Video_2_PIV-Summer2021.ipynb

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   "source": [
    "# Used to distill Velocities from drone Video data"
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     "text": [
      "Requirement already satisfied: fsspec==0.8.4 in /Users/Coding_Stuff/anaconda3/lib/python3.8/site-packages (0.8.4)\n"
     ]
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   "source": [
    "import matplotlib \n",
    "matplotlib.use(\"Agg\") \n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import argparse\n",
    "import cv2\n",
    "\n",
    "from openpiv import tools, process, validation, filters, scaling \n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import os\n",
    "import imageio\n",
    "\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "\n",
    "import openpiv.tools\n",
    "import openpiv.process \n",
    "import openpiv.scaling \n",
    "import openpiv.validation \n",
    "import openpiv.filters\n",
    "import glob\n",
    "\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import fsspec\n",
    "\n",
    "import urllib\n",
    "import urllib.request\n",
    "from urllib.request import urlopen\n",
    "\n",
    "import IPython ## \n",
    "from IPython import display\n",
    "display.set_matplotlib_formats('retina')\n",
    "from IPython.display import YouTubeVideo\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import ticker, cm\n",
    "%matplotlib inline  \n",
    "\n",
    "!pip install fsspec==0.8.4"
   ]
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   "cell_type": "markdown",
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   "source": [
    "### Define Function to extract Velocity Fields from Video Data"
   ]
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   "execution_count": 81,
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    "def Vid2PIV(pathIn, pathOut, AGL, FOV):\n",
    "    \n",
    "    \"\"\" Vid2PIV is a function used to convert still hovering drone footage to scaled velocity fields which can be analyzed in xarray. \n",
    "    It is an implementation of particle image velocimetry based on OpenPIV.\n",
    "    \n",
    "    INPUTS: \n",
    "   \n",
    "    pathIn: Local path to video (.mov or .mp4 file format)\n",
    "    pathOut: Name you would like to save your veloci\n",
    "    AGL: Above ground level (Altitude of drone) in meters\n",
    "    FOV: Field of View of sensor in degrees\n",
    "    \n",
    "    OUTPUTS: A saved xarray dataset in .nc file format\n",
    "    \n",
    "    \"\"\"\n",
    "    \n",
    "    \n",
    "    count = 0\n",
    "    vidcap = cv2.VideoCapture(pathIn)\n",
    "    success, frame_a = vidcap.read()\n",
    "    \n",
    "\n",
    "    \n",
    "    tf =  int(np.floor(vidcap.get(cv2.CAP_PROP_FRAME_COUNT)/ vidcap.get(cv2.CAP_PROP_FPS))) #to get number of seconds in video final time\n",
    "    print('Number of sec in video:', tf)\n",
    "    x, y = process.get_coordinates( image_size=frame_a.shape, window_size=64, overlap=32 )\n",
    "    \n",
    "    \n",
    "    dfi = xr.Dataset(\n",
    "        data_vars={'u': (('x', 'y', 'time'), np.zeros((len(x[0,:]),len(y[:,0]),tf-1))),\n",
    "                   'v': (('x', 'y', 'time'), np.zeros((len(x[0,:]),len(y[:,0]),tf-1))),\n",
    "                   's': (('x', 'y', 'time'), np.zeros((len(x[0,:]),len(y[:,0]),tf-1)))},\n",
    "        coords={'x': x[0,:],'y': y[:,0],'time':np.arange(tf-1)})\n",
    "    \n",
    "    \n",
    "    frame_a = frame_a[:,:,2]*0.2989 + frame_a[:,:,1]*0.5870 + 0.1140*frame_a[:,:,0] #convert to greyscle\n",
    "    frame_a = (frame_a).astype(np.int32)\n",
    "    \n",
    "    \n",
    "    #Calulate GSD for video\n",
    "    AGL = AGL #meters  \n",
    "    FOV = np.deg2rad(FOV) #degrees\n",
    "    Width  = vidcap.get(cv2.CAP_PROP_FRAME_WIDTH)   # float `width` in pixels\n",
    "    Height = vidcap.get(cv2.CAP_PROP_FRAME_HEIGHT)  # float `height` in pixels\n",
    "    Aspect = Height/Width    # CONFIRM THIS IS CORRECT\n",
    "    D =   2 * AGL *np.tan(FOV/2) #diagnol of image\n",
    "    A = (D) / np.sqrt(1 + Aspect**2)\n",
    "    B = Aspect * D / np.sqrt(1 + Aspect**2)\n",
    "    print('Image Footprint:',A, 'm x', B, 'm y')\n",
    "    GSDx = A/ Width\n",
    "    GSDy = B/ Height\n",
    "    \n",
    "\n",
    "    \n",
    "    \n",
    "    for count in np.arange(tf-1):\n",
    "        \n",
    "        vidcap.set(cv2.CAP_PROP_POS_MSEC,((count+1)*1000))    # added this line (1000 is 1 second, 100 is .1 sec) \n",
    "        success,frame_b = vidcap.read()\n",
    "        print ('Read a new frame', \"%03d\" % (count+1), success)  #take it out\n",
    "      \n",
    "      #PIV\n",
    "               \n",
    "        frame_b = frame_b[:,:,2]*0.2989 + frame_b[:,:,1]*0.5870 + 0.1140*frame_b[:,:,0]\n",
    "        frame_b = (frame_b).astype(np.int32)\n",
    "       \n",
    "\n",
    "        u, v, sig2noise = process.extended_search_area_piv( frame_a, frame_b, \\\n",
    "            window_size=64, overlap=32, dt=1, search_area_size=128, sig2noise_method='peak2peak' )\n",
    "        #x, y = process.get_coordinates( image_size=frame_a.shape, window_size=64, overlap=32 )\n",
    "        u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.2 )\n",
    "        u, v, mask = validation.global_val( u, v, (-1000, 2000), (-1000, 1000) )\n",
    "        u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n",
    "        #x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 1)\n",
    "    \n",
    "        \n",
    "        dfi.u[:,:,count] = np.transpose(u)\n",
    "        dfi.v[:,:,count] = np.transpose(v)\n",
    "    \n",
    "    \n",
    "    # additional processing\n",
    "    #Sensor and Drone Measurments \n",
    "        dfi.u[:,:,count] = dfi.u[:,:,count] *GSDx \n",
    "        dfi.v[:,:,count] = dfi.v[:,:,count]*-1 * GSDy # the negative is to make the downstream velocity positive\n",
    "        dfi.s[:,:,count] = np.sqrt(dfi.u[:,:,count]**2+dfi.v[:,:,count]**2) \n",
    "        \n",
    "\n",
    "        \n",
    "        frame_a = frame_b\n",
    "    \n",
    "    #Spatial Calculation (can possibly take this out of the loop?)\n",
    "    dfi['x'] = dfi.x*GSDx \n",
    "    dfi['y']= dfi.y*GSDy \n",
    "    \n",
    "    dfi.to_netcdf(pathOut)\n",
    "    \n",
    "    return(dfi)"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run velocimetry on video\n",
    "### Define path of video, saved file name and flight parameters"
   ]
  },
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   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
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     "text": [
      "Number of sec in video: 4\n",
      "Image Footprint: 436.4249645610448 m x 245.4890425655877 m y\n",
      "Read a new frame 001 True\n",
      "Read a new frame 002 True\n",
      "Read a new frame 003 True\n"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (time: 3, x: 119, y: 66)\n",
       "Coordinates:\n",
       "  * x        (x) float64 3.637 7.274 10.91 14.55 ... 421.9 425.5 429.2 432.8\n",
       "  * y        (y) float64 3.637 7.274 10.91 14.55 ... 229.1 232.8 236.4 240.0\n",
       "  * time     (time) int64 0 1 2\n",
       "Data variables:\n",
       "    u        (x, y, time) float64 0.02547 0.03725 ... 0.01045 -0.03654\n",
       "    v        (x, y, time) float64 0.08897 0.1829 0.1205 ... 0.1696 0.2259 0.1442\n",
       "    s        (x, y, time) float64 0.09254 0.1867 0.1205 ... 0.1703 0.2261 0.1488</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a5a71723-e603-4dea-8d26-c80f2cd299cd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a5a71723-e603-4dea-8d26-c80f2cd299cd' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3</li><li><span class='xr-has-index'>x</span>: 119</li><li><span class='xr-has-index'>y</span>: 66</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-3051dc10-923c-458b-905d-59e17bcd2910' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3051dc10-923c-458b-905d-59e17bcd2910' class='xr-section-summary' >Coordinates: <span>(3)</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 class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.637 7.274 10.91 ... 429.2 432.8</div><input id='attrs-ad0ae7d3-4ba4-4e68-ad11-0595181063a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad0ae7d3-4ba4-4e68-ad11-0595181063a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d535176e-f353-4df1-b8b7-6a08fc5373ba' class='xr-var-data-in' type='checkbox'><label for='data-d535176e-f353-4df1-b8b7-6a08fc5373ba' 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><div class='xr-var-data'><pre>array([  3.636875,   7.273749,  10.910624,  14.547499,  18.184374,  21.821248,\n",
       "        25.458123,  29.094998,  32.731872,  36.368747,  40.005622,  43.642496,\n",
       "        47.279371,  50.916246,  54.553121,  58.189995,  61.82687 ,  65.463745,\n",
       "        69.100619,  72.737494,  76.374369,  80.011244,  83.648118,  87.284993,\n",
       "        90.921868,  94.558742,  98.195617, 101.832492, 105.469366, 109.106241,\n",
       "       112.743116, 116.379991, 120.016865, 123.65374 , 127.290615, 130.927489,\n",
       "       134.564364, 138.201239, 141.838113, 145.474988, 149.111863, 152.748738,\n",
       "       156.385612, 160.022487, 163.659362, 167.296236, 170.933111, 174.569986,\n",
       "       178.206861, 181.843735, 185.48061 , 189.117485, 192.754359, 196.391234,\n",
       "       200.028109, 203.664983, 207.301858, 210.938733, 214.575608, 218.212482,\n",
       "       221.849357, 225.486232, 229.123106, 232.759981, 236.396856, 240.033731,\n",
       "       243.670605, 247.30748 , 250.944355, 254.581229, 258.218104, 261.854979,\n",
       "       265.491853, 269.128728, 272.765603, 276.402478, 280.039352, 283.676227,\n",
       "       287.313102, 290.949976, 294.586851, 298.223726, 301.8606  , 305.497475,\n",
       "       309.13435 , 312.771225, 316.408099, 320.044974, 323.681849, 327.318723,\n",
       "       330.955598, 334.592473, 338.229348, 341.866222, 345.503097, 349.139972,\n",
       "       352.776846, 356.413721, 360.050596, 363.68747 , 367.324345, 370.96122 ,\n",
       "       374.598095, 378.234969, 381.871844, 385.508719, 389.145593, 392.782468,\n",
       "       396.419343, 400.056218, 403.693092, 407.329967, 410.966842, 414.603716,\n",
       "       418.240591, 421.877466, 425.51434 , 429.151215, 432.78809 ])</pre></div></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'>float64</div><div class='xr-var-preview xr-preview'>3.637 7.274 10.91 ... 236.4 240.0</div><input id='attrs-c7bd55bc-0499-45fe-a05a-c2c788234d37' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c7bd55bc-0499-45fe-a05a-c2c788234d37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4f9fc94-1ae2-4271-a336-efc9ec5ba92f' class='xr-var-data-in' type='checkbox'><label for='data-f4f9fc94-1ae2-4271-a336-efc9ec5ba92f' 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><div class='xr-var-data'><pre>array([  3.636875,   7.273749,  10.910624,  14.547499,  18.184374,  21.821248,\n",
       "        25.458123,  29.094998,  32.731872,  36.368747,  40.005622,  43.642496,\n",
       "        47.279371,  50.916246,  54.553121,  58.189995,  61.82687 ,  65.463745,\n",
       "        69.100619,  72.737494,  76.374369,  80.011244,  83.648118,  87.284993,\n",
       "        90.921868,  94.558742,  98.195617, 101.832492, 105.469366, 109.106241,\n",
       "       112.743116, 116.379991, 120.016865, 123.65374 , 127.290615, 130.927489,\n",
       "       134.564364, 138.201239, 141.838113, 145.474988, 149.111863, 152.748738,\n",
       "       156.385612, 160.022487, 163.659362, 167.296236, 170.933111, 174.569986,\n",
       "       178.206861, 181.843735, 185.48061 , 189.117485, 192.754359, 196.391234,\n",
       "       200.028109, 203.664983, 207.301858, 210.938733, 214.575608, 218.212482,\n",
       "       221.849357, 225.486232, 229.123106, 232.759981, 236.396856, 240.033731])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2</div><input id='attrs-0a84a642-5915-4309-8b9b-93de62fea0a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a84a642-5915-4309-8b9b-93de62fea0a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0db14cc-d751-4bb3-a4b6-5634a19c8486' class='xr-var-data-in' type='checkbox'><label for='data-b0db14cc-d751-4bb3-a4b6-5634a19c8486' 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><div class='xr-var-data'><pre>array([0, 1, 2])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-71b93a63-1f3c-4751-a6e2-1e8dc1497f49' class='xr-section-summary-in' type='checkbox'  checked><label for='section-71b93a63-1f3c-4751-a6e2-1e8dc1497f49' class='xr-section-summary' >Data variables: <span>(3)</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>u</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02547 0.03725 ... -0.03654</div><input id='attrs-ddbdbd00-691c-404e-8bbb-a1138185c4ab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddbdbd00-691c-404e-8bbb-a1138185c4ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7bc7599-7073-44c0-a5e3-b54031379498' class='xr-var-data-in' type='checkbox'><label for='data-c7bc7599-7073-44c0-a5e3-b54031379498' 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><div class='xr-var-data'><pre>array([[[ 0.02546668,  0.03725229, -0.00072316],\n",
       "        [ 0.00827039,  0.02922642, -0.01334118],\n",
       "        [ 0.01489155,  0.04351274, -0.01718936],\n",
       "        ...,\n",
       "        [-0.06522662, -0.08003839, -0.03635566],\n",
       "        [-0.06232464, -0.07683249, -0.03830399],\n",
       "        [-0.06198047, -0.07726759, -0.0437583 ]],\n",
       "\n",
       "       [[ 0.00576447,  0.02172082, -0.0102335 ],\n",
       "        [ 0.00749   , -0.00869006, -0.01799056],\n",
       "        [ 0.02021033,  0.04925293, -0.01106071],\n",
       "        ...,\n",
       "        [-0.05837481, -0.0715443 , -0.04995181],\n",
       "        [-0.06088592, -0.08140494, -0.04002006],\n",
       "        [-0.06155235, -0.07604328, -0.04132308]],\n",
       "\n",
       "       [[ 0.00206543,  0.02296597, -0.00274003],\n",
       "        [ 0.00705992, -0.02126993, -0.00895539],\n",
       "        [ 0.00624484,  0.03672682,  0.00386032],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [-0.01051419,  0.01483301, -0.03123746],\n",
       "        [-0.02902872,  0.01109713, -0.03435927],\n",
       "        [-0.05007667,  0.01305504, -0.03579386]],\n",
       "\n",
       "       [[-0.01097573, -0.01359957, -0.07347099],\n",
       "        [-0.04215515, -0.04317066, -0.0786457 ],\n",
       "        [-0.04367962, -0.04195535, -0.0796833 ],\n",
       "        ...,\n",
       "        [-0.00475462,  0.01346668, -0.03069   ],\n",
       "        [-0.01041603,  0.00989588, -0.03431919],\n",
       "        [-0.02005872,  0.00838632, -0.03578027]],\n",
       "\n",
       "       [[-0.03112   , -0.03138448, -0.07875893],\n",
       "        [-0.03603548, -0.03276341, -0.08097809],\n",
       "        [-0.03636937, -0.03394134, -0.07970015],\n",
       "        ...,\n",
       "        [ 0.00690037,  0.01541369, -0.04719791],\n",
       "        [-0.00894228,  0.01226443, -0.03401378],\n",
       "        [-0.01509118,  0.01044534, -0.03654324]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08897 0.1829 ... 0.2259 0.1442</div><input id='attrs-345ccdad-c2f8-4f0e-8a24-7a2ea9daae46' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-345ccdad-c2f8-4f0e-8a24-7a2ea9daae46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b3ac24f-7287-4f0b-baa3-b8b88996c1e8' class='xr-var-data-in' type='checkbox'><label for='data-3b3ac24f-7287-4f0b-baa3-b8b88996c1e8' 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><div class='xr-var-data'><pre>array([[[0.08896604, 0.18289709, 0.12050588],\n",
       "        [0.09220205, 0.18428098, 0.1166525 ],\n",
       "        [0.08728213, 0.18079697, 0.1266328 ],\n",
       "        ...,\n",
       "        [0.14719517, 0.23338303, 0.07889591],\n",
       "        [0.13449262, 0.23576016, 0.07692841],\n",
       "        [0.13470492, 0.239239  , 0.07688159]],\n",
       "\n",
       "       [[0.09579704, 0.18715801, 0.11385177],\n",
       "        [0.09005338, 0.16208846, 0.09965736],\n",
       "        [0.09810699, 0.17230288, 0.12050935],\n",
       "        ...,\n",
       "        [0.14658994, 0.24118865, 0.07444734],\n",
       "        [0.14539681, 0.23924808, 0.07373632],\n",
       "        [0.13315426, 0.23965589, 0.07641003]],\n",
       "\n",
       "       [[0.09124131, 0.19605097, 0.09535829],\n",
       "        [0.09302753, 0.16616035, 0.0893493 ],\n",
       "        [0.11000705, 0.18011023, 0.11719877],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [0.1688225 , 0.22491888, 0.13940109],\n",
       "        [0.14456266, 0.21894584, 0.14113523],\n",
       "        [0.16027275, 0.23404029, 0.14324868]],\n",
       "\n",
       "       [[0.321397  , 0.34367102, 0.34035177],\n",
       "        [0.31630931, 0.36238267, 0.33568267],\n",
       "        [0.30462962, 0.35523721, 0.32784485],\n",
       "        ...,\n",
       "        [0.17214521, 0.22450477, 0.13924674],\n",
       "        [0.16991779, 0.22555838, 0.14110294],\n",
       "        [0.16503247, 0.22809914, 0.14380363]],\n",
       "\n",
       "       [[0.32185103, 0.35597379, 0.33209281],\n",
       "        [0.31303424, 0.34888047, 0.3261398 ],\n",
       "        [0.30163771, 0.343345  , 0.31938783],\n",
       "        ...,\n",
       "        [0.19172068, 0.22251603, 0.1556147 ],\n",
       "        [0.17267753, 0.22295357, 0.14223849],\n",
       "        [0.16962665, 0.22588475, 0.14419509]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.09254 0.1867 ... 0.2261 0.1488</div><input id='attrs-74f8d043-052f-49c8-9779-74d827646e1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74f8d043-052f-49c8-9779-74d827646e1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df19d0d6-cfec-4158-9123-6a031512ba48' class='xr-var-data-in' type='checkbox'><label for='data-df19d0d6-cfec-4158-9123-6a031512ba48' 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><div class='xr-var-data'><pre>array([[[0.09253923, 0.18665229, 0.12050805],\n",
       "        [0.09257223, 0.18658419, 0.11741291],\n",
       "        [0.08854338, 0.18595942, 0.12779413],\n",
       "        ...,\n",
       "        [0.16099978, 0.24672613, 0.08686944],\n",
       "        [0.14823167, 0.24796387, 0.08593704],\n",
       "        [0.14828012, 0.2514072 , 0.08846224]],\n",
       "\n",
       "       [[0.09597032, 0.18841421, 0.11431076],\n",
       "        [0.09036433, 0.16232124, 0.10126821],\n",
       "        [0.10016706, 0.17920416, 0.12101588],\n",
       "        ...,\n",
       "        [0.15778539, 0.25157613, 0.08965261],\n",
       "        [0.15763035, 0.25271804, 0.08389667],\n",
       "        [0.1466927 , 0.25143095, 0.08686823]],\n",
       "\n",
       "       [[0.09126468, 0.19739154, 0.09539765],\n",
       "        [0.09329504, 0.16751618, 0.08979697],\n",
       "        [0.11018416, 0.18381663, 0.11726233],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [0.16914959, 0.22540746, 0.14285813],\n",
       "        [0.1474484 , 0.21922688, 0.1452574 ],\n",
       "        [0.16791375, 0.23440412, 0.14765292]],\n",
       "\n",
       "       [[0.32158435, 0.34393999, 0.34819149],\n",
       "        [0.31910599, 0.36494508, 0.34477239],\n",
       "        [0.30774521, 0.35770621, 0.3373895 ],\n",
       "        ...,\n",
       "        [0.17221086, 0.2249083 , 0.14258867],\n",
       "        [0.17023675, 0.22577536, 0.14521655],\n",
       "        [0.16624701, 0.22825325, 0.1481881 ]],\n",
       "\n",
       "       [[0.32335204, 0.35735462, 0.34130426],\n",
       "        [0.31510156, 0.3504155 , 0.33604259],\n",
       "        [0.30382238, 0.34501856, 0.32918186],\n",
       "        ...,\n",
       "        [0.19184482, 0.22304925, 0.16261481],\n",
       "        [0.17290892, 0.22329065, 0.14624884],\n",
       "        [0.17029664, 0.22612613, 0.14875359]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-788d7d51-bde3-47b5-b588-68203ed2a787' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-788d7d51-bde3-47b5-b588-68203ed2a787' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 3, x: 119, y: 66)\n",
       "Coordinates:\n",
       "  * x        (x) float64 3.637 7.274 10.91 14.55 ... 421.9 425.5 429.2 432.8\n",
       "  * y        (y) float64 3.637 7.274 10.91 14.55 ... 229.1 232.8 236.4 240.0\n",
       "  * time     (time) int64 0 1 2\n",
       "Data variables:\n",
       "    u        (x, y, time) float64 0.02547 0.03725 ... 0.01045 -0.03654\n",
       "    v        (x, y, time) float64 0.08897 0.1829 0.1205 ... 0.1696 0.2259 0.1442\n",
       "    s        (x, y, time) float64 0.09254 0.1867 0.1205 ... 0.1703 0.2261 0.1488"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pathOut= 'KLERZ_Sample.nc' #change to saved file\n",
    "pathIn = '/Users/Jasper/Volc_Research/Workflow_OPENPIV/Local_Drive_Workflow/Site6_4Sec_Trim.mp4'\n",
    "AGL = 304.8   #Above ground level (meters)\n",
    "FOV =78.8     #Field of view (degrees)\n",
    "\n",
    "Vid2PIV(pathIn, pathOut, AGL, FOV)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect How it looks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fbc0e123d90>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 398
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfi = xr.open_dataset(pathOut)\n",
    "dfi.s.mean(dim='time').transpose().plot.contourf( levels=300,yincrease=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fbc0e85a0a0>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 404
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfi.u.mean(dim='time').transpose().plot.contourf( levels=300, vmin=0,  yincrease=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save as time mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfi_mean_s = dfi.s.mean(dim='time').transpose() # total speed\n",
    "\n",
    "dfi_mean_s.to_netcdf('Sample_Lava.nc') # Saves on your local disk "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Mapping.values of <xarray.Dataset>\n",
       "Dimensions:  ()\n",
       "Data variables:\n",
       "    u        float64 0.1554\n",
       "    v        float64 1.304\n",
       "    s        float64 1.41>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfx.where(dfx.s>.15).mean().values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Subtract out drone motion from velocity fields"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Subtract out v velocity of still region from image\n",
    "This may not improve result, if inital drone flight is very still, you may want to skip this step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fde331979a0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 265,
