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@willirath
Created March 31, 2021 04:46
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Fixing the ORCA longitude for plotting with Cartopy
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fixing the ORCA longitude for plotting with Cartopy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Download some example data\n",
"\n",
"(Only necessary once.)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# !curl -O https://zenodo.org/record/3755721/files/FOCI1.14-TEST.2020.04.1_1m_20120101_20121231_grid_T.nc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Relevant imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import cartopy\n",
"import cmocean\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"import xarray as xr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Open dataset, add x,y coords, and extract single time step of SST"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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"</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 511</li><li><span class='xr-has-index'>x</span>: 722</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-eb2e26d0-18df-450e-8f3b-00c42671ee13' class='xr-array-in' type='checkbox' ><label for='section-eb2e26d0-18df-450e-8f3b-00c42671ee13' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><pre class='xr-array-data'>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-9ec59f1a-47b0-4b3d-b2c4-19296d933d78' class='xr-section-summary-in' type='checkbox' checked><label for='section-9ec59f1a-47b0-4b3d-b2c4-19296d933d78' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>nav_lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-77.010475 -77.010475 ... 49.995502</div><input id='attrs-437f0857-bcca-4402-93cf-a3c118cb818e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-437f0857-bcca-4402-93cf-a3c118cb818e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-273c0b42-8473-47db-83e4-d1ee8e46eb64' class='xr-var-data-in' type='checkbox'><label for='data-273c0b42-8473-47db-83e4-d1ee8e46eb64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><pre class='xr-var-data'>array([[-77.010475, -77.010475, -77.010475, ..., -77.010475, -77.010475,\n",
" -77.010475],\n",
" [-76.89761 , -76.89761 , -76.89761 , ..., -76.89761 , -76.89761 ,\n",
" -76.89761 ],\n",
" [-76.78378 , -76.78378 , -76.78378 , ..., -76.78378 , -76.78378 ,\n",
" -76.78378 ],\n",
" ...,\n",
" [ 49.988163, 49.988163, 50.064743, ..., 50.064743, 49.988163,\n",
" 49.988163],\n",
" [ 49.995502, 49.995502, 50.065956, ..., 50.065956, 49.995502,\n",
" 49.995502],\n",
" [ 49.995502, 49.995502, 50.065956, ..., 50.065956, 49.995502,\n",
" 49.995502]], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>nav_lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>72.75 73.25 ... 73.000015 72.999985</div><input id='attrs-915c3e6f-2241-4da4-ab5c-287fc0cb06bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-915c3e6f-2241-4da4-ab5c-287fc0cb06bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f94c257-61a4-4cc8-8f0f-853cb88dc651' class='xr-var-data-in' type='checkbox'><label for='data-2f94c257-61a4-4cc8-8f0f-853cb88dc651' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><pre class='xr-var-data'>array([[72.75 , 73.25 , 73.75 , ..., 72.25 , 72.75 ,\n",
" 73.25 ],\n",
" [72.75 , 73.25 , 73.75 , ..., 72.25 , 72.75 ,\n",
" 73.25 ],\n",
" [72.75 , 73.25 , 73.75 , ..., 72.25 , 72.75 ,\n",
" 73.25 ],\n",
" ...,\n",
" [72.99536 , 73.00464 , 73.03129 , ..., 72.96871 , 72.99536 ,\n",
" 73.00464 ],\n",
" [72.999985, 73.000015, 73.00986 , ..., 72.99014 , 72.999985,\n",
" 73.000015],\n",
" [73.000015, 72.999985, 72.99014 , ..., 73.00986 , 73.000015,\n",
" 72.999985]], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 717 718 719 720 721</div><input id='attrs-4035310b-f292-45e9-b344-f825a1a31cf2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4035310b-f292-45e9-b344-f825a1a31cf2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9d66100-efa5-42b8-8402-190e26c25894' class='xr-var-data-in' type='checkbox'><label for='data-b9d66100-efa5-42b8-8402-190e26c25894' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, ..., 719, 720, 721])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 506 507 508 509 510</div><input id='attrs-3b3a9d07-d76f-4496-a6f2-48fc6748d805' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b3a9d07-d76f-4496-a6f2-48fc6748d805' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-901ee1be-6519-4b51-bac4-70b8a262aa50' class='xr-var-data-in' type='checkbox'><label for='data-901ee1be-6519-4b51-bac4-70b8a262aa50' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([ 0, 1, 2, ..., 508, 509, 510])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-99dae63a-0b2c-465e-a0be-0f8e4048cadb' class='xr-section-summary-in' type='checkbox' checked><label for='section-99dae63a-0b2c-465e-a0be-0f8e4048cadb' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>long_name :</span></dt><dd>sea surface temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>online_operation :</span></dt><dd>average</dd><dt><span>interval_operation :</span></dt><dd>1800 s</dd><dt><span>interval_write :</span></dt><dd>1 month</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1800 s)</dd></dl></div></li></ul></div></div>"
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" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\n",
"Coordinates:\n",
" nav_lat (y, x) float32 -77.010475 -77.010475 ... 49.995502 49.995502\n",
" nav_lon (y, x) float32 72.75 73.25 73.75 ... 73.00986 73.000015 72.999985\n",
" * x (x) int64 0 1 2 3 4 5 6 7 8 ... 713 714 715 716 717 718 719 720 721\n",
" * y (y) int64 0 1 2 3 4 5 6 7 8 ... 502 503 504 505 506 507 508 509 510\n",
"Attributes:\n",
" standard_name: sea_surface_temperature\n",
" long_name: sea surface temperature\n",
" units: degC\n",
" online_operation: average\n",
" interval_operation: 1800 s\n",
" interval_write: 1 month\n",
" cell_methods: time: mean (interval: 1800 s)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds = xr.open_dataset(\n",
" \"FOCI1.14-TEST.2020.04.1_1m_20120101_20121231_grid_T.nc\",\n",
").isel(\n",
" time_counter=-1, drop=True\n",
")\n",
"\n",
"ds.coords[\"x\"] = range(ds.dims[\"x\"])\n",
"ds.coords[\"y\"] = range(ds.dims[\"y\"])\n",
"\n",
"sst = ds.sosstsst.rename(\"sst\")\n",
"sst = sst.where(sst != 0)\n",
"\n",
"display(sst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get rid of discontinuity on lon grid"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f219e656490>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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UrY2sHAMyWC/6Fv8QLj+m3KquK8r4RtYbBNMt2xpkXA2Oy3rFAz3roe2d4oFdbmflehbWyyW0lT9KKvtKF2k2uO5AFOJ1auVHYhdW/bi2Hz9LokxGmbRMQtKrJd0h6Yao7ecl/W9J14fl26N9l0m6WdJNkp62mHeXzkZZHiVt7qa2GlLjzmkbl9F2XFtco3gdWhuDY2rCkQfBKF1VcXt/dygq5Tn5QDhGH6Cl9TEQiLxPFtIxgYr7KtvaidqLiEcuG/y6yLNhXGNgRTTEQuK038J1MtwetMcWRkMsJMUCmSb+0W5FtLuq4v2TYhvQnEVVrtetjfp6KQzFw2cY7+ipdIExiHWU+8fXqbTBKPOB+yrEPYwQQFdWWH5mhWsrqHjskqqvw9ByKdfLNN5BW2yFVCyCKNV3cN6oJVJPBwaq14ndWLELa8FZWHOOebwW+G/A62rtv2Fmv1a575SFYxfJRopHSYpwjHM7FedNDoTX900rGpZbxVVVBMRDtlXfqvGP3bySnltaHnXro6ciaP6axzw19GMoFmXMoxeEo/xjzPd3Ky6scsxHOd6jHHk+CKbDIBZSN2WnSe1NFZBpaRKOccUJi/XZ3FTxvkbrI7iqemIYFM+G7qrCGsmCODEQjkzF/0H8iRRWhxWDBaVCJAYxjxysB6ah68pCSZJ+GSTfKgLt7IUsqsKNRd7H+sWDOnZftcVDoDnuMdjXJCLjRCbcZ6KALBDNcZCgmb1b0tmJhy+lcGwXNs5tNWkk6byFo8lFNWzvdxaO0lVVXCvsq1gkFt27OVDe/t5LN1U+EIuKO6vWVrqjhu6lZjdWcdxkN1a83eTGGvaTkX1Nrqm2Cr5NjHNfTToudczGtMJRuqp6KsS0tDgq7qrI6sg6PLwGriuGLqyKK6vSpur+4C6K3U2xGyvVlaVe1YUVu7IGNLiyxrqxAqtwYXVwW50m6bpouSTxFi+Q9OHg1joltJ0BfC46prFw7DLZOPFoIo+ymkpShaMS+0gMiLdlUqUIh0XCUcY04qyrYbwjHzyQ29xWJeVgwaKPZb/6lbZJAlKKwuDzqcU0imsOYxPTCEhTXKNRXBqOaxKXSYLRZHXU93Ud7FdebyTratwSxCCL3FbFtWN3VXkPBq9NwXIIIm4w+EhqriuyoVjEQmK9EAOpC0ztwT4QkNA2GOFdCkh5bGgDqvGQ6HWSQLTuXxEKLsWUBbjTzC6IlisSbvEK4BHA+cDtwK+Xt244tsNPx/mzMW6rthhG4+C/McLRdbwGMGJtlMe2WRtF26irCijiGmEsh/WtMkCwTNcdpudWR5XH6yVl3KPo01AYyu18bzeUbO8PsrLi+AdATpHGq0z094cFFFPjIDFxSm9THKR0SzVlYU2Tllun6UEfb1ePGRWOJjdV+TopvtEmHHGAfDiuQ+2B8sj6qBshuQ198qWIKCtcV5AP3Vfsg2UgG7qq8v1ivUfhwopjIFvbg7RdGJYkGU4eFe5J89iQ+jGN7S1urEq6bVMcZZDpVaYALi7uIRabbWVmXxjcS/p94C1hcy6FY+fJobA8YFRcoNniGNk3R+EYXrvZVZX3rWJxlHGO0l0V963cLpsnua+ee/07o8+innHWH1gf5XbdpVW0V91IdRfWcN/w2k2WQ6oFYqP/LaPXSnBdNcUwJh/bPn6j6bpNM//F2+OEIw6QV8ZyRMHy0mUFjLitGgcJ1l9LK2JwUtVVVbYN19VogQxcWOVlYjcWzN8KSdjXxqRJqKahDJjPI9uq8fpFpfGSZwJlJtY1wMWSjpF0DimFYxfMxlgeqbSJwqItjuFxza6qkf3htd6P0uoos6xgsnD0JPpmNSHoY3k23M76laBntcBcr2IZ5DmVTKfcrGKBFFYCkBVWRJ5b5VfKuEysOrEFUmyH42cInNeFYHS7u6uqXG+zNur3qojFoK10XTX0OQTK42Bt6ts3KzKrBh/mcM7hwvogL7KuyuPLDKy8SImIM6vIGgYHltcK2/EYi8F6rQCj6uNCmqyMwT3H7FsB8wqYS3oDxayqp0m6FXgJ8ERJ51N8xLcAPwrMXDh2EWy0eNRjHU0ptsVx6YFxqIpG8dpvPm6Cq2ooFha5o6oCU7qv4liHNbisYNQKiR9C9dHmGWB5VSzK9nJ78JlkITZSFi1pGCA4zoU1EJCsWseqFJDK/0XNfVVvnyfj6lXV21JTceP1uniU4zmAinDE7qrY6hi6rep9ahaOHOjFrwYyEEamIAqKhKJM1QUotQUg28Ly/WQBGbiwor5U9ofX6iDABAFpcD+N7CvPaZvZcM4osgBnxcye3dD8qjHHz61w7DzYSLfVpIyrwXEtcZI2i6P52MnCUQ9814WjGoOpuquKa1nF6qjTt7SsqzggHrcN30e/ElAfOa+WgZXX3FXD49uD6M3HzO6+6ko91tHmrqrs62Bx1KkcHwXIgYq7qhT5gTsrFpeGTKu2oHn9v8XigHkloyobZGMN2uP1rCELq8mF1RJIH2RjUXMjpbqwEl1U9esuDqFe2rLpbLTlAe1Wx7hZ/MadVy8xMrhPJAD1GMewrVk4yjhH3q/2qbhuIRyxyAwHBo66rJrGeTRRDhAsfskNXQ3115K4vfh8LPz0iEqQBOujdEOVLiygNhhw6KqqB9DHUQ+cp7iu2lxPXc6BZldFk+UyMUgeuavi62YNYjXuF27GqEVSJykVR1nx/xjcV4VZER7AVlop+fDYuChZbIHEwWsYDVyX7qqsVxlUOI0FMs4yWTQS9HZWn/W1DmyUeKRaHG3njROOrq6qYft4iyMWjtEgeZyaW8ZFumfn9VQVFSvN/LxPOTd13JbDcAKg6JzyNac3nG0wCEf5ey8WkHJ/hornThQvicUijn8AjdlXi6RudVTbmi2MrQahqB83Tjiy+nY9WD6wQBiUIokHCKYyGCxYDCkvBv+pJhIQxTwit1a2VYhFNAAvjo0UHazFQIgFpXjAi/D9mUJAKrSJxTJFRBwKqyKFjXRbwfgU3aYg+eCYMfGRLhbHpOA4DB+8sXDE5UniAYHFcWWgvJ6i25ymG9OTeO7176y4qUY/n2pAvfLaH243DSCMqWdglYMI6++7uF7amI15uq6a03PHu6vaaBONFOoB8zLWEa8vpIJrPMZj0JmGTKzAwH3VsG94ymQX1sh92rKw6tetHJvqvlqQdSCR9dKWTWdjxSOVtiB63JbnsYC0Z1XF58VuqDqxC6puUQz8/1F8w/rW2D8YPzgwhXjEedxWf22LlQCV+Ef9wd8W/6jvy5tEaMZR5XVSH+pN7qo2q6O+r942zuqoHN+S3FBcK93aMLNiVHkZZzIGJdoL66P2Jx9lXzWl81ZiJGPiH8Xh2ehDOxKLOObRlsZbbWsXADXENpY12rws8jhp2XQ2ym3VRtODtzHDqiFAPm067uDaie6qsk/1AHolaN4fX0E3+fOIRpb3sqHbqjIwMMq8guEfe5yCWabg1mMVg1jGmPhHnO5bqV3VkLo7yXU1S5HEJktj3Hq9BlZqnAMYtTLCdhYJVHW92ud48qcULYkHDJaUgfMi28qGWVQhhmE5A7dWJcMKGGhPSwZWpf5UtK/NpdVUNn3EfcWEGMeS4x4Sh8KqSGHjxKPiZmoa/DchT3ycu6p+fl2URl1Y7ZlV9ThHefxwn42IWf3Xeeo4j0ofo6B3uQ2jv+QGufm14+o0pe9W5iSvBcJHRo5Hx49L3R19H7OPNi9pinVA1V2VYmmMI35fTVZHvL9pvcl91cWjZRSfb+U6ElG+bTUYTg4WYhwpPsM4gN5Y0HAYN4m3x8Y/YC0Eo47HPAo2TjzaqD/Y621NotA0eVO5P3ZVpYzliMkjkSj7Ex9fXjMfCMswYF6vY1UXkEk1rqqfSbtAFJbF0PqoZ1vV30/G8I+qkn0VZVi1ZV+V++vWR536gMFxpLqomo4fZ3WME5HOQfIGqyMOlA8ysQbHNPd93Fs1ggurIhrBaggfaLw+sD7K7dqHPtb6gKqAwDBgXpYPgZEAenncOJFosj4ay5YsGEmebRXYeMfcREukxcJIud7ovqoFEdOWltuUPRWP5YjvVxWNdHOj/qu1yYoYGfMyJtuqqXQJDGMfMWXwvHqt+r3Hxz5mZZzbqev5bdtdxSqmbm1VBWm6a7Z9Sysfbz2+UX+N4xuDtjKA3bC/pK2MSeXWDfGP8rr149egIOIAFZZyyrLpbLx4tDGt1dF0bqN1UXNXNfdhGCSvWyn1elZN1AVk3OEjVkcU96gHxuNj8il+zY0LntdnEhyXedU2k2DTbITzYNy4jnFjOuptcXtsTZTbMLQ66oHySYFxicrAwHGHVz4zI6pzpUgkNCocTcHeevZV/V5xAD0mLsVeXrtBLAbHrj0i62VJy6az+e8wkaYgedE+3UDApuu3Bcmr1xhNz7WQogujo8nrbqxJxAUSK/1ryLaKt8fN+zEudTcunjiOuvVR2U7MsJp0j5KmFN3mfd2yqkba49hFLXBeP3bE+ohGk8fr0xB/LLFlN5KO25R51ZRd1ZB9VSEegV5Spu9WDhtvfZTnDY9ZA6ERPsI8cGhiHk1MU8YkNS13XJC8vt4UG2lKz62LxqyUAwMb98XjQKb8Q22KXQxiH2HgYNdrdIl7xIxzK408+BNGrbeVIGnaVxk9PohpqDVQHp/eJhrjvCJNWVatRMHxkbYuKIp/RH5JZVllBDowFIemYHpTqfU1QvKAecmhszxGHvITJohq3Y7cWsO20VpVg/vmVWGIzxnt42jcoIt1Me3Yj/p4j8H9W+pdxeul9QHNsY/iuIa2lmPT+ju/MR/jxKUeKE85p6kMSeyySu1XzDTWR/kRlXN7FOvBdRUz4m7KqtYHjLc+GjtcH/PRG4llJFkf9Ws1XHeZuNuq4FBYHhOFoOaySol1DNuag+QpYzqGqbmRlTIywn00rhGPLB+2pz9IK+Wy+0U5kl42mnUV/6HX612V55brw+PqlsJo5tVwX/WZFZcnWQRNMwa2Mc5F1dQ2TcA8np+j/mO2LEkybyrfkjibyvrV0iP1rIY4lbcJiZHsq3IiqTbroyF1t1ivZU61ZVitAEn0tjdfGFI4FOLRxCRBadtXL7Me0xYYH71e5M9vjI9Y475ZR5OX83o09qkhDbdJHFIoiybW5/2IqY/faBrPMetYjlnSdUvGTVHb1N40KLBpkODAImm6fr1y7oxCMu5b0zqOI07bBbD+aFov9dTdBhqEYJC6O7jV6GDBVJYuJgIdAqsihUMjHl2/YHVfa5vVMdo2mnmVUswwbxEMaC65PquQtGFh4Fa1rV/WWwWqf+xlMcWSuGhinXjSqIkVdBsGDM67SGI9WA6T4x3Dc8dbGyOl01sGAdavOUnv2kqw1zGDXNAk+7mFYpVxY2w5NIqJhnm+E6yQVgtmREhqsQ9GhWQd4x4+wrzgwEtoswXQMhp6QoA8HxnrkI9YHU3XbMqwil1Wg+Nqo8lHZhKsZVlB06jyerZV2lweTYwby5F63qQ/7La03eG1RtNtG+NAM8Q3xpESyxjnmprFbdWLrJBWQZlxZHlJbg2fcxzLqNygOp5jOM5Do8c0jPsYuVY986qBeN6PAZPqQ60i40o+n0fJgRePWZg0aLDtnCbrojx33LiO5H6NiXeMY+pAeVOF3THVd+fFvFNwp6XLg39S1lY9rbYeKK/PQ95uhUwZIO96Qn2MR9O+2nF1sWka99F6TWhM2206JqltySi4rVKWTWdj3Vapbqpmd9RklxWMt2SaRpPXzxnOARIHypvcVs33aGrvqlttJUfifeVrvZDioFhiLTYymLM8o9XN1F6CZDTgnhL3aKuBNcso8rYAe4q1Ecc3yu2m9SbaRGOSltSrkBRt1caxabzBdTU2MJ6Cmt1fjYFzGHFnNcZAupQfqQfj54nwgHlgY8WjCynjPZoGBcL49NzqPaIJnSI3V1vwfFjLqvo6K+NmFuwNhKJhBHFTtlVeFY369ug1bGSyqMG+WqXdSUw7p/k8gujzuG7T+XE9qxRS4x91jIYiifH+hgmf6JdB8mJMSP2YSuA8/q4O3FqMPPwrsw6OYZ3iHgojzJ0luK0k9SR9UNJbwvapkq6V9Inwekp07GWSbpZ0k6SnzXrvcXN01JkU75h0fmSWLIQAACAASURBVLEvTUgm0RbviJnHIME602a8jL3mmLnOp77mjD8qZ33Q16817fVS3VKzPqvaPvrB1yth1KU1ubDmTGPco+s1Fj2nh3yEeckyJPSngI9F25cC7zCzc4F3hG0knQdcDDwSuAj4HUkzfxO6CkDa+e0FEEuaxnZA1X/fZHVM6ltbOZJp3FXt+5abR98mBosokljSlmk1KSjeZWAgVMdwVAYN1upfTWKW8iQlTV/XkaD5PLLZ2gomwrBg4qwD/VZansRjHrBg8ZB0JvAdwCuj5mcAV4b1K4HvitrfaGZHzezTwM3AY1PuM83DrkuwfFxso63s+ui1R8uRDNbHxDtgvOtqGgukrb5Vpb+1KrpxW9N6fQrbFGujXigxbm/NzlqgoJTMwzKpzxaYtYhF2w/USQH1cTR9RkmfWlNQvKn+VXxMfXuc5TCNQDTNGNh2j6UIipjXTIKSXi3pDkk3RG1L88zMyqLl8TeBn6GaBPIQM7sdILw+OLSfAXwuOu7W0FZB0iWSrpN03Z333Df3DtdHlQ/aW9xYi2JYCJHK6zzplJKbUIU35ZqbwCzpuaumFJauYlKd41zNxzXdr63abnlqr00gWoSga/ucKWYSnFt5ktdSeFliluqZmYWFBcwlPR24w8zeL+mJKac0tI18x83sCuAKgMec87DF/wztQH1sR0nKIMGm41OD5POYx3wZ8z9XSpU0BM3XiS6lTKBboHvSNcrnzqzXtEqtkCG5jS+sODNlttOkr2VbBtUis6VmRSLbmc9j08zeLensWvMzgCeG9SuBdwEvIvLMAJ+WVHpm3tP1vpJ+K+Gwu83s58YdsMhsqwuB75T07cCxwMmS/hD4gqTTzex2SacDd4TjbwXOis4/E7htgf0bS5uVUR/k135+cy2rOMuqPj95uZ7KIkaZj0vdne56k0uVFMcBWbeMq1mZZDmkWBcjZds12v+291ONjZSvyxPUcqQ5EhrUIinqXHUmLlcST2fbENBqTdk9ECjJJRU4TdJ10fYV4cfvOCqeGUmxZ+bvo+MaPTOJPAP4zxOOuRRYjXiY2WXAZQDB8vgPZvb9kn4VeA7wsvD65nDKNcDrJb0ceBhwLvDeRfUPykF9E8ZqLMBVlTon+jIYpODWpqQ9LNTrUc1CU0mStsmeKnGPBYhlaV3kNJcoaWJQ56ptbvMsK1J2YXI5kyZCvaxxojFLnauloE4ZXXea2QXzu/MI0/56/A0zu3LcAXGspY1VpAS8DHiqpE8ATw3bmNmNwFXAR4G3Ac83m+YnUHfyGeIZTaPKu7qputBUUXdepJReb1sfV6J9VsoA+qJKlEwiNduqcs6Y2lZdM61WQsv0s9YUvxiXulsPrLdRn2GwfpleQ4bWChBadLbVF4JHhkV5ZszsN8P1L6zvK9vKY8axFPEws3eZ2dPD+hfN7Mlmdm54/efouMvN7BFm9nVm9hfL6FsK40qSVI5riHfA5JpaTVTnK29+TT1/GioWUYKAAJWMq7R7TBaFRabrHkRKremiOZ2C5OvIjGM/5oogy7KkZUquofDIwKhn5mJJx0g6h/l4Zn47sa2RQzHC3PI8xB+WmC0VFUIctlmry6pybkU45jvCvAtt8Y8875M1lClZV8aVGpn2egc122oZmLLm0eZ1wvdGsDYjyFOY1xgOSW+gCI6fJulW4CUUnpirJD0P+CzwLCg8M5JKz8w+M3hmJD0e+CbgQZJ+Otp1MulezsMhHqmUabrjRKZeETf52rXBgXU3V1MxxHm6psbN5ZGC9WfPyBrUvCo6NNO1piE1+D1NptXaup8CgxhIqG0V17gyGzrUW+f3qFOfvrY6q9cce75eSCLbnlu21bNbdj255fjLgcvncOsd4ESK5/9JUfvdwPekXsTFY8XkNcvksNA0X8dBZBnWx7w/p3JelPjbZhKqBMlD/CsWkzLgHf9oaimC2Mik2QgPAtKBHz1uZn8D/I2k15rZZwAkZcCJZnZ36nUO9qewBsyrntU8WEftmSbIPe9aWMukPrIc0h/+9VLuyyBvKmII1aBKagn2FBLm9yhrXKmpjMmq2azyJL8s6WRJJ1C4w26S9B9TTz4Q73BVtFXSHUe9BPthZHTUuU1VVmTVAtI1rlH3xNXHfGS12lkpohI/g6atojs18yiG2DRB1LwI4tJh3MWcbju3Eear5rxgaXwX8Fbgq4EfSD35QLzDVTCNJdGWabXIh+AqAul1mjKs1jpXP4FZ3VF1YWgSlur2AUjfnYGZrJU1Qppfbas1YFvSNoV4vNnM9uiQlHdoYx6LdjPVM63Key5yDEjJKuyepqyrRWdi5bltRMbTBryFKmUcpMM3Ub3e0qs5T8Ucy5OsAb8H3AJ8CHi3pK+hCJonsTGfQio2lSsqn9kdVQ+GF+nD7cHy+jzlze3NxywK6w/FIM/7ZFQL2A0mg5oiK6vIxBJdS71ZbkubO2Fe6bnjRpdX3FTRcbExso5iM5gcKg6Id61RVf5aX3Or9YBYFRMxs98C4jpXn5H0pNTzD514rAMjQlITpTaxWAbxVLMpzL0WVsgEWvQ5Xect3wQLZ54MxaL2oN+EjKoxSCJbQhHRZSHpOygq9R4bNf9iyrkuHlMyLxdU/RrjZw8cHTw4D1LmMU859rBx6ASlSRjiOlidL5cdyNjYAcmkmoik3wWOB55EMefS99Bh1PpmfApzIHWE66RqurP1oe66SrNApnFfjZsQatIcHfP6g19V6ZGmWQS7nb9Zlkhrum7bdv3zmyUY3jUdd9U/XDYrVfebzOwHgS+Z2S8Aj6daP2ssbnkwe/C8rabVoljH8RzTYrktdV6PTXroL4r6KPPkUecdrzs1WW+F8310Ksm+7hwJr/dJehjwReCc1JMPvXjkM34JN2VUeH1CqMI9ldW2F/Orb9kCsghWUG1lInEJkjpmVonCxyVKgNF5PeYVy5jTdQqX1/IFRNlGZVu9RdIDgV8FPkDhgHzl+FOGbMynMA2LSNfNl5SOexCxtqntDjgHZVxGXUzq20WJktiFpfGFDVPIMqi7hBPm9VhnNsXyMLOXhtU3SXoLcKyZ3ZV6/mZ8CnNm+rk9mv/QVmWdzHrbRfyyW9WcHJOY1p3VVEbkoIjJ0tikz0NCWS9pWXckHS/pP0n6/TC97YPD9OFJuHgsmFWX2BhH03wcy7nv+n4mB526oTCyXT9+ob2J2JAR5sAwyD9pWX9eAxylCJRDMeHUL6WevEH/o/Nhnq6spkGFmxIjSaUtM2udBGSeRQibrrWO8ZCFMm+hWKsHscKshwnL+vMIM/sVYA/AzI7Qwa98qGMedebppmlyYa06FtLTZmVqrRvZAQn6l3N7LJRNHSzYbQ7zdWdX0nEEA1TSIygskSQ2TjzyObte5mWJNF1n1WKyLOZZgyrPjd4cf8ovOnV3HeIfOR2mh5sjc0vNhebA+yqQYGtn1b2YFy8B3gacJemPgAuBH0o9eePEw3GcFbCplkYNbdA4DzO7VtIHgMdRuKt+yszuLPdLeqSZ3dh2vovHGBaZR374Yh8HfyxHV5rcWOtgiSyK+Q4CHLUy1Outfq5zsWYxmNkwsy8Cf96y+w+Ax7Sd6+JxyFnE4L+4+u5BxEehJ5Bl1eloDw3aKPGYwNg/BBePFhY5G2CTRXNY4h/O4llVjAM4FO6rTXFbJTD2oeTi4RxaFmlhrFt67jRl6ydec54B8RrK1nRyKGVzDZhLugW4B+gD+2Z2gaRTgf8BnE0xWdP3mtmX5nbTOXFoJHQerNPYhHVnkaW2p5kPfR1wd9gGEFJ1U5YOPMnMzjezC8L2pcA7zOxc4B1hexXsjtvp4rEGNAXP12FucseZyCaNHE9iKYMEnwFcGdavpJhjfO5IulDSCWH9+yW9PExFC4CZPW7c+Yftf95ZAAdxQh9nCg6dUDRQZlullSc5TdJ10XJJwxUN+EtJ74/2P8TMbgcIrw9e0Lt5BUU59kcBPwN8Bnhd6ske83CciC13La0PWbaGlXfVJZPwzsgV1caFZnabpAcD10r6+Gz968S+mZmkZwD/1cxeJek5qSe7eCSyyOwrx3EOEHPMtjKz28LrHZKuBh4LfEHS6WZ2u6TTgTvmdsMq90i6DPgB4P+U1AO2U092O9RxHCcVZWhrJ2mZeCnpBEknlevAtwI3ANcApQXwHODNC3o3/5ailtVzzezzwBkUE0Ml4ZbHDMxjlPgiJqRynKUyl0mjeutRu2oSYp6Wx0OAq0MK9RbwejN7m6T3AVdJeh7wWeBZ87phjJl9XtKbgHND053A1annu3g4juMkIjS3qrpm9ingUQ3tXwSePJebjEHSjwCXAKcCj6CwPH439d4uHo7jOKlsVm2r51PEWP4BwMw+EQL3Sbh4OI7jJLNRta2OmtluWXlA0hYdJpdcWMBc0rGS3ivpQ5JulPQLof1USddK+kR4PSU65zJJN0u6SdLTFtU3x3GcqZDQ1nbScgD4G0k/Cxwn6anAHwN/lnryIrOtjgLfYmaPAs4HLpL0OFqG3ks6D7gYeCRwEfA7IXXMcRxnfVCWtqw/lwL/BHwE+FHgrcDPpZ68MLeVFQWIvhI2t8NiFEPvnxjarwTeBbwotL/RzI4Cn5Z0M4U/7j3J99yQzKVNKbA7j3Lvltv6VRl0DjE6KMIwETPLJf0h8G4zu6nr+Qv9FCT1JF1PMcjlWjP7B9qH3p8BfC46/dbQVr/mJeVw/zvvuW+R3XccxxnBlCUt646k7wSup5iKFknnS7om9fyFvkMz65vZ+cCZwGMlff2Yw5t+Xo78BjezK8zsAjO74LSTjp9XVx3HcSYjNslt9RIK786XAczseooy8Eks5R2a2Zcp3FMXEYbeA9SG3t8KnBWddiZw2zL65ziOk4aKQZEpy/qzb2Z3TXvyIrOtHiTpgWH9OOApwMdpH3p/DXCxpGMknUMx6vG9i+qf4zhOVwyw3lbScgC4QdL3AT1J50r6beDvUk9e5Ds8HbgyZExlwFVm9hZJ76Fh6L2Z3SjpKuCjwD7wfDM7APUKHMc5NGhzAubATwAvpsiMfT3wduCXUk9eZLbVh4FHN7S3Dr03s8uByxfVJ8dxnJnZAPEIP+qvMbOnUAhIZw6EbeU4jrMebIblYWZ9SfdJesC0cQ8XD8dxnA4chDTcRO4HPiLpWuDestHMfjLlZBcPx3GcLmyOePx5WKbCxcNxHCcVbU5hRDO7cpbzXTwcx3E6sCluK0kfYXQg9l3AdcAvheSmVlw8HMdxktFc5zBfMX8B9CnSdKEoTCsKAXkt8G/Gnezi4TiOk0pZnmQzuNDMLoy2PyLpb83sQknfP+nkjfkUHMdxFo82qbbViZK+sdyQ9FjgxLC5P+lktzwcx3E6YNnGPDZ/GHi1pFIw7gF+WNIJwC9POnljPgXHcZyFs0HlSczsfcC/lPQAQKGAbclVk87fjE/BcRxnWcypqq6ki8KU2zdLunQJPa/f/yGSXkUxCd+XJZ0Xag4m4eLhOI6TzHxiHqG21H8Hvg04D3h2mIp7mbyWohjiw8L2PwIvTD15onhIeoGkU6bqmuM4zoYxp5kEHwvcbGafMrNd4I0UU3Evk9PM7CogBzCzfYrU3SRSLI+HAu+TdFUwsw7ELCeO4zgLId3yOK2cMjssl0RXSZp2e8HcK+mrCAMFJT2OYoxHEhMD5mb2c5L+E/CtwL8D/luYd+NVZvbJ6frsOI5z8DBE3jhjdiN3mtkFLfuSpt1eMD9NMQnfIyT9LfAg4HtST07KtjIzk/R54PMU+b+nAH8i6Voz+5nufXYcxzmIGLnN5Rm/8mm3zewDkv4v4OsoxOwmM9tLPX+ieEj6SYrpYu8EXgn8RzPbk5QBnwBcPBzHOTTMyTx4H3BumHL7f1OUBvm++Vx6PJK+u2XX10rCzP405ToplsdpwHeb2WfiRjPLJT095SaO4zibgAH5HNTDzPYlvYAi26kHvNrMbpz9ykmUNaseDHwT8M6w/STgXcB8xMPM/vOYfR9LuYnjOM6mYPNxW2FmbwXeOpeLdbvvvwOQ9BbgPDO7PWyfTpE+nISPMHccx0lkXpbHmnB2KRyBLwBfm3qyi4fjOE4qBv3NEY93SXo78AYKXbwY+OvUk108HMdxOjAvt9WqMbMXSHom8ITQdIWZXZ16vouH4zhOIkYYjr0hBLFIFowYr23lOI7TAbO0ZV0JgfKZj3HLw3EcpwMbEDD/ZknXjNkvimKNY3HxcBzHScQM+utsVqSRUoBxd9IBLh6O4zgdOOjaYWZ/M4/ruHg4juMkUozzOODqMSdcPBzHcTrg0lHg2VaO4zgdyC1tOQhIOk7S101zrouH4zhOBw56qm6JpH8DXA+8LWyfPyELq4KLh+M4TiJmRj9xOQD8PMV0uF8GMLPrgbNTT/aYh+M4TgcOiksqgX0zu2vamcUXZnlIOkvSX0v6mKQbJf1UaD9V0rWSPhFeT4nOuUzSzZJukvS0RfXNcRxnGozNcVsBN0j6PqAn6VxJvw38XerJi3Rb7QP/r5n9H8DjgOdLOg+4FHiHmZ0LvCNsE/ZdDDwSuAj4HUm9BfbPcRynMzmWtBwAfoLieXuUorLu3cALU09emNsq1Im/PazfI+ljwBkUoxufGA67kmLmqheF9jea2VHg05JupvDHvWdRfXQcx+nKAbEqJmJm9wEvDktnlhLzkHQ28GjgH4CHlBOQmNntkh4cDjsD+PvotFtDW/1alwCXAJz1VQ9YXKcdx3FqbMIgQUl/xpjhKmb2nSnXWbh4SDoReBPwQjO7e0xwpmnHyBs0syuAKwAec87DDvb/ouM4Bwoz2Dv4s0H9Wnj9buChwB+G7WcDt6ReZKHiIWmbQjj+yMzKSdW/IOn0YHWcDtwR2m8FzopOPxO4bZH9cxzH6caBScNtpaxtJemlZvaEaNefSXp36nUWmW0l4FXAx8zs5dGua4DnhPXnAG+O2i+WdIykc4Bzgfcuqn+O4zhdKd1WKcsB4EGSHl5uhOfug1JPXqTlcSHwA8BHJF0f2n4WeBlwlaTnAZ8FngVgZjdKugr4KEWm1vPNrL/A/jmO43TDoL+EqQQl/TzwI8A/haafNbO3hn2XAc8D+sBPmtnbp7zNv6eYx/xTYfts4EdTT15kttX/ojmOAfDklnMuBy5fVJ8cx3FmYckB898ws1+LG2pDGh4G/JWkr53mh7aZvU3SucC/CE0fD9muSfgIc8dxnEQM2FvtEPO5DWmQ9IO1pkdJwsxel3K+i4fjOE4qBv108ThN0nXR9hUhWzSVF4QH/HUUA66/ROKQhkT+dbR+LIVH6AOAi4fjOM48MToFw+80swvadkr6K4pU2TovBl4BvJTC2Hkp8OvAc0kc0pCCmf1ErT8PAP4g9XwXD8dxnA7Ma5iHmT0l5ThJvw+8JWwuckjDfRRZrkm4eDiO4ySyrIB5ORYubD4TuCGsXwO8XtLLKQLmUw9pqI00z4DzgD9OPd/Fw3EcJ5VuMY9Z+BVJ5xd35BZCCu2chzTEmVz7wGfM7NbUk108HMdxEllWtpWZ/cCYffMa0vDtZvaiuEHSf6m3teEzCTqO4ySyYSPMn9rQ9m2pJ7vl4TiOk4oZ+QGfSlDSjwP/D/BwSR+Odp0E/G3qdVw8HMdxEjHml221Ql4P/AXwy4TJ+AL3mNk/p17ExcNxHKcDB8QlNQ4zs1skPb++Q9KpqQLi4uE4jpNIMZ/HEiojLpbXA08H3k9hTMUDDw14eNNJdVw8HMdxEtkEt5WZPT28njPLdVw8HMdxOrABbisAJD2mofkuivEe+5POd/FwHMdJxDZgJsGI3wEeA3yYwnX1L4EPAV8l6cfM7C/HnezjPBzHcVIJI8xTlgPALcCjzewCM/sG4HyKMihPAX5l0slueTiO4yRiLK08yTL4F2Z2Y7lhZh+V9Ggz+1Qxi/h4XDwcx3ESMYPd/QOfbVVyk6RXAG8M2/8W+EdJxwB7k0528XAcx0nEODAuqRR+iGKk+QspYh7/C/gPFMLxpEknu3g4juOksryqugvHzI5QTDL16w27vzLpfBcPx3GcRDYp5iHpQuDnga8h0gIz80GCjuM488Q2yPIAXgX8e4qR5p3nBHHxcBzH6cAGicddZvYX057s4uE4jpNIbsbRzcm2+mtJvwr8KXC0bDSzD6Sc7OLhOI7TgQ2yPL4xvF4QtRnwLSknu3g4juMkskkxDzObmI47DhcPx3GcDmxKbStJDwBeAjwhNP0N8ItmdlfK+V7bynEcJ5FykOCG1LZ6NXAP8L1huRt4TerJLh6O4ziJlOVJUpZZkPQsSTdKyiVdUNt3maSbJd0k6WlR+zdI+kjY91uaXKDqEWb2EjP7VFh+gcSJoMDFw3EcJ5likGCetMzIDcB3A++OGyWdB1wMPBK4CPgdSb2w+xXAJcC5Yblowj2OSPrm6NoXAkdSO+gxD8dxnFRsOS4pM/sYQIPx8AzgjWZ2FPi0pJuBx0q6BTjZzN4Tznsd8F3AuHEcPwa8LsQ+AL4EPCe1jy4ejuM4iXQsT3KapOui7SvM7IoZu3AG8PfR9q2hbS+s19tbMbMPAY+SdHLYvlvSCykmh5qIi4fjOE4iZrCfLh53mtkFbTsl/RXw0IZdLzazN7ed1tStMe0TMbO7o82fBn4z5TwXD8dxnETmWRjRzJ4yxWm3AmdF22cCt4X2MxvauzJ5FqjAwgLmkl4t6Q5JN0Rtp0q6VtInwusp0b7GDALHcZx1wcyWkm01hmuAiyUdI+kcisD4e83sduAeSY8LWVY/CLRZL+NIVsZFZlu9ltFo/6XAO8zsXOAdYXtSBoHjOM7asIxxHpKeKelW4PHAn0t6O0CYNvYq4KPA24Dnm1lZEffHgVcCNwOfpCVYLukeSXc3LPcAD0vt48LcVmb2bkln15qfATwxrF8JvAt4ES0ZBMB7FtU/x3GcriyrPImZXQ1c3bLvcuDyhvbrgK9PuPZJM3eQ5Y/zeEgwrwivDw7tZwCfi45rzRSQdImk6yRdd+c99y20s47jOHUst6Rl01mXQYLJmQJmdoWZXWBmF5x20vEL7pbjOM4QM8hzS1o2nWWLxxcknQ4QXu8I7W0ZBI7jOGuEYZa2bDrLFo9rGI5gfA7DbIDGDIIl981xHGc8Bv39PGnZdBYWMJf0Borg+Gkha+AlwMuAqyQ9D/gs8CwoMggklRkE+1QzCBzHcdYCA2zzdSGJRWZbPbtl15Nbjm/MIHAcx1knDoNLKgUfYe44jpNKCJg7Lh6O4zgdOBxpuCm4eDiO4yRiBv2+Bz3AxcNxHKcTbnkUuHg4juN0wMWjwMXDcRwnEbPDMXo8BRcPx3GcDniqboGLh+M4Tgd8kGCBi4fjOE4iFsqTOC4ejuM46ZgHzEtcPBzHcZIxco95AC4ejuM4yRSFEV08wMXDcRwnHXdbDXDxcBzH6YCP8yhw8XAcx0nEzMi9thXg4uE4jtMJtzwKlj0NreM4zoHG8n7SMguSniXpRkm5pAui9rMlHZF0fVh+N9r3DZI+IulmSb8lSTN1YgJueTiO46RiNrMwJHID8N3A7zXs+6SZnd/Q/grgEuDvgbcCFwF/sagOung4juMkYixHPMzsYwCpxoOk04GTzew9Yft1wHfh4uE4jrMGmJHv7aYefZqk66LtK8zsijn04hxJHwTuBn7OzP4/4Azg1uiYW0PbwnDxcBzHSaWb2+pOM7ugbaekvwIe2rDrxWb25pbTbge+2sy+KOkbgP8p6ZFAk4my0Mi+i4fjOE4H5uW2MrOnTHHOUeBoWH+/pE8CX0thaZwZHXomcNs8+tmGZ1s5juMkUsY8Fp1t1YakB0nqhfWHA+cCnzKz24F7JD0uZFn9INBmvcwFFw/HcZxUbGmpus+UdCvweODPJb097HoC8GFJHwL+BPgxM/vnsO/HgVcCNwOfZIHBcnC3leM4TgeMfDnZVlcDVze0vwl4U8s51wFfv+CuDXDxcBzHScTMyPeTs602GhcPx3GcVMyw/lIGCa49Lh6O4zgdWNII87XHxcNxHCeV5ZUnWXtcPBzHcZJx8Shx8XAcx0mkmIbW5/MAFw/HcZx0PNtqgIuH4zhOKraccR4HgbUbYS7pIkk3hQlNLl11fxzHcUoMsH4/adl01sryCDVb/jvwVIpCX++TdI2ZfXS1PXMcx8GzrSLWSjyAxwI3m9mnACS9EXgG4OLhOM4a4OJRsm7icQbwuWj7VuAbV9QXx3GcKh4wH7Bu4jFxQhNJl1DM0wvwlQc896VfBO5cdMc6choHoU/Xv2Y1PRlyMD6n1eN9SmNSn75m1hvYkS++fe/615yWePi6fT5zZd3E41bgrGh7ZEKTMI3jYCpHSdeNm61rFXif0vA+peF9SmMZfTKzixZ5/YPEumVbvQ84V9I5knaAi4FrVtwnx3Ecp8ZaWR5mti/pBcDbgR7wajO7ccXdchzHcWqslXgAmNlbgbd2OOWKyYcsHe9TGt6nNLxPaaxjnzYWmdnkoxzHcRwnYt1iHo7jOM4BwMXDcRzH6cyBFY9V1cCS9GpJd0i6IWo7VdK1kj4RXk+J9l0W+niTpKctqE9nSfprSR+TdKOkn1p1vyQdK+m9kj4U+vQLq+5TdJ+epA9Kess69EnSLZI+Iul6SdetSZ8eKOlPJH08fK8ev+Lv09eFz6dc7pb0wlV/TocaMztwC0Um1ieBhwM7wIeA85Z07ycAjwFuiNp+Bbg0rF8K/Jewfl7o2zHAOaHPvQX06XTgMWH9JOAfw71X1i+KAZ8nhvVt4B+Ax636swr3+mng9cBb1uT/7xbgtFrbqvt0JfDDYX0HeOCq+xT1rQd8nmLQ31r06TAuK+/AVJ2GxwNvj7YvAy5b4v3PpioeNwGnh/XTgZua+kWRgvz4JfTvzRTFJdeiX8DxwAcoSs2stE8UA0/fAXxLJB6r7lOTeKysT8DJwKcJCTXr0KdaP74V+Nt16tNhXA6q26qpdmJbtQAAAx1JREFUBtYZK+oLwEPM7HaA8Prg0L70fko6G3g0xS/9lfYruIeuB+4ArjWzlfcJ+E3gZ4B4OrhV98mAv5T0/lB+Z9V9ejjwT8BrgnvvlZJOWHGfYi4G3hDW16VPh46DKh4Ta2CtCUvtp6QTgTcBLzSzu8cd2tA2936ZWd/Mzqf4tf9YSV+/yj5Jejpwh5m9P/WUhrZF/P9daGaPAb4NeL6kJ6y4T1sUrtlXmNmjgXspXEKr7FNxo6LyxHcCfzzp0Ia2dXxGHFgOqnhMrIG1ZL4g6XSA8HpHaF9aPyVtUwjHH5nZn65LvwDM7MvAu4CLVtynC4HvlHQL8EbgWyT94Yr7hJndFl7vAK6mmJpglX26Fbg1WIoAf0IhJuvwffo24ANm9oWwvQ59OpQcVPFYtxpY1wDPCevPoYg5lO0XSzpG0jnAucB7531zSQJeBXzMzF6+Dv2S9CBJDwzrxwFPAT6+yj6Z2WVmdqaZnU3xnXmnmX3/Kvsk6QRJJ5XrFP78G1bZJzP7PPA5SV8Xmp5MMafOSr/ngWczdFmV9151nw4nqw66TLsA306RVfRJ4MVLvO8bgNuBPYpfN88DvooiCPuJ8HpqdPyLQx9vAr5tQX36ZgqT/MPA9WH59lX2C/hXwAdDn24A/nNoX+lnFd3riQwD5qv8nB5OkRX0IeDG8ru86s8JOB+4Lvz//U/glDXo0/HAF4EHRG1r8X06jIuXJ3Ecx3E6c1DdVo7jOM4KcfFwHMdxOuPi4TiO43TGxcNxHMfpjIuH4ziO0xkXD8dxHKczLh6O4zhOZ1w8nI1B0r+W9OEwl8gJYR6RcfW0HMeZEh8k6GwUkn4JOBY4jqI+0y+vuEuOs5G4eDgbRah19j7gfuCbzKy/4i45zkbibitn0zgVOJFiRsVjV9wXx9lY3PJwNgpJ11CUWz+HYoa5F6y4S46zkWytugOOMy8k/SCwb2avl9QD/k7St5jZO1fdN8fZNNzycBzHcTrjMQ/HcRynMy4ejuM4TmdcPBzHcZzOuHg4juM4nXHxcBzHcTrj4uE4juN0xsXDcRzH6cz/DzCUrylmoxDxAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sst.coords[\"nav_lon\"].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's add 360 to the right of the discontinuity. So we'll use some boolean gymnastics to create a mask for this part:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"after_discont = ~(sst.coords[\"nav_lon\"].diff(\"x\", label=\"upper\") > 0).cumprod(\"x\").astype(bool)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f219e4eb050>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"after_discont.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And add 360 degrees there. Note that this is where we need the x coordinate we've introduced just after loading the dataset, because `.diff(\"x\")` results in an array that is one shorter in the x direction than the original array. Hence, `after_discontinuity` is shaped differently than `sst`. With explicit x coord, xarray can still align both:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"sst.coords[\"nav_lon\"] = (\n",
" sst.coords[\"nav_lon\"]\n",
" + 360 * after_discont\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Crop to non-redundant part of the mesh\n",
"\n",
"Note that here, we'll drop the upper slice in y. There may me grids which have more than one redundant slice at the upper boundary."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"sst = sst.isel(x=slice(1, -1), y=slice(None, -1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Have a look at the final data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sst.coords[\"nav_lon\"].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### No projection"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sst.plot.pcolormesh(\n",
" x=\"nav_lon\", y=\"nav_lat\",\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### With projection: Shading"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(\n",
" 1, 1,\n",
" subplot_kw=dict(projection=cartopy.crs.Robinson()),\n",
" figsize=(12, 5)\n",
")\n",
"p = sst.plot.pcolormesh(\n",
" x=\"nav_lon\", y=\"nav_lat\",\n",
" ax=ax,\n",
" transform=cartopy.crs.PlateCarree(),\n",
" cmap=cmocean.cm.thermal,\n",
" vmin=-1, vmax=30\n",
")\n",
"\n",
