHhXWhN3eRCaoFAbMjhYf9ROsHRWD9q7DCYZZRg58LdM/QEZilhu+CYhelWTn0HaIogqKq8v7rE\nPT0DroWjWVpC+IfRqm5DG4Ea3AYSzOwFoEpnCoy1iJE3i+ZEXsXXj6F4rcWVGrSLfKClyAc41jPA\n6wlnpoCyZgb3xmDkriFLS6iR/QhvL7K8gpH9DKSOWVywaVHCP4oszoIWRg2MW8LjqoA5WSkxX+ou\n/ftLhB8CfwE8LKVcbXxACHEU+GMhxE4p5Z+128CXt9BvoNUAUKrgmUkQ2T3CSNjP6aW01ZGvYToB\nJCyhXl/E+vtGTDmFs2wfhAaqyM4GG8iP5la5tmqduGqc36JutNhX1igJACGPyrf2tufuNrpKAMxl\nim2L3XxFt8OjfKrCd/dv3vM5XaownS5wx3AP7aLFN4MPZ5M2f7qoG3xv/xjpUoVLK9kWp4vLyZzd\nQe130SQ0olELcG01h8AK/wK4spqlx+9pW+gvN+0D+YruEGo/e9B5UWks4mviYLCcXnbGwwQ9KoFq\npzRxExOav3QI+SFbhHOzUNF5p3qcPLStj6/vHuIvTl5jOV/m1cuLfG3nIJ8uprhtMEaqyeN+KVeq\nu1qZEqoCfBsRv1XoZwpkUvmuxbimtBbp8YDX4by1XmRKlQ1bWHZCzOfpmn6kCIFHEVSqVXJRN9p2\n8587NMGVZI7BkJ/xaIDpNqYFAH99YZbHu9A7NEJKbFcwsCh9T+zcHKfZkJJ0qWKHhqVKlbZJxoYp\nXa2OI16NvZMDDjeeL9pU9IsCs7iM4u9HDe9GGkWGDj4CQkNoISr5NAMHngQjS7BvnNT0aUrFIuVi\nkUAohOaxjgXVZ03F9eW30fofAtUHWphAteYUvj7IW5TXjF7hveQid8mrlo1l5pxVoPoGXDn+gMPx\nxsxfW1ehr5uSvGGdUz5OJ7gr5uL938F6cz2oFfk2tI27aHWCNEpIo4DitRpVas+RqrNN/Vgwy/X6\nUXiijgWCX1EpmvUGaVqvtPWw39j7KyIrKczsRYR/1F7MCS3ovrAzcghPzCE4TlXKnMuuUjANtN+z\nrr6U8skOj32IlcLbEV/eQv/KkhW4s7femaqULO69K4+3hoVVWMlYqZydcHXR8lJWBOwY4nKV8gPw\n9N4RKqbJU7vq4z03q7uax/pTu4Ys2z8XzGYKfDyXbOG8Nl9Ef36hLpSrjZnvG+9jMOTDlJKXLs51\nXEishU8WUnx917Brau5WoGyYVAwTiaVBGAj5WMqVnCE1Dai5bKy1QGrEZE+I/qDPTkf+xu4RXr28\nwK42wulGJ4/Xry46Cslmrn0zap/THcM9jFXpXE/tGrbdhdYrFPxK4Wu3wwvvw+kpuDAL1xOwfwy2\n9fFvTl7j1V+dhP4oNBWzJxdW22xwDSRzMJOAg90viE8tpriczDoCsrqFv5pW++qVRcv1ZosvPJly\nhVSx0hUNSUrpGH7Wjr12rkG1/f6Bif419+HG46cbeFTFsehu1jhtBD1+r0NgXagY/Pxia6opQMir\n8fVdwy2Pvz2VIOS58UGCvw+oJN7DN/Y0Wb3Cp+YgI8FBtgXCGOkzRCbuRuu7F33xVfv5p949gaHr\n7L/zTmJ9VuMqNXWa3NI1Rg4/hVKYtdJOG/zf9cQ77I/czbmcdf08HO2D1FX7cTW8q7PoVVjn/5qP\n/EZx5w0SnN5syPIyRvocSpX+YqyeBLNsaxsAjGSDJanixzPwkP3rsVg/byXr3P5PMisc79u8JadZ\nSWGkPgWzUncu6gKNBT7AtXyWKwVrsjjkC7C9jWXq7wOEEIeB7TTU7lLKNYePHQt9IcT9wB8BDwMj\nWAKAT4GfA/+vlLKNO+tNQsWA09PQG4KaG8tMwvo5GrTEeMUKJDKgm9ZIvxGDTa4shgmJLAQ81jYM\nE8JBqxg5OEGuYrC9GqCVKemcWUoT9mpsiwX5ZCHFhUSWJ3YOEfCo/PDMFE/tGuahbZ1FsaORAKvF\nCtdWcxwarI/RQl6N168uspgrcWapzpPb3Rvms5Usu3vD/KuPr3CwwVnm2mrOTqFcL9Z6n5vFUNhn\nW6CWDLNjt7ARuYrBC+dmeGrXsJ0+2gmhhilM2Ku1LfJXi87FYL5iOJyUGr8LNxwciNqf/UjYz8OT\n9Q7Peh1jvmrQ/B70uSTEqpSYK0sws8JbPg2ef8eapN23B4atac255Qy3dfo+gj5rQndtydbUMN5n\n6Xg2gY0U+WB10VVFoJvSdnRpPE7PLKWZjAUd++p64FGUru1qfdXk4Rp9p3bstZs2eG6WF3M