       "width": 406
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visually inspect where still regions should be\n",
    "dfx.v.mean(dim='time').transpose().plot.contourf( levels=300, vmax=3, yincrease=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fde33742f10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TCMSz48hLx7f9SZLdYfUsPo2HXZtAbOGjOGbpU2WmtLzl+jnO44Gd4CAUe0Up9zivyjJDOdVCkArAEQuWV9EnFbVjhDaXgFQ8vr7A6hvog48A1zchhSydLiBjqipFaTjGg02J8M4PQoe2BSLJyEkFj/+cf8Og66xTKTqTmLNl2JMmN7B2RMAmqoUcdPdDn8o+Cok8LCrHFDLRarbeCtKY7d47Y7YCG7jN5PAiiaonYsQ3MUgmWgfavF1GLDYlFRUikBvXkwxRE3wUVQN8KUTzWQP5ZxOcVjyyn/53IPHe7cCHVVQB1hwELzjHzcTrWdfbS7nOK9hTmvMD2+MgFE8CWdt0MwuzbzIfeb4eQCAL/gaUEwtSp4RUbAJSgM0KZ5ECEcXK2aezG9yYDnS/BpUihjsZqMspZPyBr0/R3e7JII2UCqSBfRBavOZMMXkBNd6PA5wABK+E1CrIWKBzSoU1VigXZZXioghXY8XgnYrhSWl62b6PYklIU+3m/Yybeosxm9UJ+X5qeNNUFAfKQ2RiiFhIElFQKx5q1h7K9CTCmqzp3P2j5qsYyxhVGeBMMgiHxBCFa90ahLzDyT4Nbe/ET1RCWrjUNg+oU+9F+jtQzuTkSUV4vRIGjOGD/dkaC4jJZBWnopKFPugTbHdP/xdkenf5vPS4Enxd6BPS0cFz4UzZK4c8rdragbVxEIo9oFZwSuWZm5D+qBTTywKSWOB+DUWOEqViyT96Sf4u3PBCzDDcQI5O51jk7nQBXTqQ+RSUJw3WGGh/LgzuCVk46UsgGN3NVyT1BCOSBCT7ABnJCGcnfaWgQt0JJhW2c8QBF++50P2aFLlKwV4KJhMlg7ZBHraUqhA5sSjYN3ooF9B7zq1Xpo5NlgtjtoQjHAjGbLft8tSxNXUiLMtM2D0y0aJQ5OrEgFoBrE8squdDkIBRlUL2u6Vtt3KdWdOaOXnOQLh0vQ+184jBL6uSC89Xj1S0HDfHnJClif0eIpV7q0uxuC9jWQ6BmNI9HLRARuS6vM0shHkQIUS6bfMDB7bAQSieibHKtTxIZgW7th3frMMNPXUYEAB7v7pBfGhnIanIji/hVAkxI6NUDHU6X2DvN5DqgPMlZnwyMfTJDTL94FKZHlkI5AIIBKOkXoTuZaSir9G4ughSo3C1MVKVwoqaFCRUijTcSRqupbFZhD7548dBf93EzW3V61qUlu/jV6VmzHapYmVozvIaE0BZfRgMdWogE0P9CtdYiVg8yVtRJxmmrkrwvrX0sWtle5qA3kRKcSMVK0LvFZJU8Ps5zWSJNB6qBoypE+IaaFaq1shWJfvVOou/FGNtSAKwRrYqJhUt/2c7/D/YX48ObImDUOwBgzNpFH78kx/Zyg0yMV1bvx37K3rS+QJSUbtBE/WYTyAYyj3odIY1HaDc52KFAgBU17nQJ22CMmB9KJQ7bD/UaUi9iN1NSUZOKpS2MDLbk7ZBpeBCd9Kc3XUyhSyCb+KiCB92bHDOsyVF9UJSvlJmKJkNKrY/Hbzf1iQjr0VRAhuzATiC1tkk5MkRQ1cx3XYu25ZeqVL1FDLRrIJk11RCJLYiFTy4T0KaKgP+qteiYM4GemFPg8XzCgOcenXgwrUX2hVx/lMGfGODp7XCfTZM0zoH1cF6g2K8JhIywc+tpCcnAsDq/bVzB/NrqShjxx87Docs8+tWUnFIFAeeiINQPBO1GOIE4ocXBbWiMLAnceMJSXkUQPerqwWRpF9cSCpGt6GwLZ0vwpTtvRTnC2CMM2h3CvpyhjXGz1o7dcIgVRlCReVCqFNJvahBDupJx6SxCnBqhFcp1EUBVyQqBWl3UklbqA5J6BOrFC2ZmiSxKYU/TfVUSOLwLENckh5WZHoqgb+/mjE7V5pawNv1UsZODXNq8E/wgDtRK56lVFRIxhRzdo5BUhE3ah+0rUQQe9giC9FaCCrFDOI0+5iFgXruxWtRO4b6mpOJoetg7PvZ2nxMBGDla2QsqckSVWIKdkJ2cxBoAw/FQZj2jINQ7AElpcFm1WL5x2goDGqAXFjrh67+ZkXqJPZvIBVTZ5I405O5x9AEb8yG1rDG+ShgDOh89oP7NwAA3RkY1cHqlFjITE6BVEiiMaReAHWC0UlTdpYqdkClMHAmbQMUDdp1lSJmeQpqBVHRU9GKZ4U5cbXs0e18pienNuW1LLY1Y5dDocpkgjg8bwxZmFOiVmxAKhJSIJeP+Uoq5uza+xD21KJ6TB0E1gzxUqWYg6nX/hbG2NH9H5dtKSEKAyZ6+XpKCFXiP2ghFTy5JUJzIZOGzEFpMF87dqHS+mJMIBNz/SPJ9zhJpThw4Dk4CMUzURr8F96naoSNYVDI7i3yhyG78ZC5w6pTrKw9FHu89KaVExs2hYtwJwLc4OR0DkNtul/dgP1yAnU+7EUQC9uZEAIjCUaregFEgtHd7rCqgzXGV8VmRD9FrlLIQnfUOT3DagV0HRTVDdqlkKdYv2KYVJRUihbyINWJLcmG2qDtWspfhuk6qEp4Va5O1EKd3OsRMtGS4UkQhqmkYiu0mNebalKUQp9q207tYxYeU4ML8xw41sAMfDzYTpWLFswJl2mAHOQ+1Y8xxXg8AQlJmlKpvQUTyQQ/98LESm1OVSf6nVi4/7o40sa+LhyE4mmIg8TBHN3+RpTUnuBgHUEs3OJ0JqQ3J2ZNSFNuc9Kw8k03+CbCg5JwJws4c7Poq/oAAD7p3ivno5DEAmcRIhNUCf/eV12WBCM3Y0tonEKtC3U5Add7IBUum1NfpVCsVBQyPrFKgYJBu0Qq4qd262NWp35a2ekF7OTrdF9VWf5o5LUoADcLP1etGBpAF0OdhshEq0JRyO40hVSsGvo0QAiAaWFPJXP2KEmpTUIUrjObDbiczcuHX/p9bH5vQqX9rbH2MXdEbh5GJPy1sWqWp4YQt+A55Ik4a8b7MDd0boBMjKI1Y1TWfrL/oVoc2AEOQvFENBX7yW7GRWLByLJGhXuMNVGdcI24mRASqWTXyiBBCqEWBYksLPoE6k6g994X/e16w2smFUGVEMQCiETCKHcMJhKSYJTUixK5kKTCFbRzfgblU8WGgnYTVAogNWhzbYrkuJk64ZbFtLL5toyxTFD9ZXFh7dsrmbbnkg07o4KeI4sGlGV6yuuJ1DBEPgZDnYBBMrEku9NelIomVMKgSqFPRT9FroTWwmdYWSyYVWPuCB/6pAbU0xL8faY4WNzRAH4yZqoTgyE2C70mvXbHvBOhUw/4HiqhXVa8bm6ntm1jG7PIWqZOPKWux4og2qAORZJ15sDecBCKZ0H+U4woFNK/UCYWjOwG1HVxhpAMYO4gdYK1XvXYSqWQBjh9Arqb+9FXJ2fGzlAiFfZ2g71fE2IBRAJRIhjSP8HhUbXQKAaTCvIDwEAqREE7zubEKoVUL3KVAvc0nKkU+pSHPEFkeOLQJ8bcTE9DZEInxGcb2M4W65NNBdepAHzo2sBMecmMLdWJUuE6KoRAjYULtRixNyUVpUxP+brasrzI3VjY09DyFZEqFflKg1UupmdjzSxWT0DRO9HbaH/9noWVTf5VMtNyjMaQsL0REML6vzFHBNW+cRCKZ6JVoQCqxCLZtHiQGKtsfXtk7j7kSKgU+c1oBRk1hj1RDHvS55gG15uyue+SVJDSoPM5EAsOd2JCIAmG7UwoYGe40B0buv1y/iSl27f2/wYGt3DG7EULEtKlKkUnMkEJlUIhGo5ZpUgn7YdJhQx9Cn2rkIsaaiFO+bo1bvSPDpuaEg6VEoWybyJsw8UW5X5TMzzl2ZWGSIXs5wphTyWSNcmsjYxc5CqF2L4p61Otn7k6kUxm8HlSgxWgCXAesNNlIC3pA7MpPRJP+jxNYUI7xuxQq5VJBYC0Pfm6xTux8/N84MBBKJ4GMTjMb1r5wINDC4D+TS4LN+gfxocgdG6SL9SiYGJhT6lsvaaXQsaVkoLVJzfQOnky8PbDRLGQpAJGwRodiUXXBRWBlQsAPfUieC6AojFbK4UO/Zu3ximtW9GppKAdOgulhlUK23m1Iksje1HA1fT9FNVK2RlxMHId+sSiNLCvqRJDSL0X7duuBWtMUouiFXLbojqBfqjTbDIh1w+ZsYdIxZNCn2qZokpF7sI+LX6KqZMPOZkQoU/yfXgbYuELfWe/RX5f3BuZ2JM6MWGgPHcwnpO9kN1pQXapfuc2GPAPYc1wp7X6vXP/xLO9egcei4NQPBNjRCJfLokF0HxDDWGHhkAQ2Z6sCirF6jclHhgLH0UwaasTyF95CYkQ763RINMJYtElBbiGyIUkFtA6hEMxNE6w2qC7psRCDraUVjCaQF1MFWvQplJ0orAdG7THSAUvK/kkcnVl7CY9RiZayYAmrqvhUuHG9+v+SIS6IwtSx5YqYgPohzpVsjiVCEYVrRmeSqRiS7SGQAlUw55KJKPmp4iNle8jqk8ektcDqUanDJisV1uDh+tdwsQB6BrhL0tM1INkYXEmo3cMQ+djyIxdwjF+P/BEHIRiLxBkIh98JCEGjJxcjMAN0vlNnC1iL0UvIwbR/NmPoHi42UMSPgpoHdPE8tV3vgBv37iBh69Tgds1kglPLICzH8h08XwUyIUkFiHcqUQsLqeEVOhzatKONSfKKkUp4xNEsTtHFvo1KIB6mFMkFyny6to11EKcYtvIlu3zF2gsdWwJNXUCQJ881EKfWlCqUD2iRoR1BZVi9UJ3Y6FIFUWiVuSupFJMRS3cKZIAI+4bFQKyBnY8mwvgcf1bOrtf2r+kLJWIoj4B3X13Mf+LIK7bycqLPx9FvOD6E4eH4vXhIBTPREGRKM1kJtWCS+RiDBx5BDhDtr+ZB2P2kEqxhFQAAFmvSmgXXmXuIPJZp+BIhb0jyf5k+XMa44zlxj2sMY5c4Ozfl5WLMWLRea8EkJIK0goaJ9y7OOtM2tRVikLGp66zvTSyrDpw1iegEOZU8VDIbXhdy7cxRiZq69ciGLTCL8mQasGEr7e8pk4AKXnw73uvp5iPS6lgn6lGZBj1OwwVvasuy9pZUD3b1kgFUFcsDkzDluetgZQsDmtq7cMWx2ghXHmBvtYUuY8O1zpw4AE4CMXTkA4ce4OQXI2obJek2hxSNvh3mgvcGT9DZG1QJxKVYi0wkeCQJ3VKjhWUCsOzxAqkNOz95mdMFWC091BkZEKERLlud4lqUSMWnCEqnCeRWta91yBf8M6adpXCeHUCUMU0slKlGApzqqWKrXkocgyZr7dUJEokgpRbplashC2L2jnSl32fp0vfiD0W6pQvrxTOA5CqCSXFoaJG9MjGRC9F0QOxRQamrbI6DdxXAqnIlhXRkvXmXRqwbfU51jhHDb8VYXBdOt7UkJ6ZfZiM0nkZO19jxGZo3yGV4gVjrwr4gW1wEIonY5BI1JYNEIxa2wSkpIIIUGySy0zfQGrOXjADFDI9nS6uHeNJhbk7kzj3jRyRgNIxy5PpYE3nZkoNKxUmkgsOieJzJPwW9nZ1A8v7tdcnfTmju0aVQhkFXE4w17szbp9PMbNT165SQKgTpTSyAIq1KSS5KIdAOcjq2S1oJRO5OjFHXJCDejXQwBKfxNjxiTOHhWW6iTzkg+chMiHX98KUap6KHBsUuWupjg2USYkMddoy7AnAoFdidCabKhmgho71rpCKB2NREbr8t2SHaK3UPojuHtO4y4rfrb+XI9dnUHc2qiZ+4MDaOK7SZ8EOkwl7iwPh3g/5jAwxYeDO9zlROTSEPelTXaWYQSpC9hWfNtayIdvce6SC+0InPxi739wgxuhAFmB0VC1wzkKiot/C3iGKcvXVCoN7QipcuBJgtQKZ5SoFPBkppZFFwaBdytpUUiFk9ewhtBCJNWNbhwjEGEr1KqRa5Iz1whvRkv0p32aiOjEZQ3UmHp3Zqbk2RT2zU7JPS9gTMO3+UCIG0oRdWj53prPW7mvACoPaycgzbZX6wD4K+X5PmBLqVNp3hTAsJiqbh4xtCKINPBSH4LFrHIRiL6iQidL7OaDzJSEVZO5AR0kGpjCwB0I41Nz/YG7XErm22ZwtQq6gTs4QDgCGXNYpUiC6O4Xi5EzYMJ03aZtEtSiGRHHoVCk7lFcrFE4wuENp7dLLioJoHA41V6VQAKxx6m63tjgAACAASURBVASnkc1VihLyEKicBMwpcDeFSGwhTdeIxhr+il6bLepEgxG7p06UfAVi26AqjBW3E/2ombNXxZywpTGSkaFVFamCJxsAhFTJWw2eXuig7MVjh2ZiOUDvVRUfSj1cMJ3L1zZXElqUGkno5oQ97ezc5tiyeOqB/WHfV+O7jhDGUycT09s0xYe9XYOxGabzWZ6iSgFWKUSdih6m5OH2ZMJaoVSoE6w6AUSw4bWroG31yWV3UhpWX2D1BdBn0Mk/3vvAGbdPZ9DpEpefLm7Z+exUCb8OYhucLm795X2oy/shPEZdTlBai4xOKobOaGfolcuVVlCawoBYKfLLFEhRJCaKt3PPijjlaky76tKwojkNK+/fipLpuoVMTP0ByMlBaYCpLm6ZUuv9uqTf0zpG7HQ/VR5cZ8vzY42+HsBYqNWzscbERhVE6aO5Uzbcv8J97MAw8nO81qBU/nY88XvYbEa/9TPl27UYtNc8/oFRENEvJKI/RUR/j4jeEtEniOibiOjnL2jzK4nI+sdvW7O/LwWHQvE0jFc9DpibNSab+eQ4aOdRSNPGSnN2VaWYcaMmlkSUdmqEjqZsWJ9W1rhZGWsNoFzBPRivnlgDUnGwkKgWb9/0w6EAWFyix+Lu5/1PFxCuIYOU8p4JqUo4JUKFatzJ5yhkfOq4kF1BpciL3Y2pFLX0soySf6IcFjWeKra2bb5ujFyoFVSNMbUiSQUrlKRRtBqx54KzkGFAqUDmpVjJnN3DgBoxtWL2EFbxULQiVy5Km4T7FcUsUXtFa2jRWjP6g+bg9YqX9mb4x7BlVqbWLogwoiUeCvnZm0jMUPjdO+j3UXCewbXbXAoi+hiA7wHwmQD+OwA/AOBXAPjdAL6CiL7EWvsTE9v8RQC+BcDPAvi5K3TzReJQKHaE3gwgKwytkIpHPkDhMCGvVMB07mZoTJxRalEpJoDEYCD6KVz8rD1dnEKhNKw+R8VCnZxCcbrAns7A6ezWl1SLDz7SUywStcKHTYVZ6tMFdL647cXsNmcNSlQKraDPpySLUK5S8HJWKXgbIA5awzbB8FxWKcZQ2k4nygf1lIZa3Yma2lHevvyjMKaWrFGkrkQmkgxPUlHymZ3yWf5ZaWJbCceYUjGmUizNpJRPGDwiXa3AKsQsbbCwrEGx8Eprss+B2WgdZO85tn/zvpVM0q3GaflbKB9T2jiwBH8Mjkx8jbX2X7TW/l5r7ZcB+MMAPh/AN05pjIgIwJ8G8BMA/vjanX1JOK7evaIl+9MAbC8/fpwFtberG2RnYU/WqrJKUTvG0OxUaRbKhzqF0ITTJRjCyWebsr0+mZCNiutnBNXC3PsGbsCpFXevxtyusdYFvAZwPrvuGBNUiVylCM/CnO38FqlKYTtC5+UDUk6CoMxLkdelED2pVtCWKPknxv0Y/Hp6Rqi5ysUUc7bcdmxgGsiZHMAP7TNDnVgj3KiWqalJpRhpYxVslQ52LnyyhnRZZaa2kuEpJpHY0eeq4R2ahZ40YM9/C1rOw8Yqxihpavme9Mn5Jvzr3v5T+y/Oy2TlZ5eYFqbb2uaivYk+B8CXA/gEgD+arf46AL8DwFcS0ddaaz/Z2OzXAPgyAF/qn18t9jvF8MqQqBMTyYT1RmX5KG0T2kp8FCL2WKoUccfBsIMpCJ4J75tgXwVOF9jz+06VOL8Pq8+AzpUJoVoo7X0XXrG4vB88FmGmOngrhFLhlQk34Exj8FtUipKXwm1H0SegaVSlGMOQEiG3qT3kflOPV08tOx4CtSbygX8t9KmnTkzJ4rTG4LpGbKaqFI01MJqwdTap0ueYM3ias642g7vSPWoXWDqQbPkuFpyvVWb/d6xuPAO2olJMTpN8YAw84P92a9N/NGvtzwD4bgA/B8AXtzRGRL8EwB8E8Eestd+1ZkdfIg6F4kmw1raZHFlVaB0kVHPfq5hjXpALUsZnnclUipVyiVP+w0UE5rHhZpn9gJLP/sTkJvTHz9oElaK7Bz9GUhzPfzbcAXvy8/63a/BSwBg3aDtdeiqF7UwkGplKEdf1VQqZQpZVCq5LUaqePaRSdNYuKm43xUdRb2Pa9jUvRAwF80b2auYnVTZ050XrWnwUY+rE2rP0DX6KkkrxWtEcb14bWBey7SQ15Pcc8vQOqRTAMg/CFufi4WFYQyFKIypFsa+ZSjG1zT1hw7SxHyei7y2tt9b+8pEmPt8//2Bl/Q/BKRifB+A7hvtCJwDfBuD/BPD7Ro77KnAQij2jhUy0xk37lJBMKlwo0DkqEIlKQU6lOF3WCymQZrzeTca3zTdS6Bj2JMgF3a/uXHgjNxu6beeX0T00zQSiRCpwOrvP1HXBoG2NgdI6DPqUUaEuhUwh60KZ0roUpBVwM4k5u+s41KlcPRuFCtnhbNA6xe2m3sznEpG5folS9Wx9jreknDwEFUmEQM1WJ5L+Z9mdFqIXtlSpU9FLITvUxhh2F85UOY8jg6FFoR58f3m2WkE03IctSUXt/K40QbQ6XkudkIwIlOqw9INdJzQf2tsXmd5hpexP888/XVnPyz+9oa1/F8AvA/BrrLUfLu3Yu4CDUOwNNYKwhuFSkgrjBs+kkfgVeipFuOHb4r1qqo+iOitT2DfJQGXusGcF3K8pmfD7B7UCsZvhBp2RCigDUh3AWWuubxJVYkilAFCsS+EUCSSF7uDVCqlSdJ0kCmWVIq9DscRD0Yo1b/xL60wk4U2Zf2JUoWhVJzZUKVz/+oRgVKXIM0TN8FMkWZ3WIBl83jfO8FSsDbB04N2QKWoTPJvQ5JDnsDTDPXSOxwbCa6H0XefvJx77IT6ExddoxVsypybF68EPNCgRcyGHD/WNiH4FnCrxH1lr//pGfXlxOAjFXjEh1KllGyoNLNhHAXiyUWw8nUVa8oOS33yJQ58InUn/fxVpKA5tsgaWyIVonQBrT06tgP/vN3dYfYqpI/U53hWMAZRPJ6s6n/Gpg1XaEQutXTtejWCVglPHUqZSyOVKW3Q3r2j4ytm4oKdS5ClkVfi6uIgd0A99Gk4VO6W43ZTwqLztlrR/rrK1Fu/71a8ZprPQDZ0fShcbnqdmdko7Ul43sbjbKEbCm2rm7OK2W9epaDlvKlWJku22GGzODfvY38xoimeGPkm1YkEfmgfrrdfFGNHZg8qSF68D2s+juG5l6G5O2OLv2MTj7OyaJ2wQ8rS8CVYgPq2y/qPZdv0+xFCnHwTwB5Z36d3BzvTPV4Qpk1jZgGPMgF08XPBNMIEQPgqZJrZgzh774RictSrNMgkDGpOJe/a4GYu7BQxpGJ9WloveQbm0s2zOBpu99UmYvbUwX7tnKB1DYziVrNIujawslCZM2KHbWaE7Rm7OdsuygW82uy4xnFGpbtAeg9wuN3VPTR27BmxFUhkKl0rPcz/cKdt43ABd7dsD/AwzzNlAJBFVMvEAL0ZQJ2rntBreRE4RzVNjNiC/p+w5RelsPOIzjakPLfuK7QZ/C/jzTPyuJ0P+Rj0SQ4rBBOU9rG45l/z6Xbz+n4O/458/r7L+c/1zzWMBuDoTnwfglwB4I4rZWbhMUQDwJ/2yb1rc4xeEQ6HYE7LBfk4Wmo3ZFURTtovbzn0USdiT9DVUbmayQNAceZkrad9N309A1sL6FPSavGKhY5iTM1ijp1RA+wJ65E2+54sLAwEAZYoqRZLxSagUuVkbQBYKFcOeAK9UcMiTSCFbMmdLlQIVg3ZUKOJ5meKhKGGMwJRft6gUtshGTGegJs5bJOlhhVm7F+40pk7sEHPM2bOUidZwp5zAJMSn8n8/YG5fPPAXoR69e8oaqTnfZQycC3mvHmxi7UH63O+ntR9zVYux/YbUgJJKMbZPfuwRsza9A9e2UyjWnaFaobXv9M9fTkRKZnoiop8H4EsAfAjgbwy08RbAf1FZ94Vwvoq/BkdeXlU41EEonomB8IpcUSiSidpgpGEg4apKn33MtZ/tMRQ1K1k52+0AkB68GbaSCutvMtYCN08mrhmjcESCoMkRC63cQqVOvj5GzGEvSYW1xg2K8tCnt2/cKF5pkDawRkcvRSXjE2nVM2ff/Wy20grWKAD8nmA7TxYuCrgC1lgY+NAoH/bE5uwaXME7RypKfola9qeleGRK2BwxTa+ueiSK4U6xgVrD8zrU6lcaq5/BHojWsCfebossUFP8FFul2G3FEKl4KWgd6LYMQueGJuXZ88T7pcSv+p3Ivj5hQNxEnMY8JSUItX6w/dbPXAsllmFQY56SA5Nhrf1hIvp2uExOvwuuujXjGwB8BMCf4BoURHQG8DEAN2vtD/s2PgTw20rtE9HXwxGK/8pa+59v9Tn2ioNQvDS0DDTkNtlAIKgUQKxHgXMwYxezPU2QXFtT3Vnr/AB3Y3HtXIiThAJgFdARcFYE01kY5cOA9BlkOh9rekqVCiZB3siNRIXQZZXidAkZn4ZUijyFrDu9Ks32ZLqiSkFdJBJDKgWTBPYuSGIBtJGLKaSjVh1b9qEVprNYUCC7hxh6NhLuBAyGFG2mWgSlobH9Sran0W2b+7N+pqfcjN1TJ+RAKG406RhjA8DJg98tY8lbBstTB6wb+ylKg39eVj2378jgtYmQjn1HY6G/CwgfofwdJF6KMexYyWitvfRgfDWA7wHwzUT0GwD8bQC/EsCvhwt1+v1i21/g1/8ogM9+bDdfHvZ7Jb4WDBWxy9WJfIBhzPhsqul6+/XUDmHO5iJ3xZvnCtlLWJ0w1uLmicSt4qG4GYt75whHZ4HOxGcbitud+54KUi70yRMhUioUuKt5KUinXooS8kJ37plAirM9EZQfhMtCd/zMfoshaELib8gH9aUCdi3La8dqWTYHTLjmoOSrqIY7NVTBbsEiH0XL/2END5j5HzN9FxM2FAzam4eTyTCSofz+LXjWIKt433zQ4DwnMg1oVn+mfIYdxfz3Pt8K3wUJf2FcuNHnHfFhpMt3ll1sp/BKwxcB+C/hiMTXwqkQ3wzgV1lrf+J5vXvZOBSKHcJyNWuMkInS69Yffa9OuDSqOg17IjbjZb6KgkTbGpsLpKFOnX/cO+uIQu7dJgDG+uxOFsYCF+1eQ7lnrbQ7fgiDuoNIOYIhQ5/GVArAb9Ml8fp52JMcmNXMxE7hsCGFbGdc/Qo5YHX1LExRpUhTxLr3klTILFAtKWRL284hEq1EwxrjQsgEzNVAfaBgjM1XVRHCoDI/BZCFOzX2qTgYzmb0Xa2R7Qf4pcxOxZoUM0Ofqp93CIXtq6liK+pEch9YY2ZSps6cSjBsvIc9DGMG6CeYsGeHi1Uy8r0E8G/SFmSiijXa5vol/tz30icXskLxsdmFh0nZXjYGYXQCbU6ba8Ba+2MAvqphu09MOaq19usBfP3cfr10HITiaRD/+C0qQ/O2hfVKDafJzMOegHLYkzUA1KLBAoc6cWanLpCLzEMR/rqBtobF3SCQCSiCsnBkgm+++uRSyJJyxAIIr6VBO/FS3BEIRy2FbCnsyRXCcz4KWeQOnQ0pZIfCnmrg2hTSfC3PjQyFivu45ynEYmwZH2eJqc6FQKX72844r0lnQcqZ2o0yg1Lp3MJ5lU6l/wcVUtGiWEwiHw11JzbBhDAoyjNlAX11YqytNQaeeT7+qcewtn+PWmtwvCREqEYqNhroziETYyFCLyXb1ipEqhLKNPkcrEnMRoz3ewIRBYV+zTYP7Bcv4+7wWjAamjTzhlHZj9u3t2sMe+Jwp1rYU9w5vBy9kYmboPFkgkOXjLWeYACdcVzBWDcmYCXDbeOWd9bCArB+P0skUsWKtLGkHJEak99lCllgMIUs+Ucp7Ck2J15nYU/8mtPMhnCokMY1dkuGKpUG9SV/Qy3sqYYp206BEczGeuJjFoRAASuH25RC/gRaw59mhUkNGJ6bB+1rYOh8ZusGa06U1ImWY9RQ8mTIdVMGZDV1gidL1sKUtnZmtG0yGD+DRCwZtE9dnx8rfz+mjk39/gf7Qkkf7NTvYEcCxYHXh0Oh2Bk43KkX6pTXoqgMZur56tlAmq03ncsVz9meeNta2JNrZLJKwSliLRwxSNQJA4R8UvxkCVAWGuTzKPlZe+MG3gSALE9Guv5IlQKkvDohPveEsCfSCri1fz72UbgZ7n7Yk2ue+qFdmpIaDVzkThawk5Wzx9SKtJ0UNeN2jpo6sXYKQAnbGeC8cqNidn40DGimoXlumFRzQbsWFaOqPs43aQ9Wxq6RifAcr5Pm2dyxNJw1glFDS6jTGmFIS7IvjRm7c6P7hGMtma1OVIqFGf1Wg+zH1OOu1M9Zn7nqdxi49sZCn4YPOK1/G2NVdfnA7nF823vGRDLB60qPXpvJcUwwbzt1gkf1Bq2zeS032lyd6Kx4mPiw1hGMznhFwhMPp1rEUKmiSuEfoZiWLKzFqJizw3v+TD7DUEmxkEXu+Dk3XeeF8QA3kJQqhVtHQaVgpK+RLM8H9q3ZmFoUjKmZnWqQJInViVpxu/6+CwcAUzOhyWVTlnv0/sem4JHpWKeilDlrzqz10hCjtbNAJTsvuNaWDlSfHOq0+/AlcT/vLW/BEiVqDXWGj93dh4viFY+fKhW9fh04sEMcCsUOUStgt7iir6h74dLHxptTWuTO9IvceR9FNH8pAA0zfDyLKY3YRoQwGUcubn6wqYjQwacfVQBZd0QdZu0J5EOflPWvjcXJqxRRmVC918FH8fZN7J8I52ClghprUrAakSsZXJOi858pL3KXb2sShSJ6KKR/It+1xVsxFTUyMTcsynZ9gzbgQqKoM7BenbGaCUeDb+ERhetq5KHkgRDg/lcViyG1wa8rmrO3gtLlDE8CXE3ev+mtr6oTjd/TQwa1O4st3wpTZs9bUvWuqUCsrmiMzda3Hkuch9kKxNC5lESiVhCv2jcKk3s91eglXNM7NmUf2AYH3d0LTJdkd6qpE/k+yWMARZWCQ6tCZW4xoyNf+7CnuTcx6we/nU8Fm6sTt87izd3gZgzedp1XMqKKwd4JE/wUNvgtOuM9FV6lsOrkbtqi8F0c5OigTpAcTAkPRVwfPRNSpSghTx8rUUofW2qHVQpGyT+RqwtL1Ioc/fS009spKRBMlszVXTumkfCYzhSVCmsM7P0qN0zWFRqqr2/4vxnpZHFxURmUmKpKTNl+zucJYYD+2i+FO+XhN1iBDNRmX+XM9F5nZB8xoMuPsdK5qH5vG51ru9b1kqOQ7WhVf4xs3xOB5s9Q68NUpUL0w+b/g3v93zjwanEoFC8EvcHJlMrZQByU1KpzT8n21HojS8zY8GZqwCBTJ/xArzOuIvbNGJyVgkb0XcBP1lietCFHMjRRMHGTPK5UJ4BYKCg5Jxz2lGZ7GvxIhSJ3smq20hSK3JV8FOHQvrgd4FPICoUG4M+GnlIBzFMr1gplKk04mc5CwYC0Cq+lMmGNBbQjCVrrJNOT9r4J9lDkXgrriwhabVKyZozPyMXXtfMLBK+E9A+MeSlkmtapWOJTWFONyLNVzUkdK1H7TLXBzRiWhj0xWvwHtf3XGmg+cnZ4oZciaWrsnD3Ao/FiK59vAX8eEtU/n8gJ7yvf+6PSEc/E2lmeDuwb+70S33ks+EebOfjIVYpEEZFt840uyfpks/esXoxne+KxLmdwShQKFkQGTJQGXp3wz65NG8kG70+FGzIQCZS/8YYid8k20juhB7M91VBaV/JRlPdN/ResENQyPfUL2JXVCn60Im9n7Peg5oswnW3yUUglghWEmlnZVlSLphClTKmoqhkyGULt0Xr8qdg629NERSYJd6pvJF6n4U6bhDNlExqrHGNJlqZH4EkD8NK5fZfJwKS6FRy6tPY1zukN+RE6F8N5k/5193VVmRVB5NT4VR9H2thd4yAULw35IKllwNPbLzN5+/3s7SoXxrAn+eAbGICWTCqWCMbaaKC2bMoWaWNr6nBlubEWcpXN+yFvvNlzPmtLbNAG0tCnAQylj61VzSb/mrhidsGcHdZXbpolUlEiFnOxRRYn20X1ZSjsiQlHd7uH/Vid6LXJYU/GFEP5ErJQIRW97dLODH+o0v/ZA/wOSyA/62QvVi2r01SUyMcjseOZ3JeEpaTiKWbwHQ64JaohxTmpKGFOGNWBAxvgCHnaA1gtqCAMAAYGR3l7PXDIx0iaS04fy2FPiTmb3wPVytkBwozNqWKjMdtWuQiHPYWPYi0UKIRLcfgTEBUPHlRbohDiJPtQhI8bDwMtpRHc1Vn62LzI3RQ4IzY3S4N17aRBuxT6BJTTx+aF7fIQqBaUyMSaanUe9pQbs0vhTgzTdcl5Lyo9QyE/lfCn3nZTUSqSB+w7c9OaaCEI2f9gL+PaAjx8YLrzQekQdp/RaQ5av48x83ZLYhFrYuX2qVXbW/pXC8sr/a6K6AAmd3anoU9HyNPrwv6uwNeGoSrYc2dQR45luy54JpK6F7Xj5SpFIdypuJtXJ4BIKmIaWKdM3GrHHGoX6cQN+zPicQuDGCDecJN0mGKg2hLiATSnj5UDXw59cvtQ1l5fpWDkoU/58nRZul4++tsOry9tnyMPU3MhSdaFO5moTITtB9LHpjPoldAmuX5Epeh3dlipGKoJMVgvYssQqKlozU41B7k6URu8LM3CVfjfXXUwvMNBVxPkvfalfgaBlu909e9+jdC2tcmEQFH5kWnc8+Uy3ElGDhw48CQcCsXOUFUqCsvHCmMlM6+t5lHTAUbFmRBDTjKQKsX9CnvmbWxxdpIL2QFuwH+TGZuMD1uaMItuYEGWQORSyAII4VM82E2aEwXu3MkQmZ6kKuHPSzBm++WkNVBJHzul4J1SBKsVDAw4faw7BMFkhmzSfYO2yZSI3IzNqKWXLW3bgqkTS6azxdkoRx6iSdtcDdQHKjFmkzJQiApabNOpZVZHgtFUnC43aOfr89fc14mkoqiAlI4llxXaGDRmzzFsj3zO1VH8/28bCCZK5wB4mzAjO3WgyX0UBcPSA+xzhvfZeJaJWn6/i/rwwgbZ+efsJz+Ihe5Czai9+gqOtLGvDscd9KVhwuCCZ17DYEimiC2oFOyj4PSxZO6A6UD3m399d8/WAPdrfO0OFg/sb4LG+pSubKDm9K+IA+azH5QpImjluMt5ZJaT08eGz+mXAZWQipK5sJQas3HgxWpEi48i7HMZ/kxpQbxo0O4XvCvvL5WGJffwscJ3c+FUC++l6EzPR8GqRMjqNOSfEMuLKoU7SNi+tDy8XktNGCqIN+U4uTF7K1TIEycsCGqd+H8qqhMtg5naQH1U4ezvN2vWeq8DrqmYmRZ1ySz/lmTiaQUJ94RGtT9g9Jy9I9f6gReJQ6HYGVxc//jgYyznPoByrPhAnLc1HcjoqFIoONJACj5Tq/cw+AJ3d4DOyqWYHfjRlmNHBYICYAmAsoChxDOREwxFtNp4oJg6Fv6cS/9EeC1Cm7yPwtymGeBk+ljXvFMmAJOqFUKlCLPx7C/AcJG7Elq2Ke0zB5aL9sH7IFziWKe2QEEBoDBhzkuQ+CjiOmfMVhef990TCKM6aHGhVBWLivLQUyqAdBafMWE2f1ABeaGwtyvovQ/m7bwGCTqUgtlYU014lCqRK09y2SZ9ab2+FqTnTfZn3wVjw5Cp3YH6dZnWaPPAfvGKru6dIaSXFiENStV9DDW0mrPzHP1AIAnytSwaRicEDYvMPW4vCQaHFfkRI4cwyHAnqSCEtsmRiw42USTYjMxkIiwHQZF4XunGkhizwzIFqzRKDuqkDoWoRwFPNJwy4WbjrRjVK++vkPUomFyUyGFu0Da+5oYkFYxaTYq1lIZSuFSsAWLDd1ELewIcATBQ0Ipc2JNWsCqGPeXGbNsZWGXaw55kXYos9AmomK8bw5ICiiR8BqkoFduT6WoPrIcp94mDzAB4HJmQmKRWPFOdmGLKlqRiSTuldg8c2CEOQrEHKO0H5wWfxFBazJbUlVksdZ79pkcqPOEIKWSVCeEPUaG4h9d0vyKmaR3/QSbyv/GckUjB+TQGtl8bLm49V3OW3aQpEIYCOVCEjhUIVZcOpCIxtCxHTi7mZHlaijGVQvM6n+0ph+kMFIc7dV0oZpdu41QKa2KRO2t8+N3p4o/dTScVjAlEQG6/V6ViNIPV0n7ubbZw64HW0lnrJ2DKQP3RRKLFPzOpNkQrtlYp5H6lNlixYFLB/Sn0S56jl1YUkLB+lqed3XEOZDio7jOxZBDbmgc/L9YFPwirbh8zPtnb1Xss/PbeQ0Gd8FOYLvopMrB/IlcnWGkgiqFNAIKHIlcnNkN+/rM6FLUCd5MOUfBRKN2XguV2JZk4KDeN56WW2WkppoZRMWxng8JgOhN8FEYszwvc8TLpm5DPQ5mgEmSKQFNhu6XYMuPSzlEcJLYM4GqDpWNGNiCYcZ+INTIvPfszzIIkAjUUfUbbqC+2VMh1TyNuchNoaz529fkO9HDcqZ+EUPFx4gC1aDIVRKH0CNuJ50gSuqpBG8bAvn0D+/ZD2PsN9n5zmZNMl5AKNmyX0ttxqtj+5y+TCiAOnsMpevRdROnBmVuZJnbMmM3bB5N1XsTOF7mTy2I32grcpevS7fLUsK1pYudCpoqVKWRL6yWkYRtwPgomDVxNO1TSLpm1vTnbrW+r21IlF61G6lLo0px2nogWvxawziAybfABCtrIdV4cnO94oCv7WiMWc7+n1gH+U+tZrO2lyBct/WwNyUB6KJGTgc852MeDeB94Mo6QpyeCzpe0OnUNDbOdLSkvCeiFgZT8FPDG8Li9UyvofAGMAtE9yK+WU9d1d5C6w4of8UJBZNcPAtuSoSzBkO2RhpxMhFCpZBuKn2tDMFmYki62BCXSxyr0LRpj5myZRrZGCvJCeDWsERaV+yjysCeptJjOBnO2Nbbno3D7WOGf6HqF7qQ5u+R7cQcygFL90CfXiSpRDP8jU0OixkKqSu00YCwl9KYwXX2iI0/DzFhqyK7FlG8xSFrDbPvgfWsD/qGwoS0H/48IPcx5AAAAIABJREFUv3mWl2PWcWvnWi7nehEofG95uFMeMkXPD6GcA1VQ2w+8uzi+7adB/CCzR0Hp8g/zSJxzLy1sJV2lVCU4lKmkVMjZ3upASKa7Czmx0xR4yn9ELRSHNNwpVSrkA0jJRDhrXvWkrG0+VtKPNZCoBy7TU/OuMv2r76BMH5sUs6sMyFilkGlkW9AvhNdPCbuVUpGrFBK1MCXep5cW1mTqRCWdLCASCowpFQOqweQidlP2X7Dts0HZ/3ZPYRCfpVqgq/S6tP3I/++LDJd5EF7auRkiSpujcIw1jtsjcmNtDoVQiXoTJH9n82O8puxRB3aL4yp8JpSOKoUwSrs0pg6EzJjtt2E0DUpEmsxEreA2xPs82xOdxBRxr13Tp6R+oMHGa/YgK3KrmAxEZSIqFSUEckH90CdF6XNvfMyDnpV/nFityDM9kfGz7sZleuKMTkoTus6Tgg5JtifSTq2Qg/AWI3YNJeVhWV2K4Z1bVAqnTphQ3A6IPgrSBPLqhekMqCOnUhiD7nZ359pfgrG9DtT1CdhkA3IlhfKo0jBSxG7UDI3s/3Yow9MjwqW4sJ6A+wzzZ0WTGVgxAGqamR16X2q/FdYm94Knhu88ALPO0QS0zOaXjp/vkxcrfDgp8tfY6HHzFLBreyOGzOLWuB9KiPPDhm7fl71dz0Q0Wn9pTpsH9ot9XYGvCXLWnYusKRVUitEfczZLi/djCkWuTsiBTFGpaBnMyFkTqVaIj8hKBBFBEfWUibg+koJEqZBijvdcKKTr5G2GhLQsb+STf6iGfBSNIR7SR5HuX74xDpmz56gUY2TiESqFXMa+ihxSdTCZAsE+CrndFJUiUSpqg/Zs+VZKRdUQ3nrsR2Lscw6oFHGbgc8i9k/+Z+WyDPMrJm/n2Wju04KBcstgce65WeKfWHMQuwfDeRMG1IDB8zGkRMjfq4Jil/zGMjyJKBZzPXDgCTgUiqfBmXEt4FSJoFSI9KzevzCKCeZRhHbTlLFAQanw6VWbZyq7O0idYK0BBaWC0oEDAeQVi9RDIbrL3cxDnbIkD5F8+LCgbAbykdDnU19JyqAUwXofBRCVC34ta1JIlUJ6K0Jbwk/R68tEf0Rt+6lkI1cpgjIB1SSTWGMHfRScLtYap3aUSAUpBctpZL2fAkD0VABVZSJfXvVV8LatoYhD2LFhG8DwrCngZUfx3YpzPqhGjLabbbsEayuVBS/E1mrAYHd2kPVp8z48m2jkNSVav+u5IbjSQ+Hf9+6gvG6v4U60gYfiECh2jYPWPgukAO1HSn5gQudL4qcIasVQ3L5UGbr+o7pPzUeR+CxMzPg0hnxAak3M1gQ3OFXejK2IXI7qgocCYBVCnKqeGVuQCPA+I3ca0b/oOanf6Kekh028EFmmJ7csC9W6qHCjlRmgwvoGlQJYN7XuEqWihbzIbE/OE+GM2ZxOVoZ41XwUvK9rrytne+JjZEqF23dCquVCmyMfcHybLfdfiEE1co1MSENKoXzf3ZvbbxrEPrgey5bYW0iLxJ779gzMOh8TMz4BcGTiUCkO7AQ7pbavA1adQCfj0rF61SDJ/KS4OJeJ2ZkkhmKv+RgDs+ajPorO1ZiAUiCj++lUs5m/JOuTh3K2gfS4XoJhUiE9FIbKAwBZIZtvm7khG3zs3CS+EZRWsIWMQ+k2ToXIfRQAikXunCrUb6+kUgCRVNTUiing88m+iDkoqRSSD7v35bZNZ0HKQCEqBN3tDnU5+fUGWsXsVyWVghWMtNBcRalwjbrnOb6IpYXhpiqLT0Z1Fn5ApXDrB5QJse/qs/zyf6L1XvDsQdlUQ+8Lw7PVlCrGFDMgqhRrpYetbVdTHGrHfvY1WwP1J9PWaPPAfrHTK/HdhyXyA/RTHKhIpQJIVAq5HujPmsY4cdP8cF6JTK2434D7NTyH7YFirHktowtZ01McpLKgFfWUClYr2HzNr0t1KEYN2Vlf1kRIIyuXsTFbq57Mm/so5HqZxSmvO1FTLko36VytWKI4jBuxS8vqhKa5AJ3YXvooZBG7tKZFX6VIlI27SMk8pFS4xib1sYjWmhMlbxP3rUZOH2LOXnCMip8i+d/LVYqBzE/JdoXX5T7sdLC6BNlgcc9KwJ77VsVG18yi35ycfAy1teNzTiAote6DDkaxa+z3anwNUF6qlBWamTS0htwkA5P6jcfer70Hk4pALO7XhFhYXs+Eo1AzY+hHhKz1WZ2oH/YEhKJ2bl2fWABIzNqESEqimTveYmrm8DUgq2W3bl+KHx1LHxu2G6mcvYRUtJi114AdSB9rOou8YnZ/f74+03CnvEp2Xk0bKIQ+9dpuIBUtoU9TMjONEI5i5qedIUkf2wtdGiAVtf2kosn/sxz21PD/u+pkwR4GZw2fh424L3IAPxdzP2ttv+7eT9xROvdjasSYD6gx2UCAPg17IgaTHLyDhPrAi8IR8vQ0kDOziRtSMdyFPRW6nnWJB0e1wVOyrTCaBvMqkKSpDaEc9ytwOjsycb+5dLbGxBo7E2bBFflQKqFSKGthBHlw4TJue5Pt657JezDcYFn6J2gs5KcyQGmtFDwEkmE4vXUurIlEtblS+theewVzNlAPfaphyKDNpGJmhtoe8hSyOUxnoRV8OFR/f2fALv9AsyHbdMYXyHPnyADQGeHKi+rFDqShOL3wJ9fJZWFMsp25240Qm1ZM8QGNohYSUgphCh2gcM7JGnePEYZmgp+QsAaAGryf9JSONQfTC9tav4q4/6wN7T7EEP2akGVRCs8tZAPjYXu54pZsmxMJJiJ7NV2PgcqTYUvbPLBfvKIpjh3DqxQBvj5FaWBTz48fQ0KGHoywTKgVriL2zc0K31zYk73f3DI5u5rP/tcGGkBIEwsgVSk8sWClQqoVHAYVtkNfnYDYJhwvmeEU/o7CzG9ThXL+eJ50FddNuGFK1SGYshX5AniqF/a0hkoBuHM+FMY0R62YS0LGU6a6TE+yoF13uwdVopQ2NqybqFKs1v+5pHRqPZkxBHVT95c19ynrh/xswiuVoDag5f/BklLh90uJgu0vq2HNjE1T8agBfKNKs2elYlLI2madyM6PVAwK6cUD5PmXXoWZvoVFn38kPPAglQf2gBdKfd8RkJ+V4xkQThk7c3DR91W0t2Ovb4pkhU7nqFKYDmQ6hDye/BnqHQJPRTvyYINKAcAXtSMoP/DI1QoJqU5APDPRgEU/5KLxJruGSgHE1LGx4J3xSkRMD0tahUGauiiYD2vKRl+lIO2UEKlSlIrg1VLKjqkVaykVW0GqFLk5u7dtF1PM1gzabrsNVYoahkKpVlInEkz8LPZ2dckh4CcwCopAMSVsWFkwXedKBW/n02HafD82pzaYlGtF9Eax44H4O48JKkxATSmYgaSYHl9rrcbsxrYXodXEnWNn9/DcF3jg3cZxR30WmEgoMevBq3yYExe4C8bs2sDAKw0AejO5+bKhh7ndYW73qGawl+J+iwrG2zeTBjnsfZAE4KzcjDn7ILSiRK0AWNmIj8TQzUqGqD8hY7tnzYotnCGuKRUqM2QD0Uch19cw94ZcSym7tlKRgwlLS9apPHVsdbuSj6Jizs5VitBGxaDN7VdRuNZnqxRjpu0tyITHauFP2f9WLSlDMrtbUypKJu28lsyQYrFk4NYykM08Wa2KQXP7K+IRKsVuZsFZIZiiFFS2C59pSKmYg9L1PYShsKY56WQPDIKIfiER/Ski+ntE9JaIPkFE30REP39CG3+IiL6DiH6MiD4kop8kou8joq8jon9oy/7vFa+CUPiLxVYef7+yz68mor/kL5JPEdH3E9G/QVSK/p7bMXf6rbw5Tp1NZP+EqROFsG0pDKpELK53/3jjQoPuVxcCJWtVzPm4Ivwp+CBCuFMMgdLSiE1paDVvGx9iZc/smQ1ocrQaZGufZ+IgjZIQJvF6IOwp3z5miiq31YKtSYVEqTK2qRAIuS1nesqJcf5cWp+ve1joUw0DRGK1qtjZfWNV/wQwOIAZHCzJ/0FrUzJXGqTXwqqW9KG38cY/eztRPvYUCrUaKSx9pjFikSlfOaFtDuGbAz5eCwoqYIIt+7kBiNxv06qPFX6fiOhjAL4XwFcB+JsA/jCAvwvgdwP46xPIwL8J4CMA/kcAfwTAnwFwB/D1AL6fiH7R8t6+LLymkKefBvBNheU/my8gon8BwF8A8AbAnwPwkwB+I9yF9yUAfstanbKUJUUl5fyJAHC++AHHbV7bhcGKHHSFqsMVmOsdpN7Ani/A9Q2gNOzp7MKeeDaxf1Bfj8KbBa0KIThcdiGaqQF+18GGECgAIQwq9NWTEalOhHAnI8lDeRYxuTmvnEGndB6VVrBGuZAaUW8irY4dq2YX263UpIjHGA99YuSKwZ7Dn0xnoHWaIrm73XHSl17YE6+HHqkZ0TtIGvq0UscnbV4NdVpyfQ5NSCwN4+KQkEoIVHEXGaZCKpAKUtk6QJi0/U2iuwPsX5L/39zWFNRqCBx4N4zdLaR2jcP462fx+ZLX4hLTtWhnf98hrW/KXseV/ccAfCaAr7HWfktomeg/hiMJ3wjgdza081Fr7ZteD4m+EcDvA/BvA/jqNTr8UvCaCMVPWWu/fmwjIvoogD8JV37sS621/4tf/gcA/BUAv5mIfqu19s8u7VDI8kQqFpbjm4LSgPJxxyfvWTAG1rjlpLpq7H+rl2LMY8Hr6eTIBPn6FPbtG9cndcrCAcgNAvjH25IjGEpDwZEK9lIYUdjOgdDBQpMfc2Q3DkXASVFPnQjhTvzs5eFwc81nRFeA0roYWhNqUYh1MaNT3UeBKxyxqGRz4te5lyJHiVSE9goF8JaQiqlKhvM0lAe0pjNu9qmzoM7A+s9htUkyNgVfhPRH+HWm64Lcuv6PWB9LFIAeSVxKJjb0e1jj/xP5GJJUMBqy2qTkQQ2TCreDez1iRg2rpGF2LawYs/8IrDbYnYmh41ZJy9Lvq/Wzit+GfBJvMyWHFKBPsGMqRaWYXXO/DqLcDCL6HABfDuATAP5otvrrAPwOAF9JRF9rrf3kUFslMuHx38ARis9d1tuXh9dEKFrxmwH8IwC+lckE4C4eIvp3AHwHgH8dwEJCQfEmQISYtzWaC0mpqFKoLqaQVR2s0siVC850I9+XXk+B1Qbm+gZKKVilQO99EMKeeADPPxYWcdCRqxT8GV1lbEcqAMD4z11SK8KZSsKkKupEKcQpn9WEGMzlz8CswZzSCl1xcO+M2c5E7dLDusGwJxKKnDbRybYIxus0TAxYpaiRijyN7BCpAPqG7alpZceIxFA4le1srwGXBrb+Y2g640iG6oDzyZEJNmQLYlUb4FdTyC7AXDIx6r14RO2JKeSjZk7PBzBjgzoxmEzSxA6RCqtSlaIU7vGIQdQcUvFkErJlqNNq1cx3MgAOn0UO6Kf0bY5iJv1+yL6v0vUm+/aSyANtYMp2zX2ciL63tNpa+8tHWvgy//zt1qYn2lr7M0T03XCE44vhxnpz8Bv98/fP3P/F4jURiveI6F8F8E8A+CTcl/1d1tr8V5wvuL9caOO7AHwKwK8movestW8X94qN2dZnQEpuUF1izrZcj4I9WkqD/Gy5xBCRMEMGVN5H1KqgTiWhT/bth7CX94G3H4LO7