"ax.coastlines();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### With projection: Contour lines"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KX9lbRlxe08cQdwaNghDC6o5PuFMK8RxOrztodTfZrFcpNdTc1QiLA6w2iEZ06xog4hIZ8+arbNiwAVVVefWNf+sWu0iQ39evp0+fPpSW6qLM3KbHbncs8Oqrr3LppZfSoXtvvS6dxQ6REMLtRYb8CJuTcFEe11xzDTNnzkQVJlDMgKa7ZWV1EWIBaCrCnYQSn1Kvshh6wHt1wkTtAsIIXSyqKlrAB+EA69evp127do10dQ8dKSWjRo3i7rvvRmnVrV7HNLSoOxh7C7GGON+RiLtYuJRA4c8ES1ejWFyodhOfjX2HGTNmsGrVKpYu+1m3Mttdu4VSA8W77UoMkOEAWnmhbqUDevXqxVVXXYWqqqxZs4Zrr72WAQMGIKXE4ahffUIpJbm5ucyfP58/jrgdtBimrNMaXGhpvgK0kjwuu+wyZs5bxl/uHsEL/3obGQ3VxAgKl1evNxn2V18/O5gt+oPHUcgKlmoMe6RSCn+p36Qor5SXlf7TEHlNF0PcGTQoQghrXHzCSIR4Vrq87pA1XjSllmAyFtU7OVQXBEZR9Aw+YQJFIISCmr8BGajQ3UjqXvFetbcJBUwmRFwSiicNYTIjpURWltSUiUAxg90FgfLq7gwSXF7wl3HllVfSq1cvsrKyiEajFBQUsH37dnw+HykpKSQnJ+PxeFi/fj1vvvUfREIKpsS6MzEP61pIibr5F4TLg1ZV1mDjHin5+flkZmaC2Yo5u/MB9z2cmLrjiYZy1ZZunEy4fAPr16+ndevWvPfee9x93/0Ih1sXIvbG6wSjlReSYdM477zzeOCBB+jSpUuDWoPLysp49tln+eijjyiPCZTUVg0upKSUyPJC/e8gEkTYXfzh7L58O/sH/eFK1S3oIi6xzpAHU7P2CPvRCVORmootXCEVXeS9Wl5W+qoh8poeTV3cNR1VcZwjhDDFxSfcHpfg+XttUdeUIl2k1PRECJNZb7FVHditRUN6ULzUEC4PSnpbvTBvOIi6Y71eSsTuQlgdCKsDKRRQo/q1qfXErmcN6uUfRGpLUFVEnAdZWaK7cGMRXeCFA+Bw8/mPS5j2/TzdtavGdIua1bm7Fp0wgRZFCAWRkIJwJDTo9RBCYGrVDTVnBUVFRaSkpDTo+IfDL7/8Qo8eeuyasDn3u9+hJA0cz5xtb3nEAq9yx1zC5Rv45JNPaNeuHS+//DJP/O15TBmnHPAaHg5SSr3QdiRY085OVpWyPRbB5/PRvXv9b0T1Zdy4cbz55pskJSVx4yWDGP/FVwiLDWF365Y1pP63rJiqXam7rYIyVIVLaYXZkYxiclBWOV+vSbiXa1cIgfCkoXjSkKqKDFXy/cpNmJrp7TY1v093EducmLzpSLMNEYsgd30P2FwNvu79IRQTEYdXSFt8nC1c8bc4TXvE4018qdxX9k8p5eFnHxkYHEUMy91RwGyxDHTFxX8knfEpAWtCk7LUQXWiREURWnkhlwwayLRp02qK9ZaWljJlyhQ+++wzli5dqrtYhUBJa40w28BqQwar9NZb5QXIcKA62aK6/ElKNoo9Dq2qFFleiIjz0u/0DsyfP18/ucmCcMQxddz7RKNRZs2axbiPP9bLQ2gSYtXu15ogcqEfY7EhI9Wiz+7SXUNqFOGMx5RxSoNeHzV/I+Pe+w9//OMfG3TcQ+G9997jjjvu0LtyxKIoKdko8cn77HcwUXciWe1qc7gCT0pJ4ap/o0UrCYVCFBUVkZXdElPzDrrbsJ5ogQr9IcNs1d2MVjsg9HACq2P3A0wsgpq7Ro+DtMfVfG5fe+oRunfvzjnnnHNY6zjYGsvKyti4cSOrV6+mvLycBQsWMHXqVG666SZsNhtjJkzRy/9UJyNhtiEUBa2iCNQYzZs3Z2dJhJhaAdEI2JworgREfMpBY/h2Wbj3xtS6+3GR6CE1FXu4XCoBny8WCd8ZDAQ+NQoin/g0dcudIe4aESFEF29SymTNYm9bZU0wNbWaU1JTdVeLr5A/DbuRhx9+mE6dOlFWVsZHH33Em2++SW5uLiaTibZt29KvXz/GjBmjH2yP210EeJc71WxlyoSPueWWW/BVBVGSm6MFK6G8EIBXXnmFRx55hGXLlnHGGb302Dirgwdu/ROvv/GmfpO0OqqteGFmfDaFAQMGMHnyZIYNG4bwZlC2ZS0JCQmsWbOGTp06kZ2dTVFREcFgELvdTlAV+o27gW4qUkq0gs307tyhJgP3aBIIBGjevDllZbpbWElshvCk7bO++lrqTjZxF6naRsn6cWzblkvz5s1R4rwIqwMlMbPeY+jiZTm3334b27dvZ+Y334OioCQ2Q8vfABY7psx2yGAFLz88ks8++4yffvqJsWPHcvPNNx8zgRMIBHA697RMVlVVMWnSJEpLS6mqqsLv91NVVcUdd9xBt256/Kbf72fu3Ll88sknTPz0v3oLO4f7gOfSomG0bb/VtIVD02qy5XVPgEX/Wan2CpgtCIfeyu9oIWNRXBGfJsKBvKrysqGxWOyno3ZygwbHEHcGh4wQItmblDwpHFP7h+LSzIq9YV0KcleWqNl67DLMpETNXQWa5NdfltGlSxd8Ph//+c9/eOrpZwBomd2CBx98kJEjR9bECKmqWvPzxo0bsVgsdO/endLSUn788UeysrJo1aatHtRttug17wq2IKx2tqz5lWXLlnH1TcN116um6om2rgRMyVkIsxW1YAsIQaAwD7tdt6xEIhEqKipITt5tqXrzzTe5//77GTlyJGeddRaDBg1iwYIFvPDCC/z083IUbwaYrQe9KR0Mdft6ZKiKxx9/nBdeeOGoZs6Gw2E2b97MY489VtPr1tSsg255qUV9hF1DiLrOKZX7bFtVdGTX91A4HIFXtvkzQuXr+W31Kjp06IDJkwqaipKcXe+2bDIaRt22Bl9ZGQkJCUgpad++PZt8ET3rW9Orb/Ts2ZP+/ftjtVp54403CAaDtGzZki1bthzyvI8Xxo0bxyOPPEJR1KRbioWCunOTXnvPHqfH56oxhMWO5ttZUxYpPz8fi8VCUVERRUVFFBYW1vxcVFRETk4O02fO0ku8uBIaNeZxb2QkiCtcFjNr6uLS4sJrpZQ7Dn6UwfGGIe4M6o0QwuTxeO4xmUzPlJSUeID9ur/2Zn832MKSGXrj8LAfpF6bSYYqAaFneHrTIRpBSWquP9nSsI3WD4QM+VF3/F5TSgQ1hrDHIQUQ2N2rddasWVx00UX77as6f/58WrduTWZmpl7uxGTGlJK9+zyahpa/ERkNgtmmB2S7PCyfP4clS5Zw2z33Y25+qu7SylkFwIoVKzj99NMPeU1z5szhggsu4Nprr2X27NmUCRfC4dbjiA7xuqZ4BlGZP4+qHXNrtpky2xHbvv6Q53U4zJ49mwsvvJCXX36ZW2+9lQsuuICVO8r3qGm3v89dY4m5vTkUcSelZP32byiqWI8izIRjVVQFC3E70snwdiLd25kEZ7NDep8OJviiwWIq874jGixEI8L7o97hscceo7i4GOwuTGltDigqpJSoOSv55z9e5qGHHqrZPnjwYL788ksALrvsspoWcLFYrOYBoLCwkJ07dx7W5/h4Ys2aNYwaNYr/vPOuXvYkHODcc8/FbreTlZVFVlYW69atY+vWrbRv355p06YxZ86cGkvg/igpKWHChAnc9/hTes9dk1n/WzVZ9HALTdULlQulJhSjIbOYY7lrSHQ7q4DXSktLXzTi8U4sDHFnUC/MZnMfV3zCZ1HFmh5SpRAWu24hsdj3e7Op68aqF0NdR6h8I2qoBDVaqfeKtLl47M4/07VrVy644AJcLheDBw+mb9++vPTSS9VHCz271BGvW/Wq3Re7YmDq249WSg3CAWQkiIxFETYXWul2hNmKkt5Gz2ZTTAiHWxeeahRhddYIoFjumpon8Np07ty5pobc/vjqq6+4+LLLETYXSlJzPTYu5NddrRYbWv5GvvvmKy688MJa+1+BObtzTZkUt9vN0KFD6dixI126dKFly5akpaXhcrnQNK2miO95551H69at9zuXb775hgkTJjB79mx2lAfqnUVY+331bfmCWMSHxZFKoOjn6uvb+H9zs2bN4pJLLtlnu5LeVm84T+OXNzlScRdVQxSVr6fAt5aoGqBd1zjKysp46qmniEQiJCYm0rp1a1atWsWIPz5CYfk6EpzNObfTw9gsB8+sPFRLXkHuxzUFsvV4zShKxikoznhg9/u692dELcpBhoMU5W3dw3o8ZswYbr31VrA6ef6pJ3jggQdwuY5e4sDRJhQKsXTpUubOnUvfvn254IILGmxsVVVZuXIlc+fOxefz4fV68Xq9eDweQqEQO3fu5P6/Po/0+xCOOJSU7Hq5dGUsqidxmW26iDdZatzGMhpGqyrFZlakVYuUBqsqr49Go9812KIMGhVD3BkcECFEQmJK6scxqQzyO5LMexcgrlczcymJBvIJFi8nULoS4fIw9aP/o3PnzrRs2XK/Fq/alJaW4nQ62bFjB//73//YuXMnubm5jP5kMpitepJCLKzX4HLEI3YV5w379a4RYb/+hKtp+lOw1c7N11/Lhx9+CBYbEz76gBuG3VST9aovXgFZXQQ3IRVhj0MoCrEtyzmlTZua9lzhcBiXy0Xv3r3p1KlTzZwrKiqorKwkIyOjprODkpipC8tAuV4WIRLQz1ltGSQWxZTZlljeOt5++23uvvtuEAJT845gsdbceGVVKbKieI+OEZqmUVNA1eZEhqoQjnjUqrIDirZwOKzHrbkyDlrst/b7rUYqKFz1b0aNGkVOTg5///vfa+bR2NbVdevW8fLLLzNnzhy2bdO/h5TUlijupH3mCY0fS7c/oVeXuJNSY9POH1mdO42zzunNH/7wB1JTU9E0jRtvvLHOGm5btmyhe+f+BCM+orEASe42tE47h3hnJg6bF5t53zpphyLu6lOMOLZ9PYSq9M+qWe81LBxuktMvpzJvDueckcmdd97J5ZdfXnPM8OHDmTZtGueddx5Tp049LhIImjLhcJhHHnmEt955V3cLm8x6lq7UQAj979tsqf6ek2C2IH0F+sEmy+7kLKGgd5dS9OQYswWHCc1uMS8oKy4aIqUsOpbrNDg4hrgz2C8Oh+NaKZSPtIQ0u+b01jtIXY2U4y9cRjRYAJpKJLC9us2Wh+JNa0hMPLRWUPWluLiYJUuWcMk11+uWBwCh8OgD99K3b19CoRB2u51zzz0Xj8cDVPdirF7XnDlziMViTJw4kf79+zN48GDi4+N5++23eejJp/XMP5ujpigpqorwpPHfMf+htLSUkpIS8vPz+feo/9PLlmjVwdOAsLu49Y/XMXr0aIQ3A8UZj+orAL/+FH7uuecybdo0cMQjLDa08kICgQA9e/Zk7Vq9D61ISMWUnKXH6eVvYN7/fqBfv36UlJQwYsQIZsz+ESWtVU2BYrV0B7Isn9GjR/PnP/95HxEdi8V47rnneP4f/4RYRI9XO0D3kNrv99n2lkipsaVwAduKlxIM+6gI7uDdd9/Vs1YbiaKiImbMmMHEiRP5fs4PeumZ+GSwuUj1Xrzf4xpL3B3IeleXsKsKFRFK+I6qqio++OADOnbsWO9zxWIxFi1aRM+ePZk+fToPjnwZf6iYYKQMTYuRkdiFFsm9SPd2wqSYa8Sd3nViOyabF8Xsqvm87y3oZCyqPzT4yxHedN0yr2kQC+vdISIhZDjAnXfczjXXXMOaNWu49/GnIBRCKBa0mB+QCHscS+f9QI8ePcjJyaFVq1a61U+YcGecTcX2H+q9ZoPDY9OmTSxevJjCwkLOOOMMnE4noVCIbdu2kZ+fX2Plv+OBR2sKroP+0NS+vV6+RUpJfn4+a9eu5bfffuO+vzyLDFZgM5sjNqtlZEVFxVgjq/b4xRB3BvsghGiWlpY2oW/fvqfPnz/fUxyIYN6rfMb+hJ0WC1Kw4jVMtkRmTPsEm81GmzZtyM7OrnP/xkDTNFavXo0Qgk6dOjWYtaCiooJ///vfPPXUUwAIl0cXkSYLIPVM1ooiMFsZdv1Q2rRpw9+efwGcCQgpwWrXrX/VT8jqzo26p1lTUTX0J2QhKNmeUyOAhRDcfffdvD12HCAQDjda2U6UlBaoOzcBoLg8yGhIj4+y6W6V4KAAACAASURBVFYfzV+OVpYPapSunToSi8WYOnXqHp0kYrEYI0aMYNy4jxHxybpb2xlfZ2mH/RX73Zj/P5Zv/RRLXHM+eu9Frrvuuga51qqqMmPGDGbOnMnYydN2t2pD6pbZuESEM4HUxMH1Gq++4q5zSuUBXan1ccXCvsJOkxpnXl3Fiy++yKOPPsqDDz5YL4t1fSkqKmLKlCk8/fi/qAjswJRwCs6UblhdzVCjVRSufEPfUShgdWBKyUbYHEhNQwZ8yMpSZKiKG6+/jvHjx+vdUGIR/eFEMfPcU08yZ84cFi5cyPz58znjjDNqzh0Khfj222/59NNPGT9hIkiNW2+9ldGjRwO6YOjW90pCvnWYrAmsXL7wkEStQeNSVlbG559/jpSSm2+++aD9o/Py8nj66afLv/zyy40FBQVDpZSbjtJUDQ4BQ9wZ1CCEEAkJCbfGx8e/MGbMmOSLLrpIlJSU0K5dO8qdqWB1IoQ4qCs2WLKK9mk7+emnppdJ/+CDD/Kvf/1L/0UoNcVP22Y3R9M0Nm/ezPz58+nXrx8Ac+fOZf78+WzZsoX3x47VjzNZaZPdnOuuu46BAwdy9tln07ZtWx566CGGDx+O1bqna3TLli20bt0GzBb69+vL+++/T5s2bQC9dIM7PgFT81NrrG6avxxt50YGDx7MrFmzUJqfiizL5+Wnn+DRRx/dZ005OTmMGzeOp196BaGYUNLb7CGId73ftQXSvNBWKnfMJVi6mt9/W3bA2L5DZceOHTRr0w6k1N2sikmvGWix6Rbg6rmleAY1qEWuvsLtQOxPGC7fPJHSqi0s+vlrTjmlYesM7k1ubi6TJ0/m8b88jzO5G+7McwhXbKJ062d8M3M6AwYM0Ou0edLRinK48PzzuOmmm7jyyiuJi4tj/vz5rF+/ngsuuICWLVvuMXZpaekBLe+hUIjvvvuOLl260KJFi5rtyaeOwLflc2zulnRtZ2fBggWNtXyDo8TChQsZNmxYsc/ne6W0tPQ1KXfFsxgcDxjizgCosdb9d+DAgae99dZb8W63fpPaU8zoBXJT2o/AbE/a43hNDRMN7CTq344/shmtNI/SokK8Xu/RXspRobY7F3QBtnLlSgYNGrSPONtFOBzGat2zvMsvv/zCd999x2OPPXbA8z3wwAMkJCRw//33YzKZWLx4MePHj+fDcR8j4hJRkrNqxtUqitGKt+mWuPgU3dUWqmTFz8v2yEyUUlJZWUl8fHzN/Hr27MnqdRsQVjumjLZA3SJKSo3/LryN999/n+HDh9f/wh2AYDDI1KlTGXbzcJSEFIQnfb+hALXnE1MjqFqkziSDqlARlcGdWM0uktwHFqCNJe425v+PDfnfk7tjbU04QEOwfPly7rnnHgYOHMgZZ5zBGWecsYfwWr9+PR1OPY2UjreiRqso3ToFoZiRkQDCmYAMB7n3ztt48803G2xO+8OZ3BVhshL15/PsX0byxBNPNPo5DRqfYDDIY489Vjl58uTNhYWFQwwr3vGDIe5OcqqtdbcD/2zXrp1ryZIle7zeokUL+vfvz7hx48jLy+Pqq69mfUEqtvjWhCu3EqnMIerfjhopR2q1MuWFQnFRIUlJe4pAg0MnHA7zxBNP8PHHH1NVVUUoHAarAyUuUXdP7qdUhQz5UXduRMQlUZG3kbi43eLn448/5o477iAQCPLuu+/UxMktXLiQfueci5KQguLNqFNMARSV/86i9aPYnLOOjIyMw1pXJBJh+fLlLF26lJUrV/J/74/VE2K86SgOd51JEbUF2OK8GPN+e5PK4E4UxUzb9PNwWD1sKpiLzezGpJgpq8rBE9eCAt9vDOz2HP2yd4uvuoTYkQq8vccs8K1lbdHHLFiwgLZt2x7w2EAgwPz581m6dCndunVjwIABB6wbOHfuXM4991wAFEscUo2gWFxYnJkgVcKVOUgtilAsmCxxxMIlYLWzY8tG/vvf/9KqVSvOOeccEhIati1dXZis8WjRSi699FLeffddmjVruB7HBseen376iRtvvLGkvLz81ZKSklcNK96xp6mLu6bVB6uBEUKkJiUlfVFaVtlHahGWLl3KgAEDmDVrFmazmUgkws0338w//vUhk5ypqJFKbPGtcKWdSuGqt7B72vPPF+6mb9++dOrUicLCQmbMmEF6ejrZ2dmGsGsAFi1axA033MDWrVsBEGmtMbk8+1i0ZDSMVllcne0mQY0hq0p5/fXXeeCBB/YZ95VXXiHkSMKUFM+dd92Dx+PhhtvvRfrL9C4P7t3vXV2uT5c9GYlk+/bthyzuPv/8c6687kaIRDDbk7C6MjHZk0g9bSQma8I+59stuPYUXtsKJlMR2MHpXTrzxBNP8Ng9b1IVKmL6lxMoLy/H7/dzxRVX4HA4SI5vQ5nvW2SLq2qu3cHi6w6H2uLwxy1l/PT7aL7+dvpBhV1FRQX9+/dnzYZirK5mRKreRosF8VfsxGaru25Z//79CYVCPPfcc7z29qd421xLtCqPcMUmzNXvTyxYyMpf5tOxY0c2bdpEOBwmIyODe++9t0HXfTCCVcVs2bKF7OzsmuLbBk2HPn36sGbNmqRHHnnkL59++uk1QogrTwSBYHDiYoi7/eB0xQ2xOhImVUU95qT2V6FGfARLf+Pbb78lPz+f0tJSep45EJMlnrjM/ihmJ2abtzorLgBIPnrvWQC2bdvG8uXLef7558nJyWHZsmWN0gD8ZKK8vJw33niDvz33PCB59913WbBgAZ9MmozmL0PxZu6OsQtUoBVuQcQl8vjIEaxdu5bc3Fz++tcxDBw4sM7xx4wZQ59+ZyGiIUzprbn+5hEIm1PvnFFdH+tAMW1OWyKZiV354Ycf6NmzZ73XNWrUKO6+7wkSW1yO1d2Cc5z7xp/V13qW5c1mxbZlrFixgoKCArYWLqxzv3A4zHU3DeKjMeO44NSLcdRqDL+3wKv985FY8Uqqipi/9h0+mTC2xrp2ICZPnsxvG8tIav8npBqiPPcrooECSkpKyMzcfyswm83G448/zt9f/idaLIAvZwZquAyzPRmVMDJcRSQSAaiJ0zwWWK3WmixMg6aJzWYjEom4+/fv32PGl19tjPd4764s940xMmoNGgND3O2FECIuObX5f7FlDvRkXYLJohcVtTjTsCW0pcLsoEWLFiiWOFxpfXGl9trHSiQUK3EZ53DdzbeAYkLGopikCTVSweWXX86pp556LJZ2QiOlZPbs2UycOJGSkhK+mDETYXOBYmLMqHe47rrrCAQCnHLKKcybN4/vv/9+d6stNarXvysv5O8v/0NP8gCuGno9X8/4Qg+grz5HUVERqamp9O7dm9KiQrp37862qIK5+Z7vWX3qF/qqcjjzzDPrvcbKykruvv9Jzml3GykJ7fZ5/VDFVPfs3gQifuas+5q33nqLQYMG0apVK8xmM0VFRXz55ZfMnDmTmZ/PpHVKO+46/5E9hN3hnvdgrN7+KzNXTOXfb/+Lq6+++qD7l5aWMn36dBSLiw7hMD/+Phq7twOBQFWdNe/2xu1288D9d/OvN/6D1CIgTCz88UumT5+OzWZr9AQOAwPQqxSMHvuhnmUNVlNi6qiEpMx7hBD9pZRlx3h6Bk0MQ9zVwmw290jwpn2Lu0diQsK+JUKEMBGfNQA1UkG4/Hcq877Dv3MBSe3/VJNAIaVGuHIrJpsXd3I/gqWr0UQQLRbg7bffZuTIkcdiaSc0UkpMnlRksAolIUVvJZSQiizLB3TX7G133IvJnkS0arenQ6ssxmR3obiTEC4PCGWP91QtzmPgwIFUVFTgdrvJy8ujRYsWDB48mPfee4+MjAzdRVYrVLI+om4Xbkc68+bNq8kMPhBLly7lnnvuwerOJjm+YcSGxWTh9Obd2Vy0ASrM9Orah6pQBXE2N8FokDYp7Wiffhr3/eFJ4myN2+NVSkleWQ4LNv6P/PLt/DB/zh7lQvbH9OnTue6am2me1ANH0un8uP4dPC0vp2TDhEM6/2uvvcbTTz/N559/zj1PfliTYGFgcLQwmUzIaJhwOMyUKVP4459HKGaTu3NcfHKu2Wy5NBaL/u9Yz9Gg6WAkVABCCCUpJfMlFesDltSLrWb7gYsIh3y/E/KtI1j6G8gYKdWxUCHfOirzf0Qx2YnJKq4adCEjRowgLS2Nzp07Y7EcncbWTYUlS5bwzDPP8PW334HZiqlZ+5oac1JKklxnU7xuLLb4NkT924mFihAmO9621yGkxOrOIhYqJRrcSWXsd71zgJR6uzSLTe9Fu2MDfXp05cEHH+SKK67g0Ucf5Y033tCD7G1JxGQlpsx2CKEccleHqmAh3698iRWrltKhQ4c695FSMmzYMCZ+Op1uLa6gVdrZKOLAdbR2cTgWtagapSLow+NMxFRHvb7GYEPBWmav/YpAJMBfn3+S2267bY/klf1x1113MW7sVHq2GUZKQns+W/YIs6ZPqrG0GhgcaxYuXEhubi6XXXYZTqfzkI6NxWLceeedjBkzBovVKT0Jrv8UFRU9ZPSoPTo09YSKk17cCSEykhJbLE5ydszqnHUFCyN5h3S81GL4C5fiL1yM2ZbEtMnvMGjQIKON0BGQn59Ps1M6IkN+lMQMhNNTU7+tLstZ/s8vAGB2pOLO6E9l/jxiwZ3EZ19CZd5sLh54PrO+/kZvlSYsSBlFuJNRkvSMROn3YfZHiQYKkFYLhPzEZ12EyRJPhbaB1KRL9zlnfevHrc37ko1VmwgU/1rn65qmYTKZubL3W1jM9Q+kb2hXaWOxZsdKZq6YwvhPP2Hw4MEHzG6tjd/vxxOfxKVn/BOL2YGUkq9/+SuTP/uAQYPqbz01MGhICgoKEEKQmpqKlBLFoj8wXj/0WsaPH1/v7/2tW7dyavfBmIJFOKweiis2YHUk47I7isrKtvWWUm5p5KWc9DR1cXdSu2UddteA5MRmUzumX+1K9x56RXgpJcVrx2Cyefn154V07tz5kMfQNI0ff/wRIQT9+/c/5OObGlOmTOGa664nLqU3ce3OQigHt3amdr4HqamY7YloaoTY5qk4kroQKlvPe+++ya233loTTyeEwGw2c9lll7Hg199QvOkIZwJanIKiJiLDAQj78YsdCFFSZ3PxQykMnOxuS27RYqLRaJ2W248//ph4Rzpm04F71tbmRBF2AFuLN/L0809x2WWXHdJxCxcuJMHVDItZj6kTQtAx6xLeeecdQ9wZHHVMic30bHtNBUDxpOHfvolXX/47jz79PBOnfkH37q/x8MMPH3SsiRMncuOw4XoB7ZaXIhQLu/LpO0a1lFXi4zUJ8YnDyytKJzXikgyaOPXz/zQxhBDmjLTs9+Kd2V/1bfOgK93bkXmhrfVuJC6lipQqgaJlaLEgVcW/HbKwKy0tZciQIZhMJs477zxGjRrF4sWLcSadjtXVjC+++OIwVnbiomkartQzuO6Pt5N0yjDczc6rl7ADMFkT2OVKV0xWMno8iTvzHKL+PG644QaAmqftlJQUvF4vr732GjISRM1bh1a6Xd/HZEZxxqN4MxCW3eU1avcYPdSOD0nu1jhsXjp06EDXrl1JTWjP77//DsDvv//O7bfcTZ/2t9f0u21qJLqSa8rUHArt27fHHyoht2hxzTar2UVOTg45OTl77BsKhVi9ejULFy6s6TNsYNCQaIFylKTmmFp2wdT8VGQ4gMOdwCNP/AWRkIriSeORv/6tzmOllPzwww/k5uaiaRp/uuUhPC0vJb75Bft8xyW5W3PmKQ87XLbsiZnpLacIIequ82NgcBBOOsudECIjMTFrWZK9W2ZJ89NYppVBqP6JSgUrXq8udQLC5GDEn2/kvffeY/Dgwfu0IqqLzZs38/777/PSSy8BcMMNNzBkyBBKSko486wLiEvvR7fUs7lh6HBctmT+fMcV+Hw+evXqxdVXX31UCqoebaSUxKV2Qw37SD51BIrpyL/PwpW5DLlyMC6Xq87Xe/XqRcBXgjMuHiU+ZY+5yPJCNF8BpqzTSE26ZJ8G8oeCopg5q8PdVATzdTdO8ka6dOrFzSOuZ/yH0zitxeV4XM3rPd6JZLUDSHIl881/v4e3D+24Fi1asGjJ/xgyZAilW3Lo2upaNtgduHem0a5tJ15/42V8Ph/Pv/IBkaptKFY3ismBGvFhjcuifOev++2EYmBwOAizRXe7WmyY0tugBSqQoSqEMx4tfyPjx+q9gtesWUMoFGLWrFlYLBae/+cEIlV5aGoYIQRaLIAtvu66jrsMDGe1u4sN+bOHhDzqeUKIM6SUm4/WOg2aBieVuLNZ7ecmJzab0SlzaFxqQod6W+pqY/eeSqRqG87k7ihmOx9+8jmxMWNQVfWAhU+XLFnCJX8YRkVgB+FYFaBnU346aSpffjGfBGczzjxlOJmJXQDI9J5OXskvfDV5I2aTnVlT3ubO2++hQ/NBrNw69bDWf7wyduxYooGdJHf4c72tdQciWLaW8m2zuOYf4w+435w5c8Bqr6mHlxz/Bwo2vIeMRjitQzvWlvqBQ8uQrQtFMeNxZQHgjWtBvCODJd/u5PSWV5OZ2LXe45xowg4g2Z1KYWXBPu3o1q9fz+jRo3nhhRf2W86ka9euDB06lMlj9T6r5zhPgdan0DypO88++W/K/LnE1BCKOQ5FsWGyxiPVEEhZ79g+g5OPSCRCbm4umzdvZvPmzYRCIbxeL4mJiVitVu69915+37wVqz0Dd/PzKV47lhuvvoLx//0MxZOOiPOS6r0YanXKK9z+dk09y4svvpjc3FzMjjQsjlSEyUbKabcDCuGKTfgLlwIasPszWpdHoF3mhSS72ySuMI1bHe/23lhRWTatUS+MQZPipBB3QgiRltL8hdTEVo90zRphcdr0fq57/0HNC22t84+stghMaLH7Rq/FAvi2fA7Afffdx3333cfw4cOZOXMmhYWFaJqGEIKtW7dy8YU36Cb3DiP5Ysn9ZKf0Id3bmQxvZ6zmfbOsFMVMi5ReNb+fknE+gXAp3/76LIN7vsysZY8fwRU5flBVlVtvG4nZnkQ0sBNrXNYRjVeRNwd/6c/8tGA+vXv3PuC+CxYsgFhUj7PTVHZufwthshL0FfOPf/yDV9758ojmsj/SPKeS5jkxax2WB8rYVpaDSTFjM9tonXLgsi1eZxJmxcTPP/9cc/ObMWMG1wy5Ebc9je3btzNp0r6hRX6/n4ceeogP3v+YP3R5ukbYripyk5LQjmZJ3QhGfIz+eCynnXYaFRUV5ObmkpaWxvnnn28kNBnUSSgUwhWfghBmTDYPJptX7yccC6GpQbRYCEdSZ0yZFmIhP2UbJ3P11RVM/2oRRIIIXylJ6ZfvM65UIzU9qBctWkSz5tkkdxhek92/C7unHXbPvjUs90eiuxVntnnQsSLvw08z07LH5hfmjpRSqkd2FQxOBpq8uBNCuNNTW3yXHNfhjPZpVykmZf9L3l881a7tu0Te2faWzAttRUoVW0I7bPEtqdj2LaBboQBef/11vvrqK24b9hQF5b+RndKH07Iuw2J2cG2/MYe1FqctkY5Zl/L9ihe5+OIfsVgseL1eHnvssRO2MLLJZGLjhrW079wPNeyDIxR3itmGMFvp1avXQff961//isvl4q9/fQosNt56/VVGjhyJoigMHTqU5158jfjmfzguhMLxYLULRoKMXfAOia5kcku30CqpzUHFnRCCs045n3PO7M+V11xBfn4+Py34lbNOvZt+2V5enfZ3li5duk/NuSVLljDx4xlc2OUpXPZk9m6tNm3Oy5zWoQc33HADqqqiKE0zZtGgYZkzZw5mm5ek9n864H4uegAQSdzB7F98xGddiNmegmLe08ospSTq367XNw2HAcjMzMRs8xIq+w174r71Ug8Vm8VNz5Z3mTcVfXmrqmlnCSHOkVKWHNGgBo2CECILGAeko5tnR0sp3xRCPA9cXr2tELhZSrmjUefSlEuhCCHaJCdmLmqXdklK88SD3+wPl3C0ityixazc/iUtmiUS8rkpLF+HEAoxNQRAs6Tu9OvQMAWMq0JFjHy2M5WVlfzpT39i0aJFJ3Q7MyklJouTxLZDEYoFsyPtsL8QpdQo+PVVyn0luN0HL8yrqiqrVq2iS5cu+5zz1FNPpZh+WFy7e8MeakJFQ3Aowm5VkbvRhKC/QwFFRUXccsst9O3bF0UoxDs83Hnugzitdcc21hwbrmL19l/xOhPJSmxFbulmJi7+gFYpp9D+jDbMnDlzj/2nTZvG3bc8x1mn3g3svgbhWJiPF39BSeVm+rS/le9XvEAkEjFqSBrUizvvvJPRn84grdWfG2S8iH87Jes+4IYbbuD999+v6Qv8008/cda5g9GifmwJbfBUZ8XuzaF+n+T7VrI2f4rPV1F4djQaXd0QazhZaYxSKEKIDCBDSvmLEMIN/AxcAeRJKSuq97kX6CilvOPIV7F/mqzlLs6VMCglMWtK16ybnd647AYfX5MqReXryS1awpbC+TXbSwviaJN+OvllKwEwKzZapvWjXeYfGuzccfYUBg8ezMKFC2nVqtUJLewAAoEAUovqLu7qrFFX6hk4U3oechap1GKAIBqtXx1Qk8lE1651x71169aNmfNy9hB3+3PdHytq93ptbKZNm8Ynn3xC+/bt+eGHHzCZTFx0wQDsloO3AHPZ4ujd+iwKKwt4/dvnsFkcqFLltMwuzJ79P6ZNm8aVV15Zs//OnTuxmvcVjEu2zKdTr0QuueQm7r37IRRhxmxusl9jBg2IpmmMfn88Se1ubLAxra5m2BLaMWthZY2wA+jTpw+xUAnFxcW0aH8+pRsm4m07dI9kscP5HsnwnI7LmuJZvu39pV5PyvAyX9HEhliHQcMgpcwH8qt/rhRCrAWaSSl/q7WbC2h0q1qT+1asjq97NjG++ePdsm6x2K3xDTZ2JOYnEC6lwLeW33d8SyTmR9V0EdEq9SwyEjuT4T0dIUyEouV4Xdmke0/DdARJArVjjfZ5rXNnNm3aRGVlZb2sVMcrLpcLNRZBURSklCxdupSzzh9CLFhMfIuB9RZ4UotRnjOToddeRWLigbuMHIxFixbx6aef4m0/4ojGOdo0pvs2VipZsGABPXv2pG/fvvTv359erfrVu6MGwKq8X7jngXt45ZVXEEJh1qov6NLyGq4fejOlvgHk5OQwfvx4Zs2aRYa3D7Dnmkqqirnlkj9xxx131BRFPh7c5gbHP/PmzUMxOzDbkxt0XFtCG/yFSwmFQnsIPIDk5GSqin7FYoun4NdXSe/+5BGXPYp3ZtC3zYP2X7eNHZeZ3vKc/IKcu6SU2hENatDgCCFaAt2AxdW/vwjcBJQD5zX2+ZuUuBNCWDJSs6d7na0vOjVj6AHj6+pLTA2TX7aSDTtmU1y5cY/X7JYEOrUYwCmZF6CIPQNnO7XYN+j2UNj7Jl37911C76233mLAgAH1auV0vLMrZkoIQa9evSjYtpK0rM4UrnwTd7NzscW3RZisCMVa5808XLGFirzvMNuS+OCDD454Pl26dOGWW25hzIefktT+ZkyWA7sdG5O9Xa37s9Y1dlxe+/TTuP/++/F4PPTr149AIMCKLSvpkd2bRFf9bphWsxVVVVm8eDE2m5VYRGVN7nTC0QpeeOEFJoyehMeZhNvm5fxTW2Mx7bmmFHcav/zyCwBZWUcWn2lwcjFhwgQciZ0afFxncncilTncc889jB49ep/vJ0VRGHhRf775fr7e/rD65SPxAljNTnq2HGneUDD9dk3TugkhzpNSBo9wKScfleiO0/riA+AGIcQ1tbaOllKOrr2bECIOmArcv8sdK6X8C/AXIcQTwN3AM0cw84PSZGLuhBDe1OTmi7KTzm7XMul8cSRP8+FoFXklv7Ah/3sqArtjHpPcbchM7ILV7MLjyiIxrmWjFJ892E16VZGbyfNH0L3NjfjkIjZu3NhkA8pXrFjBGWddihouQ6phQOBpPQR7QhvUSDnBsnWEfOvQIpVMGv9/DBkypEEtOc888wzPv/gq1rgsXCk9sCW