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wP+GrA7Vpu216ziHwG/FUKcaNr4P+jib/8c+GdY3KIa/iHwipTyfxNC/LfV7f/DqsjgOeAAMA68\nIoTYI+U6qiVFWEE8bqjxVMf7rPCsPaP1skdVLCtNAE2FVA5mVqzt7R0DUbe1bMS55Qx/eKjeKXrY\nhQubKJRdC9G18J19o3gUpW2H/Tv7RvGqyqYK80cnB3jhfH18vZal5EbRnCy6vz+6Jj3h9GLK9fPc\nyGdZQ7FBdPydfaP4VLXFcTVX1nnl8oIdQnZ0JG5PCYptRMshr4bbbvqz8110QM90E9He/Jyu8nZ3\nYfntnhRWO3/8/2fvvYMkOc/0zt+XpmyXae+nx1vMwJvBEIQhAHpySYKQjift7a600ml1ku5Wujit\nTnGKuNNppQ2FThcKrbSSVnuSVhsrLEguCToAA4IACE/Y8abHtfdd3qT57o8sX1muu2cIkPNEVHR3\nVmbW11lp3u99n/d5gHeEEPdIKW88t6gCP7gwB4vrkDPhSj9cHMbz2BGit25n8b+87ATpbk3ai+tO\n8/wjbdjOv3HBuaaLzbiFyf3V87O8MtJN7WWVNix+eHG+ikJTxDPnqikeX3RZ50biIRcqXzM0o7dk\nTIulVJb+pgH21s0P355ZxbBt7h/vY1dPV1VD8stXl/GqynU5vhdWEqVK6c/7+/s444H9QfpHnKDv\nsd37GfcHufKDv8vgyO0sRH6VqO5F8wYZu/tXUCs41mrkMEJ3Jtjm8iul5UpgwjG1ihzBzsxjJc+j\n9R3jDSPE3bbFUr78PFf8w3iC5UmpGj3scOp9DtXSWHrZqdZLAxBo/Q8ilOoQRyg6Qg9XB4RCBaEg\n1PLk+dXVBe7vHmjbA6NdqotQ/Qg1gGyQ0S/Czsw2NARrBXPlTYRvCDt5wfnMZp4DWww1tB8rcXbT\nAXfWtsi0yf1XgjsR3n5HGvTGwQYeklK6lgaFEJ8Fdkkp9wgh7gX+LXCf27odwI8Tgz9esWxz8poV\n+APgx2yAF9SAN/xl4MHC7/8J+AlO8P8l4E+llCZwRQhxAbgHeLPph2iqY3W/dwj2j0E27wQJxSZP\nXXUabouBfDxd1tquxMxKnaQftiTg1chZdikw2N0TJKBrCEFdJv38SoK9vSHWMnnmktmStN7uni76\nA15WMs7++wNehkPVDTf3j/cyHc+UgsoiX7/Iob1vrJcTC+s8vmtoy7KOXk3dlERfuzgyGGFbJFDi\nyb7RhjpQZZCfMSzOF5SM3CZc7aJYWRkPB+qaAs8sxen2e+jyON/3sxfnidU0fDaqxhQ1zfsCnqoG\n3N09XZza0Eg3DFF4IaU8CZRSJkKIy8AdjW5MNxIZwwJLQu8ueLoLxnrZ9+v7ufTmRdjW66heFTM5\ny3HHPKuIVm6s3V2Ofr5Hc1S1ZtdgpBwcWKZVp4hTpIzkLZvjlxbqaDG1pm7PnJvdsmBRUu9/Efbq\n9Pg9rs2yw12+juVB7xvrbdj0DvDilaWm94GLq0n6g14UIdgWCTTdVyvcPdpDLGtg2dI1iZGz7E35\ngRRRSaPb3xci6vOU7tev1bqg30Tb8OoKgVCI2Hvf4vFH/08SeEiN7CO46zHCXVGsxEUUTQfFB9Iq\nZ86FhlCdwF8ffBQ7v4a19k6JqmPFnJ5CJTDBqmGwlsvw0vIculo+15fzeXp6HLqHUAMIpbqqpUVv\nw84tF3T5JXZyEjW8r+5/0LpvR5opilokQijofcewUldK6xzr6Sw4rh1LM2i992KuvoM0Gt+K7fTV\nDQX60kwjPD2owQmKXgNFp2AzdhKheFGCO+omQK77snLY6WsIPYriay+5oATGkNJC5hY2XJkQQvBA\nT+Nsf936igZakBtcsBY0V638MoUEt5TyTSFERAgxKKXsoLmsGlLKX9/otu1EjLqU8rellH8kpfxP\nxddGPxAYKP6zUsp5oPjkHgUq07wzhWXNoSnQFyI02kvItsEwoTcMB8ZgMAp+r5OxLyKecZryajOw\nEwPOBKBSrWEgQtqwsGzJ+RUnuNwWCbCvL8Su7i6evViW5Pxgfp335tZZzeR54fJilcnVxdUkr0+v\ncH4lyUQkWBXkD3X5+PrBMV6bKvPLw16NJw+Nlx6+sazBi5cX+cS2ftKGxTuza+2pjrSBq+spvn1m\nc+X4Voh4db53vpzdDuhqSUvfqyolFZuwVyPs1apUQjKGxUomx7mVBOdWEqUg/7nJeZ6bdI7/q9eW\nsWqCcMOyiWUNMoZVymhujwbZ3xeu0y6PZQ0urCZLevpAXZDfDh7aPlDlsHmw1pDtOqJQ0nsN2CuE\nuCaEqL0pFHuSf+6wJc7EW1Nh3whs6+VvH91Lbjnh+FdUcrjXUzBZOHcmBmDnUL3xXQ3Cd+yETx6E\nib76yTtwfiVZ9aoM/NezBn9+dgaj4OT8bZe+i5C3fe37WNYoOVlvBQZa9AxtFPnC9eI21ql4mrTR\nvnNlK2RNi2+fneHEQqyuPwHg7dm1KoWzTnG6RkJ1V3cX/UEv+/pC7OsLcf94X+leU/u6Di1Kv5DQ\n/RFAYSGT5t0XnkEx40ym4qihgmqdnUWtMD+y1t/DWDheonYonm6HTqKWg8DE/EWySx8QXPox9/cO\nE9Y9PNQ7jL+gpb5m5FGD2zF846UsvrRySDOJlBZCD6NUGE4J/xBW4iLSrJ+YCi1Yl61Xg9vr1pPW\n1votSCOBsXC8KsgX3n6nqgCO2s0mVHekNEvHQGhdmMs/LX+O4nU+q918raJh56qNrYzl1zGWX2++\nmbcXNXIraF0b+l+klKzkOzzuQi0dwxsECTwvhHhbCPGbLu9vLJ51gRDiHzaTxhZCPCKE+EKzfbTz\nxPqhEOKvUc8L2pztZBkbIzIXM3uFO7OiKY4kXyLjZAvB4eMHvXB5AXYMOj9rEPXp3DXiKKpcLihA\nEPI7+1mMVWcTa6AIwVIqR8Snsy0SIJ4zeG5yHk1R0BTBgxP9LKVzfNiEb1ukfIyG/KWMcy3/9tnJ\neWwpeXayPLHYvUUScedWEpi25LnJeR7f1d4sejqe7si+3qepPFaRJT0yGOVAX5gfXJjj07uHStn1\nIg3pw4V1Pix8VRnDImfZvDm9QiJvlrKttw1F+XAhxvFLC1i25PilBT69e4i8ZfPy1SXylk3asPCo\nSkm16LnJeb60r/5aqzyum8XR8V6OX/q5qO58o8X7P1+VrFrU6OS/O7fGX/zVT/LH36op4I33QYeS\nk4/vGuSn11aY93tgd01mrng9L6xDQQHmPEOkDYujBZqPWTifwGm4rsSndgx0xI9//tICd410Vylw\n1eLEYqwug33PaA8/uuh2Xm4sEj08EOFEEw375ybnSRsWd4/0sKO7PJafXnN6m04txktmgZvFYJeP\nR3cONL1OiuplG0FtoP/KtaW6e1uje51zD99w0u0XHrfcczc7jn6VyJ6vILQA/fYi47/+O+QSZ9k1\n5hg9Ce8AMrfYlra93nfUCSbXPyDQO861N/6M/n3HCI/oJcnEu6P9vBNbZltBgWUyHSdTMGy6MxSC\nSsUVoaH13ONUDFbfBhzOu7ZhE6r68ORsch2forI9sDW9cTK/5lQ/AHPljU3tS6noSxCKxzG/KqCT\nCoG58iZq+GCpn8Bc/Rlaz10IoSAL70OBkqWVYwE7t4K1/h4I3anmWJlCtr19CCHo9XTYq2OmW/Y+\ntIOFE6dYOHG6nVWPSSnnhBD9OAH/GSnlT1tutTGcAJ4RQmSBd4ElHPPaPcBtwHHgnzTbQTuB/n9X\n+Pk7Fcs2I6+5UCxhCCGGcBx3wZnxVNaPxwrL3JEod5MTHCMWG2D35UX6b9nG7cNRvnl6GlvXYGXN\n4eNrqitl57FdTiDgLzZ5bh+A+cYltR9fXuLrh8ZQFVHaFsBT8fDvC3gYDwfImFbDIF8Vgkd3DpZk\n/Y5tq+5cL3LYJwpc5aBHI6hr7Cn4AGxWDjBXcIctmmX5O6AD5DpwCIXyxCWWNVhMZdnT6zQ9Fnnw\nRVpOl0dr2CSXyJtMRAJ868w0hwfcVUncGgUHgl7enl3jkR0DZE3blXZRpAOdWopv2FCpiJkP32Hy\nueNkTctV3/smCiiaykUCMBTl9akVh65Ve41uQFf+m6dnuGu0m/m9heteVcC0nFKCrjnVvGvLju/G\nvmGYWmZ5xwBZ0ypNOlMuCk3bIoGOgvwifja7xpmlOI/uHHSl3bmpQdU2qhaxlM6xj84DjFYOvI0U\nqYpSwDu7g7zf5L7YKaI+D7t7urhtKMpzk/N1ksPg3C86vc+5mdTFcyZnl+Psb5K0KaLRcb8JB8Fw\nmNDEg6DoGEsvE7TzLF55H290nPlsmiFfAGk5CTPhGy65nQKYa++iRuvVZIoTAlX3sv0T3yC1dBW5\n8gYyMIaZW0Xrvq0U9NtSkjQN5tJJgrqHkymVw+HyBFQIAXoYe/Wt0rLibdhKXXHN2hcRM/JE9Orr\nu1bT3rRt1o08e4Mb62czV12YyLLzatmFVIw9LcZQbEaWZhI7v4oa2NZyv8by6yiBUYRvCFQvKF6w\nc0hjvVSNgfIxNVdeQwntLe1bFB11C5QtOzuH2rW7w/+uOaS0wcoW/qeNJQMaYfDwIQYPl8/ZE3/6\nzQZjkHOFn0tCiG/j0MwrA/3O4tkmkFJ+B/iOEGIPcAwYBuLAHwN/TUrZUlmgJXVHSrnD5dVJkF/i\nDRfwXeDXCr//D8B3Kpb/RSGERwixA9gNvEUjDBx1XkP3w613wVgvhx65hduHo9VqJ0PdzsO+AYxC\nqbrKBXKosQpFO1hO5zm5GOPtGqWc/oCXiE9HEeDX1aYPsU8XMk5XK/iwKcPk/fl13t8CR02PqvDp\n3UMcHogQ0FXXxtda2FLy9OkpTFuSt2xHo7fweysYls1iKst78+s8dWqKvGWTt2yeOjVV+p8aBfmx\nrEEqb/LBQgxb0lJ6sBLT8QyrmbLBUsa0WKho2H769NSGOf9uOHTPUe79S3+dQ0/+VQ7/hb+6Zfv9\nhcO+EYcmN9YDAn776F6+uUlFl0qMhwPofk+Ztqep4NHY2R3kqwfH8G7rg1vGHS5/0ItXVZu63woc\nrnctvnZgjL21JnwVKGal04blqszUCEaDa2rWRXVqK1HbOF90jO4NeLltk/fFWhTdgh/fNYTqQscq\n9jS1i2Te3BKTOjdVppsoY+3cdzCXXgY7jzbwMJnVKeaH72fFcL4vpdB0K7NzSNtwVG1Wf4bMr7oG\ntVpPdbZdCAWsNHbiPDJf7qeQ0kZIk7Aq6PUF8GkaPZ4GVDahlV56IZvfLMgHiJsVhpjpaVeBBVPa\n5GyLhdwGr0MXeonw9IHiRQ3tr1pePHbSNurG0irIr4SdX8VOnMdOTzuqRLZRb/AlJdI2wEphJy+h\nBMYK33Hra9BOnC+M1yz0PlS8l7qClbzYcFtj6adYiQtt/y/gnB9CC1QF+WaFjOj1hhAiIIToKvwe\nxGmOPVmz2neBXy2scx+wvhl+PoCU8oKU8v+TUv6ulPJfSimfbSfIhyYZfSHEJ5qVIoQQYWBboemv\n0Tp/AjwE9AohrgH/CPinwJ8JIX4Dx63zycI/cVoI8RRwGjCA32pLceehQ04ZHqdJbrDLx0Qk0HY2\n9QcX5ukNeJhLNOCELcbK0n0dYKjLx71jvVUP5pGQn9uHogwEfS0zVc3oJNvcFEk6xE+uLJV0+dtt\nyH3h0kIh0F7ng4V1BoJeMoaFacuWzYmvXFtmuYID/+dn25/cRnw6X94/uilpv3fn1nnQRa1kWyRY\n52LcLhThuIeu1PCJH9o+wDuza1ze4H5/4TFdeHjvKHwfO4fwaioDQR+zja7DDiBxJni/cmCU+WSW\nV65WN196VIV/+Vce4Y/fvcSbc+uYEm4bbh7cfXKivy7b2xfwoAi4bai71MMDTs/IoYFwlRtub8BT\nZ9pUiZOLsZJMb9owq/p/tgL9AW/JWA8cqlSv3+Pa9PrhwjpHBquPx4WVRHUyZItxsD/clFq0WVxd\nT7eV0QcnCXMTjRHoGUPtvhMrfhZz5Q1s02BHahI7ur1uXStxzjGyKsBceqlO6lEa5SqqEApmLsXa\n1Q/onrjV2Uf8LGp4P9g5zOVX2Q1sD2zH27WroeqcPvBQx/9XlTmTlcZa/wCt+6oSx3wAACAASURB\nVLaqdXyqxm3hXt6Lr3CAzieEQguVJC+LkPlltP6HnKZS1YsVPwd2FnPppdI6tZr/7cJKXMROXyn8\nfhaRnUMaMbTe+zGT5ysGIUtKOVrf/R1RiIS3vyBR+hpC78HJH5cTFXZ2oWFWXw0fwM5u3rhOH3io\n1ODdCN+4/a6O9/tf3RcPAt8WQkicGPq/SimfK5jLSinlv5NS/kAI8TkhxEUcec0NN9JuBZrVc78m\nhPg94EfAO5R5QbuBh3F08P9us5034Q27irpKKX8X+N0WY3ZQlLVcKF80toS5RLZx0O6CvGXXr18Z\nuC3HHSWPws3/kR3ume+IV2cg6OXWAg2heAPa2d1FzrSQtB9QN5KeDHs1DvVHkJSVI+4f35hZRTHI\n39MB138tW92gWmk+9NSpKfoC3tL+Xi8o64yF/Zi2rAryO8GV9RQXVpI8tmuQJw6O8fpUtWLPejZP\n1Ofh1qEIAV2re3+mMNFqZDZWG+RPx50KyhvTq6VsrFdVMGybLo9OvFAZuHO4m12F/3Utk+fMcpz1\nrFFq/B0J+W4G+o1QrNwoAnYNsXcoypf2jfC7r5xtuMlo2M9yKlengNMIb82sMhENOM3uh8bIGA5V\nLZU3saTkx5cXGenu4ivdXcwmMk2bXCNenX6X90dDgVJD3yM7BkpGanPJLFGfXgr0A7pacsZuhJl4\nhgN9YVRFYNrS1UhuM/DrjpRsMXWymMqRM23XQH+lIis+n3S+q5lE5oYHwGsZAzooInR5NA70hYjn\nzNJ1X0SihYNuJVIdrPvLhh0P/CWEbwQhVChQdN75yU8YPPggEc2ZCBd17YGqIL8IOzOL4i8nhqzE\nmar3I2MHsfIZbMtEUTXszDTCN4ziiTj8fyOGll9BsJNKskDaMklbJn0eHznbQhcbl58W3n6ULvdA\nPqJ72BeM8NLKHA+2qS9fRG2QD6B07S6p4AjFC3Z9/CKzS4gmuvNFWMlLBdWhQq9EvppuJw1nMm2u\nvFZaVpx4WamryNyik8mvQLHnohbC69zTtKjjNq73P4idX0dEDmHFTpa3sRonna34GYQewc46yW6Z\nX3MmdUDetlCF4lrtc4Pi6UYZfLSKYnQ9IKW8jMONr13+BzV//0/XdSAdoGGgL6X8Xwqdvl8Dvo7D\nC8oAZ4A/uI6NB+1jMOIE4dBSiaMKs6vQzJq+mLkL+8tBSQvEc0ZJLq7Y1HffWC+jIT+yw37jg/3h\nqoayPz87g5TwlQOjvD69gioEX9tgo1oRXz0wyo8vL3JxNcntTQxzKnHPaA9vuRh3FbGcztUF9NPx\nTNsXqhu2R4NcqMiWFo9tEbUyfZXvf/fcLLcNRQl7NV6uyOq+cm0J0aCpMeTRef7SAhORAF89MMrb\nM6vkLZtj2/pQhCjRwrQKI49uv4f7x/uwbMk3CwpGwyE/n98z3J7i/S8rPBroGhdWknzrzHQVpaoS\n+3q7ODIUxbLlht2H/brKF/YOu16LI6HmyhCVzalV46qg8vQWpFmLE70zywnOryT5lf0j9AdaK+XE\nco7iTVFh5EagNhiuxemlOCcLWfbFVI6lVK5kCHgjcHk9xZ0jndGFil4gmzX2ugl3OJllAKX0+50P\nP0Jo+2fq1+25152TXgEredl1+dRb32bs7l9BUatDFC16xOFo14iIvRtbJmEaSEBBIJEIBLuCIUZ9\nnUu1Kp5ujMUXQUr0wUc63r4tCM0xeTIqNPW1kKNEZFUniaz4SRT/ELYRQwi9qgEWwFh8EcU3VDXJ\nUkN7MJdfbfjxWs89jktvcf3gBLYWxFov+zqp3XchzUQpaC9//ziTvRooHmdypEWPYOdXsdbebXYE\n0PqOYi6+iJVzAn3hG+bllXn2d0XQhMLJxCog+GRv+3KbWt8Dba/7y4KmHH0p5aqU8t9LKX9NSvlp\nKeWvSCl/56MQ5N/xqcOOjKaigKJwx0g3Xz80VnrdORylL9Cgca5ZkA9OpvHAWNtBPjjBQmV2XFcc\nzWlVEQUVnva17yuzECvpHF/eN8KxbeUA1pKSb52Z3pTEpqYoPL5rqK0g37Bs3pldbRrkN8Ku7iCf\n3u1+kR5ukxJV2fRci0aGYuCYYr0/v14K8os0Kls6x7BWUQWcycrn9wzz5KFxNEVBCMGD2wfQFCc7\n1Oy7VBVRkkV9fNdgSV//JlwQ9jtSmTiP7B3RILfX0GfuGI5yx3CUc4WJnqqIKoO6VriwUm1KU7wW\ntwLDNW7KbsY6lpR888yMazXADR8WqpPuajtlbJTWc3sFx/4zDa5JgId3DPC987OlIL8ISXPzreuB\nYpXkRuJGufN+HHEhlXQCPDsHtokQKoqqQsUEVfE7IguNgnwrXlY1Ubt2uK4TGt7D1FtlHyBr7e3S\n70IoCKFWXXO9Hl9pCm8XpvM2kgsdOopXQh94GLW7LnELwLAvwJ5g5/LJ+uCjjlKNdwCkiVC9KH6n\nKmBn5zEXX6gL8ouw0tMoeqQuyAdAWiVDMgA1eptjzqXXVyWUrt0ITw/m6lsogQms+JnSS2hBlNB+\ntJ570QcfRfFESz0XAObii5iLL9YF+eeTMV5fW2Au61TEHRpNOcg3ll7BDXbqMmrP3c64AttIBfZg\nI0laBh8mVrFxvscr6eYGY5Uo+jX8okEIsVcI8YIQ4mTh7yNCiH/YzrYf20hkR3eQI4ORUmB/aCDM\nX7l9Bz0FVYydPV2bV1AoKmxccOeQdXk09vR08cTBMY6O95ayXT5N4SsHOsu4v3ptmadOTTEVSzNY\nERj0BrwIIUoPn6hP51B/mIe3DxDaAoWIdmQ6JTARDfLkofGOdaYn11KOE6oL2uXkqkJUBSaJnNH2\nJGdHBTUh00BZpBJ7ersYDfu5e7QHW8oNmwNFfZ6mk5Bfavg9MFamnPk0hbdmVnl3rrqsvauni109\nXXXBfaNg/47haFXD7Fbw/QHX5ve5ZLbtc/Bns2uuajC1uBpLt3WOWlJidtDYW8Summu9mdJWt889\nSeJm4vVRxFcPVMvo7mxQlXFDxKfTvUlVs19UJC3nnBeqD6F6ydkWvff/FRRvBxTSWm11F1fZ3l13\no3ra12Cf8Hfh7bAaZhsxzPUPMBaOY2cXXDXzFU/jpODIBioFAIpvEFHIfNuZmVIWXujNE1/N3Gb1\nwUex4mV7Rmv9fezcMmCXj7coUKuSFxGebsch2FhDDR8ovYTqRw2MIfTyfbTy90bYEQhhScm5VAxb\nShRPTQLRzmHnqsdv59ewU1fATDoToNBeDGkT1nSGvNWTmcWNNj//YuHf46hfGgBSyg+Bv9jOhh/b\nQN+yZVXp/LGdg6QMc+seREI42vu7hqoNtypg2nbJVbOI+8d729ajr0QxJnx9eoUXmmSxDMvmwmqS\n45cWGgbQW4FYthxMe1SFvoCXH1yY25BkpF9T+axLBvHhFrxlcJROPrN7iBMVSjsnFmMcv7TYMvMJ\ncKhgWvWJbX11gY4bPrN7uM4ZdSPYaIPvLwV2lI/vsW29PL5rkB9fXmTJxdyqE7w7t87Z5XLmZyWd\nJ2u2Z6PeCm5uqrUZ7yIebEPBqhHa8XRI5k0SLnKUnaJZpaxW7rcSn909hPdjVq26tNbZ9fhIKwfm\nX1LcHqp+3i3kMpxWJzrahxqszuJrkSOu6w0febzqbys52XS/dhvaHZUQQkfmHJ8IK3YCO1NP97pU\nqAiYq+9gLL+2Zeoui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XsPA2ng8cqPArYk0L9PSvmbpb1K+ZwQ4p9LKf+6EOLn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Lht5PsUG0uB3f3UC6HLFHUQK70foeQA0fXH1A9aB4rpIrnJ7BzJxee71NhOIMozjDjQtBbT35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\n+ruFvvom5trH6EsvYqb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2jU7pkv8XeFUI8RPsBoDXAYQQO4DPfapyqkUGTVMEX9sx7Ab5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SrY/xp48nClW84bExzB+Ca8zYGeo5F5yShB3Nm4cq9DErxUzIaQ9wK9zSfxDfcQ8E0UhnDl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\nirIIUUNfURRFURRFURYh/w/f76q0JA06MAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x13d2eaef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = mpl.cm.cool\n",
"norm = mpl.colors.Normalize(vmin=0, vmax=20)\n",
"\n",
"cmap = plt.get_cmap('ocean_r', 10)\n",
"\n",
"fig = plt.figure(figsize = ([25/2.54, 10/2.54]), dpi=300)\n",
"\n",
"ax0 = fig.add_subplot(131)\n",
"g0 = ax0.imshow(g_auv, cmap=cmap, vmin=0, vmax=20)\n",
"ax0.set_title('Draft from AUV')\n",
"ax0.set_ylabel('Subset length (m)')\n",
"ax0.text(-0.15, 1.01,'A', ha='center', va='center', transform=ax0.transAxes, fontsize=12, weight='bold')\n",
"ax0.set_yticks(np.arange(0,350,50))\n",
"\n",
"ax1 = fig.add_subplot(132)\n",
"g1 = ax1.imshow(g_lidar, cmap=cmap, vmin=0, vmax=20)\n",
"ax1.set_title('Draft from LIDAR')\n",
"ax1.set_xlabel('Subset width (m)')\n",
"\n",
"\n",
"cbaxes1 = fig.add_axes([0.32, 0.18, 0.02, 0.66]) \n",
"cb1 = plt.colorbar(g1, cax=cbaxes1, cmap=cmap)\n",
"cb1.ax.set_ylabel('Draft (m)', rotation=90)\n",
"ax1.set_yticks([])\n",
"ax1.text(-0.1, 1.005,'B', ha='center', va='center', transform=ax1.transAxes, fontsize=12, weight='bold')\n",
"\n",
"cmap = plt.get_cmap('BrBG', 9)\n",