yExUXqVwM0wCtXCOgohQ59CaJMgFrlaAaQDVA51KqkTYZsCiSi+XxmyFkXyWqdhT6SdT6Ql7Km15sSWpMKtH+1CM7gWRXwdG3e+B0+clAF1lAzep4Q9rYaVZv9X80pMwYK+c6angJxcTBnYFMOaBkhFnrEp/9+tzOg+aqCVkKMDANpUkdVDq2aoE0WsUech/3+QIXb65Go6JdtbDBoC9Gl+pqcDQ/h8//yDlfU/BEcoPg+NhIKIfg+Anwvg0wB8EYBfAze+/IOLevoC8ZoIxWcB+LZs2Y8Q0VdZa/+qWFa94Ky1dyL6EQBfAOBzAPztoQPWWDSAj8eNlA99cj+wSeiTTyPLKoUjFUwyfNiT7J8IteHnEoEYrQWQERIDH0Z0egN7ed+lmL28H0iDUyNYIdBhVlGqFC4FZQx9igXsIrEoqRVivJnWpci8E71qvGFZoQLzhBoUABIzrww3Knkn9PmEu08d65QJMynsyekT01SKEtYmFVvDdjb9sv0yDnuy2oVMlcKeAHiC0fW0jhAu1eKraMCcNpqyQo0UrayFi5Uw1scpbQHi3JVIxQzwt+wD+lJSwe1aA5COExRrDK5WIAC1DHKviVzsglC1XHu8TeHaqfZ9jtIg31f2X5VMDZL5feWNJbWyQuHwAw1KRA2f5p9/urKel3/6hDZ/D4B/VLz/ywD+NWvt/zOxby8er+Uu+KcB/AY4UvERAP80gD8B4LMB/PdE9EvFtltccGXIGQql0vfyhsEqxensXw8PCEpkIi9uV00de02LiHFKTmtc6JP1mZ+s91OQNWFgXxrUS9JB1oaPKI3ZIcOTIAwhvMlvK0OdEnVCHKN3XD6VwU+R5/9fJ8RkKKSGB3e19LFDGZpkxqfYDoV1sr1aZqih9vPUsmMF8MYg962lrWVIsmOu8bviDFDW2Gx7EzOaVYrbbY1HkAmXIjc+5PJRrOWlGJpwGEt9Owbxv5qkijXi/hHuJf4aKJGJnc3e7s8Quz1Ifo+NWIWELCQTCVrUiSECJX97pqJlAqfWvwcr8K8I6XxHA6y1n2WtJbjx5b8MN9n8fUT0hRv0b9d4FQqFtfYbskV/C8DvJKKfBfC1cGm+/qXG5povuBqLJqLvBeELAQRjtlMm3MxDCH2SGZ/e+yCoFNCOYNhALm5VZaLmqSi9z7cH4DwUAKhT6N5cod6/OlJxfQMrwp7I3EOGFrIG1puzQzw0TBL6BKQGYeVlB2NjGFR2zmKoE6sT7iT3cokP/sCVBkMzBkgyrCksCzPnOhqGw4x6J7ajzICtgAuAK9CZLmlrCmohUpJUDKkWjEeqFdZYsPXGGBuilmTYk1EG2qsR3e0OjZNXLJT3YAi1aKDIXTO2DHMaIROD7ZWK8I31deln8apEv0DgkkxU/plkoTuhVABpyKSs0dPzYgBWFQrgrQl/rLGB85C/YDAL1gvG2DlZ/fONDaRliFzh9yDpTz5Yb+zraJrkvJ087EneW+X2MkzKmnGys3M/BRGN1lma0+ZC8ITwp1XWfzTbrhnW2v8LwF8kov8VLsLlWwH8U5N7+IKx36vxMfjj/vnXimWbXXA95MV5WKWo3SSUEo+2gUJej6L3PqtLkexrvGIh6lWYN5/yZILVircgc/eF7+7+dZfm+vazjWTugDVQcEqFVqJwHaIyQUTJQyuRMpYAKrafzWoCm2R4ypHPWvPAta9MUCL/ct2JfntpHYopKoVcV+1vtn5OAbyl20uVDHDGa5Ncn/E7tJ3NQvk6sV3/O5VF7orHnlmLYpW6DgvIxMMg+5SFBk71gZTq3oRjlGZ2M6XCqZ8dyNzrRfQeiCWDY+tDW18bSt/Z7PNgs/t57XpYIx3rElT6VvzcpeQGh9qwJf6Of/68ynrOzFTzWIzCWvujAP53AF9ARP/w3HZeIl7fHS7F/+2fPyKWVS84IjoB+MVwxUv+7rJDE+zpAhCFGTbLBm0gLXbX0lphcJqrEyUSweBBXf7gwVx3u8WQqJtQKT78JFAhEXS/umdPJIKawOFPPgRKkgsOb+LwJxn2RARhxE7bSyqdlkKgJmJ60boCOcjIBdAnEhz2VJrJKRGFnFSsgaWkYkmYlMnIQ3ydhj3JInfdzad/LHiG0v3LpKMZS0zNQ6lhS+/3DJOGTtYwNDnBoVIlUkGFAZibmLjHSYL8/zps+LJ+wphYvCaCsQoRLIW3tu5KKnmejKF0vHPaDHG/I/fN7t5/vCRQDLtd67FCGYrv9M9fTpR+eUT08+DqjH0I4G8sPM4/7p9f0I1+OV7HHa2OX+WfJTn4K/75Kwrb/1oAPwfA9yzP8OSUCKtO3hchZPtcpVB6eIA7sK5EJIA+gRhC4qcwRoQ8vQmvydxd6iKhUoSBviQVnnjwe6c2RHKREouoYGjlfROCnBTjsTcAnS7p+8wPoTLioM+n4raSNJQqYquL26akUlT7toJKAQyTiuHK2tOPBaREAog+CmNitWzT2YRIyLTIcpmpkIrdIvfyTFAn5igZreQ48RTxeWaVIiMVVfUh7N+lD7F8kFTIatqZwinTQT9brXjXsGtyM2Vy6BmhZa1t65OYKKTYrzwt7BBeGKlwtZnWeyyFtfaHAXw7nH/2d2WrvwFucvlbuQYFEZ2J6OO+unb8XG7ZZ/U+L5Hyhe0+E26c+P8t7vQLwjvvoSCiLwDw49ban8yW/5MA/hP/9r8Wq/48gD8E4LcS0beIwnbvA/j3/Tb/6Rp9s+oEOgG4Gffax+D6CgVtmSEKs6gmN69mSkTSh5FBmEFknZxxx9zuIFYpzhfYDz8JOp1dkb6OnAeElMvwZO4uJlqfYry0AeBJA4BYggORUOUDVUpmKW06CAnqhG0nFnN8E4WsTrLAWpqBKKbzldmeqEvTxpJWCIljsy5xXQr+jkKWpyzr0xzUKmvnFbUZ8vsY81fk5KRGcFymKgQfBVfI5vSxpON2VptQdyKvSQEgfgfGnUu9YuzuVLVqSuG6HkHgfZeGWG1R7K5WlyLfRqCUUY3OF5/1TWR1AmJRO+mn8JMPwSdRS7dJhCaTa9I5f65XHGyuVqfhHcPs85Lfy2spg2vYMv3qlBolpW2Hzkdrn3s+ik2yKr1r+GoA3wPgm4noN8Bl6/yVAH49XKjT7xfb/gK//kfhSAjjKwD8B0T0XQB+GMBPwGV6+nVwpuy/D+C3b/opdoh3nlAA+C0Afi8RfSeAHwHwMwA+BuCfA/A+gL8E4D/kja21/4CIfjscsfifiejPAvhJAP88XErZPw/gzy3ulf+/t+rkUqze3sQQJ6V85iRMu2kJBN+DUCSAebO4bHw11zvs+ezaZTJxOsOczsCHn4T6iAZI+QHv3Q0QmCixQU6d4qDBdo5Y+Jtij1jED+OWl8hEWJ4N9KWfgs2bD6oFQFoBNxRrU8gid+hVx47mbIMY8sPb1gzVpTSyc8lGyTCfY0mIUw5XoE6HAncyfaz1VbOhvRKRmbO5JoUscpdX1U6OVUkdmxidN6w6PYnEymt1Df/GWqiRijEiIcMvfY2LkCJbtNczacORiR6pKNVumUMqgMKgrAB/H169lsIrgiQVTeb1/DUPsvl5TY/EWiRQ9nkohezYvkMokao9kliiyZMxLW0uhbX2h4noiwD8e3DE4J8F8OMAvhnAN+STzxX8TwD+M7gQqV8Kl/Xzk3CE5NsAfHNjO+8UXgOh+E44IvDL4EKcPgLgpwD8Nbgv/tusTX+FrLX/LRH9Ojim+pvgiMf/AeDfgrtQ1kmBw2RBndyPJWdIYpVCZn1A5wpN3W8xu1OhWnb4DF1KJOSyqaRCZtPpbjc3q345BS8FTo5Y2PMF9P7JZaMBYiYW/iiCVCD8uPANx8TMVuKHp/QDk3g1hDoxJ752LpTW6EQBwJDNyS+T9ShKRe5YpWAVQsGgywgAb8fEgIviDakUtexQrBK0FsBrIRZrgQvcmauB+kDBGAvqLLSORe60V3yiCtQlihAXuZOqhcQWFbNLGPVOyG1r6kQOY5pJxewf8NIx/LJikbsKqkSC9/HkoU8qwgcoNOr/f8w9hokC7n+fSUa4V84kFQceQpZmKRXiPp9k+WolFktUiqyvk85PiaiKvlTPwwsLa3qJsNb+GICvatjuEyjIPtbav4V+yNSrxztPKHzRur86Y7/vhmOu24LTxJ4ubiBt3Yw+lAK6brWbfNW8OjBrH8JJsplfNmeTegOrtSMU57Or5H06g04+dIGiSpGTCk4pWyIWAGJxv6SzmTmzu5dDnFb8UcwrkZfSxQI+rMkPZiOBSNPHumUUQptK6WQVhEohjjOmPhRDmEpeiYnKxRJiMeT9yDEU9mSNDeFRpjMgf567293F1hbCnuDbiH2ZOIhZW6loDXWq7h8H/LPSx05BQYVgopAQiwwJmZCfx3AK6y7+MjN5MV2PVBRDn3i/QBwKn3emmus71zzLO3ZP3lvY094K8K1+fvIZ+9J3owUJXRPymptw7S3+/AWVwvkzljW7JgjRX7hmmwf2i+ffXQ6EGbZeZqek8F19wEDambZJtRmXqkbK0naZ+ZUzPpnbHeZ2h73dokH7foPhrE/WgLp7NGmzIdvcg1E7bJeZtiNxsNlDbBc7WQyD4gFNsajdjNCnYqhMdr5zs7bcT4mBLxuv3bZUTSHr9q8btFvSyJaQt9cy8GdzfMt2cxHD8qIpWyptJXM20L9O3fYrFS3cINxoNyliPWxiuPavw3M2AZGnkr1dwyOgQibCs+kAY5J9rOH/fZP+L0uTttuwGM64GBMHeGMDwr2EReX9eHjdiAomnx8xeO71cUr4jz7FxxgK7Qymfi3Vn6j1ofQ6b3ZK8oHwf9G2+YEDW+CdVyh2DSHPW1IgfQoqBayLH3YmRA6N0j7jUyxuBxUVDtL3EAFVCn2ZmwUnUShETQrbGdj7FXQ/B08FlHKhTxfA4hJmGwkI4QpMCkKGCz87mJi0CzfGhDCwOlE6rTNmjAC488uzs4Wwjtx4nSxnAiNM2hr1sCd3ODZd+/eKvAm+r1LUDNo1jBXG64dKtRW/qxm3cyLRQlJMZ31ROrFMhD1p7frCIVFszjYAyJuz5bWZhz3Vwpzs/drL3OU+hE6fS+ti50c/XzPW8Pa0GKY9igrHYNtpOFTJaJ1sy/3h7SU5USpRKkI4FffddEWlIngrxCAt+i0WYqNBdBKe8wTMJTW784kIFWCwMB1vm+3zEMjw5Ba1a4L/Y1TRmaCuPRQ0QxluaPPAfnEQimdDxvx6lYJK9SfY7JwXt8u8FC49aYzvB1IiMVQ5u9c1HhyL0CcDgJQJXgrSCnS6AeoN7OkMnM6uNoXSogK4HxhIcyXiLGSAEGsGAAAgAElEQVS4WWoXD021G6SJprxkBjOZ0RyZgRsaDOUoEAtJGBSQ+CicLyI9XzLsibfn0KZYFTvN/BQOf1E9gzZvz4P+3Esx5Ivof7x5lbXnqBBDBml3XSloxT6PGPbEoUvSnM1kwWoTwp6sMsl3E/tf9lQ09XkwVXOZdD4cE4jE6P65j2JoXa+dvioBZGQib4dVC+mnUKpMKgwBOg8vyT731AHkwkFY68D7GSFHS0OydumnkF6IITKxMarnZohMjJ3LEQJUPFfFUK89SRR15X1Jmwf2i4NQ7AFEADyJyFUKk2YWKRqzlVMrOLvQGFqVijAbL2bfgahSdFcmFW+glAoGbQNA+doZUqFISEUgTdGMbYdSAtaUiZosLGfRl/4w5tWws+xNADIFQpyvW7pNfJ2as3l7TiGroFIPBRu0G1QKmfWpBPn9jysdnHGp/YdqTJ0wnS36O9hHEY6nXN+kOVtBJSlkcc4+l7hG4Wfhe6l+pxKMuQP2AuEY805wJe+igjLmo0BK1IrLGgiINZ1TQUvHBzLSkf1vVcgEvyal3Xt+zeuHSIU1YXmuUvgDoUcutsCjZ72fjKZMTI8Cn/spmZ2WfF8j4U6jpGLhsUptP1vxOnBgDAeh2BtylUKpGPbESkQh7Am5jyIjFrXKwUPkQob48LaJOVvH0CcYA3u/Adc3blb++gZGKagPPuKUCiNIhfh8CbEAgPu1X+wHSLN8hFnKjDRk/oktUQp7cv1MzxFnewrbVMzZeQpZIEsjm31PQypFS9+5f+44/QxQ/X3alI+cTEyt6G06A1zRC3uS9SqSFLI+25PV/evUdF17PYos3GkL78QUVMOy1oQkKFUSUSAg1WxUw2QiOQ6TCqCY+QlhnX9tjSdRcLUprIFtUCS3xtSZ/EcYtltVk7wfm/atMnM/6ZhDg/VaGy0D/LU/8xRSsZY5e49hT7TBffQQKHaNnV2Brxtp6A+JAXfBnF0Ie3I+CtfG0D+y9EAM9qcQKpVXJu6u3qB9fRPSyNq3H8Zq2vcbZPVsYkN2br5ksyabtO9Xd7P0D5LbAv1QJ4/ej6l8X5oxroWt5APM06V3Tjm8LN1NJevdc6x0XjNnu/ck9skH5rGC9lBV7NygPYRcwVCF6t3p9sMG7ilZncaQ103J0yDLOivd7R6zjxX2W1RBe2g2v1W54NCeRnVCvs+XbQ7+Px8oxlfebyDMidf7R49seJM24EMSg4E7vS+4+8TzSUSO4oB4B2RnDEH1FipvCxmZTTrWOB8ycUmexGRDhM+cqRRtO08kQXK/nV9DBw5IHArF3uBvMrIuBayBNSpJuUhKV8Oe1o5brBUJA+BMste7V0e8OnE/u/5IP8Xp7GajDM88RnUiqBXuwwGy4F2vM5XsLg+6+cqwr7CsEPbE2+TmbABCxTCAqEWRmLO9Z4JVCnMtSOAFlSJfnyNXGUrm7THFIjnuiiQiRynsic3ZpayhYT9Tvl4fUYdiCyRqRWtNCplcIDE8ezVAhkz55blKkbzP6kgkx5F9zchEkbBzqljuS5ZOVta9SCpqpwdy98f7NU68bI0JGXfm4BkhLQ8JXxo5xuaqzZwwpMYZf1aoZP9lPaViX9bsZ9KZfZEPAk1L/tDY5oH94mX+wr6L8IpEQE+l8INvpUJWFFI6SxkbXyut/Qz6el+xzPAkZ4JN1yGkou062PvNKRP+2b79MCoVbKQ2mZGalQlOC9tLGRtTx/KNM98/dlSoFxKFGeVemIeKakJ4LtwUqUDeZE0EuU3exlgKWcCRCjlYVxdVVCnkPnka2RJYZUjSz+oyEWXFotTemFoxpHbUlpvOJuZzAIFYMYGx4X1MYxzCnrKQvpxg9ZSKSuhO+A7ltRGSH/Q+TLGNqRhTIkrrg+KRp3ot7V8xTRfPQZKSN1dVuvSRHKNyfEkyRBYoK5WJklIRtpNqpphQqP3/v3AsHeQ/gpA8VaWYgzn9LSnfhf5POhdTPn9BfRk/1p5M2QdeGw6FYmewnD5VzFYRhz2xj0L5m5JSwOnsXL3+x5pON5C+x0Fip0ZTiA72Z6DC8JBKAaVg3/qwrKsYZJ8gqmj7mWae4WHShPptsVc5O7/pz/FP+Jju4W2UmyW+Xwsz+hq8xHYGSisYZIpFZs7m5TKFrDRnp8bp1KDN25cM2lP8FCXDde6vkMcDhn0Wcrv0OOUwLok8/Sv7KEJfRNYnzgJVg+kMSJV9FOFzTfEo5MTCHSRdFkzHQikaSUM8GyMqRTBhF/0PjSrFhOrc7ph9klJalvc/qBNZOlkAaTE9owBfIZtnhJ2PQrmQSHUqG7bXwtyB8MzY9r0VxyuhyT/SeN4e8nlLCkBL2NHEfm2VIWvv10MPRNDnlYeYC+ocHdgeL+wKfUWQsxPenG3lMh/21FMpzudIJuRs+UKlYsjMzSpFUuyO1YmbUCt6SoUJZKinVpjom5APd8BckVjh5u0Vnvi+XpNAnt8hlUK+1udTaF8qR05hENuL4nRDKkXan7oSkD9KKKkNY6pF7Rilc1XqY4tZT5IoJjL8bDtb9VHkaCbTU9SGGcrE2vJ/MyphR/F15fwIYlBVHzBAHGrH5u2SYneZUiGPz2pF4qFK7xXhnvJCMZTVZw7mDj6n7jfLR1D5XA/5/l7IoDw/ry+OTBx4lTgUij1Azpx4L0GYhRPZkPg1KQWcL24mVHVeqbi4H+D7DeryPsz17mbOtYIyKtRHKA2uuts9vB6bUZApZE1nfGEylYRD2fs1GMbpfnWzy0q72UeebQRc9id1AqAcqVBemWiZFcok6NYfIzpfYN++qW8gZ5PDTK3uF4no7aYTVUKqFGFQ3phCtqQuSJXCtW2qaWRLforYTjqwbyluV1ItxrI3reVXsJ2FAYrZngb389fj7CwjUwnDVBVChhU1Gq9LXoqgMmSeicH0sRO9FHH/mPq17I2ohEqFhA5Zqluh5AwpFVBcD8fE/XxNCqlSAF79VCv/rD2RqEg1JsdeBpnNM/Iz1ZpRTPUezPQqTFZRascZOw+y3gamhlS1b7o5jsJ2rw4HodgTsiJ3YRm/J3I3bw57ErHepE0IgbK3K9TlBOOLfk0Je2JyUSIWefgT5/2XaTrJH1Of3Aykvd/SwRkP5pVxRm1zjz4Ra0HkB0rA+I03JxPGx1iP/VjwoKq6PoZAEQ9wtA4VyVGMZxfhTUiJF6/X5xM6vy4vdCdTyNquCyFNXJeCB/jqonoGbTZ4W1/fYYxUpB813qFL5CInFi3FEPvLUkVjDvKwJ15mlAlVs4FIJPJ6FLPJxViWp1JF9cZz/xCUzNn5OiCGITWEPg2pFcl6mfmpSzNdRRIzQCrk+TUdAJ/YoVDQjsw9pqQOxTO3waPDkWqD9bF+PLLidfFYA76D1ZBnX2o91lTfw9j2cv2Kn7fpOhPkY0+gDQjFEfG0b+xjiuM1o3TDSNLHilAnJXwGwTjsa1KIFLIhBEqE5Uw1Z0vVYiiMxAgzLD8naWRD6NM1pMG0b99EstHdwkxjMGMbEeZk0jSzuQkzIRNTMDIDnQw+G2arOYWsNHTnKWRlSt/8dW7OLnfZ7ZMbtOMxvKFbmLTzxxBKoUu1UKjSsjEysRSS8OSeEmA8tGmTQX7JX7EhmtQMmXY137+0rEtDjOK2BTN19ZjDYVOlYybHzcOfZP0K08V0sv4e0TPJ8rL7tR8SuQRZO7X0qoMDv0obtfdTsDZheFjY2NLj1NLFLjGLN1w31WJ22XsrCQ6nP8+PVzyAmLArfRZ9GinutyeJ4sBrw6FQPA00ePMLIU5AuHm6ZX62RGkXvhPCnkT62NMFdLpBne9Q17vb5uYHfma6QbtlliFRKToVit0hhD8p2FssymffvgG9974vbnUD9FmYsVUyEBn9jZg5UCQfGlJFFv4Uqn5PUClyxWJMpWBzNulYGVuqFLlBO6+gzSldq1W0K6QiPw9y/yHz9hCWFrmrgdPHjmEooUANtfNTCh8KKCgVa6oUpfAlAPWwp952hXAo2W+li6FP7tgydSyrCSp9n/R1mvm8dlzZXiiE9/+z9/ax13VpedC19j7nPM87IwxYxZrBhDICY9TYCAIyhhaI45RYWgso/QMQtYhg+RCjUUQYLNFIgzgDFKxBWjUBQyOEWusoDLUyIU3HGEJkGJj6IhWMgSHD8M7zvL9z9l7+sfZa+173utfX/jhnn99vX8l5zvPbH2uvvc8++6xrXfd135ezmUDpL9BKAcOz0M3ULx1Ss9Tg+obx8FNUiqkKzNUUkRK1YGo/as9b2p5OkFHYInQppPpN97X/J0Rlex4iNT3kNNHmju1iVyi2Ah7iNCzTh5MLdQrM2bb2hC2+1g71Hg5HqOMRzfGA5nQYZ6iJ+VdCezx4rxK49J0xlcKmlL2czYDBppTtu1Gp6HujVAwF8GwRPJcq1s6Qxl7AuG0t7PVzdTxYetCKWWde6I6qFPT627/5/5vM5yMZtJeCpGJIakVOcZDS0tq26LGCZexc+q5H/2BTw5Z/rjytsWmrMsNSQdXs6A+lkIZ4DlwmtZjngvgTzN/+u9tPSi3Lt7XZ4th2YepYWbGIFcMLCvpNhFU8PZUiElaz1uDKDrSrqjsXtrklzL5+t96/FjHFY02Ukgfpb2DjZGLHU8SuUGwVdMZNNYDSQHOA1r0ZAGvjQbADclPojigVhxPUqUNzNipFT1KXcoViqdRuLgyqkVUKfTmbDW1Y0AGGVDQN8OyVYdZ0OH0Q8VbDf9hT0sVJxFIP1kgqWclLwa+nnB52/H+s0B01Z/fs3wa9V+yuVKUoheefcCk9++F4vtpRE8bE+1BSK0PsX6/BkyTpTkO3A5FtTaanQ1uYCtbvZNmyXBtZX87gxemGRAoZBWOywhEzaHvKA1uW8FOY7WWj9thXiahU9J+nkuX+DUp+urNJ6GBVCvucHEiGdn/PUCwSz5EYAXAz9Ilj34I8TFUOapWKxQa1qXY2SL48eOG7JtzJK1jIVQqSjCV63jlVY6vYTdlPDhv/dj5RDANmq0RkVQrAeSg8laJt0RwPLr7dT09a9tHzlKgAmTX1ZoF7bzY1UCkuZzMA77shlezDqFr0vUkpa2OpSTpIxR/Q1mcxVZEoOmd/ZloRf4q8vZ9CtiHpYaUUsvYYoTIxppCVQNPINm0jqhQlNR/EtiX/REKtKG3P65s001/ZT17gbi5cuE3ss01I9jmVYmm5v1ilyCHlseB+CqZUcLUiWJYiVbwo3vDK9Zu2r88PsIXuqEoRHczOHOSqVNvJHes++7WJxtT2J50732frJGApTPFfpPbN+iUK2t2x44q4U+r7SBGbpRjSqypNVApiztYubKeHxjlUKY4PUA9nN+ilGYimFryjoLHqUiYo/WCK3em+BYY4aPTtOChqOqjDCfr1F8DxBDVkkvUuAT0ev2aFUEP2KHU8jUWzhvY8RSQTH196LABBoTuaQhYYPwMphSxXKUaVQ3lhQF4a2U6PbQreh6Cfwja0iJ2kVth1fPvctSjd/mpg/XLEsQJiIbvgOOl7SB1Ogdl6qjqRTSMrKhJsW9cGUSrseaDeJ1GFVOpaS4Ref2GeZValoB+jNcHSEJa10pUKSKkBWwxtuipKzv9e1Qlq1ifqhIgSL0UONk0yvV6bIxZqeYVilyg2jQ1/Q584hsrYToloD75K0bbm/00L9ewVX6nAEBN/OEIdT2hOB7Sno5hlKNmFyocB9VL0XTfWpeh7Y8i2CsWQ9ckYLdk7yQxF1Qr6EovcxTJ0cCWnFLHtBxXIVs6myoR0XSWFBygrdBecylDsbuyKUSn87o2F8cb9VPQlbcPbAmRSUKJaJGf4FzRtm3ut83w8dnk1JIWBJj1g94Z4jjPCqFJkIqdSeMj5KaRl1E/B280RiUjtiRJ4/g2vTXmZp1LQTHAEkwdbQianuUXmSsiE3Y6+lsSaKkWQdSvY4ImQCQbFfptWUxM2RyZ2PEVs+Fu6w8OgUpjB8YGEPB2GmVX7sgPe8dWcnhuD9hD+5JqsCH2KIZZSlpu09eVhDH3ipMKGPRFSYb0hAbEAZGLBL9ecByyp72Hfa2avUylkJXM2JXrjcjNYt9WzverUjWR6HtPOSqQi1dew2jcNrfJJRS6MJ5WmNldNeyqkFLJAemDuCsSVoIAcKH7P8OV0WeuT/xxSpCgb+hQjFdKyqaSCVrfm26f2K1k3IDSGdyKJ4GbtJQdwpW1R4/aTVyVyKEzXehVUpP6NLi89j43WjlgSSg2TXgu+9joU28Ye8nRDiPI4D3tSjQvJQXsABtOhag5A2zuTtjqegMvZhD0N5mzVdMDhCByPaE4HNC9btMfDOHvLfvhTA7tohqLIPqbo2GDOboxpVg0eCX05m7CmfjAiA9CHIexoqAaszw/mnDCGJAEYKTAxPnLz4NRBhGqM4ZoOcGxhu2DbSKG72DW1aWIlc7bbzoVEGRt2x45ri935Fasb4ARX7E41CronBe5Y+Bnvl9hXFlrFw5xqvQEyiUiTnpoMVtK23LOSaSDcv2TfQiN20bYZeGGFLI1ssoJ2DIUhUUH4k9032u46A8OUIRyAm2DwBvA81Glm6FMNOdgqkbhmsbsilKR4vca1pCnaC7wQ0c93TsraUkjhTtc47gQsnzZ2x5axf9pbBqfjzcEYtJsWujmMioVLITsWuOMqhWoaQypOo0nbC9cpJBM1iKkUzoxpCUZn/7ZFrbox/ImqFW4dC4UCxkJ4tQ9VWhjQO+dMheQIJHO2XW7aDc3ZY7M8pt9XKYJjCSpFCiWftd1OOkaNMTsVEiWRibEY37TUuOa8WuH6hkRYKloYNd7XpA0uUSli5u+IYlIasrVEKtkqpUICL4y3RLpYMZyMLaPHzcWvr4EVB7xbJSZRTEmnm9pnS+efCYGTPisXSSClG7YF7+hrDrZ0rXY8SewKxdahFIBBpRhm2HRzMDP2+gC0F6AXzNlEpdBNC3V6juZ8gWoatMcDLl1BxV2EZCKnTvRdP4oILSl01/TocUF7GEhE30L1HfQFg1oxGD4BwC4bwNUKIKJYlMIWBRxCrqpQOdNM0/Q2bYNOSiVLDNzUnJ3sRqNcGlnADL5jKkX8VMLB/ljMjvQpMIFP0519z0aaTPD9mkwV8SWR9UTQz3+qab8ifawEl1ghMwNYa9KuUioopigTQiE7i6wikVnv0sdiUD6XNmjzNibMEE8tIHdt5PpYPYkjtUev3xrXZKnPnbQT/fzssvZQTxKWMGxvBWoFU/Ye87RpbP9p9siRfCBJ26oGOJycQuGUCmrOZiqFTSGr2gbt6TiYtA+iSsFffrfyoU5ef5mXAoBLI2tDn5xaYQf3g1KhvdSSvloBsNnU0hjcps0OwGL7AbGBZt6cTa8lX05rgHBlQJqdt4pFbDu+D1UK+Es+VV7MzvY7X9QuhtAAHpIJvw/5zyhGPiQ0EbUpqUKZHf13vrx237lF7iS/UoFJe7ZSEbTTh68Ucv6J0utSEPZk3gfyGxvMzQ0NSYW7FA5aFVFWc0gN6O+BkHjIqRFrkQn6vlR7CD+/R/VZ7dhRiUdChR85BpUCw4yIAoDDyTzYmgOgHgZzdieqFJ45++GCllQTLgmp4APpVCYjCVSlAAD98NLsdzwZH0XfmlnEwU8BAPoCoDGzoV7KWO6tKCUIU2JMMzHwbpY5dsi2QQOgo7PJLMWua8elZR1TzJp9/BSynlJQoFLkYAfmfFuqbvjej/JUtOHykOzwflgyURLupFpVTRAXmzGL3BteGll63JL0shNBPRWSnwKIKxUOMaWCrqPt5PqUC3cSvkt2IiSJXFIAO2tsZ5IllaIQ1G9QtW/mWbMpD8M1sdUBdaxfKcWkRKkAgPYAzYhtloTUqBRXTIk8Bcunjd2xZeyf9j3BFrojBe/04KtwKWSPp0ClGOPDG+ehaI6HIXVpPCuPOWQdeeCg6Ttp4btRjeiBy8P4btNHEk9FSq3gxfCi121pTImthz/7Hsv2ZNfVVaQOj5GaxVeN8tbzv007vqpQm4rWO14BmZD3C9PYBgXzhnu4ZUUcYyl7TSP+tY+qEHNUhYxKUTIwL0VVOtnIflypiC3LFqKb6Z1w4U4R8mAnFALDNfu/sl4KMRvUyoP6yDMnmlo0g1vNbqeOW+VZ28qgd8rnHvttiSgV3DdBUfz5Z0Kl4imR95CgHbfDrlDcErGZLLGeghqlfJv5aQh1gn3vR+IQeikaYCAXzZDpSZ8OaPselxfjACRdN6CeTLhCem1rjtkMyy4PQz87cy49e7dtDP8350tnhRunVrjtC/0UqQJ3RTPHfIZ5CHvCJfSl0KxOAMRsT7bInfubZXHq0QMuY1O60B1VKcy51v3AcMWC+zC4upJsKxKyJR3PrBvVCW+fynPw28/cs4UhSXbw7w2Wl1IpmI8itr85fh/9HuaUiqyfItaeoGpol51svGaLmLAFZP0UErS+/diKPd+fnDKxFRLBkcr+da3PqERZqPRTbC6kStUryCVt7tgudkKxNSSL+4Skws2EtAeozlTDxvFkBiSWTBxPg1+hN5Wzh4xJfdeZ+hS2AF1ikBgbxJSSjL7r0A7kwg2ErbpAB1f9MCBCGamoRircZIWUl4YgSGlnx0GjMcmP2/CwJ7NMNljTsKembYwp/tQAD4jWZ6DHoaDb05ApqTp2LblMEQnaF0smgoxXzIPSMCWiZLbftZGoQSFmgGpDVWHW4DlyD0oVsyWkSIW3HSUVHLUmbb6f68vE6yCFXeW256rSHORi+VPP4QlhJmuRibWN3bH2N02OorP3bJtcSuHSYny50KeYOXsqqRjCqJTY53yXrwWFuH9tTps7touNUdonhikyfIKha9UA7dFTKVTTAocj1Om5eR1PrtCdrZ49DsrkSs9zyYTrH6teTNPI+uFQHUknK4Q/AV74U3HoUy2k0A+G2rAVFRkUudA0r+2ch8APQQJCD0LqxcGX8zComrSxqX24KhEjEza7k7lHFWyBPyUU9rPXw5njG9kIzzpXt7xi2yCFbGy7yiJ3OUSL+VVWrg73n0mgapYTcHXChTvVgtYZmOClCBf24WtlxIjD2oP7TZOHOVg7DC52r+l+nBicAXo/6GFScUcZlFKfrJT6EaXUbyqlXldKvaqU+j6l1CcW7v8HlFL/mlLqv1dK/ZpS6oVS6iNKqf9NKfWvKrU1ueg62O/ArWDqw6w9AN15fHipJlApFAAcj2ZQcHoO9B2aiwl7ap0ycXGz4qUVliVIA1U/Har5f6BSAKE6YQcTdjCEiFKRwCKFnBY00HLQ8Cf5bwV0/vYu7GkIg2rQo++1C32iSgUNfyqF3d8dUwiD4rDqRYpwxFQJIE4mvP1btg0hDzRblnzsxnufC9GQX3BP5szZS6gU0dAnt+8yqWRXRepzih27tpBdQZrSzYWR3Ah09v1REYwlTM1T29AagNk3qTRFVAp0l3GfLZKJjaaNVUq9BcD7AHwSgJ8C8AEAnw3gmwC8Qyn1Nq3172Sa+XIAfwHAbwF4L4D/G8A/AOBPAfgvAfwxpdSXa70Ac7wjbPAufFpQU2a3aOiT/Vs1gFJmAD34J6xKoYHRsD2QCtV1UOeLKXbnBkaXINQmOHTiARElE8RHAYw+AgDESzEMXFxjZgCjMczixkgFMGZ+mjFY5NWwi2ZyWfiV9VHw69e0rcv0ZP4e61EAKPZRWBIhdmUIfZJIBUX/EC6j6+gxgTAMChiJhX+O04gEIJMJt29EnZDCnaghezxWQcrYREG7JY3TQfvWcyGQE0s8OMGk4P6cLGI1JLYOofDkJNyIHHjP+JX6cI2aFndRN2Oq6foK5+WImNbLHFMMpdqDggrwgzBk4hu11u+2C5VS3wvgWwB8N4Cvy7TxQQBfAuB/0Hq86ZRS/z6AvwXgS2HIxV9ZtuvbxsafDk8UWo+vFHi10cZXKWzGJxr6hMMJOJygjie0r7zBzO4OoU9eNefIaw76rnNeDc+zQcOcaPYnGvpEtguzP7FwqRhJm/AA97LnFHosplwnPsNeUovBFYQLwtT88CdvnwiZsOsCQ7QQHmVDoaTMUKn1vC16PE4meKhTSp2w1yBaITsR+hQLQZsMmsWpMOxp3Hfa8avqU7h9ZtamoJnXSlBYu0N5129CuFPp937iLLvNbDR5lv7OZ/eLznutehK1oH3NVaJe+HPR/LdZOo4NfSo5dqzv7WFUJ7ZwzRlSY4kpr9n9UepTAbwdwKsAfoCt/g4ArwH4SqXUG1PtaK1/Vmv905RMDMv/XwA/NPz5R2d3+M6wvTvwqaNUIbPSH3l460GlwJBC1s3sUU/F8WgK3R2OUMejSyPbDv/PhY7EUDIApqCeCeqlyJIKQPRU0KJ3s7GAOTsY5Bf4I/hseGyAS1PKUmWAhghRUhHzTMRQSizGfqYJht0/1r5EJsL9Q3XCIlocMDZAz4XTFIbzjP6H6T4aad+UabwGIgEWl8383pSSi5SPxLsm6euzOApIiEQigsF16aC0ohhasOsGB42bQenAnL5ugUJCGmyT6u9+X5TiC4f39whk4KMAfh7AGwB87oxj2HiDG91gt8Me8nRDBOFOM8LttGqgBpVC9+b/zktxfnCx2epw8mpANKfn4gxndy7/LtSSCddnGgfe914Yk5sZBYJsT8GAsO/cMhc2NWyizMKhAV/JoNW5zXI2KJLy8i8ImunJLWskTwXNAEULzo3pYm1oDM36xIvQ5T4nnhXKDvqlUChpe46cQuLX5PDJRJE6IYQ72fVju7464Q3Wpw5WWZrXJZArkjipzVrFI5NGtqaNKErJmpfOt45gSKE51QPxwnSvyTCgldSIRXxha2Ll8K5NQvteiODzaQ9eWvHS+zEbZrbla6wWUn1ZmwDeqpR6v7Raa/2ZmRY+Y3j/YGT9r8IoGJ8O4Gequ6fUAcBXDX/+9dr97x07odgKppKJodCdIkXv7P8xeCnUs1fGQfflbAbO5weowxE4Hp1Bm6Jk4NpalbsAACAASURBVBifsZZDTyRQw/ZwMLMcApGI/b9p8wM8+4AvSBnr1BLaH6kA2ALgBAIYycH4t8JgvY76F6xBm5MKu3+qsvXYjvyZS8SCb59tO0MkgDiZiKkTXjG7hodOrfhDm7vXJHM2NTMnqq9TslLiowBWPteNIAh3alpvMFUU38+9Z1MgDJa9Y7PYeHHgv+VBYAZVZObWVZxp+t8NmJa1aszvlSIeiiGiYJLydMf30Q3xpuH9I5H1dvknTGz/PwHwjwH4a1rr/2liG3eL23/LnjKoSWsKrAm7PQC6h9YH87BvW2jdjyoFhsH3s1dc8TgMBm19OEEdzlDtxQzMunGm1w6ipyoQEvquI/XnyHEG9STI8GR2kpcP0H1nTN2xQncpMmHDp9zf9Z4JCSWF31LgxmyKplWusF2MLEikwvQrXMaXm2MMJKKAWMQghU1Jx6ZEwmwXkglnwI6oE9K7NWSLGZ6uEUqDkRQkUZDtKUcqNoWlskDFjPJXNJZHKxKnBsu3HkhnMFXhmDTo3fi1cFiij0SlSB9LIRdtPkmB2th1Vlg+y5Myv+wfKFAiph/CoHpQppT6RgDfCpM16iuX7NS9YCcUN8OC2cRyKgUwpll99ooJLzqcA5WiP1/QtK0rPlc0GPK6kfcJUNBsTwFiJEKqpO1SWiaOR5UGGu7k+hIJd5qA2oFfbLDYtI2XHQowfgXd62A/rlIA40BdIhZhH2RyIakWKWN3DFIGJ9/z4ZMJ939HJnyjOTVje+9Ner35/3XIRArSdyuV7cmsl9Ws1bBielg/y1YTGLLpOqpOiGTCTsjwisdqYt9zgzl7nFRRs8IB4T14IqTwsU2HXF0TNeFdtCAdME+d4NjifaRWeD7NT2JlFYg3RdZ/PNuuCEqpbwDwnwP4PwF8kdb6w9O6d9/Y4F34xDBXgieVssf0sY1TL0Bf7WDGfuWNgyn7ZAjF4QR1OKEZwkeAcICW70YdmbCg2Z70xQzyJYO2aNJ2mWf4Oyt0lzo+yRJl+pMxl2ZCpuaoGhLodfXToUoGbDnrk2RyTh7TKQTpdK85cEN4TJWQyAQv2iepE7lwp2xhuxiWCGmrqQAdLIv3V8peJW63wfSwqm3dK4qokZ6l+Z06gIrlsReeE6I6EXvn20ePv8zncmsiUnX8W5KPkn5OvZY158WzPg33YUkdiWzYnNf/PW1sBr8yvH96ZP2nDe8xj0UApdQ3A/h+AL8E4AuGTE9PErtCsWXkirioBtDd+H/VQDcm7Em3Byitw4elaqAOgDo9h774KoV68FNxAogqFVMGLCmzZ3SdpEgA4wDDGUn9sCfehj3GuKwPFYlaMsBrVxQUJIuB16II1qEfDdiCSjHWnwiVCsBXK2IEoxf8GTFjtxcKlRmwl6gSdDse6sSPI6kPuXAn0oFkX2tQbaKWfBR8HUGsyF0tQVoqa1QVZqgbimfaKgl16nug9VUD1uikvgAQycNTwRwze7B8TRJ0zc9GOpagWkV3t14KDl5XouSakfW3Jpkh1AoTG7MJ03uH97crpRpWQ+LjALwNwAsAv1DUG6X+XRjfxP8B4J/VWv/23A7eM7Z2B+4ohfAg0YeTqFK4V3OAbg5Ac4B69gqa03NXqwKHE5rTczTHwzgYY5lz6CvZtbkyJ1UpotuMqWSdB4KlkNWENNA8+vpMBmkk9axrQ1JGroCSlL2SSjEOpkOlokataBrlXhxcsShJRxvsE1Elxm2bgEyUqhNAPNzJrb/FwDoB6Xskzd7fXG1YQLGJqhLJFL5juFNQ02NSJxa+jhmVYs2woC2EHC1GNtbGrbIkSedLlIiYOhH17aQOZdvaBYoktNYfAvAeAJ8C4BvY6ncCeCOAv6y1fg0AlFJHpdRbh+raHpRS3w5DJt4PE+b0pMkEsCsU24TNRqK1rFJ4cqeyRgI3o2FVCjTNGFLF2lFNA304AkNNClwenErRnA6mCF0idjva9ZlhGC61rQRSlXpc1o9Zntw7IVtSdiZaIM8utyQmBWFgVTpLXV4Ur41u66WJHVQKmkaWbuOnlx0Ip/AZxtZRUlGaMSrmz+Cma0BWJexyiUxQUzZvi9elEPt260F5CplsTwCq/EzJc5XWZQvuVQ7ieUE67peY2r7djnjFigeEugc0yfJEMwDRbWrgBnHTwmqmzigvQSZKfRC57FnVfopbmbSpt2ZtxI5h77nBSwHAL0pn05rTa0qvlRQWxdLVLmnNnA2llp/EyUVtlOHrAbwPwLuUUl8E4JcBfA6AL4AJdfo2su2bh/W/DkNChm6orwbwXQA6AH8TwDeqsG+vaq1/dIkO3wt2QnFr2JswRh6K2mgMp3CG7N794CoVkWebdvRQHE8m/OlydgpE07awe84lE8V+ilzYE681AQDtGEZiw57Q92PoE69rkVInUlipFoWEXCrZpm2CVL50vUQq7DbRYyZIBzd3x4hDbD/avuT94GSC7kPJhFnWOiXHqhbSeZR6DeSOL2BEnnK/DMSCmrNp2FMJqQi8TJEfdFEx4KFFor8jDEUqRsobYotwiutyYR8rT8vSUBY+0BMGxyUpbG9JJuYcc5GwGk4qUgPw0vZKIRHJWkhtlPaVqhLSPjTsyUYeSNsJxGwLqtU9QGv9IaXUZ8EQgncA+GIAvwXgXQDeWWio/kPDewvgmyPb/A0APzqvt/eFnVBsBTPIBNADGGbr2gPQX7xCd543gJjATcXsE/TBEAndtFCn51Bnk0IWZPZ9ai58bu5uSjPs2EJ3ZqfoZrrrhoGWeaex29RP4ROJMFVszAge75+calbetH5w6QbZMJ+uNJDkKkWMVJg+yFNXOdIR82GIbUXCqWJeCb6OeiYk0kLViVKScJUaDfw+IX/PCpcbvrspUpEabAdkYoY6EHpRVsr+ZNu14U78OKWqhDDY0rruXghmiitm1+9hcDclW5Mis+jyBoUDdk7QYtvYNnPb1GCprEpzPuMSnwVtP6FO+PflhiQKhUU9a67NBaC1/g0AX1Ow3avSUbXW3wngO5fpzePBTii2CJr5qUK58NLFKj2qFKCEgs1sP3sOdXlw9ShweSCx7L5KQQdnvJqzhKmDuWTYkzuN3i9q5737oVGOTDBTdpAqNnKcOVi6dgAPOSohFYCvDHCkSIf0mZdkjZLCm2yf6HpHMhiZCEKdhnXcZ2LDnahaUUxas+fAQnXmemlS9xoLe+IpZDmpyCFFJlLqRPHyQrhjJchMkC42p4wAdeFOS4EPIice/57UiRJMTiNbUyAPKFM1rok5pCK176BSVGfS2qIpe/EU3btJZMvY2h24YwpsGjovtpiYs5OzmEeopoU6Dl6KpjUDOZJCVtyPDfSk9WP3/IGetE/xwDtWL8KZr5nywMlERp2IHjP1N8IMT7aWx5LwB+n5z8b8P0z/GkPTqiTxyCkD0j3hm66nkwlDGEiyACHcKejPLXwTlaFO2Zl/SgQK4pHVkAK6CMLAXQp3CpbNIRk2g1PiPKOQSASfbImFh9D3OajxTQjYWiaeuyI3uh9fKVzzGk8htrX+n1SV7wkG7h071sKuUDwm8MrZg2LhVAqt5R8CG/rUvDQE4/Qcqv8YmmE2uHs4Vw2OS5SJKvXCkgXIg0Qe9qT7zlcvWDspdYJmhkr1xR437MvyRIJjDGcyXgqqUpguhoXvcqTCL2YXSSvLTN4x8P1TRML87ZOJGNoMyTVtbmfANlnd4l4Koo7EUsnadXJ7E9WJQmRnIYtr2UQIzpLqBJ3JLZhhFmffb0AKtqhOlHhFro6Kz9bDtT5jSyaa1tyK0rGBMIXsPUJh+dDIXaDYNHZC8VjADIN++NOgUvABsB24PHvFGLIHc7ZqX7oZYNWb0Cc7OMoNlgOTbIE6kYLuuuiAxZi4renaz/LkkwpBvRj2iaannWCqXTO9bM6QS2tTlGZ48vZn9SYkcL8FXxdrk/YjRyZokTpJnaDt8XCn1fwSpSRlrnFfyvZE+0BIRXmbETKRUiekbQR1ojqcgWd/ioU2Sf4Jqr7ORWV4iD3mnEH95gbeBE++8vW1zp2QCfObjDypKMEmw512PEXshOKxwRIIZs62GZ+iPx5N61LIWj+F6vtosTXx0BEyEe/qjIcgLRDGitwFpAKETMTUian1Jq5Qo4JmdQoL2ZF1jFQA5aoCANdufL0WiQNHikjYfnLzdQmZoMvyfVjhB3aOj0IK00OChAoZn6qOH1Suj5CJjF8hdq2LyUQkY5RHJppGJhcx2JBOfowBms5Sl7RVmeu/dvA9l0yUHu+WisEmSMnUc1/IG1N8LOnYc6/dJkmFWiF5wy5RbBk7obg3FDw0JHN2WdMtMKSS1aRIGK3iHMv2lCITXJ2QBnvVIVD0QUXSytLUsZZUjNsxU7aUfemK6WFL4IUt8Qw/GVIBpA3X0rGAuJoRUzHEjEySj0JQJey2nExwlBT9mwQpnh8TZt8ZllSrAlIBBPVWcvuLSBGHqSlhs2ltE94Jpk64cKeUOkH3z2UDWmjAlRq080H1tQf4mwhDmpsBaeox5+6/yUG5ACkUqlTN2LFjRex34WMFVyVs2JMmBIM+9JvGvdThaGpUPLx0ZIIOZjmpmEMmFp1JHsKeLIlQ9rzIICdQJwoyPd0KKfIWpof1SQUAkVikUKJm5FSMaHYnQia4p0IiE7FQp8VgB6yuf2Gsvtlugfszok5kQUKg7HUIiEUGJcqE4oN6vpyFOyUL1VVlc2rG5aUEhqoTtIAlVyVq0nAvOABeejA/Zdafk4poqldy3ksoDDdTKVJG/LntTEEBMSm6VrUeilsrRAwKM6MQIm3u2C52QrF10B/GIglfjamoDyfg3MNLIZsIe1JNC9i6FMScXTPoLyUT0oOmqJI2K37n+SgAkjK2lUOeAHEWNTmjLMS2l1bIngquRowGbLM8RioABMQC8MlFDCnSIXkyYvdFjEjYvtJ2YmSCYkl1QrWZwWu2anQ+7Eiszp7bLtWfRDpZjhI1IpsitrhydcFzIXosQibIsqQ6QZ9/NiU0XZYJddrE7H0h5g7Mxef7Nc//FirFNZCqjcEzLk251lON2N1lVyl23Bz7HfgYoRpXFI5WznbmbKpSgBu1G6jj4KM4nqEeXpJmfZUiPOy0MKdAtSg1nVIfBVgWKFI929t+QDJVrDNxb+MHsUapAHzPhdu2oHYEECcelCTYehepbejxpCxOlEjYc/HemTrheyomDopqZ/VrZtfWVLkEUlG1bwJZEh9TJ2IhUpHrQAvWhctIqJPtkyUTQUMqTSamYkMD4Jt7EWagaOZ9A1mzZoMTiyU+s0oyIVcw31JhuxU8FFMLAO+4CnZCcS+Y+tC1KWSbg5uh8lQKmlrVGkEPxkdh08mqRk5TGUM2zGnN1J7uXJqAcHjrCRxxWHhQmKsuzrcFgBYHdBgVENoGVyn4ek4qAATEItuPBPHghu9cGyWqhLdcIBMxdaKWVFRlRloKBfVLAsQyPWUG7NHtE8vEUCcXnpS4vpEQqdhx5XSwETVEqIzt1AkymIgZrynJ0DY5xR3hnsmEhfttkUiadH4lFbFjWCrcaSpylb5FUkzuXT3tN0e8T7aYZnZxU/aOLeO+nraPCgszbeEBo1UD1Ryg1SWuUgz7qeMJ+vWXUI1JEetSyB6PcFWzXb0HKVzKDhJnzoiWghuzg/X9SCroMhB1YkXQ0KQgXS/dzoYQFaohJaQCQEAspiClclhyIREQesyY8dou897ZvWHJRDy0KhLaUkNgmZdiXM4GzfR+mZPtaUD0887dl1N/oEvIRAaBMjLRuB2QiVioU6QNkUzwkKipg9MbDugfA5m4OtY0Uq9xP+ge0GpMFTshw5PioVUYoxF27LgldkJxS8QeWEoNA/5C0hFIyAoAaXvwUogqhWpgsyONs/qGdKimgT6c0BwPaE4H9C+GWXOebUjyQ2QGi7n143bMHyEMYnTfj14Jup8jFdMGb6naD1Isu+ftIIPxpm3RB8uaYFnq+JLaIYWgSYXsUrUlUpAG7JI/Q9p+iiph/g7rTdB3jmxqYmk/OnAly7LeijkktCRV7FokN0UmEttll3ttjtvQMEMp1MlvO/H5cXVCIhOS0bikevbGcLPK01vBHXxGs6HN75TWzcAAIoVmq9pk44QNRTxBqeWjEfaQp01jJxS3RopULNC281IcTlDnl45UeCpF0wKNH/ZkB1iqaYw5++UD2tMR3cN5aLoJDNKxUKccmfDW1YamxEiGLYhHMzxZAlCR2ckN2ul1mThbTc83p0hQwjLWnjDvfkYnX+GQUr/mqmSXoFTxkGpQ5IzXEpmQQp1i/gla1K5hvgt/u3w2IbNN2ey9n851BuG4EpEoRZDdqbLtVGpYKdQpa8SWyISgRiwyQ3sDlWILysTUPtyT0b0KXljSjM9HUlAGlWKR2hO6B9AA6PcMSDtujp1QbAFzHlqx/azKQY6hm8MgtR6gdR+oFCBhT2h66CHrkzqe0ZzMraK7Hn03KhUWsVAnLzXnxFnmYpAMT8BIKqozMnETbEKpcNscTtCXOq+J2E7bGB/F+VJ8bGm7nMcgqYxIakgFKalVJcyykEzUphoO0sBSTLnHpPj+0sF/aSG7NchEcrDPr8vEehNem4UhUwLR8CpiJ8gEaSSvTqhm3iB3QwbtpXEtApD0UQSdugIhWSs0yvoWKrw6SvfQerg+tRWyqU/C/r5bUrFFRrF7KJ4UdkKxFUz5Ecs+qE3ok1UpXOgTrUvhzba33jI3W3s4ojk9h+4+ZojFAxypMLuFs8K5QWAu1Ck1AOTKSLCMpo7thIFdbBBHB4zS4JGpFJPIigBPufCUhbRKYU4lHnqWIiI5wpGrRZHbdgqZoKpELtQppZRw9SOqetFZ8QJzsb++XJmKYqrBmn9nC7FqMoQYxPSwkkk7Q4AdwQjJRHSAXDLI4xMvY4euQiq2oE7cPXJkwV7jpUkFHdzXpm0VfBDV++verzGie2wr5mnHU8NOKB47GKnQh9MwM2JViuFHmmd7aqyXYgh9Oh7RXEaVooEhFSkyMYayFM4wL5GJh4ZASSFKDKVm6KRSEBlcunAkKeVr0wxCdVotyCGVzWnpAWQqZTA/5lRVItVubbawYv8E7U9kBl6niGYKJd6JWlTO+hV5JkpCwcS28yl2RTIRM2LHQp0EMhGkjS0IE62aoeekYskUodgOmdhKPwDI4UEloGRhLhlcUzEZ+rmEd8JTOFzo05awQtrYTcowOyx2QrElRP0UwoNi6gNpCH1yD6S2d8SChj052Nnbwwnq1EH1H0NzPKDrHtLx6gKZuFr6WE4qpiKlUkQgGbNVO5IHvi6G9hiGPXGVwu9W+lrWpo+VUPJ5NcLnnTJecyIh3S+psDnqn5DWj8vz/glyEuN+Lo0qq2nCt6+9z+akf61A7XesKCSKXJNJIDUn2MGLyESy/kRNuJMlIDGVgrXr/X9Lg/AbY1YYVS4zV821LlEgpqgUUh+kFK0xlUKqWbFwmPMmvSxK1dXMKWxzx3axE4p7wFSp1u1jZi9c6FN7APqL+/H1VIrGGLZV00I3LVQ7GLibBmhbL/SpfxgGvJnwFGldYNSm6sREoiGFQuWQ9SiQwaK3rRD2NNdHIZMR075EKuh2OcxJHyvBEhSp3drwJrpt7G8K8ZhNMyYFIGqGOpyi91M03MmtT2Q9Wjnt8FwUF6xjCL5DufTMQL06Qf7Opon1G5P/D4QDDTuwY9tNHnQtTCBuqQrQwefV+zFF5bk1gYv5HGrrPtDfca58VV8P//mzOTKx40liJxSPFakHTIlK0fdQh6OZlT2cTEhP3wNdZwZr57j6wNWJqWRirMpbmPaSomQgJKFElZAyPmXCngC4ehT0elDlgpMDqlLYtiip4G3VIGfKzm2TqwERUyVqiARXJgJvRDtWz87t7y0TSIQLd0rMvksqxVI+miim3sdroqBPoQE7ERpVEupEw5ycWhGmh40OrKYMuFYaxG4hxGjpPlTPkEuG+q0gNYG3RtYn2660baopanwHtjl7fwvf1o6bYScU94rUg018YDGDNlcpmta0R1UKSiQOR+DyALRDKtnYYM3+P5Ee1P3NPRMTZ1XnDroClSJBKiRFg6sUICqFWI9CIh7CAJ2rFLSvtQpFyfGmbJPaL0Umsqb9iP+maeV7r2lb757zyW6bVCKC/nuz6kM7korFSWTO1G+xcXVDgkvDXIAombDruXfCWzmBTPDnHVcnNjR4XYtMuMHlDTFZ+dgSmbBYs2BeaWXw5G+8Mv7r2D2+Y8cNsBOKrSIoWFPwgKuZVeEqhe6he5ZC9vwwqhTdoFRczlCHE1R7iYYY5chEifk6pk5UoYJoiKTCtiFhokpBFQlvmWSqJilkJVJht1kCc4zhUj9iZKKUSNB1Y42JULGwoU5crXDZnQrCnWJmbL8ehflsk14KCTcIj7pJNifIqg4kcubv5KsTEDI6IUImpHCmSKhTeNzMbO4Kg/M1BvyaX6MVj1WC2UrF1lB7HWuzPVHErkVi4nDTOZ3UCqbsLaowOxx2QrFl1FTLLopBJiqF7s2DT/fQ2ryrpvdVCsAMuA5HMyi6PJjaFDbcpIsfs5hMiIRk+kNoUgy4Pa7kpxBmnXMqhW3L9algsG4rZ3vnMuxnQ584qQCWyxy0FDFJ+SVqDPoxMkFDncTjS+sscch4Jsw2+axFrk0pDC6C5Ock7Uf7uHTY07VCqBJkIlAnSKgT2zAkEzlfRMRrIW53pYH32mRiS7i1UrIY1j4PNknIP886lcd+L/YB947bYScU94xJRm0ileqembIbaG0qaXsqxZDlSR/OUIczcHlwA7t8FyNkIjZzTMmEYOicNPvKCt6lIA7UY4NFqS4FIJqzcypFKgwqVpuCtzsXU8iJrFCFWZxKQuCC9REyQfeX1AkATp3IkVNRnaDtDPeM7ru4AiV8JsXXcmH14lbqRIAImfAK2QEjYRi246FOfkankUyIg2k+M1xq9NY9vExPGx8QlxCJLYRAJbFRMlQEe89MMWbT7en9KlwPrZqRHggRBjbZypYxORPcjrvETiieCuhs3CCVKhsiQFWKfpg1GVQKNRi00XRQxyNwOZpaFoez2RbhDHwQQ1+YwWnxFHMcFYO3qK+CqxRS6BNpwyKnUtC6FG4fcnw7MLdKhWmzfjBKrzHff4nBaEmRupgaIS1rhH2kUCe+LoqYUkHVCdtWIvtTVdgTRU2l7bVUCqktssypfPS+diGAvawqRmpNREEzO1l1wv3fD3fy1oMNqAtJhKbHEjcoDx6pDevZ9MD+FqglE/d2/aSwp1ia2cMpVOEs5mSC2rHjBtgJxZbgitRcKTKSqxTNAbrtna9CHY7QFziDtr6c3YBMD8ZsahD2m55JJlLpJkvWS5AGUQkEakWOVABRlSIwFyNfl0IiJF59ipkETNpfIim1x0mFOOVqSlBwMiEpEW5frphZdYKHO+XgPBghuRBVikJjtnSvVKOAVExJnTwVuu88BSc3G+mZsQFZnaDtO3Khwu2lOPXSUCf/JJJ99pqfMKDbyQTD2mRirVoUtShRLqZU1m4P0N1lvK+k78ZWIIUwLtHmjs1iJxT3jMn1KYyXwu3vVApbOVtBNweo/mL8EwD06y9ga1M4IyvJaERn03NkIjtAjc4MN8n1te0l2+nLQli8gSLdz5qC7fUpSNMKIJpGlqaK5elkl8RUkhJLB1tbNb1hIU10O+86sVAn7/8lFdcTZmxxtj0V8ib8XRX2FENMSaD9ElBEKmpVCtRleuIICtll1AnJ7xCQiVQSigFLkAmJFGyykNhjw4KF3yYjpRqsCd2PlbD5MS2poJu779N1uleKPeTpaWEnFPeO0hR0dhvycHIxmoJKoTBYLfqLGVg8e8VkeCJhT+g6NxNfXVsihkjKyegAaa0HFhtIpkKceME7BRT5HCx5KEkjy4vZ8QH8VpDySsRM2bymRSrTEw11SvdDUCdiSoUQ7mSX+/0aQ5142FOyHkVKlcgpFjFVYokQqJo2lgzBsgQloU4AGMkGJxOpZ93Cg/w5CsNa6oRt91ESmqWv2Zz2bn19U33nSsWwbHOMYseTwjZHJU8Rcx+kc2RckkFlJBYNoLVRKgAonJ064QZmJLwHgAvxkchE0cxmUUjKQupE7f4Z34RqhhR+w3JHyEjokzQI5qFPbhlVJ5qRSNh25qZ5pZjbXkx1yNUlKSESvL2G3EdRdWKqzO6liRWIbSw98DXDnigSg/ri0Kc1vRoDnDrBwp3MO6snQePJeUYnSiYyz7qqwfbEENNbqxSKTQ5tFs74vkzo2SJYKuxpijFbAu2LVSeG/6eOre2xc0T7JlghbexOmDaNnVA8JpTWquDmbJJCFkoblQLDV7cb9mmPUM+eQ7nUsa03cEbfR1PCiv6IkgEVVyci6sXikMJcSs3YET8FLg/FITDcoM2rYlO1ogQx03xuWS1KqqWnSETQBiMmlkykvBRBnyR1woY7idtzs/ZwDFv3gxuyS8Oe1lApMutE5auCZEhhT2Y9M2ZLRu2S49jMcpIhlcCrL2H3S6CoWnZNSu4JWEqdKM3WtCa5qU5nys3E94ia39E1IIU6SSitu7JjxxWwE4otYMkHU+nMC02TSFIxKtUbVcKGQbVj6JMNDbFhT+g76As8UuGQIhP0PYaJ6ycbUlMhL7E6FCmTtrdfE1TQ9g6DuEE7CH0aTPA1ikI+PCgMr5radiq8ScrYJLYhEBNOJui2XJ0oroydM2oHg2RfpVBAedgTOZ9JKsVEUsEhKhc1+1f6KKg6MS6UPRKSOhEUqyPPKrdrSQjQhAHXVFKwBJngBetmt3kNI7LUx5KQ3K0Z1688OPfuW6pOlMJT7TY0g68wXS1Otbljs9hp7b1gxYecFJ+sm4NRKtQQ2tQcjEGbqBNoWrfMGVztC4xMlAzw6LYDRHViSWWiaOBJtompJpLXg82Eq8MpDNEZ/t+0bbCOV4am7bvtMq8YUtuUts0HoLjKXgAAIABJREFU/pIqYc6tEckEbYO3SduTyESuwF0NjCqRmWGn/RbJp0A+pP/PQd/FSUgFORGVspL9hW2K0ufS70bTeuFOgTohhTq55SGZsH8nVYnYOq3DcKfKwRwf/C1NJlLLcn0JG5lOkOhrUWyNTEzBlMrYNft0F/9FQcjEpsPeNgal1CcrpX5EKfWbSqnXlVKvKqW+Tyn1iRVtfJlS6t1Kqb+plPo9pZRWSv03a/Z769gViltDeqBS9aBmvylg8a1aNea/PaDbE5RqoPsho0R/cGFPOA5pZAHYqtrWjBwtTleCCWRikmE7sS5aqyGnSADj8uH/PCysFraCtg1z0l3vh9JkkFUnJs4gSTPdKZ9ESZYn3h73S8S2C9SJiXDhTpQ8DDPs+vxgOxUOrK8R9kSRMmrbtjLIKhU87GkCgsxO3sr8oNmpE1LWJjarG2tzDmqVgS2kiBVDn2i/1lQqYmFAtxzortUnIfNSsZeChe8p3ZvfB9snG+4Ua4/WuSCf5xbuPwqlVPoZMLHNBdp4C4D3AfgkAD8F4AMAPhvANwF4h1LqbVrr3ylo6j8A8E8A+H0AfxfAW2d37s6xE4pbIvUAWDPfsvCQdRmfbPaIxvTPmrK1aoasTkdjND6cTZ2KB38A7cJNYpiTsSbIupP4UZhAJqTBaFBETiAVAIJQJ49UDO1QP4XYLcQraDsyQUhFDTgBmVurIEcQYoqEuE8pkWhDFUSE5Jko8E8E58h/DAUzthf2ZP/m9wr7/2opZek6e8wEqshCJs3sJFCDdknMuvR/6e8p2FA2p7l+iJsOLPlvyxZDnZYkONQUnSMVuSKMEQWIL9uViNn4QRgy8Y1a63fbhUqp7wXwLQC+G8DXFbTzLTBE4tcA/BEA712+q/eFnVA8ZTAlxGV4onmuFaCVGsnC4RnUs7NTKTwfRcqHkEKKKAiei+wgaAkywQaPHrGgpALI+CfyforU4NIZtCmZmJCVSSwGt0C4EG9HqiORSiU77ieROba/FFI1J6NTSqViZEIdT55Kwf0Tk1SKWh8FR444SEoKQ0AqSklCpGJ2NSoGR154FJ9wmVMMdGMzu6vjGn4KYP1j0Bn93HZLnHONSXoueEpYcnwzacGqcV/rM63C9rI8KaU+FcDbAbwK4AfY6u8A8LUAvlIp9a1a69dSbWmtHYFYQjl5DNgJxc1Q8QN4jQezNTYOBe3QmkxP6C5GllUNdH8KVAp0nRlcLJRusppM1BxTCpeSZqtdqBUdaPVue0cqADkEajiWGXSOJIPXp5DOiasUljg0beOnkl2IDPC2UobwFFJEgv4/RyRyhe9Ez0dJIbsIrH+ChjuFyoRvxuaha8maFEsSiBiKSYBMQKKkIhL2FDNmp6plB+li5Y0QmLGpWdttJ/x402Wl5OKOiMRk1eEW53gtIrH2PmuiRrkR/vZIxSbJBAA1XwmX2pyJLxze36O1f2G11h9VSv08DOH4XAA/M/toTwwbvAvTmGKEUUp9nlLqrymlPqyU+phS6heVUt+slIr+Ciulvlop9beUUr+vlPqIUurnlFL//PJntDCmPlgCY+TwOpwMuTicjFG7bccUsocj1PE4GrMHI+3kmGuJTMTWR7aJopZMSMuJ2dzty03qdOa7IXn3abjNoFJwE7YEuq5ZyITstS0M2GvMztxwHTNmc5O1fcWOKRm0Y+FPptGVHmWUzHLVgpu5pb/dtpEwr2sYtqVtGWaHYFVAD8SB+iGKwjhiz6jA2K38l9iJ+yETq+DW5z/1+FsYOEt9r6lFETkHVxlbOpZNIDBHiXs8eKtS6v3Sq2DfzxjePxhZ/6vD+6fP7+bTwz0qFFVGGKXUnwDwVwC8BPDjAD4M4I8D+M8AvA3Alwv7/HkA3zq0/xcBnAB8BYCfVkr9Wa319y91MpOw1o/BoFQ4PwVdDgDt0agUbQd1OJuZ4b53CoW+wAvzmAzBhJ0jG0VtEYghTql96Aw1YOpuSGFQQ18DUzZXLgAv9InWlqAqhatBQdQPHvI0h2TwuhBTkPNJ8GxNfL30d6zd2LaLIxk2Z+8BWg29QqVg+y4KHnaV2m4KmYkawgtCoKT9CrwTgTqRyugUS3IBzB6MSalqN42t9nGr/UphiT4n7nXvfrLhTpRMeH3RAHo59GlT2F7IE4A3De8fiay3yz9h7oGeIrZ6J6ZQbIRRSn08DCHoAPxRrfXfHpZ/O4CfBfBlSqmv0Fr/GNnn82DIxIcA/FNa698dln8PgPcD+PNKqb+qtX51hXMTTmJt+ZhllCKkIji+aoDmYAbSg0qBvjMDKRv6RDFl0FRLJiY8sKrJBF0uhL5IYVCBKZv9HfbJ9CFWhM4asRuMfoo5KCUSpcQwF95E1Qhpn9QxU23TcKc5GZ48xLxA0QxNLAyK/l1jxi4MibJEJXu+OXLByMGcjE5R1H4/ebgTWc4hFlyLkYqZkDJQ1ZKKRepJ1GCla3EzbEGdKEEsy5ZkVqcZygYSESgVJVkfnxY+oLX+zJXatoxlv+ATcCff0BFa6/dqrX9V66Jv2JcB+PsB/JglE0MbL2GUDgD4N9g+1t3/3ZZMDPu8CmPieQbgayZ2fxsoMbFJmVeGmRBnjnRhPiaUxwv3AfxwoBIIZCK5vnKw4oUquXZiISqt9xKPK4VBkfU0sxDfn4c+jX3061LQ5bZNG2ZEw43G5sP10ms8zyb5yl/TMBTJnTvG8CZvnRRqJRwz1/Z40oXqVUPrpbRF/omgT3Q9vzfY8XPpk2vDnnTXeR4c/ncSNiSKExb2tyM8djldv5aqUgoSvnStTDepGhc1fdhcZp6p/XkMmZnWQK1KYEkDJRs2VWxKZbP/v5e6E1Jo4pzXfFgF4k2R9R/PtttRgXtUKGrwhcP7XxfW/a8APgbg85RSz7TWrxfs8z8C+PZhm+/IHTwR07dOvuKSL9zcH4ThGKZeRQMwlUJdHkZqXxp+wSHFnufIRqrLsZncBJkI2vBmcrkp2w+Dip2/F/oU9HG4rpH0rqk6FFPDlqjfIZY1qlQJSYU4xVSJFGGZZcZuIiljKyF6dkrN2cN6dz9I34XCAXqONBQrFhY8bGmJhAqlykbSlF0QzpDY3ykAqdCnhWd67aAupTzUDvw2O1Ckg99rEpJrpp5d+tpL9SQ4+bDnIGV28vom3L8Bkdkn1jP4leE95pH4tOE95rHYkcBjJxRRA47W+qKU+r8A/KMAPhXALyul3gjgzQB+X2v9W0J71zXsrPFwWwKeQtGPM7VtC92z7Ea1s5oVZGJyiEvC3B3LUkNhtxGJBQ11AUhROxb6RNapwwn64aVb77oFoHeDxXgdilpDbUltiOK2IgRBUiWk7aR2Ustj6sRi4U6x4yS3bf3ChdJ9T++HlQzQYgax2HVJkIilQ5+CtqTnWi77E0Ew4C5NH7oiYsRiCXKQC5NKhlJJ5Kq2T7euaxHDFsO5Sq5txMAtmrKDjaQMZxsloEj4nea0OQ82RP7tSqmGZnpSSn0cjK/2BYBfmHugp4jHTihqDTiLGnZicX6DcvFPQuuyWTmv0cQPx5T9poCkd1RNA900pshd35kB0/khSJkKIE8u1iYT0iApRiZSAyrrneDEYiAVLj0sJxVA3ENBlAi/e62plN3H61BMzqrFBvsx/0a2nQlEoqTtFJmYkyo2iaaVCQ81xbOaFFFzNlUpIipDzldRHNJUuL/3vREqY0fbWdpfUdhWdkAe8zbcyD9AiYXU95yPYnPqRKyva6cqvebvWe6YEiErOX5hHxVVfrz9I+ODuwl3WuF+nskntNYfUkq9ByY17DcAeDdZ/U4AbwTww7YGhVLqCOAtAM5a6w/NO/rjx2MnFDlMNeAspytaCfNahVG4ZFp6XGceo7GcRqVQx9Mw4Gihm84NuILZ2MKwCnHgYgfnKQ9ELaaQCb5+OG+AKBGUVAjHpATDIxsIB9E8yxMlFXybGogD/gqVQvqMSshE6hjFJu0pZGKCfyLWTjTsKWLG9vYFwuQFse1XQFBDIkUqFqotA0Buh4RPiuDZnaL7Kyitw4HeDU3JUwZSq+1Dr0PNMbZaw2JLYU4570QujMmCbkN/o1OTjpvN7rR5fD2A9wF4l1LqiwD8MoDPAfAFMNEs30a2ffOw/tcBfAptRCn1JwH8yeHPPzi8/9NKqR8d/v/bWut/e4X+bxaP/Y6sNeDkts8pGNMxRa2wmDObEyM0uVjjpoHuh8radkB2OJpdLw/e7LzpQuFsjeRrkMjEUmlpEScTufAnzf0TTRuSCtsWkM7yxFLIAuMA24Y+cVLh9o2QkOAYEV9CLHyqdEZaSgcbq24t9SOFJJlIhTvN9E+4Niwyg32qTORUChr2NolExL5LpbP+kcJ0q6Nm4JYLiyJkwr4r6Zn12DIdRVCUQWqNENp7mCmPYfHZ8wnt1d6bdxUCtsmQJ6tSfBaA7wLwDgBfDOC3ALwLwDu11h8ubOoPA/hqtuxThxdgSMhOKB4RfgXAZ8F4HjyDtFLqAOAPAbgA+DsAoLV+TSn1/wB4s1LqHxR8FOsZdviAPjVrt/gMTeWXdJBc1eClUE0DDCoFmqH2QtsH3gEgTSxWJRMZo3WWSAgzyOLAsYRUSP/vQ4LgG6/bgFRYTAlVimVMKiERvLo1P+YSZEIMOxLIBOtYNGRpaUTDnnIqxVykiHkyJS0nnYRUCCqFF+JUqFSU+I/momRGPhhcSx6LG6sXa3gtklij/XsmE8C6hGhOSFQseQBX9DZdg2Lb0Fr/BgqydQ7ZPcUBktb6OwF855L9unfc+RMhi58d3t8hrPt8AG8A8D6S4Sm3zx9j2yyDCQN69yCsVSeC9HORY5eYv2y12/boVAqz2fj/UA0oSFGaTP3Jtit9BaeSIRPS/sIyL62sd/6Vg6umCUJ5aCVtvtz7u7KCdiy1a+krdew5ZCKWrlYdTlEy4VUsf2QIQubmmLldAcqxDa/9W6SEHZ5N+Zl1ebJFT1F0rxVauiCWSFs7CfdOGJbC1OuQqp5dcs/T3+ecMrE5dWIAr1o/97Vj03jsT4yfAPDbAL5ikLgAAEqp5wD+3PDnX2D7/NDw/m1KqU8k+3wKjInndQD/1Ur9rcPUUKcpX05CYDQnNINKoY6n+Ox+6YBPMGGPg8Z5t2tQV6JpPBLgkQnXh0Z+2e04seCkommqwktiJMIcTjCt030zxIKul6pXF/exDfsotZ1KF1ta8yLwS6TIRBNJF0v9EyuC3vs1npwiRWXJzFAxUuHW37jehIRUuthSR9s+QH4cuKPP0WVu4q+lQEnLVknFjieDu9PLaowwWuvfU0r9GRhi8XNKqR8D8GEAXwKTUvYnAPw4bV9r/T6l1PcC+LcA/KJS6icAnAD8SwD+XgB/dtEq2ffMupsG6Doj4bdHM1A5HF2IBA97yubfT5GJ1LYZyCQnokoI6wE4w+4Y5mLDQfrwvLhZl7RdGvYEhDP6uutd6JPpNwl7kkKmmBdjPF+fTMypuh1re0rtiaDtEjLh1pUT1uLQHBbqI2Zkkj7rlaEHr00tvOvZ9+56uvAnKbSp1pi9tFJEBo/a+39MWS0IZbIhJRvxV2w6Y08sJe+W+1yDqWFP0r2zVghV5DsgY2N1KK4QfrpjO7g7QoFKI4zW+ieVUn8Exrn/pQCeA/g1GMLwLqnittb6W5VSvwjg3wTwtQB6AP87gO/RWv/Vxc5kTTKx9g+lUyiUeYYRLwUuZ6DpoXE22/BY8tygI+ebIKpANWJeCRa2BEDM+kOX6fNDEDNviEHon0BJ+k8b9sTM2YBPEiipGM9lWC8QC2m7OWQi1S5fP4VMiFmcYmSCDfjLicWKP3Q1JKPEZ0EVhYlkgu7rri8hFeOxlilyp46nTYWhuXSuwGa8FDUoMl2viTWu05wB+LU/t1vdJyVkYvdS7NgI7u4unGKE0Vr/PIyTv2afvwTgL9Xs8+hQYA5TIDnfrUrRtDDm7LAmQ00tinFZob8i2S6fSY+rEh6RkI5njebWmMvUCkoq3LZeBe3yHyZu0LYZniwhkIhFtBp3gkxMLmw3gUiowykYGMerXrN9JTLBP6MljdmlA+wYMZCWN20269ea0JeHgFRImZ+WqD2xuEGe150omJDdogJwc4IwBUsOqtc891uTxJKsihQptc3ulruHbejThgQKbT2WC7e5Y7u4O0Kx47YwJIKqDSTsCcOAtjH5/XXThoW9Uqk46Wyz5JuIxahLiMXkl6oSgpkcQFCszwuFIjPTNgNUUEV5aCuV+UlMIevCU/y0sdQDQUOhgvCphGdCClsqzsYltJEjE/Q9iQoyEa1dssQs+XCfrlXhWoL7vkTUial9cfcRJRXkmC70CUheOz1kHFsFw2yrG4wExevGQUUwvtC9N1D32vBqMfTj4O7O6lXM2e9JYAtkImXILsFj+Xwfy3nsKMJOKHZMgzVm6374VR/+3wyF7i5nf3OpWnBkwBKtK+AOXW549bscJxMSkQgyT/X+IMqRi74T1IqBTLhwqKYs7In3mYQ6cVJh/z92cVQtUoXnaLtRD0RpeFJC5Zhc2TpFJIA4maBmbL6/EA61aJrTGqWh76oJwRJkwu4bkAop9CkGSjYYuY6CbBMdCOseUAkCkxmYKK0zM8O9//+gwOf1SUUtKdiUqjHXL/BUB5pc9S/JpghEK6+HG87o244dM7ETiq3iTooGubAn9/8RtnK2m7WXSAVDVb2JlciEN0D1jueHbbmZfE4q7LYzwp6sSsFDnaT/W1DVgoZCSale+b7eeUv9yaV8LVAlshCVD9kvUfRZLUgY3CCeEwfpc6TLUkQjso6rEyVkIlUtPTD3J0iFWPTOKjQQ7pG+k5evgcjzkBa04wPu4oHYjnqs8Rt1J797JYiSP5cU4AmM/h/JZ7mjDDuh2FEOasSm4LPvbjB3HtcTUmFByUU4Cz0x1Cnocmx2u5BM8AeiFrI62e0jWZ68AnhuWTrsydt/IBDUTyEpFNy4zREjBbkQphSyNTJyxeii7SayOMU+qyasjM3TxUbvh0o44kiXTap6Xb4PJxMpEpHaTrVjSJtqmrhSUUMWcmrFZPOt/6yJxlCzUKdpx7px7H0BNkeOagnAHVzjIsy+1/K+iWBVjhzvxuwdN8Z+B+6YDi8uecz2JELIfBNPCSuTieg2XpcSg5oEmUgSCZo6kf7fGbDJoD5aQbmtTi/KVQoAkEzaFpKCwfeL/Z1bV1KULug7xVQyESEAEpmQthP/zvTFm8EvURsqsjTFjhdTPqSsTqVEIno8Tk7Z9dBdZ5TGFVPA1mybGkRlQ512LIfYdV5aVXhEKkUVCs75vhQ3tcLn+ARUnTvGTii2jMyD1aVCvOYPansA+ssYzxuYHQc0zRi3nqrPwJEgEymykDdpTyATbFDjHmX0vCmpEM6V+yhi2X1ExSJSW8IjEQXbcMTCk1YhEkAxmcjWlsiQCVGdmIgin0JiG65W5EL9THtddDvbH4lM1BCM6H00xU9xTdDvohAtknoG3tcgbBo24624FrZyvtZ8PVcdmHt/7urEjg1gvwvvFJoPdm/4gKU+Cgz1KDzLYwmpyAxiUkbsIlWC7Edz5HuDU0Yk+CAkIFERUuGpFPa4qdShQHSWO+alcO/cJE628dqpqB3B/y4JeSlVJIoG+Ql1IUkmpP1T4U41IJ+PFO40bpf4HlaGRFl1YopvItomM/Tb8Ccv9GkibFazyp3ig6lCI3bJs6/4+TgzJEfMMPUUUKMqlFzja6oUSxxrTi2IymPfE0G+l37uWAY7oXiMWJJcSLUoVAOg838YpJCmppWL22XN1uWDkugAJhiUMmUChWSCPhDJg9wVyCLXIEi3GmR8Kh9QOgN3H7YdeCo6eZtk+wVkYlKWpjlEAphHJmLqhHCPRO+bTN2JgEy4lLKEcNj/911IMGyGp75LhFCRQSn9fxdXKfi2EmiWMICRU0YqNMbgguD/qe+nTUSwVUgZnvj6SsTIyj0N/J48bhVmNfGY9p5z99cWi9upFUKenoKR/Y6xP+3uEFf/kRq+xHpIFWvfzbpwFt/O0pvVLcQicjEIYU4xdaKYTNjtpRoT9P+UTNBzZOvFv3m/hSrbyfOnhmJ2vq52Q4QEqLbxSIB9+V1tgnV0P6kdwBCJLJlw4W1SyFRbrkrwz2UKmWjI8SoHtqLyEBv4e4P+sGaEp2h0cfJAyYXZTvZOxMiE7nv3yoFvx9ssTkebIkNAmVfoijU9HK5IJnbMxC0G9wt/lnN+p/XwO2tfMXj3X3fBlgrb7Xh62Bil3TEF3kNlrR84a7omf4s+CsD8bQeEQ9pYN0O/hPqQgrSPNNCl8faEPAQPbzojorU7Vy/MjJ8/VWOG8xB9FEC8YrINibLF6obq0tQsHCgUgmIhoTS8aTFjNUep34X3KbdcIp6OeFSSDGHA7AiHlELWEgFhGW0zq07Q4zHfBCUTucG/lP2L76saFj5nsz8JKoV03VLmbX1+gHr2SrKPbgbfPUM0PM9lpDaFUvBSxRYhRSZWJAXXUilWD3vdEnFa+zxTIXhTjh3zGfJDT/RLBmrFlrArCk8KO6G4M9z8oaEaI63qHlBsgN3A/Wh7FbMBn1QUHSZNDOT1ZTPh3kBbIhOqkR+ELn84OWeAhH2FWZ8mgRASGvpkSYXpYhjeJNWmSKG4EF2Jh2IOgYhsF/VuJD77OUZshxSZYNtEQ53sMqtOSG1ydcIup3UnJBN2ZfrYmJ/GhTkxUiG20fdxchGbKLBpZ4FRCy99fpWEoJQO7iQyscCgdFcnHinWCH+6wu/2fj/uuDV2QnFLLF3c5ooPFK0aKDUMqiWFAibsxw5EKKnwu+zP5EcxNS5b8E6Y5awfEpkIBk59QCochNkrdTxBv/5ybCtHpjghkbJGDQN9rlYAPkGQBpkldShKiMRkP0TFtnGTdYFvIqZOpFCa3ai0kJ2wXYl3ImbElsKSpqaP9TwUAqkAYFSK03N5f0suyHXVvVydPd8ZYfDWXYBCz44bRC1JQHbcFreeNAOmkQrBx1CqHE2eKAyUj43FPG3hs9xxNeyE4taoIBXSQ+eqsxI0PCG2zqJpgWYcpEmpUM1uufAXKVypUJ3g+0bUiSIyYZdRUgGEKgXtD6+UnVJoWJhUoFJ03Xh8IFArTBfiYS4cYjE7O4jj/ovaWf8JXplov0rIRCIDWBZsdl2fHwLyGQt10sR0LYU6UXUiIAgJchELdUqljk0t54hmeeIKRd8ThUFWIEDvjVxxO8RDgEpDg5TWYXE74RnoBnJWnVj4OVnz3L0Xc/atswVuDlcyaov3BiUmNjUt2Gd0jVDnHTsqsBOKLWAJpeLaDxQh7AkAnLdiSB8LkkLVS5MK1NWkqAWddZfUCclgTchElLxRUgHJO4J02JMdFAO+j8KrrE2yRQ3EIkYqAATEAsLxc7PHnEwsEsJUuf0cMsErYpd6aVJIpYctCnXiiJGLwYwthTqVGKZrlYpk6ljqvWB9l8iF7jp231lfReJa6x5ePhBeMFIaYJHlOf9EbPB+LwP7W8Bel02QCn58lmnv3pDyPxTdj+3BIxX3A7XC9233ZGwZO6HYMrJ52K//cKUz8jzsyatHIcGF9BSmjxVQpE6I6kIbDlh5xqpMn9yPrVRLI2XY4+pDCl6YUzvOoHNSAQTEApDJBUc0a1OKTMTSuaYUl0IkiQT5O0kmom1XkJ8h7EnO9uSrE94yurzvRzJBCQRXI4TMToAc0hQLc4oRiT5TRK9p22TqWNc+NWfT62jJhbsHCPl12/R5Y3bfm6+N/e4MREPpHnqoL6F1E5q3zUXxFQjTYPKZuTUycVcEZ6oheQncC4mgqoJAAqo+6wiBuDnZ27EjgZ1Q3AozQx2vktkp2YGYYbYZPQZD2JMr9Oayy5iBR01dhsUQG2AShShWgyKGklk9L9OTuL7xsj05lUIgFQB8YgGkyUVJ2lfbj0z9hiyxKBjAF5utZxjvq5DLPiaFOg3QlChwglER6qRJ8cJcSJO0Pkci+LaNu4+ELE8EatzJbG+XUeLbjt/n4LMVjNlOnbMZnAai4A2wu8s4iNXK7JMKuaR93thAvSTt55b6u0PAjQfyRURia/eQwvK1MXaBYtPYCcWdIXiwTH3Q8YfPwsXwaNiTBvzq0cRTMB4+PiCaU+FYrAfBVQkL7q/g+0jXaImZu4h/QiQVgEcsgDJyMbZdYLQuGMiHRfwKPRESMscT2+DqRG04U6yqMzVnCwoErTmR9E14bcpKRU2oU4xMxIhEjLzaa2n3s2pFLMtTSqWw18kLe7K+i5LvrNbmurWEKAwEQno+UVIh+iOEFLP3gq2RIBG3VCluhdLzlQbOC4QqJYnE5j+PFQrb7Yxi09gJxR1hVblzysOJ+yjUQB5s6MGgUnhhToAYLjOZNMwgG0G4k12W2af4c5BCsQgx4DUoPJVCIhV0nUWOXCRQFdpk9/FS98qejeJsP4XEJVhX7MmoCXeihC3z+ZYUsGMEIuabcH/3fRWZkIhEaXE7wCcWnFRQeNefqhSD4jaqFSzsyW5rTe7c6K97p1K4/1vSoMOwJ5MIgZAK8eQ0cmFPS2CJ53CsnkDu+RNTNK4WCrP5QeyVkZuBLyQVRZ9fqpbF1snojieBnVDcM5ZSJ6a2EfUMGI+BSynbQAx9ysbhT8EUI7dSoTpR8sNJsj0FqwYi4KWOhR2ICecr+Sw4qbDLADnEiIdE8T7VGK1zNSFYf2eRiNLjse2mqhPViGV1knwTw/bi4D5ScyLlmyghE9KxYmFTtAYFYK6zRCq8zGGDSuFndPIVMy/sCQg+z5F82I5YL4SgUpgd/LAn+KSCqxOTZvjpsVZCbZ9S50EHnTcNlZpLKrZISFKD9SURyd4UhXSteNjflsnElvu2Y3HshOKWmJOWLvZQnpMxqvCHglbINkbsCCEgCoCbfQfCkBIeSlGKXIpKG+5kDdmZ7cMq2cxDQa+PZMym/ao9D0mlIOuC1LDSNYuERInHK1yEWPASAAAgAElEQVQXrQfBjjfpWLnj8fUSmag9XgqC+mMhZnUCRN8E/1s2ZcuhTqb9Mq9EDZHg63lxu4BUCIqTq4wNOLXNqRVTsj0ReMZr3XvhS07BsKRC2Hc46LBN0SFJA9uadZfIQmwG+2ahUlu6ZnPTu3I/4tLXc4qPIHdtr0WAduyowE4o7hEpMrHaMRNtE88EYEMiMKoUgAt9omlkxUF5CbmIznIXPFxtaFbMRxF7QM/5AY0VtWvMtXEz1lKGJ/Z/PuD2wqGAcObYHatuYO8dKxaaVGHELj5WZjsgo7RUQPRRpMhRQB6Yb8IpGX1IJuwxmW9CCnUK+jkst2RiCpGIbU+zO1FSAQAplcIPd7IhesN5kH1dtqfjKW7OxvAcUERt6If1FwCHk7+t7jxlIja4SoYnlnqklsKKashaIVj5nTZGKoD7GmDHwqFS13TpYrirYk8b+9SwE4odI5IGsHh4TxJeZpZhUMxJBSDP9s+ZbS7u38IPqNiPrPWSQPBOtG08w5NdHiFagY8htg/pR7r7+VCjYF2JGlNj2i7J9uTWVfxgCdWwo+Zsto33/5hvAj6Z8I8tp4gt9U3EyIREJErIRawOhZcBqlCl8NQKwJEL9zdQRCpUd4FuD0B/gWoOo5fi8gC0BzNhYVVRSiR42BPJGlWFWoW2BpXbzx6IrTHTvsQx1yYgc4nF1gnJ3ZCJHU8RO6G4NxSZtzKzGNKDf9EsT82oUnQdqd/QAo0ZcHmkAkiHEG0BC/8QqqYdQ8AEf4Q3O1ySmjW2T1FfMoP6RFhS7bGixxOOIx7by0a1zI+/dkSOx/1HQpuGv3O+CU+pIGTC+iaWJhM1KkWquF3fdcTqkFEpuDnbXgvAI9BAglToHro5ICAVdv8G0N3FhY6MHorhfO0sryMTMyYiFpx1n0oKFiETt8ItiMzcfkz5zFP7lLZ3l8XqKqCw/L2w86lNYycUWwZ/KK7xQzHxQerN0qkGLtMTb1MpMiogA+cYqQC2TSxq0bSBMTsgTzT0iZusUyQhkjkr8FsgMYhnfY39HdtfOlZqu+wxE+tqQ53kkKZQpaDbA4ga5506MdU3AVSbsCUyUUIkcjVP6H7J4nYplcILe2MqhVtfqFT0l5BU6N4sB6BU7547LiZ9GJA5zwE9xznPyiuYtWNYlExsZXBvsZXwqDWxpeu9Y8eVsd/9W4edicuatCrDkUrazIH+uAvrggJxqgni8sU6EQvMPIvtxrBSliDf0NwM5vAxM5FqWhJS1JCsReTdXqemCQfldr30IvtEFQhhH2+9dB58X7JN6pXbP7cuIBMVnosAGfITkAnRsxAPdcr5Jsyy/iZkwq4XSQ3pT9914bHsOZBCf67vAoESjeyDpyIgXQN5wJC9SekecH+bZRjSyKK7AN0Fyv5tDjCuX8pLFvNZYYGB/xqIZQTaQj8eI1JJPHYYKLXsa7FuqU9WSv2IUuo3lVKvK6VeVUp9n1LqE2/RzmPBrlDsWB48GxINewLzCAxKBYD7CoHK9a0m05MztjKlosCUbSFmf6pBziidS/eaO9fCdLFBH8RaGTPIhEVCqQi2g69OiKFO0vmTUCduwp5LJqYQib7r0ZDCdVSNiBW3i9WliKoUdB1IyBOtwcKM2nDbEKWiM5FLegh9chMUDVFA+MDVppldGgubj1epGbFEm0sam3lbtyI2a4Y9Ldie6MuxxDg2kN48gdlmYTul1FsAvA/AJwH4KQAfAPDZAL4JwDuUUm/TWv/Otdp5TFiMUCilPklr/f8t1d6OmbhVNgj6IHUxzWqMRyBpUPkA6GYhUKWDy4XgQmosgeh9AqHa1g9/kgzWbAA719cQawtA2iQ9JdNT4bbFZCKBpOnakTChzdw9R9UIsizwTXh96X1SwP+eSCYkItFH/BR2ecPSxtp2aXG7HkbCVoyEeF4KmjrWeikAP8wJoZ8CGCcQeAiURCrQHIbvCkx4pQBbDM9stHBCh8qB8RQFYzXV45Zm6XtSK+Zc/80P7ncQ/CAMCfhGrfW77UKl1PcC+BYA3w3g667YzqPBkt+C31BK/bhS6gsXbPNp4JFkbvB+EG0KWRr2ZP+fMvxODYGaSgh4eAQLofBCw3I/jrEflcFHYcOezKYs9GnYzp6Hals/BIqHARWEOpUgGZ7khWQlQqNyBCEVWkXOlb/Cdib4MErQ9+GLIFAnhAxOuXoT3IQd/H0FMhHbJhVSxfvr94Wcq3ANnBG972CLAurLebyel7NTK/TrL8y6yxnozlDdgwmBupyhugtU9wB0D2b5sI6/Av9ADAsNHKcQgKtVtN5xHSTC4naY78iSr7lQSn0qgLcDeBXAD7DV3wHgNQBfqZR64zXaeWxYMuTpgwC+HMCXKaU+BOCHAfzoU5N8qnDvDyLJfJ0DUTB46JPbhCsVQHUIlA2pSG/kz9zxtJNi90sGBLYNmypWqrUxzJyLSoVF34eVr6Oz7Wx93xWTCq9fmWV8oJ/tF8PkGhIzyERJatjYflHwwXOQganzyMS4XPYvmCbnkYkSIsG3l5QKeqweQNv6156qFEad6ERFwvt/30M3nf+dGO57q8Dp11+az/l4Apoequmg2iOge2h9MMbsJlFDpjF5/VVzgF5aoaiEVHAu9exIDZauTkK2Zuaeg1uey9QwKqrsx9bvmAo74f0erf0PR2v9UaXUz8MQhc8F8DNXaGdVKKX+TuGmWmv9lrnHW+zO1Fr/4wD+GQD/NYA3A/geAH9XKfXfKqU+f6nj7NgG3I+clPqOP/BsSEXqQViiVCyI4Ed6GJxFf7xFw6PAoLgRHUMIEVUpgLxSMSzjikV89p4pACnDdkLdCNqz5xA5brJPFduIsOe/QDhakhzkto9lceJgM/OSCZt6JqgqwclEqAZMJxPu2KxNvl+sQjftu5iaVlInmFLhqRWXh0CxMGZvo1ro1186xQLdGegvgzJxNorF5Qx1efCVCWrKliB8LyejUKWwpnGV6tcWsHbfbj0A3vK1r8E9qiG2z0u9DN6qlHq/9Cro0WcM7x+MrP/V4f3Tr9TO2mhg5nT46xMAfMrwOmEhLrCoKVtr/T4A71NKfROArwLwtQD+NICvUEp9EMAPAfjLWuvfXfK4O66I0rACIB13LHkpckbmuUbtvgNJsD8ul/wmQp9zM4zieumc7HmUKBW2cJg7h4H4CIPzQC0Ijls/a1uUXSnRp+y+czA31ElAmOGJZCfqhHWFvglODniIk93WrvfaiIQnjd2Qw5Ri4MZrbtbOwbXtqRSt61+oTgwKBAB03ai6Ee+Q9WBY87b92yqN6nA0pHwYWBgl0RB6pezz4wLdtHc3gFzEO7G0qXip41Iit1b/bnXuJZirUtC/dyyBNw3vH4mst8s/4UrtrAqt9afE1iml/mEA7wLwRgD/3BLHWyXLk9b6IwDeDeDdSqnPA/BnAPyLAL4XwH+slPrvAHy/1vpvr3H8u4D91b1D/4RXpZYhOrCm9SiA+EOWmpMXCH1y/WIhHWTF2CcbhiGEK3jIHZ+GTdHwLpBzypAK1z3vuF04KKd1AsiAPqhpQbYJBsbCNgFSZOCKhvY5SIU+iQpGLHNTItTJbBP6Jswx/L/X8EuUFrejNShsOw2rQ8HN2RSKExAScsdJBYDwnrbEYvjO6Z6R4aYHmpBYoGkHr09rQpyAMQSKpJc1kwS805n7dGKWo0mVswuxaWUjhy0Ngu85jKu03xu7V7RS0AuPb4b2PqC1/sxFGx7BH123bmc1aK1/TSn1pwD8Eozv49+b2+Y10sb+DoDfBfASwCsw8spXwRhWfhrAv6K1/vAV+rFjbUgZnjD84KJQpSDLgQipqIWUJQlynPNioNci5hFJkAo369+w2Vx6TkCUYORCkIpQmp61JJyouEbExPSzhaDEwbu2qX7EzNh0WxbqJPkmqAl7Db9ETaVsug8nB7r3yUZsPwC+SmFXMlIBDL+qlqxYxcLe092Y3cyl6R38FpxYcI8FVS3QtybLU3ep/2WrLQi30Kz4JutZLIEtntetSMUclYKhxpdzc2g5KnhumzNhlYM3RdZ/PNtu7XZuCq31S6XU/wwTSbRNQqGUOgL4UgD/OoDPh/mt+SCA/wjAjwL4wwD+HQBfAuOQ/9Nr9GPHxhAhHObPOKkIsESNCv7jYsOeiEqxCASVwtbeyJIKi773ZtYDcjG0CUAMjwqWT0FqIL9k6NGSbUWIpEWRKpFKCytlNKLtM9+EXTYePwxxmprFKRfiRBEQiIFUSKFPKZXCQSIVYCSCLqPLyWfkfR5NC+BsUtM2DXQzFIVsGpMdqmmBZ88HYtEM35/j4Kk4Duljr6f+rqFSXGWwuORz7h5wx0qFRD7XVMceKX5leI95Gz5teI95I5ZuZwu4APiDSzS0KKEYYrK+FsC/DOAPAOgA/CSAH9RaU6f7zwH4OaXUTwB4x5J92HF7ZB9ykdl7qTYFUKBSxIq9FWR6Uro3gxwbk01IhQiJyAznE5w3DX1qEGRiEgv6gWilnCQw1cLfpkC9iJGQGCRVR1hWYnjOZVmqNU1fBW7An1AnGGioU8o3cQ0ykVoeUx+8zE+J7YL2CamgPglAVicA6qEQvvPNoOBcMCYIoOTicDRtHY5OsUB7AjVna73iwPEKg7jqweItfRS3xq3OfU4xwPbgJTVJfd5ZJWuTpEKj355E8d7h/e1KqYZmaFJKfRyAtwF4AeAXrtTOTaGU+vsA/AsAfmOJ9pYsbPe/APgCmPHQb8KoEf+F1vo3E7u9H+ZkdjxGUL+EUDF7FtzMfuWD3BqzeXpY53kgpMIex+2b77d98Cv6Q0PI00gWiCqRUCvMtnH1gQ/URfUihtJUr5ntpqRkTbVxM3JBDNiuL9w0nVAnaFYnuk8tmYhVvC4lEyWhT1JFbF7AjhdL5CoF9yRpW/AO8NUKHuLk7t0mStTcsMEqFVadGLKl6b4DDicvBW1zemVQJvS6A6wF27bPiVVDn2JtX3sQuhXz9BIqxUrnEfx+IH1v7OpEHbTWH1JKvQcmpes3wHh9Ld4JY1D+Ya31a4CLtnkLgLPW+kNT27kVlFL/YWTVAcA/BOBPwIRtzQ53so0uhS+EYW0/COAntdYlo4KfhiEfO54ihB+YWNanqEE7A6pSeIMk8qMS1J+gWZ9KQ6vYuXg/DB6xYr6RFKkAPGJhmsh4JyID8xozcpIgTKkqXbmvC/u6JlJkoq9QKAiBCH0PIZmYU6huKpmg20oKBFcpANlPIRKfgVSpw2n0PCAkF2b/kmt6Nm+WUBxOYxt9b4z2h6O5Z/sLVHcB2gupmD1gqQF7ZAA3d2C3mJ+rNDvQ1P7OmZF/LKi9dqntmUrhdplyffUapoV52FZvHL4ewPsAvEsp9UUAfhnA58BMiH8QwLeRbd88rP91mBSrU9u5Fb4zs/73APw5rfV/usTBliQU/4jW+lfym43QWv8SjMP8aeIOMzxlEQv/SSGXLnZNDAN+kVQAsz8j7zrY9ktIBRAQC9OEoEgAReqF245mhsqpCxHS5g36U+FhOdLHwrl4v26lVnhkwiKjTqRCnbz0sAKZqK14PZdM0H1UJMQpp1KoVg5RBOARC7uv+6zJtRCzjkltWjO2bWdoV2EYtDSmpoULe7IF7nhWuTkD4ZVngyVScZMYedKHxY9/7yrFGn2PkIod62BQFz4LwHfBhNx/MYDfgkmh+s7SJEFLtbMyviCyvIdJlvQBrfViN99ihKKWTOx4Qqj8EYl5KWZBCgWiqV0lUgFArFER77jfNl9Hj2d9FHZzuxlVYujgX/JIIBbyVDiIrwQ/VjZMSThOlChEQsuuolYwdSIgE7H0sAmI5IJleqLLx66UhSuVLFsKMZXCEhDp2rh1Dy89UmIJhtuOhYqFFcfHYzeWTNhsUFY56jrgeIR+/YUJexoK3mltMk3dUyalRUnFVkKdHgO2cM1ixGMLfROgAfQLSxRLNae1/g0AX1Ow3atAkIC6up1bQWv9N655vGukjd1xK9QMhq8BW4sCCElGTKVYOoUskCQXHqlw/RTUipy0TGZG3YBAqE8hqRWeWVsaaCdSt5aGPM02UvNUuIn2pXaSZERQUVYjFQVkgm5bok5I9SaWIBO15mtvG+96ysSA/l+qS2HboSpFCbz2H14mz8G9s9Aw1TauHdU0UKcxDM2pFJehqrbuoYmPwiMVsZnp3KQHD81ccRA3O/wpte9GB583QalKcY1r1rKhGCUOfJ2EtX1DO3YUYCcUO8owITbT1J9A+kF3BQlc9FFYUiEYs6M/6FPiU3kImGQGT4RA2f4DSBvEBQUjRQgmGan5PhHVpLZ9UbVYilTUmNQjcCSidj8W6iS2O6A2vCm3LqWoSEUeSzM6jYXwOjRtOyoRCbUi1X6MQPBaHapp0DxcDKFoG7R9P5KavoMC0H/so0DTolEN1FD0Dk1rvnvtAVANdHOQB5L8GRRLb32jQdstQp+uUqNn67hVP2Mk4s7Co/TGPB071sVOKO4JKcVBqXDAu4Q68ZgeCFJxuBypWCIjSIxUkHUiqRj6SFPfiuTCnQ9TMKSUsvTcc4gNxEtUk0B1yKesDUjD2koFayupTtB9KtQJQA51ypGJ0kxNwbLC0Kxo5XjEVQp6PNU0bsAf+3ZInozUeXASwUPG+qEt1TboHy44CsfuD0eoZ88JoTBEAv3FvB+fG1JRihuQiZuGaO21DrYNQiY8b161bngdLB3ytGPb2AnFPeBWg3p+3Fv9qCwc9uQNpqYoFTFIBI5dwypSAYShRUJdjYBkpEKjLCYpFMK1iJiqs+0nPCEp0jCJVKQKAQLJLFVBqthC2MGxVNQuRiZqMzSJfa2Aq4jdhKbsVOiTRCysWiH1M6d8cBJhl+u+R/cQzsaqtkF/NGrFATDeCoK+adHYFM2HoyEVvVEnFAD97O8Jv+8bQep5s8jAfq46sBTZ2eC1D7DlvnFYUrGlEOcdTw47odgq5pKIuQ+WOcffoKTtwp5cTvwyUhH8X0LqWlvliFwTj1TQ9hmpMKv67Ox+oGDEBvk1yBi3A2IXSWNbdqzQj+FlkBIyQM0iFal9U+pEBLE0sXS9+/9MMrEEkci1HyMAjoAIIU7JHlglo22DEDAa6mSvYd/1wTXlCk93Orh+HuDPzfav/Z6pSwFA9c9M5qfWfL81ANU9QLcn24H8RcF11Il7Mo8vhiV/Kzb4u/OUoYfX0m3u2C52QrEF1MzWbM1oTSGFXW0Y3gytRCpQYJAs+SxSpMJ0QCQVtm/BgDE2+09TzwL5bE5Bu/HtJWVEDMUqaEs+diJ1cIRUuGOXDv4TfgovdWk/zpgH/xfCnfx2+qQ6MR5iGTIxZZ8gW1Mk/ImrFHy5Z5guIDVdJINTjEjorsfl5cOwzWhs112P9vnJ9dmej+vhw0v0r33ULHvjx0Odemh9glLDZ3xuRz9FAbZEJmLbLdLHWxGaLaoVW0yVm/NOPEVCumNT2AnFY4IbuK5HOKI/XEs8NFeuR8FVCrc8ZtSuUSksYt6GKaQC8NSK4Hwig/LisLBKApEC3z57fIEk+ESqXIWoqlnBt6F9IOt0ZHktJHWihkxk10dStubaTJGKktAnnn2pBvyaSETCkInXvb+782X4v0Z3vrjj03OhZ6XbFn3fQz1/A5pX3gi0R/M9bA7A+aUJfcrgqXoHnqRaUoLuEhqmS67VU1RP9AoeivuZr3yS2AnFFjEr3GjDRuy11YvYLKk4yPcNy6nsT8UG7dysfC2pIP2TTczhoDCaIaoQUSJR4rnIeD2C/kihWTFSIRGQueCpYoEgTWyKTEhm7Jg6UUomqnwUE8gE3S7nbaj1U9T2mRIJu65/uKA7X9Cfz4ZEPFyG5R26c4fuoYPuNJpTa9LHtq1LJWth/9cDUF0H1RtFSb3yRijVQHcPxiNFQ58ELEUm6OBcanOJwftsf0WmD1cxZi8x6K5toybphlUIJFKxRt+kY+/YsWHshOIesbGwp5ofG7edtP1qtQZ6N3ilKWTdMSWPgl22RJYnOhiuIRX2+EB+QE99F/YcUK80jH2emVY28lmKRKeULGS2WyoLlBi+I4Q7ZdupSPd6LSIh7eOIQ6VJuxYSmeJkLEUm+k5Ddxp9p9G/uOCh9Wta9OcLDg8XtM8vaC8PaIbvsWpbU/+iaaCOz6C6C9D2ppo3raa9IGJtajJJkdpua3iqSk0Ran4jVlQqzL20oXEBgG7hScRdoNg2dkKxBdAHzMY9CAF5WCEv9uJVsoEiUpFKpSmCkjopBp1eK2kwnCMV9v9A/keIhUhRUlGFCJHIXZekz0NSVyRTt5DZKpdKdjEEoVCR8KdZh5DbWYNMpNqUKl7T5SXhTxTWX1FTS4OqEn5IUxeQib7rDYl4MApF32s0jcLD75+9Nk8f9wanEPXnCw59j8PpOfTrjblvHhqgOw9Zny6APi4zYTABU2f86T455SPeCBvUCuc/u7jeVNxCpYi1AZS3w5/XS0P4nb0HMrrx4cyOhbETih3TsJSRrmT/otj4knYqlYoZgw37sBcHDtS8niIVtg/07+RBSciTJRUcqdoUDDXkystKxRFLEbs2qUh5cmIqxMKY65Fw2xVkkCptjxMIulxSKyS/BN23J2pDUR95OBhTJpxJeyAT3bl3ZKI7D56LtoHqNR5+nx7HhJq15wsOz813uzl9FE3TAq+/BJoW/YvX0LRHoL+Ye+ryAHWAaNCeOuifa7COgfflZoP+tXEPfoNY2FPJ8/oezm/HjgnYCcWWUEPn1wp7WmJKYXhYKt3LD86NPEztYNbLVsS9FCUgA+/kD7wU+gTESQVbl0WqnoXrQ/qcoiQitZ+X8jVBLGw7paQihch2c8OeljJjJ4+RGYCLfYm0Efu7ph+KZXCiyyS/RMqInSIPfBtPlRDM15ZMaKtQ9NqoFQ89evRoTg10p71j6b7H8Q2voH8wbTTHA47Howl9upyBy9moFN0Jqr0AfQutD5sfnMeIzeRQpBJP2D2j5rmZug5TB/9rXNuYb2PD/oq9sN3Twk4odpRjzsN1KpYe1BGVwiKW/SmJCjIXnelMkAoAoVqRPVAvkopxtTQATxGgUkIVGseTx82RCmE7kShMrbfhzZCvl1XMHWNiwbno+gXIhLQ/JxYpb0W0rUSqXL4sRSasGmH+3ztD9uXFBXoYpVg/hzV3G4/FkFZ2yALVPj+hOR3QHk7QTWMqaV/OUIcLtO4BraEuD9AHmHoVM7EGKVnNv1DY15v4J+5hFn+qOXtprBB2vGPHFGzg27ADwDRl4Ebm7EmhALlBVSFxEAeeUwaUMVIBf1a2BkWDCT6zHiEVtr1JsdFCPQuzuqR/CRIhnR/tXyQjlUguUqSiNPTJHTehakxJRbyCf8K1F1EnSo9TQiZsStUc2qP/+A/UiYxpmy6T+pPqm2bVsa1nIkcm7HIL1TZozgqXFxf0vSUUGu1QYbs5HdCejmhOr0EPZEK/eA3q9BzKmrIBoLuYDFCFtSlWgRBGupuhZ2AuKeHP09qB+zUUoKl9uxL0bqJ4UtgJxc2wnWwMi6H24SGlUFzDcCtBIBWTUNhG0qDNSQUQqBWlUHZfoZ6F3P+MCpE7Pl1fmOq2mlR4++dJRXXYU25bmuGpEKlCdt52E4mEtKyUSEjbU3JRSiykfnAFIuwzKRQ4bE/JhO40NCEG9r1/6L3lI3pbiNsrvncCcGlf4PL8hPPzkwt90ocj9Om5yfrUnow5WzVQ/QX6Aqjj9GfClkOmpmByGFiqVlFVB26oUti+5vpwS5WC93ELasmOJ439DrwZyI/iHBa/sRSyFuLMWrWqsZAZO7UvJwSpsKclBwwpUkGPVXnNtGpCUgFUhHJNIBB0XaFiUUQqaDue0rJMethaqLa9SogUR0no0FxI5CJGLHJ9pG3x60WJBH83KWFN6BIA916K0Rxu2+lxfu0F2ucnHJ4/QzsoE/2L16AORzSn58BlqJo9EH7dX0wWqB0AFlZIHptno2QAL53zmiRpQ0MBDVMLZuk2d2wX+5Pz1tiaJMgHthtCVZG2IN4+MqCeolQIBG6R2UnbrkQsSpGrZyEet4JExJan0twKWZ6KSEUk9MnsH/FUSCpFLuypZD3pewlKKkjXeiWk5SkVoBSq9b8btk1OLMbtZYLBw5lcfyK+Cmu89tYzFaJPuDpVK3wPhzoVutfozxf05wu6lw+OWKjTa2gOJ/QPL4HXfg/Nxx2g24MJd1LKzDir5voD38cy0F56sHwrlYJPyMxRAdbq/2MjaDvuHjuhuCWWGrhvVKUQIRW2kwZqU9SJ1D5e2lFeyG5i+FO2MnbmxzAW+y8Ri1Ioky5WxX4Qef8S7aQgZqMC0scDmCciTirG7RmpAPKeio2jpuBdaj0nE1PVE76fJRicWOT6QNtJkQivLRLqxNUJuy0NFzNErRPJBIUtgtc9XByZOL/2As3pAPXsFegXxlOhH15ANQfjneg7Qyz2gdp62OK13Vp/arFVn41eYW5ym3OdOwbshOIpIkdAllQpKh52yTSZNepEDjXZnOYilRIWSBuKp5DE4XNzx5KK5MX6mWpWWB9ko7Lt5IryFZCKpJ9iitG6Bmu3H8FUMpEiEqnvVMykT9tTbZsNqZKIRMo8zv0klkzY7E06E+qUIxM201Pf9WiGVLKX117i8PyE7uWDM2jrh5fQL15DczgC7RD61Hdj1qenFvo0tzjb3DStWyMbWx2oU2y8j/1Gox12rIMn9sR8xChVKewX/BqkYs2HXY06Ie4fkoqg2N21EPg4Zlw3pQCYQb1IKoLt4z/gtQW6xErf9Bg8DGoBUjG3knbOFyHW8piINZQJqe/FRu8CsmHb52FRpd4IC0oiJPVC99pTJQAMWZt0sL/YX1Ktuz02nrm7f7igO15wfu0lmtPh/2fv7YPm6dKysOs+Pc/vfQHDikoiUhZCAmyFxFgKZbJasEJIAYkgcSm3CiJQfkQLUCJJTATU8qOixZYohdEKKouKLtPMbRUAACAASURBVGQpSYlAknJdV8XS8itblgLysTEKYshSWOy7v/eZ6XPnj/PR9zl9n9One3pmep6nr6qpmemP02dmerrPda77um+YhwMoGLQPL8CPL51KEUKdOA19Wlrgrhn5/+zWKVOvMbAvhWNqx77197G1fuzYsVHshOI540qhUvNTzGaDlTXVifw4MYymMezpGqFl52SfsumgvkgqKopDFZXUsaNK3y2mbTXMqUIqgBFhKIU+LQmJWpNAtGINMrF6ettR7Yk6cdGIRIlEpNtzul0/JhZzYS2jwxD2ZHsLezyif/mI/uUjTh946UiFMGjT4QFkDi6NbDBob23G/JLI/6tLauCscdyw7Frf+5LMU0D98+bpW59p9iXG+hFKu96xbTzPM/25Yq7icA2Dtk3TSOZoqjtxizj6NVLOXgrhd9NIRYbFJEJbL9JMUmkGskAqagP5YjXtlhoVGmaqGLdCLS3sFJk4t9hdKUVs7Tia52Gq0F0IdTqHRMiCfEO7DO2s7R9P6D25MB/y0pGKx5fABz8A0z2A7YMLdeIbGrSvADVc8eqdqBx762Sulu0uRyAYz5RY7Hg+2M/wp4QtmLPPvUFN1gQQ7a9BJFr9FEtCg7LvYs7Ne0nWKGI7DJZLpGLOMaqei0JGKu0zauqIst2sdLIKqRitS5Y1+CLybW7kpQCWk4lziYTWjjZgLxmtY+rWoilbn6CY6rfpDCws0LPaH7mdMQSj+Cz64wmdD4GyxxP4eHT1KA4vgBevAv0RdDoC3Qswp8e4eNjTjstgYfrti6BWs0KqGk+IeFSStO14gng6Z+6OOtZSGuQAFVjlQt2sTlTIROvsNJ1jxj6DrF2aTIT9WkiF2n7rMfPvQKufoRGYGqloCH0CFFIx+ghjlaJZubgCeWhJJQu0k4Kp2f+57eWYqj8xFd5UIxID8eCY2alENkxnXKW6R0Tjdmk76qhKOEL/+scj+g++BnrFVcyOKsXhFXD/CIT/SrWlHQC2MVjfCqaqVeekQtu+RDx2pWPHxrGfmfeMVll4S5kWasY2MaCrkokMc+LkWYTINO+Tf8cXDHeKx1pKKjCtVETMjh8uEKpCmttZpCIuykKfWqppL1EppsKeCgSDus59x4cXwCk9R2sDd9OZSWNxqQ1NnaiRibVVihoRmjRbT5iqR0bsCVJR+w7Ni+F8pk5XKdgOtS+cSvEIPnll4nQETq+Dugeg8x6KfbB8e6zxG2zJUB0IQ418SFKRb3fL6twzsaWhx47L4z7Oyh1jyHoOl4o1LV0NWlORzsEcMiG3vXRIygqfr1WdqJKJihlaa6dGKhZ9phZ1Jj8OZpCKUtYnYJZSsUSlSDI9mQ6Egmo2oWKEmXEDoLc2WbbUND2Z0alS40FDC6mRMAUyMUr9WlElpBrRghZiZhQVQgt3KqWYDdmf7MvX3Pl0eAC/eNWRi8MRV6uYPbfey47luBSpWNLulJIxtc0dkYodzwf7GfnUEHwUN5waaL4B2n56oHUNMnHBuhSzyUTc8QyztAw50kjFHGhEopbmdgmp0A7bSirW9FKsGPY0ZEdSvCKNoU9TvokamZhLHEqotVPL3JTvL8mEVCG0fUqQoU9AqkgASMKdamFPoU5FfzyiezzBeJUi1KWgFy4MirsXfuB2g1TS18Q5g+xbk525E1v5tac2wbL2pNna2DipYDDWDhrkPQhx09ju2bijjKmL+DXIBImKzN1hFP4x60ZTUifmkIkSMSkV7/I1DKrQbiQzwp0WkYkl/oZCetYiqQB0opCfNy1kQi7Lf4NWUqGoFCqyStklNKsUc7I93dSg3U4m5hKJKUIvi98VvU4NqkQplGkuIqkIr+U6487XoEqQUUKeegs8uM/CvQ97enwJfuVDYvgTP74EuhcgewL4YbjO3QiXUilGbW4ts9Lkfa6RGCwxZre2XcHsJBhLsHVSsY//nxW2eybuuC3WuBLMjEEukomaAbtF4VjD8zDTkL1oACBDnubcfPJtRd0JlVQU25n4jFPfo0pclisVxVSyIdVsi0qh9rOBuNxBWlmgjUycU6OiWr1eqXit9UNTJPT9xtcc6mikXkgikYc0ab6JWr8DqTAnTyZOj6569otXgWMHNgdQ/3i58CdtsHoF8rIKQbm1OtGCfLJGq8mzY8eOVbATilvhnPH6WhfEa6aYnSAokUxM1JiYRSbkdnOUBWP0ECilDW3WaVFGp4p/Ympma3S8S9wwC5+9+FnnkoqCSjFFKkrLoyIxab5266OPQtbFCH3AeYNyCRnuFD6bFgIlw50Can0oeRpaUQrBykOHyhmfxmRChjlN71e+PuSkgXseEwmThjsFYuFej89d21uQsbB970KgjkcX5nQ8gg/HWD2b+kdHLF75WcX+nY2J0JpNeii20Ke1rnMXUmYuokjcE/gCaWN3xWPTeOZn/A4V2uB/zYwnbAf/hO11MmH7WWSCbR8fKqYy+mivAwo3htVvGIJUsHhMIdlOCZ+K65YqNRUidZEMWNlvQMYkoTfJuocQ/zJ9XJr6nRv7Rl0HGAM6vHB968xkqlK36zrny2Rl7YZidPmjddt0HccHoJOJElFI9ytkdlJClgBFlfBkwnSUhDu1fN9sXcYn9goFTo9RpcDpddDpEdQfgePLdL9LDBZvkVVqyfG2QCZyXOpafIm2gU2HKe2YBhG9iYi+m4jeT0SvEdF7iegriaj5xkJED0T024nom4noHxHRIxExEf3GS/b9ktjP6puBz5sZOSdjD1BWJ6ZCnZYcUw5wiiljG0Ocsm01ArEkNSyMGQanDSgNKM5SJ/LXtWWxEfFdyNn/0uxdaeA9w4OSf/Zi1d2lKgWgKhC1atqxryL0aVKlWNkXkZAe73uQREP2vb0mRbl/U5Wp5TYtyEOLyhmSxteIGpmoGa9zMjE35a0kHcGUPagTVCSirp+DH8UeTyDvoUBQKULGp/4RZA7gw4vkv/gsMzA91c97Tf9IgUwUawTdMZ6ih4KIPg/AdwB4CeDbALwfwK8G8PUAfgWAL2hs6sMA/FH/+icA/CsAv3DVzl4ZT+vsfW5Ym0yUoJn31mgXPtSpQCZUxSEMAmpqRGn/BWErcy7wZ/sm5DHlY2p/sR3LffLlNdTM1gJN34fcT54T+WecbGdMCJMBol+vEsECmVRJpgmhMhMEdAZBNV1XHczOhWbGLm0TtmsjLKnKUFpX2s72thjmJPvbQibmwBgSJuyBRJiOquoE+xoUQ7+E+mKtM2SPVIojqH8EZSoF0H59ILbbIx9z+7O1/gP16+Pc680Nsfjc2JWOq4KIPhzANwHoAbyZmX8DM/93AH4JgL8N4C1E9NbG5l4D8DkAfgEz/3wAf+YSfb4mtv0ve+Kga0ncROmjhDnTCQv6LS+aIdwpQoQ4FcmCIBMqlDCp0fZzSMUFQ53UzE5aiFP+27X+lkske2MGMrBgMLzKTXsUQjVBKnJk6zQCsST0aU1yIFULimRmXvu5OtFeNbtMDmR7U8iJhOtDKTXsoFjIx7hv42MH4pA/AmSoU/4dtqSQTT7T48sh09PRKRT2gx9wZKJ/BJTQJwBqaGIgEDmRKC0vYTMk5Cr3qTPU+jWgedFk22vcryUBaCEDd0wYGID1qWPXemxA8HgLgI8E8A5m/nthITO/BPA1/u1vbWmImR+Z+XuY+cfX7+ZtcL9n647r4MwLqHpDzAf4M9LBck5CNFywrkQJZ6kT2utWtUdWqc4zO4W2SqFGJZRS7Zb6WwqtCr9dS+iTlkY2tjVOFxvDn/KMT/LYlcrYozSyM1PIErDo5jZVMbs1FKqEUualGsZZmRYoeQqZaKmAHfdfcMycTEh1ohSuJSGN2cYKleLkDdqnB9DpwRGJ0wFkHgHTqb/70oH/1cNcruGZWJKmVe67MnkZXbdq7ZdCn9bokyQHhX4k58Mdk4mAJxjy9On++XuVde+BUx3eRESvMPPr1+vWNnD/Z+yOdXDpf364eEqVQqSJbVERmsjEXJSIR8FsXLr5tw7Wa1mdhlAnPUxo3Jj0IYwLymmvl8Z9V2tltJCWVj+F0mbEVKXqQgXtUqXsYgXtEEoFQRoKx6XDi1iDpTYo1ipmn0seAjRfyRIisezYeQhUHvK0PpEA0jCnGmToE/c98HBwIU7GZ9fypmz7eHIk9fQIsq+67FvWOrX0dAQdXgGzdecwW1wjP97q6sS11Y4LkIOL48ahUbPJ5cbrUFwIbySiv6+tYOZfduFjf6J//kHl2Cci+lEAnwTg4wD80wv3ZXN4dmfilnCVmalzU8NO3RTygWrrTSQM0GR4U02NyPdraV+QhaSQnUwjq6kZBZIx9XsVzcmlffNQp8qgXR145zOBYtBeIw4XMZOqBCCb9Z+q4J63MUEqcpVCPXZFpVDbDOljS6iQmsSALVLDyvdrQDNjtx5jrQraOZFwbc+blFjjO6kpEVNhatxbwJM6a7xKERRT24P73pGK4yPoFR+iZE/g0yPw8OrZfY/9vIZK0fJ/v0TI4lxci4DM7ee55Ohag/6NKQL26UkUb/DPP11YH5b/7Cv0ZXPYCcWOZepEPvsdl/XlAWuYlQ6DuvwZFX8EMA6VKqFGFpagRMoKN5nJwUFmnE6N1BRfl7IpxWamMjpV+rmYVDTciJO2S4P41lCsVqVCC31KmtEzPiUqxUTY02SWKbltZ2AA2AI50epRSHQPB7UWRQuWeiM0krAUk6ltzyATmlciD3ea8k2E+h8h7Ik7Xzn78QTz4ggcjiA/2UHWx873PdA5YsEXzgq0KuE/p617UxgUrEbYWkhFd3CqQb4sx5rfa368p4/vP0eJIKL3AfiYGbt8KzN/UWvz/vnJMakW3B2hIKK3APg0OFf9fwTg30LhByeiXwTgRyvNfRszq458IvpiAF8G4N+Hc/T/QwBvY+bvOqf/TwryAtsdYuhHFcF47Qd9YTA39k7UiMUGbnIJiWrsjxIqlIYSFciEvCGJm0eTB6HSv9lhWlMoHavBT1Fto/IZqoP8oiKhLG+qnr1OmF3JR3FOCFRtvxqZWItE1Kphn5saVmKueT1Hfzzh0L2I/chVJe7sEPZ0cqQCPuwJ3QtEY+7pEcjSyF4cuXo3d59L48bhQlfBXH/F8wtHimAGVhRmY5sr4IfhUr624sfE66BAvEHbEMCHZ9s9K9zj2f41cETiZwD8CwBvbNjn/wLwncryf6xtTERvA/BVvv1vAvACwFsB/GUi+gpm/sYF/c6Pcn4Tk4doOMZSdSLsLgalTAZE1nHz2kBbhDvBxykny0tYUhl7pkoxCpOohSrJ91M37pHpOn+fkYnSjSgjF0mYFRkAtinsKeBqufRLpELrRwupqIQ+jVSKvC5F3p/Zn0XxWDRijsqRQxuIz6mene53/p152mjdlslpCVr8EyVIIhFJhA97ot6kYU/HI/hFD7L9oEzYHkTGvQZWGUjLWfTk/1j6b7YoJE9AXbgIWieBzv19Z5CJZ1nT5EZg5s84Y/cfAPDJAD4BQOLjIKIDgI8FcALwI2cc425xj4Tiv4Eb6P8QnFLx1xr2+UfM/HtbGieiN8GRiR8G8CnM/FN++dfBnUBvI6LvYub3ze/6xtBKJlpCamrba8epEYmGAZcW557UEZCkIuwjfRRrI/czaOuy14kJWyMTU7NhQl4vFovL+zHzplU1Y2uomb+1QXypTzNJxWj3QCpqxMGvy4mGJArxdU5e5LGEMXt0CABy63xArakS5ykV46rVcd0MErG0RsRU1e1zMA510rM7Uecqq9cqZcdwMyXsyT36RJ2IPor+BHSOWNDp0RW7Ay4zOz/1X62RinscnG61z3PD2xaqEuv4aLYVafMEPRTvAvCFAD4LwF/M1n0qgA8F8J7nmOEJuMM6FMz815j5nzFf7Ez9Lf75DwYy4Y/7PgB/HMArAL70QsfePmoXve4w+8aaGLLDo7Z93xdNs1Uz7QJwPvgHpj9fJAniIdf5Zy2j0ySZkO0H5DevrM3RsRUsvpGVPmfTvuM+jmtwNKhDcbFfXiKMQVWoEcorpxqWWLPOhYYWMlGrEdF0jLXjGwSWhjpNeilEHQ/uXQpZezyBH186InE6AuHRH71ycRomSVaOX589S72VQfhzCHfaOHaF4yp4J4CfBPBWIvrksJCIXgXwB/zbPyF3IKI3ENEbieijrtfN2+AeFYol+AVE9F8D+LkA/j8Af5uZ31vY9tP9s5Zn+HsAfK3f5ves0rNLXYjPze60JojqEydJUa6y8rA2YZiN0oC3NdxJqhAZ0RiRiamZx9y/4sOf8psKk5txP3vgsdZ5qoU+1ZSTKaWiRaUYNbkw9GltHwXaFItL45yK1ddATgrmhjs1kQr/vXPnjNn24QQ6PoIOD+DjQyxyZ7oHl+mJLcB0+4H0rY+/lT7cCudeVzUTt0S27up1S84Ag3Fc2e9469J2zPxviOg3wRGLdxPROwC8H8DnwqWUfSeAb8t2+3wA3wzgWwB8iVxBRP8DhrD9X+Kfv5SIfqV//TeZ+U+t/TkuhedCKD7TPyKI6N0AvpiZ/7lY9mEAPhrAzxSqF/4z//wJLQct5UpGm+/jspgr8DSGPQUfRRjIuudp1eGc9auhOLs9MVPeGgqEPISI5pGJsL5CKorb1pZBj+Gt3rhK6oFIHbwkLniVWOJ84K+kkC3WoGhuU/goZtw059ajkGlsL0E2rkkmlvS/RCZaMjkl7UwoQLa36Izv3wNgjyeYx5fghxfA6Qh+fOnJxeuAcUXumF69SsanIlr+n5ectb6Tge0Ic7+TW4WVKWTinrBhU/aZfeDvJKJPA/DVAH4tgFfhQvB/B4BvmBk981lwofsSb/KPgJ1QbASvAfj9cIbsYJL5xQB+L4BfBeCvEtEvYeYP+HV7juEaChfW2cXJcBze12pN1EJQWrY5B3MH0w1taelhRx4FjXiE1blJUKn7ERUJYc5O2r/yTUk1ml5IpTjH8JwTDOq61EeRpJrNjmNMs4+ipkjk7Z6TOlaiFO60JpmoEQXT0aJjtSgTwT9xDoJJe0gl68zZ9piqFPbxJczhAebhlUGlwHrXn4sMGC/xn2+9/t3ZAPheoKkUFLKP7bgKmPlvAficxm3fDuDthXVvXq1TG8CTJhTM/K8B/O5s8XuI6D8D8DcB/HIAvxHAH5vbdOPx1VzJXrn4pTOPef/Ib27RN1GYKc5nhNeqji0xl5DMVSY8qmQi8540V+POFIGSfD4Ke5qhUqhYMDM5arsSalQs4rfGDXNKpZDFDyf2P78rQ/rYfPZ+9L6BLLVUxw5oHeDnfToXrSpFjUxoxexqBuxhv/F/na11321vYYGxOVuoFOS9FIlKcSvfzZz/4Jqk4g5ViYuECF158N5MNrcwhS/wBE3ZOyq4v6vDCmDmEwYZ6VPFqqkcw1MKxvOGDN3R1gXkN2GfTaVee6KBdFwCwYtSMlhXwJ40NJMJubxgeGYy+g1SXabEeGd+Dq3P8rm27VwUb+zyO65tW/osFdCDz8JTC3lpNUSvNHgMWYjUdcZMDtyn1ssMT+dUtM4H/mGQnb9fOwxrLpmQ62SGp1ZDdrJMmLPZWmfQPj4Cp0fw8RH28SX49Q+C7AlkT+76c+3CYkv+j3dIBK6KMMOfT9ho39vaZGJBVihJMKI6sQ/ed9wYT1qhmMD/658/LCxg5g8Q0b8E8NFE9FGKj+Lj/fMPrtKDe7/I56E2SUhOYaCffeaRP0IjCEsGcjOz5sSBZ9PG5bCk2vajAX6NTGhtaN+3MvtYNGLn21aUisnPUtl/qu3JKtpLkIc91ZSEBSpDUSEwXXM9ikAi5hqxpY/iXLSQiUtWuQbqn7fVgB3Sxa4JVaUwY5WCH186laJ7AepOAD9sLFnnQkx5QbZwv2r1q5wTllUrIHiDsKJ4vcxCXpPQJ+bNhTwxgH5lkvMk/mdPGBu4QtwM/7F//pFs+bv882cp+3x2ts12Ufsj32gm416yU4xIz5LZ+kRhIKi1JmpkIu5D4zbzfsnnwmzX6opDrqSc2/ZSlWIOFJIp08gWU8oqy8mY0XI6vIgKQ5gpD6+NEm7jmh76NK6zYNA9HEbLniqmlZn5BGLp9xXVF0WlgLVOpegfQf2jTyd7Sme5LzW4u/Q1dGOD0sXIZvBHg/L89Y4dO87G0707ASCiX05Eo6lnIvp0uAJ5APDns9V/0j9/NRF9hNjnFwH4MgCvw6UA2z5uKYEmIU43PM2aBoylUJxyiE0xNGkU3jQMlGO4khz0a4PxPOXv6H2FVIw+QyG15dR+tf5NbSeXKct5xrkxSSrmhD1JTKlexriY+3w7oyxbgDzsSSMT9w5JAExHWehS+tk1ZaIU6pTsO9OQnRO0gCSUyytRtu+HkC5rYwVtPj0OXorT0RGL40ul0ZWJxaXJRCnEZ0uY07/8u59LJq75XSwshhexpTTxApbXfezYNu4u5ImIfg2AX+Pf/nz//J8Q0dv9659k5v/Wv/7DAD7Jp4j9F37ZL8ZQa+Jrmfn7ZPvM/H1E9EfgUoC9l4jeCeAFgF8H4OcA+IrVqmRfI93gFUmFSxmbDfZC6EuoRUFuIHXta0NCJqrx9PkAcjzwLg7iSxd1yjwTYV+pWJTIhGxb/pa1cKPaNqVlQHm51u6c4yrt68brhoxPNcwJexrtK8KvtP1CaFMhRIu6rmqaps5Usz0l2xbCq9Qq3WIZdQTuOTF73xqhTwEy41OJNOWhTBqZMAlZmVA2FkxohJoU8fn0CDo9gE8PwPEIPhyBD34A5vAAnDrAHIDjS/DDq0pjC6/z8n9w7n1iDWJzq/S452AqpOlWWHqNE9i64u/Sxq4c8rSTik3j7ggFXPGPL86WfZx/AMD/DSAQij8HV1TkU+DClR4A/ASAbwfwjcz8N7QDMPNXEdF7AXw5gN8MNw74BwC+jpm/a72P8swgL6L+Jk9dB57yNNq+aVZ4lMWlUh2ZlJlmOfAohQilykSZQEhMkom4Xxb2UxpwZxj5V7oDuD/pRe5qHopzb1D5AKg1U5PmpRDbTmZ9arg5xyJ3M30bMX1siWCE97avpo8tegaMJxqFbE+ATx+Lsd9oS8ShhhqpyNFCJtbrl96erElhjUsh68zaPcgnj+CTTyf7+BJkDuD+cfhfHxRF7JzB+KUGjkv6NGefFQbNq2NL/cm/n6kidy3t7dhxQ9wdoWDm3wtXR6Jl2z8N4E8vPM63wFU23DETzhTcZ+/F4LClDZ/OcRHmZPQxxoXESHKhqQW5zyH3NmQYzR5lnolkmxI5KRELub7BZD1aN/dGX7hRLUrvWiIKYaDfQppqOEelgCOatSraUV07I7tYQlwnCEHJwNycftVQsQ7FNVEjFWXjtU4mYnG7GeFOcrKhRkzymhQx69PjCeaFBfvUsfTwwr1+3RW8I3OIhIKzNNBD4wsG8GsMEmuz9PeoOizFuWTiGmTkXFKxMexpY58XnsmVZMfVkQ+Q5UB+Qm2YVZxsoq3mUKdhh7Qvo7AmJaRLbDtK69odymRCi1me9Azog6h6ZqYz4msL/VPTy2r7Tnwe3SMxNmhP9m3JoKiiYM32TlTWtZqzW30U9+qvyE3VuU+itu0tEPwTIYUsnx5jems+Psb3HHwUp8eyn2JLqHkLWvff2kx/DVvu73MhczueBe5OodhxP4ieijgzTkjMEyuatUvhTtqxtHCn0T7aRV8qF6UBtWauK5GJuL5hAD36Hnm8fGo/iJn+sDw/5oIQqKZQqiZ1oR6O1KxSxMOmKsVZYU8i3Eh6gGLYk+1jeFQe9tSSIrXmjWha3qhYLK1avRZypUJbn75Pz8GcgAT/RAsBKRmypxBUihD2hNPRhbxlKgXMAbAnUG/Kfopr45ID6RZ/x6XDnuS1dU2/xDUH+muHPm0ELm3s+m3u2C52erzj8lAG57PqPpSgkoKMOJSW+eVaPyJJ0DwVGpkIKkTukZDEQaoXE2SiqXjdlOrQHerqSgkl5URA69vksSrv56gUTZ9paRam4OspqVorZHgKKkUtnE9TILqHg1rpGUhDqLYwsw9Azdw0rKMsnIlGy0IbEknWJyXcSRa1Wxsh7IkfX6YqRfRUHF2xu5NPIWv7bc2K3wr7dzCN1u9o4rq8Y8etsSsUO5ZDmxUi4wbWbAEaMvZIH0UkFaYDh3z+Np0BThCJQWFA1WXEoTAgrNUZiMfUBqyKp6Ka/lVZptaZqG0nXk/Oyiffcdi5YaZ/JS/FqN2JflZxTrE7pf1JlSJ6Lrx3Qsv2ZNz3OiouF0KmIGbOsm3yQfGkOTvbJuxf2q9kzD7HsN2qdpT2Lb0fF/QrF62TGBm1PZmYo06UMOXTin1+8EqFteCjM2TDOrWCDw+AX0ZkANs5UnF6TFWKaw8GZxadvEssuY5NoeR/WQstfRYqhXYfkJNZ3J/8dd9OTzRdFXwBD8WuUWwZO929B+QFzraEwkDazcRTOiOv+SjCrO/Cmd8SmcgLltHoeBUzNjD0PV+XqweZCqHN8BfJRGm7DKsUpbvF+TPHAzFju0lfC1ANaYuq1MQ5k7cT61KYssLgtjGxyF0JQaWozuRPDHabPRcmDxOaPhfm+DRiIb/JwnTl7bR1o1oUhlRl4hoINSns48nVpDgd3aPvo1GbT0c3SOz7QaVQMn5dBStOFOy4AFp+nyx8duTRO7d2xY4dK2M/I2+JphCUjRIJifA58jjQoFKEbUI9itKgr5D/Xz6rYR+lgaExWfhKJWTErxuHJClVrMPnUyTo5lClBiIxiUJGpIsgD/MKy6ZS02rtKOurdSkUVI8TjpFnfNKgKRUAYC2KGZ8UZcLVqNAzP2kD6KriMLFNIBpLVYRW1DJMrdF2CSVFIt3mPHWihYzlmeZCTQr7+BLGGKdSnB6Bhwf322sqBREYK4R3zsFW1Idr9aN0nCXHv7Q6MReBNOSeippXbyPY61A8P+yEYsu4BzIhQc6sSsAQgkODvCvDnoKxlUwHyFz/klQsIBOjD9nsggAAIABJREFU5fF9qmSM1Anf/2R/hQjEUCdBJpri+htCnJJ1cwfqNchB/JLwgNqNaqq9Jesn6lIsOU4x9EkeLzn3ZoQ+xX6nRCOYs6sF77LztFw4z6CDXo8i+XxAU4G7VnP2NTNKzSESwHmhTnPB1rrrlKycfTq6mhPHo/ut/TIyHdAfAHNy5+XpUa9NcZmOtm0XJ3i2NQi9KVq+izCwv7Y6MHG8s+4PF8SeNvZ5YScUW8W9kYkcwkuRZ3uKsf7GxIfMlqMpCQmZKJEFeIKSm2sVc/awvVcnkrClbPDvHzmZaApFmksk5PsLxkAv9lHIPhT6s1rWJwC1jFbV42QqRYIJUhHVhnBeZkQ3FrsDsuJ29c808gbAhdJU95lQI2IF7ql6FjeoR9ESWqVhikicg5awrCnY4wnUvUT34BWKw4NLIRuuZYcHkD0BJ6/G9pXaFGtizYmCc7HBwe3Z2GrmpSeSFWrH/WMnFFvEvZMJgUgmwsMYnTTkpCIun6gjUaglUCITQ/z8mLSMDNE5adCghTPVtkEDmZDLawPoyrZN+0zsm/dtsubEmYbs1WfZGkKfVFIBJOFOU8XuhsOZkTlbppBtKWIHIJqzp/bRQpLmGKovmUJ2CZkYez30801TJq6hpNi+RydM8tz37lzwhe5gvXJhrTuPmRFrIPQnwNzwdtuS4vU5o/S9lK5H/amsGlw7bGqjZGJPG/v8sBOKLYL5aZAKqVLAz+ayjQSDXvmQIXQgn/0VpCMYXSOK5EFRJmSWp4xMJOpEVChIDXdS1Qm5j/zMBSxO41odqM/wUcz1XJwx+Dg741Np4D5XDRntPq6gPSIVgO6n8MsT8guoRHg4j8cZm5KPiTbykHwGr9a11K6QYU+aShEG/msRi0sRiVp401IyEdSfOfuHStoAwI8v3W9xeHDnz+EB5NPIRiLBgVxY8CVDjFomDS6Fe1cj5oQ6tUD7nVdQlVX4fm0x3GnH88NOKHZcBjLE6fACdHp0ZMIcgM6C+QA6WOCVV926cL0WcetJBictA0/ARIiTpkqMQp1CnyEG/lJZEe+HKtfTRGLSpA2AFfJIcuCv3YxaFIGSFL6kvRYsVSnOJE1zQ58SUgHE8CcAQ0rZsLxEKjSEcCm5jc/4NOWliF1XVAqJDgf0x9NonzzsqVRArhT6tAaxqJGJqexMc9SIdL2YMDizUGb87oPhu9Ae9xZsrEsl2/cDichTyBobJ1PuftD9HHHOb3ZFUrFlMrF7KJ4XdkJxL7ijP6Y2O81khgEZW3+zPbhBmDcsBlKRDCEEmSgVHBtlcpoiEmGZIAohzW1UJ+QyoEnengwJyqARCbmOFvzm0Z/SQBjmzu4v6sslbnYtn0XbXiMVgK5WTJEKoK5SBHKRV9hWQpSWqBRy/6mwpzk1KZYSC41MtKR4natGpNvNJxBSYTgXbC1ImrN9FW06vBjCnqwdztVLhR1teEC5I8Oa19iNhjrteL7YCcVWIcOe7ohMjBBunt1BZIA6gDsXY0yHB+AVX/zJ2nGMpCQTNRIRXwsyIUOb8m1HZEJRJzwGRSJTJzSPRcNgoUYk8u0oMyQvGaQn+1w61ewsw/WFwgBqbddIBaCYtSuZn4CxKVuqFGI9HV6AT4+The6SOgyoqBRh/4awpxwtBu05xGIOmZirRFwzyxQwVidKx2drh98u1Jvwxe749Aiyr/qQJx6ed2wPa4c7SZRC3ErXppovo9Cn5F6wMWLJDNg9beyzwk4obompmNp7//fkoSeeVIDZXQg7C9iDIxWAvzEj8VA01ZSY8knk2+dkIm8nD3nyF/kimTiDRJR+4sglW5SKQBLyG9XcsCe5/JxZVBnuNlMFKRKmnAgtVSmAlDyELEqZWhFJRS3z0+gQphoSRYcX4MeX4+VCpWgJi1LbnhH25PralvVJkoWcXJRCnOZkabqVwTo/1mIfxUlUXRfmbH79pbuuCS9FMmBs/X9N3iO2NYh8Mljre20lFXNIS04m9nNgx0awE4od66I2YAwDXHYeCheG0oM66wZpfoavSCYqtSYmiUTJKyGM1WMlgoqkYVQAD+3KAzDNFc/25Tf6JPSCcusO6BaHPlUyKgGYVjim1mdqBQCotSpKpCIcRryuqRTICqUFtKgU5xa508Ke5qaSbaqw3UgmciJxDolo9U70xxO6h+lbXq5OFFUKX+iOrB3Sxwpz9pDtaXhwIBUt/zE5YLykqXoruHUmKu16kQ30yavEF8OUSnFnZOJCSeR2bBQ7odhxESR1DiTIgA9wRkYyrlgUH0BAzPoEwA/MQvhBN8rYBAgSAeiGa388eWzZP0kmVHVC9jlTJ4Z20oFRjFCi8bK5CKQiqhSaAtF4Q5k1qF9jADM3nKlley1cK9tv0qANpMcRaoXbpFAALycVEkK1KKkUIeuTplLkRmxNpcgHtbUid+l+ZZXCfd716lO0kAlJJEoD9RpBkN+Ntl1JCeG+1wtjNuzbjDAZYnt3jrz+QadShCJ39uBOx/40qJ9qZ5X/wXMhFddE4d6wdWzZhC3B4NVN2bwnjt00dkJxS9zRRWx1mC6qFCEbSvRTyDoVEyZrYDqsKWBUiC6M+o1R1YmoqEjiIciFJBP5dbPlOlq62JoJaWKKHKxihr7WAGYNH8UcUhHex42zMCggJgUIxEAlFYBqxAagqhRJStnG6thLYDpTNHiXzNlrkIpzyUSrynBuJqelqGZ8kmFP3qiN+OhdkTvbAfbkJgcAl0J2fJDNzzhfHLe6J5aud1nI6EXViXC8EnYT9o6NYycUO64PPyiPBe+McSqFJxUu9MkpFJJEjG7qGoEQr6uVrIUqoZqu5XKl/UAmJCeQBKFEClpmbCzzaP+lWZ8CZqkT8rX43BeX+8NhJSHIw54aTeXN3o3884hsULJQ3SSpCK/z/fL1GKsU8rwOKoWEXDYyYWez7px4KIyP9x9UikuSiqTPjWSiNFDP92/JUiX3Was2RUs7HEmEI42u4J1LJ8uno1NYg0pBxv2gWujTTibWb68Wfpvjmt9/fqxGIlH1iG0Q/b37QHfMwk4odtwOYsafyIKNJxWvfEiafjOrQ1GTqlXPQz64l0Qi6U+qRIQbvlQskmra/lqpkYS1pN5mL0XLQHvJDXOLoRYNoU9AgVTkKPlHwqmAwVeRZH8K68RzIBvDfuVwJDmQzkkAKmFMcj+tJkUL1iYVU4XpWslELeRoTurbS8F0odBm5f+Qhz2FmhRBpQjXO3ty50yrn6KEplBBJdTvOWPu911KbHENTB13a9fmHc8aO6G4FZ5AIeyzEMzZnkQw4GbgzQFkevc+90KUwpfC+vhaJxCjfYs+ibwSdqpYMJFLiZcNauW7lp+3tr2mUsS+nFVwqTJgLLW7RVKhoYVUaPvkCJ+XpW8iIxVhJhuCVJg+DYNSUsvmKoWWRtZ0napS9M21JEz0YmgqRdzmAkrFXDIx5VuQNTXCtjZ7r+1zDnJ1oiXMik+PoAeRVEKEPSU1KegEIjNc9+aYtBd9mDv4394jWtO7nqOEKIbwe8KeNvb5YScUW8TUrOodQxZeC8pEJAvBuNp5X4UY0BdTtLaSh2QfnVAkvookVSxVfwftGjf3uhdrdGjrzs34pDbqzrG5Ru0Y9nQJkiEIQTXsCSgrMgtIRX6OjL5qg8RXkSsVw3ae/PZ9OdNTWA83UB2HMI0L1cl1sc9+m+5hqEmRrxvvXzdox+2E4jBFLuS2a5AJjQxohfqK/blQyllTMHSHfiWKk7XuN7aiinZ/dJMlGK6B0U/RSipqKUjz7bTlz9GjUfNPzcEtVQrcH5nY8TzxtEarTwH5heOOLyT5QK00uB9m/t3gnc0BMD7cyBzce/JqBZF7dJ17GOM8GN3BPXw7yX7yIZf54+eEhbN1se+ZOsFIiYPl4bHo+xq1V25oTg2MZwflO9HORSajnpOj7zacexhUM1c40QzpjUWdFOpCVjIlXC+uN6DDC5AxoM4/RPy+6bpk3egjFpanX0M60+5elwmA3kYbk11KJuJnn/g8axMF7m1anK5wvNaMU66tPiWIPuyJj4/eZ3ESJm33GuzVi/603rU+U3N3eGzhO1mgTmy5eN0Uel73sRUQ0ZuI6LuJ6P1E9BoRvZeIvpKI6qnk0jY+noh+JxG9i4j+HyJ6JKKfIKL/jYh+1SX7fynsCsWOq0ANUeoOLn+76UQVbQswi0FdlokpbyNH7aYxNXgMdSekd0LsF8iERIk8yOW1MVnYrmXcdq4xuxmlGU5NpWjAIkN4jjkqBTD0Pcv+VN1WdiWsSvqAxKwtlYqoQEiVItm3U1WKcVd0hYKMmRX21IoWb0IpDKpENuaQieIxlVCwmnoz1V5Afzyhw2EWQZHqxOR+wkMBPAyhT0AkD2wtQP41GwB2nlKxYx5K16rS8tJ1aK5KcYnfsaaUk0FZ574+GMBxxQx2oc1bg4g+D8B3AHgJ4NsAvB/Arwbw9QB+BYAvaGzq9wP4dQD+CYDv9u18IoDPBfC5RPTbmfkb1u39ZbETiq1hLYn2lshCV4rbAODDC6A/pYMtOqUZhbQZt4nvpSkbUe67EGRChkDlReyCOpGPsdgPbimLT9LIRU3FqIU/XQzXyn3fqMCtJvHXiE81fM6fn6EvYdtwSoZ1GamAsTFsr5jpyfZJXQqchvApWYXZDTUV03aGUJNCwnEfG8Oq5GC8NfRJ4lxvRYsPYYpgyO9mCVpqUczB6DPFGjrCRyHf48F3hD2ZsP4/dmafLulxeiphUq3fT8tnbfVPLEVLVieBa2Te2+FARB8O4JsA9ADezMx/zy//WgDvAvAWInorM7+jobnvBfCHmfkfZsf4NAD/J4CvI6L/lZl/fNUPcUHshGKLeCoXcQWjrDskBm40pJNlMUteTf+6uCPZkF2EXmlhT3mokxxbcW7OLhALoK5oNEaXXPb80Ab88jvPVYpboyW7Va5W5ESy1i6ZsVohzdoQpEJW0ZYGbWDSrA0MA2rNV6EtXwvnZlAyhZAqbfCvqROtJGFKodC2Pwc5YWhqzxOHxEcBV0GbDg/Df9cSYFZQKcI53UIqnug9ZTGWhBefSyZWvnZv4hpcADOjX92UfXON4i0APhLAnw1kAgCY+SURfQ2AvwrgtwKYJBTM/PbC8r9ORO8G8JkA3gSnhtwFdkKxZWz4YjGJORfO4JdgCzo9prJmGPBd+LsYhTpJdQJIyETcZ+LiViMWd4VSCFQDqvG/hXUXMyCWFInS7HkcwLtzOSYUAGJ/k/Ana5OMUICiTsjQp1Cd26sUgTDkdSl6sXxO2FMgCppKsQRrZYBqJRMjo7PYfupzXMqcXWpb9sf5JdL0seRJBkkSERQKtkic/66R7Vz/722C64zr1UWghF8WMUOd2DKZeML4dP/8vcq69wB4DcCbiOgVZn79jOMc/fNdVTPcCcVW8QQvFqULZBjAE1vwAS4ESs6AL5kVmpuRQyETUp2QTCIfU+Xvc6WBmZtIhaZShPSxWqYnNXvRFW/+4dg3v7E1Frsb7QMkZEJ+DmI7+DaIkIRAhY28pyIiVmyfVidGBfLy0CehRuS+Cs1f4JaXi9yNPv6CsCfXl/mkohTupJrNS9uG2jETxOJSRKKpwJ2vmE0m+CfS9LHDho5EUH+K/2EGAM6yPk0e8ML/81wZvgdSsbSPa3+2a0yA3QHWVig83khEf19bwcy/7BIHFPhE//yDyrFPRPSjAD4JwMcB+KdLDkBEHwPgM+DIyXsW9vMm2AnFjsuh4SaUqAHsiYUIM0myLIVFtXoJAYcX5XVaP+Wz7Bughjox8yxDtqZW1BSMm/ooJkzZ+expKfypOsN2y8wlGZmoZXqKq6xNQqAkqchDn0gkGeCwL5ASCF9rBWG7PMzJpAPmWtgTdaZY5C4PZyqpFHPDnjRDdi3cKVcn8vUtHouwXUK2zvJUpN+thjxdbHNtihD6lKePtQaQx2ML2BPIHPz1zy+fCn2a63lawyO1dVIxFa65dTSqE8n16tJ+jh053uCff7qwPiz/2UsaJ6JXAHwrgFcA/PfM/FNL2rkV9rPxllgys/qEwGR8KtgwoAfANB7gZQNuhr/Jy++ucPOg0uC41J+KOiHJhLo/xiQgVx20faWCMeWlUDM9nXujrxG02gClheRpx6hsW2xnqX+gpAzlZEL7nIIokUETqXDvu5QkBF+F/Cx56JNPIxtUCjnYXRr2lBixlZoXS9GaSjYcV/antn60TgzmWWTFytWKS2M2abE92HaAD4ELcAURuyTsSSPjVX/SWoPkLRODa+OO1IlJMrGh6FrG+gqFb+37z1EiiOh9AD5mxi7fysxf1Nq8f579wX3K2T8Hlynq2wC8bW4bt8ZOKO4J9zbjUkGxKnXIy47s4qnEoabx+aM4o7SNlpuGIBMl70QgBJb1K4aWbnSW4fqKUAfvJZ+D/B7nnoONPoqzyMQcn0qNTFSIRSQVrhGVVEAzaIemkakTIVwqTymLcUhPSbGQy4aPkG5brIq9MOxJoqU43bhGRf380TIxaeSihSS1Kh8taDNlW1cfB0hSyAYfRQsmw1nWGAC3TEJoCRl2LMOS7y77/u8lzOkO8MNwKV9b8WPidVAg3qBtCODDs+2a4MnEn4dLOfvtAL6IN+BAn4udUNwL5mTzuBcIw7UFubfUDQoEBhEieAlCikUnHHTpbH2RbNi4X1URkmTCqxPWDqFOU2RC4iYhS61oIRLaei0ECqifj9cgE3NQIhNavHgeAhc2E76K9HfuY9G7aNBGpl7IKto1g3ZOHMIgutOrawND+lgu1LiQ268R9nQuxlmU1kvpqrU/Wr8wXGpKdeG+H3wUEtYOYU9JtiflIEvrUZTuDxqBmJtJ6hZ4Cve7mT638b1L+fx3EOrEfAGFYoXmmPkzztj9BwB8MoBPAJD4OIjoAOBj4YzUP9LaoN/vL8CRib8A4Nczc/0ivlFs/6zccb8zQw39ZjFwl6P08FKGGcXQdz8KCwM541fESsWyMJ64ILt6AoW+ZUpJSBObp4idc328qQ/iEtsXPBSqijF1nJbjXptM1JQK/5mrpEIShFClGimpiPUpgkE7Vyly07ENKkMXa1KsGfa0hkpRPLYyoNerfs8jEtR106TpwmSlCbIeReO5HLPNbQVL7z1b91tsHRzCK4UvqRYKt1FcyJR9S7wLwBcC+CwAfzFb96kAPhTAe1ozPBHRCzhF4vMA/FkAX8p8v3+c+zo7nyKWpBS90/OtdDEMA/eexcMyjr3LY32yjKMFTpZHy9327B5+vQXBghwpMB3Y+zTYHDyB8a/NUMROqhKy5sTQx8GELclO/ijhnOuqvYDyWQt3Ih921myqlssWkAn1OBciE8NBdTIRzw/xgCCa8VwxCvkIniAA9PDCbWM6R3RjBqjw3MXnZPAbvBSxaVNMs0qdqc6yXzJ16lyUTNilgX73cBg9lh97OMbSdnQiVFEqbA+2rio29y7kCbYHH316YPn/0s7/Oxs4qjj3M8yd7HiKYH66n+0+8U4APwngrUT0yWEhEb0K4A/4t39C7kBEbyCiNxLRR2XLXwHwl+DIxJ/GnZMJYFcoto8lhtm5CKTmmiF7YqBmRQGcIFRYTxTybhEBHRF670sgZvTwr/3nCI4H8vsZIrAIqZJhUixm3AORcP1IQ500MqFhZMLGhkKfSr9vo/wuv6u439x47xuTCdWXI8hEslx4efLfMFEqvCIWtklqUwQ/BTBkf/IqReKlkHUrrNU9E4WwJ0lIZNVsuU1rTYprhz3lqA34w7r+eIoqhaq6JCFJdWVirsdiIEKV/az/fVvurqOL28JQp6TNGWFPl8CE9202nkLYUwu6w5DpKRCJO/7cT7GwHTP/GyL6TXDE4t1E9A4A7wfwuXApZd8JZ6iW+HwA3wzgWwB8iVj+JwF8DhxB+ZcAfreS8fHdzPzudT/F5bATinvGFi44o+IIYeTdFu5kQej9gF0SiTCmYWbIlgyAngKBcOQC8AN95pAoyneNYMi1R36jhFzEz9AlXc/JROwvwnr33DPH40vc2oSdD9JJKgcT2ZaaisrlpALQz8OtkglNcYid0l9HYig+e0IqQugT27HJWsnoFLwUScanGP7kVAp+fJmYs9cIe9LXp2FPa5IKo8zil9SJVvWge9BT5Mq2tfYvhSK5EKbsaMy2Xeqj2PG8kYWOJtdqv8wXvNnPl42Amb+TiD4NwFcD+LUAXgXwQwB+B4BvmGGm/lj//PMA/O7Kdu9e2NWrYycUW8ZVZpOuO/KNxdi8Adoyg/0A/mg5GrksoFanJrjBekh5L8kF4AjGMPjjSXIhEUKLNN+ERibkczi23GdcpG4e0ThL3Qg3JqXAn1q9uuFcS2J452SAOYdITJnoayiRibi/plaU2jRNpCK245dFlSLsa+ykSgGZxUgoFFOvNZxbHfsaWB6G1KnpZMO68n7tAzMZVtaiTvDpMQlZA1D3UXBIIbvyb7SFySaJuerIfUd+pNBM2Zf6bTZmWXiCHgoAADP/LTh1oWXbtwN4u7L8zat2agPYCcWWcW1j21RdjJabVMzcVL6hMzpw9wInRuKPCOoE80AuAMDCve6IfHYn9oNzAvl1MdyJeKRcBOtsL7ZLyEXsV0okWCgnwJhM5CgpFpsKe9IgvBMAyoN7Y+qkotCuxIhMLCEScpsGQqyasGWYU04mVEN2ZsAWykwkFX0/hD6xHYc+AYDpJ1UK6roh1awwZ8uaFDLsKR/gnhv2JLetQUsZuxaqg/beJipFiwE7Jy2tpIJ7O8unopKJrMCdrEeRHozdBEDexlLcilTUMsK17j8XWzGBt3zfFVU3TrjVsCXT/o4dAvuZeWvcS6rh1ot1nmpTmQVmItVsbeFmNHoeCIYkFVaoEQYEIkZHEB4KRHIRiEXPY9XCEBBKTknFIA9xkmFYASUycQlclIQsSdNqrU4qgEm1olmVWOv7LcXGyzCm1sFWNlhJPBUy+xOJ0Ccy44J3gDdo24E42OADGLI9yRSy/PjS75dla/LEACupD2tne2r