02Wef48VN2xjirqAiny+WT6YsUErHjM4s2bqQQYMGMWnSJOLj43nppZf45D+TuKH38HqNt70sl/GL3+e1f/+TSZMmsWlVEJ8/F3+4FI+zGc09Hi7vNhSzYkbVVDYX/U5UjdIyuQ355duZu/47HKlW1qxZ0+BrNWi6RCIR7M4EEttei8XZbJ8s1iNFU8OUrP8YizMN344l+9RYzMnJoXXbTtgS2pDQYhCi2vDQEN8duaUL2VT4zbaiku29pJQ7j3jAkwQhhLNf6wT/nAcOIebu/1YxfeWB248JISzATOAbKeXrdbyeDcySUjb8k0bt8zQFcVedOPHTqelXJWd46183rC6CYR8zlu1uIZPuOY2Wqf1I93aqs2RJQ3Kwm7MmNXJLtpBTkYDTnkxp5SaWb56Eryr/pIg7mj17NgMuvorkjrehmOwU/fZ/nHfW6dx3331ceOGF2GyNU8x927ZtzJ07l5v+NJzU0++vs8jy8SDwGlLcSSlZsmUBc9Z9zb/feZNevXrRr9dZdMrsyrayHIorC5g9dzbdu3cnO7UVFpOV4WfdhdV88MLB7/7wGv834T2uvPxa4p2ZJDibUVq5mczErlzSqSehaJBlWxfx67ZlJDqTaH16S+bPm49ZsfCvf7/O9ddfj8fjOeh5DAx2UVRURLNW3VAjFWiqHyWxGaktbiJYuhqpRbC6mmNxphGpyiPkW4e72fmH/OCuqRF8Wz5HqiG2b/mZ5OTd1uxwOIw7qQ1ISWK7G2u+Qxrqe6OwfB2rd0wo91UUnmUkWtSPxhB31Valj4BSKeX9tbafIqXcUP3zPUB/KeXVR7aCA3PCKwKz2dwrJbH5nK5Zf3Y1ROKEzerm/M6PEWdPxWaJPyrxPPW9Kc9Z+zVzf/8O4P/ZO+v4Kqs/jr/PjXV3J7BgQXd3g8DoFClRQQFRFAkVQfkhKK1IEjpENAAAIABJREFUCoqC0iDSLZ1SYzDYBkvWee/z++PCZDBYF9z367UX7Ilzvvfuec7zec75BlWdu2Cga0HDpjVeC2EHsGzZMozsGyOTa/xadIycaN26NR07dizRfp2dnRkwYACDh44i+eFJjOwbl2s/r+KImD14428iFfc4e/EMXl5ePHz4kOT0JJp6tSY2OZrgqBv06dyf0JgQIh6F0bFjRy6FnaOm6/O5BSVJIuzRPR7EhxEae4fw+PtcvXqVqJhwOnXqRExMJNM+Hs/ly5f5dsVslDLBmHFv89OwpVSposkJdvbsWdLT06lfv36RPpeW1xNra2syku4DmgTa3tVq8uDCbFBl8dZbb/HTqvVIOkqMzGuT/PAEyQ9PYBs4AZlCL4+W/0Mm18HcM4jE8P3YOVbm4rmj+PpqapZrxmiBrlmlYhd2ADam3tRSvm16NnTZKX19w66pqcl/FVvjWgpCQ2AgcEkIcf7xtsnAMCGEF5pUKHeBEo2UhQou7kyMzbtamTv/Wst1tK6hnmWxtCkTcqxMXp67q6gU9sF7NlRTZ7OeR2M6+Ddj+7//EhsbW5ymlWsOHjyIjvV/rg5+7vI8ExUXJwf27aRZy47omVbOEUFbXijOyFlLQysUliq8vLwAiI6OxljPlHuxd9h0dj2GukZ422tWFWQyGePGjWNg0GAczJywMbZD/njZ61bkdbZf3ISEhKmeGf1H96FdVkvGjRuHQqHg0KFDOfodN24c9vb2mJub59he0SPCtZQfvLy8UKckEhoayv3792nYsCHz5s1jwYIFfDT5U4RMFytLE2Kur8S8Um8UuuZ5N/oYIQQmji1Q6FnhH1ib7Vs30q5dO1QqFWNH92HOnDnomfmg1C/eoA4AEwM76nmM0zt9d/E2Swvb0TGxD5cXeydaXookSUfI9qrMQclkxH8JFdZRy9rS/h1TQ7vf6nmMKzZhV1L4Wyfm+CksiWkJAHTwfwMhBHcjj2FjY0NaWlpxmVquiYx6lD1rp8qI59Tpc88lvy1JatasiaRKR673/GBfmFJ25RkhBBEREYDGX2nKlCn4OQaSmpmKhaElEXFhHL6xN/v4Nm3aMGjEALbe+pXtFzXl8SRJYselP1jw43dEJTwkOOoGM2bMYObMmS+cbfb19X1O2GnRUtwIIXB1daVhw4aAJmJ/0qRJxMVEEeDvTWpqKp9MGkPM9dWoMuIL3L6BZQDmnj3p2DkIU5f2pKSk8NNPP2Fo1wCFniaSvyTGDD0dE+p6jFWa6Nsvsbd1+bzYO9BSYaiQ4s7B1nW2ib7jvDru7yp1leUrUvRZIVecflC1XOvhbfdfxvOGHoGcOnWK+PiCDz4VEZnSgIzke6izUom9uZ65//v6hXVJi5sTJ07QrFkzlEZO2QKzPFOUWbyMrHS2X9xEnTp1mDJlCpYmVlw5do2Gns3ZdHYd6VnppKSk5DhHCMHMmTORpSgw0df4w92MvIZMyOnVq1e5XsbWouUJZmZmHD16FLlczh9//MH4caOIvbUBdVbBX6B1jFyw9B5MctQpHKu0YenSpaTF/ZvDl68kBJ5SrkdN19EKU33XyQ52biuKFF2opcJSoZZlhRDC3tZ1kbGe84gAp0GyZ9OPlDUlnYqia/XeOX4/cusA6zetx9bWtkT7LS/s3f0HLVp1AAT6loGMGzcuz3OKwqFDh9i6dSvLFq0nXRVNeno6SiO3HMeUdSBFbilSinIdBpgmkqnKoodffc7+dQld5Q2GNnwbGxM7JEmiko0XtyKvY2pqSmxsbI5ZNpVKRcSjcLzt/Nh+cROX7p9j7a9rtMJOS4XC0NCQnj17smbDXi7PW0LtGr6cubAS80p9UOgWLJBHoWuOlddQHoX8QZ8BIxG5BGOVRGJ0uUxBgOMg2b8Pfh+ELSZCiCBtLrzXiwoj7jTCzmWVmb5H/6oOfWUFSZz6qnHh3hlO3zlOTEokixYtwszMjJo1a5a1WSVO06ZN2bn9D5ydnYtUS1eSJOLj48nIyEAul2Nubp4jlUxUVBRjx45ly6Y92Fv4k5b+CF0DHVTCBAvPHsXxUYrEi8RbfkVdgOl/x12Mf36GTylX0N2vEZWe2ZecnkRKejIeVpV5+6ORTJ48GT09Pf5Ys5nEtEQyVRmYGZjxT8gxxk9+n9W9llO5csn6r2rRUhK8/fbbrFi1HiOHZpw6c4DBA3uzau0qzD26o1PA+tcyhR7mlfqQHHkSWS5VV0oKIWT42AXJrj/88w1JknYIITpKkqQqNQO0lCkVIhXK4xm73y0Nvbr52PWUlURuucJSFgXdlx78FkmSqNG4Gtu3b0dfX5+rV6/i4uJS6rZUNMzcOpFwTxNxjBDIJDVqtRoDXUv0dIxJy4gnLTMBT7tmVLJvycHL35CcHg2AkV0jjB2bPddmac7eFfV6e1rYPc0Tkfey/d/u+ZLY5Gj0FHrIZHJquzVAQo2HVRWM9UwIib7F8eBDtPRtz6//rCqSnVq0lDXff/894z/6CgObuiSFH2DNykUMGDQcI4cmGFoX78t0SY4hkiRxK2qnFBF/+vCDyNAWWoGnoaTy3BWDXd3zcViaJEkvDdIo9+LusbBbZ2Xk09vbtkeJuw+UhVgrKP9GXGb9yZ/44ssvsLCwYN68ecjlco4eParN/5ULmZmZ7Ny5k2XLlrF9x05MnFoj1zHDLCmckIeHATA1cCTAtSdG+jYY6Gocng9emcvId3sRHBzML7/8AoDSwAE9c28MbetnLzeWlrgrKWEHeYs7gHuPorgXH0l9F016ByEEgzbMxUTPlIS0BEz1Tfnq+y/p06fPK5tUW8vrgyRJNGnShEv3zbFOTyYzK5Uv5r7NwIED0beqjqlz2+xkxEWlNMaQW5E7pfD4U/seRIa20S7RlmtxFwNsJveo2yc0kSTp+Yz6T1Hul2XtbV1/NDeo1KskhF1FEHK54WPvx8im4/jkk0/4888/MTMzIzk5mW7dunHgwIGyNq9ccf/+fTp16sSFCxcAjcN09UoZHD6+D2MjD+pWfouQyCNExl/DUM8aY31bElMfcOL6Dxjp2zJjxgxkMhmLFy9m/fr13Lp1i7lz56Jn7pvtf1MSPjNPUxzX6ctEW372AzibWaOUy/np9C5ux0RgrGuAWlLTtkdrRo8erU1XouWVQgjBV199RbOWHWkaOJ3d5z9j7dq1CJkuaXHXkMn1MXFqUdZm5ptKNu2FWspsAfwphOgqlfeZndeXnZIkvbTkjxBibV6NlGtx52DrOs9Gz/7N7gEdkImkHPsKEw1YUcVcbjiau9C4cguCgjR535o2bfpa+N0VhGPHjmWnOmjRogXvvvsunTp14uDBg3Rq3wNjfTtcberhalMv+xxJUrPv4iwUCn3uRp7Inp0zMzNj9OjRLFumKSGYmRKRw7m6JARecV2v+RFu+eVc2C2uPLzL4vUriY6O5vz58/Tv35+AgIBi60OLlvJCo0aNqFvLj9i4EGp5DmL37oUA2Fb7sNhm7UqTyjadhUqd2UkI8YsQoo9W4JU/JEkaUBzHlNur09HWabK50mZs9+q9yC144lUSaoUlLTOV4cOHs2fPHv7++28WLlxY1iaVCyRJYu7cuUyYoCkjd/ToURo0aJC9/9tvv8XP9Q08bBs9d25M4m3Ss5Lw8vVg0KBBpKSkoK+vT+fOnVm0aBEtWrRAz9wXSZ2ZfU5jPTcOp93JTmtQHCKvNGbrCoOPrSsbLx9mcI8+fDhjCrNmzXrlomElSSIxMRETE5OyNkVLOeDaxXCqexhiaeyJn0s3Lof+SVzwr5i6ds5X9Oyz48Gz6U9K02dXCIG3XXcRHB7fS26njgTeLbXOteQLIcQANC5za57ZPhxIliRpXb7aKY/C3drCZpCVkfXy3tWGKhTycqs/yxS1pGbO7hn8c+4EPj4+tG3bll27dpW1WWVOamoqBgaaGsC+vr4cPnwYCwuLHMcoDexwNPIkwK0H+jqmAEQn3CQq4RZVHFoREXcJtToTtaRCLak4feu/4AAP2ybciTmNRZWBtDAv/gTK5VXUPY0kSQTHRrDo2Ga6DO7D3LnP1cYul6hUKkJCQnBxcXmusHt4eDinT5/m7cHvEvYoFCBb2BcESZL4448/+GTMVJwt3NBV6DL/j6/x8PAots+hpXSxt7enltMHGOhaUNUqnnl7vychIw5VRjymbl0wsHzxrHVZp0rKDX/rRNSSmk2XflZFJT2cHPbw/tdlbVNZUI597s6h8alLfGa7MXBAkqR8LdGVO+VkaGDY0sbM7oceAQO1wu4lXA47j5mBOd7e3iQmJmJoWHoh9uWZ5ORkmjZtyqhRo+jdu3eus0rqrDTuRh3jbtQxAKq59+F8iCZgwsepPU6W/93smao0HiXfw8myBmEx5wmNPomfU0e8i1nYFVTUBZgm5prGpKSFHWje/itZOvB526GM/3EJNWrUYMCAPFcJyhSVSoW9uSNRiQ/p27cvffr0oWHDhpiYmBAUFMRfO/ZgYWhJfOojADZt2lRgYbdx40aGDRyOvo4B9dwbEREfBlkxDB06lIMHD5bEx9JSCmSlGBOfEoaBrgUyIaN/nV4s2KfRQ/F3tiCT66FnVqVcCLkn40hubktPjzEyIaNr1T7yX8799KWVuVVodFz0L6VmpJa8kD8r7AAkSUoUQijz20i5Uk9KpdLf1tx+W6/AwTp6yvJfBaCsUEtq9l/bzc8bNbO2Rkblq0pHWWJlZZVnUMnsmZ8yZcqU7LJtV0I306BBA44fO0FKehwGT9WSVMr1qOHRD9AU567u0adY7S1MbrqXbStNDHX0GN8kiAkTJhSLuLt58yY//PADrq6ujBkzphgs/I9Vq1ahq9BjfJvPOHXmGF3XdwU0ATe7d+9mRJP30VHoEJsczYZTq2nbtm2+287IyGDu3LnMnD6LzoE98barmv1SkanKZPZfU0hNTS21aipaSoL/XhJtTezpXXswv55ahaNFdZxkxriWo2Tmuf2eG0q5kp4BgxQ/n/1hlZ6u3v209LQjJWWflgKhFEIYSpKU/PTGxzN3Oi845znKjbgTQjjYWdof6REwQM9YT+vr8jKO3TqIXy1fWrduXdamVAimTZvGwYMHuXbtGg8ePKBbt278+++//PDDD5w5c4aD+05w+VwIDX3G5BB2JUlRRF15wkhHv1hEi0qlws/XHzcza25E3+fo0aN89dVXuLq6FrntK1euMGzYMN5uPgEzA3OqOdfm0I2/sTSyxsjIiKCgIL5b81X28b/++mv20n5+WLhwIYu+WUrXakFUsfVFCEF6ZhrLDn9HdOJD1JKa6OhonJ0LlvxWS9mTlJTEo6RQrE0q57hn/Ryr8ffVHYTFnsPTrmmJ9V/SvuX6OvoEBQzU+fnsj7uFEIGSJN0q0Q615IflwO9CiNGSJN0BEEK4AQsf78sX5ULcCSGM7KzsT3f07mFibWxT1uaUWwJME7kdG8Hhm3u5su3yK+fIXtwEBwfTv/UQToYcwcrIhuikSOrUqYODgwMBvvURUirWZtWpXXkItma+lEY5u4IM1uVd2AEkpCdjY1Pwe/b8+fOYmZnh5uYGaHzVMrLS+bh5X97fupgzew4zLnUcmzZtKtJ1rlar8fPzo5lHIG2cjREiEUz1ce88mk93r6GJXwtuRV7H36kGAdbmHLx9gbeHDufgwYPMnj07X7PiE8ZPYGjDt+niaQMk8Sg1iU8O/kJkQgSxsbHEx8fj5ORU6M+gpezYt28fFsbuKOS6QEaOfW39OrPu5E+cCV6LhZEbXo5tMTdyIyYxGEtjTwJskgqc1aEsAgVNDcx5w6+fwcZLa08KIbwkSYoudSO0ZCNJ0hwhRBJwUAjxZABKAmZJkrQ4v+2UubgTQsgdbZyONHRvYe9m9dKcfK81AaaJZKgy+fbwRpb8uDj7oaglJ2FhYWzYsIF5X3xHTFI0NVzrMLzJWNadWM6CBQuYPPFTku+n07tWEC4W7gghcq3J+vSg/Oz2Fx33IiqqoEvPyuRG9H0cTaww0zdEkkD+THLi8ISYAom7hIQEvvnmGxb9bz6Z6iz8bN3ZfPoAVlZWeFpXYfXZPSx8412yVCoGb/ia3bt3065du0J/huTkZPQUOrzfOGfZOA8Le7pW701w5HVGNBlLc0eNG0h3v0asPL2bVT/+xI9Ll7Hxzz/o1KnTS/toWKk5+69upLnTYIx1DdBVKLkfpwnKMDExyVF/V0vFYseOHdib++d6D3vZVcXa2JbFKxYyffw6jt9YRkpaDBJqfJ07E2DTAn/rxDzHiPKQ+cHezJG2Xl0s9tzc9o8QwkeSpPSytul1RpKkJcCSx+JO5OaDlxdlHi3r4uC6zsfav09jj1bFNg315AGZm8P50/uf5kXHljVPbFWp1cw59BuuDQL4+eeftbN2uXD69GmaN2pBFVtffB38qWTjjVwm5050MKuPL8NEz5Su1Xrhbl2prE3NprjFXIB5aPb/L8YVvhzd2bCbLD25HX2lDtHJCSSlpyIEWBqYYGVoSlpWBgoh50FSLBu3bn7ORUCSJHbv3s2iD2YQnRJPy4HdcXd355OxE3A2s2F0/c7oyOV8d3Qz/SeM5r333iM+Pp6JEyeyd+M25nQcyeWHIXxz8DcGvDmYDz/8sFAvNPPnz2fxl//j6w7DC3SeWq1m/tE/OBRykYWLFjFo0KAXLtVKksTQoUNJORvCgBqtAMhUZfHRzh9p5hHI0hPbtBU7Kgh3795l9+7dDB06lNjYWNxdfHiz4VvYmTo8d+yd6GC2XdyEoY4hwVE3kCSJixcvolarqV2rHnWrDMPJ8vnAxuJwySip59Xpe8c4E3Zi7/0H91q/6jnwymu07BOEEB/ksjkeOCNJ0vk8zy/Lv5+9jcNYBxOn/3Xz6yvPj1gp7VmNshZ8T3/e1Wf2cCP6Pv+EXEVPTxts8iwxMTG4OrrRtVpvfOz9ntv/5Dova1FcUtfw06LuCYUVd2mZGfT/5SsWLl7EiBEjsrer1Wpu375NWFgYxsbGZGVlYWRkhK+v73Nt7Nixg0FBfWnnVRs7I3PuJ0Rz/1EU9V19aezuz83oMKb/vZog/6b8dfM054OvYWlpiSRJVLVzo66zN2/4NSI6OZ5d10/x180zdPKuy/f7fs/3TJgkSXh4eDDOvwPuFnaF+i5ux0Tw46kdRCTEsmnnVpo2zd2/auPGjYx/621mth+GkY7GBzE0LpJvDm0gOSONpat/okePHrmeq6V8EBcXh6ujL3KZkixVGlmqDDzsmtCnRvPnxo0A00S2Xj3OP/evs3L775w8eZLmzZtjZ2eHo7UdfnZu+Lm2oqCrUcUxPjz73Hq6zbyeaZIksfvGZvXduNtz7kWETiqyMeWYCiDu1gG1gK2PN3UETgHewG+SJL00hU2ZLcvq6uo1dbJy/qaTb095oFlS3ieUAS+a4SvIDZif4/NKaSFJEodCLnL4zEmtsHsB+/fvJzk9CQOd52dXSkpQPf13K6vl1NxEXVGpY/OAlu5OGBvnvC5lMhmVKlWiUqW8Zz7v379PS3c7vmjqnqvIXHR8CzIhQwB1nX2o7unDgbMn8PDwYOuxfTSpUZeo5HgC7T3pU605zTwD2XjpMO4Ozuzct4f69evn67MIIUhIT851X0RCLBcigknPykAtSdRwrIyruW2OYzws7ZnZbhgnQv9l2LBhXLt2DYXi+WGze/furJwyh+l71jC99SAMdPRwMbfh+67vcDjkEpMmTSI4OJjWrVtTvXr1fNmupfSQJAl/f3+QJFoHfkZsUghymRIzQ2eNn2Yu+Nq68vulw6z76E+WHPiGLLUKBxNLLA2U/NKjEZDGxbjSHxdeNhblNRsohKB15c6yX86t+MDCzOJU7KPY30vCRi35whKoIUlSEoAQYirwO9AEOAOUP3EnhHB0trDf82mDbkpLw4q1tF/Qh3hxPPQvRASjlCuoUqVKkdt6lUhMTCQkJITz58/z66+/ArDj4h+Mbj4++5iXDnR5CKO8Zr7K8yxcYWftnvSdrlIVOndiZGQkcz/9grYeVjnafBonUytux0ZgaWhKl6oNsDQwoUbVAJauXE6HDh24FHKDjz/+mJnLllHfxZdJzXoztlF3ToT+S4MGDUhPT38uEfGzCCGYPn06n743gSE12+Br64qeQof4tGS+P/Ynt6LDqe5YCSMdfdSSmql7VuFhYU8X3/r427kjl/0XYONp6UDY4XtERUVhb2+fa19brhyjo09dpv29hqmtBmKoo3kRc7ewI/hQMLOnfcH8L7/mzPXL2NkVbiZRS8kQGRlJWFgYHWtqKq5YGmuSTr9oCfVivDEBlg509KnLuhMLUUtquvjWp6mTnNjUtOzjAsxDi+QeUZo8PZ5VathZ8cme1b8IIXwlSbpRhma9zriQM4onE3CVJClVCJGncCp1cSeE0HG2sT86unp7paWhNuVJbjx9k2WoMllxejff/rCozJcUywthYWE5og9tTRxo5elDUK2BuS7JQuFmuIrLfy2/fZTmuXm1529rzbFjx+jSpUu+zz979ixdW7QlKjmeYdV9GVsv9+WOe/GJ3I+PRkdHB8VjX7SOPnXxtLRnypjxDIkfxNzv5jF//nw6duzIqAFDGb99KUNqtsHfzh09hU6uwu7UqVNs27aNpKQkPDw8GDp0KD9/8R2hjyKZsXctCpkcmZAhE4L3J47n2PTpKJX/5QRNS0tjQoverD77N5FJj6hi5cjDpEcI4FFaMt39Gr1UlAkh2Hb1BB196vH1wV/5rOVA5DIZHdxScTA2JDwxkZoWlalVqxbnzp3D2to639+tloIjSRJr165FpVIxePDgl46f1tbWGOhaEBl/DXe958sSPuFZf+6e/o3RV+qy8vRu9gWfx0rXjYkNcyY4L41xpLgx1jVgXIOu8v+d+OOIEML92ZxrWkqFdcAJIcTmx793BtYLIQyBq3mdXOrizt3BeX1L1wCXqnZupd11heDZ2aC1Z/dSu1UTgoKCysii8oUkSTmEXT9/b+YOsCI1wv3xlptcjHMpMeFT0MG5uOwo6AxAYY5/moT0dOxNTfN9fkpKCn3bdqWrlxNj63ZBKX95AMHt2AhWrlzJh2PGUdfFBwBvGxfmdBpJaFwkC6bNYt26dWzZsoXlv66lQ4cOTPlrJe/XqwGoiIqKyhZHJ06cYMaMGRzZdxB9pQ5DAivz/rzveOedd3L0+TAqEl1dXVJTU7GysnrOJj09PRYc04yjoaGhnD59Gk9PT4QQWFhY5CudiUwmY+uVY7hb2dN9zTRmt3+LAHP4vn0LBvzxF9HJ8QwYORTTAny3WgrHRx99xKolawG4ceMGM2fOfOGxISEhqFSJdPEADPKekX8yTsuEjOoOldioe4iTF8/SplYNTPV0GVEz95Jkz96X5Xlmz8PCniDfRtZ/3DixSwjR5FUPsChvSJL0uRBiB9AITRbtUZIknX68u39e55equLMytxjoa+PatVPlOtopqKd4Ukoqt2W+uNREBrZp89rP2qnVauLj47lx4wZyIePsyP54V72fvd/cMxiA8GDPEvFDe8LLRF5J9luYvvL74Hi2rQyVigMh93m3TZt827No0SLcTOWMr18zz2vV2dQYYx0d6tevT7oq87n9LuY2fNnuTb47+ic1K/li5+VOfRdfzoTdZP3la7xZ3Y/q1atz48YNDAwMiIiIYOfOnQA4GOkyunYgPlYWDN28m1mzZtGiRQvs7OyyawznZ7nZxcUFF5fCPXQVCgV1nL1JzbyIj1k0YIWlgT56cmjYoRWzZs0qVLta8s/evXv5YcGPjGr2AdsubOTslivsb72fxYsXc+bMGXr37k3Pnj2pUaMGV69epXpANd6vX40Bvgouxj1f2u9lLhhOplbUcfZm+vTp7L9wibq+PgTYWFHP+fkIW3j+fivMuFFagrCZWwA34sIbZKlUkwDthVv66AMJkiStEEJYP55FDcnPiaUWny+EcDHW0V86qmb7fEXGvm68aPAIT4gp9EPmVWHp0qV88803WFhYUK9ePRZ3aplD2D2Nw2ORV9IEmIc+91NaFKSvvGzLbd/aC//iYmpcIMf/X7+dQzfvSvl+CTHV02HAgAGkZ6XlaqNMyBjb8A30FTpkhEZzPPQqC7q+w5a+3ZjQoBZuMolPWzYGoFOnTugqlPT0b8yugZqI1JSsLMzNzenTpw+1a9cu9eoQdk0C6OxTD39bzQyhq5kJM1s14uj2bRw/frxUbXmdUKvVDB06lB6dg6jn0RgDHUMsDK3YfWUL7dt0IeOmjNbOXTn02wnq1alHeno6CoWCDFUmXpYa8R9gHkqAaWKOn7x4s1Y7tv62idTUVL5asJAlF4/h4BlcYuNRaY45g/1byvTkymlCiOfD4rWUGI8DKCYBHz/epATW5vf8UhF3Qgi5s439gZE12us/SRNQGPLzQC3Nh2xpEJEYS9WqVcvajDIjKiqKUaNGcffuXQA2vOXH4DZZLzw+PPjVTYRdlAE9t3vnRW2FJSZRs3tQgWaLHYyNOHw3LN/Hf9iwNj4ZyWwI6vycjU/jbGbDmbCbuFvYYWFgjLWhAUIIvm7ThHWXrrFr1y6USiXDRgxnx7V/iEpOAaBDZXe8vb3LREipVCqWLVlKbWevHNtbebgypHpV3nzzzVK36XXh2rVrrF39Mx3836CeZxMAHMyccDBzYkjD4dRyq4eTuQvt/LqgUqs4dOgQlStX5rfffmPGweO8v+sA6VmqAvdbx+YBftam3Lp1Czc3N1Iz1dn7SvKFszReMHUVSt6t3VnXydpunxBCm66h9HgD6AIkA0iSFA7kOz9bqSzLuto7ftPA0cfN17bgdSLzumALIvDKq2/Dywi092Tjxo289957ZW1KmfCk+sHixYsZ2diRroEvd0J3eGp5Vkvh6FW1CoN/WEbLli3zrM4AcOnSJU7cj2Brv2757qOzlyedvXL+jRLTM+iy/k8Q+kiSxMOkR2TAvcroAAAgAElEQVSqNEJ+Y1Ar7qX9N1w5GBsxu3Vjxg7ox/XoWN59910WL17Mm1uOsbVvKyRJ4tq5szxYtRT69Mm3XcWBXC7H3cKO0EeRXIz778UswDyUbt6efHP0NyRJeu1dLUoCHx8fPv3sE+bO+pbgqOu09GlPFVtf0rPSMdXP6edobWzLp59+yokTJxg1ahRXwx/QI7Aqb27ezZJOrTDW1XnhM+PZZ4xakkjKyCQ5OZmoqCiMRM6+HDyDS2VMyq/AK+iz0M3clo6Va9v+pTy/EijdG+r1JUOSJEkIIQE8DqTINyUu7oQQVQPs7cdOr+8ilPKynVUrrFN8WeJqZsOlS5fK2owyY/369fTt2xeAuT3yX1kit7fl8GBPrfjLB15WFtRztic6OpoHDx5gbGz8Qj+1VatW8cHoUQwK9MXGMPcKDk8IS0giMjkFWyMDbA0N2HP7LqfDH9LKw5UqluYkpmcQnphEoJ0B782aQ1paGt998jHTmtXHXF+Pe2k522vs6kT8nsNcvHiR9evXI0kSriYawSSEYE339gz5czf1T56kbt26xfLd5JfFv6yiS/uO/H3zLAOqt8LD0p6LcS74m93FwsCEQ4cOvTAhspbCI4Rg6tSpdO7cma+++opfDqxET6lPbHI0Oy/9iZmBOc282tLHx40ZrXrz7bG/+Wbm//h21jyOnz3G1n9vMri6HwM27WB9z455iqVLD6OJTU0jOPYRQsAbb7xBSkoKE94ezcX7dgQ45V2buCwoTBqo9pVq8U/4jR4KhaJhVlbW0ZKyTUs2G4QQSwEzIcRw4E3gh/yeXKLiTgihcLez3f1Vi3qyvKLnSpOXXdjPRjI9u6200VPqPJdM9nXiibCNmdMYRRGvoacF39P/1wq95zkSGsbmoUMxMzMjIyODOXPmMHr0aPbu3cupU6eQy+Wkpqby3ayv+LlHB7ytNP5K16NjORn2gHvxiUQkJhGfnkFKZiamurqcfxCJi6kJofEJSICbmQnV23ei74oVAISMe4sDQ3rz86V/mfT2KLLUEh7mptRw0CQWft4vTzCkelWGd2iLkZcvvapWYXbrJtn7q9pY8VGjOgzp1IEuXp60mPI5bdu2Zdu2bVy7do2AgADaPA4aCQ0NZfbs2QQGBmJra0vXrl2L9P21bNmS0IgwpnZ+k6l7VlHJygE7IwviUpO4Hx9FaOir5T5S3qhRowarVq1i9erVXLp0ia+//ppdu3bx9pC32HNlI318xmNnbMHstr24GG/MkgPf4u3tTVZWFmsuXGXIkCFM23+cr9s0eWk/W64Hs+LcZQyUSrb264ZCocDExIS3J0zkl2Mry624y4sXPSPnNQ9UDNoeu0UI4SRJUmopm1UhEEL8BHQCIiVJ8nu8LRBYAhgBd4D+kiQlvKwdSZLmCCFaAwmAF/CZJEl78m1HSUY3ezo6fNXJw2XS+7X8X4n1h7IQeX/dOE2KtyU//fRTqfddHjhw4AAf9O3NiU9Kzu9QK+6eJyo5hQyVGh25jPDEZEZt20OHyh7svnWHjlXcUUsgF4Lm7s7UdbInND6Bj/8+wu24RzR3cyFwwBBcXFwwNzdHX1+fkJAQunfvjomJCbGxsaSnp2NnZ0diYiKurq4M8nLn/fr/1eFUSxJbrgdjpqtLM/cXB0NkqFQs+Oc8K89dpqGLI4s7tcqxXy1J/HDmEnGpaewOvoNbtRqcOXaUXlW92HP7LnVat8XIyIi/N/1OYxcn1l++hr5CQUrm81G8hSUiIoIzZ85w69YtbGxsqFu3Lh4eHtpl2VIkKSkJeysH+ldrSh1nL6wMcy6brju/j0N3bhIafQeFQkFSUhJuNtZs6NUZD/MXp6354tAJzPX0GLX6Fzw9/xtHfvvtN+ZOeot942ogl2n+zq/KOLPq8nXW/hu85ub9sEFlbUtRKKnyY0KIJkASsPopcXcKmCBJ0kEhxJuAuyRJU4r4EV5KiYk7IYS7j4P9v3/2aKerI5fnfUIFp6SE3524h8z4ew0PE2KRvwbf47PMnz+fs+tn8cMAnxJp/1UZcEsa93k/AjAgwIdmbs5YGehT1caS36/eYN7xs6SrVEyc8hmTJk0q8HU6Y8YMDq78keVd2xbJxrPhD5l74gx9/bwB8LG2zPFgTs/KYvetu3hZmeNlZUFiega/X73Bg6RkzkVEkqlS8792zWi/diMp6Rmv5f32KqJSqahi40xlK0ca+fZ/Lvo1wDyUczFOfL53LT3HDGXy5MkATJkyhXvbNjGtWYPsY/8Je8BfwXe4EhlDVHIK6SoV4z6bxvjx43O0mZWVRVU7G+b1caGlt0X29ifjzctWDp72z3uRe0lZopYkem/5O/N0yN3akiRdKFNjikBJ1pYVQrgB254SdwmA6WMfOmdgtyRJuUYfC029uxcKM0mS8lX9ocSWZT0d7P/8rEGN10LYQcllIXczt0VfqcOZM2eoU6dOsbVb3snKymLLli18+elENo30L7F+SsvRuSJz8n4EzibGrHyjHV8dPsmaC1eJSErmzqN4KluYs/PwEapVq1bomahmzZqxdemiItt5Jz6Bo6HhHA0Nz962a0B3vB4vGesqFHTx/u9vnZyZyYyDJ7J/HxToi4FSgaFSiUxWftxItBSNf//9l5iUBGbVHoau4nlhB1Dd8j5v+DVkyZxlTJ48mQMHDvDXih/xsf5PmCVlZDBy6x7Gf/IpQbVrY2dnx4ULF2jcWJOSR5IkMjIySE5O5uDBg8SkJeFgppujv9zGm9zE3MsibMvapUQmBDMa1FCOSU3b8jjvmjrvs157LqOJfN0MBAEvXI6QJMkYQAgxA3gArEGTxLg/ZR0ta2Fi0rOZh6tfPafnazC+Djzrr1BUsaeWJEZ268eXP35Hu3btXvkHz9q1axk7YjhuVkrWD/OjjlvJZvN/0UCqFX2aa2/m4ZPMWryEFv360eKpfSkpKejp6RXpekxLS2PMmDF0dC/6C1F3n8p08fJk6/VgEtIzsDTQx9PC7IXHWxvo42ttyc2YOPoH+PBhw9rYud8mOSuDxMRETEy05RFfBRwcHGjRvg0jN83jzVrtaOKRe/UIHxsXEtMTadWqFWePneTDhtXoUNkDB89gHqVk0uu7W/QaNJjBgwczffp0du3aRVJSEsuWLcPNzY22Va04cCMOQx05ntb6rBzsg49d/gIcC5supaxeTn2sLWnh5uS8IzNzDPB9qRtQTKSn6RXo+0tLvg1E9xNCPF0yapkkScvyOPVN4DshxGfAFnLWjH0RbSVJejoSbLEQ4iTwdX5sLfZlWSGEvpuN9YMNXVubWOcRPfe6UViR9yAxlvPhwSw+sZWGDRuyf//+HDUxXxX27t3LR4P68zAphU2jvTXOyDWBM2Vt2X88PRCUxyWT4iQ49hFTDxxDt5I3e/bsKZGXivj4eBwdHRlfy5+h1XOvC1zSZKnVKGQyHDyDWXIojIMqPzZu3FgmtmgpOc6cOUOLhk2Y3nowHpaaiYdnX8TvPIrn71AlXT0hMCAie/vcvaF8/Kfmfjc0NCQ5ORlnZ2eSkpJQKBSMGDGCHavnc3RCrWwfu7KgNMefpIwMum7clXz7YaSzJElxpdZxMSGEMKjlYJv8W6/OeR/8mJFb9/BX8N0CL8s+s68KsFaSpJcuxQkhjgELgV/QLNP2BcZIktTgZec9odhn7tzt7b7o5+2pFXa5UNjo2zYuSbRxsaW/bx/e3bGPefPmMXHixJIwsczYsWMHg3t34/teVWjtY4Fxw1Ive5wv8nrDLkrC0vIkDOccO836S9f4eMbnjBs3rsRmi01NTdm8eTP9unYhIT2DN3wqYW1ggL4y/39/tSQhK0JwguKpz7bjSjRDP+tV6La0lF9q1qzJ4p9+YMKod5nV/i3M9J+PZHUzM+Uts5z38ec7Qli4P4IJEyYwZ84crK2tqVevHkcP7Sc9S8245s5sXjGPRX28ylTYQcHHn6KMOUY6Orxdvarh0svKhUC/Qjf0GiCEsJEkKVIIIQM+RRM5mxf9gPmPfyTgKAX4not15k4IYVvZzvbO1p4d9HQVr4evXVHIr8h7+u3yr+C7/JmlYMeOHSVlVqkSFRXF0IZ1uRwTwbL+3jTra57zgHI0a1ealIbQe/ZB8KTPXy9fZ/nZSxy/cQtLS8sStwM0lQXmz5/Pxo0biYuLw0Zfjw6V3enj55Xr0qqDZzA3IlMYuvwO5x9E4mhsTC0HW75s2YiCjD1PlrUcPINJz1RjO+kw4ZExmJm9eDlXS8Vm6tSprPl+GZ+3HYKxrkGO8TU3cXQyJJ7uyy4xa95igoKCcLKxwEBXTiUrfaZ2cqexpxmyMhZ1xUVBxx21JPHGpt3pF+/drypJUunUfiwmSmrmTgixHmgGWAEPgaloUqCMeXzIJuBjqSRTlVDMM3dVnBxXvF/dt8DCrrCzHeVppqMw5KcI/bP71JIaXV2Nk258fDzJyck4OOReoLq8c/PmTVrXC6B7dWt+XlYHfd1nrpvXVNhB3vdEQa/9gtxj6y79y5LfNpaasAPw9vZm8eLFLFiwANCIvTVr1tBz/jx+6NKaWg522cc6eAaTmJZF6/nnmDp7PoMGDSI0NJSxndpR78d1dPHypLq9Dd2885f0+sl3cyc2DRtjHa2we8WZNm0aKSkpTP7xJ6a2GshFXF6a+7SuuymbRvjz7rRxpKamYmuiwy/DqmJjrIutiU4pWl7yFDRYQyYEH9cJ0P1Mrf4VqFWCplUYJEnq+4Jd8/NzvhBiRF4+fPk6prjEoxCiUj13q+sH3veTlXX+poou+l7GwTv3+eHsRY7cDaNr167s3r2b5s2bs2rVquxSXRWBxMREAtxtmNjalbfey0WcvsbCrqDk5QdYEA6dsqDf7zsIexRfLvw6f/zxRxZ8Opmx9WrQwNkeXYUCB89gjtx6xNjfbnApLCn7WLVazcWLF9m/fz/zp08jLUtTuqyanTXtK7vTysMVhUzGt8fPcPReGEqZnEaujgxrqcTH3pBp225zRTeQzZs3l9XH1VKKfPHFF/y6cDlfttXU+s1rBm/p4TB2XY3hdpY1yzoYUNe9ZAO9KhJdl1yV9lyLrpOVlXW6rG3JLyXpc1dEu24DE152CDBDkqSXJn8ttpk7H1e7nz7rYFvmwg5e7fQWLqbG3H2kSWx95MgRDo/z58NNJ9iwYQPvvPNOGVuXf9auXUs1J+PchZ2WAlGchcnPhEfSutsb5ULYAQwePJioqChW7NzJuF3r6BJowVhdZ1wt9fj3QQoZGRno6GhmT2QyGdWqVaNatWqMHDmS2NhYVCoV+/fvZ/X0z5iy7ygGSiXV7KxZvnUH0dHRdOzYkRVXjNDR0UGpVLJ9+2dl/Im1lBatWrXisymfkZKZTj2bh3keH1TDhq2XorHOiiDQKbAULKw4TOvoLEISpDVAySQkfb04COSlOPOsVFEs4k4I4dPQ275uCy/zvA8uJV5VgedsakxUciohISFIaQkEOBphbaxTqktouXHnzh3Gjh3LtWvXMDIywtDQkPv379O2bVvmz5/PuXPnMDExwcdHc++fP3+eF14v2lm7MsPJxIidYWFlbUY2SqWSjz/+mI8//piIiAh+/vlnOs34BLUkMaW9W7awexYDAwMMDDRBXUOGDGHIkCFERUXx4MED/P3/y5sYFxeHiYkJMTEx6OvrY2RUfOWiwsLCWL58OZIkYW9vz5AhQ15or5bS5/Tp01SuUpmMrPxVI7EwVLLt7UAkSdJWF3mG6s7GVLHRq6RQKBpkZWUdK2t7KjKSJA0tjnaKRdz5uNktm9rGVqe8XfAvchivyChkMtzNTTl//jySBPed03GrqseVK1dKtF9JktiwYQMbN27kypUr1KpVC4VCQZMmTRg8eDCnTp3i5N6/2T3Wj8T0LFIyErFtbM0HG3/F1fVP9PX1iY+P5+zZs7i6uqK4vp30avolarOWgnMz9hFZWeUzj6K9vT0TJkxg5MiRhISEEBCQe76yF2FtbY21tXWObbGxsZibm5OSkoK+vj737mlWW5ydX1zyLL+4urqiUqkYWMeOn+/EExsby0cffVTkdrUUD6NHj+b27du8u2gBx98KopJ3/ur9lrfnXHlhamtbxc2o9J8A77K2RQsUeRQXQjgbKqTaTSqVfydkB8/gHD8VEQfPYD7pZMfwgb3pEtSPCfNv0bi6GUeOHCmxPhMSEggKCmLWhLdorXOJFZ0MCEw+TmDiEaa8P5Larib06tULP19dfDoZUqeHKc36muPTyZB1b1Zl2Rs2XB7rwpi6JkyZoimn59H5fYLva+tOlxfCbnkwa1M6i/45z8qVK8vanJdibGxcYGH3Ip4EIz1JLeTi4sKbb75ZLG2/9957TGjlwo8DfdgyOpA5X3xGaGj+BISWkkculzN37lzMDYy5HRdf1uZUePwdjXAyU3oIIcomYaWWHBR55s7b1e7rD5pY6VbEt5mXCbzyPMvXq6Ytt6JSuXBhJ39eiKJrEysunTtKREQE9vbFVxUkJSWF2bNns3juV3SrZs2KD2qiq9S8D1Rz1lRBCappw3WzZFzs9LA0fd5Py7yxkraNLeEM9KplS9vlewGNv8vCuZ8Wm61aCkd4sCfpWVnMOnKCU2EPOHj6DJUq5S/K9FVAT0+P9u3bs3DhQqZPnw5Ao0aNiqXt4cOH06zuAj5u54qHlT7vNnNiaJtq7Lka/cpXmakoqFQqHH08kZmHABZ5Hq/l5UxoYqUMT1QtBJqWtS2vO0UaYYQQJpIqs2u3QKvisqfcUB5n+Z7Y8fM/D9h2KZp6fcdTt25dEpJVjHjDkdatW3Po0KFi6Ss+Pp4mTZpw+fBi9v5QgwVfe6FbT6apGPHUj2UTJQ0CzHCy0Xs+lcnT1ISdl2No1qwZAEZGRmSpXhCp/XQfBaVmLj9acuXGv84M27ybgMVruBkTx9Gbwdk+ka8T69atA8DKSjOOTZs2jWvXrhW5XR8fH5p36M63e+8hSRITJ7mQpqtmaANHzp49W+T2tRSdL7/8ktDLF3F8pgaslsLRrIoZukJVVwjxetYeLUaEELZCiOVCiJ2Pf/cVQgzL7/lFmrmzszR9a3AdG/2yzspdGpRlseZnxeXCg/eJlMyYMGECDg4OLPvfu/y1oDqRcdfZuXMnTZo0KXKfX3zxBX52YSydXLXYfEwy7dSYXjkIaPynouIyycpSo1Bo3jEyMtXoKJ953ygOcVZcAu8VCvQID/Zk9pGj2NVvTNL1leUmOrYsMDMzY9myZYwYMYLNowK4E5NGv379OH78eHZOycLyxRdf0KFhAOlZar6o5ckvM/1YuOE+Xdo1oP/QscycORO5XI4kSVy8eJErV67QqVMnbV3bUmL99/NZM6xyvmvAljteNLaV0VglhGBUfWvd2enSROCDsrHilWElsAL45PHvN4BfgeX5OblIee4qO1k/3D/Gy8bGWBsBBiUj+nKbNbz2IJneyy/zIE2HkydP0q1ddSYOcMXTSZ9eH1/mj20HqF+/fpH69Xc0YukMb2r5Ft9D5t+QZDqOuUBoTAoymQw7S11+n+1H4+H/zWKcX1cHH7dyPtBWcJEXHuzJyfsRjNm+lxv3w7Cw0C5HZWZmUtnOhFWDfannbkKvHy9TufVg5syZU+S2w8PDaVGjMg09TVk8R+NrHhOfSb+xl4lNziJo1CSOHz/OlRP7MDdQYOPbgN27dxe5Xy0vJywsDL9KnoTPrl82ZcPKw6pCCYxlyekqas65lBDyIM5ckiR18fdQPJTXPHdPEEKckiSpthDinCRJ1R9vOy9JUrX8nF/oZVkhRE1/RyMLrbD7j+Jewn1RW952hhx4vwadq+jRql4AvQZN5MCZOOr5m/JWN4fsoIWicOdRGh5OxRvN6uNuiIWBgkOHDhEdHU1qugq5TODhqE+XJpolsRt3U4q1zxKhgi/5/nXrDu/u2Meq337XCrvHKJVKPvryW6ZvDwFgST9vVi39jhs3bhS5bQcHB/65EcGakw9YsyiCH+aHYWmqZMfyasz60JOHe5fSROc6n3f24Pz9JE6ePFksy8JaXs6ePXto5WOaf2FX2Ps+N1eR8jJ2lIAthrpyWvlYGslksjbF2/JrR7IQwhJNXVmEEPWAfEf+FHpZ1tfdYfKQGibls7p7GZPfHHtFEYLmBkp+nOdDjw8vERoayu0wTeRpVpaEKu4MsbGxhX5wh4WFoZAL1OriL333fksXhg4dyjtdFbSobUFNHxOu/FqXyLgMHG10aVe/bPP1FZinB8YKMKMXHuzJgn/+ZPXGTbRr166szSlXDBs2jCVLlrDhTCS9a9nySTs3ujSpzvk7Mejp6RWpbQMDA0zMLHhrrUa0te9riZONHi1rW9BSZsGtqBQCvvgHgA/7WRIY4Iujkxt16tShYcOGBAYGEhAQgJGREeHh4cTGxpKVlUVaWhr37t3j7t271K1bl+bNmxf5e3hd2LRpE118NWPkragULA2VmBu8wD3hWQFUk5z3e3kRa4Xl2c9TRIbUNJWdCLX7DNhVfK2+dnwAbAE8hRBHAWugZ35PLpQ4E0LIPezN27T0Lj9Ji8sbuQm3JwXKi4XHg0lwWAoTvxxC5w2riX6UwcSBLkz87hbdu3fnwIEDhWp62rRpDO/mgJVZ8c/K9h9tx/KLZ5m6LIn9i6sD0O6985y4nEDCgQoeYJXbAF+OBF94sCdpWVmEPIqnbt26ZW1OuUOpVPL999/Tr0trWvtY8PYHTmwOieL3339nwIABRWpboVCwYsUKunTpgp2JDo9OZuH0uDhLVGIGnRddZOGixXz++ee0a2DJe32cCQlP4+TlC5zcd5iflyZxJSSZ9HQ1NsY6WFgpUMgFukoZTrZ6OFrr0ufrz/hx1UY6d87/MtPryq1btzi+fxerp9cnKjGDlvPOIdcVXPqlLoZXnwkMe5Fwq+iCrgSp6WJMZvqdakIIfUmStDmvCogQQo4m4rgp4IWm5Nh1SZLyl3Gbws/cNW5axVJfKdeG8xeE4hZ2AP6eRnz44YckJKv47pf7zBjlwYKJVQjs/w8rVqxg6NCCJbtOTEzkt99+48q6kktVtG9xDVQqCfnj2cFTVxNIz1ATn5SFqdErNhlcTgRfeLAnWWo143bup2X7Dpiba1/McqNx48YEDX2bYVtXs7GRP0EtbZk/821q1aqFt3fRcrN26tSJzz//nM8//5zFh8LwdzBCTylj3akH9HzzXUaOHElKSgrvfDaNzUsD8XI1wMvVgEEdNYGHarWESi2hVOQ+7ga1sqHLkCHcvn0bU1Nt3dMXkZiYyLD2tRnRyAEDHTmfbrlNUA0bfj77gJQ0FYY8Je5eJwFXkM+axxgmhKBzgJVe8INHnYDfimLW64gkSSohRFdJkr4FClWhoFDqzM/DYXyQn6E83/4D5dXf4BVg9XRfGniGA7D0jzAu3UpCoZCx6esAJk8cxb59+wrU3rFjxwj0EFibl6wvpVyu8XORyQQTB7oCoKN89aOugVK/B564CHx/8hzJmVls2LCh9DqvgMyePZsdR2M4eiGeIZ3s6NLEisb1Azh69GiR2hVC8OmnnzJ37lxOxFtwxbwZx3XqUavLML788ktAk/g4sG0/fN44QY+Rl9i6Mjr7fJlMvFDYAdT2NaFbI13q1KnD2rVri2Trq8rDhw9p4edIZVsDPm3vjiRJbLkYxdC5W0hMUWFh8tSyrPY59WLyMYYF+RsLLxebSaViz6vJUSHEAiFEYyFEjSc/+T25wNMkQgjh5WLaunGvyjl3FMbJFMrVslWF4JnvWQjBV2M8OX8jif2n4/h1z0P8Kxnh5WrAoo+8GD20M5duxuW7puU///xD7WKMkJUkiUPnHnHo7COuhiQjSWCoL6dRNVP6trFFT1fOyO6OtKhl/vI8eVoKxRNhl5iewarzV7l086a2vmkeKJVKXC300NURKBQyJg12w91Bn7FvtefU1fgipwYaM2YMY8aMyXWfXC5n8eLFTJ48mUOHDvHemDfRkQvaDsyfL+qiSV4cvRDP6E9GcuDAAb7//nv09Uu/zF9iYiIZGRlYWFiUi3JdkiRx+vRperZtzMC69kzp4IYQAnV1iaQsFQkJCThY6WpeOrWiLv+85LsKqGGE6pfkQCGEsiDLiVqyafD43xlPbZOAFvk5uTAzd1V9KpvLnstHVljyOaMXnZSBqgQc/CsUL/h+hBAM7mhHgwBT3unllL29QwNLXO31WLVqVb67+Pvvv2lUrXiWdJJSsmg28ixt3jnPFz/dYdP+KCSzhjTr8QUb90XReMRZJs6/yZ6TsdTzfw2XkUrhIfLEFeBmTBz27u7FUjP1dWD63CX0+OASB8/GAdCzpQ0ZWWr27NlTKv07OzvTv39/1m/Zw5BVV9m+KjpfL8JCCBpVM+PY8ppE/rOZUaNGlbyxuVCtWjWsrKzo168fRUm3VRQyMzOZOHEiQ4cOxdjYmI4tGvJ190p81tFdIzhramZDe7W2Zdy4cbg5FC1oRktOhBA0rGkr+E+kaCkAkiQ1z+UnX8IOCjFz5+pkOaBT/ReFFBUDuTzwYhMycWx3lD9G+tPAwxQjXTmK183fLw8h0LetHX3b2gEQV8she3uPdzLZ/vt2hg8fnq9uoqOjcbIpep65uIRM7Npp6t2aGMpZ/JE3b8++zp9//smFf3Yx9sNZxMTEQPgapi27zd2IVCYNdityv1qex8jhOpPXXGb0lKllbUqFYfDgwTg5OdGnZ3v2La6Bl6sB1asYc+9eiae3ykGTJk1o2fENzt87RUe//FcCMjZUYOGi4GFkZAla9x+PHj3iypUrTJkyhZCQEO7cucPm/wXw6eKt/P777wQFBZVIvzExMdy5c4fAwEAUCs3jTJIkDh06xIyRbxCVmIG7lT43fqv2wgCxz0d5UGfIKTq1sysRG19nOtbXkx+9ZD8SOFjWtlQ0hBCf5bZdkqQZuW1/lgKLO31ded/Wdc0Kepndhp0AACAASURBVFqRsDBRsukbf9wc9LHtf4SuAVaMbeFMQ8/StaNMKOLsTu0G1nw4Zh8ZGRn5Wo5r2rQpu47vJqCyUZ7HnrueyM+7HnD43CNi4jNJyjCgtpdg69xA9HVljOzuiK+7IW91tUehkGlmPzLVnL+RyP9+/pK//4nF1U6PI6eCad2oCjfvpTKoox2Nq5mVi6WcEqeUXBLO3kvEvLIX7733Xul0+IrQsmVLhg4fx887NzBjlAcejvpcuVIo3+ZCc+3aNfZs+4PZk+toNpwh32PCh4Nd6fDeAb777jvee+89YmNj+f7772nRogWNGzcuNhs/+ugjFnw3B193A7JUEm+1swE8aF3HgqQUFcuXLy8Rcbdlyxbe7NcTKyMl1x+mMGvWLK5evcrOTesxN1DyXnMnBo6yQy8Pdw9TIwUHl9bA2OAVC+YqBzStYU5GRrg2313hSH7q/3pAJ+Df/J5coOkvIYShUiHZ2FmWfh2+jg2t8HEzYNVgX25EptBi3jkm/XEr50GvSrBGMQaeHD8UiZmZWb7LS1WvXp1b9/JOJLztSDRdx1/Eync4i1b+xeGT15k5cyYh4Zqodz1dOd9NqMKoHo7Z5cUAdJQy6lQ15deZfkTubkxCchZTp05lzsLfsPUdQOsx5+n8wUVu3a8AyYwrCGpJIuLGeR4+fFjWplQ4bG1tuXAzEYCerWxY/dMCbt++XSp9x8bGMmLECD7r6P5f7dMCjAmVnAzYs7A687/+iAYNGlC5cmV27NjBwoULi93WsX2cOPJjLU6sqM3EQa5MHOSKXC5oXdeCc//s49SpU8Xa35IlSxg9KIjNowK4+On/2TvvsKiOLg6/w9KbIAhKR5qIHewVsfeu0aixG43dxJZYYjRqzKfRmGI3Ro1JbLFr7L2gotgQEVERFQRFOuz9/kAJKmVZFlhk3+fZR7k75ezuvXN/d+bMObWZ1MKRs2fPsnnj75ybVJOr22oxZIxtrsLuDWUt9DAy0Pj8qhojAxnlLPSMNblm844kSd9nes0BmgC2itbPk7jT0tJq1NSngLdR5oAQgl7DrLkyrTbDGthy4GYUp7RjshdCxWl3bgHZOn9WAD169FB4JqxBgwbsPhXF48ikHMttOfSUb+YvY/r06dStWxeZTMb0KaNZOtFDYdtkMsGBH6uzevVK2rRpg6+vL7Nnz+ZZdDJePc5x71ECF268JOpFCteCX3HzXlyR+e+onELcSNTUozQdqlgya9aswuv0A8HCwgIzk/QHIzd7Qyb1d8S3XkWOHDlSoP3K5XIqVqzIi5DLDK5no/TY4FhOnwvrfJjZO4EzK9z5fZKMY8dUt0Lm7+/PhjWLaVQ969A6pYy1WTLRnc5tG3L3rmpCQd25c4cvJ47m0Nga1HRK3/zVrUYZ/tmxHT1tQUx8SsmY+S8mtKxjqmtkqKeJmJ5/DIHyihbOk7jzdC07wM9bv+id3bwh1ULiuWRK6zEBpKTK33s/y4ji6kIhhoZp18WByFc7FC7v6elJzz5DWf1PeLZl4hPTOHQhmiZNmmQcW716NX61SuPrk7f4aXZWesjlYGOpy+Kv+7L19/lYlNLh62HOfPbdbRoM9sem9Ulajb9H+8mPqdr7PDtPRJL67m9e3Cjk89HbwSTdx1FDnqhevToXbrzMeKgY3dOOHyd50KNLSy5fvlxg/UZERJCamsqFyTXRq5O/IdfYUJsm3uY4lTPAzkqPqKgokpOT89VmSkoKQ4YMoV3Leswc6pzjdd/Z14rP+zng6urKmjVr8tUvwLfffssYXzvKW6bvAg4Mf0WrpQF07dadFp6lGX/gTr770KA6/LyNhIuj5eCitqO4IYS4JoS4+vp1HbgNLFG0fp5GjaSkpKYNqqqHn1vUixQiIiLo1dxKuaTP2QlARWP25fZ+Tq8Cxvzif8Js5ISKHN7/mIEDBxIbG6tQ/c6dO7P54FOu33311kxZbFwqO449o9mIy7Tp2AdXV9eM927cuEFV99z99N5FV0eLpNO+3PunPrsWVeXsmpr8830VBneyZfEEdwBu377NkydPCAkJoUe/CXSbdI1ukwNJTtEIPEUxM9TGwqKYpXZTA6pUqUKysORGSLr7ixCClnUsmNTfke+++65A+kxLS2Pjxo1ERUUR7abaCBIymcDOzo47d/IngGbPnk1IwBaubqpN3za5r7h92tWOhWNc+e2330hLS8tX36GhobhaGWb8vTcwih79BvPnn3+S6lifLr5W+Wpfg2qp5m5CXFxCZaGZTs0r7YD2r18tABtJkpYqWllhcSeEsCpjrmusLn4Js4eX5+RKb5ZP80QrL4mfM/+b3bHM73lnU0adk0Hzn8CzLKPP4YttiHx5iP79+3P//v1c6zZt2pQe/SbQ+cundJp4lU+/vUWNj8/j1PE0P295xOgpP7Jq1aqM8tWrV2fz5s30a5O33WbPopOp3uc8VT46x8Cvb2Tkx/3xr4fYtD5JpZ7nAJg2bRpnz56lc+fO3Lx5E2dnZw6ce862o09pOeoy5Tueps6ACxn+fsWKQjpvyprqcXyLJlB8XhFC8PHHH/PpvNuERSRmHO/d0pr9u/9S2VJjZhYsWMDW32bz57eVMDNRvZN/s2pJ7N69W+n6J06cYPmy+ayZ7pmnjDIjutkhf3GF+fPnK903wLhx4/hiazBPXiaDN1T3M+Gfv1fTvn17Th7dTbuGiu8qzsz3G8Lw6HaGpp9eYvovheNXWRKQyQQVy5vqA+5FbUsx4xtJku6/fj2SJClVCLFe0coKizsdHZmvX01TtYl+6u5gqFyw3exE3Lt/q/Oybi5E+9i8FQ7F2ESHxSvqYF7uOtVruOPkYsKNGzeyrS+E4OuvvyYoKAjnaj3xbDSe9X+f4GlkLIcvPKdfv35v+bRcuXKFgR3K5TkXbUKSnOCH8SSlyNmw7wkjF9wGoKlPaaq6GePjaYKLnQF7dm2lfv36PA87QSVzf2b1N2DqJ4509bXiqH8Mj54lcfn2K2Lj8jcjUKQU8EyvtpYgOZ8zJiWVb775hi79ptH000skJKV/h5Zmukz42IF+Xbx5/vy5Svp59uwZLepY8M3XX/J5P0c6Ni5TIL5j7RtasmOH4q4ambly5QrdOvqx8ssK5HVjnUwmWPFlBRbOm0FSUs4+vTnRvn17Pvnsc/quvU5qqhy/muas+LIC9RxvcmqVN7ZllNvwd9Q/msnTF2NkXZsF63N/CNagOM189HUszI3bFrUdxQyvzH8IIbTJwx1BKOqgXtXTbs/3o8q0zs5xVkPRk1nQZUdampw/1oUw58srTP9yPsOGDUNfX/ngnfHx8RgZGfH8UCOldps9f5nCjmPPcHdIz6OZlUC8cjuWI/7RjOvt8N57iUlpaMsEWlpC8Rnc4kg+N2Bsv/KMNWfC2Xtd43enLB06dKCp2y1GdEsPFJ6aKmfkgiDSnkr8du6x0u3K5XJ27drFoUOHuHZ6PUsmuuPuYJh7RSV5XMmayra7CQ0NpXTp0grX27t3L/16d2TpRHe6NFV+6bPREH/m/LAVPz8/ID0lWJkyZdDSUtxLKC0tjVaVylDNx4Q5I1yUtiUzTYb5M+/Hnfj4+FDRxYLV0z1pUE093JCKOzdC4uj3zcPLV28+Ujh9VkEjhDD0sbGO+6tHe4XrDNt5kAN37ztIklRgAS+FEFOAqYAB8CZshACSgeWSJE1RpB2Fr6a4hMQ6tVSYlkqDalFE2AHIZFr0GejK1oPN2HPwO5ydnenbty+BgYFK9Xvu3Dk8nQ2VDiNQ2lSHAe1tqF/VLNuZv2oeJlkKO0gPuaKtrfVhCzvI9wzehgsRdBo9VzW2lFCmTp3Kkj8eZPihamtrMWuYM/+GPOfSpUt5bi8qKoovvviCCs7GzPyiD/cDNrJglGuBCrtoHxv09WU0atQoT9k2kpKSmDlzJt+OdMmXsAPQ0gI9vfTZtVOnTuHm5sa8efPy1IZMJmPTiSD+3P2E7zeEIc9n9iJJkkhJlQgPD8fQ0JDm7T7mekhc7hU1KISnsyFx8QluGr+73JEk6VtJkkyA7yRJMn39MpEkyUJRYQcKijshhGUZc11DRWMGaSh8Mm+iUIQKXmb8tq0JWw/VxLXKDZo2rEG3bt3Yvn07x48fp0OHDpiamtKoUaNswz48fvyYpk2bYmaszU9/P2TfmSjG/i+IyT8G8/XKe2/5KGkoWl4kpGpSj+WT2rVrI5fgwo2XGcfKWujRzc+Kffv25bm9b775hqDza1g3oyKnV/nw57eVFQoeriyZHwAbtHzK9u3bc60TExPDlClTcLEvRRndu7RX0p8tM+HPkjl9+jRLliyhcztf5n1qw/fzZxATE5OndiwtLTl26Ra7T0bS+fOr+dpBfy88kYs3YwkODubSpUv8s2Vdgf4WJQ0hBF7lS+kBbrkWLuYIIVYLIZ4KIQIzHZsphHgkhLjy+tUmt3YkSZoihDAXQtQSQjR681LUDkVn7uo0rKo+/nYaVEd5N1OGj/Xk6h+1aelxnflf9eezQW3wc7/Frc1VGNY8io+6tWLPnj3v1ZUkCQ8PD1L1PTjzsDpL9pTB2Lk3xi6fEK3fhoZD/Nl3RrMMmG/8UX5Z1htulo4jMDxOpVkJSiJCCOZ8t5KeUwI5f/1FxvHwZ0l58iGLj49n7dq1rFy+lE+72uHtaVrgM8/vzux37unIsRM7co15t2HDBk6dOsWWBZXZuqAK5qb5zzz569QKXDjwPTt+n8mhn2swuJMN1TxMOHHiRJ7bcnJy4ph/FGlymPaz8psgHKzTZxL79u3L7t276dXCmrolMd91AVK/sr6Onp5OSRiE1gJZxfVbJElStdev92+o7yCEGAwcB/YDs17/O1NRIxTa6uRe3rpDLU8dzXSqmpPV7J0iy7XmF8PBVIf+7crRv91/YQ2ifWxo1syJFY1s+aRTJ06cvYaHx39Bim1sbLh161a27fr5+dGxa1fiTzRBJtOcPkqRT1+72/fjaTjEn3nfLcHExEQ1NpVg+vTpg7GxMV0+6c6UAU6M6GaLVWldtm/6X65Bom/cuMGcOXPY/c+f1KxowtYFlWlco2h8mM3M9Zj/Yy0GDBjA1atXMTbOepYqNDQUvwoPqe7hpLK+fX3M34uL16iaGQc3jKB9e8X9n94gk8nYtDuI8o7WTO7vqJQA1dbWorufFV27dsXV1RX9V6l5bkNDztSqaIBHeasewKpcCxdjJEk6LoRwUkFTY4CawFlJknyFEBVIF3kKodDMnUyL5krtTNWglphfDM91GTezKKxVz4op82vQskk1jh49ylMFk5Hb2Njg5mCgEXb5IT++dt4gBMTGp+Hiohqncw3QsWNHzly8ydpDBsxcfo/P+zry8EkiqalZC4Jbt26xbds2mjasTuXS57j2R212L65WZMLuDS3a2uFRKYVNmzZlW6ZmzZpcuPky2/dVRdsGluw4+gy5XLmlVQsLC5q17MiO45FK27BovBv+/v5s3ryZ7cciaT7yMp/MvEHg3VdKt6nhP6p7mJCQkKQ2GyqKgM9eByReLYRQ5OJPlCQpEUAIoSdJ0i1A4RRQuYo7IYRISUmxKmdZ+PlkNeSfd0Vc5r8VEXlv6D3AldnDyzNmaHs8PDzo06cPe/fuRZIkbt68meWgvHr1aj5qYZ2/D6Ah7yFRMpV3dzBk7QxPvv/++wIwrOTi4uLCv//+y5bTuuw5FYmbvSH79+/PeD8sLIzjx48zffp06tSszPezBvDLFA/G93bAurT6eLh06ObArl27sn2/bt26nAsq+I0FlV2NMDKUcejQIQCCg4PZvXs3Dx8+VLiNnj178te/yudPLmOuy+hedlhaWpKcpsOFW0mcuqVHi8+usPOE8qJRQzqG+jL0dIWxEKK4i4neQoiLmV5DFajzM+ACVAMeA4oMyA+FEGbAduCgEGIHoLBzvSLLsrZONkaqj6SpodDI62aL7GgxtTotplZH98QDFm08zaTRO+gdqUNMTAwzZsxg5syZb5X39/fnh08VD7WgIReUnMWzNNPNV1wxDVlTpkwZ9uzZQ4PaXrxKSOP2v+No0KABv/76K3PmzKGSk6CyqzFnVvvgYmdQ1OZmSf0mZZk29ghyuTzLUCR2dnbExQpexqViWoC3ASEEc0a4MKhve+4/TmDixIkcO7ybfgNGsHjxYoXi/TVt2pShgxTLwpMdj58lERMTg1M5HRwrmXNobxgAv+1+rJLNJCWdyq6m2oFBzyoAAUVtC0B8qh5Xo7OOxJAVL5INATZKkpSnSNySJGU8dQghVgDZP1H9V6fz6//OFEIcAUoBCu/cUmRZtnI1d8P8e9FqKFbkJAiNDGR8OciZC+tqcnGNJ2Ym2vy+asFby1JyuZzIyEi0ZfnLi7nj2DOm/XSXpGQ5z1+qNhVTSaGMmQ6RkZqZh4LA1dWVPQfPEJeQxoTFd7ApW5qVy2ZyZJkHR4bUYMlE90IXdm+CmGd+ZYd1OQNsHcg2Y8WDBw8w1E3FUK/gU4q3rW/J48hkUlJS0NXVpVJ5I5YsWYJNGX2WL19ObjFZTUxMSEjOn53/G+dOamoqwQ8S+H17E66Edqa2lyn/HI+kau9zfLPqXr7az0xefqfsymeuo2g7RUlVFx1tHW1Z1aK2o7ARQmTO0dcZyDH2mBBCK/NuW0mSjkmS9I8kSQonhc71UczTw6q5i5+lxmlKReR24alqlk0VmF8Mf8ved20TQmBvrU/I9np0nBDA/PnzmTZtGgCBgYHIE59QxdVZqb5TU+Us3vSAH/54wNPoFMxNtZn2Uwj7llTLMUm5hvepWN6I50+usnnzZnr27FnU5nxwODs741hOn+5+Vkz5xBFjwyyGVX+QakhcC45j0cYwNu5/wqM99fOc1aUgmDSrKhO++JiWLZ+hq/u2PceOHcPXxxxt7YIXdwBmJtqEhIQQERHB5E+c8PU2I+DOKwbOHoeRkRF9+vTJtq6uri4pKcmkpUlK+/laldbl6K812HXiGf0a7WNSP0f+nl+JA+eeM+zbYL5de59eLa1xtVM8FuG7Y/6742p2ZXMql1P72fWZW5288Ka9rNrJaWOfU7TA+1x8d+C3fBmgxgghNgFNAEshxENgBtBECFENkIBQYFhObUiSJBdCBAghHCRJClPGjlzFnY6BgY+LhynR1dOX13L6UbNDnQRLQZPfiya3i7KwUaR/IwMZK770pN7AmXh6etKlSxeOHTtGFTfjPN0Uol6ksG73Yw6df05kTApmJtoYmdlB9D0OXYgGoPWYKzSoWopt31XBRIFlovwM9B8KujparPrKkz5DPubAxnH8/FfoezdxDcqTkpLC/ceJ3HkQ/56wu/Mgnu1HnrHlyFPuhSdipqtNl/4jMDnxAwlJysdlywlFRcEbmrW24feVwcydO/c91wo9Pb18BwjOC5+0K8fSpUu5dPE0dabXQ1tbC29PUxaPd2fEpCF069YtIwByZuRyOZMmTaKqmzHKhskdNPsmPZpb0bKOBZXKG2HZ/ATX776ieiNrYu6+zFiZ2Hr4GV/0c1T6QV3R30aVM3Cqns3Lqb0372WlFVzcTYhNkLuq1Bg1Q5Kkj7I4rMwO4XLAdSHEeSDD8VWSpA6KVM717pgQn+ha3vW/EArKnCTqJljyQ2FPeWfXn7p9h842BtT0MmXUqFF06dIFJycnHkcq7ucV9SKFRkP9qeTdksbtvalSpQrt2rVj4MCB3Lt3j7a9vmTjzj5YWlrSu5UNDYb407O5NeGRSfh6m9O1qRUb9kaw62QkUS9SOHYpBkszHSJjUtj0jVe+o+oXZ6J9bPD2scG/nweftTvEoEGDWL9e4fzTGnLBysqKxMREvFzNWbj+Pjo6Whw895yQRwm8fJVKz4+HMXdxW3x8fLCwsABgzYol6OkUzGxYXscoIQTT51WnY9P5TJ069S3hb2hoSEwhhgV59DQJHa1XeDgavvXw5utjTlU3Y7p27Urv3r3p1atXho/g/fv3GThwIPFPL7J3STWlYga+jEvl970RxMan0rKORUbfUbGC3VvfzjRlb63YfgB1Xh4tDLL6/Lb2RsTHJ5UtAnOKIwqHPcmKXMWdJMlNjE1U63KX01JfYZGTaCoOF2W0j43aCbyanqZEpVgyYcIEFixYwPiRaWzcF0HvVjlfy9E+Nmz5PQSvGi3Ytm1bxvGkpKQMX6DBgwdjapoejmf2shOsXbuWFCGoWLEMk+ZN5odND7hxL46JHzuA7SccuzSDyJh0H72SPnP3BiNjHRb82YR67ps4NXw49evXL2qTPhj09PTYc+gKkydPxtLSkhGT2+Dp6Ymzs/N7s6QBAQGYGmtjUUp142p+xywXd1NcPUzZvXs3nTun+3FHRETQr18/WtXUJTlFjm4BidHMGBrI2H3gAL1838/pumJaBVbvvM2SJUvYtGkT27ZtIzo6mkaNGjGolYyJM6srvXw8c3m6L11ml4+JX1Xm372PuHIx/SG1diVTzgW+pLtfyX1QzC9aWgI9PS19IYRMkqS0orZHnZEk6ZgQwhFwkyTpXyGEIaBwmrAcxZ0Qwqiat22B7pRVdlB6I8JULcaKg7BTV3q2sOab1ee4ePEiqamp/LHtBMP7+WJvrUfD6ua8jEtl6eYHLNn8ELdKZszra4/X4Iq8iElm5bLb9P2o61vtPX36lKSkJBwdHQkKCsLHxwcAd3d35s79L0/qoEGD8Pf3x83NDVtbWwDMzMxYvXo1jx8/xtVePXcqqhJFZ3jLWOmzbEMDOrXz5fBxfypXrlwY5pUI3N3d2bp1a67lzp8/T6PqZip76FDVmNX1IyfWbBibIe7WrFlD3YpaBD+Mp82YK/w9vzJmrx/0s3q4fHc5Thm0ZYLo6GheJVi8t0PXxEibfgtr0y0+FU/rv3j48CH9+/enQw9jJndRPuTSnlORLPvrIX6tbej1bS2iXx//1NOKhbOv0aJFCypa3OSLfo6M/yOcBkP8Wf1VRcr5KN1licbW3kTr1o0ntoBSvmQlBSHEEGAoUJr0MCq2wC+AnyL1c3vMsXd0NlXLhLJvBhKNGFMf3B0MeXawIdf/rE3Ayd/Ytm0bn05YTLORV+gwIYCK3c/y7w0bzC3tsbaoQ5+vrvPrDzfp0foQlT3b8Mknn7zVnr29fcZSVo0a2ce+NDExoUmTJhnCDmD06NFcuXKFLl26sHbnY5KSC8a/qShRZHdcVu+1aGvHlHk1+PTTTwvSPA3ZcPz4cfITFD4vOyzzQtvODhw9+JiHDx9y4MABpk6dSryhLoH34rGz0mf8ojvv2ZHd//Nq15s6/uFJTJs2jYuhVvSbceO9cuYXw0lNkaOnL6N9pxo4uIUzZbZimy+zsunOg3g6f34NgB/X1HvrPSMjbRb+XJsDBw5Qr68bWyPk/LvjATHJZfjyl7t5+nwa/sPR2VgGKB5/pOQyEqgPvASQJOkOoPC0cW6zcg72TgaaGHcaFMbUSBtTI20+amnN8DlzsLOzY/jw4djZ2VGjSRy//Po9MxbUYOzgXcydO5enj57SqV17ZsyYkWUsq0OHDikU4yo72rRpw7hxBzk08CIrplXA27P4ZFopyAeX7h87M2X0nyQnJ2s2VxQi8fHx7Nz+B3P/qJ3nugX9IFvaQo9xUyvRtJkXhsba/LSuHp6VzBjy0UmWbwnG08WSizde4pNJmKrCJzhzGxfPRqIl38WpU6dwcTDnVmgcFZyM3irveCeSmQOdeBWfyhf97BCXI95rL7tZxXffGzArXUDeetIN57tREPJ2G2Ws9LG1N2R4v1NIcokflqyifv361KzugSRJ+RqbSip2jjoyIYRG3OVOkiRJyW/OMSGENum7bRUiR+GmrS1ztLHX1py9SqDMruIPiU/alcPMWJt9D5K5cn0rv/zyFBMTE3xblqVXPxd+W34Ha2trpkyZkmM7+R0827dvT7t27di4cSMdPhvA7kVVqeahvjlWC+t80dWVUaVGadavX8+gQYMKpU8NsG3bNmp5mSqcpaKwx48R4yuSmJDGvbuxtO/myK3AGGTaAmNjY8ZP/pbFm+bx+2wvhdtTJFRGZtcaPT0tzp8/z6RJk+jYbQAHzh16T9wBjOxul+d+s+K3wy0xNtFBR0frvTp3HsQzepA/AwZ/xuLFi9m0aRO9evUCwNjMhnvBsZR3Kz4Pi+qCjZ0udvYWGn+Q3DkmhJgKGAghmgMjgJ2KVs5xWdbBsYyXddninimk+KHoU686B6wUQtDZ14p5S2rx29bGOJY3JjY2Fs9K6Y7SIydUZPO26cTExBSKLX369GHugmUMnH2TtLTCC+2QFwr7t/xuWS0mTRnJd999R3x8fKH2XVL5deFIBncs/FAYeWH8tMosXV0PHR0tyrubcj/kFWlpaTRv3pxLt2MVjr2WUyy37JaWb0R0J/BRV/buX4eRkRGLt4VzQluf597llI75lh3JKXKO/fuY59ns6t/2MJUXr1L5Z9cqfFuWY86cOSQmJtKoUSPCwsIIDir4nLsfIlblDChlZlihqO0oBkwGngHXSI+Ltwf4UtHKOYo7I2NdD6uyReeMrordoG/yp2bXVk7Hc8u9mlsZZQZnZT6zugm8dwdt01K6HA9ox43H3Rg3Nf2BrW1nB0pb6LF06dJCs6tZs2a8SDan38wbRSrwcos0X1h4VjZn9/GW7D+ymDr17Xj5UjU3q+TkZK5fv87x48c5duwYly9fVkm7xZ3Lly9z92ECbRtY5FpWXa5pIyNt7B2NOH78OHfv3qW0acF66RgZaWNZRp/x0yqzc+dORgybRt/ORxk96AypqXKVfi8//f2Qb6ZdoZPfQWKi3xd4zdvYMm5KJY4FtKNTdyccHR05c+YMJ06cAMDVXTNrpwxW1gYIgWNR26HuSJIkB9YBs0kPi7JOyi1NSyZyvFIlSbKzstbPn4VK8kbkZLe8mVkEKbtLK3Mfig4aeRWJ2ZXNbbkir7uA1SE0Sk726unJ0NN7cDtMtgAAIABJREFUe29O7QZWXDhyq6DNysDZ2Zk7d+7Qvn17/Eacx9XekDth8aSkSvj6mNO5SRm8PU1KlB+Nk4sJv29vwtSxF6nX0Im/N5+mQoW8P1RLksThw4dZ/NNAjv37GCtrfSyt9BECQoJjmTVjEcOHDy+AT1B8mD17NuP7OKBTSNkeVMWELyvTtm1bDI3lLPq1TqH02bW3Mwf3PMLIyIjgoEg6d+7MR+2O8PuOJrnWzW3sjPax4db1GBauD+PQcX/GTGzJN1OvMOHLypSz/S/zhJOLCZNmpW/WaNvZnm+n72TNmvRg/n6tbXB2VV/3DnXGupwBSYnJym9vLiEIIdqSvjv2LiAAZyHEMEmS9ipSP0dxl5ycUtrSSrXiThHRkptIycpnoyD7VqVoele0KlJWXZ7ic0IZG69dfo6LS/MCsCZ79PX12blzJ/v27SMgIIDOg6tgaWnJ/v376fftHxiKW2yaUwk3e8XTCxV3hBDMXezD+pXBNGhUjR3bDr0XA+/u3bsEBgby6NEjypUrR82aNbGxsUFLS4sDBw4wbtw45OIRnwx3Z97SmliW+W/cuB8SS+v6Y2nZsiXOzsqloyvuXLp0iTPHd7P6r9zFkbpd7x17OFKhkhluFUyR5TNX9Lt0b3WI+/de4eBkhLOLCYNGelDBK911w6KMPklJSRgaGrJnzx46dnNm1qRLzF1cM18P2edPP2Vo75MsXraWypUr89uq88ybN4+abj8x8ztvBo/0eK+OsYkOx66048fv/PFrbcPv25uUqIdAVWJsok1KalrJGWCV53vAV5KkYAAhhAuwG8i/uEtNSTM0VCDFU17JLLJUnfNOkb7zcjy/fakiYHPmmH6gmnhSqkTZ38zR2Zhn96NzL6hi9PX16dSpE506dco41rBhQ2bPns3y5ctpPnI0uxZVpZKLcaHbVlQIIeg3xA17RyM6dPLji4mzGDhwICdOnGDRokUEBV+kcvXS2NobEbo1lhvXYtDXtcTU/BWxsSl8+0NN/FpVy/KG51jehO59nZk7dy4rVqzgzp07XLt2jXXr1rFixQqsrD7soLApKSkMHjyYr4eVx1BfLSNL5YgQIkNwqRpjY20aN+hM3759OXPmDH06zGfPyVZYlzPAr5UN08Z9w+eff45MJuO3VVdw87BhxPiKKJtd+uCeR4wbepb//Vqb3p16A2BnZ0etWrVYufJnDAyy/31KmekybU51JXvW8AYhBDKZ0EThyJ2nb4Tda0KAp4pWzvELlmkL7YJ6OlFWZKmLoFEUVdn77pKtOpBfIf7kcQJ6OqrNfpIfhBAMGzaMhIQEOkydxtZ/m1MtqmQ5Tfu2sOGfIy2YN+MnZs2aRqVq5gwa4UG7rp3fi/5/81o00dHJ1K5fJtcZnQnTKtOq7macnf8lLi4OLy8v/P39mTp1KitWrPigZ0HmzZuHhU4o/drmHo9N3WbtCpoFy2rRttE2fH19mT59OnHyLXzc8Qib9/rRtKUN8XGp3L9/HycnJ0qXLk2VSnUJufOSyqXy3teTxwmMHXKGnTuOULdu3YzjoaGhfP3NZ3Tq6USfgR902lO1QSYT2kIIkRcfshLIdSHEHuBP0kOgdAcuCCG6AEiSlGPE9JzFnUyozWOmugiakkRB32ji4lIJCDxfoH0ow2effcalS5dYvuQ8P/UpWTdbAFcPU1b+0TDXcp6VFZ8/MS2ly78X2/AkPIGytgYYGGjzNKI03Vr+zfjxJixatCg/Jqstx48fZ9nibzizxidXAVvShB1AGWsDNuxoQreWI4mKimLejCvEvapEl2YHWb+9CS3b2zFt2jR+//13hBDExcWho1uKaB/rLP2usyMtTc6ogacZMfyLt4QdwFdffUX7rg4Z/nUaCh4TU10BmPA6QK+GLNEHngCNX//9jPRsFe1JF3s5irtsH7eFEHp6+qqLcZfbzlMNJYs7t16wZ/sDFi9eXNSmvIe2tjbjx4/n8P7ikWe4uGBoqI2zqwkGr+OiW5U1YNuhZixf8SOxsbFFbJ3qCQ8Pp0/3Fvw6tQK2ZXIPKVVSx0e3CqXYc7IlS3+axcGDB1n6XSBDBk6nU9ODjJpYkROnd3Dx4kUAvLy8uH3jBaCYGL56+Tnjh52lSfXdyOSeTJ8+/b0yx44do05D6w969ljdMC2l90bcacgGSZIG5PAamFv9nGbuTE1L6ebrbC+pg9WHgqrz9r7h5JEIBvc6weRJX2fki1U3qlSpwssXyYSFvgIV70TOSxzDDx09PRmSXMLQ8MPyrw4JCaFZQy8+7WZL63q5hz55Q15moz4kbO2NmLWgBiNGjGDv3r2MHz+emJgYRg38hbad7OnQoUNGEOE+fTvSsbsj5qX1svyOJEkiJUWOrq6MIR+dYOigKYwb0YKqVauirf3+LW/p0qWMGtmHk9fav7ejPzdSUuRoaaHyjSYfOqaldARgCjwqalvUFSGEMzAKcCKTVpMkqYMi9XM6I02MTXSUEneaWToNOTFvRgD9+g5n0qRJRW1KtmhpadGstS2jB54m9mVKkdxoM8dRVCTuYnHk4tlIqtQojUymNh4g+Wbv3r3Uq+nJ+D4OTPxY+XBeH+LvnROtO9ozdFxp6tavzM2bN5k5cyY1qnQn4Jw58fHxdOnSheDgYFq16Maf60OybWf+jACqOW5j1MDTxDxPZvLkyfj4+KCTjX9v69atCX8Qz9OIhFxtDLr5gotnn2X8/eX4i9gabOLa5ed5/8AlGGMTbc3MXe5sB0KBpaTvnH3zUoicZu50dXVleRZ3JWkwKgmoMhxLWpqc7Zvvc/FsJPPndMx3ewXNml8CqVq9LMFBL6nuY6EWsQThw5rdOXP8CT7VehS1GSpBLpczY8YM1i7/jo3feNGgmvI7TIv776os/Ye68zwyif/973+sWLGCZcuWAXDmzBnatm3LwoULCQ0NpZ9h1hsf7ga9ZOPqZ2zdsp+rV6/yzVct0dLKeVZNV1eXiRO/oHurZWze40c5WwPGDztH7IsU2na2x9bBCCNjbYJvveSzAadx9yzF8YB2AFw+H4Wfnx/dWx3iZkQ3zdKugujpyQSgSWqdM4mSJC1RtnJO4k5HR0crz2dqTsGGNRRfVBGy5usplzlxKILTp0+/59Ssjhw4cID4VyY4lVffkCiKXF/qLBSEINebb3EgNTWVwYMHE3RpG2dW+2ClYO7YrFDn36sw6D3AlcZV/2bZsmXo6qZ/j3Xr1mX+/PksW7aMP/c2pWa9MlnWvXc3lmrVqtG4cWMaN26cZZl3uXDhAkt//J5yNgb4n33GP3+HcelcMp6enowedCyj3BvdtvDnWhnHkpPT+Pjjjzly5LCSn7Zkoq0jBKA+oRLUkx+EEDOAA0BGChVJki4pUjlncZc/lzsNAP7ZHPdWoIyq8c69SEEhSRIBF6OYPu2XYiHsAObMmUOVKlXYsvEeNnZGtGhnWywfXrKyUV0ERODVaIb0b1DUZuSb8ePHE3b9H3YvroZRDrHSckNdfpeixLqcARUq6bBkyRImTpyYcXzQoEEEBwczov8SroZ1ybKuMoE1Vq1axbiplRj1efpmjRH9T+PkYoy5dSgffeKCTCa4cS2a1FSJAZ+6U6vef3EZq3pbMGDAABo2LfverJ0kSaSlSe+FENIAOukeXxpxlzOVgb5AU0D++pj0+u9cyUncyeVpyltVHG56hYI3WYu3whJ0WfWppMjTrXuY5DMKnVfvcfvGCx6ExdGtWzflOi8CNm7cyObNm3l89zHff7MCv9a2WFrp07aTPT51LBFCqF1AaUVQFwHxNCKB86ee8efvhZulRNWsXbuWvdtXcmqlt0bYqYila+rRqekMHBwc6NEjfdleS0uLihUr4u5ZCq1sFpXcPEy5cvUAKSkp2frYvUtCQgJvMjHt3/kAgOnf1qBx83JcuRjFqaNPSEpKY/GKOu9tnGjoW5bNv4UwZrJXxrEbV6O54h/F2l/ucO9uLI38ytL1I2fadLLP8/fwoSJPF+HyXIqVdDoD5SVJSlamck7iLiUlRa4JMKgKshJTRSHusuo7D0Ivs7DLScxkdZMaN/QsXTsNLlaO866urkybNg2AgIAAQm8n4lm+NeOH/YAkh/7D3OjZrzympXTVWuSpq2g4c+IpNWpZYm6ubL6Boic2Npbxo4dw+OcamJkoPxGhrr9RUWHvaMxPv9Vn1MBBdOnSJWOXq6urK9evJDKy/ymWrav/Xj0nFxPcKpTip59+YsyYMbn2s27dOnbt2UyfEb4A7N/1iNGjRzN59HJ0dLSwMHfl6tVrAPyw8v0Vh869HNm07i7JSek65X5ILE199lCzZk2+mLAEPz8/9u/fz+ghQ6jT0IrSFrmHxCkJpCZLEpBS1HaoOQGAGXnISpEZkV2AaCGEW/suFa6v+MNb6RFLHW90aklRCb0CXKZ992bVs80hvhi3ijZt2hRcpwXItWvXcHBwoFSpUkiSxKlTp/h+6cdc8Y/iwNnWmJbK3cdK1ddDcRcE0c+TqO+1k3NnA3F1LX6ZAR4+fEjfgbVw0JFY8aVnruWzS0VY3H/HgqRDkwOMH72Unj17ZhyLiYnB3NycO5E9MDF9//Z042o0vTscYdOGPTRp0iTbtl+9eoWVlRn7zrTGo2IpEhPTqGD1FzExcfz999/s3buXkydP0qZNGz7/9jmGhoplzPpx4XXW/BxE1cpN2LVrF0IIatSy5OuF3tSsWwZJktiz/QE/LrxB3KtUGvhaM2J8RewcjPL8/RRXpowKTFvza0BDSZLOFJUNQgjDilYOcd+2HqxwnbmHN3HuwU0HSZIeFKBpAAghjgJVgAu87XOnUCiUnM7WxMSEtHzN3KnL7kK1543IyuuyaU7l3xWMhexv926MvGdPEunRowc9e/Zk1apVhWuMCqhcuXLG/4UQNGjQgAYNQqlTpw6dmh7Eq6o5dRpY0byNLVZlDbJsIy838YKKMahOmJfWY+joCowZMybjJlhcCAkJoW2HGrRsZ8c3bSxzLJvV7/ih/7aqYsxkL2ZNmkXXrl0zZu/MzMzo1tuJnm0OMX70DzTr8XYe9YpVzGngW5bQ0NAc237x4gWmZrp4VEzPZXZ4XzhVqnijp6dHkyZNuH79OuXs45m++AUiD6lQP5voxfCxntTx/OetzUIP78fhXduS4R+f5PaNF3y/YAO2trb88ccfNK+1iNYd7anb0Aq/1rZ5nuFLTZXz5/oQWra3w8JSP091i4KEdG2RlGvBks2M/FTOydPzZezL5Hwvy2oGsTzgTd5EWE7lvd95FQGZhf0PK+sSFxfHyZMni8aYAqJu3brYlq1Jk7oTOX4ogoZVdtGoavqrcbVdbFp3F2XSJ5aU62bEBE8eRpzlhx9+KGpT8sTkoXWpaqPH/A5l0NXJfhgtKb9jQdG0pQ1lbKKZP3/+W8fXLg9k6he/MmbMGELuvJ/ByqKMHouWTmDIkCGsWrWK27dvs3HjRlJS/lsJvHbtGs4u/+2EX/NLEKNGjWLz5s04OztjaWlJ5NMk9v3z8K22JUli97Yw1i0P4sH9V7RtuJ/y5ptxKb2ZT7oe49L5SJKS5EQ+ScTLy4tZs2bRu3dvfvnhJrOnXubJg3JcvfyUtm3bUq1aNebNm0fgtXvUqjqKvTseUq/iP0wde4HQu4pnbfE/F8n4YefwstnCwT3qHxc49mWKHHhR1HaoM5IkHSM9zp3O6/9fABTaKQs5i7tXsbH5F3caSi6Zb2za2oKyZcuyYsWKIrRI9SxatIgDBw4wYsQItv8ZytMnsWzeeJQtf57k1592sObnILq2OMSjB3FFbapaoqsrY8XGBsz/bipbt+aYKlFtCA8P56h/NDOGlC9Ws43FESEEi1fUZemyORw+/F+4ESMjI7p27YqzszPPnia+V2/MpEp8NrEiLlUC+PyLETT2rc7/lozBxs6UESNGcPv2bTp27Ej9JmUz6tRtaMX48ePZunUrKSkpGBsb06HdYPzPRb7VdnKynEE9TzDpswtMHn0B/3ORxMelEvcqlX07H9KmwX6MjLRZuqYez6LuIpfLad++PYP6z+TgPyls2rQpI8TLG2xsbBgzZgy7t4dx43ooVqZdaNvgFB19D7BueRCxL3N2T6td34pjV9Jj7/XtdJT9Ox/mWL6oefkiWUKTVzZHhBBDgL+BX18fsiU9sLFi9XOaVahQsWzcsYBmBZIXSLNc++HzRty9fJFMPa+dLFm8mo8++qiIrSpc0tLS+HKONxvX3uXv/X44OKlvzLyi5Orl5/Rqe5jjR/3x8vLKvUIRsnDhQm4e/x9zt+S8wUgza6c6Dux+yMzPL3H65B2sra0BSExMpLSFMdfDu+XoD/c8KolSZjpoaQke3I+jW8tDxL1KIepZEn/v96OBb7rAS0uT07LOPrSFIzK9h4SGxDJn9g98/sUoroR2xsj4P/++IwfCOX/6GZ16OOFY3pi0NAkdHcHRg4+ZNz2AQxfbkJIix6PMX5iU0sHYWIfGDbvx1VdfYW9vn2UatHdJTk5m3759/Lr6M4JuvmDjLt8cx4/IZ4lMGH4uQ9iFvuyFvr56bmBrWftIYsDlcHNJkt5X5oVEMfC5uwLUAs5JklT99bFrkiRVzrlmOjkG4ElLk1Lzb2LWRPvYvPfS8GHx5oZ3aG84laublzhhByCTyfh2+hUmjptLl+b/cmDXQ2Kik5BrNqK/RZXqpZk6uxq9+zV6a+lM3QgKCmL+nKl0m1zlreOZxy/NeKZ6WrS1o3MvJ6rVcM6YwQsLC8O6nEGuGx1KW+ghk2khhMDByZhdx1pwMbgT4Ym9M4QdpOeHtSijR3JyMs1a21DaQo/hw4cT+zKFX3+49Vabvi1smDSzKh4VS6GvL8PISBtdXRkt2tpx2L8tQgh0dWWcDGzPqcAOHDzfmlTZCRo2roSjoyPLli0jKSlnlzNdXV06dOjA7u1hjPx0Fj1aHyL6+ft1nkclEf4wnmuXn3Nw96OMEDCJCak8j0oiNVX9Io4kJKTKi1LYFROSModBEemOnwrfOHIUd/I0KSUtrfBODM2A+GFSsYo51y5HExdXcpcmR40axZJF61k8LxAf1+20qL2XV7HqK2KKgj4DXTA0lLF9u8IrD4XOunXr6NumLDVqvr+JQiPqCpbPp1fhh5V16dGrDSdOnCA6Ohoz87yHFrEqa4CBgfZ7sfISE9M4c/wp5cuXR1dPxg+r6iKTCYyMjIiPU26ew9beCBNTHS6cieSzz73wv9uZ1VuqsG33XNzc3Dh16pRC7YwdO5aKHo3YtPYucrmEJEn89L8bbP4thJpu22lQeScftTuCqWkpmray5lRge8zM9ahY7m9G9FOsj8KkICeOihohxGohxFMhRGCmY92FENeFEHIhhI+CTR0TQkwFDIQQzYG/gJ2K2pGjuNPT142Nfq5U/DylyWpGTzNgFl/ML4ZTM/YVhkIiICCgqM0pUjp37oz/uUhevkjGxromh/drXBMyI4Sgcy8ntmzZUtSmZMuWLVvo7meVe0ENBULjZuX4cU092ndoRrcefoQ/iOOjdof5YuQ5wkJf5attPT0t+g5xIybuAvUaW1OjpiVr/mpEy/ZlGPyZh9LtRj5LpFfbw3w9Kd0Xvpq3BRt2+DJ+ui2TJk1SuJ3JkyezdVMojarsYsPqYL6efJkxg8/gVqEUJsYWADT0M2XuYh9c3E0B8Kpizj9/h3E9IFpp+1VNWpocuZwPVtwBa4FW7xwLBLoAx/PQzmTgGXANGAbskSRpmqKVcxR32tqyp5FZOKsWBRrBV3xJSZVjVVqXaaPaEhUVVdTmFDlCCFq2bMmpY0+K2hS1o0oNCw4c3EZCQkJRm5IlaWlpXJA0+c6LEt8WNvx7oTXedSyoUb0Jn49dhbNNH2q572Dh7KtcOh/J9YBoPmp3mNlTLnPu1FOFliaFEMxZ5MPf+5tR3SddLLVoZ8dPv9WnrI3yrucB/uljXqVqbwfr7t7HmZu3LhIerthDXsOGDTlzMowa1VoxfeIlDl5oTfePnbkfEou1TQqrNjdkxaaG2Nr/Fy9v4lfp7ll+NfewcPZV4l4V/WpB1LMkDPR11UdtqhhJko4Dz985dlOSpNt5bGqUJEkrJEnqLklSN0mSVgghco/M/ZrclmVDnz1RD3GXFZpZvuKBvp6M48u98fY0pYGPAzExMUVtUpHTpEkTzuxV/5AFhU11HwvqNbLm559/LmpTsmTDhg2MGXyG1IOhRW1KicbOwYj7IXEcO36Qp0+f8tVXX3Hv3j1u+NszY9xzPu0TjKtjO8wNujBt1GMGdyk6LeHqUYoatSwYMaHiW8dlMoGdoxHBwcEKtxUUFMTevXuZ8nVVKlYyY+nqetyM6M6Bc61p29nhvfKtOtjRf5gbVWqUZuHsa7iU/pNb12O4faPoopA8jUhAW0f7cZEZUHzon8WxTxStnKMnalTUq+tPHqvnE3ROaIInqwn+ZMTYk8kEc0e68PBpIitXrnwrIXhJxN7enieF5PKQn2uhKB6WuvZ2ZtOKfYwfP77Q+1YEFxcXLErpaIJ0FSFCCPadbsWxfx/z1YQxjBs3jlq1avH8+XM8PT3p06cPfn5+yGQypk+fjru7Oy1qv8SxvDEduzvStrN9RhibtDQ5Wloi27A2kiTlK+SNo7Mxe06+u0qXnpIxIT4Ve/usc84mJyezbt06Nm7cSPny5RkyZAg1atSgbNmyRD9Pzja/bmaEEMxfWguAK/5RDP/4JL8uucmmNSEM/syDmQtqoK2d4xyPynkSkUBKStrdQu00G+LSZFx9YaJw+Zep2gC9hRDdMx1eLknSclXZJIT4COgNOAsh/sn0lgmg8NJXjuIu4nF0UER40U/jKoMiNyWNACxAskmp9kU/R1qNmkq7du2oUKFC4dqkRgQEBFDFVTXphgryPM5L26oSgvWbWDN64F4SExPR11evaPtRUVE4ln6OlpZDicgiou40blaO4wHtePI4gYtnn2FRxozAgBt8Pvkjwu7J8fb2xsbGhpo1a/Lo0SM8nOsxZcyPrPkliE27fDm0N5y5X13h0YN4un7kRM9+5fnp+5vItNNThi397jpCwPVH3QC4f+8VJ49EEHTrBccOPmbdlsY4lldcHLwh8Mpz/lgXQu/evalQoQJubm7MmzePdu3aZZTx9fVFxzCET0a6Exx0iQ6dfPlj425OnDhBw8buVK5mTuuOWQvDrKjmbcHZmx1JTEzjUVg8K3+8zfOoJOJfpfLdz7UpY1U419qTxwmEP4q+ViidFQwbJUman3sxpTkNPAYsge8zHY8FriraSG7BdsIehSWnAeoZLCefaGb4CoB3RV2m2TuASi7GjO1tz4xRjdl8sOT6nF28eJEqbnm/KagzqsqXGvUsEV1dXRISEtRO3JUpU4a7DxJISZXzqo5dUZuj4TXW5QwyliXrNLBi8EgPnkYkEBgQzbMnwaSmygl/GM/6VcswMdGhSfNy3AqMYUD3//zb168M5kV0Ent2pIcw27klDICvvq1OXFwqm9YEM2vSZeRyibTXmTn1lIwjZ2mlz/R51dHVvc2Bz5sTEZ7AgP4DmD9/Pg4ODjg4OBAYGMjxq34Z/n7mpfWYN28e+/fvZ8JXlVk0NxB9Axm+LfJ2renry9i8pylrfgniZUwK82YE0NCvLINGKL9pJC88CkuVXsTE3SmUzoohkiTdB+4DdfPTTq7i7v69uA9W3EH2ybw1qJB3cuAO62yLR7ezBAcHF8uE8fnlyZMn/LBwBn/PVygWZbHkzbWkjMgLCY7FxUMLc3Pz3AsXMj4+PpS10OXf89HU0Yg7tcaqrAFN38nz/GaDgRCC+/deMWSUB64epnh4mbHmpyAuXYik72BXfFuUo5ydERUrm5GWJtGq7j7i4lJISZFTr7E1g0d60LK9LTKZckuaZW0MGTH+Px+8Cl5mLPsNfls+k8hniQTdfEG/oa5Yl/vP/u4fO/P7qoPMnj2bqVOPsuHXpnzU7ggb/mmCXyvbPPUvhGDpgus8fpTudjVt7EUGfupeKBlXwu4lpgFhBd5RESGE2AQ0ASyFEA9JzxH7HFgKlAF2CyGuSJLUsiDtyE3cPQ5/GKt+ERALiKxuRBrBl0fezWObxfKsiZE2Qzvb8N133/Hrr7++X+ADJiEhgY5+7gzqaINrv/wtSxeHc1MZkdfAtyyjBpwmLCwMB4f3ncSLmt5DZ7P095k09TFHTzf95q5Zni0eZBYvjs7GzP4+PeRYWpqcP38L4eH9ONavDMa3hU3Gjtkl8wMJuvmCcrYGrPyjIe26FMw52bhZORo3K5ft+3p6MtZtaUwnv4XcvXuXzp07c+LECfp0OMpv2xrTom3eHjbad3Vk+ZJb+DYvR1JyGnK5hExW8OLufmhsGukzUx8kkiRlF61/W2HakeNjhyRJaUlJaUnKJD7/UNDswFUh/mSIvZHd7fj7j9WEhoYWpUWFilwu5+O2jthUMuerQU55rm9+MfytV3EiL/bq68vo2d+FKTOb5l64CBg8eDDx2hXYfvRZUZuiQUXIZFr879c6bP23GZNmVqFm3f+CVLtVKEW33k4s/Ll2gQm7zKxfeYc927PObmVdzoDth5rjUjmQi9eW4eSSno5szS9Bee7n64XeRCT3oUmLcpw+9pRBPU7ky25FeR6ZmCpJ0gcbCkWVCCEMhBBKrZfnmuDOwEDvaUR4QqlytgWSYrbYoPHPUy1lzHUZ3tWWGTNmsG7duqI2p1BYt24dD54k8u90zzwtf3wo511eZvF69SvPkF6Fc7PJK4aGhlStWpXo2P8S2Ws2V3wY1G1oTd2G1m8da93RPk8bF674R9Gq7j6qepfmxzX1cKtQSuG6IXde8vmI8zi7mtCmU9Z9WpczYNgYTwCSktIIuvEC1wqmCvfxLv2GuhEdlUTZQrjHx8enAqLkpirKA0KI9sBCQJf0nbPVgK8lSeqgSP1cHQa0tGSBd++8zJ+VHwjG0vUBAAAgAElEQVRvBm/NIK4axvV2YN/OTVy7Vpw3TimGXC5n/qzP+Hp4efT1FHdh/VCEXV55EZOMqZn6Bgt++fIlpkZ5c0W+cOYZL18UbsYfDYVLXFwqZma6WJXVJ+jGCzr5HWTauIus+uk2m38LYdzQs5w8GpFt/Y1r7tK8eXMiHsW/FkI5o6cno3L10hgY5DpPky0GBtpM/roanwxzV7oNRQkNjsXQQE8twqAUA2YCtYAYAEmSrgBOilbOVdyFhjz9N+hm/tK6aCiBZFqCzfI9wNRIm0lNnRjTrTEf+tL/zz//jLmJNr7eim0SKI5Lr4qS2+eSJImf/3eTdq1GFpJFecfU1JQIS2OFg6ffv/eK9o0PMHnUhUKyUENhc/JoBPW9/qGp97+YmTqwdesujh3xx86yFyf2WbJrszF3b1gwdczFLOsnJ6ex+ucgVqxYQSlzXYJvf3iTKkE3XxAdHa+eU/LqR6okSUqH08xV7r96leh/IyA+VZGyHzKZb0gf6k03T7wT4kRZhje0YcP5CNauXcuAAQPy36Aa8tdffzFt8lhOrfLOcTm2JJ1XOYVNWbH0No/D45n85+TCNkth8ppM/tK5SOo1tubowcc8DIvDzkE1MQ7VkZzO47yueuRn13VhEhWZSP8ux9i2dQ/NmjV76zr38vICIDg4mH6D6tOhZdZ+e4FXotHVMcbOzo6Pe49k3z/7qVK9dKHYX1jcuJYoPQiLPFbUdhQTAoUQvQGZEMINGE16DDyFUGQf9/XAgOcfcpJfhcj8dF5iU5358/aMXHYzc3loS1umxYIurkyerL438vzy7VcD+WGCG272b/u0lCQxpyhxcaksmnuNv/84p3Yx7jKTkpKCjo5iYTCWfnedyaMvMGn8clo075zjslxx491NPrmd08puCFKnmez7IbHs+Os+KSnpgSQkSWL0oDO4unjRvHnzbB/ghg4dikwmGDe1Upbv79oaxpgxY5DJZEiShL5+4WaOKAyuXY5JIQ+BeEs4owAvIAnYCLwAxipaOdfZOEmSXpV3LZOUmirXL+w0JepKiXOezknEqWAGz7OsIQkvo3j06BG2tnmL11QciIhKpmF1syzfU5cbVlGS+Xo6vC+cqt4Wah//MDU1FUX2xEiSxLKFN+jRvT8dOnTg9OnTPIu4lae+3j1Hsht7sjqXFB2nlB3T8rPRLKfPlV2bRTn2RoTH07bRfqKeJlGhkhlrfgnij91N2bY5lOgnZTl//ky2df39/bkaeJrDF9tmGxvv6ZNEfCo5AqCtrc2+nQ959DA+I31YUZDf1GvvEnbvZQqgSaqtAJIkxQPTXr/yjEJLrUZGhreDbryoVbGK+gUVLUw++KVZZWfi8jODB1ga6/JpQ1t6NfZi+7m7WFhY5K9BNcOilA7PX6RiZ1XUlhQS+RD85049pU3zcSo1pyCwsbEh/EwEjMo+VmFqqpwZn1/Cxs6QZcuWAVC6dGmCwhTL152TwFEURZZI35RRdglUVZEEFG2jKJZqQ+/G0qbBftzdqnNw32o8PDxo38WJnq0PEf4ons/Hf4uubvYbgIYOHcrU2dXeCkr8LvdDYnEcmC7uunbtSlhYGKcOXeDvDffo1sdZ5Z9JEcrpbWTmghoMH+uZ77YeP4pHR1fnifShO1irCCHEQaC7JEkxr/82B/5QNPixQuLucXjMlksXnpd4cffuYKhBdcxsV54v/7mLt7sdKzfvpFmzZkVtksqwLKVDZEnYJen/zv/zIPDML4bz3LscR/aHM3h9I1VbplLkcjl//fUXk77Jfndh9PMkvhh5ntiXKZw6fg8dHR2io6PZsGEDyWm5L8sWxhijCvFYlKgq3V1u3A+JpWvLf5k75weGDRuWcXzTb4Hs2bOHiIgIfH19c2yjUaNGrF+5ntr1rXD1eD9syavYFEKCYzOCdtesWZONGzcyffp0rgX8VSTiLvZlel75P9eHqETcXTofSUqK/EC+Gyo5WL4RdgCSJEULIRSeIlBonTUq8uXRP9YEZ/gYaNCgamRagm87ubKkhzsDe7Rj8ODBxMTE5F6xGKBjUZOU1A/8YTWr2Vv/XF7vcC84loSENGrVKrplKEVYv3492kkhNGn+djYBSZLY9kcoI/qdopb7DuRpEvt23sPMLH1J/vjx41y9ehV7R+Mc2y8u4kqdKIjvTC6XuH3jBa3r76d3z5FvCTtI3zHdq1cvxo4dS6VKWfvRveF///sffT+aSgffA6xcdvu999evDKZFsy7vuSO8ePECW7ui2XxjZKxNw6bWCrkf5Mazp4ls3RQu3b0TsTP/rZUY5EKIjN03QghHQOEbiaJOdJcfhCSkJCWm5dW4D5IPzt8up7AlhUwrLwsuTamF1u29eDhYsXTpUpKTi/es16NHj7Cx1CtqM1SHAkJN4XYyEXz7JRUqmRVKfktlSE1NZc2aNXw+dgg/TfJAS+ttOy9fjGLW5Es0qjOWsPtP2bUtDD29/353KysrHMvq/5+9846Pukj/+Hu2pPdGEgi99ypNRUEQEFFQlFOUE/sJej9Psd9ZTu9U7AXFCqigWA5RigrSJfTQOwmkkN52s7vZMr8/QjCk7iZbk+/79eJFsvudmSff7+zMZ5955hk+WnpZjbp99eQRb8KZ906vM3PNZWsY1f8n2rfrxZ133tmk+oQQPPzww+zacYQP3zrMf/+590LOQ4PBwqfzjzJnzpwa5YKDg8nOsm8Z39moVIIrxiZycF8RJ4+VOLx5ppJp49fSp813/LE+w4YDuz0VeArYLIRYLIRYDGwEnrC3sF3iTkppjgwPztBsSW+kjc2LZjUAe4moq0pYoIZ3b+7Gygf6s2L+s3RrFcv69es9bVajyczMJDG2GYg7F38JUKkF0uZ9Hk6j0cgHH3xA57ahLPjscRatHEO7W2ueCPTpe0e5565Heeihhy5466ry8ssvM2NiPAEBfyY/VgSdc3GWSJ5zxx8YSmMBmDt3Lt26NeoEqBq0b9+eX1fv4vj+9kwcuYaCfBNvv3yQgf2uYvjw4TWuv/zyy1m5vPajyFxN5M5MHh8Zxr4lQxlcUnuu29oEX+W/I58d5pO//8He5FzGD48mPCSwuOoyo0L9SClXAwOBr4FvgEFSyjX2lrc7d125Wf5v056iv98U4xt5h5pCfTuylIHYBVTGZlUTDn1ah/DT3/rxRfI5Zl4/mTXbttO9e90B7N6ITqdDrysmKszH00S64UtAdGwAJfneNa6UlJQwduxYgsLP8u7SyxkyPLbOa9euzuSdg/fX+f727dt5ZtNQV5ipUAuN3Vmr15lZ/2s+GRn72LFjB2PGjHGqXd26dWP58uXcf//9DOr4BT179mTp0nm1Xtu/f38K80121evMncSV85xGo6JbO8ePJft9ZyF3PH8Is0UyZkgU90xJZO77uUp+O8exAjlAANBTCIGUcqM9Be2ecU6dyf3u973hc24aixrcF8zqbqrvHGvWeNprVz3gfhC12nTrJa0oMli4dHBfvvr+J8aNG+cO65zCp59+yjWXxnjtUmODuLqPVNl4kdQumNNpv3Pw4MELiV89SXFxMZMmTaLHgEL++/aVDT5DjVaFzVZ7XPKhQ4cQ5nwS27TsM7rdSWPmJYvFxnOP7eaKK64gIiKCsWPHusAyUKvVLFiwgNdff52goCBUqtoX0bZv307v/vVvZKyexaGhlDLucFzoDFaKdRY0asGdkxNYv8coDx0/t8hpDbQAhBB3AQ8BbYC9wDDgD2C0PeUdcSds35pSWA5JNfZy+0oW8boEaYsQcr5CLQJPCMHsK9oA8N133/mUuEtPT2dIj1BPm+EYHhL9XdIKeOnu9tx6663s3r27zgnPHZw6dYpRo0Yx/vpgnp83xC5x3qlLKPv37ycxseY4uHjxYqbM7FwjTk/Bu3j/tUOcOhzPTz995Zb2QkLq31zTtm1bTh4r4cjBIrr3qljqtydRdFPedwbXXhZD+s+X4q8VaDQqnvv0sMlms613ecPNi4eAIcA2KeWVQojuwHP2FrZ79JRSlqvV2vTUeoI7GxNs6Wrqssfb7PQITjg+rEnUJSLqsGtEx3DWf7fMZea4gqwDiwkL8YEl2aZujmhq2+f566QE9AXH2Lt3rwcMqSAlJYWxY8cy+7EE/v36YLsF2fDLWvH777/XeN1qtbJ48WKmzfBMrrKWir1je2GBiYMphTz3+G4+nX+MhQsXEh4e7mLr7KNfv378/YneTB37G199fhLwfidKJcGBajQaFcU6CyV6qxJv5zhGKaURQAjhL6U8Atgd/OnQrFNUavry953Fz95xbd2JGKtSm6fMWcu5LVqUNSeqiolB1X6uEYMXTGpRCSaT6aJdiN7KsWPHWLU1n+fv6+hpU3wGIQTXXR7LN998w8CBAz1iw4svvsjNfw3lr/fWnceuNo4dLmbS1e1rvL5mzRpaR5Re8LxUxVkJgJsVdY0JTsRmk/y2MoPPPjzGtk05tE7swKRJk9i5/RGvOiVHCMHcB7Zz/dhjjB07loI8I7MfcX7Iwv+9foydh0v5+qXeTt/8tWF3IUKoVzq10pZBuhAiAvgf8KsQohCwe7BwSNxlnCv8/pcdEU/dcS1aB42sdQCz94BpZfBrITSQ+FarVpEYGszp06d9YmPF7NmzeWxmO1o3h52yrqbKs79lfCuu+8eb/Pvf/0ajcb/X02Aw0CrRvi+wlWzfmsPe3fksXTyjxnsLFy7ktonxtQa8K2NbA1QKPSeIvPJyKws/PM7nHxwjK9NAzx79mTbt7/z8wxwCAx173u6ma9euzJs3jztm3eIScVdUamH7wRImPLSXzR8NIjTYeZ+733aZbEdPnVvstAqbOUKIDlLK01LKKedfelYI8TsQDqy2tx5Hg1oO7D1WZLK5IV2BsmzqJjy9NFudBpYH20eEcfz4cXda1CisVivr1v3G3270Hi+A13P+mffuFEL7hAAWPtfHI2bMnj2bT979M9FsQ2NQQb6Je27ZzAP3PV0jhqqkpITVq1dz45iWcvZcE6krLKAJYQM2m+TwgSJuGr+Wtasz+WLRL+zcsY/t27czd+5crxd2lUyePJmY6Nbs21Pg9LpfuL8jMRFaQoPU3PLMQSwW5x1YsGFXgQklv50jfAsghFhb+YKUcoOU8kcppd1JXx0Sd1JKGRIUtH/vsdpz3igouJqYyHLKyso8bUaDrF69mqhQDVqN5zYF+DIv3N+RZz44RXZ2ttvbHjNmDPv3FpJ2WmfXl8t1qzO5ZPBYHn/88Rrvff/991ze14+osJqLHcoX12rYK9wcEHornttFYsBX3DxxLVMnP8ra1ekMGzaMHj16+NwOdn9/f3r27Ml78w6RNyDeqXW3iQvg/ce6cSrDyNZ9xTz70Wmn1JuaZUCl1mZIKe3L56IAoBJC/AvoKoR4uPo/uytxtNVjp3PeX52s875MowotAr0u2KO7KBvCZrOxefNm7po5lc+f7elpc2pS1zFh3sL5SXuEOYLL20WwYoX7TyuqXAo+drj4wmv1rSTk5hjp1KlTrWJhyZIlTB/3p9euRaxIVO9PDZ1o4sRTTqpz94tHANiz6ySPPvqoV48d9jBo0CCWL0ujdeASp9d93ahYPv1nD8KDNZjKneO5W7OtmMJiw6dOqazlMB0wUhE2F1rLP7tweGHdaDKv/HlLkenJmQkBjpZVUGgqUkqvG6Bzc3NZsGABK1euJDk5GZvNyvP3duSqS6I8bdrFeJOIs4PECH8KCpy/BGUPvXr1olVCIFiNNd6rHjvXOimI7euP1LiusLCQPzavZcncES611aPUt4zamHKNtaGW8JIyoxWVSsXp06drTU/ji7zwwgsMGzaMu2ZOdUn944dHc2q58/rrj5t15Vk5xV87rcIWgJTyqBDiVeCMlLLRKt7hWVJKWaAz2PKyC3z7vE8F38QvSOc1yykZGRm8++67DOydxKnk93hymp6C30Zi3HIlc29v55xG7FmCcnSi9BGRZ7PhkWdtsVg4ePAgMbH2fX8ddVVCrSlQfvrpJy4fGEFIkA+kwnEULzqPGqjVlnlfnGHy5Mm0bdu25ps+TFJSEkJAXpF3z8F6g5XTGXq9lPKUp23xNaSUNqDu427soFEukDKj9bMVmwqb0q6CQqOQEq/w3H3zzTf069WB5JUv8skzPZj/RHfGDo0iwF/dcOFKGlqmsmf5ale1/+try5HXvYDoYA05OTlubbO8vJwFCxYQExdARJSfXWUCg9SYzWakvDhaZcFrc7h1vHNjo7wCL+4zlVgsNt79Jp233nrL06Y4nb59+zLjjoeY9cLhGn3Om/htewEard+PnrbDh/lVCPGIECJJCBFV+c/ewo2aJc9k5H+89Ldi7/7a4Aoc+bbqAwMg4Dt2nscbhrJPP/2URx+8ndVv9+eTZ3pwxaD6jweqNebIXkHXUH0NvV5Xnd7meamF7vHBHFr9mVvaKi8v54MPPqBz5858+9nTfPfLVbQ+VLewrBozp9WqSEwK4Ouvv0ZKSXp6Os8//zynM41MvjzGHeYrVEOtFoQFq9Hr9Z42xSW8+OKLZOnb8OPGPE+bUidLftOZj54896an7fBhZgEPABv5c8TeaW/hRq0XSCnPdOsUl3cu35QYH90CcnjV5S2BOg+9v+g1b0s3Up36/gYvxJPLsmfPnuWxf9zH2vcH0L19cP0Xe/J++sizrI8eCcEczHT95Jybm8uYMWNoFZjOh0suYeAl5wXZzvrbrnrs4tufDOfJu+7klWfvJi3LyI1j4vjfvL7KbmkPceyMgRJjAJs2baJHjx6eNsfpaLVaHnvsMRbOf5DrRsV62pwa6MospBwv0QMpnrbFV5FSNulIm0YHg+jLzO99+1vui7NvbtOU9r0TRyZGez0t0LCIqk8EOlMo1iZWPSRAM092qvX1xE4na33dXyMwGmsGubuL+fPnM2NCvHcLu2ZCl9hAjGYbaWlptGvnpBjGWtiwYQNZWVls/18/VKpycHAna+TOTCYGwriFQ1i5NZ/BPcKcnuXfa/CRfj30rzswmGwsW7aMe+65x9PmuISgoCBszktH51RWbMxDrdYsld68buwihBDdgKqbSDoC/5RSOuTFFELcXtvrUspF9pRvtLjLOFf04cLl2mce6NQ6QAyu5knxVo+VpwcmZ+wgq+veVi9b1733stirxE4naxV4mSc71SrwIoO05Ofnu8O0WiksLKRzXDOduL0MIQT9k0JISUlxqbgbPnw4eXl5NHUa0mhUTL7c+7woLYYqX1INpgrV8+abzXdVcMOGDQzsbndmDOdT25xx/v5/vKy4/PjpnFfcao+XIKU8CvQHEEKogQzgh0ZUNaTKzwHAGGA34FpxJ6XM790xcc/21JLhQ0UdhyzbKxhcKQI9LehchaNC0duEth3UJvCig7UeS48BMHLkSL79+Fvm3JxU90XNtc95gE7BSWzdupXJkye7rI2ff/6ZqVfGolZ7xy5sr8RX+vR5O1+d2pmDYZfSq5fzj+ryBqSULPzkXbZ+Oti5FTf1Oe+CYzll5JVZ06SUzsmE7NuMAU5KKdMcLSilnFP1dyFEOGD3MW5N2qN/5EzO4wu2B60b2iHcgS2CteCMgaOqePGVgcidNKN7YjabPdZ2UFBQ/R6eZnSfPUmlN/eGnjHc9PZb/P3vfyc+3jU7T3/99Vff2/hQW9yvq+r3QaKCtJSXN989f0IIpDqEsOB6pt6Gwn9c9Iw/Ti6UZ7ILn3RN7T7HdMBZGafLgC72XtwkcWe1Wjf9caqoMLskPqZVmH1pA1yGjw9GCvaRnFrMIw9e4rH2U1NTaRVdR19X+qDTqPTYJgL3Zccz7dLubDhW4PQ0OKWlpWxcu5znb/Iy13ZT4n7t/VOacX+NCdGy4/vGrIT5Brm5uWDVoanubXYktMcFlBotrNifqyszli93XSvOQ2/WsD/X/qXtEpMG4BYhxLQqLy+QUi6ofq0Qwg+YDDzRGNuEECv4M0GECugJfGNv+SaJOymljI0Mfeq9rXkfPD8+UVnTUHA5RzPNdO3a1SNt79mzh/++8DjfvdLn4jea8STpDTw9oT0/7svlt99+Y9y4cU6r9+zZs1w3tidTR8fRqY2XHB7vjL5UX8xzC+mrIzuFc6bAhNVqRa1u2sKSN/Laa69x/ahYIkKrnFnsBc/20+Q8rFL1hpTSc8srrucrKeXLdlw3AdgtpWzsAdnzqvxsAdKklOn2Fm7y1+C8It3ny3bn6nQmS1OrUmih1LUzFmrupu2fEMfWrVtdbVKtPPPgWJ65qwNDe9cRY6rgElQqwd9GteGtf9zitDqLi4sZc2k3pl4Zx5sP273S0TTqyy3oiryDDeVW9CIyT3aq8a8pBGpV+GmERzdfuYrk5GQ+/+gNnru3SqYML3i2ZquNj/7INqSdy5/X8NUtgr/QtCXZncAmKeUGIBcYKITQNlDmAk0Wd1LKcptQvfXRNu9NpqjQfBic0Irt27e7vd309HS2phQzY0K1uC8vGFRbAtMHt2JHaglHjx51Sn3PPfccI/qEM/f2djXzJtaVdNoRsVTftT4kulxNfUKuKQJvb7qOtpEBxMXFNboOb8RsNjPz5tG88XAXLuSY9ZL+s2RnHkKt/VpKWeppWzyNECIIGAt834RqNgIBQojWwFrgDuBzews7JYAlNTPvPx9tzVa8dwouR1deTni4+z1nH330EdOuiiM4sPkt8fgCQX5q7rm0NS+/bM9qSP2sW7eOpYvf44X7axEPjk6Ujoo+hQs01TtXHzqTleguXhZH6QR++OEHYiK03DDau0Sr2Wpj3vpzhmNnsh/xtC3egJSyTEoZLaUsbkI1QkpZBkwF3pFSTqEi7s4unCLupJRlZpt45b3NuS0uYaGC41Qf1Bsa5Ksu1bSLCGPbki9caV4NkpOTmf/2f/j7X6odQK5M4m7lwSvb8NOyLzh48GCj60hOTmb6DeP57J89aVX97FjleboFR5ZdG7tMmxDuT2amY8mo66KoqIhly5bxzDPPMGfOHGbNmsXu3budUrcjFBYW8o85t/P0ne3/fNFL+uzC7XlYUS+SUja/dXDPIYQQw4FbgZ/Pv2b3Pokmbaioyplz+a8uTJaP3jM8JjQyyO5lYYUWSF2Ji+1hTMe2PLNuC/n5+URHRzvZspqkpKRw3cTLmf9E9z+D7r1kQG1pRARpubZPDBs2bGhU/rI//viD6yaOYsFT3blycJXzgJXn6Raa6qmrK7F5bZjMNrRax+chm83Gtm3bOHz4MCUlJfz444/s2LKFIa1b0T8+jugAf0KtVsZeOpKksFCeeOsdbr75ZofbcZTy8nKmXtWRG0bHMXrw+bPjvaTfGsqtvLkhq+xERsHjnralmfEQFTttf5BSHhRCdAR+t7ew08SdlNKYGBvx2H/WZr/3yrVtlJ2zCi4hxM+PAQmt2Lx5M9ddd53L23v55Zf5x4y2XHuZj+VBa4aYzDYWbz/H9U/Uk0C6DlasWMGs22/g03/24Ophrv9SoHAxzlqCrS7w6hJ8C5OzGD9+Wo3X6yItLY3//e9/vP/Cc5RbrfSPjyNIq+HWDkm8f8+tBGovniqndO/Modx8pk+fTkZGBg8//PCfNmVmEhQURERERCP+wpocOXKEv103grB4Df954Px99BJhB/D2phxpqdghW+RpW5oTUsqNVMTdVf5+CnjQ3vJOE3cAWXnFH/5yQPOfe4ZFhXeODXJm1c2ehgY/e7+x2tuGvfU58m3Zkfabgr9ajTuOLCwpKWHt6m95+sOBLm/L1TT13tvTB+prwxl9yE8jSIoMsDuZsc1mY+fOnbz++uts27ic717uw7A+5+M1vWhy9FZcGRPXFOoK66jsY0ezy1icfI6DX/zDrvpSU1MZ3LMHYzq25enLh3Jp29Y1N9lUIzY4iFHBQdzUqysbN268IO7WrFnD+PHj+fjjj7nzzjsd/dNqsH79em6cNI65s9rytxvbeN0pKtkl5XyZnG08nVX4gqdtUbgYp4o7KaVNo9Fc93/fFv324bg+9dbtLMHgKM4UUdUHlca26Uhb1als29E27LG98pqGrm1INDp7krBKm9NyV3377bf06tWLHj161HjvwQcfZPKoWDq38Z0vKq6akGurt7oHxdUIIbDaJNu2bWPIkD+PXUxNTeWDDz4gIyODnJwcevfuzeHDh1m1ahWd2gRy53WJvLdoCKHBTh3umgXeKuAay4bjhUz/+ADPvPBfWrdufdF7a9euZd26dZw8eZKQkBCSkpI4d+4cP375BXOGDmBmf8eX+udcMoDrly4nJyeHZ6cNZP7GDABuvPHGJv8tu3bt4ubJ4/jyP71cGkZQmzcU7JsLn/3pDNml5llSSpNzrVJoKk4f7SwWy4aubVrv2XgmY8jlbVvXeZ07PFX2ttXYa5tSxlk4I46lsde6Q8jVRqHBRGRkZMMX2sH06dOxWq1MmTKFKVOmMG7cOMLCwtiwYQPLv/mSY8uHe6WXxxsmZXttcOZn+cqukTz44INER0ej1+t55513SD95mJnDErg0PojY9n7sP3qcm2IDmHFHL26827t2FdZFbZ8tZz5jZ9fnrew6U0pobOuLQjZ+/fVXXr3vbg7m5nFzr25cEh5K8TkTOft2khgSzLxxlzM8KbFR7aWXVGT9GNWrB5GhFdkievfu3eQd/YcOHWLCFcN5b3o3rhTnx7omjEO1rcBU7Q9Vf1528BglJhN30qfOMomdTrJ6axjrU80ni3S6rxtvmYKrEK5Y3hJCtOmWGH98+dQJAf6apntYHElyq9D8GfbRV+w4fISkJMdjr6qza9cuBg8ejEajoU+nAE6mG7BJiA7XsuDG7lzR1Tki0hn4cl93psBbfTCf//v2OK1Ctbx4XSeGtAvDT1Nt439dWTA8JNR9+dn5EgkdT/DxlkxeXJXKoMvHkbtnJ9n6Mm7r25Pre3QmKjDAqe1l6/Tc9v0qCgxG8g3GC683ZV7Nz+J2yc0AACAASURBVM9neM8k5o5tx+3DEppkX2P6XYc3Pwbg62mTuKR17SEQVpuNG//3S/neM+kDpJSHmmSkhxBCBMWEddGP7vOY3WW2HH6PjII9baWUZ11oGgBCiADgTqAXcKHjSiln2VPeJesUUsr0DgkJb3y078jjswf2anKQgDIwKlRittrINxhISGjaoFfJoEGDKC0tZfz48dx9VQHTx7WiqNRCwEEVgX7uz2nXXPt6Q8u6jjC+VzTjezViU4SbhV1zfZbeTNapzlyT0JkB94Ry4KgJ24BeXNm+Lc5wMtRGq5BgVs2Yyse7D/DlvsOcLSll3LhxWCwWNBrHp9fMzExG9e/MjQPjGiXsnNHnYoMCmXDjNN7fsI5Lpoyv9Zqlh0+gs9qW+Kqw8xEWA0eAq4HnqUiJctjewi4LQkk9d+5f30vbnRM7tInrGKkc16TgHHTl5QRr/Ro1cNZFSEgIY8eO5b1vXuOKQZEkpPmDX8PlnIkiBJyME4Sc8kx8l0TLABLd9PjUKhX3Du7L3YP68NvJNN7ctpMVK1YwZcoUh+oxGo1cP6I7My6J54nx7R0q68y+2i4ijJXfLuPOAb1rfT9bp+fjlMMlqTm5DzitUYXa6CylnCaEuE5KuVAI8RWwxt7CLhN3UkqzRqOZ9MSm7VuWXHuVVtXA7iMFBXs4p9Pjp3ZK7u2LeOaZZzh27BhfrNzGo73aOb1+UMRCdZy5E9vZKM/Kc+wrbFvjtb6RZzxigyPtqoRgXOf2LNp3qFE59p566ikSwv15/Or6xx9X981grZa8MgMvb9nB+C7taR/xp3NGSsnTW3ZZcktLp0sp9S41RMF8/v8iIURv4BzQ3t7CLt0+ZrFYdnRp03rpFweP33Z7766ubEqhhfDfzTtcssSiUqnIysriGv+KRMVNFR6KOLCPxqTncTXKs3MvtYm5+q7pG3mGfYVtHRZ89rRTVxl72zJZLOzOLWTUqFF2XW+xWNDr9axZs4aFH77DvqcvuSgNi7v7otVm43hB4YXfowIC2J+dR5nZzNA2Caw4nkpaqf53XZlhlVsNa5ksEEJEAs8APwIhwD/tLezy3AAnMjLv/cxsvuaKpPiotuFhrm5OoRaqD2p1DVSN+cZsb93O4urO7dkXU/cu7MayY8cODu3cwuTJwxsl7HxdEDRm4nP2s/a0J8/Xn6GnaEzfcUZ79ggvZ9lmr8jzU6uJ1KhZtGgRN998MzExFcnPly9fzvXXX8+KFSuYNGkS+/fv57mbb2DVidOohaBTVARL7+xFTMif8SCe6I+LUg7Rqf9Ati5ezBX9+3Ld0uWkFpUAkHzXLby5a1/p6ezcm9xuWAtESvnx+R83AB0dLe+S3bLV0Wg0Q/sntd605NqrtFoXLKk1N9w9WHqChgbkut4vMBgZs3AZ+44db9Ru2aKiInbu3ElcXBw5OTmcPn2a3z54mnXHCnl1amduGRJvl8jwFSFQn2B3dT9rjPirL11Dfdc1hK88L1+iJYxTjlDZ3/dk5fDu9j3syMhmSOtWhPcfzMoff8RktfLaa6+RnZ3NJ++8zZ0D+3BTr65EB1WsFjQ2Z6kzkFKy6kQq//p9K1v3ptClSxdMJhNvv/02zz/9FF9Mncibew5a9mRkTSkq1f3kdgNdgA/slm0FvAQkSiknCCF6AsOllJ/YVd4d4g6gS5vWb0zskPTQ/w3u02KD75TBsCZVBYC9XsBXt+zANmg48+fPd7i9lStXcs0119A9PohWoX60jw6gT+sQZg5NQJfZ7cJ1nsrh5yy8ua+5O35Koel4c3/yNir7t9Fi4ftDxyk2lTNrQC+OFxQx639ruLxdGx67dAixwd6RHD1HX8btP6zCZpN8vuJnhg0bxssvv8z3775FalEJ8yeNYX9+MUuOnvr62Nn06Z6211n4gLhbBXwGPCWl7CeE0AB7pJR97CnvtpTtJzIyH/nJar12RHxMp6FtnJPGwhdQBsX6qe/+1OXBSwwN4VhZWaPaGz9+PDExMax8oCutI/yBCtGmy6xmz0n3n8DQVHylr