"norm = mpl.colors.Normalize(vmin=0, vmax=10)\n",
"\n",
"diff = g_lidar-g_auv\n",
"\n",
"ax2 = fig.add_subplot(133)\n",
"ax2.set_yticks([])\n",
"g2 = ax2.imshow(diff, cmap=cmap)\n",
"ax2.set_title('Difference in draft')\n",
"cbaxes2 = fig.add_axes([0.99, 0.18, 0.02, 0.66]) \n",
"cb2 = plt.colorbar(g2, cax=cbaxes2, cmap=cmap)\n",
"cb2.ax.set_ylabel('Draft difference (m)', rotation=90)\n",
"ax2.set_yticks([])\n",
"ax2.text(-0.1, 1.01,'C', ha='center', va='center', transform=ax2.transAxes, fontsize=12, weight='bold')\n",
"\n",
"\n",
"plt.tight_layout()\n",
"fig.subplots_adjust(wspace=0.4)\n",
"\n",
"\n",
"plt.savefig('draft_diffs.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Another new thesis figure is born!\n",
"In panel C here, 'blue' means that LiDAR-derived draft is deeper than AUV draft, and 'brown' means that AUV draft is deeper than LiDAR-derived draft. We pretty much see the snow dune pattern reflected here - pretty linear features where LiDAR draft is deeper. We also see the well documented 'keels are wider than ridges' feature. Ridge *peaks* provide deep, pointy, narrow keels from LiDAR - but AUV draft obs reveal broader keels. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Actually let's do some simple maths.\n",
"- what is the correlation between draft(AUV) and draft(LIDAR)\n",
"- what is the correlation between surface(LIDAR) and draft(AUV)\n",
"- what is the correlation between surface(LIDAR) and draft(LiDAR)"
]
},
{
"cell_type": "code",
"execution_count": 320,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"arr_s = np.shape(g_lidar)\n",
"\n",
"g_l_1d = np.reshape(g_lidar, (arr_s[0]*arr_s[1],1))\n",
"g_a_1d = np.reshape(g_auv, (arr_s[0]*arr_s[1],1))\n",
"g_e_1d = np.reshape(g_elev, (arr_s[0]*arr_s[1],1))\n",
"\n",
"this = np.where(~np.isnan(g_l_1d))\n",
"\n",
"g_l_1d = g_l_1d[this]\n",
"g_a_1d = g_a_1d[this]\n",
"g_e_1d = g_e_1d[this]\n",
"\n",
"df2 = pd.DataFrame(g_l_1d,columns=['d_l'])\n",
"df2['d_a'] = g_a_1d\n",
"df2['e'] = g_e_1d\n",
"\n",
"#nonparametric spearman's R\n",
"sprmn_r_ld_ad = df2['d_l'].corr(df2['d_a'], method='spearman')\n",
"sprmn_r_e_ad = df2['e'].corr(df2['d_a'], method='spearman')\n",
"sprmn_r_e_ld = df2['e'].corr(df2['d_l'], method='spearman')\n"
]
},
{
"cell_type": "code",