1JmjqxHSdCjOQCiBVKSbCqJYY1adIRRGBTFgbK2XHsKfQH3bGbZjBqM1rEgEtPPEaWHqsNfu4BYVmSrktel364XUotDoFRY2+JRgXK2y3Y6PYCcXWMTXzsvYs1JnVu3MCkRudATdoP/aMR+u8EkGVCN6JoycbeXYjFr4JJu+X4EG1IHZkRaoWhoDeqxOdf28ZkVgE1SInEkCdTISX+QS5VCmu5qVovQnnmZtEvG6Td0JglMKwsP/FicSESjE71Kn2X/IqRTFNrjHepC3b8eQgK3gnlYkk3ClRK1JzthbqZDoTfRU13DL0aU6q2NaBe/pdTCsS2jHOLXrX0tdIJvCQhj0FH4U5IBhwI5noT+uYs4dOrNPOpXFuP2+tUiz5vYqkwl9r5KZk7kqd2Godih2Xw/2cnc8Zt75QStQITBYbGpQIaXAOs/5Hyzj1qSoRCMXJMn7m8ZRMvnYGeDAGDx2tSyyA0VWqFuKUX9BKxKKEmxm2CwUAASXUqXTVJooqRdivNMvfXKhubuapcwZZJXUiIxP5Z6JwzudhTtl/IfII7/vJa1OEgnewvcv4ZHpPHES4U6JWpIbmlrCnuVWzt+SxaBmg5/3NDdotROISmCQn/jdlEfZEh4f0PGcLMLv/1ZqhT/eAte5vW7pXXhMbUyd2PE/shOIp4NIqRcsFWmTLiXUcAlGwwcAs1IiMRFikZOK1Y3pMY4EjMR4srUIsoIQ8BWiqxNTMSGM4/22g/X6l37TqoWGVVExijk9iqj01Pjv78ksF7LTXE2QiLBvIg/XH00mF9FvEvobQJ69OkOl8mIuiUmTmbFk5uyXsqbVqdkuRu0ukkJ2jCpQIQCAVMvSptZ05BuslfSuBrXW/pyeMFEKhOgzqhNsQYPLXsht5IJ4CLvG9zQ0dC9uFwX5JXaiqFLjrc+CpmrJ36NgJxb3gUjMvK42Ek8Jw7MKbeoU4MA/vpQnbckomXp4sLHPMxNQR8NAZ144BjjZVLKJhWxCLzrh+GJDzX7AregdG9FhAcSrkPol83CuvkUnNCf9VlszZcv+cyLhK4OszktGAP5sRnTRi51BIhYpae0uIhLbtnBttzTuRkwl54/eDgcQsGc06Ganwik3I+pTWrxBEwXRVczai6tAlCkQt7KklfeyaWNuQXS0SV9g+/z7WaLfluKNlLepEIIu2S0Of5P8vmLSZ3WXpuagUa9/X5lwXlngDtXtxq8ehNWRJ8W3dU7jTjueJ/Qy9JeYGBC4hFS2DL41USJVi6riZMhGrVrMLbZJEIhANFqQivA5k4rVjj5cnd7yQHtb4YnYduXuysYjE4pWugzWMztCgUBADVlcr3DwzudCRis1L/jytheyKbUGjLivCdzbmMVdSxk6GIU3VEIkzdIJUBIRB1ZpqxBLMUSdaEG7i4bsM/4USqUD4rW26zoc+4eEF+PWXVXN2yA4VCIesSRHCnpApD3KgWxpgJ76LDYQ9LTFkA4O6IknF5D6SWIyyQi0nGkmqWm3wH0hjeC2Xe2+FUye6QamI59j9zkzfDRrvbbP3m4s86cMTCNtidl7ItdvcsV3shGILmDPjqsmua9x4SqQirstndQc5lsmATReVCesVh0AWQnG6UFNilCK2Z7x27PF678jEa8cex95lcLJGhiZZ/9565cICMHgdPR44DCSBzg3nAIS0sMEzMVYrpr65c6+HJcLRQkSmSEhVfUiWsxKrXfAytCYAyM+XVm/ExDFqN9LmrEwXwuhGn5OKuKEtG7RN59e1mbPzmhTh2XTdyEcRu5WFPcVuKf6KfN8cknxcKk1ssxHbpKRgKvWt1n5aq2J4fckUuAASYhFCnuJyMoN3Ivw3K2m3d6yMpYrDXMxVGIoZoJTzXVbZ3rHjRtgJxa2xdCZiTr7r8Hpqn1L4k7psmAmWZIKBWKguKBDWN81AzOLUe+Xi9d6Rh5cnG0k0v2rLAAAgAElEQVTFsWccrYUlgvHj0o4YgPGZn4wYjFtYHsjFg78PRyKBwTNRIhVzEWZJQoiSRg6mwp7CfsCFTdpTg3drR9tqg3q19oQkDZJ8zujHnJm4mgl8Ns6ZAU4M2kpWtEgwxipFLHZXMGfHcKegVmQ1KWSYz5L0sXOrZgPnD7aliiAzV82Bto8kFeE4o20ayETtGItQaYf7HnR4cH6aUI/C+yjgVQqlY37n+5+1XoRrTCRkSRe2hOZr3sZCotz9fmWFYtXWdqyNbZ2BzwkMZZZ4RZm7ZMRdSioCZLx55pkIF5BcnZDKxdEyHk8cicTRMo6980x88NjH9z0DlhjGj7atVyRShcL1xfqP1PtqxYaAh47Qg6OXIrx2Hy0lFaOPGIriTcirmu/h6ubshbP9aRvD5yztE5YXwzFG6a9W6NcU1vq/zGgnMWhLUoE2lSJmcdLM2WE9oJqztbCnPH1sPHxDUbq1DdcSS4jDqEhcw/5SZakSiwKZoM6sok6o4U4Z2PrpC5lG1q0Y6lGQHUKgRgd55sTi0jjnWlK7hiwY6I/U0GbvxexD7dixGnZC8dygZaUJKIWziPUyNr1EJmRhujzU6WRdeNPR2kgoXj/1eO1o47KXJxeo0RmKoUzWKxRBsQghUKlqwcAJePVgcOxdqllnmPAGbWIYJh8GMpCKgPCtLInTXCOEqQWkehGUwbzmn5CPURvCoF0Jp0tivJX1aygRNSxSKRq3j21r5kktpCBRbcY1KooqRTDf5uZstRZF8FikisTaYU9r+Ci4Z1B3/ohmikjkfpGYGrdQObxGJlaH0vdIJGLRQkEmwnsgDTsMIVDr9zDFvadZ3aiqsBa0wrD39JvtWZ6eF3ZCsTWsMevacrGZUjByUtFIJmSoU1AnZKjT6yfrw5osjpajMvHyZPHy1PtQKHcR6gyhN8NrAF6xMDEESqoWD53B0dpIKhxb4ElSAbiPOvWtab9KS3amZuO2b2tRrYpACDRvhPJbx3AnzV+RtTvsZOK+o0rZCook4swwv3VDn+ZLSmMvxXCDH1XRzlUK9gPgKXM2kKWS9Z+9EvZkgKZsT0vCnraCEVkQqsSUJ6RGJuakkW0pjKcW7lPJBISPwraRiLUGlFrighy3HrhutW9XOHbTNW5O5qgrIyRbWbvNHdvFNs/EHZfF3IthIBNZNieNTGhGbBnqFDI4HXtPJLwR+4OPA5mQhEI+AHjFwsYQKKlQ5KSiM8Ar6DBFKgBAJvgsjS/zby2/3Aci0Jo+Nt+vGc2hTPP8CXH7kkIhCGdpUK+SiFsPSmSIkicDo77n6yZu1Cy+B/fCnX8x9ImFMiFVCnKunklzNpAuawh7Asaz9znktiHsqcWcvQZqGZmmBulTA/2EYInPohGFtc3YMdxpRohXrEUhfRTAkD42eCpujTuaDb851gxZlpgiDBsmFTueF/azcEcdUpnAQCYCgqIZyIRqxPbp417vB4/E616hOPaMx5NNyERJJn08WX/GmhgCBVigMzBxH0EqYGANA9YbsolBTJ5bOFLB5MKQrP9QJvt8wPQE9pwaEmuEPU2iP1XVgVydSLadUigyUlHF2gORc27YGqkAEDLsOHO1QiqAagaVEbEIkApOrlJUzNmhJkUMd/JqxblhT6dYVG0gHqPwpwukj7Xe33EOVAN1tixXbUrbXjWzkympFA5JtqcFkzzPfqB/6TCnc77fpfvOzda0cSKxhzw9LzzNwMN7xi1jQZN4zTyFbFu/gjoBDOpEb93rY+/IRI6uMD2fk4zeOvJxtHYolsfAyZOTWEQvGsN9tihmp6Z49SSoKK6PbpwX6YjfdvyZxv2bc8uQ19W5l1ijkBU1vAko38hK22v7hRz5Mm++3KbWVs2nsSJUvwcwmJu1vmr7xGU8XhdwTjrGLFQwPMdBrzdnu9edC5VJCuDJ1+lsuxa2YzpTGIDrs92lQfU5Xog1SUkLmZDLSiFR+Wv5uXMV41xvRfJdK6SCe/HfkmqK90404dz/1714DrZOmvpTen24Vn/v5ffb8aywbXr7pHFB5r52jK1Hrk4YIjDcID5AUyd6TyZ6QTQCwrilM5R6J/xrbYbDLbPoyOAINwNseCARfjUMAcaGrFAdYFx1bONlCQunUlj4UCUM6oGs0h0/v++KJkaU/A+lsKfVlAqpMkyZrRWM1ImcRMj3pktVgksoFIsVCOGF8FW8R14PqbCwM8omWauEUhHXtR4+eidE2FM4LoBQETv6L2rmbE2l8B4LKGFP1A8+gvg1VkKf1KrbFwh7kpmeWgvQ5f1sWSbXacfJ39fIRL78opBeCmsA42/HWx9EPwe0/AaSSMiwo3N/v1aVYuMqFaMcbXBOmzu2i53mbglXmnVQB5gFdWLOoMoVqhtIQ2/hH858HTJAAYBVLjTSK5G0q6gUvWW87C2sdYqCFerEMSxjODXDDiSG2REJqVK4/vrPi7paEdqICkfhu2iZaJxzaVyUilZLiauZsQMZ8eSBrY2PBIFctKgdS290KyscajiXWDZSOhpS6M7rwOA9ksUg3ZMBPbzwr7uoVIxUCvkMMQhWQnuCSpEv7x4OoK6blUFpjYxNS0BFlWW8zPi0r6ZBoQjbx3VrkoalbUnCrp2XO7YJP+AnOWGzF5bb8cyxKxRPFYXZi3DxK2bKqRSxUw+jLNPUCTew1wfogUjUZjPydVHBMK6WhGHyxb1cXw2R81UYiqFPQaXogtIiVAoAUakAptUKDVNeCs18HY6jrctbUlPGKtCzPbWFSOUkYmRwlfURpgY90ly8BJpnotVH4VUKAGWlAkg9E1KpQOanOBNMxnU7ELmaORtIVQppzja+craYjTdd51RBRaEoqQ6aOftSaPVR1LMmlYmBXGYrSkg5vEsPiyqhbi5vPNetTYzZdHho228N3Fu4zKXMzkshyES4jsxVNCeN1EGlmPJIbFilYL5AYbtdoNg0NvQv3XFpzJr1mgh3IhpzD+ah7oSmTgQyUcpIOddL4dQIp1IEX0VQFcLD+So4qhS9HasUIVFj8FdItSKg5K0AxipFfg1dNXXeRAiTOks2IheZGdurE5yEYIw9FKP1JeTrZXtT+2p9L3zemrrgjluY8VVeq23l62roDm0DCqJhOzOOtS+pFENoThezCmmz8UGliMuMyQbMqUqhVZJeQ6WY8lFw36M/ts3oTpEJMsNnLhENbZ8pmAZyUCxopyhKEZkx2z1X/D07rouG66t2TSC2bSpF2GYtRUOqoDt23BC7QrEVbMGMnYVk5AMkEilRc8jq2INh2qkTciBemrEICkUgFTLbU2mfsM1LWLzqMz9ZC/RBnQDwYADLg0rxYIxTA0Dw89BD1idQ/HwxBSxSpUBmg5qC9l0tqjGhNm4x8k9UFKn4Op+xHpma6x6KmCUozKpXu1iplpx7M6bQOkuZf+nh85qhdgRrs3oNSkXcN4ecRczTx8quATGFbKkmRaycDUSVYlAnhrA0me2JOl+DQvy2oXK2TCfb4ZAM4q+hUuTngPRsaJgTspS3E3wg4bMUFYlrFrrL4L6PUMCwB+xQJV0SWB522AeLW8UcwreEPMzN4LSx84QZeDzNmDxqbHPHdrGtM/CZ4Zpxsmcdi20SbhM8BPLPHfwTIZuSzLIk0RlCR65AnSGCMYQHf4OXCkXJTyGRkI5IYsZqglQp3Hv3nJeQGr1XlIph3aBquH39toUr3toFfiYhPRLA6HUSFiXVCQB8fEweEcnMavl8kv6Loh9DYolq4aFme9LSctmBTI3ViIGQUf7dZN8jyW0C5gwWjCDrUqlQsj4FlSIZfFeyPQVykQ+Sx16L66gUOVqyP9W2aVEZakpFvk+JTFzDkM29TtzT7GTXvmY8UUVkzkB7jvo7UvELx7mqt+I2vicd48iCcx/63XjHVrATiqeKtW8OGamIizEMvG14D559LwzkQSMR+bKSnyJZxoFI1I8bs4XyeBmgm7WHdTqpSPZTjj8nrLRFCRlB80/E15WD2z4lEGEXSS7E4F+ShRbicDaxKBCkYgpZjfl6YpEQh4RACNKRk4q5oWYQxKFkzg7k4eHFOATKSMJRD3sqpZCN7z3R6B7SWc9rzMovxZy+SSIVQqC0x5K2W/vV7p8YUsayPOdlKllp9NXOu0vNRufn+TVIxlZm1mf8v5v9ErtRe8czwkb+yTvuAmzVEB7GMG7LfQklGHJKReefgTqpCMjDoMJz8FKEjE85csVEKhhy8C/9FPl6oG1+5FyVoikkSmsrK2iXmAbzcKewLqgTo1AnO34AA+Fo8VBUvBiTxGIpSuFfObko1avIv7Pcn5Gvr0EZdIxqUiAP2+nGKkVAUpdiGCAPs/Kd4pko16XIZ+JNl7Z3rkoh1YaWcKraOVENdZoZtlStVSG+y9b2lM6mzxry/0T4X2lKYr78GniqasXa8BMFKsHQMkFJzAlp2grpmgEGcLK86mPXJ7aN+ztLd8zG6GKmznjNHzDYGOY0DNglqdDGEIZInXXPw55CyNMccpH3TT7ydUCZNLSQCo7LL69SyK8rHeRW/BNT4U4KBrJQGExopKLVcK0srxKLUjtTKkW+rapCBNY7qBVJe1OkQmxbJBV56uUkxGki7CkgLJPqhMgERYcXiUJRC3WS4VCaStE2EL9cOMWcYngtqW9bU8+uotAsDJEKYU9jY3YlXPFcrBX+szZq/VpjMK1li9OuDRpq6uPUYaeuUbJ/Sz7nVN937LgidlP2PSNcSLSL5VIoF7U0Q44B+zjNEO4U/BNT4U6GKJmlN4Zg2D33PSfG7CXp5noeUsiWLs29dUbt3nq/q08bG8Z/0ZSN1KQNzDNUT6WQnQvKBxn1g4vXhXCnkjohB/j5oD4ahI1LdflQyHADJKFTcbtCGtmieVumqC0eyMZzVp6nxZu9/M8ItSJmlY3rhu0SkyzMcEL4YwczNyVtK6/lewqOfxO/V3p44b4L349Y2K7rwDYzZXfCIN8NRenyFLK5OVsiqB+S1MXUq2YonHdu5euqOd/3rTawr6WcnSIEU4XwkvfXKGaXw/YAHlQST2zBbNP0oZcMddoxGzXfxGiioiUN9Zw0sDnp3JiKsaeNfX7YCcVTQOVi0qROaE3KAZLcjy1AXSwcF8KdLAZlYgqdrw0hrzUdAUeMsz1NQRKQB/EVWMsx25OJz47UHK3FK537DLKKdU4YpkhFGPSFOhUDGRmkv5gtyq8rVc7OsYSKjOpPKOFOpYrazh/hl9dUhoxUtCBsVyMWs0hFfr4r539tNpBHA36OnymSh1qtivDr+qrazTdyv7+rqm0FuTAI1bBHEFmeyPSuJkUgFj7sKWR7ApBkdXJfTfo+QMv4JPdPui0rancEnjImVZC33wMjxaSGOaFONSJUIxN5uNPFfSZKKGJKYsU6YHMDx9Uga8XM2X7OPnOxxAMh97nUoL+kyO7YcUPshGIrmHuxWUgUWvsxFR/uiMQQ7iQ9FDlcmBO7wQNhRCQsESwYD8agt32iUEyZtLX1OVFogSQNCYEokAr3ucakIm1zfqG79g5n4U7Zja8YApS8tWPyMPI7DO/JdCNSMavLuaqRkYW1SUUJevpYM5AuAzVWl+Q+NQITB34UGXYk6GF/446XEHeZwQlCpTC9SyEbjmWMIxZ978KeREatPIUsGf++Nrg2g8LhupGqFKPtzyQV14IkAlrRv/h+BWUiel1a/BMSo9ouD45MWAvYk7sWkwFrRc6WFDXT/idbG4i2Egv5f5raTnu9FTxVgoj1FYod28ZOKJ4w8hAQ0m4mJEI44saF7eQzpEfA+RSI3AC594PvzgAPbNBbi44I1gC25+ijMDT4FbSwJwCqWpGbt3OvRUtmJMuMzhOFUIMifCapKAApqQDGX1fy1fF4/ZRKEQaOzZiSgVRlaRzuFN9KdQIpiUib7cekIiAMyjRPhKxDcA6pANKBWj5jO2ewkNeWCMoDUQyBGisZNiUVYXv5f9H6UAp7ku9l2NPrL9P9TQfqbBr2ZLoY9qSpFEntB6uHFHU4oAeSFKalEKd8ufRTBHIx5bForZh9CRQzM42M6boZeynpqO5ne0CY7mPFbHOArDHDGwxnuQqa6s4sCA+ag0DilmZryq8hebuhb3JdC0nKrzcbPD/2kKfnh+2dhc8ZK86eaDPU7LNRhIdKJhr6IsOVtMxFoclAHOS9WQ72ZT2K8P7BmMSQrZGH8FwzbZsFU//5R0lM2WLOOobeB0IVtpGZo2YffQyVGNXOEbZj4gCMQypKaMiuVCIbMhPU1LpRqFSpIndrH6eMiVLJkaF7MiQsLhsM26PUsn4btVbAVB+AJHa6mu0pGrEzo3YwZ8tZcDUjk0mqPOcpZDXk2aHyjE/5MZJ9O1rVsD3Xs6Gar7M0sep+BTIx1ba27zkY/afkeZn/p9c5oP76qWLpZ5QkYm6ROUD1SjSnm23FUjP3jh0XwK5Q3CMmLpBNRewWXoRYhnEA0T9RgwtlsmnYkyFYP7MZwp5gkKgUAEZKhUYoOl8cr2VME5SJ0XKMVQpAVyrkcq2idho+5cKeVquQrSFLF+sOrMwy58uUuhOjwY2mQvh9m8M6ZFthFn3K1C0rco/a0c3d58xWxt8uLjFjX4XrUKpUALosVYKcfTQG6HunHpIBoH+nZDo97MkbtnF4AX58OfJBrKVSyNCnNUzask+A91GIW1GxinbjIF6rnj3VlkYmLoqRMteD8OAVJ08kLDlFii3Intw5eCj/Z2bhuaoecyFDzUqkoqJeOL9UhjuvgN0KBq+vUOyJYzeN+zxTnxCWmqab26tuPDEIymPu/YUt909oTYbLqBzDdDQOTQqz8FKlcPtR9VHCHO+ENi6S6oOW9lVTKiSmVIq5k42jlLFJY/qsuJqqUD5nlbGhZXrSFIcYqy8KcbU8lDYAFKtwpx9xQq2YUlWm+pWpFyP1QaaW1ZSKydAEUcQuLhOzisUid2ZELkLlbC1OXyoMIWXqWirFJXBu1ew5ysEofW5D2tmW5VQa3IffMa9wPgXxP6SoltnhNbCuovBc1In+NDxu2ZW10t/mjx1XBxG9iYi+m4jeT0SvEdF7iegriah5ZoKIfiER/c9E9HeI6F8R0etE9GNE9DeI6EuJ6OGSn+ES2BWKe0PhJjCPSFRCnQDUzAJ5uE/1MOSIhfF+ijix7P0TPTiqFX3vfAXBnB2G41MeiqBOrAGpQMRlwv8QPlO+XatKIRF8FM3KRfb76qbrLLVs7p+YCsmxfTlsKSBkeAp+ihbkikJJqSioHlW1QrY/gVE7sl/C4JmqFZmvIjQ2yjAz8Z/S+pNne8KgPAyH6dwxtWxP/j2MM2fXVIo8+5NErlJoGZ9ylSJfvwXUiEJtXUmdmJ3daa5iV4Lt4/kVPRRcyPy0o4xAJoAhS1sgFQtCmIroDpMqxSTOUYw2TCqeoimbiD4PwHcAeAng2wC8H8CvBvD1AH4FgC9obOrfBfCFAP4OgO/07fxcAJ8N4M8A+PVE9JnMfDfl1ndCsUXMvLhchEzE164v8qIo/RPM47oTxqdODXc/ac7Wwp5c1Ww3HDcmxBENpCKHVlE7+DHCa/lcg2VHDuRXkkewaCFQefYnuY3M+OSHmqN25oBG5g6NTMxUukK4k5bpKWkmy/KkrJtFLBaSCne8CWJR2L62nIxkumKjpP5EICAZqQCWhz4FFMKe6OGF/3360bbutScWsU5FZsoOg+GMJBgsy/ikrWsJf9JqTEzVnZiDUjuBJNi+TjZzMjGfRJz3Objv/TnYxf8kHfzEpAh7isQix5JMT88Bikqb1IBYmjXr3O+7hcjkCRt2bAZE9OEAvgkuUvPNzPz3/PKvBfAuAG8horcy8zsamvs+AB/B2R/bKxP/B4A3A/gvAXz7ep/gstjP1i1iKxeRfHBEZqgMjbGQYbwiIcOeZBOdScOekpAnQ9GULV+/eujQGcKLg0megzLxamcimehC9ihp9J45gpdVsouVsnm8bVzXcIy1PZbVsDlZfwIYhzvFXfrkdXio22T759vK/ceeDL2I3ij8qUpy7OihLR8dVwnDSrYN6/IQKKn05OFP2jZJZ5UfOw9XkH8SURV7eN9F0hbDnvy64bWJITiySrbpulEoU6wknVXPJhkiJSpNy9CnnMydU1gO8N+/MujXiEot/K1EMkvqg+m6ZjLRYkyvYqZyUQ3zu3HYzpPFnHuutu0aiocWQjnHF7Y1YskAW171sQGJ7i0APhLAOwKZAABmfgnga/zb39rSEDM/5mTCLz/CKRYA8PHndfe62BWKGyORQ6cualMXjLD+HEIiTNfFw4j15LcfVcH2KoVhAlM6Mx8KzAHsVAr2wUIGUZ04wg6jeH9Df8g+VqpKjNWJ3Jfhjq0TjNLkcrGoXSU9rHudKh+rVc7Of5tK/QnVP1HDVLhTvm02iJtMNzsBNaVswMT+6iCsFgqVkyXxmoBkqoXCelEET1Uq5Dal8yyr8ZKEPSWG7UylCJ4KGfZk3ew2m85X1R5SyAJYpFLk1bODCjGlVADnhUD1x1PRmD033WxOFFoM1yN/xIzjkZYd6twwzBji1NX/t1sbRN4L1gx5uuUx99//2vh0//y9yrr3AHgNwJuI6BVmfn3JAbwP43P82/cuaeNW2AnFDbEqmci3XUvlEClmmSghE6NN4X0TTLA0zCbkNSl6dr4IWZMCSEmFJULXOZJiANgsFjMnElLp0EhDi1Ihw5kAJBmdwudoqaYtvRRuGz3sqbVqdrnDldmsmn8iC3fK1YUE2aA+IQczitul++mhT4BCKgr9KKJEagpVvbXq3WwHH0Usio0CqRD54EfbLAEZZ8eA+C187Y8k21NSMbsbSAfSwbAjA10MHpz0UmTVsyVJqJEK2WYrsWgJfVozPKqEVduvnZuTpLgH2Txz2e2nZJ8KmrwMktSXCEDpXlzyUlyKvKjX/+2cL4zxfXuNNgG8kYj+vrqe+ZetesAxPtE//6By7BMR/SiATwLwcQD+aUuDRPTzAHw53GX/IwF8JoB/D8BfAPBdK/T5atgJxc0g0/csJxNquEuhmm+5/Sx2qaBSlO5tPvLbvSZX2C68Dl6KYMTuDGCZhM/AqRSD6cKRige4dgy5bQO5yAfgmgqhra9Beh5KaWLlurxQXSnlbN7eqhj97lxeF1AId3LrlBAhZf9zSIXWltZGGPwX08q2mrA1ElE4VkA4Zvg2pVqhEgapCuakohXSRyF/u6BSvP7SkYmgTnQ2USeiagG4tKKnxxFxMHDVswfVonJNKagUrkt1UiGPqWGO2nBpMtGSzYkUkqaiRBbyTF2x1sjYj5QmC1ASvOzkYhFG/6sca4YYS1JxSRWkVXW+MWoTkHeKN/jnny6sD8t/9ow2fx6A3yPeM4C3AfhdfGdf4E4oto4lMZQlUjFJXDglFXIVUTL5oaWLNXCDfqlSGADMhF5m+CeCITfyDiqFkyGAXKnwrcf9ciThTF6dCOFOo+xQlZG9JBXJckWt0EiFXFdqU4Y9rUo0NGUCGPsnJpsR6WBLmEMq8sF7HvqUkwqgONiv1axIPkOJRNTeBxgzIjNRbdJIxVTmp1lx2eQOEvaRKkUwjstnUbGcjP93VVQK172MGCjdKKkUc0lF8tEWEM68YnogIsVK6tpxC4rJuSRlUTjT3IxoWqantbGkwnypnY0PbFeB9n/WyMPaRCK/ltTIxF0NPxfj+89RIojofQA+ZsYu38rMX9TavH9u/iWY+ftdt6gD8NEAPh/A7wPwK4noP2fm98/o602xE4pbozboOOci3Tqg0UykchAszKOhQnZNxSSkKgXgmiOkYU8dpSrFQCIQ35vObwNdOm2thl1TKXqb1soAxoINgGpRu3x9WF4Ke1oMHhOEydf5cyXcSUWpsB3yMCZPHrTBe41UaMdTBmwlclEKZRr1HSgTpZzUiHbp4UWZVEAhFWH93PCKcNySSuF/LwpkruvA1nsnZArZ3qWQ1VQK9P0wyJ4iAUKlWINU5MjbA9ICdzkhas0UNafa9dR2a1bDriL8dh6jTE+4cNG9NQjBcyEVJWhZoy4J+V1v1ajP3ki9cpsr4IfhUr624sfE66BAvEHbEMCHZ9s1g5l7AP8cwB8jop8A8BfhiMWXz23rVtgJxS2RZ3lZ+meZMu2VBjdTxxP7aalhaRhZjXdVVIpgzu4MADuoFGNlwi/2IU49I5KLtA+6YqGpEy0YKwrDZwF0UlF7HdvMsl2tVjVb3khKKoV43xTuVMjkFJfFWfIw4MxIRan9EqnQ0sRWSAwwk0SEY9RQyyjlPR2LSEX9qH5D49u2ybLQtFQptJoUuUpBXTeEaxW8FNy7Wf7I3zNIlSKQhRZSAUwTlblYGvY0z1Q9n3AUi9pBCWtqVies+F9ZTJbI2sIAfisZCSeQEHw58Nf6XyJHa3oTlyLv11bJxIbBzJ9xxu4/AOCTAXwCgMTHQUQHAB8L4ATgR844BgB8j39+85ntXBX3cTV4LrhIsL3AwhsQj3wL6WsigoEnEURRpUiqPPv3nXHpYMOzIxhpqNJDZ+KysDysk4+wXD4kIQjb5H0OyAlKaVmpUrbbvrxOG1DmIZG9V31mIyEQBf/EDIKaKBXV6tSD0jELSqrZYV2hqnbYT3uU1hXazFPZTj2G/W3MtBRUghBeOKSP5fF3FtZnKIafGeP/JMolORuYkukGopUPWsM2hxejdKd5Je0a8jSyJeR+iFFa2TNm+XNyYhvN3q2ofQ+XUCda2qwqhpylLF4D57Z1J7H8Rcztd82QfUmUJoxuka2qEcGUveZjAxFd7/LPn6Ws+1QAHwrg+5ZmeBL4aP98V4zxrggFEf1cIvqNRPSXiOiHiOiDRPTTRPQ3ieg3EOnTB0vKpBPRFxPR3yWin/HHeDcR/ReX+3QXwlJ1Qtsle98ReRIxJhUBeV2KQAYCqeiiWTssHxOLh87EdfIh61gk/coyPU2pFfk4pZVUjGoAitcaSchvRWe0P94AACAASURBVIsEqZbMTsDYPxEG1nm402gQng38+z4+8rblYH3cTaUORTboVwdPEzUoRn3Q9lVqYiTHb3ikxMKCX39ZJhUe2mCPNGIxMYiJYYbivxvCvEgQhzDgj8bh6J8YCEc+aJYhQWQMTDfUopB1KSRyY/Jk7Qlj4mMpLlGFm+RnvYCCcRY0Qh//uysSCIk1ScmWcM3+dIfbD+pDH7pDGme74xJ4J4CfBPBWIvrksJCIXgXwB/zbPyF3IKI3ENEbieijsuW/nIg+ND8AEf0sAH/Mv/0ra3b+0tguvdXxBXA/1o8D+Gtw8Wb/Dlw1wT8F4LOJ6AukM35JmXQiehuArwLwL+CqIr4A8FYAf5mIvoKZv/FSH3ARNIl2xbSx6uKp3TBEM7laFIyeB5UC1pEKwPoUUezDmpCEPMUjFT5Ob3lEHmTmp5xwlMYGuZdCkoqpDFAlL4VsKw97ynHuzEvJS5F2pFwnYrRMLTbWF2etQxhTiVykZuwhBKroqZirgGTHS9sqDzBKM8LSWRdfa+FP8b+nhz5JY221z2Tcpvn3HmtMTJuzk/Ax76Xgx5e+G4NBWb6eAnVdrObcEvq0Bi5dXXsKF/dOFCvB92OFJ9Si2LFjCyFXM7E1rnkumPnfENFvgiMW7yaid8CNKT8XLqXsO+HGmRKfD+CbAXwLgC8Ry/9HAG8mor8ON5Z9DcAvBPDZcFmivg/A/3SxD3MB3Buh+EG4H+6vyAqDRPS7APxdAL8Wjlx8h18+u0w6Eb0Jjkz8MIBPYeaf8su/Di5m7m1E9F3M/L4Lf9bLoTY1HrM8mUljqRtEuwxOjhoQDDOsz/gkB+Uh5CkUuoPhSCr6ZMCXjM5HXopxJ/S+aWlkp1LIagZtIPVW5B6Jun9ibM7O17WCFCViZLwuvW65qgt1QiMTsclAKgp+iuJ+E6RCoqUIntZ+glqIlYZsvcwvFl/bbkwqyIz8FMlJJNPKyvcSckLAZ3tiYGTOjs8Vc3YgH275mDxQZ9RCd1NeCg2XIBX98YTuIb0t5WRiTqYn2dfJbZQ2r0ViIhL1T0kd24rnapLOP3NeG0JTEy49UK/5HOaqG/f0m/I4xHeNNm8NZv5OIvo0AF8NN+Z8FcAPAfgdAL5hRqrXbwLwAQCfAueV+FAAPwU3zvx2AH+GmfeQp0uBmd/FzH85L1fOzP8KwJ/0b98sVi0pk/5b/PMfDGTC7/M+AH8cwCsAvvS8T3J/0MKAJPLQpwDppQgD6BAW1Rn3/OrBCF9ECGcCHjpSvRS5Z0KGPmmkwVA5ZWz+uUpjIrldeCk9E3mIU+3rWuUiq92kNP9EbsjOwp3ygfaITGhhRGGbKT9F3najcqB6GgrLW8KqknS4pYfcN4Q1hfZPR7Fs8FT4AzSFPi0aCISwp+CLeHgRzdkAiv6J4dlE83AIaXKru1kD8lFolTQnJ+FU591OVFVsBZN3a4hWbb+bpJqN5xjP80/c2Sz2atjiYPsc0/SiffeYp2uAmf8WM38OM38EM38IM/+HzPz1PlNTvu3bmZmY+Uuy5X+Fmb+QmT+Bmd/AzA/M/G8z83/KzP/LvZEJ4M4IxQSO/ln+CJ/unyfLpDfu8z3ZNneBphSWCxDCmuRgPScNYZsQ8hPqVbhtU1LRGUciArEI/opALIKXQj6C50KGNw1G7GXZnnqrEwuNVGivc3N2uq6MSXO2RkTUStiFgXopO5LqpVC8DCXTdL4uGaQvIxU5igqDYsoeEY38s5R8E9IvohGLzKid+ymkQTsZ/NWUIplJjUzRnJ0MSBNT9ticTT4UShIBzf8gvRP5scK6oBZcglTIkCuNOGghWbkKom1T6pv0diz1ecwmBrna1qK+yXP1nEHycyUWa2CN766FEJS2CctbSUXmudoK1jZl79g27i3kSYVP1/Xr/VtJBGaVSSeiD4Nz1/8MM/+4cqh/5p8/obFfanl4AG90nfBSa4iVaal2fA0oF6ZQsdr5IggGQ3YiGfrkPkoa+hSK3YVopuClADy5EOFPDhYdKBvU+6CS4LPwCB4KFxY19HUNyOOHcUmeWrZWJVsuKxXOkzaRFmihT6X1uSF7CrVQpwgf4pT4KWT4U2kfYBQaNZludgbGRGWauKhqTFjnn5OfxnaJpwK2H953xse7A+o8zYKwCvbhVPF3zipnw1gR3uR9DuFzRE9FOrgOPggDJKGGstBdPkjvHvTQJxnytHb40xo+Cq3i9ZJ9L4YKuchrUcTidsxukFlKW7vBQeVVULpftg7I8//nLe+/c5SJ5/p779gkngShAPCHAPwHAL6bmf93sXxumfRLlFW/HZZebOTFlQN9SEe9LrTJkYow+Ooo9VMEghRUCvZ1KWKNCvCgWHhSAWCCWABJIKXwW0gEZSIoKDWSURrsS0h/Rdi+6p8Aw3DdiN0C8uEOCbL3k14KIB0sy3CnJhUiJQRVUhH3kfH/Rm1njndi0gOh9V3JWFXfPlNZTJd6KWwf/RJkBj8FjPRAhM8qDNrSP1H6T9Zi3sl4o0MgFrkp2w4EAkiXZYXuZLXsFqSkITVoj9cvIxU5UWjxUZSWrYFRlqtr+yg8kloU1gLGpuRCnkv7wHKMfGDe6le4dpYoCY1MXLto3kpgAGsXtts1im3j/s7SDET02+BM1N8P4L+au7t/nnueNm1fKg/vlAv+pW4joVLEHbcRC0psY7hUGPhHlUKoE8MsvBu8n3iYp5UG7cGUzTH7EwBf/M6TCmAGsQDiT6GENuWLwrjgQZmtnEsqkn2zzE45uSghVzTS11QtHFhF7VyqhS2NlisD7ilSobYjBsKy3YxANJEGrV/asUKbfUYSKu3kYTcUtjGDMsEHsVzsV1Ip4vsWUgEM2Z6sRW7OjgoEkJqzTe+M1tKUbUxizk4+V8jUlP0PNHN2IAi5StFSHXuJUqFlEptrwr5GMTwA0Iouro5AINClZKKmUjx3LPUtXPu+e4ckYceOGu76jCaiL4PL1/tPAHwGM78/22RumfSp7acUjGXIFIGzUZsFXQKvUoAoJRWgaDAOKoTlQD4Qsz6FoVdII+vy2LjXzJ5wkBiUV4gFgKJqYRVuMaVOSLSQitq2wSNxbhVsdfcpVULmrB/tWl4Xt6mF/9hhQFsiFQBGA8ERRirG8tSwsT0FVSWiRiIqmZ7C+yGsyGd3mlAp4uc9J5OMqJwNa5OwJ/ZKBHVWCXdKw55yNWGUorZ0eEWlKK+fp4BMoUQOcpKxJPMT0GDYXho2paltclkw2jcUDwQAMDsyYU8AGRCZsUqxYztYQmpq+9yjSsG8ukKxrHjTjmvhbq9GRPSVAL4RwD8G8Kt8pqccP+CfR54HrUw6M38AwL8E8LPyIiQeH++fR56MJZhb8OqqaOwLeeM0kJq0Q9Ynt41u0A4ZoEgsC9u6wnaDaTsUwwuPziBZFwzcOZmYi6lsVvlYaen1bVGmp9JvkqeRndq+BMVILQfcAzHRB+jS1Jw/hu3t8Jjsj60/CseM/crN4TFblI2PauanaMi2PtNTMGvLkLGxQTuvoF0kfwsQDNdjU/bYnC2fZbanOceS2+dhSHklbg2zTNojdUn/nlqM2VNoKW5XrKK9tjIw19/B/lybGrRu6X5yLZyTVemaaAl1moudXO64Me7yDCSi3wlXmO4fwZGJf13Y9F3+eU6Z9No+n51tsx4uqUyc06QYBFEIWxLkANBJRdxfVNAelqWkwghSYUCRkIRjBWIRMkBJciGJRZc9gMGgPSeawTKrD227+HpGbNJZv7SWGlaBWiEbin+iWvRNtCEG4/myFqVhRCyAJsIg920iDxqJyIhEaR9JNBKycXoctulTMiFJRmw7SyM7SSrC/zb///psT7Fytlz18GIgC9lst1o5W1ke0sfKbE+ycnZyvCRzUlptO8cc0lIiA5oJnHu7jDxkxKepJkWhWvjVIbOIWTu8ZguyJ3du7rhvtJKJeyFLAqV76dLHjm3j7giFL0r3h+CKf3wGM/9kZfPZZdIx1LP4aiL6CLHPLwLwZQBeh6t6uAqmKuheBNWSzRP1JhpIBZCqFCQG92EfSSogllFGLnLVIlcmQjhUWBYga1NIaP6JuWhRKUL6WGZE47plnq9o5INTILmxNBmyAwoDf81nUFMj1DAhbRCfD/AxJgel/ujqRqXtwvKEICjb1dSKfF187sN6USMjpOQNA0B38OHksMrvWIN2nvqaFMkAeUZNCmAYKC/NlpSnkXV9GLdZSiXboljMqUexZngV0E44ZrWZ/5athRuV/2tQv0ieW88dt87IFB6tuEToUpxwWCfD4RpgBuzJrvrYT/lt466C8ojoiwH8PrjK138DwG+j8aDxfcz8dgCLyqQz8/cR0R+Bq3r4XiJ6J4AXAH4dgJ8D4Cvuukr2HIRQmvAWiBcuzaQtMz/lVbTZJ3FKPRg+2xOlyTaDDwNIjdtum7HP4sEYHK11KoRNzwc5NjiXTEjfRMmgfa6PIlF3SsUugEr4k3LFnZkhqWq2Db4JGbMu4/Wn2s+N2LU4/lJ7yvJinwtG7KnwrVH7AMj2gA2fuRuyKQlSEzJAOd8RBoO2vE7FRAziOSyHN2ZPDZJC2FPwSITnvh/6lWV7yjHlowgDay2jk3tf91Ok3a0btINXQvNCtPooAMD2PUzBl6C1MZc85OFOzR6IKeQkIzfSswXz3c3/bQf35j+Yi+in2UfcO26He/uXfax/7gB8ZWGbvw7g7eHNkjLpzPxVRPReAF8O4DfDjRH/AYCvY+bvWuejrIM4+JADFCAJkZDZmtoaZXUAFDLWEAxYrE8N2Smp6P23m9emyEkFgBGxAIbwoCqxyElFhjVUif+/vfOPmaY76/r3mn2e522B9MVWQlHRQiwUwSg/JLQQKJgookiBoo2KUGkjBNsgYkwQpBEJPxUQEJWiRWtotaYkakGiUAotUaEtVbS0hRZRQLAvtil93z7PvXP8Y+bMXOec65w5Mzu7O7v395PsvbszZ87M7tl75nzn+lVDnO1pbbIxErmA7Ipid0VKE/pmzB40BGuX0IHcKxyDKSAqBEgiJCLriWYYSS+W2gau7TMp7XXdBxWg/dDj++8HqQuTTyVbEBMJ0qUwGOpdxO10tqc2qkmhnoFuMuzuPzZM3LvNd4kL3pAwYU56WSPrUywu5lbS3j+4wQ53zHSxrdHf0sDsKRZXuR7SI9vHVSNGum3b9Lfk+3BznC2vgDjxQQ1bFhNrujFtMGaGxehuFxv+T0txzr0IwIsWbPdaAJ81c5sfAPADc/e1aeZkBakQFTrrkxYVmrg2RU5UAKlocCqtalFYRKLimAIiKWw3IzNUibiHIGVshTtTdUB2FD8RuxSZd+7NfqYnTEn7GMv1o9b6YPVXIz4iIZEEjOvt+ufBQtfuOiuFF1CtF0mhtWLKSjFb4GtUTQqf7alqs91oVTq0HoVOIWtZKZaiLRG59LH+WErb1jIZlF36TR/xHOO8QPQCldSzuxNO0o8pJk4d07BlYUQILkxQXDWlwlZL+ppD7q6PG8wLY7saUYG861NOVAB50QAod6j+sBrYhfFOZY1YC0uLTAmUYrXsKOYizNJU70KUXa9FQCQqaggmaSUXo7i/SgFR5fqkxYT+fqIAV+/eMgiLJmOl6K0XQRrZthl/tENKaAczleyB//c6fWxQ5G7KDa26/7SQXa56tm5TSywG5rg9Ta1bimlROFfdh3Y//k5aAWR7d6I3yTkn4LGwuZW4ZdkMJ/ok24WC4pqonZzk/smnhAUAQFk5jPoUS0UFkLdGAKE7lF6fq7Y9l0MzSNQWs5tLEHSdy/A0tLE/wxAwXCIXS5CJQUhcmHLWhqR43YzJUG7fU31NiI8xO1Qfs3DjM2BF/fXL5c69wSrhrRRjTMVopeiWaatNn10pLm4Xuz4tYBAyU3EUQCIshsJ2ExP/0Vpgx1CM7dIK2vG+DiEnGNp923uWHV9MnA0/piSkZG2/xjv51/iZyNXBX+mWWMNKUfK1rXZ3mnCN8q4c/fHGosJiSlQA3aTeQcdj9Ltzqo24wFphigpF7VymkfyxAwhcqbybUy4wu5Y4cDtJMGD9FqwMTyuxaLI/FRtRukMeWzsqti8VopvctkJImJPfm/td/AFGK4WfpLv9PqhOjXZvWikWuT41zbLYl6APLSzsoOQGwF7tR5pumQ6itsRCyUqxlFg87B/cJPUvguJ8M/rSZJdnJu9ns07k2KC//ICVEnntfklHYuXc0B18d4Qh29DHIykUFNfOkiA2vV1CPyGaEBWxlcKfB3IxFV28RGqtABAEjcZZobSosNDzhqU3Sh8cOqlbQHWGp1JAtpnyNYqfKFkB5mSHqk2FmdtXYV1RREwco1X7IhYSWkRk78b3osK0Uux80HbeSpF+vjZ751kyY+pEh/wr608mMDugz/RkBWYD4UR6yqJgWR1iK8U6lgk7juLsgdensBhci2XiWOIi7vuSWNsV6lK/B3J1UFCcDWdbAhZYKarSTK6Fa7FUVOig7c6iEIoKILRWABgsFt2yfrvAKqFEhaRZlrTVYUpc5KwUPth7TbQ1IkgVGzecWQV7qNLsWcGHvooVffY9WSGRszxkjy2Nk3DtWCQtEBQFl50xbqLSSqEzPvntAawWoD2BzvB0UD/6O4iEQo2VokZcTMVRVFsl2j4DVKHt3KJ1B1kntNuf4QJYg8/05FPHXlxmp9tawXmtOIoLdXdywOpZni7qd38LucxfKqnDmnTOyfTUEwT5DoJnuagABHtliRhEBfoulbVC18DQrlA5q4Tf3uMDnGOhsGuWWyzWyOqU9jm+DjI8aTKiwixuZ3FsS8uBk9fJbE6FFK/Fit8q2FpbJQZBYWxrLitYKTp3qAbZjE9JZ2OAtnkzoDbIvc/0lA3MRl5Y1GR6ysdNHG6ByFHj9uTbefGgj2sOJTFhComg6vbCGhSWsDCXTXy/rkWXQX1j3AYBYQmF/U06+ffvb2OAtgPc2mljqSg2DQXFuSj9YxzJSmHeDS1sY/U39LGGqIBTiaQ6UQEgcIECEAiLRFSIS1yfdOwFhu1SYWGJipKVImZp/ETtZrnv38Q45jEF7IKJ34z6D1N3eGfFZlj7zwmJXPXkmzQIPXZvcvsWk7ETcR+7NrVSAMpa4VPyNmHaT8tKoQK0F7m26NiImWghMUzA4xoclXEUa2LFPMxNHzuH2fESK7sgWZ8tacPUsbebC7VOkNsJf63nZGl8w5J9zNiPOWlVx5qICgCdZMAgWKRPe1QjKhp4kSBwrn+v7thrN6awMndeVACoEhbDfOpMbqi7yPVpsH4UU8MaGZ5iVnZ1Kk0kD55k1hSkywgJSzzkjisWE1bshCbIhtS3T6wUvmp4bKVQmZeKVgqRVFSsOWnXlordLjtWzW43BGavZX04tJ+56WMP5ZiB16vHflyD3/wCa/m14K+xx3J33AqrWyjIpqGg2ABJWkn/+hArxVoXHMvNRu1nOG7nMIiKftlcUYGhB4zWCqTCIFdEzzPEYUwIi3xGqnLGp2NTDMge2uQsFWEMRVXK2AlWuys9J8jb77tCSBTFjiEarPiJ1ojDiC/1rmmnrRTAaKVoK60U0WebTS51bAEzsLqf8E65OK0lOLz1Q1e8zgmGXNXsGvRk3tq+SkicKEB6iMPJN0CfGm+qo1WPa3W2fnyVVAsDFU+hz93HjKEi5NRQUJwN151gjpmOsDTpLKSXNbfX1pTYWjEsP0xU+MrYsbUCGIVFWu8itVIACFPNKmGRExWHxFT4vpduU7Wpa1M/3CgbUMnlrRicu8SaUZvdaeF+p4REzvpg96W295YGQ0jEWY/8Oh/gm7VSAENMRRxDUbRSaLfBBUwGXVtuUUEMQJ0L01QchQ/MXrMexVTVbN0uiaOomPwPAmOhmAiOZ06gdS5WIrZQxSmV26Y7x17b5HPLVgp/vj3U7Wji5mBWVCza7xGKIS3EIY1dXKNPsl0oKLZEfHJds3p237+OdZh1XPFr34fEWUd87ibjLiyUdaFSVAAIhUVUDC+HFg++qrZf3vXZr8uIipyVIg7InhugnWue1KAA7DGaM26nyPBUW48ibm9QCrTOWSSsSWq8LG6vxcSUMPHCYhAVe8NK4S0DbTNMqMfvo81bKXQFbXP8Z1w+p1LHZjJwTQVmN7vm6HEU7b4NrBQ1lOIodKanXJtJjm2RWJjxacD5rE/ttifl18aca2c8Jjrr01ruzjoQnL8BcmYoKM6GjCeCLV4Qpk6aUUEdnY0pFhU1he+AsUaF7wFIhYUma6VQqWktUZGsmxAPY22McdJnzVHilLVz0VsXA+wjk3m8rHs7Y9K3RrrXNSwRQ/vos0wUoMtNiK32lpioESUtANmPLkHu5j7k3uPMWAq0uyA4u99haKVwkeiuEA9rpYb2tSiG9zkLxJGDsDVaVATWiSPGUUxlccpuNxVI7Y95rmhQ7V0vDid21P1u9jfbu35cA7GFQH/Ha6WEPQS/fyu71BZw7ghZnmij2DIb/BXeToJA5y1eHPTJUwshIBEWNaIiV6NiJ11K2TF9rBYIYXXtUlXunKgAbBcoLypymZ808VxGry4ZLHQ/cZXsYPvoYxWD5C3miIOVa0fUHsccIQGUxUG8PtxPuJ13Y5oTlK3bBFaKtlVF7Rp78mgV4msQ/o9P/c8fKiQqMkLJLoy7OGZaWCDMHpXDTB+7MI6iihXEhEkvFGxxVMj0ZBS3S2pRaEvFFq8bNdQe+9oW+xUoxj/En2t/M9YJ0gGBMNyepgSCJWY29t0AYFD2LeNCz0BXgOBsF4BZdzqttvub8eHbqDvlwUlTvZdeKDQig3VBRLpnjJNsn/nIz7+77EfpYYT9INlm+LzRttqSYAmA2vlKzt3JOtZZtgvLxeyQi0VmYm9OZA5xw9D7y6Wd3e/T+Aj/8G1u7ocF6KzaERkx4dtYD0tMxPUogke0v3a/D7e7uT98FudjJvpCd0M1cl+h/MH93prRtxv+J9T4HuriNgMrzqDpfw+1BeGq9jNjm5LImCpeWCNQhmOKP3vTTIoJ2e2W152Isf43coKvNc4F6v1wrt3fbHJCeTUc61q9ZMyUmDhZQVtCKqCFYkOsbqVY646Oyk6R3JGxLBeYZ6nYK0uEZakAlLVCVdaODRTerUlbNwDvNjX2o9sCUO2ng7Rr50daa+SsEVPrkj6tjFtA+EXEbXITlaZJ1gUuLkstF3OqWBcsEsA8q0QSN6Hex4HXuVoUXdvufRMFLAdB2bsxlawMwde70f1JuT0Nri8Fgv+rzP/r0olDELjd7KazP1W6OR3LguFdn6bcnjxB5qn4uGsEQIWQKG+/cmG5jJtU9x1YqYe7359IA+ddXy7VUlHDBq0Us+lvtGXHqWSdMMTEliunr10pm2wbCoqzEc0kt2iyNnz1rYnNMBmKsmLEoiKbWcpndDJEBYDABaqW0J2pLq6ia5sXFVpMNLEV5RjZNawPPONLmJUydo6AmFs3Imk3X0jo17WxFNoiodvE/Vh3ty1hIbsuQFv2DVzTi4qb+0DTjMHZxmf1sRPuwf2usjX6//4harjJZ3o5InNEQW3F7FKmpyXk4iUGIVEQBO1+j91C96jVrBElsuKhMnWsqHOqj8mhqDjO/tYisT6Xr40BJcvEVuMoyK2Cv8CNkVgpjpDpadYEpiLwLD65uUzmCX8nJRdPEYsKILVWeHtHHEsRBGebMRJlUZETLIe4azcQ06Uqzug0x0oBFO5W1/5OYvEw9b6GBWKiJCS6fuqsEiVrRK6ta9tASOQmy4Ow6Nv4rEhu1w7vfYrY0TphZXuy3Fz2iagAJvyyD6RU3C5HnOnJwqeOPTZz4yjmBnCfREhETFXMDqplxzeehhiKKLve0Q62/x2cW7Bs1VJRM7H3YzbnO8yJiS3eiOxxDkkilTX6JNtlm79EchLiielst4ohViJ8xIV75sRTDNv1z3FcRQ25GIlSXIVeNpUKNrd+YTmBs1KcQPWT4dTnfOGka0a1bTPzUiGWot3vJ8VEbl1s5bDiK1ofi9GOsRSJy5SPoRjiKfoYCr0/HUsRHtTwUvr/E/0Y2qh2c4RB7o731GR71erOleTEy1QcRY56K8wRxUSbWsvSNm3wOkj7q+KSpD+fXo3//NIJ8akm0nO/Z30Tztr2wONmITyyVfjLvDKGk41+jk9Ala5M5R0Z7btbEt1rHyRoBGnn0EHawHqiYknbfMB1KlaO4u60hLjmx917fcBpl9a0c83RBbnSf/9hArm2b3hEbJ0I1k24OfnlueJ0OcuEFgBtQUjE73MVtnWhu+xkd5hIZgLVfYB218juw1p3SGauOHPQGURDDTVZvHy7Lmg+jYmxtl8tFW78PzI3RezMdq4NBSX8+1xA/zFYq7ie7+fQvk49udbfc2WswxA0DwzH64bPL3WfIbevjYsL17pVH2TbbPvXeNs45R0nQ1TM3tYLCC0k+vVSyDySs1IM65WoSLYVJTyG92m2J2Cc6C+xUnRtJUr1Oi0c5rovLWGVO1TWZMiaEK1lpai0TtTETFguTpaQsFyium0y7aIsT3p9LpB7eD+4PbWjpWKvxUQ7fA+mlaIkKmIXhzmubRniGgyxpUJ2TT7b04kFSLbOSEZAmNYjpL+dk3BAocexTWQFM34D3mpx1eTE0ykqiB+YjWnoRouInJiocDM2rwEbFxfXhIg8Q0ReJSKPiMh7ReRNIvIVInLQnTgR+X4Rcf3j9691vKeCv8BrZuoEU3OSzN0Z8Rcv0+3JJZOgnOtTcLgYJ+Q6nSwwb6I+LRTS9aVUsrGw0G0s0VKsRaFez7G4rIZhpci6evh2OVFhtbVYUUwMXSoXpykXJt9Gx01YQmJqub8DHqeQBTBaKQy3pyorRddgfLYmT6X/19LENBpHTzyeXkDUCoaj1YOYYP/g5vTC4MhMuXN5Edq9aUO3p2txfSpR8xmPLSysYzCuj4GboiUO5lgmSoczp27FWXBo23UfhkFElgAAIABJREFU2EA+KxH5HACvAfCpAF4J4HsA3APw7QBedkC/nw3gLwF4zwqHeRYoKLZAdFE41Dd21h3s0r6sfvSdsIzfN/TFLnZ9inehrBRAKCrQv9aiYid2oLNuD9juSJNCo9J1adOxEtaYabenoVnGIoEZd6BrrBTWHeSCuxNg35GO60EMyw0hEL+PszlZ62q2N92d2vSud9ZK4bGsFLGoSL6A8C6138esTF7A5Jg1E3EElojwy3Z3y5OaNQTI3DiKdmHcxdlQAtQischotyfPuSs4ry1ypqx2MWe8U29eu6PxcBnhI1NjmBENm42pcN15b83HufWEiDwBwPcB2AN4pnPuS5xzfx3AHwbw0wCeLSLPWdDvB/X9vhzAz654yCdlo7/EW8Sx7y7VnGxyZmSrXfQ6FBGRcNCuT8G+8gHaAJIgbS0qPDm3p+AjFGIcalyfpgTIXFYRIjUHpYXD3XtIyAkGJTKSWIoaK0XMhK96bZ0JS0zE1gPdj9VHm+nfCsLOxU/E/STB2dZkUFsphiDt/Sgq9PegRUXOSjGnKFoF8zIg1VouFvxWIqzxKlFyZzrYmlFwBcwez4FxGnEwf0DG7Wn1ifyhrHEsS/uYuu7pwqwrMSfJyVoiYLNi4np5NoAPAvAy59zP+IXOuccAfE3/9ssW9PuP++cvP+zwzssW7WS3h9ydl4kiV7OpTbGn951tM94iCLLP6Ofhtcqx7QUIMNamiObBotLAAgjSyfpta9ApYodlRnrYUjt9TP5j5ypuW3P8kwRqF8Y1KGg2HNSu+/59tphmN3zSLod95s6oTyPbPx9SY8CyTkxldMq1iZfnsjnFWYNy/vVW36KKrA3HshufdQrZoCZF28C1nVVorMtg1Bfov9eheFumNsHQdgXi1LFmUbiImtSx+f2tUwTPKnDn+/XL2307ZuJVAmhI8TuX2F3skDHIjXVhzF27z55JfLrY7jlzQ+jUAuPYlol4fel6da7Usn6fpVTQuztwqmBsNbs757dAVeLg0mvQCn0CeJqImHfxnXMfv+oOUz6jf/4RY91rALwXwDNE5CHn3PtqOhSRLwbwLACf65x7Z5xW/pKgvD0nR7y7sPjORezHvRDt2xu7Pul9aSuFx7I2eIvClNtTHHNR+7851W6N//E4ZnLfL8gmr4h2OntMMxmdfManqe2qJmBHzgalsWImPDViIufW5JftH9wEj7hNqRDeeJBtEpw9LO+fEytFnFJ0WB89os82iyQI/7BMT+cOzK6Jo8j9Jg7iiL/3uXEUMUl9gksWE9dAzo3Zuy71z06a4VHFJuMlbg0f2T+/JV7hnLsB8HZ0N+o/vKYzEfl9AL4TwEudcz+01kGeC/4yN8rqlXPn3K2Zc2EoCRBp+ll0WHDJF7jzFgy/zhe8cw5DxerYSqHx6+IidzmmitjF7Q6hhTOtFC2A0pSks4SosZKm+270b0EVPHTSHe3QDgjHodl11Zkf3B8nke1+sE4E4+Jfq8nrYI2osVL4dX21ZPiibwq5c28yhiL5Tma6skwJDmu9LsrmC43tH9wkcQHaSuH2LdpmrJztdm0y4q5tu2J3u/Kd6OTu9dTnysRPlO4IxlYruXMP7v5j4/tcNeyCRWot68McpgrBBW3btvvuh23nFbozOYWIbveqovrpi+3N4pKFxLErTKvzuInft7Y61ByPtlRstTK6K5+PlvYJ4M0nsETkeLh/fldmvV/+gVMdSXdR/wF0QdgvPPzQzs8Gf4VkLVYTJLs7iwK9g8xOwGSAdreNy1oDajM9zbFSnCLNawltndASxgzciy8c/nU8ARUfhD3GQQyxFLp6c/9ekrvXYcB2Lp4iaL8CyR3lgitUrp1eH/vh52ItYjGhn721wrJSWMHZcbanpN9CLIW2VFgPk6gYWsLE2FiZnppd99sppY49lGZGvzWCxQqO98SB2YHLW8lqsdZE3phUJXEzUdB+2DY6/lxgNlC+U3IMatySzsk561REy4uZn3Z3xkctcfstiooNIiLvUKlZax4vndN9/1zzj/hXAXwagOc7535r9gfZILRQnBvLctD7hq5upZiDdWKUPiYirtIaiQQXx0z07zs//RvA58BXcRbD3XFpOvcnkcHioK0UYxYowc2Ci2fJSjFluYj7WYozAjL0MicCGcwG0ptvwt+J8/65E5YnbWGILRU6nmJwc4JyvfBWCY2yVHTbT0wYDCvFFFaf1qSwtE1OTMTtRtem0KVImiZ7Jzy2UuBueBwyuD3tOutE24s4b+mxPvOD+53oK1kxcvgMKDUYY7qGleFUlopcHIUXPm7fwp9VkhiKSMS4m/tJPY5jH+vkNjnrS7u33RRdCxyW+n45xxQL5xYix8BfA2/NxN/NzspW0+cK/CKAxyZbjfyqeu0tEA9bDQE8IWpnIiJPBfANAP6pc+5VM45l01BQXDnDxBPITz71soUpZ8W1w8RRGvVvP+xzOkB7cIWqPIYuiNt2e9KuPL5tTizkgrMBmK5Pxwy4bp3r6lN4FyYtGno/W5E2FRkiAJTbU3egoXtSTlSoZ7Rt57IE5F2cLKEx7DNyezqQuX7ywHSGoDSWwqhnoUQF0OUI3EWny3bfornbiR3v9hRMWlsVnK3cnvT3PY5VE4oKjfF9z04XG/e3N0RFpfAriYfd3TuBxecQ2n07ackouTCt4t50ZoJA/nh84qBkZRk+up3iGif8x0BfdPRNpGO7Wm0Bt35Q9hoWOOfcHz1g818A8AkAPgJRelcRuQPgwwDcAPiliX4+GsBDAJ4rIs/NtHlrH6D9uZcSX3Hlv+jL5+hWCss6Mnf70jZOWx923efxJ9P4YuitMhjjKWIrRQOH/YxzSm3GJ0+8LI6nWEtMtA7Y+QxSxrLxgBrA7UNhOCwfLUKCzBjEgkCLin59YGnQFoWpuAm9bVFkLLBSqAlrHIxdsjqY6WEL1olYTAxZg/oJ9tQd5iDLU5LtSWUGapsh21PCYCVSosJan2xXKQCMjF+DaIzbHdnKcIglIxYIVoyLuU3TJK+PQo11yWpjZXsK/gfzli3PSUSEZ8k1Yst35XOT+xmZshIXXn0RGdYpa3z8fZwrKxeZy48B+PMAPhPAD0brPhXA+wF4TUWGp3cA+P7Muj8J4MkA/hWAd/dtLwIKii1wrvR2c9jdAWqCaZ3r7nJrKwUQBGjrk2dgpUjWNXDGBN67PeWEhQ/o3jouuEUdLzfcnoBuHFwLuH6C6H87TdPddZbISuFaUxAMokIJiSRAe7/PiwolIA5JI7smVvYlKy6jyiffp4pVnyu2UmgRUXR7CoRF9zqwUmgx1osKj1VHJLBOHODqBNiB2d2HtfvVgqAcrL2OhSrH0sDs4fcfWJLactazI5ETrNZncz6RwoP7kIce342l/wy60KhrASfbn8SX2Mq18FTfYRwXt+Tzb+U7Uzg4tDMTcNT0eWZeAeCbATxHRL7L16IQkccB+Dt9m+/VG4jIwwA+BMC7nHO/BgDOuTcCeJ61AxF5NTpB8dXOubcd40Mciws941wJOvBWP698EnPxCSt3DDP6Ma0mhUl8KY1sHI+h3+eK1gFj+thcYHWu0N0hWPcB44/t37dwnb5y3cSxdf171XbvHFrfxrmhXXfAzRicrcapWybhOusD6vV9oLWooGy5ew9WFe1h83jCZqWTDQK8oyJ4evsTTthqgrmDQGyjQF6un9x6XeQuoA++LgmuwXpgFDNzD+4nj65tm24/xYzK6D4wW7fJuR+V3Ip8H1abpYHZucB8XahwqmaGXXfkQAFUsiIsdf3Q8TGWIPTnyj4wW9obwDnIyhO5g6i9ns1Ndbti0pEslcfjkuu4rpw685p+aMp3cjScc+8G8Hx0yRpfLSIvFpFvAfBGAE9HJzheHm32uQD+B4BvPOWxngMKirMh4UnoCEJCUxQVc6iqvN1bKYY7ZupCoatkWxW0/W6Mi4uunp0clqqaHXNIJidLQLRw2bSy2ZoSEa4XEsP7aHvnANfHUgAIBQSQiFEnTTdp9/EXllAFbFHh8W46qk6F7HamaNB9DO8NLFHhA2HXcD+pqg2R29aYQFq1Kvx+3H4fZHzy+9VZg5JsTx4vLPZj5WxdDTkRFf5RIsoMVCMs8uOUX15fIXv981fNuNakD46D+v36Ygrjtf2/jX5z2Z6G30lp+1w8nH8cS1RcquXDYsU4htSNyajcWvrupr5XX9079+iOYvZxH40+beyajy18vD6e4dPQFbL7fAAvAPAAwFcCeI6zctzfEujydGb8SSiXRnXN+IkkQBsYL0pzTK19APBc8+wYdK0mmVaAtnJ9EucSt6eSu9PY5vhuT7rWRJy4Sb/3VokunqPfRq3zYbo+rNr5Ghz9si5GAoC47nvx7me9yOjWNUOcdjcRaQL3pfHA2jH2AQizxyTBwEY8hfVabxu5SNWwxK++1m0JyFsgSuuCWIpMcK9VbTtxpTHcnrpxSl1uvFuL6Uuf+4zxd3zAJPhUgdmnjKOIM0BdbJD24GY4/qaH31Sf6cnH20l7M5zr3bldn46170P7XUtIWClg42QZ0XWo6pq+xPVpf7OJCfdtwDn3WgCfVdn2JQBeMqPvZy46qA1woWfXK0CQurGc5TgO3K/f3k9EtCWi1kqhXZ+8pUK5Pnm3p2C3hx31amhLxeDqpKwMWUsGylYK/zpnpdDuTslrZanwyxL3KGWp8FYKX0F7sFL0DFaGyKUjdn2qslIcmSVZoUrrdAB4bKUIl7eB21NchC5xe9JWCv8esaWiIA4OuXtecM2psRrpSXmpfc24z3F7ilniopSMjefUMUDW+OVqUgz1SYxt4voTTp2HYyvwmqx9vcpNng+13J/YDSixDAP9uXgrV6xT4ta3UFAxbRoKii2gJ4OHdNNPwsW18ywe1klwcmeS9lWbDUOJhkl0PAVC96VGxjiK6NBOiukWZZz3tFDQONfFUgxthtducH1KXNb8HTb/YXOiwq8D8qICQFLwrl8fuD75Zfo5eh24QlkT14LbUzBRLaQCjSkFY1sWiPjueRgL0Q6P0j798uK6jNtT4PoELSKi99E2yT6OJSoKbk5rx1EsZU4SgJJQBLCO21NN7ZBMX7nPEtZGUa+jQohBHEXXuD/POtN19GSsKTqseMNzkxFrpqiw3lvrcm2MfcXX++53wAk3OR8b+c+8pfg7F2rit6alIics3KH7mdpW7zO2UhjHWLJSdG3Ck6QVR+HjK+IjO0RbzEnE6NtaXlY+OHt4r4KztZVCC444kDuJs7EsEwBMURFZK2JRkbVSeAqiIqiibQoII0B7JSyXo+pt96HFYEqoaMuDt1LodnHV7Kij/AQ4vvusRIXpzmSJC6tycgVdfEz+f7nZaStVk1gjLIHgl02lc9XbHmKl8Lh4DCYKHw7bHNkyUey/VqzE1q7CtsP5Xp9z/fm15rxtWZRzHHtiX7r5tXGyomIOmW2zNwy3FpTtgLbdr/qgXto2l/HfeRtQk2R/MlpDXJT6MAO1Z9whWRRMHouGSk5ldSgdUu3hatenOdvEGZ9i16cguxNgWyn8sxYVkbUiFhWBlUIRuD7lRIXeXr8vZY2KrBTdurqJ7amJrRUaPYFNlvvJajQZdN6FJQrQBlJR4ZdZlgir7VLkzj1IY1slcsur+15h7HJVzz25eI143KzA7BjTjWrN4OwpK4UVnD1sG1kiug3DZ/U6sFJMkWuztUnqBZEkXUHhemyN44XjjuDytIG0saQABcVWWBK4FXehTlq1Voi52Z/Ck6TKPNQ0ocDQCqA06YljKSKqLoZHII6NGFyUXfiIt4ktFV5UlFLIDuLB7wOhqDCtFKVYCiBcBiTWCtP96e69MYVsLjUsokli7PpUSCObY2m2p7nbTbm+lDIKDVYIZaUI+lFxFOk+9sFE0fbhN0SFISwmBUaJCrecJRmdquIuJtye1rBSWFhWrKwl6xBxVvj+Z1spzFiKNI5i6DeOo9DLzsGhcQ+eQz/Dsb+DOLB7dydZlk21vjAo/FzXQ0JqoKA4J7mZ6SFdrnEin+jD2oe/e54LQKv25dUWjBWo+WZ1EDVgB1pn+zeG0HJ/qhUV3kqhRcXQNrZS9LEU43dv1K3Q4lJP/HTbOJbCk3F9Gt/PCO6NXZ8MK0W3PnStiSegS+6Wl+InzPYVE0vXtkEK2cQ9SqWPNfs1YinM4NtS+ljDtSqHdk2bEgBTVokmE+viX58yzWxNYHYuu1eQEliP0xEL8gFYHEuhA/bjOIqx7wXnzalzbWl9fEPqQlySVsOLCC0QCqLCWj82POCat0mhwaDs28Yt++/fOFs4Kcz1/dSTV2uiklR9M2IlckSZS+JMT0spxTtYuwe6CX38sNrHosQLCL3vUrE7Z4gK/zq2UmhRgVhUIGxrBmsDoVUjiI3QLk0F16ehTcaiUROs6vtYQTzUkFgXjKJprm2HR9y2GIidyyCk7zpr1yd/PIaoKAqLJYXtNLmYF0XOBaqWqTiK9JCOdznKjU113M2Bbk8HWyksdye1XVAM9NTXkTWExJQr0ClYUxBFIiNxUyXkCqGguGRWOgGmBXkqXZ+iu+XJXfDqAzAK3U1wSLE68xAMIeDJ1bPICYycqEgsFkpUdMtG1yctKgLXJ2WlsF2fRlGRVtI20sr2y/2d66R6tiUUSpYKK7YiV0E7qsSssSauucnskonorCxBvbBIg7T3STB2Ln1s4PakKYiKbt9lYXGoq5MPzC7FUXTt0nVz08dabk+nrgtRE0cBLLRSzBEdM60UehtdELFfED7714fETmyJU2eqWtPKUrBcXD0O/TlyvQcNFNuGguJcOKx3klxJVCTxFHP6jX32g84dhmxPkwdyvIuHmYHJWGaJiX07PnLUigrLemHFU8SpZBMrBWC4PoViIecClVTVjq0UGu36FNenyAVn5yaxRtanODjbmmQuCcyeyuJUGz9R2q6qfez2FFspcqKiJCyw0DJRQZiByXaRWpI+toZm11QLxKyLUCbT07A+s87d3A/F2squT1b2L+t1LkC7Wxemj036tCzCW2NOJql4u1xfNW3ncERrxVKy188tjjG5lVBQnJslJ1YgPdmtdPKbk1JWu9YEE1c/AbFm8JWfU6y7bsBRCtpZsRPa6hDPPbS4iEWG3q5GVACp65OVSta7PplWCiAvKmLBkHN/6q0UAFIrBXyTyniKkpUipmClGJYX0pOemjZyj4rjKCyLhdq41LF6nd8mG5i9sriY49p06PjYAnLZ+MZCoSQUtfCoslgdScDV7DPJ9hSLEZ1KtNb6do6JaGnyXzOJz4mRY32WJdfVYxUTvDgYQ3HboKC4VOITaOaEepA/bekEP6QsjSalgOmrf9AxKJacTqasEEA+riInFmJiceHbTokKK55CH+PeOfP4oYRDIOZiUdG3dbmxbNRy6QOiCwXputfzrBSTrk9ANjj70InpmiytWRCkj40sEzqWYgjSBlJRsUSMTOFrkGSsPzmhkC1GaIgQH0dRcnvKH95KN0mM1L7V2861UkyM1WwrRdC2BfTkKhYW3YYAovP+FaYkPSlzRIUXE/ubOmFR0/dUP7Fr61ZwWE1IDL956olNs7FfIFnExIViiajIWim0+VabcWuDuedaPzKYk+wKQisEkgl8t9yZ4mDcLg3Q1uvjbZ0SEH4/JVFhuT75WIrB7QmhO9MsUWG4p8Xf95pWCrNNpp8pERGvX5pydg7LJ6PhRLY4OdWTSS0qSsIieV+5LyvTk4qj0MiuGdye4nGZyvY0h1I62WoXqIlx8paIyTiKNYrdrSkqvPjULnG+jXd7uoRCZ7Wca2Jcm81qDrRWkFsEBcVGOXe8wXgg4yTV8gPVd76nqoNWp7TNtLOsA3unJuTDZDxtawVED/2qStZeTPjXvp8HbWs+4uOLhYU+7hpRMbYLRUUbPDq3p1HERa5PU6IiRluSSpl//N3lKEPQLCtFvOuClWJs0wwT23j5uJvjnMpqxYQVmB2sV3EUppWiX14saKa2X+x+s1ItihorRVw1e8pKMbXfNS1QVmXtOH2syQqB15Ntc5aKIFOY7fbUbcTbuIsFwDGupzlrRY171wXDwna3DwqKDSKW2XprJDEcKuuQRe2d5CAwXNJl6CbawLSVwkVtWqQioyQmAATCwZpbWgJDWy28tUK7QBUDtWHHU1hWCqfdnRAJtpyo8OtiK4Xqx86wlMvwVGGlmHB9ivvxd8Nj95rgeE5gpQitC231uqBdZRyFNXFM/eYL54OVg4nnZHtacz/nio1JWOv7zIi/UnHDeDsrxXDO7SmOo1jlGnIOi8E53Xdy39nUMfWiQVxlApIlx0DIhtnI2Zt41hQRq+Ymj7MF+WV60qpYVGDvSGn1StYJTywmYiHh11kB2Xq+GFsu4sDunKjQry1RYVop+oxPZmE7/fmjQO2kTVTwrlu2G92eDGZZKSx0zYsKK8W4WeiuszSV6VroyaYVmD2sMwRBkuUprlcBYzIb16KI08ju7TvdQPn70OljrfZWtidpmkm3p5yVItz3tkTFqlaKwjaToqL0PloeuD1ZMRNbcb05plA4xSR8IlaheM2tHQNj3Kau32MylWOkLVmI62+orPiggWLbUFBsCOukcU4rxZQLU0J0xzzfzq6bUDqG0YrQL687ooGSdSKOj7CExFRhu1hcWBaLnKhIjycVFZaVovt+dD0Ko1p2LNIsS8XQV8665C0MK1oponZ+Qhujg7OnxMOabk+zU8OWrBRxHIV119pyeSmJijX8/AGzwF0s2GqyOM0VcpPVurdgqZiqCRE/JvtbKCoQis0wxiaqmm3GUlhZKSp/P1sL9D0VU99P/L1kxMLs6/ea8Y6EnJhbVmmFrII/gVVflBbcNTFOkofenMhZJ4DRLUm/B6JlzmGnPosV09GIRK5R3Zu7TdO1b/vtG4cGglYcGido0an74L10+9iJ9FYKQeu6e1DiAEHXh6C7qMiwvwYO6l7V7g7c/qZ779pOdPj1ru22FXX3p9l1fU5MkqTZdZv07WQXvW+abiLU7EK3DL98+NKi9XfuAf1d4txEXfchu2Zx4PQS2n07K1DYT57dzX3IvcdZHQ6Tetf27f2y/tlPInMZmbp9ZcYrM47JOOh1me90+CxqXbNrhvSsejv/2j/v7t7B/kFm4jUxhmsIjKDuCPJ30yyx4/b74nffddp/z6U4FTXWQ99tm+5Tt4tfA0C7612eGkjrfyeqD8ZRHB9p1rWKXJ2YcJPXkCV9ku2y5V/jrcM6OWzmhFGTmi52i1KpY5OqzYXtY8uIiwSJFwWlgGwfPxFbAgAk1gkvJrxVQcc8+P3so9fxYzw2OzBbWyv8cm2psOIp9PFaJFaKeH0u81P8nefee7en/nW32rBSWBW1pywSRn2KnJXCt7eCs0u+/sfGT1D1JLkUmJ2gA7L794C6a224twwVY6P3qRVj3TiKXFD8nBSyYzs7UN+yepRiNo7p0ja4PS2JpZiyWGQsEGb2J/Ub0L+L0dI1Wim825OZMnYJW4xjuDCqrt+nrgROyJHYyGyV+IvAmgKilBZ0bZJ9iSqe5i/8ennsohOnoI0CssdMSXUB2cnxmVmVQjEBjBN9LRbC2IXw4YnFRVwYb9+OblCxi1UcHB4cr+8LqdtTEEsBJN9rFstiFNWjSNYBpqiI08gGd3ELrk9dP7bY0OtrJ5R+cttUuujkltWsy1GqU2G6PWkyvvHJetXHXItEQPx9+1gWI46i5rtbGksxJSqs/S4RkXNqiCytN5JQEhaF4PxsWtkkI1gUnB1xUGXlY14vpm5qHDK53tDEvFpMXC0sbHfboKDYID7AajPWiSXE2YemxERsncB4QnbDxLpf7tdXWiemrP+WmABC0bBvXfDwWAIjFCNpxW0vKiwPj1Iq2Tg4O/gupkREjG5rbTdRRyKpTWFMUMf1kTWi0LZ738xKIbuo7kGTnxAvYSrT04Ax8UssEpllVb76K7kY5IRELjh7eG1YKSZFgiEqTl0dXaePLbZbkvEpN26FsUqEhSEqYivF8FgjAcepWFNMrMnc76C/Ieb0NS/TZmArn/VIOAe07X7VBz35ts0Fz1ivh5o0saukolvAbFETBf2ark6lQOzoDrsTie7od8/7mWeWknUCsMWEJSA8UwJjaBdZLCxRkXN98uQ+qVN956wUJVezxAXKB9X7t7pqds69xCqQZlgp0kJqtktULgtQLoVsVQDwwonoocXazExPNeRcn6L1ybKZk9aBgs//VFB8rhZISRBYGZ/Msa34/ifjGoAhviNdvi+KCMvtCVgoKrod2ssmhEWyfeAKNVophuDsbsNchzMP+khY5/6tHFstmeM9643ADSV5IrcPCopzsfAff9Wq18UdTWwzUVU0rsocLNOUrBPSRG5AqbvTEutEqybiOmZCuzd5kZCrip3GSoTiQlstYleoKVExHCe0RSJ1e/L9V1spfByFQVLDQjHGUWRcn/zrXBrZXAXtUmXtTOXmrm/bSmFOeM3t8wXyDkWnjp1ETQxzcRNFUTEnw1AlNRN0wLAqVFoploiKY1gmpsTd5PqSy1mJkgtUZiwDa4X+XQQCo+3Fhe2PX33dOHQy7OMBauIC9L7WFhOXGjuS4TK9FVwQ47XGgy5P2+YSf6W3jkMsEycXE5m+plydhraRdQIouzvVYAkMXVdCi4luWeSq5OxH13cqMCxx0fVTFhUeK0DbIXV76tqOfQ7bT8VS6BiVHNKEAiEjKoJlfvmMQGw0kQvNgVaKUhwFME5kdb+5vqz1MXriWZs6Fm1bnoxOTTpXxIxjUWIuthLMqVg+iIjJFLEz6pdMtKsRH9NuTWpMM1aKsW084amgJmg7IyyC9UNwdtvHUUTbtdHEfm4q1DnkBESNsNiSmChxzEm9r6adq6qdO6RLs+qQq4aC4lz0879NnhDURSA5vrnHm7jVGEHYgGmdAMKJsuXuVJPZqRSIrcWEFwHdsrxw8MSIvi61AAAPY0lEQVRtdLuhTWSxsESF3jYXoB3jrRT6e3HOtlJka4NYQdixdUK5PSWiAspKEQdoI7rbnauWrbECszNWiq7/dHJ7DEoByDWYE1RNbI2oWV4jLHJtSmlNDUpCzrJGaEFXE6DdLQtFxSmKEmqsYoQJFS5rswRGTTxMNNaDtcLHUtzcH2IpBrendt+dt53DkPXp2GLiWtiKJaBSWAQ3DI9UGHYxDusHZdNAsWk28t9DSmzG3Jm7cFgZmpodXHNnDC7vXWICy0RzJ3KPGou0OZGgmJ1TgkEvKx5uxoqhXZ18X9rFqSQicstzAgRAYq2IRUXs+jTuZxRDsduTbgOk59lFvxlfYyAnQBCJipLr0+Dqkro+WUHaqWVgutDdHEyXqExgdlbALJjkTqaOzW8YPGcLoC3wyzeZKTJyVoqlrk/dsnyBPf/eEhux1alELBh8HIXZ1vzO502eJ4VFrduaISxwc390fYqLHfYiQlwLtDedyLDEbOF/fTW2cv06lJJwOkMl8s3MCwjp2ZikvV2cLB5iIYvzmQ/H2ALIuzkF9SZUGy8mvNXBp0gFxtoTvvdS7EQuENujg7DH9+NrALACsj27JgwYb3o3It/HTsZ+uoJ3rt8GALqCdb7Y3V3tTuyAVhx2E4E2rev24ZwD+r52JVem2QH2TV9trw0Ka8nde2MAaF98bSxyp77gphnfqyJtXfu06J00zSiMogmWVVAN6K0UAJJfpyquBqSTQ9ntgoleXFitVPTNOq4adJG7hP67CYqc+e/Lb+8L+VlF0JYQFRT0ywSdQNUFBmOG4nVqXPR3mCt2Z6EL3iXjUlHPYilmQTmoz+Z/Ozf3w6xjbZtPUpDb15zCeEBe4Pk26v/R3WD8v+otGOI3b1tAOmHhXNtNfNe8kz0RS3dRzDneNa0yC8TIZYgJFra7bVzCr/JKmfePcRknkIip9LC5jEQ9cezEHOtEjpx1IhYTafam1FKRxkrYVgu/zm8z7Fe1tawUWhQ5l8ZR+O9FExzinN/MIO5SQWL52cvde9l4iiBAW2d9Kt0Fz6aptVPITlkpDomj0Ps4hOrA7Hi7XB2C3PoDWfI5S6l751op0r6P78Zm4d2egmU+RWssrBaMwaI4i4IVarRO7Dvhp9sPrk4utFKcyj3pEq9XSzmRdeIq0smTq4a/zAtik9aJKPYhefRuT7aYkERMaOvEUGNiZetEmiI2FRO5bE5TWZ50m2HdhKiw4iniOBCL0LpSbJql9jeVLUJnxVMY7QJRUYinGGI2JoKzY44VSzFMglV8QOk4PLmJ6YAVmF1K+5rzpV+TSrenMAh7ZwoIHxzvl8UuUSXXp255+VgOtk5E/3CW+EvaWKLi2MJi2JchMJSocEOWJyN9rK6g3e7HCTAnpiNLv4szuDpdDO4Ihe0W3kgkp4FnFJKw+l2srJhosmJCBxyvYZ1IKmKrQGyPFhNdm/LDb5OPl0j7skSFp5TxKRdHkS1y55nK5mQRW5ByNSPu3gvej69VgHYcTxG1D0RFqR7CRApZ31dNpeXwo9pxFKU2h2IGZsdtrPoD8eu43dpE2Z7i4OzY+mBZHkpZn2pEhX/ksOIn5o5XHOdSCs52N/dXsVYAMwO4YyxRsd/D3TzAUOhuyO6krBSuhbRHngRTqNjcMvHhsH5QNuXEtpGlriNkOSLyzsc//vFPfNpHPDVec5bjCVnye8j438jwZ1wgwcqxB5F+e5d05d19EC1L2kXHkfYRugqFfUSZlVBPadTE+LxirPfLfBxGvLz76mT4SmVcHLXtVsrwYVzwvXYfUn/Q8H12O0Sv9VgFA6T3g/S1dQxG++FX4NSz3q4fT51H2Ol+nB7PsZ+hC+9Wlnw/yScNCIdThnHpBDIgvdVN/MCIHzPp1/nt1Oug4/FNuGgqzW/lucM63w/fxfjX/N7j7zzeNjPmwTiop/H3E66edRcyEM/+rf5OJWmWfFdqjIK+CuertA+kP5qDTue5jV24fniSMVGC9MKv+xEOx+qC91L/m8ky+V9yYD816H2t1U8NEyeKObtZawomwJvf8lY8+uhjjzjnnrRSr8sOReRnIbuPw+M+cN2OH/t/gNu/3jn38et2TNaAQdnn4d2PPvoo3vBzb3rHuQ+EHIWn9c9vPutRkFPCMb99cMxvJ1se96cAePe5DwLAm+H2wKPvPE7fZJPQQkHIyojIzwIA76LcHjjmtw+O+e2E406IDZ0dCSGEEEIIIYuhoCCEEEIIIYQshoKCEEIIIYQQshgKCkIIIYQQQshiKCgIIYQQQgghi2GWJ0IIIYQQQshiaKEghBBCCCGELIaCghBCCCGEELIYCgpCCCGEEELIYigoCCGEEEIIIYuhoCCEEEIIIYQshoKCEEIIIYQQshgKCkIIIYQQQshiKCgIiRCRZ4vId4nIT4rIu0XEichLJ7Z5hoi8SkQeEZH3isibROQrRGRX2OaLROQ/i8h7RORdIvJqEflT638iMoWIPElEnicirxSRt4nIo/2Y/JSIfImImOdKjvtlIyLfLCL/UUR+pR/zR0TkDSLydSLypMw2HPMrQkS+sD/HOxF5XqYNx5yQCVjYjpAIEXkjgD8E4D0A/heApwH4F865v5Bp/zkA/jWAxwC8HMAjAD4bwEcCeIVz7guMbb4NwF/r+38FgHsAngPgiQBe4Jz77pU/FikgIl8K4HsB/BqAHwfwPwF8MIDPA/AwuvH9AqdOmBz3y0dE7gN4PYD/DuA3ALw/gE8C8AkAfhXAJznnfkW155hfESLyoQD+K4AdgA8A8Hzn3IujNhxzQmpwzvHBBx/qAeDTATwVgAB4JgAH4KWZtk9ANxF5H4BPUMsfB+B1/bbPibZ5Rr/8bQB+h1r+FADvRHfhesq5v4fb9ADwGegmCU20/MnoxIUD8Pkc9+t6AHhcZvk39GP1Dzjm1/noz+//AcAvAvjWfpyeF7XhmPPBR+WDLk+ERDjnftw591bnXI357tkAPgjAy5xzP6P6eAzA1/Rvvyza5kv7529wzv2W2uYdAL4HwEMAnrvw8MkCnHM/5pz7N865Nlr+6wD+Yf/2mWoVx/0K6MfL4l/2z09Vyzjm18UL0d1IeC6A38604ZgTUgkFBSGH8Rn9848Y614D4L0AniEiD1Vu88NRG3J+HvTPN2oZx/26+ez++U1qGcf8ShCRjwLwTQC+0zn3mkJTjjkhlVBQEHIYH9k/vyVe4Zy7AfB2AHcAfDgAiMj7A/jdAN7jnPs1o7+39s8fsf6hkrmIyB0Af7F/qycIHPcrQkS+SkReJCLfLiI/CeDr0YmJb1LNOOZXQP8//c/RuTJ+9URzjjkhldw59wEQcuE83D+/K7PeL//Ahe3JefkmAB8D4FXOuX+vlnPcr4uvQheE7/kRAF/snPtNtYxjfh38LQAfC+BTnHOPTrTlmBNSCS0UhBwX6Z/nplNj+rUzIyIvRJep5c0AvnDu5v0zx/0CcM492Tkn6ILwPw/dHec3iMjHzeiGY75xROQT0Vkl/q5z7qfX6LJ/5piTWw8FBSGH4e84PZxZ/4So3VT7qTtc5ASIyJcD+E506UQ/3Tn3SNSE436FOOf+j3PulQD+GIAnAfhnajXH/IJRrk5vAfC1lZtxzAmphIKCkMP4hf458YntL2Afhi6Y95cAwDn32wD+N4APEJEPMfrzWWUSn11yGkTkKwB8N4D/hk5M/LrRjON+xTjnfhmdmPxoEfmd/WKO+WXzAejG7qMAPKaK2TkAX9e3+b5+2Xf07znmhFRCQUHIYfxY//yZxrpPBfB+AF7nnHtf5TZ/ImpDToiI/A0A3w7gjejExG9kmnLcr5/f1T/v+2eO+WXzPgDfn3m8oW/zU/177w7FMSeklnMXwuCDjy0/UFfY7jfBwkcX/0DnBuEA/AyAJ0605bhf+APA0wA82VjeYCxs91qO+fU/ALwI+cJ2HHM++Kh4MMsTIREi8iwAz+rfPrl/frqIvKR//X+dc18FAM65d4vI8wG8AsCrReRlAB4B8KfRpRx8BYCX6/6dc68Tkb8H4CsBvElEXgHgHoA/C+CJAF7guiJI5ESIyBcB+Nvo7kb/JIAXikjc7B3OuZcAHPcr4TMBfKuIvAZdteR3osv09GnogrJ/HcDzfWOO+e2DY05IPeIckw0QohGRF2H0qbX4ZefcU6JtPhnA3wTwdHR3r94G4J8A+PvOuX3SA4ZJ7F8B8AcAtABeD+BbnXP/9sCPQGZSMeYA8BPOuWdG23HcLxQR+Rh0VY4/GcDvQZfK87fR+bf/O3RjGAfjc8yvEPX//3zn3IuN9RxzQiagoCCEEEIIIYQshkHZhBBCCCGEkMVQUBBCCCGEEEIWQ0FBCCGEEEIIWQwFBSGEEEIIIWQxFBSEEEIIIYSQxVBQEEIIIYQQQhZDQUEIIYQQQghZDAUFIYQQQgghZDEUFIQQQgghhJDFUFAQQgghhBBCFkNBQQghhBBCCFkMBQUhhBBCCCFkMRQUhBBCCCGEkMVQUBBCCCGEEEIWQ0FBCCGEEEIIWQwFBSGEbAgR+SERcSLyAmPd1/frXnyOYyOEEEIsxDl37mMghBDSIyJPBPAGAB8M4OnOuTf0y/8ogB8F8GYAf8Q5997zHSUhhBAyQkFBCCEbQ0SeAeAnALwdwMcBeD8APwfgYXRi4ufPeHiEEEJIAF2eCCFkYzjnXgfgawE8FcA/AvBSAE8G8EKKCUIIIVuDFgpCCNkgIiIAfhjAH+8X/aBz7s+d8ZAIIYQQE1ooCCFkg7jubs8r1aLvONexEEIIISVooSCEkA0iIk8F8HoAD9DFTvw8gE90zj121gMjhBBCImihIISQjSEiDwF4OYD3B/AcAN8I4A+CVgpCCCEbhIKCEEK2x7cB+FgA3+Kc+1EAXwfgtQD+soj8mbMeGSGEEBJBlydCCNkQIvIsdLET/wnApzjnbvrlHwrgjQDuAPhY59wvne8oCSGEkBEKCkII2Qgi8nvRiYYGnWh4e7T+cwD8EID/gk5s3D/9URJCCCEhFBSEEEIIIYSQxTCGghBCCCGEELIYCgpCCCGEEELIYigoCCGEEEIIIYuhoCCEEEIIIYQshoKCEEIIIYQQshgKCkIIIYQQQshiKCgIIYQQQgghi6GgIIQQQgghhCyGgoIQQgghhBCyGAoKQgghhBBCyGIoKAghhBBCCCGLoaAghBBCCCGELIaCghBCCCGEELIYCgpCCCGEEELIYigoCCGEEEIIIYuhoCCEEEIIIYQshoKCEEIIIYQQspj/D/MHprWc0Z4YAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 394
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visually inspect where still regions should be\n",
    "dfx.u.mean(dim='time').transpose().plot.contourf( levels=300, yincrease=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fde30c24880>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 394
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visually inspect where still regions should be\n",
    "dfx.u.mean(dim='time').transpose().plot.contourf( levels=300, yincrease=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(dfx.time)):\n",
    "    #Correct for v drone motion velocity \n",
    "    Av = dfx.sel(time= i, x=slice(350,432), y=slice(0, 237)).v.mean(dim= ('x', 'y'))\n",
    "    Bv = dfx.sel(time= i, x=slice(0,25), y=slice(100, 237)).v.mean(dim= ('x', 'y'))\n",
    "    Cv = (Av+Bv)/ 2\n",
    "    dfx.v[i] = dfx.v[i] - Cv\n",
    "    \n",
    "    #correct for u drone motion velocity\n",
    "    Au = dfx.sel(time= i, x=slice(350,432), y=slice(0, 237)).u.mean(dim= ('x', 'y'))\n",
    "    Bu = dfx.sel( time= i, x=slice(0,25), y=slice(100, 237)).u.mean(dim= ('x', 'y'))\n",
    "    Cu = (Au+Bu)/ 2\n",
    "    dfx.u[i] = dfx.u[i] - Cu\n",
    "\n",
    "    #correct for s drone motion velocity\n",
    "    As = dfx.sel(time= i, x=slice(350,432), y=slice(0, 237)).s.mean(dim= ('x', 'y'))\n",
    "    Bs = dfx.sel( time= i, x=slice(0,25), y=slice(100, 237)).s.mean(dim= ('x', 'y'))\n",
    "    Cs = (As+Bs)/ 2\n",
    "    dfx.s[i] = dfx.s[i] - Cs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfx.to_netcdf('Site4_Drone_Subtract')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine all Flights into one Dataset with new dimension (Flight) \n",
    "Not required for single video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (Flight: 4, time: 120, x: 119, y: 66)\n",
       "Coordinates:\n",
       "  * x        (x) float64 32.0 64.0 96.0 128.0 ... 3.744e+03 3.776e+03 3.808e+03\n",
       "  * y        (y) float64 32.0 64.0 96.0 128.0 ... 2.048e+03 2.08e+03 2.112e+03\n",
       "  * time     (time) int64 0 1 2 3 4 5 6 7 8 ... 112 113 114 115 116 117 118 119\n",
       "  * Flight   (Flight) &lt;U3 &#x27;F07&#x27; &#x27;F08&#x27; &#x27;F09&#x27; &#x27;F10&#x27;\n",
       "Data variables:\n",
       "    u        (Flight, time, x, y) float64 0.3826 0.4679 ... -0.5201 -0.5707\n",
       "    v        (Flight, time, x, y) float64 -2.979 -3.021 ... 0.1432 -0.1152\n",
       "    mask     (Flight, time, x, y) float64 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ec51695e-c649-4dfc-8b59-5f54d62e667b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ec51695e-c649-4dfc-8b59-5f54d62e667b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>Flight</span>: 4</li><li><span class='xr-has-index'>time</span>: 120</li><li><span class='xr-has-index'>x</span>: 119</li><li><span class='xr-has-index'>y</span>: 66</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-67c1905d-43d3-46a1-bace-565022a87e23' class='xr-section-summary-in' type='checkbox'  checked><label for='section-67c1905d-43d3-46a1-bace-565022a87e23' 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 class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>32.0 64.0 ... 3.776e+03 3.808e+03</div><input id='attrs-0227042e-8b2a-45b7-b55a-f35e97fc865f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0227042e-8b2a-45b7-b55a-f35e97fc865f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ecf31aa9-bc31-4596-8eb1-6b24aea0c1c0' class='xr-var-data-in' type='checkbox'><label for='data-ecf31aa9-bc31-4596-8eb1-6b24aea0c1c0' 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><div class='xr-var-data'><pre>array([  32.,   64.,   96.,  128.,  160.,  192.,  224.,  256.,  288.,  320.,\n",
       "        352.,  384.,  416.,  448.,  480.,  512.,  544.,  576.,  608.,  640.,\n",
       "        672.,  704.,  736.,  768.,  800.,  832.,  864.,  896.,  928.,  960.,\n",
       "        992., 1024., 1056., 1088., 1120., 1152., 1184., 1216., 1248., 1280.,\n",
       "       1312., 1344., 1376., 1408., 1440., 1472., 1504., 1536., 1568., 1600.,\n",
       "       1632., 1664., 1696., 1728., 1760., 1792., 1824., 1856., 1888., 1920.,\n",
       "       1952., 1984., 2016., 2048., 2080., 2112., 2144., 2176., 2208., 2240.,\n",
       "       2272., 2304., 2336., 2368., 2400., 2432., 2464., 2496., 2528., 2560.,\n",
       "       2592., 2624., 2656., 2688., 2720., 2752., 2784., 2816., 2848., 2880.,\n",
       "       2912., 2944., 2976., 3008., 3040., 3072., 3104., 3136., 3168., 3200.,\n",
       "       3232., 3264., 3296., 3328., 3360., 3392., 3424., 3456., 3488., 3520.,\n",
       "       3552., 3584., 3616., 3648., 3680., 3712., 3744., 3776., 3808.])</pre></div></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'>float64</div><div class='xr-var-preview xr-preview'>32.0 64.0 ... 2.08e+03 2.112e+03</div><input id='attrs-45adc7f7-7445-4766-aa8a-18be2c306d89' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45adc7f7-7445-4766-aa8a-18be2c306d89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c46cb1e2-c235-414c-b914-01c5b7febfbf' class='xr-var-data-in' type='checkbox'><label for='data-c46cb1e2-c235-414c-b914-01c5b7febfbf' 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><div class='xr-var-data'><pre>array([  32.,   64.,   96.,  128.,  160.,  192.,  224.,  256.,  288.,  320.,\n",
       "        352.,  384.,  416.,  448.,  480.,  512.,  544.,  576.,  608.,  640.,\n",
       "        672.,  704.,  736.,  768.,  800.,  832.,  864.,  896.,  928.,  960.,\n",
       "        992., 1024., 1056., 1088., 1120., 1152., 1184., 1216., 1248., 1280.,\n",
       "       1312., 1344., 1376., 1408., 1440., 1472., 1504., 1536., 1568., 1600.,\n",
       "       1632., 1664., 1696., 1728., 1760., 1792., 1824., 1856., 1888., 1920.,\n",