1WPn1JwDb7SH5obVZdwb+n758k3veNiSL77lgaPNnO2DQ1ddybndzJLdGzesZO+ffvyzjvvsOj1eTwzahidIsMpMBhZdOBodmp2zkyXG65QlRgp5TdCiCcApJQWIYTV3sJuE3dSSqsQ4sqnNu04smTyVUHe8q3FmSiDqfOpTeDpys1ERUU1qj6VSkWiv5HD5/S0jvC/SLRVfX77CtuSiHvjvxwJEm8ufc2ROM/GBNE31ZbqOLP9pj5Ddy2vKzSOfYVtKTOb6Bl+ljD/ilg6e4WdK5/pvsK2nC3K5XRBFpd3bEvrmFG0izzNpk2bmD9/PquWfMVHk8fSJTqSUlM5d6xcb0rNzrlSOWLM7eiFENGABBBCDAOK7S3s1sMWpZRnI0NDpz20buvyRdeM1mhUzSf+ThlgXUf1Sb1LdARfH7I/d2Zubi692rejb3wsV866B5PFxr4MHT21f55PWtvzc0aAv6P9QulHDXtzPYmn26+KN9miUBOTpZz/WzGfUmMpV3duT6HByO+pZ4kLDiL57lsuutZVz7J6vVJKFu3+he8PbAbgtxO7sdisFKjK+e+Tj9O3VSw/3nI9Yf5+SCl5ZEOytdBouldKaXfyXAWn8TAVu2Q7CSG2ALGA3YcWu11dFZaWrsw1lr87b8c+9wT7KTQLqg5SXaMi2bV5m91lrVYrRUYTw9skcOaHr3lw8HD+b3TdmzH2FYdeaDPzZKdGL8l62+S7rzj0wt+moKDgWo7lZdC+V1fSsrIYcvss7n/lNUaPHs3wdv0v2vHrrnEiV1/MKxu+YX/Wad5++20ADmWncTA7DX1BPvcP7se7E0df8DIuSDkiT5fovs3Kz1/oFgMVLkJKuRsYBYwA7gV6SSn32VverZ67Sk5kZP5D2myjekdHDJjUub0nTAAcT+PhbZN1S6Py/tukDX35D0yYMIGJEycye/bsepc74uPjuf6GG1ifvJW8MgNTe3Qh69Sfy7rOTpfg7ewrDqVveKmnzVBQaNacKcyhc9fOREdH89hjjzFj4FUcOLGbdybPBtw7XuzLOsXrm75lzqMPc/fddzPzism0Cw/j7YmjOVVYxLhO7Qiqknh545kMvj5y4tTpc9m3uc1IhYsQQkwDVkspDwohngYGCiH+fV70NYhHxJ2U0iaEuGLeduvxtqHBcX1bxbq1/bo+VL4yObd0VEJF67BoVq9ezerVq5k4cSKdOtXvXfv888955JFHmD9/PksPHOVfVwwHaj5ze4SPL/aT6h67qr+7Q+gpglKhpbHq6HYWv7KM1NRUZs+ezZGzR3hp/J0EaN13tmF+WQlf7VnHroxjLFvxP0pLSxnSoxtjOrTl7VunEOynpW+rmIvKnCwo4l+bdxan5uSOkFKa66hawfU8I6VcJoS4lIrzZecB84Gh9hT2iLgDkFKWCCGGzVm7/cCzl98aFB1ckeDY2QHTvjgRuxtHJ/q6lvYaFEVOFBRdY5M4WZCFSqXi5MmTDYo7IQQ/ffkFL44eyfQ+3SvsqUXY1bDZy/uPXWK0gaVYe4VXU5d0GyrvCfHnyN9U3T53/D2VbSjC2LeQUpJVWsDKlSt55ZVXAPjkxn8QE+yec9bTi3P538Gt/JF2iPsfms23T63jtttuY+/GbTww4iZm9Kw59e8rbEvbwGPMXr3Jml5QeJmUMsctxirUReXO2GuA+VLK5UKIZ+0t7DFxByClPB3g7z/x1W3f/frcqFu1/hq/WtMkVA2o9/bJ1luoPvHUNTnU59Fpapv2XGvPhFmb7XcOGY9N2sgqLeDkyYY3PRgMBgoMRqb36c6BItecHesIzox9c0ZdVQWep+LyvD0e0FH73P2MmyLyq5ZtrN32fkFo6pcRe9vyNNf3GsHO737hnetmkxQe6/IUKCaLmV+P7+KPM4c4W5TLQ3P/wcPD/81rc56i47sfYLFZ+fymR1Gr1MCZi9Kl7Ctsi8Vm5c41Oy25pvK/mM3m/S41VsEeMoQQHwJXAS8LIfxxYJ+ER8UdgNFk2tA6Lv7hN7f/+OYjw6aq1VV20FZPTaFgH7V6oLx04rTHrtomhHKrhTXHdhIeEExBQUGDdURFRRGgDWRtehitQhxvzx4bfZ3m8De0ZNz1xaypdbizLUeo7TPfWO+sEILbBo51il0NYbXZ2HAqhS/3rqNzdCL//uBNrr76ah4ZPZ2/vPI61/Uazo19LiciMPi8sKs5t0op+XD3KluuoeSVvKKCb91iuEJD3ASMB+ZJKYuEEAnAo/YW9ri4A8jIOfdu+8SknosOrLvvjr5XtdgTLOylJU7C1QVXsF8A8aFR/PbHRnr27Flv2Z9//pnbbruNEoMOP3XtXd6ZHkwFBQXfozGfeXfHrlbnTFEOb2z6Dj+1huW/rGTEiBGUl5fz8MMP8/2BTbw0fhatw2MarOf7I1vlsYLM5WfPZT7tBrMV7EBKWQZ8X+X3LCDL3vJeIe4A0rLSHwDZvVVQxJUTOw/2tDkeRREWtVNd4LUJj+HgwYP06tWr3nKzps/goWGT6R3fHm0d4q5veGmLuu/7c0PpE+v9S1sKCr6Cu+Mjt505zHtbl/Pau29x5513IoRg586dTL16GsF+IcybdC8hfoEN1rMx7QAbzhxISTuXMU266zxSBZfjNeJOSimFEONX2mz7Iv2Duw1P6tFwIR+lJYkIZ1Mp8IoMOg6cS2XAgAENltGo1GTrCumv8v4jxNzJ/tza+6Ei+hQUGo+9sY1N5YcDmykxlbF3714WLlzIs4+8QFFZIZd1Gc2QDiMI8dM3WMferJN8fXBjRnruucuklHYfbaXg/QhvE+pCiLCkmMTUewaOi+yb0NHT5jgdRdg5hzxdDt/t+pLsknPcNnMGn3zySZ3XpqSkcO2osbQKjWRoUg9Gd+6P5nzsSSUt5bnUJejqQxF7nkXxsjZ/GiP6pJTkl5Xw5Z51GC3ljGjXk5CIoRfi6hqq+3heBm9u+1Gfnp/VsSXujBVCBMWEddGP7vOY3WW2HH6PjII9baWUZ+uoMwDYCPhT4Tz7Vkr5L6cY7CBe47mr5HyKlB7v7VpzeGqfWyMTIloD7nN127tb0xn1KjSemJA47r78Id7//TVGjBhR77X9+vXjaFYaX375JXMf/D86RMXTJab1hfe9+dlUFWN9YksbJc6cYUOluKhsv67fq5erjreIFGd7LesTYPXdI3tsq1quvvcUfJfGePuEEMQEh/PQpVPqLV/be/m6XJbu+VF3Lj+rb0sUdi7EBIyWUuqEEFpgsxBilZTS/iOVnITXiTsAKWW2EGLIDwe+2jut38yQ2NA4j07A9qYVaaicgnOx2izk6bKZNWtWg9cGBgYybtw4HhcVu7G94dk4KtQ8Iezqaruh3+2tx5lUF5yNob6yDQnYhtqtTQB6w31rKo4IZcUL6TjOHquKywpZlrLImFece5mU8rRTK2/hnI9Z1J3/VXv+n0eWR71S3AFIKU9qtdrh36YsSr55wF+DooIb3vHjLrxBGCiARqVFJVTk5uYSFxdX77VSSnp368uITqMo03TDnVuyvXlibk64+j47o/7G1FFZRkrJ5sPvYDKX0DlhNG1jLmmyPa6krr/Vmz26zZ1SYzFL935uyivOvcpsNu/1tD3NESGEGtgFdAbek1Ime8IOrxV3AGaz+YBWq73sm70Lt/xlwKyA8KBIT5uk4EUIIeifNIS33nqLF198sd5rdTodJrOBS7uMdlr7imhTcCfnig6SX3qKyOAkth//lLjw7uzPjWrQG2jPEnrl+46KLGd9BpTlZtejN+lYuuez8oLS/IlGk3GLp+3xYW45f+5rJQuklAsqfzm/MaW/ECIC+EEI0VtKecDdRnrdhoraCPAPGBEb0Wrd9AF3+IcHRnjaHAUvokCfx4cb3iQrN5OwsLBar5FS8uSTT/LZ+wuZPXquU9tXBJ6Cu0jLTeZYxho06gA6tLqU9nH1x5o2hsbGBboSReg1Hb1Jx9K9n5Xnl+ROLdGV/Oxpe7wBIUSQNiRJH9Ntpt1lCk4uw1R0tM4NFbW08S9AL6Wc11g7G4tPiDuAAP+AkTHhcb/d3H9mQGRwtKfNUfAilu/9hhJDESmpuwkICKjx/v79+xl5yWXcf8XDhAbULgBrQ0rZ4JFBzVXcbTKmXvT7ZQHtPWKHgudpbJygK2xQPHyOU2osYemez8pLyopuLCwpXOFpe7wFV4g7IUQsYD5/okQg8AvwspTyJ+dYbT9evSxbFaPJuEWj0Vy6dM9nG6f1vz0oJqT+GCtXUNuyhjviR1wxmDanQXFS3xtY/McCPvnkEx544IEa77dp0wYpbRSVFdgl7g5n7WfvmZ1YbBZKjcVM6nsDbaM71Hqtp3awuptNxlRF4LVQvKF/K3F6jaO4rJClez83FZTmXaMv06/1tD0tgARg4fm4OxXwjSeEHfiQ564SrVbbOzYibtvUPrcGx4cnNrk+dw1cTUmx4EqqC1VfHTC3n97CvvRdHD57kMDAmlnZv/zyS2bNnMUdlz5Am8i6zynWGUt5efU/AdBoNGiFH0lR7blt+N11lnH2M6ruNWsKjgqyhtpWBJ6Cp/HVMcrdFOjz+GbvQmNece4Yo8m41dP2eBvuWJb1JD4n7gCEEF3joxOSJ/acGtEhunOj6/GGb6TeSm3LIN48qNqkjV8P/sS+9D08+9I/ue+++y6IvG3btjF58mRyc3MBeP661+tcbjVZTHy/6yv8NH6YrWZahSUwsN1Q6ov1dEY/cqagcxeVQk9ZwlVwJ948DnkLGUVnWX5gqS63KOdys9m8x9P2eCOKuPNShBAJ8TEJu67sPD6hZ3xfh8oqos79uGtAfm/dq5wryUSj0vLKvJd56KGHiIqKwmazMW/ePOb+/TFGdR3LkA7OCUZval/yRVHnTC4LaF/nPVBEokJtVP3i2VDi6MbW7cuczD3G6iP/KziXnzVYyWNXN4q482KEEGEJMW0P9E8YkhQaNuHC685IZqrgOuwZnBuL1Wbl533fsSP1DwD8/f0xmUx07NiRkydPcurUKQb0HsTQDiMZ1vEy/DT+Tmvb3v7W0gWdoygiT6E+GoqBdka9vsLeM7vYkro+71xBek8pZa6n7fFmFHHn5Qgh/OPj2v4aG9rr0m6tpgjV+RMIFHwTZw2oZ/JP8/3uJeTrc9Fqtfz3v//l4YcfBuD48eNcP+pG0vJP0bfNQNpEtaNLXA8C/WrG6jmCPROLIuxcgyIAFVyNN4s9KSW/H/2VQ3n792XnpY+UUuoaLtWyUcSdDyCEEAmt2r4bqI27t1+bv6q16prpMFxFUyZrZUKyj8YOqlJKDmcdYPPxtehMOrrF92T28/dyww03EBAQwKBBg9i9ezcAE3pfz4jOoxptoyMeA0XgOR/ls/QnyjK3+6kvXYwrRGHVVY+92QEcyPjSVmI6+11WdtpfzifRVWgARdz5EDHRCff6qUPeHtTuHr8g/yiXteMtk3NLHawbM1ieLUjjTP4pTuYe40xBKqEBYZQai+mZ0Betxo8ruo1zKAdeVRxdCvKW/tNcaKmfg9qor28p98kzOFPcVR9rTOZSdp/5yGy2lb6QlX3mBac11AJo7uLOZ/Lc2UNeftaH/n4Bh5Ktb6/q2+a24OjQTk6rW5mQvQdHDiqvJCmqHUlR7RjZ5UrKyvUUlRUQGxqPVq2ts157BmUlrlPBG1DGJ+/FVWNEkT6dvWc/NRpMJdNLSguXu6QRBZ+lWYk7AFO5cZMQotc+Fv7RudWEhKSo4U2qz5sHzUrblG/kFdi7FBLkF0yQX3CdZau+Vls9jR2svbkvKXgP9vSTutLQ2FuvMmb4NplFeziS+UNBXmHmSCnlEU/bo+B9NDtxByClTBNCdFGpf/lVZ8oY1i1+ilAJtV1lfXECVgbtmjgro72S6sR7aY593d7+0tR+VfXEEWX88B2ktHEyd7VML9x+MK8w8zIpZZGnbVLwTpqluAOQUuqFECOFEK8Vn06f07/NLE2A358xVc110lVOGKgbdyyhNtd+5UsoR6XZh5J82rcot5SxP2ORtcyc+1VOXvodysYJhfpotuIOQFbsFnk4JDhs3Qbda98Pan+79rCffR685ooyoDsXRcx5jto8TpWv+aI3SulLCnVRpD/L9lOfWiVlfy0qzvvC0/YoeD/NardsfQgh2kVExW/RRA5qrQnvX+fxUwq+Mxl6GmUy9h28tU/7Sh/y1vvnbLzxS8G67J8x52/NLS7MvlyJr3Meym7ZZsL5OLzOMZqU7yymzPHqmKtUKrXzTidoTijLWhVU3gdfmYAV6qapHmtnerx9sT+1hM1b1Z9LXc/cVeNj9fakzYI1f71NGs5uKy7MvlpJTKzgCC3Gc1eV8IiYe4Qm8C1t3IQAbVArT5vj9TTnAb0u3D0B5xatuvBzbMSEeq5UcCWN2YXaUmiu40BjnnV998IZfcdiLMCc/XO5ivLnCvKy/iNb4kTtYpq7565FijsAIUT38MhW6/2ih7ZSh/VRlmkdpK7BrTl4/TwxsVcVd6AIPAXvxtc/45V4o4g3lxzGnLe5QF+af5XZbN7jaXuaK81d3LWYZdnqSCmPCCE6RGt3fysNZ65Wx1ylVmncd2yZr1PfoOjLSzjeIOyqvqaIPAVvwRc/z7XhjYIOwGYtx1aw3iYNGcnFhdnjpZQlnrZJwXdpseIOQEppAK4Jj4iZKQxfzdfEjg30C0nytFnNBl8Ted406CuiTsFX8KbPuTd9hh3BXHYOc85qk5DlTxYV5LyhLMMqNJUWuyxbHSFEu8johN81YT3bqyOHCiFUnjapWeINE0BVGjsZSJuZ4rSVmEpTCW41lJBWw5xrmIJCM6UxY0BtAtJXhVxVpJRYi3djLtyTVVRw7kop5VFP29RSUJZlWwjnd9N2jVGr3jDpU+/VxI3XavwjPW1Ws8OTefacFehcdPoHzGVZAKhUKiaMiGLTySZXraDQYnHXyRyVeMMGJmt5KdbcXyzCVvp1UcG5O6WUJo8YotAsUTx3taDRaIaFhMX8rI0eGqXxwc0WtcVwVeLty332fDNvSBC64ht9uT6DBM0ODhw4AMCkSZOIiorix00lBET28rk+oqDgK9Q3njmL+sZFV2x2Ki8+gjl/U4mprGSa0Vj2S5MrVHAYxXPXArFYLNuEEG1jtHuWmPUnJ6hjx2rU2hC32+GKQc2ROj0hBO0RZu5ejpE2M4Unv+Xtzz/g1ltv5fjx43Tu3JnEwc8QGFV7GW/a/erqtA0tESkl0mpE2syotCH4ShhH9X5pPrETAG3nwRdekxYzUl+ICAxF+AVedH1d/VhK6bQvONVtjAkfT07aQqShFHVCZ6e00VCbrsJmMWLLX2cV5TlbSwqzJytnwyq4CsVz1wCBQaGT/QJCvtRGXxbiF97NobLuGjDcgbd7/FyF1ayn4NgXaINaUZqzl1GjRrFz505ycnLoPvrVC9fZ86xru4fu8LLas/StiLy6qXxG0mpB6gqQZcVIox6QIFRgtSICQ1DFdSAuZrJHbTUbcrAYCwiM7F7vdZk7X6jx2sGDB5k/fz5fffUVV199NUu/+RZ1YmeEf/BF10kpwVSGTVcAZhPSbASrGXV8Z0RgxfnN1fuulBKbRQeoUGuDK8SxzYxQqckrrnBcSasFzEak1Up48ECk1YTVXIKpNI3yklOg9UfTtncT7k7jccZn0VRyCkve72XYyv9WXJS30AlmKTQBxXPXwjGUlf4ohGgXod76a1HBvoGhbSai1lYMds1JvDWEN3mi3IWUkqLT3+Mf3pnSrC3cd999nDlzhmuuuYaAgACHn39u0aoWcd+aA1UFXbi2N1ZzKcVnV3HLzdOYMmUKI0eOJCEhAQCj0UhgWCSyNI9cjes/J5VeQ6H2x2bWYTUVgRA88tfuPPHEAgC0ve4HBDarAZUmCKQNm9WENjCWtG3Po9PpyMjIwGw2k5mZySuvvMLhw4eZOXMmhw4dIj4+nokTJ/LSSy9xLKcivlRazBVirtxA9y6d+Ms9DzBw4ECSkpJISUlh5h13gEqDKqIVOZbloFKD2YRNX4QszQebDZC0SUzAYDCg1+sxmsyo/SOwmktAWhk8cCDR0dFotWUEBwfTtm1XunW7lUceeYRis8CadxakBGkDm7XyhuDvl4jQBGDSlKIKDnfq/W7qM7RZjZSmr0FjyzteUpg1SkqZ5STTFBTqRBF3diClLAAGBQWH3FiW9vln5cExIbbAME+b5VFagtiTViPSmMmpE9tZtWoVGzZs4MCBA4SFNf7Z2ysInXk/G0osrXjt/sRmNWIqOk5geShWsw5DwVF6jQgjNjaWWe/+wDXXXFOjTEBAAPt2bafvoEuwFecggiNQRbUGIcg++0WFsPELQgQEVSxzqrXERk5AqBwbfi2mQvTZyRiLjhLoZ8NgMBAbG0vXjh2xWq0cP64mJSWF9957j99+W4PNZiM6Opq8vDw0Gg2hoaGcOnmK0NA30Gg0xMfHo1arCQkJYc6cOcyYMQOtVnuhvRkzZmA0Gjl9+jQACQkJdOzYkZ49e9KhQ4eLbOvXrx9XXHEFaWlpvP7662zbto2SkhJat27NpGnTue222xgwYABWq5WzZ8/i7+9PfHw8JpOJY8eOERQURKdOnepc2u3YsSPr168nNDQUf39/goODCQ0NRQiBVqulvLycm266CfyCnC7uGktu0SowlBKgzy1TI/9eUlz0sZLiRMFdKMuyDiKEiIqKifvBotaO1AdEq4VG23ChFkZzEnolGb9j1qWzZOHrPP7443z33Xf06dPnwvtVY5WcTXO6j57AatYhbRbUfuF1igabxVCRY6zsHOWlaZTrznDNxHF069aNkJAQ7rrrLtq0aWNXezabjfT0dF566SU+/fRTNBoNl112GbNmzeLw4cM8P+8tZLkBrGZAkDDgiQbrNBtyKMvdg6nkFDZLTjSDlgAADrFJREFUGUGxA9iz8XM6d+6M1WpFo3FMIGZnZxMZGYmfn59D5XyBSy65hB1796GKTEAEhIDG78Jzl1YrqFSNigusL5yi8r3qX9qk1UKwscCmNhtSCvPzrlG8dd5Hc1+WVcRdIwkMCpqs9QtYZA6OCjcH1D15tER8XZRYTIXozm1FExBDUEx/svfOw2Ix8/nnn/Pkk0/StWtXbr/9dm677TZCe1/qUlt8/V56iuyzX2LLOwMIREgEqpBooiJHowmIxmYtx5C3B1PJScr1GYwcPoSBAwcyYsQIJkyY0CTPbCU2mw2z2Yy/v3+N93Q6HREREcT1r1vcSZuZkox1GAsO869nHuXaa6+lX79+qFS+sXHDE9hsNn788UcWLVrEtm3byMrOQfgHI6UNjDpEaDSq2HYuHaullKgNJfiV5eukzXq/vrTkS8Vb550o4k6hToQQwdFxrT42W+UN+qAYbfWdZS0VXxckt15p5PDhwxgMhgvLRpmZmWg0GoxGI7/99hvvvvsuWVlZHCyWCI1rvSC+fj8BpLRhNRWg9o8CabuwJCmlxFpehFD5odIEYS0vxFpegrRZEEKF2i+8Yjeqyq/eSTmn4CekoRRMZVxz6WD27NnD6tWriY2NJb5TD6TZBGYTIiQStVnF+DFDmDFjBtdeey1BQUFuugeSTZs28dZbbyGE4NtvvwWgsLCQDgP/is2sw2Ypqzg0Xp/BtBsmMX/+fCIjlXybjSE9PZ2UlBTUajWDBg1i/PjxpKWlkV+iQxXdBlVwhFPbk2YTwWV5Fq1K/pKfk32rshPWu1HEnUKDaLXagUGhYT/ZAsLiDQERQqjUnjbJo/iqGKncQbhr1y4mTpxISkoKr776Ku+//z7jxo1j2bJlF5azpJS8+uqrzJ8/n7Nm/4plIBfhK/ezxtKUtIFRjzTpsZUWgMUEUtI6MZEVK1aQkZHB7NmzKS8vp7S0lLKyMhITE+nQoQNBQUH8vvUI1vISrOVFBET2JCi6P0WFmyqC6SsaQFpMUG4iPEDNwIEDGTp0KD179mTKlCkEB1+8y/PUqVMsWrSIQYMGcc0117jVC5aenk7Xrl2JiIjgrrvu4tFHHyU0NJS1a9dy++23M3ToUDp16kRUVBRdunShf//+dO7smrQfLRUpJTk5OUybNo1NmzahTuoFKhUINQhAiEaltJE2GwHGIqkyFBUY9LobzOXlG5xvvYKz8YS4E0JMA54FegCXSCl3NqYee1A2VDgBs9m8WwiRFB4pHg4sK37WFBQVZAtseUu1viJC6qOoqOhCqpNFixbx2muv0adPH+69916GDBnCzz//TJs2bRBCMHfuXDp06MCDDz7Iv594lPv+M9/T5jsVq1lHue4sam0o2uAEitN+ZuSAOObMmUP//v05cuQIJ06coLS0lD59+tCx462sWbOGPXv2cPjwYQ4fPkaPHj0YMmQsV199NRMmTMBsNrN8+XJGjhxJ+/bt+fDDDxk3bhwZGRmkpKQwceLEGp+bsrIyHnjgAY4fP073y8cSHByMSqVCq9WSlJREt27dGDBgALGxsfX+PR07duTZZ5914R2rm71792IwGBg2bBjPP/88ycnJPPvss6SkpLB48WLGjBnjEbtaEkIIWrVqxYYNG3jggQdYvnw50iIpLS1FSoleXwZqTcUyfkS8fR55QwmBZflGrVr1emFR4bNSSrPr/xIFH+YAMBX40NUNKZ47JyOEiI6ObbXYLLlKHxjdIpZqHRF1juR1k9JK7oH38Qtth1obhtAEoPYLByQa/2i0Qa0aa3KtSGkje89/GD58OCNHjqR///5MmDCByMhIPv/8c55++mmklKxfv54uXbpcKHfixAmGDx9OYUAswt89S3yuFtJmQy7kfMewYcPYv38/hYWFhIWF8e9//5uXXnoJvV5Ply5d6Nq1K2FhYSxduhSLxcJ1113H4MGD6dGjBz179qxzSdFms7WY+LGDBw/Su3dvpk2bxty5c1myZAlLlizh2Wef5fbbbycgIMDTJipQ0Sf92vfBmnG0Iqdemx51XivNJoKNBRaNtCQX5ObcJKXMdKOpCk7Ak8uyQoj1wCOu9Nwp4s5FaDSaISHhEd9J/+DWer8IVXPeVWuv0HA0L5y1NB+Zk1rn+yIonPgec2p9T5+7C21gHNrgNg55UO+9VsMbb7yBlJKSkhIAxo4dy9q1a+nTpw+XXnopFouFDz744KJy33zzDXPmzCHfP6ZGVn9n4yphJ6XEYszHWHiAAPMR3njjDWbMmIFOp+PQoUPExsbWSIFRicFgQKPRXJRKQ6GCEydOcMkll1BSUkJCQgITJ07khRdeIC4uztOmKZznwIED9B05GqkrwC+oDaFtRuMX3PrC+1XzHgaZiqUwluSUlZb+xWwu/91TNis0DSGEnyYg1hTT8x675ggpJflHP8esz3gYuLXKWwuklAscbHs9irjzXYQQIiAw6Gatn//7tuCICKN/eLOLx7Ppi7AVZqEKi0UEhhIbcx26c5spKz91IacXVvOFzPV1UZtgKTn7K/qcZAB69+6NVqslMzOTsrIyBg4cyPXXX8+YMWNITU0lOTmZAwcO4O/vT9++fXnllVfQlVnhfFC+tJXjH94Fv+BEhNoftTYMtX84+UcX89xTf6NDhw7YbDaGDx9OTEwMJpOJtLQ03nrrLTIzMzEajaSmpgLw2WefMXbs2Br2Ll68mLlz55LrH+vSTRauEHdP3RHPf//7X4QQXH/99TzwwAN06+bYiSwK9dOSvJW+QGFhIcuXL+eO++egskJQTH8Co/uj8a+50SKn4Gf8jcVSVVZYis36iK605BMpK4M/FXwVVUQrKQKCUYXUcY5kFWxlJcjSfGyl+fUqQSHEb0B8LW89JaVcfv6a9SjizvcRQmgjoqIftVhtT1qCI4MrUqf4ziAvbVYoN4JGW5Ed3mYFjR+o1Nh0hcic0xcX0PqD2XTRS6r4TgTKWFTqQFTaIPQ5O0CoCI4dRGB0XwCEuFj4Zu58gV27djFz5kwiIiKYPHkybdu2ZdCgQSxdupQVK1ag1+tJSkpiyJAh9OvXD71ef8HLNGfOHDIzMzl79ix+fn4sW7aMEydOUFRURFpaGjk5OVitVmbNmkV+fj5SSjZu3HhB6B0/fpxp06YxZMgQOnToQOfOnWnbtm29E/TUqVNZvnkXqrD647+agrPEXeUGkjNnztCuXTvuv/9+3nvvvRYXK6rQ/NHpdER0G4wsN5w/Pk6HQIVfaHuCovvhH9GlxvgDFaEahvz9WIs2G7QazTuF+bn/klIaPfAnKLgAIUQC/kGZ6tbd6x33pJTYMo8hjbpuUspjTmh3PYq4az4IIcKiYmL/XWaU9/tFDtIExQwgr+RXT5sF/Hnwt5QSyg0gbRUHiJeVIPWFFWLOagEhLhwrpBIQFhZGmzZtKCgoIC8vDwCLxVKR70mtvvCBadu2LbNmzaKgoIDs7GwmTZpEZGQkr776KikpKRgMBuLi4rjyyitp37493bt3Z8iQIUgpSUlJ4dNPP+XgwYMUFBRQVFTEk08+yfPPP98kT0hhYSGBgYEXxTyVl5ezYcMGgoODGTBgAIGB9i2xpqSkcOWVV1JcWk5Mz7tQay/2VLriqLqmirzMnS8gpSQ5OZnhw4czdOhQtm3b5iTrFBQ8i06nI6nfHRiLjmAqPo7GPxpNYAz+oR3wC+uIShNU54ReKepM+dusQYFicUFuzqNSyjw3/wkKbsAe7529Xjt7UcRdM0UIER4d2/oFs8V6JyH9goJiBiBUGo+cVSulxHpqd4VdQWEV+cAAVBqEWoMICEGERmNJTbGrLoPBgFarRaVSYTabsVgsaDQa/P396xxIT548iRACvV7Ppk2bOHv2LAcOHGDXrl1oNBq6du1Kq1atLpyHuWvXLgAyMjJITEx0zo1oBHq9nq1bt7J9+3YWLFjA3/72N+bOnUvrIf+scW31c2Wd+awdFXnSZuHLeWNZtWoVP/74IyaTiSeeeIKZM2cqwf0KPk1paSlJff6CoeAAZn0W2uDWBER0IyCyx4UzwetDShvm4oNYCncYtRrV0rycdEXUNXMa8t4502snhJgCvAPEAkXAXinl1U2ps862FHHnOYQQ4dFxrZ83l1vv8ovqF6QO64NKXTG5ulPo2QqzsBVUbPb66aefak1H4W0YDAa7vWpNaaO0tBSz2UxRUUU+Uj8/P4qLi3nsscdITk5m4MCBDBw4kOnTpzN06NBa71vi4GfqbMNZz7m6wLNZjZj1WViMeVhMBdjMeqStnC5JAZw6dYo+ffpw9dVXc+211zJo0CCvf94KCvVx+vRpeg+9CUPBAfxC2hIU3bfCO6e2L/ZV2syYi/djLtxj8NOql+blpM9VRF3LoT7vnbO9du5CEXdegBAiJDwy9u9Sikf9QxKDykxWNYC/X6m1qXWbDGXCWFqk0mj90AYE2cxmP7XNZkal0qLSBkmA3p3CdadPnw4AuOSSS0pDQkKUQGFgy5YtoXq9/kIgjr+/v02lUqFSqWR8fHx5u3btTI6e7VnJxu1nIkqr1t3EZ20qD1UDBAf4WU2GImHQ5anUGj/U2gDZs0uC3s/Pz6bRaGRAQIAMDg62qtXNa2OPQstESsnRo0cDjxxLDfIPipKBwdE2ldqxHdtSWjEUnzGq1eL9wvxz/1FOlmh51OW9c3asnTtRxJ0XIYTQAF0BZW1MQUFBwT1I4KCUstzThih4jtq8d77qtQPlhAqvQkppAQ552g4FBQUFBYWWhCzOSZTGoEwRHHlhc6EszEIadT6ZE8p38nEoKCgoKCgoKLgAKWWWCAipyA4BSEMpaPzwteXYShRxp6CgoKCgoNDikcU5ibai7D+9droCn/TagRJzp6CgoKCgoKAAVMTeIW1gs/lkrF0lSsydgoKCgoKCggIV3jtU6kxsVp/12oHiuVNQUFBQUFBQaFYoMXcKCgoKCgoKCs0IRdwpKCgoKCgoKDQjFHGn8P/t1oEMAAAAwCB/63t8RREAMCJ3AAAjcgcAMCJ3AAAjAax5EXA+0qvOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(\n",
" 1, 1,\n",
" subplot_kw=dict(projection=cartopy.crs.Robinson()),\n",
" figsize=(12, 5)\n",
")\n",
"p = sst.plot.contourf(\n",
" x=\"nav_lon\", y=\"nav_lat\",\n",
" ax=ax,\n",
" transform=cartopy.crs.PlateCarree(),\n",
" cmap=cmocean.cm.thermal,\n",
" levels=np.arange(-1, 30, 4)\n",
")\n",
"\n",
"ax.coastlines();"
]
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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