{ "cells": [ { "cell_type": "markdown", "id": "167c790b-052d-4a79-b199-94e74ebb3045", "metadata": {}, "source": [ "# Example Usage Applied to Dikes - Radial Swarms at Spanish Peaks\n", "\n", "*Spanish Peaks Dataset - Overlapping radial and linear features*\n", "\n", "The goal of this code is to link colinear line segments spread over Cartesian space in the Hough Transform coordinates. It takes the endpoint coordinates of line segments and performs clustering on them and outputs the combined lines and analyctics on it. This code was used to produce [Kubo Hutchison et al., 2023](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2022GC010842)\n", "\n", "This example replicates the process of linking dike segments for the Spanish Peaks Dike Swarm in Colorado, USA. Exposure bias, the uneven mapping of dikes, has segmented the dikes so their true lengths can only be estimated. This code links the far reaching segments based on orientation. Later we will also show a post processing step where different parts of the swarm can be extracted. \n", "\n", "In this example we will go through many of the tools available in this module. The process is: \n", "\n", "1. Load in a CSV file with [Well-Known-Text](https://en.wikipedia.org/wiki/Well-known_text_representation_of_geometry) format\n", "2. Create a [pandas](https://pandas.pydata.org/) DataFrame of the data\n", "3. Perform the [Hough Transform](https://en.wikipedia.org/wiki/Hough_transform)\n", "4. Visualize the Results\n", "5. Cluster based on Hough Space\n", "6. Make lines out of clusters\n", "7. Visualize and examine results\n", "8. Save data for QGIS operability\n", "9. Feature extraction\n", "10. Save features\n", " " ] }, { "cell_type": "code", "execution_count": 33, "id": "003754b5-bbbe-4b41-9215-75199b76b43d", "metadata": {}, "outputs": [], "source": [ "#Let's begin by loading the modules \n", "\n", "#previously published packages\n", "import matplotlib.pyplot as plt \n", "import numpy as np \n", "import scipy.cluster.hierarchy as sch\n", "import os\n", "import seaborn as sns\n", "from datetime import datetime\n", "import matplotlib.gridspec as gridspec\n", "\n", "#new packages\n", "import linkinglines as ll" ] }, { "cell_type": "code", "execution_count": 11, "id": "22de652f-b435-424a-9260-fa3d09155562", "metadata": {}, "outputs": [], "source": [ "# Load the example dataset \n", "\n", "#load it using built in reading function which also does the preprocessing \n", "# the CSV must have a column called \"WKT\" and can have any other data \n", "dikeset=ll.readFile('/../data/SpanishPeaks_3857.csv', preprocess=True)\n" ] }, { "cell_type": "markdown", "id": "dd5091a2-1667-4aff-95b1-6cda3decf5c0", "metadata": {}, "source": [ "The preprocssing step does several things necessary to run the algorithm. First it converts the WKT strings into \"Xstart\" \"Xend\" \"Ystart\" and \"Yend\" columns in the dataframe. It checks to make sure there are no duplicate dikes in the database. Then it checks to make sure each of the entries in the dataframe is a straight line. \n", "\n", "The straight line checking is performed by fitting a line to all the points in the WKT string and only accepting the entry if the fit of the line is significant.\n", "\n", "It also calculates several other useful metrics including segment length and gives each segment a unique hash. The hash ID can be useful later to check the uniqueness of your clusters. " ] }, { "cell_type": "markdown", "id": "aabee921-26ae-45b2-96cb-01d4ef54d7af", "metadata": {}, "source": [ "The next step is to perform the Hough Transform\n", "\n", "Besides the data the input in the hough transform code is the center (xc,yc)\n", "which is assumed to be the mean of the X and Y coordinates. It can be set arbitrarily. You may wish to set this to investigate structures in your dataset. But most people will use the default settings \n", "\n", "It outputs the DataFrame and the center." ] }, { "cell_type": "code", "execution_count": 12, "id": "b5b83bb8-0b39-4c7b-9303-56debe7936b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-11684130.47751338 4503174.613590027\n", "Index(['Unnamed: 0.2', 'Unnamed: 0', 'Unnamed: 0.1', 'Unnamed: 0.1.1',\n", " 'Unnamed: 0.1.1.1', 'Unnamed: 0.1.1.1.1', 'Unnamed: 0.1.1.1.1.1',\n", " 'Unnamed: 0.1.1.1.1.1.1', 'id', 'Formation', 'Xstart', 'Ystart', 'Xend',\n", " 'Yend', 'seg_length', 'rho', 'theta', 'HashID', 'Xmid', 'Ymid', 'yc',\n", " 'xc', 'PerpOffsetDist', 'PerpIntX', 'PerpIntY', 'Date_Changed',\n", " 'ScaledRho', 'Labels'],\n", " dtype='object')\n" ] } ], "source": [ "\n", "dikeset=ll.HoughTransform(dikeset)\n", "print(xc,yc) \n", "\n", "print(dikeset.columns)" ] }, { "cell_type": "markdown", "id": "82258a48-d0d8-456f-98e2-91527c11e56e", "metadata": {}, "source": [ "The module includes custom code to visualize the cartesian and hough transform spacce next to eachother which is a useful exercise when learning about the hough transform. \n", "\n", "'DotsLines' is a useful tool which creates a matplotlib figure with two subplots with cartesian space on the left and hough space on the right. The 'ColorBy' argument can be used to color the segments and data by any of the data columns in the pandas dataframe. \n", "\n", "*Try to color it by \"seg_length\".*" ] }, { "cell_type": "code", "execution_count": 13, "id": "c014b968-ab31-4988-97b2-d653e2d6b8d6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "km scale label\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/akh/myprojects/Dikes_Linking_Project/Linking-and-Clustering-Dikes/scripts/../src/plotmod.py:1198: UserWarning: The figure layout has changed to tight\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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E0TSV8r3b+d//fYa7775DtNwJ5zyJQeiKHZSSnH9EsBMEQRgCMQ73Ecfq6xuwWeNQiRII+GhoqGb7zs10dXnRdSOtbc088rs/c83V85g9e9YRwVAQzhVijN3pI74VBEEQhoA/4AX6z6bt7vZgNrno6AlSvq+MPWV7CITAYY/DYrWj6WY6O3VWfLAdSZKYO3fO0BReEISzlth5QhAEYQg0NNai63q/YwaDwsGqctrbOw8vv9Lmx2jMwWgqxGQswGTKpLM7Qlt7Lxs27KSnp2eISi8Ip0YapIdwJBHsBEEQhoDDbWTnnq30eg9vMRYKBenytFBZvQu7MwWvz09q2gTy8qaTkFCAhhWjyc2wYbPx+2Uqq+qpqqoa4loIwsn5pCv2VB/CkURXrCAIwhC47ktXsWHDJg5U7yQSihII+qmqK0NDo6GxikBQwmxJJRKNgq6hqiFAx2J14orJpLH+Q0Kh0FBXQxCEs4wIdoIgCEMgOzubESNGUFdXR1VVFW+/tQyLOZ5JE2ZyqHoHXr+Cp6eNUCiI1WrC4bAjSWYCgQAWi4NQKIjdbh/qagjCSRGTJ04f0RUrCIIwRGRZJjs7m7a2DiIhKy5XLDarjZKiidhtFlS1B12LoCgGkhLTkGUDuq7T3FSNO8ZMYWHhUFdBEE6KNEj/JxxJtNgJgiAMEV3X2bhxI0888ST+Xg2Px4OuVyDJMv5AGEmOR9MkQqFeVDWAwaDR1uqht7eKr355znH3oBUE4cIkgp0gCMIQiEajvPbaa/zvkr/RXBskJTEPxRmiobkSWTajyAaCwRZMJgcBfxCfrwmrTSPWnczkiTlcccXlQ10FQTh5Yk+x00YEO0EQhCGwefNm3v7XSkxSEkX5BTjtCQSDASIhE92eRsLRKB5vLQG/H6PRgdEoEwq243I4+O53f0RCQsJQV0EQTposHX6c6jWEI4lgJwiCMAS2b9tJJGQkOTGNUFDD09NLIBDAbHJhMgUJepuwmpPQtMPjkdwxboxGOx6PD03Thrr4giCcpcTkCUEQhCHQ2dmLxWjDZLKQlJSIrodobmmgvbMen6+DQKiLcNiD2ewkNW0yUTWRrm4/hw7V8fzzf2PDhg20trYOdTUEQTjLiBY7QRCEIeD3Bejs8dDdVY3N6qStvZuO7hqQLNhsKRhMTqJaCE0PEww2Y1DsdHQ2EoraWLepBX9oO1bLZsaOLmT+/Lli31jhnCKWOzl9xDeBIAjCEDhwYB8Bj0Q4oNDR3E17Tx2aZCfWlY/Z5CIU7UVWTFhtKXT3lOH1N+KOH4XN6UbDQTCaQE9bN/98Yy26ronJFIIgAKIr9pj0SA+RQ4+jBeqHuiiCIJyHslMLiXOlYJTMRMMSMnZs5kQi0V68/iZCYQ+KYkWWjaiahqaDy52HphoJRSQ0KR4MGXR7Y3jmuVepq6sb6ioJwgkTW4qdPiLYHYtiR/OUo3WuG+qSCIJwHkpMTCEY9OL19xAK96LqGgbFTjjcSyjiQVYs6ETxeuuRZSsWSzyqqiHJOrl5w0lKyiA9I5/ho+fS3qXw0ksvD3WVBOGEiQWKTx8R7I5Bkg1gchLt2TTURREE4TxUfaiO4oJR5OcX4IxxoCgfLwEhK5itCbhcmYD+8VpdOlE1QiTiwRljJz0jr+86FrON2Lg0qqpbaG5uHqrqCIJwlhDB7jiUlMvQ1W501T/URREE4XyjG3C740hNTifBnYzJYMBud2A2WgkGWujtrUPTNCQUgoE2gqFOkELkFxRjtTr6LuPzdWG1GpEUGy0tLUNYIUEYgMHohhUNdkclgt1xyI4RgIbmLR/qogiCcJ5xfBzOYmJcKAaIhAO0de4nrPpQFCOyrCDLRnQpSlTtBV3FbLFgt9n6rqFpKvU1O4mLdRATE4skBh0J5wppkB7CEcSs2OOQTYlI5lRU7x6UmPFDXRxBEM4j3Z52UlIy6OxqJxwNYzPH0eVtJqK1YbWlIMug610YzVBQUEBbRzNhfwP79q7HbDGiRkJ0tB3CZo2QlVVCOFBNRkbGUFdLEIQhdkotdosWLUKSJO66665jnrNq1SokSTrisW/fvr5zXn31VSZMmIDb7cZutzNmzBiee+65UynaoJHtw9B6d6Pr+pDcPxjV8UeG5t6CIJw+De2V7C7fRFn5DiKRCCabjNOVQFJiPjHOBMwmDas9wrSLFzByxAzGj51KekocHc3bqT24Ap+nnOKiVMaNn0pXZx0jh2cTFxc31NUShBMiZsWePifdYrd582aWLFlCaWnpCZ1fUVGBy+Xqe56YmNj3v+Pi4vjFL35BSUkJJpOJN998k1tuuYWkpCQuvfTSky3iKYu2rUBrW4Uuq+ihRsJmJ+3sIZmxGCTrab+/rus8v1unvhf+YzrI4rdYEM4bE6eOZse2MvyRMOlpBaRmZtDS3EFnd5CMjFGkJKdyqGYjTS01xMXGUVSUS683Aa+3jthYKzm5eUQiQRpqtlA6PI158+YOdZUE4YSJBYpPn5MKdl6vl5tuuoknn3yShx566ITek5SUhNvtPuprs2bN6vf8zjvv5JlnnuGjjz4a0mAnW7NAV0HX0Lx78Jlz2KX9HzPk32LgyGCn6/pxx7iUt+q0+2F6zon9Nn5YB+sb4PtjJRHqBOE88+1bvsGipkexW8zExWaArhOXECUQ8hNVPXR2SUTCUVqayzAa89i3vxOvtxejARLcETJTQsTGxVFcNJm8vDwURRnqKgmCcBY4qa7Y22+/nSuuuIK5c0/8L8SxY8eSmprKnDlzWLly5THP03WdFStWUFFRwYwZM06meINGsucjGZxIihO1dw+fjNTUObJrNKKr3Bl4h+3RpqNeq8Ovs2QLbG0E7Qu6dYOqTm2Pxgt7dGZmSUxJP3zfjh711CokCMJZIzc3l1mzZlAyrICiYVkUj8jh0svmcvnl84h1m8jISEQ2+DCYHMQnjiQndzpxCcMZNWYekpxKNKpyyexZFBYW9oW6pqYmVqxYwUsvL+X11/9FWVkZkUhkaCsqCEch5k6cPgNusXvppZfYtm0bmzdvPqHzU1NTWbJkCePHjycUCvHcc88xZ84cVq1a1S+49fT0kJ6eTigUQlEU/vKXvzBv3rxjXjcUChEKhfqeezyegVblC0mSjOwahdq9Gc1XAdplRPDh0Q/gkFL6nXtQ66RTDxAnf9qSp+s6H3h8TLJZeWKjjMUA35tw/C5VXdf5711R9tTJFMRIfG3E4WMf7gqzdFWAW6+xMzzHOOh1FQThzBs+opiaqrUUFxcjy4f/zo6JicHnD1BZWUFrRzMjRs3DYHDQ0lJLUpKTiRPGgaSxbcsydu/ezeTJkwH46KOPWL1uNyHNiSMmhVDQx+bdayjI3MH1113VbyiMIAw10RV7+gwo2NXV1XHnnXeybNkyLBbLCb2nuLiY4uLivudTp06lrq6ORx99tF+wczqd7NixA6/Xy4oVK7j77rvJy8s7opv2E4sWLeLBBx8cSPFPihw3E8mUSYMpSDjaSI2ikcw20pje77x9ajttapSOsET2xz+arb4gv29q52vGZJp6LfxsJjhMx/5N3Fiv04tKWafGjCyFawokJB1eXBFg/Z4ws8aYKM4UE5kF4XwxcuRINm3cTtne7QwfNhpFMWA2mxk9eiTl+zficMaQmJSAxRKmoLCAjIx0TCYTAHHxWezcuZfJkyezd+9e3l+zm5ScyWTlDuu7vt/nYefmZbz59nt8/as3iOVQBOECMKCUsHXrVlpbWxk//tOlP1RVZc2aNTz++ON9rW1fZMqUKTz//PP9jsmyTEFBAQBjxoyhvLycRYsWHTPY3X///dx99919zz0eD5mZmQOpzgmROrZA+yY2ZhvIae+mJTmRCEfWcUOkCW/EiGL+9Ivzve5eCsxmKutMDE/TyYw5ds/31kad/90GswslrslR+HK+TI9P409LfdS1qtw0z8qUEeZBr58gCEMnLi6O666/ktf/+TZbtq3EYnGjaxqhSC8ZmbEUDZ/CjJnzj9oy4XDG0NPTiKZpbN22E7Mzu1+oA7DZXRSPmsbBPe/S0NAglkMRzh6iye60GVCwmzNnDrt37+537JZbbqGkpIT77rvvhAfvbt++ndTU1OOeo+t6v67WzzObzZjNpz/oSPGTiTa9RyQai0+KsqJ3NMVWnWmfqaqqa+xS24kjllEmZ9/xf09L5P/tjlLmlfju6GP/AjZ7dZ7aAeNS4eslMpIkUd0U5X/f9AFw55cd5KSIljpBOB/l5+fzg1tvYe/evTQ2NCLJEqmpqezZs4dVa/ZQsW87ySkZxMYm9nuft7cHp9OG3++nvqmb1PxxR71+XHwKFbpVBDtBuEAMKC04nU5GjhzZ75jdbic+Pr7v+P33309DQwPPPvssAIsXLyYnJ4cRI0YQDod5/vnnWbp0KUuXLu27xqJFi5gwYQL5+fmEw2Hefvttnn32WZ544olTrd+A6bqOHqxHUmxIpnhw5OF15eKTwpRbMomikKkE+r3noNZFtxbielN6v/FzWxphR53CLaUSWTFHD3bBqM4TmyHWAreMBUmS2FAW4qUPAmQlKXz3SjsxdrFBiCCczxwOB5MmTQLg0KFDvP32cg5VNtHa3M2HXR/idjvIzM5i/ITpGI1mgsEAnR21TLtoCsDh6VzHab2QJXnI1uIUhKMRDXanz6AnhqamJmpra/ueh8Nh7rnnHkpLS5k+fTofffQRb731Ftdff33fOT6fj9tuu40RI0Zw0UUX8corr/D888/zve99b7CLdwJ0ogceJdL6Lu3dfyYSraKs5EscjM/BZh9JgamTeLn/LLO9IR+GaAxfsmT1Hav36Dy3S2dapsS0rP6/fVVeFV9UR9d1nt0JHQH40UQwSvDKKj9/Wx5g8jATt19nZ9XOCPVtYjbs8XzRLGNBOFc0Nzez9JU36e40MHXKlcyedQUJ8VkociL79x1i44YPaGysZse2DyjIj6W0tBS73U5qopPWppqjXrOnux1J85GSknLU1wVhKAzVAsUNDQ3cfPPNxMfHY7PZGDNmDFu3bu17Xdd1HnjgAdLS0rBarcyaNYuysrJBrPnpd8r9e6tWrer3/Omnn+73/N577+Xee+897jUeeuihE14P73STJBk5ZjTR7m34qcGgpFIj7SXBlInV0MkkpQ2N+H7v2REMMYYC8oyH934MRnX+slUnyQ439m/gpNWrsWh3iBxJhh4DVSGFWyeAJ6jyj/cCHGpQ+cpsK9NKTbzwQYiN+yKkxMpkJIo1qo4mouo8uUJjTLbERcWiZVM4d+zbt4+1a9exv2I/kiQxZuxoTCYznh6YMGEysiwzrKQEi9lMVXU9gYCJzRtXIksdTJk8mtmzZ2H7eN/YsWNG8uqb62lpyiQ5NbvvHuFQkH27PyI33UVWVtbRCyIIF4iuri4uvvhiZs+ezTvvvENSUhKVlZX91th95JFHeOyxx3j66acpKirioYceYt68eVRUVOB0Oo998bOIGLh1FHLMOGh7H4s3gGLXmBbdT4zhEv7MCsKE0fRo37m6rhOnGJlqcfc9f3qnTk8QfjVdwqx8+ieFJ6Dz8PsqdUEdYy8kxGlcOUIhxqJz34s+EqI6//4lB4UZBmraNLZUweQRJiYPE8ubHE04qrNkhcbBZp1LRoo2eeHc8h+//E9CPg27JRZdh91bl9Lj7+ayBd/oW/pEkiTy8vLIys6iq7OLrdt1Zs6YeMTC7aWlpbS2trF+y0rqqhKJiU0hFAzQ01FFVoqJq668qu+agnB2GIyV6Ab2/ocffpjMzEyeeuqpvmM5OTl9/1vXdRYvXswvfvGLvl7FZ555huTkZF544QVuvfXWUyzvmSE+6UchuYaD4sLpj8ESlJElB5LaigMXSTjQ+LQrVpIk7ozJ4TLb4YHNH1TD5ia4ZYxEiqN/qPvjexrBDsjuVkiOkfEHZIpdOn9erSIlmXjwW04KMwwcaNT445sRMhJlrp1qOtPVPyeEozpL3teobNH54TyZkjTxqyycW8JehaLsCRRkj2LsyKlMHT8fNWxg04YtdHd39zvXoBhITEwkMT4Zq/XIXW9kWWbevLl842uXMrrAjE2vItXVwXULxvGNm75CfHz8Ee8RhKE0mF2xHo+n3+NYEy/feOMNJkyYwJe//GWSkpIYO3YsTz75ZN/rVVVVNDc3M3/+/L5jZrOZmTNnsm7dutP68xhMosXuMz7ZEkySTSgxo9B8B1HiLsIYKCOiNqEjkUIMUb2r7z1v9nRilxVmO2M41KXz970683IlJqR+Guoauw+Hum6Pih7VyE+R2V0PI7MgKwEmJCrcO0Ih1S1TVqvy5PIo+SkS359vxGIULVGfF47q/L/3NQ616vxonkxRqgh1wrnHoLloqm8FCSwWE4lJiWRn5NLU2sOePXuYNm1av/PD4RDhaO8xt2b8pHUvLy/vDJReEM4en1/q7Ne//jUPPPDAEecdOnSIJ554grvvvpuf//znbNq0iZ/85CeYzWa++c1v0tzcDEBycnK/9yUnJ1NTc/QxrGcjEew+o/fVvwA6jutuQ3aPReveCpgwKqn4orX4seHCxT/poEfbxCxpAn9ob0XXZEYYHTyxVSLHDTd8ZimpQETnT+9r9HhVtIjG8EyFyladOSMlvj5NxmyUufnj7++tlSrPrIwwMkvhljkGjIoIdZ/3SairatW5bZ5CYar4GQnnJpvZiRrV8Xi7aAp5qW+sITEplmi0l4OVB/sFO13X2X9gN0lJToqKioaw1IIwSAaxJ7aurq7fzirHWgpN0zQmTJjAwoULgcNbnZaVlfHEE0/wzW9+89PLfm5WxhftA3+2EU0dnyE7XPhe/C2Rv/0AqTeM3llNW/NPaTJU0yDtRQdsugUPUVS8fNDbQ5VPI1Yy8sJOibAKPxwnYZAl2r2HZ72aDRBv0iCiUZqrsL9JoyRZ45uzDJiNn/7415ZHWfK2n/H5Ct+dK0Ld0YQiOk8sPxzqfjRfhDph8D3xxBOUlpbicrlwuVxMnTqVd955p+/1wZwxV1m3jx3711DZsIvWjjoaWmooK99Fd08t+/at5Z//fImtWzewa/dWPlj5BpFIMwsWzDnhXX8E4Ww2mF2xn3xeP3kcK9ilpqYyfPjwfseGDRvWt5LHJzPHP2m5+0Rra+sRrXhnsws22KldLeia1u+YbdQk3CPdGENbUF+9D4M3jNJRRzDSSDTgQ4/2Ioc6QQpxiF38T70HxW+jKBDPnjb4/liJOKtEQ7fOwndh5X6dpz+IUtOiMneMgd11OlGPj/oaH5/dl7upM8rjzzXjrW3h8jE6iiwCy+eFIjr/s1yjpu3jUJcifkbC4MvIyOC//uu/2LJlC1u2bOGSSy7hmmuu6Qtvn8yYe/zxx9m8eTMpKSnMmzeP3t7eAd+rse0gkm7BZc4g1p6D3ZyEPxClx+Oju6udD1b9iyX/+yh//euj7D+wlWAoSHV1DcFgcLCrLQgXhIsvvpiKiop+x/bv30929uGZ5Lm5uaSkpLB8+fK+18PhMKtXr+aiiy46o2U9FRdkV6weDtH5ux+i5JbCNT/B5nRgsZqR04pRpvwAml9ENgbR/HbsvXbi1ETagj1IkS7ifTImix1ZddPokxlvtNFSY+eqIomRSRJdfp0/rwa3TWfPgSj7a4NcfbGVd3fqBK0yRoOZH11hwvzxnrGBiE5XVGZiocwlk1NIcIsZsJ93uKVOpa4Dbr9UIT9ZhDrh9Ljqqqv6Pf/tb3/LE088wYYNGxg+fPigzpgzK07irDlIEqhqBG+gm4gWIcaRg93hIj4+C4vVjqenmVDQgNNZwJo1ZXR2dnHDDddjNIrvCuEcd4a/yn/6059y0UUXsXDhQr7yla+wadMmlixZwpIlSw4XR5K46667WLhwIYWFhRQWFrJw4UJsNhs33njjmS3sKbggW+wkkxnnl+6g5s2Xeffmq9m96dOuFNNlP0Wa9p9IGJH1RCxhN3EdvRRG0vlGhRc9VItVj6HJl05JbJS4DjclCRJXFR4OaX9Zc7h5+BvjNPbvqKZtwwaWPFNDQ52XnqjOjbNtZCUf/kLWdZ1nduk8sR1+eHMqY4Y7zql+/DMh+JlQd9t8EeqEM0dVVV566SV8Ph9Tp04d9BlzVlMckgSKbMAX6sYTbMVmS8XtKsIoJxANy5gMTkqKZ+PzQl1dDSNHTmfPnjr27ds3mFUVhDNOkqRBeQzExIkTee2113jxxRcZOXIk//mf/8nixYu56aab+s659957ueuuu7jtttuYMGECDQ0NLFu27JxZww4u0GAH0FU0m2VfeZXhJSnErPpfVG8PuqoSKtsI+fPRk4YhdR1AD+pYusLINjuppGCM+hgWLWJLRya2+hQsssQPxkroOjz5EXT4YH5OiCdeasdqNmNPy0axORidKfGnaxRm54CqahzY38ZrK9qprGznWncdRvXY++JeqIKipU4YArt378bhcGA2m/nhD3/Ia6+9xvDhw487Y+7zY3I+KxQKHbEcA4Dd4kRRZEKqF0+wFasliQT3cMxmFzZbMvGxuYSDUdrb64l1ZXGo8iAGgwGbLYndu/eevh+AIJzHrrzySnbv3k0wGKS8vJzvf//7/V6XJIkHHniApqYmgsEgq1evPmIr1bPdBdkV64/o/GUjyCklZH33fnr/3y+ou+sazGkZ0FCB6xs/w6wakdQwem0VRlMC3XEd9OTk4dN6ifHEonc4iXhN3HqRhNMESz7S2HZIJ9F3gIeeWocBE/GF45FNFq6eZuer8xwYFImqQ+0sXLSWDimNZKufrBX/xj67Qukzz5BYUjLUP5qzRjCi88QylfrOw6EuL0mEOuHMKC4uZseOHXR3d7N06VK+9a1vsXr16r7XBzpjbtGiRTz44INHHPcFulFsFkIRL0aDBYvZjcloJxz1oUgGDEYzVmsand01mK1WolGNQMCHwxFDV1fr4FVYEIaA2Cv29Lkgg11PEAwy/HASxDkm4PrNMzT8+tuEytZByE+014Nl/DfQXl0P4VaItWBONON3tRMxx/B2p4UFOQqX5svku+H3r/pZcdCAFAxRHwigGKM4YjIJRGSun+3kpsuc6LrOrrJu3nyvBb8ex6ypCcyfEU/8j54HwP2Z1a8vdMGwzp+XqTR1wY8vVcgVoU44g0wmEwUFBQBMmDCBzZs384c//IH77rsPODxjLjU1te/8L5oxd//993P33Xf3Pfd4PGRmZuIJtiDLRrzhDkzGGDQtQlQNg6QiyTomoxlZVlBkM72eVuISzRiNZnw+D9nZjtNUe0E4Q0SyO20uyGCX6pT41Wwd+eNfCm9LC3tn/oxJe39HT10Ni+9/jFnXL+CiwklQuxm/4sLWa6fKE2F5xbVckhLDtHgZu6Tzuxd7WVstg9dHbJoZyT0cpzUWmwn8AZVd+7yMG27llTfqOBDpJDvTzn9cNZqiAufHf+W7jl/YC8znQ12OCHXCENN1nVAo1G/G3NixY4FPZ8w9/PDDx3y/2Ww+6vILNqMVVfUj6TpGxYY/0oPHV0tsbDoms4yqRZBlhXA4jD/YxoT8SciyjN/fwsiR805bfQVBOLddkMEO6At1AMs2d/LP2jj01hSKwvto7VV459nXqbr8MmaVDue9WVEml8fw8vLbCCT3cG3LH/Br8/j9+tkc8Jiwb1+KIz6B1OQRtFaCajTT5gmhSWYmFZh5/NkGMpLNpH5dRnKFKLaLMHc0gY9DXUs3/PgyhZxEEeqEM+vnP/85CxYsIDMzk97eXl566SVWrVrFu+++O+gz5hwWJ/6Qj2DEg6SY0XWd7t5K4uJjMJtd9HS3oKoq7V3lJKfZSE5OZceO1QwfnsqwYcO++AaCcDY781vFXjAu2GD3WUnFuSyI7mf4uteIWXAjXylJ5rWXlrN0Sy9J1/8AyfkKieN/wFeynXTY/w9r42jWH+ylLE6FRg+RpjYSWncSzi+hI+oi3qxjsZlxu02kJinEWkIMT27nr+/v4evXzmP9QZ2pBeI38rMCYZ0/v6fS0nO4pS5bhDphCLS0tPCNb3yDpqYmYmJiKC0t5d1332XevMMtZPfeey+BQIDbbruNrq4uJk+efNIz5kKRMGaDFZdZJxDtxWJORDKqGC3d9Hi7CQYieH0dKMYgBQUzkeVOpk0rZvbsWZhMYg9p4dwmemJPnws62KleD61LfsO41s2MKZzOXp+bPTs7qM0bRfGN3+LBH30Vg0ujVnYRTwGJ9gB7gm24R32TirhEkjQvN2Y7qS++Al/UyO4qlez2VRgtwzGmplF5sIt3Vr6Fo2oFy4wWpNzRvL1tPylTshmRLuOyit9KAH/ocEtdaw/ccZlCVoL4uQhD469//etxX/9kxtzR9qEcKJvdhoIRm92BKkXwBXxgMJOclEpWdho9PW04XMWMGFkESNjtdmJj3YRCIWw22ynfXxCE89MFHewirQ1UfbgOU6iNlNIUir73HXa+8wZ7NyQia2C5/cuYZRfDmAKAJpnJNf0Ym5zN91JstKtRlv7uj2zbsJvUnjoSpSgZaVbiLl7Ei+ubkfxt2CJ+2rqD+BQjAZMBxRriR7N0Eeo+5g/pPP6eSnuvCHXChSU5KYVefzdqVMUom+j1d5CYYKPHU4vRHMMVV8+guqaemhoPBlMsRqNK2d7NfPjhFhYsmEVpaelQV0EQTtrJrEN3tGsIR7qgg52WUkhFKJmmsg78f6/H5DDQdKgAv9ZLbvMaKtcsYPiVC/rOlyUDsYZJAKSbIDkQ5fmDe3FYjDSoxdTqEpWmJKR3Kwi7xpOgtJJenAwjvk35gTBXXD2VqTNyyEu+oH/sfXyhw92vn4S6zHjxIRUuHM3tTcTYEjGbTHh93ciykfi4JBLiE4mLj2H//ko8Xiujx8zDZjs8C1bTNA4e2M2/3lyJ2+0mKytriGshCCdJjLE7bS7ohNHd2IxWX0NBogmPsRGiGu3eHmyZY/Dc8h5/74rjV6qOQfnculWaRritmXCvhxuSOgjJrbzuiQFFYer8iYy9aia9zW1s3hFLeySbO380krBqwB0jxsV8whfSefxdlQ4v/OQyhQwR6oQLjNOSiEmxEgj5iOg+LBYb+/dVsiu6k13lcSjGGEaMvITCwlBfsJNlmaLi0WzZ3M727TtEsBME4QgXdLBLK8jg6x99hG/3JqyNG4nsWk6ZNpNK23h615ZRPL4YXXfz+T8Lula/Td1fFpKw4MuM+/Pf6CnbhXfJ/xAtmExGXhobPzjA1v/+DVJvG3FuE94rXyRJzGLr4wvp/OldlS4R6oQLmNVhJBL14dc60CQDZmMsihTFH6iio92P3RlLTVUXr7zyT6644lIyMzP63puUnMX+/fvRNA1ZvmA3EBLOZWL2xGlzQQc7AJvLhu3iWWz4wMq9BheuScMYG1NMfXU1iQ4Xj2/y8pXJBtKVTwcruy+aS7ijjdZXn6Fz5ZvEXv51DjaG6Qr7sH34Gw7l386YH99HYapOVnEGsbm5Q1jDs4svqPPHd1W6/fCTBQrpceKDKVyY4hPj6OxuI9aQiUF3o6rgC/iIcwEGjV5fD7qm0N4W4t133+drX7sBp/Nwy52iGNDR0XV9aCshCCdJ5LrT54IPdp+w5WchdecSaognoRBa9AT8FqjP3c9/eyM8GjOm71zZbCHlhluIn3sNzX9/Et+2j4j55d/prmwlfk8Vd/1gPI6iEUNXmbOUN3i4pa7bf7ilToQ64UIWjvbS1d1DnDMPnzdAJBJGkhVk2YTDkUg4ohIMduF2F9PYUMWGDev7ll1pbW2gIC8FRVGGuBaCIJxtRLD72KisVEo2R6lCZv1BnRSzxPhsjTdeT+HLXwug61G0iAdJ9SNbP+4S6agn9aobUJKyyZNkQhNTcFieHNqKnKU+CXU9frhzgUJa7OCFur2VQUpyzciyCIrCuSMnP4tw1Iiim/H5/ZjMFqKqjtXmIjkxl2Coh+7OQ6SlTiAcSaCiopqJE3vw+7uIRtoZO/byoa6CIJw80WR32ohg9zFJgmtKFF7o1iiM1bm8VOe/Xg7jslkYH7HgaX4CxVeNwduFqWQhkjkZ35tLCNdWYEzLw/GVu3FkFg91Nc5KvYHDoa43eDjUpQ5CqGvo0imvU6k+0MOOfQG+f0M8o4utfa83d2kku099Or0gnC7dPZ3EOJ3ExWTi8wbx+UJEohESYrMwGMy4nIl4/PXU1H6EzeYmGOpm1crXycyMYdbMsRQXi+8b4dwlyYcfp3oN4UgXZLDr6g5zqMbH+NGxAOhN2+huaeLD8ksZHn946Q0JmFwU5WuXGHmicRdTUrcyU5UwYETr2Y4heQHO7zxE+x3TCLc30NNSi/uOPyA54+h++U/E3vRvyGLrMDwfhzpv8HD362CEuqZunT8u1/A292KPhrjlujhKiyx9r++oUnn6gwhfm2ZkSrHoqhLOTnaXiarqSnRMBMJd9Ph6SUjIx+VKASAS9ZOWNgxZUvD6DyEbgsTGpnDzTVeTl5dHKBRi//79dHd3YzQaycvLIzk5eYhrJQjCULvggt3r7zayYk0bDoeB0uExGI0yO/Z3ELPvBZISJ/P9BfE4LIfDx7/fYOEvuzRCsh+fw4Hc4Ue1xSF7dkLyAhSnG/cP/pPoKz8jpED343dhv+4nhMo20vrb7xP/k99hTDk/liOo8qm80xzm29kWbIYTC2eegM4f31HxheDmiQGcBiNNDV462z1EwlHGTCwacDlaPYdDncsqce+3XRgVFy77p+Ft3T6VFz+MMDZPYUKB+HNOOHv9+31388QTS2io9TB+0ijWrt1CJBIhEPTR1nGA9u4DOBzxuGNiSEmNJyc7gxnTJ5Gfn8++fft4d9ka2jsjGEwuopEgFtNWSkfkcNll88WWY8LZT3TFnjYXXLAzmxUun5vMrIsTMRpl1h3Sea5hNl8zbeWHo/ZgtczqO3drh8qmFo22UQHMWh5zlQ1o0RpcwUyM0V4kgxPT1GuRm7dh1CV8h5rw/euPxH33l3S//GdaF36f+NsWYikZP3QVPkm9WoQnvdXcaM8kWTbzf9VBfFEd0wlmpW6fxqLn22itaiJJb+UP7/dy6bx03njhXQASkmJOKNipqkZZWRuFhXF4owb+sEzDZoI75kq4rP0L0+XVeXltlGnDFL58sQFZfOiFs9jGjZswGU14vc10dLTgjjNQV7uXhpZt6GjExefidCUTifbg9fpp66ijsPBGamtr+ecbK5BM2YyfOg6TyYKu67S11LNx2zokaTlXXXXFUFdPEI5PLFB82lxwwe6y2Z92Veyo03h+E0wvVJg+6nZky6cbeUc1nb81BIlNjdJi8JNjsOFLm4KpeRlaKIjm2Y0SdxGSJGG44mdgtOJq30N0zZ343/4Nsd96AM+b/yB8qBxzwWgkw7n1o14f6uT9YBvftmfzjKeRuqiZf8txYzjOBIVAIMLeshY2b2lk2ZpmQoEw+RkWho9LoXT0CLKzXQwfkUJcgou4+GN3U+u6TmVlF5s2NbJlSxM+X5ivf3McK5qTMBngJ/OOvs9urEPivuuNpIixdcI5YONHO8jNLmTerDz2V5azc882fOE6FCWWlKThJCRkkJiYjMPhpLOzHr/vEAcOHKDH00tQjWXi6Iv6riVJEkkpmWj6FHaVrWPKlDYSExOHsHaCIAyVcyttDKLq5igLn+mlIMfMV8dbkeXDoU4PB8BoYUVrhMaARmleD7pjH1nGFHQdVFlGszjRerajxB3+YpXM9sP/P74EX4EZJaUX