       "       1952., 1984., 2016., 2048., 2080., 2112.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 115 116 117 118 119</div><input id='attrs-6e7c4ce7-0a4f-4705-b902-0af18771c256' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e7c4ce7-0a4f-4705-b902-0af18771c256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06c52694-1e8b-4c0f-ba96-edbbc29f8c3f' class='xr-var-data-in' type='checkbox'><label for='data-06c52694-1e8b-4c0f-ba96-edbbc29f8c3f' 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><div class='xr-var-data'><pre>array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,\n",
       "       112, 113, 114, 115, 116, 117, 118, 119])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Flight</span></div><div class='xr-var-dims'>(Flight)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;F07&#x27; &#x27;F08&#x27; &#x27;F09&#x27; &#x27;F10&#x27;</div><input id='attrs-3d74edcc-26ca-4ed2-acdc-ef14098c1e5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d74edcc-26ca-4ed2-acdc-ef14098c1e5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d36abf90-3f87-45b6-9c11-5d4693111837' class='xr-var-data-in' type='checkbox'><label for='data-d36abf90-3f87-45b6-9c11-5d4693111837' 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><div class='xr-var-data'><pre>array([&#x27;F07&#x27;, &#x27;F08&#x27;, &#x27;F09&#x27;, &#x27;F10&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55d21b14-2c58-4890-967b-1c41eb9dce80' class='xr-section-summary-in' type='checkbox'  checked><label for='section-55d21b14-2c58-4890-967b-1c41eb9dce80' class='xr-section-summary' >Data variables: <span>(3)</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>u</span></div><div class='xr-var-dims'>(Flight, time, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3826 0.4679 ... -0.5201 -0.5707</div><input id='attrs-d2018c37-92b0-423f-a64f-4fd9348b9c76' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2018c37-92b0-423f-a64f-4fd9348b9c76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-804cb987-b687-48ab-82e2-aecc8f10bba4' class='xr-var-data-in' type='checkbox'><label for='data-804cb987-b687-48ab-82e2-aecc8f10bba4' 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><div class='xr-var-data'><pre>array([[[[ 3.8260e-01,  4.6790e-01,  5.2150e-01, ..., -2.6500e-01,\n",
       "          -2.4420e-01, -2.2030e-01],\n",
       "         [ 3.1740e-01,  4.0660e-01,  4.4750e-01, ..., -2.1510e-01,\n",
       "          -1.6360e-01, -2.4340e-01],\n",
       "         [ 2.3630e-01,  3.3380e-01,  4.0560e-01, ..., -2.5640e-01,\n",
       "          -1.6760e-01, -3.7600e-01],\n",
       "         ...,\n",
       "         [ 2.3250e-01,  3.2140e-01,  3.0940e-01, ..., -1.1330e-01,\n",
       "          -3.0000e-04, -4.5900e-02],\n",
       "         [ 1.3690e-01,  1.2410e-01,  9.6800e-02, ..., -9.5100e-02,\n",
       "          -2.1130e-01, -7.2200e-02],\n",
       "         [-3.7800e-02,  9.8400e-02,  6.9900e-02, ..., -2.5000e-03,\n",
       "          -1.8450e-01, -2.7200e-01]],\n",
       "\n",
       "        [[ 1.2033e+00,  1.1482e+00,  1.1948e+00, ...,  3.1737e+00,\n",
       "           3.2792e+00,  3.3442e+00],\n",
       "         [ 1.1242e+00,  1.3172e+00,  1.3266e+00, ...,  3.1923e+00,\n",
       "           3.2726e+00,  3.3113e+00],\n",
       "         [ 1.0144e+00,  1.1981e+00,  1.3030e+00, ...,  3.2110e+00,\n",
       "           3.2435e+00,  3.2587e+00],\n",
       "...\n",
       "         [ 1.6931e+00,  1.7508e+00,  1.2707e+00, ...,  1.5898e+00,\n",
       "           9.2860e-01,  1.2157e+00],\n",
       "         [ 1.2950e+00,  1.2869e+00,  1.2023e+00, ...,  1.5568e+00,\n",
       "           1.1184e+00,  1.1838e+00],\n",
       "         [ 1.8123e+00,  1.1616e+00,  1.2067e+00, ...,  1.3784e+00,\n",
       "           1.3610e+00,  1.4765e+00]],\n",
       "\n",
       "        [[-1.1815e+00, -1.0899e+00, -9.5360e-01, ..., -6.1310e-01,\n",
       "          -3.5510e-01, -3.7170e-01],\n",
       "         [-1.1596e+00, -1.0157e+00, -8.2960e-01, ..., -7.0760e-01,\n",
       "          -4.9670e-01, -4.3410e-01],\n",
       "         [-1.0951e+00, -1.0271e+00, -9.0450e-01, ..., -6.9800e-01,\n",
       "          -6.0210e-01, -4.2780e-01],\n",
       "         ...,\n",
       "         [-1.0436e+00, -1.0657e+00, -1.0603e+00, ..., -4.7510e-01,\n",
       "          -3.1050e-01, -3.0800e-01],\n",
       "         [-1.0094e+00, -1.0418e+00, -1.0737e+00, ..., -6.6980e-01,\n",
       "          -5.0530e-01, -4.2770e-01],\n",
       "         [-9.4060e-01, -9.0690e-01, -1.0975e+00, ..., -5.7950e-01,\n",
       "          -5.2010e-01, -5.7070e-01]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(Flight, time, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.979 -3.021 ... 0.1432 -0.1152</div><input id='attrs-4e889941-15b5-457f-a222-0609e8b7b4f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e889941-15b5-457f-a222-0609e8b7b4f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b462469-22ed-4139-8588-6ac9b2f229d8' class='xr-var-data-in' type='checkbox'><label for='data-0b462469-22ed-4139-8588-6ac9b2f229d8' 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><div class='xr-var-data'><pre>array([[[[-2.9791e+00, -3.0213e+00, -3.0816e+00, ...,  3.1800e-01,\n",
       "           3.1090e-01,  3.4770e-01],\n",
       "         [-2.9436e+00, -3.0073e+00, -3.0652e+00, ...,  3.4970e-01,\n",
       "           3.4320e-01,  2.9510e-01],\n",
       "         [-2.9957e+00, -3.0668e+00, -3.1353e+00, ...,  3.5310e-01,\n",
       "           3.4610e-01,  3.0300e-01],\n",
       "         ...,\n",
       "         [ 2.0400e-01,  2.0320e-01,  2.7820e-01, ...,  8.8500e-02,\n",
       "           4.7300e-02, -4.2100e-02],\n",
       "         [-3.7400e-02,  1.1870e-01,  1.9910e-01, ...,  5.3600e-02,\n",
       "           6.7100e-02,  8.1700e-02],\n",
       "         [ 1.5270e-01,  1.7960e-01,  2.2360e-01, ...,  8.3300e-02,\n",
       "           1.0470e-01,  1.6820e-01]],\n",
       "\n",
       "        [[-1.6350e+00, -1.7855e+00, -1.6962e+00, ...,  1.0674e+00,\n",
       "           1.2355e+00,  1.2208e+00],\n",
       "         [-1.6120e+00, -1.6342e+00, -1.5753e+00, ...,  1.1189e+00,\n",
       "           1.2795e+00,  1.2786e+00],\n",
       "         [-1.6709e+00, -1.5999e+00, -1.5060e+00, ...,  1.2129e+00,\n",
       "           1.3241e+00,  1.3065e+00],\n",
       "...\n",
       "         [ 8.2020e-01,  8.1110e-01,  2.6070e-01, ...,  2.3320e-01,\n",
       "           6.2740e-01,  4.8590e-01],\n",
       "         [ 1.4640e-01,  1.6830e-01,  2.4400e-01, ...,  1.4700e-01,\n",
       "           3.9170e-01,  4.7820e-01],\n",
       "         [ 8.5240e-01,  2.3160e-01,  1.2590e-01, ...,  3.2570e-01,\n",
       "           3.5270e-01,  7.2490e-01]],\n",
       "\n",
       "        [[ 1.5890e-01,  1.5550e-01,  2.3740e-01, ..., -2.8400e-01,\n",
       "          -1.9690e-01, -1.3140e-01],\n",
       "         [ 1.5420e-01,  1.7250e-01,  2.8430e-01, ..., -2.7150e-01,\n",
       "          -2.5790e-01, -2.1460e-01],\n",
       "         [ 1.1520e-01,  1.7040e-01,  2.7620e-01, ..., -2.9170e-01,\n",
       "          -3.6650e-01, -2.8020e-01],\n",
       "         ...,\n",
       "         [ 1.8400e-02,  1.4870e-01,  2.8860e-01, ...,  1.8500e-02,\n",
       "          -6.5000e-03,  4.4900e-02],\n",
       "         [ 1.0000e-04,  1.5560e-01,  2.6230e-01, ...,  4.0550e-01,\n",
       "           1.0320e-01, -2.2100e-02],\n",
       "         [ 9.7000e-02,  2.0080e-01,  2.7130e-01, ...,  1.8390e-01,\n",
       "           1.4320e-01, -1.1520e-01]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mask</span></div><div class='xr-var-dims'>(Flight, time, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-9a7c5267-4e3c-475e-b830-56df826ed65e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a7c5267-4e3c-475e-b830-56df826ed65e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6a5aaba-fbd1-4215-9c90-ff2ad9137142' class='xr-var-data-in' type='checkbox'><label for='data-e6a5aaba-fbd1-4215-9c90-ff2ad9137142' 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><div class='xr-var-data'><pre>array([[[[0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         ...,\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "        [[0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         ...,\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "        [[0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "        [[0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         ...,\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "        [[0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         ...,\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.],\n",
       "         [0., 0., 0., ..., 0., 0., 0.]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-05b8f55f-b064-4d30-a6b3-4cecb9ffc8a5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-05b8f55f-b064-4d30-a6b3-4cecb9ffc8a5' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (Flight: 4, time: 120, x: 119, y: 66)\n",
       "Coordinates:\n",
       "  * x        (x) float64 32.0 64.0 96.0 128.0 ... 3.744e+03 3.776e+03 3.808e+03\n",
       "  * y        (y) float64 32.0 64.0 96.0 128.0 ... 2.048e+03 2.08e+03 2.112e+03\n",
       "  * time     (time) int64 0 1 2 3 4 5 6 7 8 ... 112 113 114 115 116 117 118 119\n",
       "  * Flight   (Flight) <U3 'F07' 'F08' 'F09' 'F10'\n",
       "Data variables:\n",
       "    u        (Flight, time, x, y) float64 0.3826 0.4679 ... -0.5201 -0.5707\n",
       "    v        (Flight, time, x, y) float64 -2.979 -3.021 ... 0.1432 -0.1152\n",
       "    mask     (Flight, time, x, y) float64 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Flights = [df07, df08, df09, df10]\n",
    "dfx = xr.concat(Flights, dim = 'Flight')\n",
    "dfx =dfx.sortby('Flight', ascending=True)\n",
    "dfx = dfx.assign_coords(Flight =['F07','F08','F09', 'F10'])\n",
    "dfx['time'] =np.arange(0,120)\n",
    "dfx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
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       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:   (quantile: 2, time: 1, x: 119, y: 66)\n",
       "Coordinates:\n",
       "  * x         (x) float64 3.629 7.258 10.89 14.52 ... 420.9 424.6 428.2 431.8\n",
       "  * y         (y) float64 3.629 7.258 10.89 14.52 ... 228.6 232.2 235.9 239.5\n",
       "  * time      (time) int64 0\n",
       "  * quantile  (quantile) float64 0.9999 1.0\n",
       "Data variables:\n",
       "    u         (x, y, time, quantile) float64 0.4807 0.4807 ... 0.02616 0.02616\n",
       "    v         (x, y, time, quantile) float64 -0.3472 -0.3472 ... 0.3194 0.3194\n",
       "    s         (x, y, time, quantile) float64 0.593 0.593 ... 0.3204 0.3204</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-5ec1ba62-c68b-4943-b7ef-9fcbd52ace49' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5ec1ba62-c68b-4943-b7ef-9fcbd52ace49' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>quantile</span>: 2</li><li><span class='xr-has-index'>time</span>: 1</li><li><span class='xr-has-index'>x</span>: 119</li><li><span class='xr-has-index'>y</span>: 66</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-482e76bc-96f8-49db-90c0-66809d9c1dc7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-482e76bc-96f8-49db-90c0-66809d9c1dc7' 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 class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.629 7.258 10.89 ... 428.2 431.8</div><input id='attrs-ffb76d24-53cd-4df7-baac-8a15a8f3e0bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ffb76d24-53cd-4df7-baac-8a15a8f3e0bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c00cadc-b844-4ed1-86a1-1dae2c4522a3' class='xr-var-data-in' type='checkbox'><label for='data-1c00cadc-b844-4ed1-86a1-1dae2c4522a3' 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><div class='xr-var-data'><pre>array([  3.62877 ,   7.257541,  10.886311,  14.515082,  18.143852,  21.772623,\n",
       "        25.401393,  29.030164,  32.658934,  36.287705,  39.916475,  43.545246,\n",
       "        47.174016,  50.802787,  54.431557,  58.060327,  61.689098,  65.317868,\n",
       "        68.946639,  72.575409,  76.20418 ,  79.83295 ,  83.461721,  87.090491,\n",
       "        90.719262,  94.348032,  97.976803, 101.605573, 105.234344, 108.863114,\n",
       "       112.491884, 116.120655, 119.749425, 123.378196, 127.006966, 130.635737,\n",
       "       134.264507, 137.893278, 141.522048, 145.150819, 148.779589, 152.40836 ,\n",
       "       156.03713 , 159.665901, 163.294671, 166.923441, 170.552212, 174.180982,\n",
       "       177.809753, 181.438523, 185.067294, 188.696064, 192.324835, 195.953605,\n",
       "       199.582376, 203.211146, 206.839917, 210.468687, 214.097458, 217.726228,\n",
       "       221.354999, 224.983769, 228.612539, 232.24131 , 235.87008 , 239.498851,\n",
       "       243.127621, 246.756392, 250.385162, 254.013933, 257.642703, 261.271474,\n",
       "       264.900244, 268.529015, 272.157785, 275.786556, 279.415326, 283.044096,\n",
       "       286.672867, 290.301637, 293.930408, 297.559178, 301.187949, 304.816719,\n",
       "       308.44549 , 312.07426 , 315.703031, 319.331801, 322.960572, 326.589342,\n",
       "       330.218113, 333.846883, 337.475653, 341.104424, 344.733194, 348.361965,\n",
       "       351.990735, 355.619506, 359.248276, 362.877047, 366.505817, 370.134588,\n",
       "       373.763358, 377.392129, 381.020899, 384.64967 , 388.27844 , 391.90721 ,\n",
       "       395.535981, 399.164751, 402.793522, 406.422292, 410.051063, 413.679833,\n",
       "       417.308604, 420.937374, 424.566145, 428.194915, 431.823686])</pre></div></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'>float64</div><div class='xr-var-preview xr-preview'>3.629 7.258 10.89 ... 235.9 239.5</div><input id='attrs-bab5bd11-9d97-4add-9cb0-a67d03bf2622' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bab5bd11-9d97-4add-9cb0-a67d03bf2622' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf7af3c6-c50c-476f-9c7b-181b9a8360ba' class='xr-var-data-in' type='checkbox'><label for='data-bf7af3c6-c50c-476f-9c7b-181b9a8360ba' 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><div class='xr-var-data'><pre>array([  3.62877 ,   7.257541,  10.886311,  14.515082,  18.143852,  21.772623,\n",
       "        25.401393,  29.030164,  32.658934,  36.287705,  39.916475,  43.545246,\n",
       "        47.174016,  50.802787,  54.431557,  58.060327,  61.689098,  65.317868,\n",
       "        68.946639,  72.575409,  76.20418 ,  79.83295 ,  83.461721,  87.090491,\n",
       "        90.719262,  94.348032,  97.976803, 101.605573, 105.234344, 108.863114,\n",
       "       112.491884, 116.120655, 119.749425, 123.378196, 127.006966, 130.635737,\n",
       "       134.264507, 137.893278, 141.522048, 145.150819, 148.779589, 152.40836 ,\n",
       "       156.03713 , 159.665901, 163.294671, 166.923441, 170.552212, 174.180982,\n",
       "       177.809753, 181.438523, 185.067294, 188.696064, 192.324835, 195.953605,\n",
       "       199.582376, 203.211146, 206.839917, 210.468687, 214.097458, 217.726228,\n",
       "       221.354999, 224.983769, 228.612539, 232.24131 , 235.87008 , 239.498851])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-0a394508-ec2e-4fc4-9aa3-2fae4cfaf9ae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a394508-ec2e-4fc4-9aa3-2fae4cfaf9ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0af59870-15c7-4ff5-8600-7ea6cea5b5b6' class='xr-var-data-in' type='checkbox'><label for='data-0af59870-15c7-4ff5-8600-7ea6cea5b5b6' 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><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>quantile</span></div><div class='xr-var-dims'>(quantile)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9999 1.0</div><input id='attrs-d14b2e70-b696-4dbb-b38d-0fced596742a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d14b2e70-b696-4dbb-b38d-0fced596742a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48caad70-5e8c-44a5-8d95-eae3ef969541' class='xr-var-data-in' type='checkbox'><label for='data-48caad70-5e8c-44a5-8d95-eae3ef969541' 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><div class='xr-var-data'><pre>array([0.9999, 1.    ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ebbe2a88-b83a-4274-8a27-8db891601ec2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ebbe2a88-b83a-4274-8a27-8db891601ec2' class='xr-section-summary' >Data variables: <span>(3)</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>u</span></div><div class='xr-var-dims'>(x, y, time, quantile)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4807 0.4807 ... 0.02616 0.02616</div><input id='attrs-77523967-cf20-4b54-b39d-8df8984a57ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77523967-cf20-4b54-b39d-8df8984a57ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32f499b1-0951-4b3f-a49e-dd7ec774639d' class='xr-var-data-in' type='checkbox'><label for='data-32f499b1-0951-4b3f-a49e-dd7ec774639d' 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><div class='xr-var-data'><pre>array([[[[ 0.48065006,  0.48065006]],\n",
       "\n",
       "        [[ 0.4740125 ,  0.4740125 ]],\n",
       "\n",
       "        [[ 0.4699964 ,  0.4699964 ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 0.124205  ,  0.124205  ]],\n",
       "\n",
       "        [[ 0.09232536,  0.09232536]],\n",
       "\n",
       "        [[ 0.08111453,  0.08111453]]],\n",
       "\n",
       "\n",
       "       [[[ 0.47465273,  0.47465273]],\n",
       "\n",
       "        [[ 0.46892359,  0.46892359]],\n",
       "\n",
       "        [[ 0.46204206,  0.46204206]],\n",
       "...\n",
       "        [[ 0.02983523,  0.02983523]],\n",
       "\n",
       "        [[ 0.07018229,  0.07018229]],\n",
       "\n",
       "        [[ 0.02388118,  0.02388118]]],\n",
       "\n",
       "\n",
       "       [[[ 0.43298064,  0.43298064]],\n",
       "\n",
       "        [[ 0.42343004,  0.42343004]],\n",
       "\n",
       "        [[ 0.41599531,  0.41599531]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 0.03219976,  0.03219976]],\n",
       "\n",
       "        [[-0.03230358, -0.03230358]],\n",
       "\n",
       "        [[ 0.02615634,  0.02615634]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(x, y, time, quantile)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.3472 -0.3472 ... 0.3194 0.3194</div><input id='attrs-dca37cb7-f42f-4a12-965d-075b757bb6b3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dca37cb7-f42f-4a12-965d-075b757bb6b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4766b701-809e-459d-847a-f8292bd073f2' class='xr-var-data-in' type='checkbox'><label for='data-4766b701-809e-459d-847a-f8292bd073f2' 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><div class='xr-var-data'><pre>array([[[[-0.3472293 , -0.3472293 ]],\n",
       "\n",
       "        [[-0.36189387, -0.36189387]],\n",
       "\n",
       "        [[-0.35708182, -0.35708182]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.46305604, -0.46305604]],\n",
       "\n",
       "        [[-0.4647708 , -0.4647708 ]],\n",
       "\n",
       "        [[-0.47233408, -0.47233408]]],\n",
       "\n",
       "\n",
       "       [[[-0.3464593 , -0.3464593 ]],\n",
       "\n",
       "        [[-0.35654541, -0.35654541]],\n",
       "\n",
       "        [[-0.35187871, -0.35187871]],\n",
       "...\n",
       "        [[ 0.31359744,  0.31359744]],\n",
       "\n",
       "        [[ 0.35801101,  0.35801101]],\n",
       "\n",
       "        [[ 0.31539787,  0.31539787]]],\n",
       "\n",
       "\n",
       "       [[[ 0.38390012,  0.38390012]],\n",
       "\n",
       "        [[ 0.37949271,  0.37949271]],\n",
       "\n",
       "        [[ 0.36761905,  0.36761905]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 0.31765362,  0.31765362]],\n",
       "\n",
       "        [[ 0.28322084,  0.28322084]],\n",
       "\n",
       "        [[ 0.31937597,  0.31937597]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s</span></div><div class='xr-var-dims'>(x, y, time, quantile)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.593 0.593 ... 0.3204 0.3204</div><input id='attrs-c3c62084-8bd8-4a23-b345-3b4a2093364d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c3c62084-8bd8-4a23-b345-3b4a2093364d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c40fed6b-be27-411b-9b59-af8198b458e2' class='xr-var-data-in' type='checkbox'><label for='data-c40fed6b-be27-411b-9b59-af8198b458e2' 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><div class='xr-var-data'><pre>array([[[[0.5929525 , 0.5929525 ]],\n",
       "\n",
       "        [[0.5963682 , 0.5963682 ]],\n",
       "\n",
       "        [[0.59025761, 0.59025761]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[0.47942442, 0.47942442]],\n",
       "\n",
       "        [[0.47385215, 0.47385215]],\n",
       "\n",
       "        [[0.47924842, 0.47924842]]],\n",
       "\n",
       "\n",
       "       [[[0.58764722, 0.58764722]],\n",
       "\n",
       "        [[0.58907892, 0.58907892]],\n",
       "\n",
       "        [[0.58077663, 0.58077663]],\n",
       "...\n",
       "        [[0.31501349, 0.31501349]],\n",
       "\n",
       "        [[0.36482521, 0.36482521]],\n",
       "\n",
       "        [[0.31630069, 0.31630069]]],\n",
       "\n",
       "\n",
       "       [[[0.57866358, 0.57866358]],\n",
       "\n",
       "        [[0.56860155, 0.56860155]],\n",
       "\n",
       "        [[0.55515391, 0.55515391]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[0.31928145, 0.31928145]],\n",
       "\n",
       "        [[0.28505713, 0.28505713]],\n",
       "\n",
       "        [[0.32044526, 0.32044526]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ad8de250-4ec8-4f0e-9728-e5d26e48afd9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ad8de250-4ec8-4f0e-9728-e5d26e48afd9' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:   (quantile: 2, time: 1, x: 119, y: 66)\n",
       "Coordinates:\n",
       "  * x         (x) float64 3.629 7.258 10.89 14.52 ... 420.9 424.6 428.2 431.8\n",
       "  * y         (y) float64 3.629 7.258 10.89 14.52 ... 228.6 232.2 235.9 239.5\n",
       "  * time      (time) int64 0\n",
       "  * quantile  (quantile) float64 0.9999 1.0\n",
       "Data variables:\n",
       "    u         (x, y, time, quantile) float64 0.4807 0.4807 ... 0.02616 0.02616\n",
       "    v         (x, y, time, quantile) float64 -0.3472 -0.3472 ... 0.3194 0.3194\n",
       "    s         (x, y, time, quantile) float64 0.593 0.593 ... 0.3204 0.3204"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.where(df0.v<df0.v.quantile([.9999,1.00]))\n",
    "#df0.u = df0.where(df0.u<df0.u.quantile([.9999,1.00]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save the Xarray with all the velocity fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfx.to_netcdf('0726_Site4_Velocity_Fields.nc') # Saves on your local disk "
   ]
  }
 ],
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