"execution_count": 323,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spearmans R for LiDAR draft -> AUV draft: 0.6917334385675696, LiDAR elevation -> AUV draft: 0.6917334392010526, and LiDAR elevation to LiDAR draft: 0.999999999999823\n"
]
}
],
"source": [
"print('Spearmans R for LiDAR draft -> AUV draft: {}, LiDAR elevation -> AUV draft: {},\\\n",
" and LiDAR elevation to LiDAR draft: {}'.format(sprmn_r_ld_ad, sprmn_r_e_ad, sprmn_r_e_ld))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"LiDAR and AUV draft are fairly highly correlated, which is a win. What's the correlation between draft and topography from SIPEX-II IS6? Better check..."
]
},
{
"cell_type": "code",
"execution_count": 327,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Spearmans R for in situ total freeboard and draft: -0.30206503700803733\n"
]
}
],
"source": [
"is6holes = np.genfromtxt('/Users/arcturus/Documents/PhD/is6_f11/auv_lidar/is6.csv', delimiter = ',')\n",
"is6zs = is6holes[:,4]\n",
"is6tf = is6holes[:,3] + is6holes[:,4]\n",
"is6fi = is6holes[:,3]\n",
"is6draft = is6holes[:,5]\n",
"\n",
"this = np.where(~np.isnan(is6draft))\n",
"\n",
"df3 = pd.DataFrame(is6draft[this], columns=['draft'])\n",
"df3['tf'] = is6tf[this]\n",
"sprmn_r_tf_d = df3['tf'].corr(df3['draft'], method='spearman')\n",
"print('Spearmans R for in situ total freeboard and draft: {}'.format(sprmn_r_tf_d))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So where the transect line shows a weak **negative** correlation between total freeboard and draft, a broader picture says well, actually, the correspondence between surface and under-ice world is relatively strong. This really points to the sampling bias of existing drill holes. Hmm."
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"## Segmenting by roughness\n",
"\n",
"What are useful analyses here. I'm not sure. There are not enough data to say anything really. There are two ridge systems reasonable well represented, so I could look at relative area of 'smooth' ice for top and bottom surfaces in 3D. Surely there is literature about it from drill holes too. But what will we find here? Probably the same as Doble et al. (2011), or reinforcing ch2's finding that it's not all that precise."
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#call in a friendly neighbourhood generator..."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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