/7Jf47pmMW2P3U1g1zoSbl+I4nQPVXUHbE2og5FGFy7ZwNvhJublJjLKlXDEee3tPnbtbGLXjiYqKtqIRDQ8kpOYnBxu+2oa40fF95utGhfvPOIaR9x7TS0vvLCH2FgLF1+cQcmoNF4ucyDLh0NdjO3YoS019nArnqrpKGKWrHAWG1s6CYfdiaqq1DfWYjO7cdmzSEsdi8lkJxjw0dZWTyTiRDFIRKMufv/YEkCiZNQ0/D4Pts+N401OyaLq4Caqq6tFsBPOaod7Yk91r9hBKsx55oIMdjXNER5/2UNunMQP5hr7AoAe9BF+6jaUqV9l1qgF+J/+A2uW15NymwPNbGO//AH5RgNqKIJe9TZa1veRlU/HssiKCdWgI1lMKKlGIrtWk/iTR2j78/20/Od3SfjJI5gy8oeq2gMy3uQmSTGzI+zBo0WZaY6n6lAHiYkOWlu97NrZxM6dTTTUe1AUiaKiBK64dhQb2pJINtu5c4FCUszJferGjUshJcWB4ool3gV/XK6jaXDXpTKx9i++pieg86flOleOgdFZ4pMvnJ3kj6f0HTxUwaFDDTjtacTHGklOyiIzM5PWtib2H9xNT08vdkcsqmaiq0sF2cKGdRtoaarnKzf/BJcrru+akiShyCai0ehQVUsQTozoij1tLshgl5ZgYOZYC/Mm27CYDv9mlP/zVToPVqLU+DF89Eus8+voLd+Mre4gtu9Px4KVqCQTNGt4o+0Y5R6625/EmnQlTim779pKZSqGQCVKUSKW0u8iG8yk/OqvtP3pPlp++30S73gYy/CJQ1X1E3adLQ1PT5CHNm/HsquZJw41UlfvITbWjiTLOBwmRo5K4YorhzFiZDIhzcAf31HBAndedvKhDsDpNNMhGXn+bRWLWcJqkfjppTLxji++pjd4ONT5QjqpbvGpF85uqqpSVr6XoE/G6+3C5/XR3NSCp7cDHQVNMxMK6+iyAVk2IinxpGWNJRAIcujQLt567f/46jfu7ttWLBDwoqleYmNjh7hmgiAMlQsy2BkNEldNt/c71tvYRPPO7YR7g4QqW4nsXYzPbCI1zkt+Uy1a0ngkFII2M3LUTdSpcMj4AYlaAg45i8hH/0CKTUXbZ0JvbUfuykAaffjL1pCQSvL9/0Pn84+hJGcORZUHrLqqg4d+s4xDET+5OXHMmF1AU5OXxEQHY8amkZcfh6Icrl+37/Ds17B6eJuwJNfJBypvQOfFVSG2NShokoTJBHfOl0lwfvE1fSGdP72v0xvUuetS+ZTKIQhnQmNjA5UHa3DbC3E5U+js6cLjaSEYicNuc6HpCshGbLZMOrv24w/o9PRomMxx2J3D2LL5I8ZP3kFRyTg0TWN/+RZSk2zk558bPQPCBUyS4FSHy4i+2KO6IIPd0Uy67XYm3XY7ALoaAdnAm/5NHNr3BrkHthHILibXNZpKHsVraEVPisHsa0d2gObbR7RqE+oH5bi/83t8yxKQurehbVmKMvlrAMgWG35/lK7f/Zy079yNvWjkUFb3C2VkxnLxt0dSl97Df+SMI9tgO+p5n4S6iHp48eHEUwhTzV0a//OvAP6Qjs2qoBjhzvknFhQDYZ2/rNDp9OncNV8m5RRaDAXhTNB1nf0HDhAJ68SkxWO3uqipL8PjbyQ/uQSvt5dAIIjVnkAg0E4k0ktSymgMRjsmkw3FkEFrs5M3Xv0r13/FSFtLNS5bgAWXXYrRaBzq6gmCMETEQl9HISlGdODFYAtvJE+j3eCipGoTYTmMjo4hrGKMRBhdmUR2ayLRuv/FML0UOTaV0NKHcd3yEIbJX0Pd+CJ6R03fdePmXI0eCXPwZ9+l9o8PEOlsH7I6fhGDQWb6RbncnJJ9zFAHsLlSJ6LBnZefWqirqIvy2Ct+ZBmc8RYUo8yd85UT7k7t9oM/rHPHXJn0QdyuTBBOl/0HKujtCRIfF0dPbyud3a04Y2JRlDCdXfvo6q6m11NHd9deejxVxCcNIyFxGAaDCUU2YFQ0nK44OtpbqK5YzuRxSdx847Xk5uYOddWEC4iu64TD4QG/75Nl7E71IRxJtNgdwyZvgPaOAjoULzuyxzO5fg1rh63CZHKRaiymVy1DTk8nrnkNclIpmrccy83/CYFeJFlGmvx1pKr1aN4OlPjDY/AcI8ZR+Ltn6Xz/dZpfeALP5jWUPPFPDI6zb4eKdjXEzz27+bVr+HHPmztKYmqR0reo88lYVxbh76tC5KfJBIxm2r3wk/kDC2ipbolfXi2LmbDCOaPdU0d1/UGsFheNrXtJTiwgJysf2WjAZk6nNngAj/cgMcYSsjLn4ozJQNcOT4owmEz0dDWQnBRLnHscU6eM44rLFwxxjYQLSSgUYufOnezcsoW2hoaBX0AsUHzaiGB3FLqu83JHDwVGB7pSg1w0gcaceILmlwgRRHZeQ6e8g6A1QOwH62Hil9HlFiSbhBx3eNFdyVuP4uhGMmn9ri3JMvHzr8N90Vy8uzeflaEOYG24g6Cuka3Yj3ueJEk4LMc95Zg0TeeN9WFWbI8wZZiBloiRlq7DS5pkxg38AytCnXAu+fpNX+Hp0ItkpZfQ1t5Ce3s3nt5mfN52IiEzVms8SYm5BCNBQiEPdi1CJBJAU0P4epsJB9tJiJXJzMpB0/Shro5wAQkGg7z2yitUbdlCksVCluj6P6uIrtij0IBxdiu3RDYxzrqMycYEdrpXoRNCRkE1GFEkK1GTBgmlULYdJCOaZ0ffNXR3JsEYmWjF8+j6kV+6isNJzNRLzlylBmhtqJ2xRjcO+fRk/1BE56/vBlmxPcLVF5loV43Ud8KP58jkJIiAJpz/hg8fzuixI1EUIxkZORgNEv5gB5FoFx1du4mqPZSOnktiQgyNdSupqVpBc8Nmgv4G/L4a0NsoGVaCwaiTlBQ/1NURLiCbNm2iatMmJufmUpqfT9rJrJkoDdJDOIIIdkehSBI3J7qxZBUiAUXVZRhwEEMBcVoCmhTGoCSgqh0oCxZiuO5RZOdwtJ6dfdeQMNCeFYXO/dCxb+gqcxI6tTBlUQ8Xm49ckHgwqJrOn14LsK9O5bsLzOzvMlDVBj+aI5OXJD6pwoXBaDQyceJYtu1YzcqVqzEqiQwvms6E0QuwWZy0tG6jsXE3BQXjMBtDeLq2EYkcwmDoQaaH8RPGkJSUht2qMnz48YdMCMJgCYfD7Nq8mcyYGJy2Y4+//kJikN1pI7pij8NqimNkNBW7z0OBfAVuctDowCal0WvYQjBUBxYrkmxBCY4mUv88etSHZLAjSTKRxGzC1mqU/f9EShg21NU5IX5N5Y7mPYz67WPEZZfSPGU68eMmY3Q4Bu0eiixx8UgjafES75TJHGjW+eElMoXJ4kMqXFgikQju2BQSYmMIh3W6uztB1pk6ZQZNzZU0tR4iEnEyfEQ+Xl8ExRCHpJhISUkgNtZFT9c+Lps/laSkpKGuinCB8Hg8+Lq6KIyLo9Pj4VBjI91e71AXS/iMUwp2ixYt4uc//zl33nknixcvPuo5q1atYvbs2UccLy8vp6SkBIAnn3ySZ599lj179gAwfvx4Fi5cyKRJk06leKesQM4kP+XfkVIligBd19gj/R03RsyGLIKB7USDlRhtI5Bdo5FM76JX/wt0GanwKxiVBLZu2U3l0icYdauTCT/68ZDW50S82NzDbk+UklGjCGwuZ/t7byEpCrEjR5M4+WISJ0/DkZ17ylvBTCox8H9rdMobdX4wW6YkVYQ64cISDofZuGEraSk5pCZnEQwFMRqNmM1mEhISCIYmsXHTMnLy0/AHdJqbm+jqbMfmcJKVGU9xoYNx46ZRUFAw1FURLiAGg4FwNMq/PvyQQ1WHCHR1EzqJWbHInHqfoehzPKqTDnabN29myZIllJaWntD5FRUVuFyfThT47D6Gq1at4utf/zoXXXQRFouFRx55hPnz51NWVkZ6evrJFnFQfDbA6GhU8h4aIS4xLiLJsxdV2o/RNgLJFIt5+H+hH3odql5Hz7mcDPu/Yf3SVSSOKCc27+xfMNQb0XlxHyiWRCZ++0dM/2EKgeYm2jatpW3jWg48s4SKJX8icfJFTFj4h5O+j6brPPORzq56ne/PlBmRLkKdcOH54IMPWPnBRzit2dRVt2M2m0hOSWD48OEYDAYcBidOVywzZlxMQUEB4XAYl8uFJElIkoTJZPrimwjCIDObzRysqWHf+vXEyjKxsoR+En/of/J7fCpO9f3nq5MKdl6vl5tuuoknn3yShx566ITek5SUhNvtPuprf/vb3/o9f/LJJ3nllVdYsWIF3/zmN0+miKeNnWS8NCBJEva0u5FNn+sCSZ8JzWsh0IbsyiVx+AgSh48YmsIO0IvVIXpUFXtmM1NNEwCwpqSSdfUNZF19A2o4TOfOreinsA+lpus8t1Zne43Od2bIlGaKD6ZwYVr9wQYUyUJSQhrxscl4fb3U1bTi8weYPHkiRqMRXdcwGAzH/O4UhDOtrKyM7vp6CIex6DqpFjN2MSv2rHJSDZm33347V1xxBXPnzj3h94wdO5bU1FTmzJnDypUrj3uu3+8nEokQFxd33PPONFkycIn0Gy6RfouDFBRLNpJs7XeOZHbD1IeRXOfeIqHX5SikFTZxkdNOjHzkB1UxmUicOJWkqdNP6vqarvPCep0tVTrfmiYzNluEOuHClZ8zjMKCArq6W/B6fQT8ISwmBw21zdTV1tHcXI/TZRILDgtnjUAgwNKXX2bP3r14fT66fV4aOjupa20d+MXOglmxixYtQpIk7rrrrr5juq7zwAMPkJaWhtVqZdasWZSVlZ3ajc6wAbfYvfTSS2zbto3Nmzef0PmpqaksWbKE8ePHEwqFeO6555gzZw6rVq1ixowZR33Pz372M9LT048bHEOhEKFQqO+5x+MZWEVOkiKZiSH7uOecq83D8QYDs+OtlBpjBv3auq7z8iadDZU637xYZkLuufkzEoTBkpSQCrrMtq1vUFfbRIwzBVky4PV5ePe9txg1Jo/Lr5xJTMzgfx4FYaB6enp47eWXWfvqUhI8PWRJh1uGOlUVz8msozjECxQfazjZI488wmOPPcbTTz9NUVERDz30EPPmzaOiogKn03lq5T1DBhTs6urquPPOO1m2bBkWy4mtSltcXExxcXHf86lTp1JXV8ejjz561GD3yCOP8OKLL7Jq1arj3mPRokU8+OCDAym+8AUkSeIuZ+FpufYHezU+rICbpspMyhOhThCiapT62iZcjkT8AS9efyOKYqHX30ZrxyFQ2nHHmVm7di1Gox2T2UJKcjylpSMYMWIEBoNY1EA4c5a98w673n0bZ0cbLl0jGR0rEonoVEjAObRG9rGGk+m6zuLFi/nFL37B9ddfD8AzzzxDcnIyL7zwArfeeutQFXlABtQVu3XrVlpbWxk/fjwGgwGDwcDq1av54x//iMFgQFXVE7rOlClTOHDgwBHHH330URYuXMiyZcu+cFLG/fffT09PT9+jrq5uIFURzqCuoM6qDrh6ksRFhSLUCQJAc1MzHe09jBo2kUljZ1FUUExyUizeQCuy0U59g8YLf1vBP17ZxjvvVXCoKsK+fT38/rEn+fWvH2T58uXU19cfdQF0QRhMra2tbP/wQzoPHsQZCmJCJ6iDGYiTZVJO5mt9CLtijzWcrKqqiubmZubPn993zGw2M3PmTNatW3dyNxsCA/qTb86cOezevbvfsVtuuYWSkhLuu+8+FEU5oets376d1NTUfsd+97vf8dBDD/Hee+8xYcKEL7yG2WzGbDafeOGFIaFqOv+zXccfhYtFS50g9Kmo2ItRcWMwHB7P6nLEsrt8I57eCDk5FxMMdmO2J1BUNI329gY2b9pIUnIcdmci23b7aO3cSGZ6OWNK81iw4FKMYgC7cJq0tLRQf6ACo6cbh6bhlcCvgxcdKxBzMn9byNLhx6n4+P2fH4p1vHxwvOFkzc3NACQnJ/c7npycTE1NzamV9QwaULBzOp2MHDmy3zG73U58fHzf8fvvv5+GhgaeffZZABYvXkxOTg4jRowgHA7z/PPPs3TpUpYuXdp3jUceeYRf/epXvPDCC+Tk5PT9cB0OB45BXBhXOPP2dUJVj869k2UcJhHsBOET7d0NyJofp9NFXWMlNfWHqGusw25LwettwuPtJC++mM6OSlpbKmjv7MBkz2Dy9Cvp6mzBaPSRkZPDxi0bsNnWMHfunKGuknCe0TSN/fv389rSpVTt30+Kx4Oi6TiAkAS9SER1nd4hLmdmZma/57/+9a954IEHjjjvRIeTfX6cvK7r59TY+UEfpNHU1ERtbW3f83A4zD333ENDQwNWq5URI0bw1ltvcfnll/ed85e//IVwOMwNN9zQ71rH+o8jnDtGJEj810yZOOu586EQhDNhxiVTWLFsPRt3LSfo1zEanCTHjyInexJdPbW0dzRTWfkBSUkj6O3txR03knDEzO5dm8nNLcDv68Tpiicjq5St23czefKkc2Zwt3D20zSNd995h7I1q5Cbm7ChY9RUArqGWYd4Rcav6fiQaD6ZAXaDsdfrx++vq6vrt07usVrrPjuc7BOqqrJmzRoef/xxKioqgMMtd5/tVWxtbT2iFe9sdsrBbtWqVf2eP/300/2e33vvvdx7773HvUZ1dfWpFkM4i4lQJwhHuvLKK6muaqRibwPjR11EV08XFfurMZksSCjYzEmgaNhsiURUnbjkUgKBHnp7g1RXHyQxwY4kSaSl51Ffu536+nqGDTs3ti4Uzn47duygbOUKxqcm48pMo/7Afhp7unFI4AdkTSNLkmgEuk+mK3YQZ8W6XK5+we5Yvmg4WV5eHikpKSxfvpyxY8cChxunVq9ezcMPP3xqZT2DxLQqQRCEIZCenk5qWgKVFW0EwyEMigFNDdHV1Uwo5Mdmi0MxmPD0NOL1txEIf4iuq0RCThrrO7COLcVqsaLrOrouoWnaUFdJOE9omsbOzZtJMSqkxMUCMGV0Ka/V1tARCBBRVeo0KEcnpENwiMt7ok5kONldd93FwoULKSwspLCwkIULF2Kz2bjxxhuHosgnRQQ7QRCEIZKVlU3paAMG2U5HRxijScXjbcRitmK2xtLT20Zvbx26ZMFsjyMxqQiTSSHctJOG+ioqD+7G5YrDZpX6bdMoCKfC7/fT3dxEaUJ837Fhw4ZRffAAezdvRo9EaQpG6NYgCXCdyqzYU3EaOoPuvfdeAoEAt912G11dXUyePJlly5adU8McxBa6giAIH1u0aBETJ07E6XSSlJTEtdde2zfu5hODtTL9pk2b6OnpRjFITJ4yibnzLuGrX/sS8fEKPb0tgI7XW0soHMXuysNgsGA0WbBaXWTnTiQxeSRbt65n7551FBWkkZSU9IX3FIQTIcsyyDKq+mkrsNPpZNacuWQVFeF2uYizmLGaTXQaDLSezIzsT7piT/VxilatWsXixYs/UyyJBx54gKamJoLBIKtXrz6ile9sJ4KdIAjCx1avXs3tt9/Ohg0bWL58OdFolPnz5+Pz+frO+WRl+scff5zNmzeTkpLCvHnz6O0d2NzAd19/n707y9mxYz07d2zDZDKSl5fHtdddSUZGLJ7eGvyhduITc8nJySM12QFqC+BFjfZisbqpranGILcxf/6Jb+8oCF/EZrORkptHbVtbv+NJyclcNGs2SYVFJBcW8Y1rruYX3/0OP7nlO0NUUuFoRFesIAjCx959991+z5966imSkpLYunUrM2bMGNSV6ceMHIfBYCAUeJeVq9/C6/dQOmosdruVMWOG4fGtxGBNY+LkS8jILEJVVTo6mjl4cC+SHCExzonFUMRFU0fidrsH88cgCIyfNIk3yvdSXltHcUb64VY8ICUzk3B1LXGZZswpKbSrKrrpJNaUPUu7Ys8HItgJgiAcQ09PDwBxcXHAF69Mf7Rgd7x9rU1GEwvmXcGK1cuobdiN1R5FkmSSM1zc/M0reP2NlTQ3V2Iy21FVlUCgm6KiDMaNG43b7Wbj+rdPaDagIAxUUVERM665lrXvvkPN7jLcRgMhVaXXYGLsVdcyf8ECuru7iUajGI1G/uN3vxvgHQajK1Uku6MRwU4QBOEodF3n7rvvZtq0aX1jbE5mZfov2tdakRUumjSdiuoyrrnuMlJTU0lISMBoNBITE8Mbb24hGm3HZDJSkJ9Leno6FquF9rYmjIYgeXl5g1RjQehv0qRJ5OfnU15eTmdHByaTibz8fPLz81EUhYSEBODInR+EoSWCnSAIwlH8+Mc/ZteuXXz00UdHvDaQlenvv/9+7r777r7nHo/niJXyzSYzug5ut7tvYdRgMIjZbCbob6HyYJjklHwMyuE9uk0mqDq0nQnjckhPTz/VqgoCcPj3uKGhgdbWVmRZJiMjg4SEBKZNm9bvPI/Hw759++jo6MBoNBIfH3+MKx6H6Io9bUSwEwRB+Jw77riDN954gzVr1pCRkdF3PCUlBRjYyvQnsq91V3cnNru1b6xcOBzmlVdeo7y8hfHj51FbV0NnZwN7mqvYsmUZRQUJXHH5LObPn3dGtjoKh8OUl5ezp6ICjy9ArNPBqGElFBcXYzCIf0bOB52dnbz35ps07y9HDvrRdJBdbvLGjGPepZf2bcFVVlbG+2+8gb+pCacsEdE0uk/mhiLYnTbiEykIgvAxXde54447eO2111i1ahW5ubn9Xs/NzR30lekj0QjV9dVMvHhM31i+3bt3U76viVGjZuFwuBg1agqtrfV4PN20tjagKB6mTp3yhYFxMPh8Ppa+8QZlbT2YUrOwpaXT0NXJjuWrGb+vgmuuuhKTyXTayyGcPh6Ph4UP/JqqjWuxayomsxmbOxaT0cCODevYuWMHt91xBz6fj3df+QexgQBTRgzDoCgANHZ0DHENhM8SwU4QBOFjt99+Oy+88AKvv/46Tqezb0xdTEwMVqsVSZIGbWX6ru5O2jvaaG5rIjMvjdmXzO57befOMlzOVBwOF6qm0draSmNTJ8FAEIs1mdbWDvbu3cuMGTMGtf5H8/4HK9nVHWL4pddic346UcPT2c6mVctIWLuW2bNnH+cKwtksGo1y77/fw8G3X2ecw4giyexv8NAeiRLndJCTmcWBt1/nvz09qGYL7Xv2MDo/j7rWVjITkzAYFFw228BvPIhbign9iWAnCILwsSeeeAKAWbNm9Tv+1FNP8e1vfxsYvJXpm7sbiI2N5ZIFM5g0aVK/JUs6OntwuYqIRKPs3LmLhoZOFKMTs9lGV4+f6kMdvPfecqZMmXJaW8u6urrYXV1H5vjp/UIdgCsugYSSUWzZt5MpU6ZgtVpPWzmE0+cf//gHlSveZX68jZLEOFbWtTLFZaPAamR/dy+h7k5Gxcax54NlHOjuZWxyIi0BH5WyjCspmenjx/W13A2ELh1+nIpTff/5SgQ7QRCEj+n6F+9m/snK9A888MAp3etHt99KUlLSUYOZ02HD5+tl//791NV3k55RgsXyaatIR8dBamo7WbPmQ+bOnXNK5TielpYWPFGNvMzso76elJXDgbKttLe3HzEhRDj7RaNRVr39FtkGndwYJ4c8fggGyLQZCIXDpJmN7OnqpMMfoCgunqhRJs5qY1JmGv5IhJ3NjXy4FWaMGzfUVRE+Q+w8IQiCMARcLtcxW9tKS4fR3HKI6up64uLS+oW6rq4mrBYYNuIiduyswO/3n7YyfrIoraZpR31d1zRkjpwlLJwbmpub8TTWkRMfT08gyP6WNhyhIJFAANXvRw0FUf0+gr1e8lNSSHfaaeruAsBmNDI6JQlPawv17W1fcKejkAbpIRxBBDvhjAuENLZXhL74REG4QJWWluKO0TlwcDs6UXRdR1WjtLYcoqF+Ozm5ORSXjKXHE6SlpeW0lSMtLY1Yo0xLdeVRX2+qqiTeYhL71J6jDgd3CafdRk2Pl3AohN2o4LKYcFhMxJiNhKIqqCoWiwWn00kIiR6vj4iqokgSdjVKc2fXwG9+luwVez4SXbHCGVXXEuX//uXBH9QpyjZit4i/LQThE7qu09jYSEtLCzk5GVg37KS5aSsN9TJIYLUaGD6imOycIqoO7aWpsY6GhgZycnJOS6uZw+FgfHEBy3dtxR7jxp2U0vdae0MdngN7uGTiaDEr9hyVlJREQl4B+7etJQYwGAzUhCLkmVWQoC0QxotEgtWC1+fDb7KSkBHHewcrCfZ6MRsMtIfDyAHxh/rZRAQ74YzQNJ2X3uth494IaYkGbrshRoQ64YJWXl6OJEnYbDby8vIIh8O89dY7HDxQTyikEw6FUFUNk8lC6eixmC0WXK449u3bwYoV79LR2YOmhXl3+SYOVtZw+YJ5p6XlbNbMmXi8PravfpdqdyJmZwzBrg5M3i5mFOUyadKkQb+ncGZ0dnbiTkrmzYY2xhIkzWamPAQbvGEyjDKNYR2rO5YYq5WttQ0EUjMwRqIkWW3YTEbCAT8+fxTZaBz4zcU6dqeNCHbCadfcHuFvb3ZSWRtieLGTW7/kxmgQn0jhwvby317FYrahoeJy2/H6fUh6LIUF44iNTUDXdYIhlc1bthGOykyedBHbt62lqdVHbMJIDFYvw4dlk5KSwP7yzfzjlX/xjZu/POh7x5pMJq6/5mrGVVezr6ICb8BHTGY8w0ouJjMzU4yvO0c1NDTw6nPPEDm0D4vNyoH2XnzhCLKuszUosddgICPOTWZ6Bpuqa1EtJrIkmUyDRElxAehQ09JCUrGL9OISlq5eM9RVEj4mgp1w2qiqzvsbPLzzoYc4l8Ld306iIMsy1MUShLPC8OJxxMbEEomE2bRlA1t3bGPBlV/tC3UV+3fh6QkgSypbN61i394d+AJ+ktIm0Nq+G7fbTE+PG5vNxojSaezc+h67du06YvunwSDLMnl5eWJf2vOEruu8//bbVG5cS3w0wGV5GTSZIEXSaPEGCIUi2DOyGT5uLEajEafRSlcoSk9rKzGZ6TR3dNLlDyC7Yhg1Zgy2AS71A4gWu9NIBDvhtKhvDvP8vzppaA0zZ4qLy2e4MBlF16sgfMJsMqFqKpFoBF1TiLGncqiygsKCEVTXHGDHzjLi44u49NI5bNu2msqqjUQ1Nx2d7VjtbkKqjZ5NVcTFNZGeEovN4mb3norTEuyE80t1dTXrPlhOtLWFsanx5KTGszwYJFELc0leBjWdPVSEI0wbPozeqEo0Ppmw003LR2vwWWxIskx6fiGZmZk4nU68gcCAyyDWsTt9RLATBt376z28sbKblAQj99ySTHba6dn2qLtX5c0Pfdww14HFJEKjcG7Zf3Afzc1N+HwB6urqMZucNDZEaG6pp2L/PlyubFJS8gmHw4QjMmZLOjIOrI4crI5EYuMzCId68QV8eHxGWlpqUfTIUFdLOMvt37+fl599mtrtm8mSVQ5E/VS1WYlzOWno6aGztZtko4Huni5e/3AdCSNGMW7eZaiqys7GBmaNGjnUVRC+gAh2wjHVBiPUh6JMcVmQBzCOJjZG4bJpMcy/yIXhNI2l230wxPNvezAYoKPbSnqSCHbCuWXXjj3Ex6SS6Eok4ILGpkbaOpvYV7ETb2+QvPzDiwJ3dbfR6wujYyQY7CKrcDiRSACL2YrV6qC9tYpACHp6vPT2+oa4VsLZ7NChQyx7+UWSupoY7zAwye0gzmrloMfPwc4QWSnJ6MDB5jaqUChMz+Lb3/oOhYWFHDp0iE0WC129XmKdjn7XVY+xzuFxia7Y00YEO+GYnm/ppSoYYZLLMqAFD8cPt5+2MkWiOv9c5WX1Vj+jCszctMCFwyZCnXDuyU4rIsYZB0BWhkzAF6Xdo1JTVYnJkkBPTxsHD25l/4E99PSGsNisaNEgQX8risGBpmuYDVZsNjdNjZVYZA/oRjRN61tYWBA+a+NHHxLn72b61Im8UL6Lbl83aU4HI+Oc6J291Hb3cOXIIpKMMlJCMrOvuIrCwkIAcnJyyBk9hi0b1jMmK4tEdwwA/mCQLRX7B1wWXZLQT3Hizam+/3wlgp1wVAcDYTZ4gtyZ4cZwlnx4mjuiPPVGDy0dKjfMdTJznFXMyBPOWRbzp3ur2mw2opofo0GhpbmZsFpHQ2MHJlMCJnM6MZJEVO0iEm6nufZDrM4MbHYTmhqkp6uSjubNlI5MJzExSQQ74aja29tpO3SAGRlpGA1G8keM5OBHq0j2eom12ylw2djf0suWqjoiJiumjCwKPg51cHgCzVXXXMPbssyOXbuQ6uowyBIBWcGWkzuENRM+TwQ74aj+1tJLutnALPfQb+yt6zrrdwd55f1eYl0K93wjlozkk1g3SRDOIl3dXbicOl3dHVTVHkIHYt0JHKrdS7e/h/SMXIqKRqLrOrX1nVhtJaiagt/fhtVmoaN5E+jg87UTFxdDckoG6WkxGAzia104UjAYRI9GcFgPr0wwYcJE2pub2VtTSZI/iN1ooLPXhxqTgD0xgdKZc46YBW2327nhq1+lYdo0amtr0TSNhIQEEhMT+el99w2sQKIr9rQR3wDCEcp9Ybb2hrgnMxZliFvE/EGNl5b1sq08yEWjrXzpEidmk/g0C+e+KAGa2jw0NbfgcMSRl1uIyxlDZ28LMQnZOF1uvN4mUlJyQffj8YQxGg63UqdnjSEuIZeenhZiwz04bEGMci9jxlw81NUSzlJOpxPFYqXd4yEQCtPl81E4bgJt8Ql0NdTS2Oul0yqTNKyUMbPmMH/BgqO2/EqSREZGBhkZGX3HPB7PmayK8AVEsBOOsNcfJsdiZFrM0K45d6ghzDP/8uAPanzzShfjSiwYFBHqhPOD3WFFVhTS03JISkyno7OVsvLtNLXWk18wnrg4N5IcBbqJcUWoq69DkQ2o4QBb1v0fTncGBkXHZFLIznAyfOYMbDYbnZ2dxMXFDXX1hLNMTEwMMZm5PPOPv5FhViAaQZIkjE4X6SWjCHV1MyY9n+/ffofY+/ccJ4KdcIQvJTq4Kt4+oJmwg0nTdJZv9PPmR16yU4x8db6D11f10tIe5aqZJ7EQpiCchXbv2kU4BAkJ6XR39eD1+vCHPbhj0oiGTLS31GK0mpg1azoXXzyZd955j4NVbVhsbqyYiUYCBPwBtGgPCm7eXmZhe1kDSfEuCvNTmT1rOgkJCUNdTeEs0d3dTWdzA/ZIkAQ0RqbEYzCa2NfawZr1VViGj+WuW757xkKdWMfu9BHB7hzUoW0noDeRoVx+2u5hkofmE9Pdq/LMmx4O1oWZN9mGwyqxZGk3CbEKY0vErhXC+cMeo9Ba1UBTWwNmsx2L1Y7d7sJlTQXJSVxsEofqNtPUVIvRmI/ZEsOwklT2H+giohpwxhXjcrlpbqnBZEvEGJdP1KhgjUtm94FqWlpf58avXSda7wQAtm3bhrmtie9efxX1NTXUNtSh+32Y7HbGFCfQ6XYTExNzxsojgt3pI4LdOcij7adD33Zag91QeG+Pn+UrfJiNcMdXY9lU5mfZ+gAzx9u4ZpYLk1F8ioXzR3dnF95AJ6GwEacrnYzUEuw2N15vF60dzUSjGkbFQWtrHYpiJarKRKItuFwG4lOnkF8yg62b3iAt52IMlgSSUmIIBbpo7w4wacoCtqx7kw0bN3H5gsuGuqrCEFNVlYrtWylMjCXW7SbW7SZUUkIoGMRoNGK2WPjntjIOHDjApEmThrq4wikSwW6QadFOIoEyzM7pp+0eimRC00Kn7foD5fMGaKjroKG2nfFTinDF2Ab0/khU55WVvbyw1kt6hpHhSSZiXTKTR1oZV2JleN7p2blCEIaSIWLB6+nFbikg1pFHUnwWsqLgdMRisTg4WL0HxaBRdaic5uZWIqpORlYGmpRBWtYoujvrCYd1MlKH0+v1EAqFSUjMoK15L16vj/Ts4ezZu5nZswJYrUM/u10YOuFwmK7WFrpUL/tDfux2O8nJybg+00JnM8gETmJrsJMmZsWeNiLYDbJoqApf21MYrSOQDaenC0TGjErwtFz7ZDzw78/R3tqDrMikpsfhisk64fd+sjZdWVMEJVchxqdTVhliykiLCHTCea2hvR5dV4hqQVrb63G67CQmpKCqUUAmJTGNsN5GVnYMLpcVxZRLQdFoVq9Zjd0RT6+nDdlgxWC0oGtdKIoJi9VOJKoTCoVwxcTRXq8TCIhgdyEKh8OUl5dTXl7Ojq1b2LfuQ2SrijHBTYMucSgmlpJRo0lMSiKqqnhVcDgcX3zhQSK6Yk8fEewGmcFcAEA0WInJcXqCnUsqIE2Zf1quPRC6rrN1jxcpeRz335lJXn4CBqNywu/9ZG06m12iN1XCUa8Rn2nmOzfGkOA+sesIwrkqGIhiUdygRolG/NTV7ycS9eN0xOB02UjLKKb8QCtz5swkKyuLN9/dhtFoQlEgGPBgNFpQowGCwV5UNYTDEU84HMSgSBiNRry9HRgNEhaLGJt6oTl06BC/e+hBWndtwd/ZQRxhEmx2mv1GZuamEetyUt3Szt5tWxgz9WLqujwQm0BRUdFQF10YBCLYDTLZEINsSCAaOojJMfG03MMlF+FiaD+AzW1hXn67nYpDfkYPyyA5Pf6EQ91n16YbP8zC2uYgao3KtTOcXDfTIZY0ES4IdoObqC4TVkNEIr0ouIAImdnpOOx2Dh7ahcEUYdSoUWRmZrJtexlVVWXYbUaaG8rJyZ+EzAaqD2wgt2AUTqeTpoZDxDjNuJwO9pd9yOTSbGy24w+NaGhoYG95OZ3dHmwWM0WFBeTn54uFjs9RdXV13P6tm4lp3Ee+zUArYS6JVVAIsKLLyyubdnLJ6BFkJsTRUlPP2x+tR84qYMpVV+B0ilUHzgfik3saWOO+hGyIHepinFbPLa2nvb2X62bYGFksE+M89q/SNk8IRZIY7TT1W5tu7mQ7K3f6afSqfO1qF18ed/xugK2VKqU5MkYR/ITzQCgaIKppWEyxhCI+2roqCWodeAPNRFQ/XT3NWO0yv//9YkaPHsno0aPZf6CKjtZu6irLaGmuxqhAJFBB2B9DzSEPMj4SUhPYvnk5ia4AU6YceyC8ruusXLmSj3YcIGSMxR6XTLjLy8byVQzP3Mm1V1/5haFQOLvs3r2bH3z/+zTv2Uqh04Q3ECQUVdkkWxkdY2ZOrMYab5DVLT3E+VU6A9AmR/nJl77G2LFjz2hZRVfs6SOC3Wlgdkw+rdeP6D481OImD0UamnFo2bZKdq55k2c+hCmzxnH7/d866nkRTef/1XvJNMs074n0rU1Xkmvi/U0+ulxQeLGVm8faj3kvXdf512aVZTuifOsSIxMLRDetcO4zSmZkKYo/2I7RYEXRzXS019LeJSHJJpDMaCSwbZuHHTtWkpS0jmuvncOPb7uJ7du3s2HjVkIRE6GQROuhtzCYrKSlpRHoiqcwO4E5s6867jp2O3bs4INtB8kYfQmp2QV9x3u7O9mz9h2sy97numuvPhM/CuEU1dXV8af//j1lq5djqK5gqhNiTVFkWSLRLtGjhlnfEaXUaWKsXceYGMOEaTNp7OjioGRjxIgRQ12FM2LRokW8+uqr7Nu3D6vVykUXXcTDDz9McXFx3zm6rvPggw+yZMkSurq6mDx5Mn/+85/PqZ+RCHbnoF7q2aT9nhnyb7GTPCRlmD1/HMNHZWGzWXHHu4553rKOAK09UbIqDbzZ6GXaGCv1rRHW7QpQNNbMKrfK94sdR10MWdd1dODvH0VZW65y/RTDoIW62qYwbV1Rxg8XLRLC0DArdhSjAYsaojvUTiDiRTMYkCUrRqOL2Ngi7PZkHA4bJotGNNrF0qUr6exsxxUTT0JiFj09HuLcOvMuGcuYMWMwGAzExMSQnHz87wVN09iyYw/2tGH9Qh2A0x1HzuiLKdu5jGltbSQmJp7OH4Nwirq7u3n4wV9hOriNUVon2SkKk9wGorrEuq4IzUGYlWBgdafKQb9KnlXDEQySnhBHdUsbsZnpmEymISi5DpJ+6tcYgNWrV3P77bczceJEotEov/jFL5g/fz579+7Fbj/cuPDII4/w2GOP8fTTT1NUVMRDDz3EvHnzqKioOGe6qkWwE05KYko8iSnxxz0noGr8bbcX6xYNv0Pjjq/G4g1o7KkMc/tXY3msy89Uu5mRTuMR7+3waDzzXgDFbOBgi87NM41MKT71UBdVdd79qJf31vWSl25i3LDDe28Kwpmm6xqgY1CMOExumv1V2C05IBtwuQpwOHKIRgO0t7cBKpFoJ8FQJ/sqXqZ41ExSUrNJSy1AMcLu8jYMhr1cd901GI1Hfp4+r6uri+YuP5mTC476elJ6NlXbjDQ0NIhgd5Z77733iBwq46q8ZMp3NZJmVQhqEG+WmZdo5KWGME0BlRK7xJruCNWawiSXm5auHmpDOtPHjR+Scg9FV+y7777b7/lTTz1FUlISW7duZcaMGei6zuLFi/nFL37B9ddfD8AzzzxDcnIyL7zwArfeeuupFfgMOXKH3wFYtGgRkiRx1113HfOcVatWIUnSEY99+/b1nVNWVsaXvvQlcnJykCSJxYsXn0qxLgiapvP+mhZq6v1DXRQ6KyupW7+Olt276Dp0CF9rKxG/nzda/YSMcFGBhfu/HU9RtolxJRZ+9b14dhlUeqIa38g4chmGysYoj/7dR3mdSkWDxvfnDU6oq28J87unWlm2rpcFFzv5yU0JItQJQ0bTVFRdRVWjBCN+JMWKyZKA0RSDweDE52sjHPYDRsCKqllRDCkEAhI11U1U1UbYuKWSQzW9eAMxrN2wnz179pzQvT9pDZeOssk70Pc9reun2qIinG6bPlxFkUPG5/dhUiOYJAirKh3BKCFVp9Auc8ivYkSnJxihTpUJWp18cKiRnEnTGTVq1FBXYcj09PQA9O3OUlVVRXNzM/Pnf7rqhNlsZubMmaxbt25IyngyTrrFbvPmzSxZsoTS0tITOr+iogKX69Muu8/+Fej3+8nLy+PLX/4yP/3pT0+2SBeEYEhl7Y5OmtKCHNjcTrIjg+yMgXcnfhTs4J1AK792F2OS+n+5e3oCHKhoZv++JqqrOrj3l1egKIfPiQSDdFdX9zu/4o1/Uv7aq/3LabWz9Ns/Z9iB7cTv/pD3XnVgcjgw2R1ErXbW9CpMT4qheU8snQ4HRpsdk8NBTSCev+9KJCdZ4ntzTahGA0UZpxbqVE1n+bpe3vmol6Q4A/fckkhWylB0PQjCp6KE0aMaYTWEL9yFwexElgwEQx2o0RBGkxMJGVUPo6ohQMZkjMVoiqelfgeRSBiTxYXf28ioMbPwdET4aO3GExoE73a7iXeYaK2vwh1/5N6gHS0NWKQwKSkpp6HmwmBRVZWAz4sejdDW1olBknBYjFi1COgQ0TRkdDRJpjWsURvUcaTnYBk/g/Fjx1FaWoqiDM2Y5cFssfN4PP2Om81mzObjjz/XdZ27776badOmMXLkSACam5sBjhjKkJycTE1NzakV9gw6qWDn9Xq56aabePLJJ3nooYdO6D1JSUm43e6jvjZx4kQmTjy8NMjPfvazkynSeS8c1li9vp1lq1pQYjspvUnh335YQMoJrpX3j+h6SuR0RsmHFw9eEWynV48eEeoWP/wOu3fWAeBKTqIneRK7qyKMKTj8Iemurublb/WfKHH9//t/jPnWLYS9XsI+LxGfjxeDZmKw8Q1DG8b0y/teC3u97K5uxObxElsXZucaP/vsF2OI+MhsX43HlokrZiSu5vf44C8qAGutVkx2++GHw8Gc3/4Xji8YQ/SJprYIz73ZRV1zhHlTHCyY7sJoEK10wtCTdNCIoOkRNEkCdAKhVhTZgtFgx25LQ5YMqFoEr7+eUKgJXQej0YHFmkpPVw3pOfPp7m5h3541JKVkUrZ3P7quf2FLtMFgYMLo4bz+4W46UzKJS07rey0U8FO5fS2jMuJJTU09zT8F4VQoikJMXCJ7t7fzpSwHrUErAcLYjTJaJIKCRmtIxxeO0hw1Ysku5uW33z0r/rvqDHSE3NGvAZCZmdnv+K9//WseeOCB4773xz/+Mbt27eKjjz464rXPf35O5DN1NjmpYHf77bdzxRVXMHfu3BMOdmPHjiUYDDJ8+HB++ctfMnv27JO59QVJ03QW/qGCjs4QUyfGc/FcA1vtMnvl90jkFpQv+M8Y0VU+1PaRIrkB8GpRtoS7ucVx5A4Rky8u4KLpRThSUnhuvZF4s0RO6qfXd+fk8JVnnun3HndODkaLBT4OW61hlU3lHdyUbOei2cP6nXvAF2VJuYcfZtu5yGnkmXf9eKsjXD7JQHPPL2iogTunNmAMfxwGPxMIA62tRDUVwwksuKppOis2enlrjYe4GIV/+2YiOemn1kqn6zpVVT1kZDgxmcTMXOHU6LqGpEuHtwjUo6BFUSQTTkcWPn8DFmsSitGELCsYDTaQZAKBJuzuPOzObFpb1uP1NuNy59HtaUJTD2DU1BP+B2jChAm0tLaxeeOb1MRk4IxPJuj34muuJD/RzIJLxR6z54LCESPZ+ebf0WWFBLeTxo5OdCTizWY6/GFqwirdihlfSgEP/ubhsyLUDba6urp+PYJf1Fp3xx138MYbb7BmzRoyMjL6jn/SQt3c3Nzv59Ta2vqFE5LOJgMOdi+99BLbtm1j8+bNJ3R+amoqS5YsYfz48YRCIZ577jnmzJnDqlWrmDFjxoAL/IlQKEQo9Ol+qZ9vij2fyLLENZelkpFmJTHeTJd+kLCmUsNuZL44YDTpXWhoZEiHJzusDXUS1XWmyO4jzp06rZDqVo2/vBclziFx+2UGnNZP/6EwWiwklpQc934vNPmwKzJXJ/bvItZ1nadq/WRbFUp0hd+96CUQ1PnB1XY2VkrsrFf55hwjOYXDj3rdDT++hUhLIweflEicMp34cZMxHGWdrdbOKM/9q5PqhgizJzm4cqYLk/Hk/9rq6gqycVMj69c30tLq4/vfHc348SmoqsaWHV0ATB5//IkkgvB5UTWEqqsEtSARLYgJF7JsQlUjhEKdtLSuQ5bNhCI9qBE/4WgPmq6TnHEJXm81BpMTg2zF21NFTHwxTY3vk5eVfcKtC4qicOUVl1NSfJA9e8tp6yonyWxixCVjGT58uNix4hwxcuRIlqVm8np1PbFaCCJR9kTDeCMadUGdbsWCJTGNH/z0Z/3Gjg21weyKdblc/YLdMc/Xde644w5ee+01Vq1aRW5ubr/Xc3NzSUlJYfny5X1DGsLhMKtXr+bhhx8+tcKeQQMKdnV1ddx5550sW7bshD/0xcXF/daImTp1KnV1dTz66KOnFOwWLVrEgw8+eNLvP9eMHeXu91yVdIyYkU5gF+R6vQMJiXQpDlXV+EddPWpzmKVlB7njR/0Hzh5o0vifZVHS4yR+ON+AzTywT151IMrqriDfz3Bi+dxCwmu7wlT4onxdtvDfL3tJilX4wdV2Xt2ocrBJ4wfzjYzKPnZQLb71TtrWr6F1/Yc0vPsvZJOJuNHjSZwynaSpMzAlJLFmq4/XV/YQ41C46xsJ5Gee/Dp/qqrxlye2s3dvBwajzNgxSXzta8PIy3WzZl0ry1e10NEV4uJJCSLYCQPmiXSj6SqqrqMjEY32Eo70IEkQjfjx+GowmWOxWOIxOzKw6imEIr10dewkFO4BZFQ1iKdnPzoRIpEwBuXIbqTjkWWZoqIisZXUOUxVVbpCEXY2ejFE/KSbwGVU8OkGDDFOStKzyB4/hcsvv3yoi9qf9PHjVK8xALfffjsvvPACr7/+Ok6ns29MXUxMDFartW8y6MKFCyksLKSwsJCFCxdis9m48cYbT7GwZ86Agt3WrVtpbW1l/PhPp0erqsqaNWt4/PHHCYVCJzQQc8qUKTz//PMDL+1n3H///dx99919zz0ezxH97OcrCQUdCSMnFq7r9U4SNRchr8qv/7iZdfO9zGhzMf3i/k3yZXUaT74fJT9Z4gfzDJhPopXr+SYvySaF+fH9yxbWdJ6t8ZNSI7G6LszEEiNXT7Py1xVRGjp1fnSZkeL040/Sjh01hthRYyj6wU/wNdTRtuFD2tavYd+fH2XzX55kS853abMXMWOsja98OR+L5dRW81EUmdRUB+PGJjNuXAqSLPHhujae/vsefL4oY0tjufXb+WSkibXwhIGTJCMOUxyBaC+KJGExJ2A1J+KwpeHx1aMrBhyOHByODEzmOALBVtwmJ50dO+np2osjthC7Ox8kCPqbQQsQVTWi0ajYDuwCsW/fPh759c9R6/Yzyxkl1WahOQQYjHw5KwEsNnZ0+/AEo33rtF3InnjiCQBmzZrV7/hTTz3Ft7/9bQDuvfdeAoEAt912W98CxcuWLTtn1rCDAQa7OXPmsHv37n7HbrnlFkpKSrjvvvtOeHbN9u3bT7mf/0RmvZyv3FIu+dLVtFP3hedWVXWzcl093Vt0dt3QSsJ8F+mpOo+MH4dL/nS9q22HNJ5ZFWV4psx3LlFOatuuvd4wWzxh/i3bheFzrQYvVwVo3qCSHlL4yiwrY4qM/OWdKF1enZ9cYSQnaWAr79jTM7F/6Uayr/86q9d3sOqtFhRfG7Pr/kTCrt1seCOehCkXkzRlBnHjJmGwHrmsyom44UvF+HxRVqxpZfXaVoIhlSkT4pk3K4WkRNFVJZw8RTYQjPpQ0XHZMrCY4gnrQcIRL6oeJsaZD7JCKNyNqkcJh3uIqkFkyYTFmkBq1mVYnKkoBhMOLYuIfz+9vWF6e3uJjT2/tzQUoL29nf/+z1+R015BcbadXGOEbJuCT4XlLSE+quugND5AYlw6EYtMTU3NEV2PQ2ko1rE7keV7JEnigQce+MLJF2ezAQU7p9PZNy34E3a7nfj4+L7j999/Pw0NDTz77LMALF68mJycHEaMGEE4HOb5559n6dKlLF26tO8a4XCYvXv39v3vhoYGduzYgcPhoKDg6AtoXujCBDHxxWHl/RVVNO4PMOXiDPLzY3nF1MMUOa5fqGvt0XlqZZQJeTI3z1RQ5IF/2nRd59lGH3lWAxe7+wfuXXVh/v5PP/FGmbtvcJLgVvjDv8IEI3DnVUbS405uOcUuT5S/vdnNvqogF1+cxnVzh2FSptO9Z+fHrXkf0vDOG8gmE8Pv/Bnpl141oOt7eiMsX9XMRxva0TSd6VMTmTMjmVi3WCpFOHUOUxwh1Y8iSSiyGUmWkKLgDTSiAWazG10Hb6AJgh0oRgeqHsXsSEWxugGVcLATXQtjsZjJzJiMGtpLTU3NaQt2mqaxZcsW3l+5kob2DuwWC9MmTmD27NnnVIvG+WD16tWE9u9glEXD5w/gt+hURcKYFYmpboVXGoK0aDEUJyXSZZLp6Og4u4IdgzcrVuhv0Nvrm5qaqK2t7XseDoe55557aGhowGq1MmLECN56661+/f2NjY391l569NFHefTRR5k5cyarVq0a7CKeF8IETijYXfe1QmRTF7MNI5B0I+XtXv7dld/vnKSYw5MkitKko27tdSI2e8Ls80f4dZ673zV6/Rr/9bIXg1Xitze6MEoyj70RRpLgrquMJMUMPNTpus6GXX6WLu/BYpa47WsJDM//tPUsbvQ44kaPo/jWO/HV19K24UNcRUefkPHJ9T47LikUUlm9vp1AUGX95g4umZ7ErGlJOB1fvKK/IJwos+JABxTFgMXkQtVULMYYwgEvugRRLYRBsaAoZnQZrI401IgfqyOdrs7d+H2NyIqCwaCgyGYUWSE5o4impibGjBkz6OXVNI3//sMfeHNnGeG0LKxZRUR6e1n/9nLeXrWa/7jn30hLS/viCwmD4r1/LiU+3E28MULQoJFmNWBSJHpCKpquk2lXaAlGUBSFiKqL7vkLyCn/l/588Hr66af7Pb/33nu59957j3uNnJwcscL5AIUJYOOLZwElOBx8l0sAeNnXgFGSmGo+cu27ki8Y33Y8mq7zXJOPUQ4jYz63PVirruEfqfODUhuoMv/9dgSbGe64woTbPvAQ2eNVefHtLvYcCDKl1M7182KwWY5ddntGFvYbbup7Ho1qNNR1UnmghaqDrRyqbGPW3GHMWzAKTdNZta6d91a24A+oXDo7iYW/HCWWNhFOi6gWQtOiaJKORXESxIcsHQ5p4Ug3wUA7dkc6imJC1aKEgx2AhM9bTyjUhWKJwebIwGAwEwq10dnZghSN0NvrPer9mpubKSsro6WtE6PRQGF+LiUlJSc8Ee4f//gHr+0qJ/nKG8gYPbbvj6Hulqb/z955h9lR1/v/NTNnTm/be2/JbnrvnUDoHRUVQb1XsV5Rr147KnblehUV/akgUkSKEAJpkJDe626297579vR+Zub3x0LCmkLKhgTY1/Ps8+yZM/Od7zlnyns+lcPP/YOf/9//8fMf/hDxNN0sxhg9hoaG6G9rokKvMc6uozeiI6wq5Fp12GSRnrCCpCm4AwHcioBmTyY//+TyVpcSTdDQLrBX7IVu/15lTMK/Szlbi91b2RRxMceQhFkcXaGyyR2hI5Lgc2VJIyxfmqbxl44QRbk6ygU9D66Ok2oTuHeVPKKEyrnwp2dcNLVHmVIm8+Hrzt3d9Idfb2D/3lY0FRxOE7Je4s0pi6JATZ2PCePsrFqeQWry+zOG8/3M66+/zs9+9jP27dtHT08Pzz33HDfeeOPx9zVN43vf+x4PP/zw8cDq3/72t1RVVZ3zvuJaFFGUiSkRYkoQQRBJqBH0sgWd3kY41IuixtDpHVgsyYiSTDQWwO9rxGjNxuYoQhQFgoEuzBYDjuRS6mtf5J/P9jBhQhUVFRU0NTXR2dlJTU0NjR1uzCnFJKXnE/NFONSwl7y9h7j1pmtJSTlzVreiKLy0aTP6CVPImzJtxHvOjCzyl1/FwX88ytGjR8+6G9EY509tbS0WHQQSGnpZTwoKnQGVzmCCLJOEQYD2kEJUlWiOCMybPPN426y3Ix6PU11dzdGDB/D092O22amcOpWJEyeOagLGpYixe78wJuzepZxO2GmBQTDaEHQjRUl7IkRzIsSdltyTtrmgeagaT/QEmeswUG4ZttbFEhovbQvhKJM4FkjwMZuVh9YkyEsV+NRVMib9+Z2NbV0Rgt4QajSKXmc/r2rgC5eOo+5YDwF/BJ8vTFKSBavNRK9LQRLh3ruLEc8jxnCM9wbBYJDJkydz9913c8stt5z0/k9/+lN++ctf8te//pXy8nJ+8IMfcMUVV1BXV3fOMWYiEoIgISHgCbajk8xIsgWTIZVAuJdo1EUoMoDNXoQkCcRibtzuehQUsp1FJBJB4jEvghDHas8n4OvC4UwjLmTyyN+eRRTjuPwCwZhAd5+LlPwpFBryyCwYT3JyMtFImIM7XuZfL77MXR/54BmT39rb2+kMhMmqPLVoSy8po81qHxN27xDuoSEmFeTQ0NdMc0RknFUkmlBpDyXoCiWo9sY54EkgJ6WwaM4yll9xxVmNG41G+dczz9Cxfw+ZskiJ3Uagx82OhmNUHxjHzR/44FhizruAMWH3LmUmN+BkZCVsLR5GfebzCBOvR5j2gRHvbYq4MAsSMw3OUZ3HK4NhXHGV72YNP8n1uxV+/7yfmpY4QpdASb6RjYdUyrNFPnGFjP482nn5AgleWD/IjgNecjMN3PeJPMoKz6/EyMQpeSxYXEFhcRol5RmkpFo5UB/j50/4qCyUueda63mNO8Z7g1WrVrFq1apTvqdpGg8++CDf+MY3uPnmmwF45JFHyMjI4PHHH+c///M/z2lfcSWEJBmQRSP+6CBepRuzKZNQ1EUk7kVvTMVhyUXVwkSjQyTiYczmTCIxDwH3MSLhPhwp5ehkO+2N25GkGHZHKl3dHdTXtmFJH0fljFX0NR9AcFSSVryQQMLPjp37mDqlipSUFKqmL6N629O0tLRQWlqKqqq0t7cfr++VnZ1NXl4eqqqeMVxGFEV4m3XGGD30BgOpKcn4s7LZONBLawAKLXpUCfYNRTngFYg7M1l+1dVcc/0N6PVnl/C1fft2OvfsYEl5MY63WOcqY3E2VR9j/SuvcPsHP3ixPtYYo8SYsHuXUsy0k5YJsglh3ErUg88glK9AsKYCwzekTREX843JJ/WGvRCCisrTfSFWpJgwRgX2t0X580tBBr0qBruARxTx1eiYWSxx11IdunMsoZJIaGze5WbNay5EUeAD12Uwf7rjgixqgiBw+4fnHH/d3BXnz6sDTKvQ88Erxuo8jXF6Wlpa6O3tHVG932AwsHjxYrZv335aYXe6LjkCGqGoB1GSiCkhokoYNdyNhorBmIok6dG0CKkppcQTITQBbPZc+gcOI0gimqBDL6vIejCYbBjMdqwp46ne+ydMSbnkFK4kt2g6g30tmLOn0t3TjxIdIhL24fLuISMtieyMZOKije7ubpKSknjx5bU09/tIGOygacixg5RlJXHFsiVkmgz01xwhrezkYsaDTQ0Y/F7GvU1XmjFGh+LiYuotyUybMA5vh5EOt59Gtw8RE860ZCZkmEgrHkfWhClnndASiUQ4tm8PZSnOEaIOwKCXmVSQy96aanp7e4+33hrj8mRM2L3HEKbejtDwGuruR5CW3QdAQyJItxLhM4bCUd3X8/0hIqrGxIDMV//mJhDW0EkCE0pl9ls0TN16Fk6U+OAi3Tln2x5rDPL0mn4GXHEWznRwzfJULKbRT2Ioytbx6ZtsjC/UvauaPL+X0TSNzZs3s2XLFlpbWwmFQqSlpTF16lRWrFhxyQqRv2nF+veekRkZGbS1tZ12u9N1ydGkBHqdjqFgP4omYrfkYTGmgSCg01mIJryoqp+EEsZoMqM3OsnKKcHjqUUy6EnPX0ZW3mTc7gE0qYmAp45oNITRno0zexqKYKWjqxNV1YhFAgSjCuiScOaXYdQrmFKTaO5pZ6ixmTkVFp7+12raYxYqFt2EPXn4odAz2E/1ns3E1m5g+eyZ/GXbLroLC8maOBXhjSSJ0JCLpldeZHpa0oji9WNcPIqKikgfN4WWrT2k2Rxck5dOst1KIJpgT6eL+oiEnJHPzAWLzzqZxe12ExkaIifv1KItM8mJ0t7FwMDAqAg7VRj+u9AxxjiZMWF3CdG0BAllEFk3ek8/gt6MMPPDqK//Bq3qGoSMcWyKuHCKMlP0jlHbjzuu8K++EGUdMk/VBzEZRRKqytVzjOxNQLRW4LaZOj4w79wE08BQjGdeHuBIXYDSAjMfvz2bnMzRT2IIBhNYLMNzqywaK2NyORAOh/nVr37FQw89hMvlYvLkyeTk5GAymWhsbOT555/nk5/8JCtXruTb3/42c+bMeftBLwL/fjy/Xazn6brkaLoEZqONqGoF7CQ5yjAaHETjAazWHCxmOwPuGkLBHsCBTm8g2WkgKclCIAqiKNPb00E0FkdDj6JJDA40IskOYrE4iXiMzu4h3N1dhDp7yJhwA0ZLKoqqIEoiSamZyLKOhp0DHDlyhIA5k6mrVqE3nMiSdaamM3HRKo6ue4pblkynq7eXjf96mu49O7Hm5BP1+wg31lGuF/nK1/97tL/qMU6DKIpcc8ONrJVlDr++gcMtdRDuJaAKxMxOJsxewBXX30Rl5enLPP07kiQhSCJxJXHK9xVVBUE860YEb8slaCn2fmFM2F1CguEtuP2Pkpv+MIIweuJCKF+OUL0Gdccf4fqf8nrUxUJjMtIoWqQeaw0S3QnesMYtSyy4/Qq5aRJHhgSOHk2wbIrIB+bJp73hJRIaRxrCTB0/HCsXiaqs2zLExm1D2Cw67rktm2kTrKNuRXMNRVm/qZcde1z816crKMwfc79eLpSXlzN79mx+//vfc+WVVyLLJ58TbW1tPP7449xxxx1885vf5JOf/OQ7Nr83rRS9vb0jOuf09/efZMV7K6frkjO+tAqvJ4AnEMRizsFqScdqTsIf6kenE7Fak0mo+fS5arFYjORkObHaZNLTnUg+Ea+7F0GOYrRmEYs0Iskm/INNGBz5JKIBNEGPZ6gDjy9MNDKIMxwAfRJBTz/GTAuJeJSO2m1kZaRxrKWL8mVzRoi6NzFZrOhT82jr6ORrX/kK87dsYe2rr9Fbsw+L3sCiFYu46qqrzjrrcozRwWw2c9OttzF3wUKam5vp7OzEZDJRWlpKSUnJWcfVvUlKSgqOnDxaOltIsZ9cSqutbwA5OYXc3NFNwBtj9BkTdpcQWZcDmko80YteHj33kiCIiHM/gbL6f6hu2sSg3cISQ+qojb+jOcrLz0fINkr81202SnNlVE3jqS0JXjoYI7NC5UuLzacVZe09MR570UXvYJystEw6uiM8v3aAYEjhioXJrFyQjF4/+rWwaht8/PZPDZhMEqtWZJGRPtYS7HLi5ZdfPqmzzb9TUFDA17/+de67774zuj8vBkVFRWRmZrJ+/frjBdVjsRibN2/mJz/5yTmPl5mVTjDqRwP0shlVjeIPDiDpJBKKn0jEiyia0NQENquJjHQrhw68QsW4EqJalLhfQFGjuPv2E430oahhBFGH3phCKNhFT+OrJBfMJaVwPt6+Q4T6qgn01yFKEvX9ESIdW8lOt1Cx5Go2v/gHdPLphYDeZCYSC2IwGFixYgUrVqxAVdWxmnWXkDe//8zMzFFxjUqSxLQ5c9nwRBPO7h5KsjKPX8N7htxU9w8y4cprsJ9C9J0fGtpY74mLwpiwu4TIuuGg1oTSNarCDkDIqkIoXsBrvftIcyxjvHzh2Z6aprFxb4SHXw1gdMKPPuQkzSahqBqPvJZgb5PCtGkCN04yomjww1Y3d6RbqLAM3zDiCY01r3vZsMNHdrrMR65N4vHne2lqDzNlvI2br0ojJeniuUWLC63ccl0ec2emYDCMFR2+3Hg7UfdW9Ho9ZWVloz6HQCBAY2Pj8dctLS0cPHiQ5OThAq9f/OIXeeCBBygrK6OsrIwHHngAs9nMhz70oXPeV15hNp2DrVjtVhyOZEzGZBLxBPFEgnBkiN5QDQgaGmH0+iiy7CIrM04sNoSrv4dAWI+kMxIMuZD0VhLxCI7MqYQD3UiiRGDgGEZHPoKgIcoWRGMa0YEj2G12oqEhDBl5LFt1O71dLTjMBgJD/aedq3+gh7SKkQ+HY6LunaO7u5vm5mYGBobd5v1d7RCPkZKZxZIrrmL27NmYzedXKeCtTJ48GZ/Px/7XNlJ/8Cg2nURIUYiarZQuXs6SpUtH4dMMM1bH7uIxJuwuIaJoRZKcxBNd57X9YPxVjGIOVqni1OPPuourtv4fs0XbebcKe5NQROWxtUH2NsQIFWh8dpmVNJtELKHxpw1x6jpVcido1OoUiswm1g2FOeCPcU/WcG2v5s4oj73oYsijsGKOlYA/xiP/7CYzzcDn7splXMnFd4nqZZElC9LPaZt4QmP97jBLpxsxGcZuZO8kkUiEw4cP09/fj6qqI967/vrrL8o+9+7dy9K33LzejI276667+Otf/8pXv/pVwuEw99577/ECxevWrTuvPqmaQSEnrxCwoSUgMy2DSCRGOBLBFNGTUIKoghuTKjBnbgHXX38teXl5rF27ltbWBnweFzpdFkazjVg0giSbsKcUI2gRBrr2Yk6vBE0h6Gkj5G5CkPVkVa4iPbuIkKcdJdaKrDfQ21bD4vkzaHEN0tveTGZ+8Yh5djbVYo57qKpcdCFf7RjnQSwWY+3La+iq3kegv5PN23Zgj3kZl2wiNSWFXlcDjx/axcHFV/HJez+L1XphD/CCILBo0SLGjx9PXV0dPp8Pk8lEWVkZOTk5xy14mqbR1dWFx+NBluWx2naXGWPC7hKjk3LOW9j1x1fj1M0+rbATbOlUXHX/BcepdfYn+H+rAwTCGrbZAgWpElekmVA1jd+9EmdrW4JJMzQOaQp35hrQCRpP9wVYlmQkTRR5Zp2bTbv95GfJLJlhYuuuITRN45ZV6Sya5UQ6xzIo7xQur8KfX/TTNZCgMEtHZdG5xayMcf688sorfPSjH2VwcPCk9wRBQFGUi7LfJUuWnLEWmyAIfPe73+W73/3uBe9r4sQJ6IRkcjLjbHp9KwNuI3nZ40kRU1A1hcaW/cQVPyuvXMq9934Kp9MJwLRp05h6qJ2M3Dg6Ux7VB9cx2NOMNXU81qQcnBnjGejYBZqCyZGN0ZqChErM00HEl49LNpII+VATLvZvW0OaMcA1V9/AwUOH2LT/VVzd7aTnF+PzeTm0axtDzUeYUpCG2+0mNTX1nGO3xjh/Nq5fT//BzSwqzeQPu1uYY4/zkSllKPE4njikZOezr9vH2s0vsTo3nw+ch+X4VKSlpZGWlnbK97q7u9nwyiv0NDSQCIVAEpGd5y7sNC7ckTrmiD01Y8LuEiPrsonEjpzXtjrBSVz1nnGdCxV1O45G+cerQTKTJZZfaeTnAz7+O8txPBEjJVsjbojRLUtkiiKrMvU8PxAkqGjMjMg88HAv3oDCTSuc2C3w16d7mDfdwXUrUrFZLt/D70hjlL+9HMBkFPivDzooyBzLnH0n+exnP8ttt93Gt7/97TMmJryb6esbxGFPIT+vmHAkxJ69ezlc04ZOMhNXwoTCg4yrzOFTn/r4cVEHw3GGudlOhtx9hKMeKqoWI9tKGOzvwNV9BIMlC70pCSUexOrMIhzoJ7l0GVqol5injUBfHe7eGlL0Lj6w6G5WrriG1NRUli9bRnpaGvsOHWXjYy9ytK6RqKZiz8hhR2+IIz/7PxZPqeITd38Uh2P0MuzHODUul4u2o3tZUpZNZ/8QCVc3t0zJJMlsAAzEBj0EvG6Wjy+keaiWPVs2cvW1145iDNzJ9Pf38+zjj6N0djAtP49kexFev5+DdQ3nPNaYK/bicfneWd8nyLocAuGNaFr8nDNjZcFBAt9FmVcsofH0xhA7q6PMnWjg1iUmvtHiocysY47jjZg5VWOXLkpWqshgRON/xpuIqBrPdgcpqFN5rHGQ0nwDn/lgGukpMqqqkZVuICfj8u3BqigaL24NsXFPmIkleu5cZcViHHPBvtP09/fzpS996T0r6gAMRj1ufxRZ1rNg/hU4nSnsP7ATn99Dus2O3ZbNjbdecVLzdlmWWbxwFgODG2lq7aGto5NBr4BkTMc/1IhsSiItfyZ9rVvoql1LaskS1EQAnV5GFJyEPbUQHiQ5zc6cWdOPB94LgsCkSZPo7++na3CI9AVXUzJnGbFEgsBAL66mav618xCy/Hc+d++nx+o+XmTa2trQR30UZRWwYc8Rco0aZr1EXa+bYCRGLJFA8cVISc9kUpaTurZOXC7XRRV2e3bvJtLexqIJVUTCEQ4dOkR/RyfBYPCi7XOMc2dM2F1iTmTG9qCX899+g7egExyElMa3X/EcGfAo/L8XA/S5Fe680sKcKgM7PFEaQgm+X+I8fkF/qS9KT0TBIuiYkSwx1anjF7tc+DaESJd03HZlEgunW493ihBF4bIWdR7/sOu1rTfBTUssLJ1uHLt5XSJuvfVWNm3aRElJyaWeykWjoqKMdS3b8XiH2Ld/B/19bpy2QlKcMv6Ai97+jtO6hSdNmoQoiry0Zj0Hdr+CL5JEVvkMoqEevF07UJQQqHGG2rYSGGzA7MzGllaCpqkIsglnejHICfYfPERSUhINDQ2EQiHMZjOPPvUMUsVMShauorO1iXBCQ9Cb0PKq8A0O8tQLL3PtqqsoLi5GVVXq6+s5XFPDgNeD2WBkYnk5lZWVoxLM/34mkUiQiEXoHxggGPATCMc43NqDRdRIMkpEtATtngAH6xoJy1ZUbRRrzJ2CSCRC/aFDFKWlEY1E2Ld7F+G+PtLsDlKTnOc83pjF7uIxJuwuMh7PX9DrSzCbTx14LOtyEBJxIj2PIOf+N4J49vErsmAnrp3ZFXuuHG6M8be1QWwmgfs+YCc3XYeiaTzWE2CKTc9E2/D83HGVf3ZHmJ+spycEHyswsrs+yIYXPJQWGvn2bRmkON9dh9crO8K4fSpfuMNBcc6Y6/VS8pvf/IbbbruNLVu2MHHixJNq2n3+85+/RDMbPcaNG0dNdR3P/usxZDGZitIZGPRGQuEQmipis5moOdpE0/SmUwrc4azgdcjWPJzWdCL+TpJyZiHpjHTVvUA0EkJnsiPJMs7MMsz2VEwmM6nTlxHyDeBuWsvjTzxNU9cQAc1MJBans7mWPfuqyVuUT0tDPSSnk5KVD4KAIAjoLBYa/lbD3x9/gq9/7b956eWX2d7agpCZibWoiN5gkKN7dlFeU80d198wwoU8xtnj8XjYt3sXhw4dJt3bhLe7n4Y+NyvSbEzNSUVAIBiJkmwxMqBFWXO0D/OEZSPqK4420WgUJRbFarPR3NxMuK+P0qwsJFEiFIud83hjMXYXj3fXnfddSCLRg6ZFTivsRNGCJNlRvftRwo3oLGdfKVwnOElovuGn8AvsAauqGi9sDbNxb4RJpTIfvtJyPAv01aEIXVGF+wpOmPgf74ggCwL35Bnobh5ioDHAfocR60ITD6zIwKZ795UTuXGxmWsXmLGax1yvl5rHH3+ctWvXYjKZ2LRp0wjLqSAI7wlhZ7VamT1nBhvWvY6mSjQ11yKJEiaLnpzcVCZNXkZt3QH27z9wSmF38OBBXt1yBHTp5BRfTTzsIuA+RiyuotM7SUQ8SGYHmVU3kpZTTpLTht1mZ2igA5vdRtBopW1QZHbqOEK9nQz6Y4St+YiZIVr2H8Dc10fJDR+jp/YQ8Tdu3CaTCcmewrH2Ll599VW2dLRTuHw5zrfUUYtNmUL1hg28tHYtd95xxzv2fb5XCAQCvPDPJ7F7mijKyaB+oJd+b4BQQuFAt58kHWSmOAnHFCwOO40DYVo8Ua6cOOWURb1HC5PJhMFsYcDtpre9gxSrDUl8913n3w+MCbuLjCznE41Wn3EdSV+EKvajBGvOSdjJggPQSOBH5sKCmeOo7B7ycuVCG9fMsBy/kUZVjSd7gyxwGig2D180GgIJNrb5mVjXyf2P9eMPxCgZn8bu5SV8aJrjXSnqAIxj5UwuG775zW9y//3387Wvfe09XS+trq4OVdVjNOgJhQLodBKO5DSKS4owmYykp+fQ3NROLBY7KRv1tdc2EycNSY5gNDnIKpjOQG8rAW8XqhIh5G0llvAjiDKJaJDGA9uJBbqQdQJ2i5HO5v0k5ZZQW30Y1ZFD7pwV5OrNBNOP0NfTgq9+Mw3rnyN9yY0Ys5yoCQV301EiPjd+Zxobtm7FumDBCFEHoDeZKJwxg9rXNtHd3X3WTejHGObw4cO46vaTbBQ40tyJq7sTqxZmZZGDxsEgT9R5ybeGsNmsuLpVehQDZRXjLkpdx7ei1+upnDGDrU89AeEwZseFxfKNuWIvHmPC7iIjy/kEgxtR1QiieOpOB7KcS0LeTyJ0jHOJQNMJw2IuoXqRpQsTdtWKhyOLavhPx+wR1pE1A2E8cZUPZQ3XmVM1jT+3hymw69G6Pcybl8/0Gdk8LwjYgnGuTR2LqxnjwonFYtxxxx3vaVFXX1/Pple3EA2rTCivRK83EIlGGBzsZd+eA8ycNR1RFNE0Thlr19jSidmaTyDcS9jfhd6UhKv3KImYDxCQjQ7C7l58vQeJ9sfRJDMpuVPJzi+lr/0oGNvpb69DM+gZX7WKcALsZhmn1YQnOQ9TwXTUaA+yXo/BkYKmagyG/FhT0xl0e6iL+5k0dw5hnx+TfWQdv6SsLFp1En19fWPC7hxQFIW//fEPBJv2kiSGyVXCZDgF9nfF2d2rcWWRg6ahCIfCIjqdlQkTJ3Ln1Ak09XnekXNl5syZ1B09wtbDRxATCQpTU4kmEjS6XOc81pgr9uIxJuwuMjpdHqCRSHSh1586EFzW5RA060lJPzf30nFhp114Zuzu+CDpkpF88UShYH9C5Z/9QVammsg2DB8qr7viNAQUvjfORtX9ywFojyTYXO/ik9k2DOLYI9QYF85dd93FU089xf/8z/9c6qlcNLa8vh2LMY2kJPdwOAUCJoOJ3JxCOrtaaWhoxGQVKC7NPKnXrKZpyDqJeNSDM7WIgLeZ7pYdyLYCUvPmYrSkI7TtIBLswdu+i+T8yeRULUUUBRRVw5GciT9/Ol01LsKiA3/ChGfAjzzoIS0lmdauHtDpQbXiaa4hrmr46g5AZy2pOTm0H2jBl9AT3rGHuqM1FBYXMn7ePOQ35qmqKoKmjSUfnSMvrV7NUO0ObiyWKXHacEpm/JEYReY4G1uCvN6mMjVVT2FmMqnZ+UxZMBOLzc6ODh8VFzG+7k3sdjt3fuxuevoHOPjqRgYkCVGnw5R58ff9XqWzs5MXXniB9vZhy/xb+eUvf3leY44Ju4uMLOcCIvF4+xmFnSaKJDQv+nNwqcpvCLsLTaDQNI29cRcz5dQRF+Ln+kMkNLg9Y9gKF1Y0HusIMy9Zpsp+4tB5vDdAmixyRbLpguYxxhhvoigKP/3pT1m7di2TJk06KXbofC94lxM9PQNMnzqXnbu30tFVR3HBRCRJh4BAclIazS3V5BZYmTZ92fFt/H4/fX19ABTk59La1YqiJiHLMooax2rJIBELMOTrRo16SM0ex9BAHY60UiwmPYISIj83j7YmN/FYGFtqDgaLE6PJiDE1E79nEI/PjUVSCUV8qCEvnm2r0TprcVhNYDcxoCYwzJiHxQBKZRXYbVQfq8bV/zzjlyzGbDYTdXuwqupYw/hzIBKJ8OpLzzIjDSamGwgFgwRiCjIKs7ONRGMJXmuLUpCvZzAwRH1dhLSi8fTEejFkFV90V+ybOBwO7v3sZ/mbXk+ko4Nx+fmkOhz8+IknzmmcMVcsbNy4keuvv56ioiLq6uqYMGECra2taJrGtGnTznvcMWF3kREEGZ0ui3i8/bTrvNkzNp7oOmPJkxrlT2ioVEn/AYAo6Mkz3INZurCSEB1qkH41zEz5RC9IV0zhxYEwN6abSJKHY+ae6Y4QSGh8JO+EgGsIxdnhjfDFfAfymLVujFHiyJEjTJ06FYCjR49e4tlcHOLRBDabg5kz5rJj51bqmnZjtaSik2S8/gEGXE3ceNuHGD9+PJFIhNde28zhIw34A3EQwO8dRI0PEg2F6O73kVG8EtHoRIkFQA2RlFGIXnOSiA6QiIVx9zaQnZ1Bb1sdg70tZKQl0x93EfEPkYiEEKxJ2JPS6A94iYfcZGRl4G4fIGl8JYVzltDb3MixI7vRT5pOPOih1zdA98HDmHKyMFnsNB/eR4eSwGS1kaiu5uaqCaSmpr79FzEGAJs2baLj8E6Wj5fx+/2Ew2Esooqok8ix6LiyxMr27hjru2MsK3JS1+Hld6s3seCWj3Ldjbe8ox1BsrKy+OA997Bx3TqaGxo40tN9zmNoCGhc2D3jQre/1Hz961/nvvvu4/7778dms/HMM8+Qnp7OnXfeyVVXXXXe444Ju3cAWS4gkeg47fvDmbFJJN6mtZgY6keKeuAt18oUeckFz29P3IUBiYm6E21hnuoLYRQFbkwfttYlVI2tg3FiXj1DAYE0A/THEvy1x0++Ucdi56njB8cY43x47bXXLvUULjoGo4zf7yXJmcLSxVfQ1tFMV3cniXiEtDQjWfnjWbFiBYqi8MILqzl0tJe8/ElUVA0//HV0NNHZ9Txxby+C6iLk70KKhUGQMVqcGGUFp9WOplYRFgX08R6yHSmEgj4yc3MpqZrOrg1eag+/xmDJBESdjlg4SKC/BUPUg9lkwZJkILO8gsH2Zhp2vYZQVIIhNw96NUwTJuCrq8bd1o4vNQVRkrE0NpLsTEKfiNPr99Hb23u8APLZEgwGqaurw+PxoNPpKC4uHtGn9L1IX18fm9e9iFGLMqUwl1DIT1t7mAQqDgGsOgnZrMNplDBarfSpRkJyAs3iZMqcBef8HY8GeXl5fPTuu+nq6qK7u5sf/P4P7/gc3u0cO3aMJ96wdOp0OsLhMFarlfvvv58bbriBT3/60+c17piwG0XiSh+K4sKoH5nZKst5RCL7zliWRNZlv23PWIt3ELOrES1FQRBGL/N0d3yQyXIy+jfm1hVJsMEV5q5sKxZpeJmiQYrPQooMhc7h7b7d4mKfL87/lacivscuupGoyrb9fpbMtiONWSLfcTZu3Mjy5ctP+d5vfvMbPvvZz77DMxp9cvMyaW6tZ/LEmZhMZsaVT2Bc+QRUVWX/oR1MmFJAWloax44d42h1JxMmrcBuTz6+fXHxeOy2JDasfQQBFZ1TQtSLBIM+9MRw2vKxO1LpbdtLVPNxxQ3XMX36dGpqamgaVDGaLBQUj8NVtx7vkZdJDDZjT8vFLmqEFD+01WDNysJoNDLU2UPcYEBwJBHq78Zgt+LILyThcyOkJSPEY4Ta24gN9HHFnXeSVpDPkXXrWf/aq5QUFNLW0YGkl0l1OKmsrDytEDl69Chrt2/EIwUxpJpJhONsrtlBZWYZ11x1NUbj6R8gE4kE7e3tRCIRrFYrubm575rkmwP791NoVuiz2Kkf8DM110nfoJto0I9OgGhcoc6rkRB0rCjPIMuqIz8zhQZdGl7v6NYyPRdEUSQvL++8WsyNJU+AxWIhGo0CkJ2dTVNTE1VVVQCn7JN9towJu1EkGN5CILKV3NQHRyyX5Xw0LYqi9KPTnfqCptPlEokeOuP4UWcO1r5jaIF6BNv4UZmzT41Tm/DyGXPF8WWP9QRJlkVWpZroiMRpiSRo6zTgisC35okYJIEjgQi7fTEmWgzMtl/abhL+oEo4qpGePDpi92h9iKfWuAiEFErzjRTkXL7dMt6r3HLLLaxfv56ZM2eOWP7ggw/y7W9/+z0h7BYtXsCa1es4eHgXBXmlWCxW/H4vrR2NJKUaWLRoIQA1NbXoDGkjRN2bpKZlUlYxk6JCJ75EEtPmXIczKRm3283Q0BCqqqKPFlFXtxudEiAej2G324m3NdPdfJhA3zFu+vCn0en1NNYfIxzpoq+tgYo0gcrJk3hx2x7a+voJSEbirn7UtnpMU2ZgyMkn6hkioSSwjqsi4R4g0dqIKKdjSE4iHokyNNDPD/7xD7Cb0BxWHDYr2UmpTDi8l6umz2XBggUjrHCtra28uPUVjFVJzJ4xC1k/HFfp6h7gwMYDiOtEbrr+xlN+l0ePHmX73tfxRHvRBAVRk0mz5LFkwXKsVivRaBSbzXZR222dL4qi0Fp7CJtRhzsm8Py+dixqGEmUUHUySAKDEYX1bRFEUUeyRY/sSEEX0jBo715PyViMHcyZM4dt27ZRWVnJNddcw3333ceRI0d49tlnmTNnznmPOybsRhGdLgtFdaOqYUTR9Jblw66TeLxthLDTNA0tMQiCHlnKIaCsP2PPWMWURlwvo3oOIF6gsGtRXWQLDvbHXWhoTH8jvm44Zi7K5/Js6EWBx/r8NEXifK8wjQlpIjm24TPpfzu9oAn8V67jkrpIaltjPLrGT1aqjs/dfmElX7z+BP98ZYgDNUHGlZj4wjWZpCaNdaC4FPzqV7/i6quvZvPmzVRWDlvAf/7zn/P973+fl1566RLPbnQoLCzkAx+6lS2vb6Wl+RixWAKDUWbClEIWLVp4vEyI3x/EanWedhyzxY41NZ9MTaCpdjslFTNITcvBYbfR0VaH06pw85UzCEYa2buxGUFnoe/oPhQE5i+/iqqZixBFkfKJs2io3ovLGOYD1y1h3bZdzLn5I4T8XrZs3oiWl4tHVbHkF5MQJDS/FyQJndlEuK4fvG70RXn0dnbQW13NpvWv4M92krV8Dua8LEKDQzQ2tBPqaSOwI0pSUhITJkw4/jn2HtiHkqWjct7kEZ8vJTuNisWTqFl7jHl9fSf1Dz569Chrtz1HeqWBKZMmYrWbcQ962fnaAe7/xUZys7NwJluRMFCUXcWC+QtJTj5ZJF8q4vE41dU1OAPNlCWL7GtQ+cveXialG5ESUeqAJk+C9pCOD86fQHF5AV2DXqKyTEyXfFG7TYxxcfnlL39JIBAA4Lvf/S6BQICnnnqK0tJSfvWrX533uGPCbhSRpTeSIJQeDGIxAKoSRJJsSFIS8XgHJtPst2yhEWz9LvrkVci2irftGSsIMgG7Haf3AFruB89bUEW0BN+PbuAueQZ74mFKJDspogFN0/hbd5A8o46lyUaaw3F2+CJ8LsdJjlUkxzq8/aFAhH2+GDPtRqZcImudomq8tC3E+l1hKgpk7rrahqZpHKnxUphvwW47e0Gmqhrb9vv51wY3sizwsVvSmF5leU/H9Fzu3H333bhcLlauXMnWrVt56qmneOCBB3j55ZeZN2/epZ7eqFFYWEhhYSH9/f3DwfIWy0kJB3a7lfbu07vbgkEP5cXpzJ8/j3XrX6WpdgN1hzQEAZLtOq5cMpF58+YRiURoaGggEAgws8zMkdpWQp5eGo/uRSfrcfW2EuipI9MusWHjqxzs9bJw/rWokRCGbZsQojEUtwvv+hcwTZiGZNCj+H349uwkfGgvNpsFW042HdU11NceJZJsJuXGJeQumHm8Q4Gnq4eBdTtpHOxl54F9VFVVIQgC4XCYpv42cpYUnfIzpuVl0GA+Sltb2whhl0gk2LZnM+mVBqYvqDq+PKqEkdODWMa5kXU2lt0xHVe/l9oDu3jmXx3ccsOHLhtxV19fz5F9O8mX3OQ5JGZnwp7OCNX9ETRNIxpTyLIZ+OiicUwuzKKu24Vb1dOnWbDmlb1j2bCjjfrG34WO8W6muLj4+P9ms5mHHnpoVMYdE3ajiKwbfnKKJ7qRpXxCgVcIe54nNe93yHIB8XjbiPUFQUQylaGE6zAmLX1j287TCjsJGZ/DiuZyoYXbEcwF5zXPNnUIDY0CIYnfJ7q4zjBckuCgP87hQIz/KXIgCgKP9/nJ1utYljSyjMmvOjwICHwp98IsZOfLkE/hr6v9tPYkuG6hmWXTjRw66mHta710doe4/YZ8lixIP6uxuvpiPLF6kNbOKPOm2bhhRRIW07uzc8Z7jS9/+cu4XC5mzJiBoiisW7eO2bNnv/2G70LS009/vFZVjefA4ZfxeAZxOkeKPvdQP2p8iMrKeaSkpPDBD9xGX18fQ0NDSJJEXl4eJtPw+Ws2m5k8+YQ1bMGCIY4ePcqxxjpC4QjRzlZiggmfvZzu9mY6o3qef+pJBmr24gpHiVmTUPVWQkcOE21qQJ+eAQEvcWLYS4rJmlCJSQDXQD+BUBCKs0mZUD6i7ZQx2YmnLJv6hu088uKzyILIvNlzyMrKQtNUZOOpMzsFQUDU60gkEiOWt7W14Y31Mm3ypOPLFFWhoekYtgxYVDyRw2t6ScQTFJZmkZ2fysbn97Nz1w6uXnXN2f9AFwlFUfjB/d8hExc3jzczt8iO2SDjC8XYUO9lc0eC2iEBn2xg74BCT7wfgz2JkMGJo3gCV15/8zuaDTuqCMLw34WO8S6muLiYPXv2kJKSMmK5x+Nh2rRpNDc3n9e4Y8JuFBEFIzoxhb7IOnrDD5EVTWDTzCRiHeh0eYRCW07aRjJXEHW9gCAYhq16Z0igEJEJWI0Ikg7NXwPnKewaVRdGdPgUCGpxZsqpqJrG33oCjLPIzLTraQjF2O2P8KVcJ9JbTp6DgQgH/XEWOoyMs77zF5RIVOVnf/Mg6wQ+f7sNV1+AH/6ymb6BCOPK7PzXpyooK7G97TixuMrLr3vYuN1LeorMFz+WRWnBuzde5b3Ar3/965OWZWVlYTabWbRoEbt27WLXrl0A74lesW9HV1cXR49W09PTT9DXxavrH2Pi5KXk5ZehaRq9PW30dNUwY1rhiCf/jIyMk9yVpyI5OZlFixaxaBG8tOZl+mIyM+ZfhTMlndr9O2hat5qGpmMk0vJIW7mIhCjj97kJe11EW6oJd3WiN8gIQTfGkkKkWAybLDIQCREIBzGl5WN7S0eKUDiM2+chmmRBzXAS0zwcEjw0bniR5eOnkWRyMNDeS1ruyXMP+YOonigpU0feAMPhMJqoYLGd6HgzOOginPBRWJCFGtdQUYiEhwu/6vUy5ZNyqN1ylFBoKWbzpe2UU11dTfvRPXx8oo0l41JQEzHQVJIteq6fmIzAEO6oxuTrPszsuQsY6uvGYDQxraSMyspKLBbL2+9kjMuW1tZWFEU5aXk0GqWr68zJlGdiTNiNMjoxBZd6lDprkMyYGYNtKaJkR5YLUNUXURQv0lvaf+lMFUTVKEqkFVmX8zbCTocqJJDHfx9k5znN65V4I8mCiVm6HJrUQYrEFPYlhnAIekokG9s8UZrDCR4odSIIAn/v95Nr0LHIOdJa94t2DyIC9+Wf2/7Ph4b2GIXZMrLuhLA0GkTuuMJKdgr83x/qcbmjTKp0ctcHiijMP7uLXG1TmCdeGsTrV1i12MmKec4R+xjj0nC6mBJJkti2bRvbtm0Dhq0373Vht3XrVjZt2kM0qsduT8XprMTlOsT2158kv7Acs9mC027giuWTmD9//gVlf7rdbg41tFMwaSnOlGHLoT05jf7WOmKOdGwzlxG3OZGNRnSCDp2ikHBmEm9vAk8fjrR0OHgEsb8fS34+PW1dw+U5dAa0cAxsMoqi4PF70IwyRpORiKKQnp7OjJuupLexlde2HWBqVhH762rwlLlxpp0ovaSqKse2HyHbmEZJycianVarFVGV8boDOJKGY0Wi0QiSrGE06unpGUJEwmI9cR1LTrOj4CIQCFxyYbfulZdJ0sUZl+XEarHQ6xE42u7DG4yhEwUcFj2KEsDnD5KRkcHUqVMvSWmTi8H72RX7wgsvHP9/7dq1I7KKFUVh48aNFBYWnvf4Y8JulNFJaURjgwiaEUmNI1nGI+lSkd84BOPxjhHCTjQWIIhGlFAdekM5CaXvtGOLyKhaHEGfdNp1ToWmaayO1zFfl89MLZtmzcVCqZjeRIK5+jQUDf7eE2SGXU+lVc+xYIz9/ihfyUsaUcZkny/CIX+clckmCk0XL6kgoWi8+HqAjbtD3LHSxsKpIy++U8qH4/rmzEhh8gQnudlnd3H2BRSeXedi75EgZUVGPnNnJukpY8kRlwstLS2XegqXBbW1tWzYsIv09Ery8k4ImcrK6ezbt4nk5AS33noDmZmZx92sF0JXVxeuYBxDwEfN3q3oDUZCAR+xeALSsjFmF4GmEWyuJtzTghIMoLl6MRkMZKVkUzFjJlpfNzfNn8Ps2bPZun07T+7dyqA3hL+lg6TxpYQjERIC6FSVSHsPYu8Q42+4BlEUyS4vpr+uBU2AyanjOPziXqwlyaRkpxENReip6yQpYOTqK69Cpxt5y8rPzyfFlEPNvkbmrpgCgKyTURIakUiMxoN9ZGfkYHeeeOgL+MKIyGcsnfJOMTTYj8UkE1ZgV6uPw11+jJJKpkWHO6ywvt5H50CI4s5qDr30OLtlCxmlE7jiqlVYrdZLPf0L4v1c7uTGG28Ehh9S77rrrhHvybJMYWEhv/jFL857/DFhN8oYfH6sikK6ORNRJxCLd2ESB5B0qQiCkUSiHTiRCSYI0htxdvU4Uv7rjGNL4Thy1A/nGPPbrwXxaBHGiam4tBBeLUKxmMItlhw0TeNlV4S+mMLXioYF59/7/BQaZeY7Tlz4NE3j5x0eZEHgS3kXL7Zu0KPw5xe8dPbFuWmplfmTT3/jumbl2TUXV1WNnYcCPL9+CEGAD9+QyuzJ1rHkiDEuS/btO4gkJY8QdQAGg5GJE+dQV/c6mqaNiqiDYXfgoUOH6Agb0ZkdKJEArqYDxAQBc0oGWiTI4PZ1KIKCsagCS3I6incQ/66NiFEPC6+7kcHODnyuboqLi7FYLBxuamBLexsJqxFXOEpYLxJS46jdg6h7apiQkcXklYuOz8GZn0VXTT+f+sjHKD5yhIM1hxhsaEMn6lhQOIVpV0w7ZRcLURRZNG8ZL278J1te2UfFpEIsZiv+XpW1j+7HKWUw7doTFQRUVaX+SCd56ZMvi9InGVnZ1Ip6DvdG8fqGWFFiYU6+nYSqsbPFy7wsCVkzMi43lTsXT6R70MPWmh2sjoS59QMfOknojnF2PPTQQ/zsZz+jp6eHqqoqHnzwQRYuXPiO7V9Vhw09RUVF7NmzZ9Q7tIwdFaOMJNgoHkxQoEsjajWR8LxOILYFW9EvkOW8kxIoACRTObGhl9C0Mxcetm1+jgK1HfXqBKJ49j9drTqIgEC5lMJRpQeAYnE4ViWiajzVG2RxkpFCk44jgSiHg1H+J3+ktW63L8LRQJzrU81kGy+OlWvfsQhPrPVhMYnc9+FkCrIufD+9AzGeeMlFU1uE2ZOt3LQyGat5LDnicuTHP/4xn/vc584qbmjXrl0MDg5yzTWXPgB+NIlEInR09JGRUXXK9202J6pqoru7e0Rc3flSXV3N3rourEUzyJ15NY7UDFRFYbfPR7SpHlPQR6zhCEpwCPP0BRgcTiS9CVFKRV8yHsHfy6GtW6iaNRtXWwPRaJTMzEy+cM8nkB7+A9v21OGrbsIvKETCYZJVgUmV41hx1+1I0onzMBGLI0sSOp2OqVOnMnXqVBKJBJIkve0DWGlpKTdKd7B911b2rW5FJYG324x7wMiEa7Ow2IYFsNvl48ieZqL9NmZfM/eCv7vRYMmyFbzyzOPsb+9maaGRNKtM61CEXl8MTyBGrk3GWplBbyxCj8tDbnoyV5kMPLP3KA0NDYwfPzr1TC8Fl6ql2FNPPcUXv/hFHnroIebPn88f/vAHVq1aRU1NDfn5p2/peTF4q5ciEomMmhV5TNiNMqJ9EvSKuBPb0WkzQacghwOo8QFkOZ9o9NhJ20jmCrTBZ1AjbUim01+sY5OXYV23D61tKxQtOes51Sku8kQHFkFPs+YiTbDgEIYPoNUDYYKKygczLWiaxmN9fkpMMrPtJ1vrDKLAf52FtW5fq8akPJClszvpojGNf270s+NwmOnjjdy81MKB2gj5mbrztqrFExrrtnpYt9VDskPH5z6aSUXR6Fg4xrg41NTUUFBQwG233cb111/PjBkzSEtLA4bLWtTU1LB161Yee+wxenp6ePTRRy/xjN/dqKrKjr0HcBRPYaLOTkdvBxZ7Ejq9nvxJ8zl6YBPugzuJJ8JYZi4mOthDpK8DRBFNiaP53JjzCuj3eElrbcEhCMfFWn5+Pj++//vs3buXg4cO0tDcQr3Szay7bqRg4jh08vBDWyIWwzc4RPf+GuZNnD9ifudijSoqKqKoqIiBgYHjZWNaW1vZfXArrzx2GEFSEVQ9KZY8rr/yCnJyckbvi7wAxo8fz9wV17Du8d8TVxQiqoRBJ9LpDWJUVRI6K3OnTWJ9o5eO/iFy0pJx2izkmKCxvv5dLewYBWHHeWz/y1/+ko9//ON84hOfAIaLnq9du5bf/e53/OhHP7rA+Zwbqqrywx/+kN///vf09fVRX19PcXEx3/rWtygsLOTjH//4eY07JuxGGZ11MkM56ShaP5IaJiaGMCGgROrR6fIJu9aguh9FKP/w8fZikrEQRAOJcN0ZhZ2SVUEgx45139/R8uchSGeXlVqrDjJZHM40a1JdlIjDZl9/QuXZ/hBXpZjIMEgc8Ec4Forx7cLkEYLqcDCKX03wnzl2UvWnP2RqBjQ6+zT+tV/jrgUis87CoNA1kOAvL3gZ8ircucpOmlPgl38bxB9QqCg0kJV27la7+pYwT77kwuWJs2K+k6sWjiVHvBt49NFHOXz4ML/97W+588478Xq9SJKEwWAgFAoBMHXqVP7jP/6Du+66C4PhvdcRxGg0kpeXQUtLJ1lZI60H4XCYhoZ6amoOYLdHicViTJgw4YylUs7EwMAAXa4ghfMqMZhthA8coqNmL0ZnGshGpIRKODCInJ6JYLEiJqUiZ+aiKgkSg70YHE7UZCe9+xqwx8PMmz0NWT5xvoqiyKxZs5g1axaxWIy/PvF36pq7SMpKx+K003bwGPXV1TTX1KLzhEiNCFgsFmbOnHneySBvPggApKSkMHHiRNra2ohGo9jt9suizVg8HmdgYACXy0VdXR1pGVkk5RTRE/Gy5pgXSdBIJBQqM51MnDqV1NQU5GY/qnoiosxq0uOKhi7hp7i88Pl8I14bDIZTXh9isRj79u3ja1/72ojlK1euZPv27Rd1jqfiBz/4AY888gg//elP+eQnP3l8+cSJE/nVr341JuwuFyTRhE6fRSIyiKr6EAUQ5WwS4Xp0zsUIwW7U9seRUqdCykQABEGHzlSKEqqD5FUjxtPiPhT/IaSkBUiCTOe0bLJfGkCrXYtQdd3bzsethulXA4yTq4hrCm2qmznycJmUp/uGLwy3vcVaV26SmW49cUJomsbjA34qLQY+kXX6mJR6l8YP12lIIY1bpgvMPHWd0RHjbj0Y5plXA2QkS3zpQ0nsrQnx+OoAhTkyn/lAKunJ53Z4BkMKz60fYufBAMV5Bj55ew5Z6e/SGk/vUyZNmsQf/vAHfv/733P48GFaW1sJh8OkpqYyZcqUUY9FuRyZPn0KDQ0v0dnZRG7ucJydy+Viz579HKs7iCxHqW/yc/DIC6SnbuDDd97C9OnTz3k/8XgcRQWDwYTJZGL2jOn09HTT1dtPJBwlIzWJRHo6ajSAFg6gc6agJRLodBK6pFRMihVrbg4Nq59inOpg+tSpp91XOBwmze5kwytb2Pvq6wwNuojKCopOQzDLmJLNPF+7jdf27+QjK2/kk/d8fFRiYPV6/WVTwFdRFPbs2UPNwV3s3/EaPa0NJOJRnBYTQ/0eaowahVkp2Ox24gmVqFVPSmoK3lAUT0xgivNE6Zheb5iUspQz7O3yZzRbiuXl5Y1Y/p3vfIfvfve7J60/ODiIoignlQPKyMigt7f3wiZzHjz66KM8/PDDLF++nE996lPHl0+aNIna2trzHndM2I0ymqYgxWNImo6E5kUvOMCQhhJuwJT+EVRrKqo+jNS+/riwA5BMFcSGXkbT1OOWPAA13Eai4y+I5iJEg0zEaURZ+GF02WcX6FmrDjcSrpBSadc8JFApEVMYiCmsGQxxa4YFh07Em1BIaHBXpo19g3FyUvykC0kcCcaoCUb5dkHqaS+03ojG7/doiFGNayYJXD9VOONFORhWeWKtj4N1URZOM3HTEhs1TRE27Q5w/VI7y2dbEcW3P+NVVUMUBTRNY/fhAM+uG0LV4IPXpjB3qu2sxhjj8kQQBCZPnjyioO77hXHjxrF8+QCbNu2lu7sZk8nBvv0HGRjoQdJp2JNKSWjp6Izp1DXW8sMf/ZrvfefLTJw48e0HfwtOpxOzDEP93eRYK9DrZQoKCigoKMAz2EdzTTk6vZHuA1tREjGSMzKIRaMk4jEEgwElEGbg0H4MiTjTx4073gLt33G73Tz+/DM0C2Gm3HMzXS1tbH7hRUJCHMvkPPLnTcSWnkywc4CezUf5v6f/QlF+AVdcccVofJ2XBZqmsX7dWjqPvo7g72CSqYMPLU8GycBTO7qoShMpsChUpEYoriii159g+9FWXtjVgM6gx2hPpTh72DLb0NGLR7SysOrUcZjvFkYzxq6jo2NEMszbWfP//f6kadolSabr6uqitLT0pOWqqhKPx8973DFhN8oIggQxF4IAiupHp6tAMGSiBKrRlBCpjntJOP+InDppxHbDcXbPokbbh12zgOY6zMFDjeRb9ST5DiOmlQOQKJqCUTi7jK56xUWmaMUpGNmttKFDJE9w8lBvEIskckPacNyZQyfxq9JUNrSrPNrZi3P6i3xNfwtPDECZSc8M66lPFEXVeHgfiKLAz26FDNuZRV1zV4y/vOAjEtP4xE0OppQPx/JNrjDyrU9lkOJ8+0MyElP5x3o/dovIvIlGnlozSF1zhGkTLNx6ZTJ269hhPca7m4ULF1JUVMTRo9Xs3LmHWLyf9Mx0zLZSSivmodcPn7fFpbPYvvUp/vjHR/nxj793TnXZrFYrE8vy2Vq7n9TsfAzGEzGosUgYn3uAyStWYgv10+DqIX7sAI6KCRjtySBAf1cjpq4mKqdOJT3n9Bnqr76+mWZ9jEnXrEA2GOhpaiWu00heNonkxeMx6AxYk5wY0xzYy3I5OPAk//eHh1iyZMkI1+67mfb2dtqqd7GkMoPdr+2mqsjG1NIsart8FDigMNeO02qit89FS0sz06ZMxu/18I+dx8jKKeIj186iz+2lqbOPeo9CxfwrL5s4wcsBu91+VlnOqampSJJ0knWuv7//rIp6jzZVVVVs2bKFgoKRzQaefvpppp7BAv52jN0BLwI6OZd43EdaKB9n7lcQPK341XUo4QYkSxVRixnFmT7iy5eMRSDqSYTqkIyFaJrGqzUmnttTzidn1WP3HUZIG26GrnL2Sr5WHaT8jZi6JtVFgZhMd1Rj01CEj+dYMUknrIO9QXi6QWNCuZtBSaA3ZKYm6D6jte65WmgYgi/Pg0z76WNXVFVj/a4Qq7cGKMyS+dh1DlIcJ7LiBEE4K1HX1hPnf58YIhTRmFyi44FtLhw2iU/fmUFV6aUtNjrGGKNJbm4uubm5RCIRevuhdyCMwZhOXV01kijgTEomJSWTivFLaK79F9u2bWP69OkkJSWdtfVh4YL5dPf/iwMbnyGtsBJ7UipBv5f2Y/uwqwGyU5wYp0xDae8g7h0guvs1QjYHUZ8Hobud6bNmYNRUkmyn7vbidrup6W4jb/Fk5DesKJ11jcQtIjnzx6OzWvAMDBGJRgj1DBGo6SASC7O3s5mfPPgzrlq6kilTpqDT6fD5fDQ3NxONRgkEAoTCIQIRP2ajhXFl4ygpKblsy3/U1h4j1RglHvEhJQKU5w67Do91eKlIM5Jvl4ihJ6Ush03VAxj7o+SUVjEuZMdnzmdvfxwGhrCmFzFn4UwmTZr0Nnu8/LkUdez0ej3Tp09n/fr13HTTTceXr1+/nhtuuOECZ3PufOc73+EjH/kIXV1dqKrKs88+S11dHY8++iirV68+73Ev6Cz40Y9+xP/8z//whS98gQcffPCU62zatImlS5eetPzYsWOMGzfu+OtnnnmGb33rWzQ1NVFSUsIPf/jDEV/8uwlr8l0EvT9DCygooWPI+/6MmKuQiNSjs05HlJNRgjXobCdOTkHQIRlLUMJ1wJU09ag8fySblXnPUZkSQ9UERG1YCGkkTrPnkQS0GJ2qj1XycIzJHKkAFZW/tQVI1UusTDnxhJ5QNf5wVCHVBMVZbsDBP/pDZ7TWAZQlQ6oZylOGbySKqiH9mwvUG1B49CUf9W0xVs6xcPUCy0nrnA3+oMIjL7hp7YrhNKnU1IdZPsfB1Uuc6OVLGxA9xhgXC03TqKs7jCoWIZsSGE3JKGqCzs5++vp6UBNRhnwaf/rL0+zeV09OlpPZs6adNmNSVVUEYdiybrfb+eCtN7F//34OVB+ivzWBQRa5ckoh0/PMHGhrILN4HK09vSTPXkzM7yPi9+KKhSlZuJiycWUM7NhE5fhFp9yXx+MhqCXIyzphDUmEo2DSoXdaCIdDRIkTb3cTPNKGIdNMylXlhNL0HJW6iB5YT3tnOzarjUNNBwlKAVoaWxny9ZGSa6dq0nhk0Uj15gOUHB3PDdfccFkUHv53Aj43qQ7zcFcMAQzy8K3XF4oyIVnGahTp8SuU5iSR0hmiavJ08vPziZlr8KZMZMnyK47/Xpc6+ePdzpe+9CU+8pGPMGPGDObOncvDDz9Me3v7iBi3d4rrrruOp556igceeABBEPj2t7/NtGnTePHFFy8oFOG8hd2ePXt4+OGHz/rJoa6uboSp9K3ZSzt27OCOO+7g+9//PjfddBPPPfcct99+O1u3bn1XNv3W63KG4+RkC/7gi2glCcz9fhK2WoQ0Ack2A05Rr05nriDmXoemqZRmS9x3i5GCgIza3Y1uwv+hCG7g7C129cogGhrj3rDYTZVyOBaIs8fn5r/y7chvEVfPN6l0+OEbM0X+EB4gWefgWCjKd85grQOYnHnivX6vxu/XK3xogUTpG8urm6P87SUfogifvSOJioLzS2Y4cCzM42vc9A3GscsK4wsNfOi6NHIyxpIjxnhvo6oK/QMDFJTOJzO74vjyhCOTxvq9uD0dpKYWkJ7jJL98BZ3t9Tz93KtcHQwyY8YM4E1xWMfBQ0fp6HUhCgIVJblMmzqF7OxsFi1axLx584hGo+j1emRZxuv14n/2eerrj2JVY3S+vhZDXgmaTiI7PY1ko47O7ZtZNq7kpOD1N5FlGZ0gEA9H0BuHHxCzigs5tO0YgQE3in44ezZwpA1bVTqWCZm49zUhmmV6BR8VZQ5efHUjZlTm3jEH35CRAbqYvHg28USU2ECYSRMmIGoSe9YcYuMmK9dcdfnVNjSZbfhcUXJy7cQ0EZcvTEaSBYOswx+JYpaGW7ANeIKoony8xVQgEsdosZKUdG7dht4NXKo6dnfccQcul4v777+fnp4eJkyYwJo1a05yh75TXHnllVx55ZWjOuZ5CbtAIMCdd97JH//4R37wgx+c1Tbp6ek4nc5Tvvfggw9yxRVX8PWvfx2Ar3/962zevJkHH3yQJ5544nymeEmRxGQEZERzBTJWQmovUlQgHjiGpoYxZH7g1NuZKtAGn0eNdiAZCyjMkNBsixDaX4KBfYjpwzF2bxV2bwZ9dmh7iRKkVFiMFg1A9dO0lJSTLJtIE8zH1320J0CRScfCpBNWuJiisatX48YSkYZInHrZhS1QSplJPyJD9kz0ezX+92UFkx7S7SPbglUWG/jINXZs5vN70vz7S0Ns3BkgHldItsHNV6SycMbllxyRSKjodGNP06NNZ2cngiC8b2OKgsEISUmZ+H19I4K8g0EfKmZkvYNQoBeNVKJxqJo8n9YmBxs37SYQCLB123Ze37YHb1Qmr2w602fOx+60s6ehnqN1L3L9VQuprKxEp9ONcGU6HA4+dOvN7N27l701UerqG+nfWoctOYn0zExy1GRmzZnGzJkzT/vwl5WVRbbJQWdtAxVzh0Xm1FVLef3lNfSs3oPziiq0Ph+CpCJmW3DtqifaNoDeoSdgSbDx6FZiviEmpueQV5bLS4+tJmtyClmlGaBBU6yZ1rYWpk2dRsWcImpfO8p8z/zT3msuFeUV49hYs4NpVic6SwrVbYMk24yUZtnZW9NJ3KmjONdBbdsQzswKHA4HLo+fnpDAstLLI6t3tLlUwg7g3nvv5d57772gfY8msViM/v7+4x0p3uR8Cyafl7D7zGc+wzXXXMOKFSvOWthNnTqVSCRCZWUl3/zmN0e4Z3fs2MF//dfIdlpXXnnlad27ANFolGg0evz1v9exuZQIgohOygQ5CZNhEaHwVkgeD9G9xEP16K2nzvSTjMUgyCjhOiTj8NODYM6C0g+BrQCR4UBiVUuAAJqq4n/0fprlcXRdF8Fic1PKYhAEaNnMXMVL8pQbjl909/liHAvG+XaxY0RXCb0k8L05EjFN4wtHPRjLYng8Fr6Ybj+rWJ2+N0SdWQ+fXyVhNwms3RFk074wNy+zsWS66bxFmMsdp745jJZIsGiqmdtWpeK0v/1hqygaonhy9tPFIBhSePm1AarrA/zP54qRx8TdBaOqKj/4wQ/4xS9+QSAQAMBms3HffffxjW98433jjlIUhb4+N0uWXMmWbTtprNtCWkYl4UiIvt4ONNGOzztAyF+HM7OM6J5jOOyNjKsoYdPGev61ZgOSrYiQVkRS+Tw8aGw/0MTSRbOYtfRmag5sY82GreTl5WE7RZyczWZj6dKlLFiwgHA4jCiK+P1+BEEgNTX1bWPaJEli/tQZPL19Iy1GI3lV5TjSU1lw5VX869knifuCCIqGPknCu6cJIhFMqSayJhVhTLMSrOunN+ilobaF3rZewvEA5SVvWC0FSMlKYbB2kEgkSk5xFjWbmunu7h4VYef3+wmHw5jN5gvuy1pUVERa8RQ27NtDRk457Q37WX+gDUGQ2NsRpKFbo8qdQO/I4IrZc2jp6mdbTQfJxdNHpcPIGJcnDQ0N3HPPPSfV0HvzAU5RlPMa95yF3ZNPPsn+/fvZs2fPWa2flZXFww8/zPTp04lGo/ztb39j+fLlbNq0iUWLhuMyent7z7muzI9+9CO+973vnev03zFkXSZxpQednAuCSCJ7EkLrbpS+jXAaYSeIMpKphESoDn3SyhPL864CQNQiwFssdoJAu5qF8tJvCE6cg23isLoX9Ba0iuvIqv4nWVUfARlUTeNvPUGqLDJTbSe7L82ywOMtUeJ6NwoqxbpUpp2Fte5Uog5g6Qwz44v05GeeX1abomi8utPLms0erGaRL30sk4kVJyyPe46G2Hs0yKfuSDtJNNY2hXj65UGuXJjErMmnDuoeLYIhhe/+shFF1bhi4bu7rtTlxDe+8Q3+3//7f/z4xz9m/vz5aJrGtm3b+O53v0skEuGHP/zhpZ7iO4IgCCBATm4hq65ysGPHDjpaelAEB8FgFEXpJRruIj1vIrIhC0XTE45b2LR5O81dETLyZ5GWXYw/bqRg8iqUeIy2up1s3rqH9PR0KibOZteGRo4dO8asWbNOOw9Zlo9nqJ6ryJk8eTLRaJTXDuzi8JFGJJsJyR/B0hch8GodCUHFkGnCPj0LY4YNnUFPsNdHZCiA3WlF5zTR3tnIE7/9B5FIgLSJDkpnFyKKIrJBh4qKoiTQ609cazRNo6uri56eHgRBICsr66wtvr29vezatZ2u7lo0NYYgGsjLrWTu3PnnXUdRkiSuufZ6Nr1mpbX2AH0UsLmmgcHBISKKGU2QGDCnMSOnjJcOdJLQ28gev4AVK68c0XrtvYQqCKgX+OB9odtfaj72sY+h0+lYvXo1WVlZo2aIOCdh19HRwRe+8AXWrVt31gGqFRUVVFSciAuZO3cuHR0d/PznPz8u7ODc68p8/etf50tf+tLx1z6f77RxHpcCWcoiEN+KIMjodLloJj06+xQU0XvG7XSmCmKeDSfVswOQ3rTYEadB+SuC4uDZ5I+zaFaC5MF/Qq8Ost5YueJqqFsN1c/CzE+yZdDPpP1/ZtmMpQjCqYuZrkiX6Q172a2KfCT5xEGmaRp/PKQxOV1gdvaJ36TXo/HrlxXMhpGiDkAvC+ct6lo7Izyx2kX3QIwls+xcsyQJo2H4u/D4Ejyxxk11Y5gZVWZicQ2jYXi/bm+CZ9cOsr86QEm+6R2JvzMZBVbMszJ3VsZYmZVR5JFHHuFPf/oT119//fFlkydPJicnh3vvvfd9I+xEUaS8LJ8DR1qZOWslFoudl195iWBokKCvB7MtF2dKNhUTrsZsTWegt4aklHSqe1zEFJHCipn0djVizR0WbZKsJ6dkKk2HBqirq2POnDkY7VkMDA5e1M8xa9YsKisraWxsZGhoiPWNPSz91G14UgSq/74Rt38Ia1k6qfNLEAFCCXx1vYS6PIR7PFhKHPjUAMFEkBd/9yoTDpSx9J65BH0h9IKMwWCgu7UPo2bGZDLx5D/+To+nEdEcx+cJEHZrZKeUcucHP0xycvJp59nV1cXq1U9isw8xf0EuDoeFoSE/1dW7eO75Vm64/oPn1elDURSampoI+L3EVRFjehkrZ15FUVERSUlJpKamEo/H6evrOx528F4vxn0pXbGXCwcPHmTfvn0jEklHg3O6E+3bt4/+/v4RVc4VReH111/nN7/5DdFo9KyeLubMmcNjjz12/HVmZuY515U5XcuQywVZykJRh1DVCCnp30EQJBTDLDQE1IP/gJwZiGknm9glczma61+osS4kw0ihKggSAgIqCcLaADoxwH2rJIzyp+ncm0BvPZFoIsgmtPE3wJEniY27gb/3CfxHtIvcHb9DK/4tgm74u/tT+BhOwcCtxmIKzCJN4X7sqpPpb+kVu7FNY2e3xqyskaLuf19WsBrhc1eNFHXnSySq8sKrbrbs8ZGbqecrH88mP3t4npqmseNQkGfXe9DLAv95exoTy4ezeuMJlVe3e3nldTdGg8hdN2cwc5L1orphuzoG+f2vVtPbPYSSUFm64AsXbV/vR4aGhk55sRs3bhxDQ0OXYEaXjqlTp1Bd8zx1tQcQRAu5BbOx2nM4fGQ/g/0NOFIKsSfnI4oSelMy/X1dhIN+NFRSMovp72lBScSOj2cw2dCbk+jpGQBAiUeRdRe/j7LVamXKlCkcOHAALdPK0luWsGn9RoQMMxZRItbhQw3GwS4jmiUM6Tb691QTa3aj06vE7TEKFxTg7nVRfbQR38/9lMzMY1LhRCLBKLU7GilJncDmrRsI6FspnZVOc10bcdlFxOxnV8Nhjnx7L/959xdO2alD0zQ2b95AcoqXFSunHXf3JyXbKCjM4JWXD7B162Zuvvm2c/rciUSCl9espqd+D4WpOkpL7QTDKg1dh6gLebj2xtuPi7isrKy3GW2M9xKVlZUMXoSHqnMSdsuXL+fIkSMjlt19992MGzeO//7v/z5rk/GBAwdGHMBz585l/fr1I+Ls1q1bx7x5885lepcVspQJQFzpxSAXAiAZ8lD7jqK9+lPIHIf2gUcR/i1WSDKWgKBDCdWdJOwARGRUYkjoUYhiMQiAQMGsUwiL8qug9kWE+pdYnnM7mau+CP/8AuruJ5Hm3YWqabwe62GVYdiFeyAYxYWbJYYT1ro2r8Y/ajVWFApMyRhe1uPW+PUrCrY3RJ3tAkWdpmkcqg3x9MsuwlGVm1Yms3iWfURJFEWB13b5mVxh4uYrnFhMw8dadUOIf748yOBQnCVzHFy9NBmT4eLEX9W1RinMljHoRWx2M6UV2SxaPpGsnGTEt3YLUTW27PHR74pz29Xv7afui8XkyZP5zW9+w69//esRy3/zm9+877pR5Ofnc83Vi3ll7RYOV7cTCDkYHOzE525CErzodKVEQm7M1lRk2UB36176O/eiSiKNR18nEfUR7DpKWv6U49cbTVNBgKDfixLqpaBgyTv2eVo72jDkJmO1WUmRLaSX5+IzRgi7ffS+eBTRpENUQfVEUfqCEI6RPi2T7PJUyuaW4h300pbTStuGdoLPh8m4Oof2rQMU2MrIycxhe80Bpi8oZsuGnZjTwsy6JpOUzBI8g0Fee6aGZ17+M4IgMG3atBHz6unpwe1p5YorC0+K4dTpJCZNzuf1TXW4XC5SUs4u7EJRFJ555hkOb/on88cnkWpKJc1hYEJ5HtOqVNa8foj1r7zEB+786CXpfHApUQH1Ai1u6tuvctnx1nyAn/zkJ3z1q1/lgQceYOLEiScV5D6bosun4pyEnc1mY8KECSOWWSwWUlJSji//+te/TldXF48++igwnPFaWFhIVVUVsViMxx57jGeeeYZnnnnm+Bhf+MIXWLRoET/5yU+44YYb+Ne//sWGDRvYunXreX2oywFZGhaucaXnuLADENKr0Eqz0Xx1aLXrECqvGrGdIOqRjMUkwnXok1acNK4oyKgkkDCQIHjGOQg6I9qSb6Cz53KHTg9YUGbegbr3H4hTbqBJLxDQ4kzRpaBpGn/v92JKCzDNMOxqiCQ0fn9QJdsqcFvFyaLu9pkar+30cd2Ss0uyOBVub4J/vOziSF2IiRVmbluVQrLj5MNSpxO472MZx12yLnecZ14Z5FBtkPIiE//xgcyL1hc2Ftd4/jUfr+8PcesKO0tmWLA7zNz1nytPWre5PcJTLw3Q1Rdj3jTb8bZnY5wbP/3pT7nmmmvYsGEDc+fORRAEtm/fTkdHB2vWrLnU0+Ohhx7iZz/7GT09PVRVVfHggw+ycOHZtfk7HyZPnkxeXh6PPfYY23Y1k5ZZgqQrpahsNq0t++lqXAeCnvbm3bgHG1A0HQZHAd1dvaBG8Q1VI8oWiqdeQzwWIR4eIrU4kyO711GcZaWkpOSizf3fUVQNUTf8YKYqKqXTKnGFPfQ4unGUZ5DwhIj1BzCVZOIWNDSLQl5FNulpKYT7IuiQSU/PRKrUIdSD2Grj+mVXUF5ezvMvPENGkZn6wy3ok4LMvboc6Y0i7MnpNiYvzqbrQIRd+zdTWVk5IqTI7/ejaWHS0hynnHd6uhNN68Dv97+tsAsGg/T29vLii/9i/b+epMgR5qhqo65OR3KSg3HjxjF16nQWTCvjuW1NdHR0nHcG5LuV96sr1ul0jrhfaprG8uXLR6zzjidPvB09PT20t7cffx2Lxfjyl79MV1cXJpOJqqoqXnrpJa6++urj68ybN48nn3ySb37zm3zrW9+ipKSEp5566l1Zw+5NRNGMKDpIKCdczFrXDrT6pxDKboWa36Ju+z+E4nkIxpGqXGeuIObZdMo4OxEdKnFEwYiixXg7hOSR7l5xxq2IJXMRzE4ORJowCTryBRv3tfRRHXVTJEO2MHzR+lu1hicC31kgIEsCPe5h96vdBBNTwvzmMR+pSTqWz7Fx2KuRbxXIsZ7diaaqGpt2+1j92rD79BO3pzN5nPmMAtFoEIknVNZv9bBuixuLWeKe2zKZVmU543Y+b4jmxj6KSzOwO86tO0VbT4xHXvAw5FO57Qo7C6eeevtIVOXpNYPsPOijINvIlz+RQ2Hu5Vco9d3C4sWLqa+v57e//S21tbVomsbNN9/Mvffee9qepO8UTz31FF/84hd56KGHmD9/Pn/4wx9YtWoVNTU1o3pz1jQNl8tFR0cHkiThcDi49tprcfteIr9kEUePtRCOxpg66wZ87h7273oOt7sbe+YMZHMqiqLh90VxOO04UkvoObaOqK8Lr8+PXnWhZJQwrjSdG6+75h3t2JCTkcneY00oioLZbKbX7WHCshlE172Ot2kQXYYJc1Ey6FT8jX1kFlnJScukbHI5mqaiKCo+q5dsNRMhXUTsFRkYGCAYDDI41I+gD9DU2MTUFcnHRd2b6A0y2cVWBmoGaW5uprKy8vh7w6E9MoFABLv95PPc7w8hoDtjCFAoFGLr1i201B/k0N5ttNQfRlRijKvMYtGkZHqHojT0uHl9226MRjOTJk3CLMXp7+9/3wm79yuvvfba8f9bW1vJy8s7ydupquoIHXWuXPDZvGnTphGv//rXv454/dWvfpWvfvWrbzvOrbfeyq233nqh07mskKUs4krPiQVdB6BxOxSsAIMDQfageXtPEnaSqQLN9SJqrBvJkDvivWFXbHzYFatFOVcESYbUQgBqEm4m6VLY6A1zKBhlSmoETRLJEpLZ3qmxo0vjE5NFMi0CLv+wqDPqNESPh3XHYiybbeXaxXb6I/DHmjgr80Q+UPb2h1R7T5QnVw/S0RNj4Uw71y1NwmR8e/fpkbog/3x5ELcvwbK5Tq5adCKp4q34vCF2bK2nubGPlsY+Bgf8APzn51cye97Z14QKhlX+9/EhMlN0fO2eZDJTTv5sbe1+Nr3exdLFOQx543zwujTmTbOPWelGgezs7MsySeKXv/wlH//4x/nEJz4BDHsl1q5dy+9+9zt+9KMfjco+qqurWb16DTt2HCQYUpB1MllZqUydOo5kp0hj7XbSkgvp7B6grTmM19XO4UNbMKfNwJRWhaQzkgh7CHhb8Q62oNdL6GSJvmNryUyWuePW61m+fDlFRUXveNZlZWUlWw7voX7nQbJKC2jc2EjMG2bWtcs48upO+o92INgtuPsGCFUPIlgteJu9tMRayK7MxmQ3MdQ9RHQgTFdDO+YhPUKRj44DPex99SDO/Bhmp0BeMEKi3o/VYkWv12MymfB7wmQ4c3EbQ4TD4RHzys3NxWLOovpoG3Pnndy1o6a6HYcjn8zMzFN+rkgkwgvPP4O7YzeEesiUGpm/0EwkamTA7aW1U+aqeSVMKIzx9JYOdu49SFlZ2bAF831SvuetqAij4Ip9911nFy9efPz/ZcuW0dPTc1JCjsvlYsWKFdx1113ntY+xNL6LiF6Xj6q+pb7e5I9CzT+g+kmE7PlownYwnxy0LJlKQJDeiLM7tbDToUfl7S12Z+Kblmm4lRhf7nJxTbKVqvQBtqsmgkETf6tWmZ8jMC9n+MSxmzTSDDHaGj2k2EW++JFUSvIMw63IahKkmwRy0+L8osPP53Kc6E8hbCJRlZc2udm020dWmp4v3ZNF0VlYtQaG4vzz5UGO1gcZX2Lm3g9nkZF6erdrMBDluad2UlCUzrRZxRSXZlBUkkFq2rmVPrGYRD5zRzKFWTKSdOLzJBIq+w8Osun1LlpafSQnG5kxPZ3P35X9vouTuZh4PB527959ysKdH/3oRy/JnGKxGPv27eNrX/vaiOUrV648qRbV+bJr1y4ef/x56ut7cSZVUVJSjqJqDA62s2dvF4UFVvKzk3B7mtGpAYb6B9n6+hpkx3Qyy68mKb2MaKADV5cLUSdDTEfA04VFH2fBjHx+9tOfXNKMS4fDwfWLV/Lcpldoau5G6Q2w749rsFdmkZqUzLxlVzNQ18m6Fw5hz7FjHpdELEWgoa6F5kMt6G06/B4PklnF43GRO74UnBGSp2hMTMqk9vUmZLOE2+0hoXPjCeuwW+34WuIMtWjkz5hMPBzEYrGMmJdOp2P69AVs2fIsOl0dVRMKMZsNBAJhDh9qoaNd5IoVC057jh84cIDafa+QY+4nHhzAro8xvSSFaEJj0B3jUMsQTW0WygqzmVriZN2hPo7WNRMVzJdVRYd3iverK/atnK76RyAQuKDWeGPC7iKSYv3wyAWqgpa/AA7/C6puQ+t/DXrXge3jI1YTRAOSsYhEuB590kjf+7ArNoGEFYVhi11A7aJd20iJcAMG0UGt2oNLCzJfKj3j/HSCiF3Uc12yjdk2Exs1F2lqCr8/qJFkhDurThxwT6zx0FIbYvEMK9cvtWPQDz9hvtiq0u7X+OYMif/t9+PUSacUdUfqQ/xjjYtASOH6ZUksm+MYIZZOR3N7hF8/0oXNouMTd2QyZfyZ3a4AmdlOfvPnT6LTXbgloiT3hID0eqNs2d7Dlm09+HwxxlUk8alPVjGxKmXMQjfKvPjii9x5550Eg0FsNtuI31wQhEsm7AYHB1EU5Zzqbp5LMXW3282rr27H5YqRmTmR0rITteXsNifdPY14vWFyciT+45MfpLOzk76+PvYf3I05dxbJ6aVEg10Mdu7DkjaOrMqbCfkHGOrcgVHrRhXD+Hy+S15KIzc3l8KkTJr3bicQ8BJ1ufFUD+AoL2IgJ0ZjdQ1zV83Gmm+n0dUEdomMRTnUrT2Gb2cfBdOy0UkiBSVZFCxIp/boYZIdVq78yCwinjg7nt+PaLFw5T1FxKJx/N4wsYCE2Sqz5dXdpAunLvw7adIkVFVlz97N1NUeQdZrxKJgNGaxdMlyysvLT/uZXnjuSUyhVkJKmAF3DL83wquSh1SbjuwkHQa9QH37EKLOQDSm0NXvYeOeRirn3ziixeYY733eLNUmCALf+ta3MJtPuP4VRWHXrl1MmTLlvMcfE3bvEJoSJ/HUFxDSCkAREFp2IRhToGcjWuk9J4kVyTyOuPf1kxS9iH44xu6NrFgAF7XUaH8lVZhEOlPYrjTRp/neVtgBGESRW1OHXcE98SH8DbNxBTS+PlvAqDux3/lTLcyeZKai8MRTRItP5V8tCtcXSfQRoy2S4NPFzhHje3wJ/rl2iIM1QcaXmrjj6kxSk86+vl1BjoHrV6SwYLodvf7s3BWCIIyKqHsr1TVDPPTwUXSyyJyZGSxemE12luXtNxzjvLjvvvu45557eOCBB0Zc9C4XzqXu5rkUU6+traWnxwsYyMgcmdBgMJow6G0gCHR1ewgEAkyaNIk1a9YQV2VMliSURIShnoNYUitIyZsDgFHTEHUmJCEZe2YK27bvpqio6JJZl4PBIE89/wx16hCVH17JguwMYuEIbUfrCB5uJz1hQZ41niUfuwJREtm/bz+17bX4+r0klyQT7wvR+lobVbMLmLmqEkOyRErEhqfJT83OVrLHpWB2mHE1Sbz61y7SC42YTCbKSsrwDsTYsaOZ8TmFPPv8UxgNFspKKygvLz+ekThlyhQqKytpbm4mHA5jsVgoKio6KWPxrfT29tLWcJR0o5eMHInFkx2E/AIOs47m3ig76yP4Qgq7anwUNXoJRVQ6e4J4xQ6KpsdQVfV95459P1vsDhw4AAxfN44cOYJef8KAoNfrmTx5Ml/+8pfPe/wxYfcOIUgy4qTrUbf/BTF/MnhqoWIBWueLaP4mBPtIEaYzlRNzrUaN9SAZTgSLC+hQtThJ4kRkwfrGsuGDuz30ICbD52lVXYwTM+nShkjHgSy8vciJaXGa+s342jKoSCTYulel8IoTbuKSvJEBw3FV4+EahXybwLUFAl9q8jPZaqDSMnyAqqrG1n1+XtjoRpYFPnZLGtPfJsnhVEiSwLK5znPaZrRQVY3+gTCZGWaKi+zccmMxc2ZlYjbrSCQU2lr6aW7oo7mxj4lTC5g1973Z0/FS0NXVxec///nLTtSlpqYiSdI51d08l2Lqfr8fUTSgqTGMxpM7PJjNVsKRAPGYcjxGLBKJIMt64uF+IoEuYpEg6RlVx7fR1ASxsBubXWXKjEW01m9gYGDgvArtjgYHDhygPu5i8k1LMbwRimJx2EjKTOOwvJNX//QcZVdV0NPbQ0Z6BtNnzKCwqJCt27fS5e5AlGRCnSEqP1dCRlEKTTWtNG7rIuwO0Vc3iBLXQKcwfnYhkWiQjjofiVAIb6OVqE9GJ2tgb8SUaSMUiLF+6x4OHR7P9dfdfLyrhl6vP6eisY2NjXg8LqaOF7hpYSYmo566ZoVks0ZlgYWnN/ezbq+XJeOTGJ9txBuI4jRYUXUD/PN332HdK2v45re/+75qH6ZqAqp2gTF2F7j9peLNBIq7776b//3f/z3vsianY0zYvYOIU25Aq38NTYkiLvwMmjUToXM1WtszMPG/R6wrmUpBEIf7xr5F2ElvxNhZhGwswvBygWHhphBkny9Iuy7KMouTH8Wf48PSQgZVhSEtzEf1I+s2vZXasIfOw9NJ9kDAG6Vq5ZkLlv6zSaEvpPH9WTK7/BHaowk+k+MEoKsvxhOrB2ntjDJvmo0bViQdrzv3TtDT46e11cvcublvv/Ip8PljbN/Ry+vbeojHFR743myCgRBWQ5gXntlJS2Mfrc0DxOMKkiiQW5DK+InvvxiZi8mVV17J3r17L7sbnV6vZ/r06axfv56bbrrp+PL169dzww03nHKbcymmPvzkriHpREIhLw7HSPEVi0VRlCgGo3RchAwH/RuI+DoQRAFVjYMmkohHUOIRXJ37UGIexo+bTlJKKu0J7aTEgYuFx+PB6/Wi1+vJyMhA0zT21R4heULBcVEHw+6nmpoa2uNDtMdcCK52aDFhaWmgsmQcqampRONR9BYd5hQjumSZPa8dpXF/O36vG0O2StmiLMSYSH+Lh0hUR7+7l0nzsjFanLTu95Dwx5FNEa68o5BUax4zZwwLN78vxGsvH2XdehM333RuxYcBvF4vGzduxECQZKsRty+IrJPQyTp63EGc0QSKOpx4VpImQjyGTpC4dWEJOekOXj3Yxd+3b+PH93+Db97/k7Hs2PcRf/nLXy7KuGPC7p1EEJGWfo740/chdHchTZuDYskHX+MpVjUiGYtQQnXgXHp8+XDyRGLkum8Iu4SazG9bU/FaZQylw2b9XCGF9cpBUoQzWz42NMeI9dvIUxQ+e6uFvPTTC7E6t8or7Sq3l0pkWeCBBj/TbAZK9Dr+tWGIjTu8pKfIfPFjWZQWvDMlP4aGwuzZ083u3d10dvqwWvVMn56FXn92glLTNJpbfby+pYd9BwcQBJg5PR1vbxtf/dyjeD0hAFJTbRSVZXDzrBKKSzMoKEpDrx87jUaDF1544fj/11xzDV/5yleoqak5ZeHOt7Yae6f50pe+xEc+8hFmzJjB3Llzefjhh2lvb+dTn/rUBY2raRomk4l4zEMsFqOrqw6bLfW4i05RFAKBIWQ5QH5e3vGyL9OnT6eyLI0D9T4SwW6iPhfevgNIsoVY2EU00E5aipNpUyfj8wyilwVstovbQ3loaIjNW7dwtKuNkKqgE0TybU6mV00kkIiQnJo0Yv3a2mM0eztJm5RD9uQypFiM/JllDHb0cbD+CKZ6mYg+hKPQhhCMMWVVJeZ8iabX2jBbFHKKUql7vQs1oOEd8KNE4zidJhoPDFE5O43pC8ZTs6MLszWCokWwmk9YSGx2M9PnFrFj/TH6+vrO2PHo3+nt7WXNi0/T27qPFIdIdoaDxk4f3f1+kqwyRoNMhytCKKJgN0s0dAUpzXQwd3IxxZlOAK6ank/rkMK+9lqee+ZpVl51NTVHDuHu60KnN1A8fhKTJk3C6XSOxk9z2aCNQlbsu9UVe7EZuyNdZDRNQ/O3oW75C0LmFISqq3A1hrC6f4u1ZB5C8YfQWp5E6a9DazmCbvaJki+SqZy4b/uI+B0RHfF/K0wc0jrQIbNjYAmeBBRmdxLWbOiQSMFOi+pmjnzmp8DCsjZKunX8z/wZOCynj/WIJDT+WKNQ5hBYlS+y1RuhI5rgWtXID3/XhdevcPXiJFbMc6DTXfyTbvfuLjZvbqexcQhZlpg0KZ3rriujqioNWR4WdbFYglg0jtV2shUyFlPYvbef17d209EZIDXVxA3XFjJ3diZWi8zq5/xkZ9soKc2kqDQDh/Pycg2+l7jxxhtPWnb//feftOxCCneOBnfccQcul4v777+fnp4eJkyYwJo1aygoKDjvMXt7e3l5zVpaWnro6+2jq8dNItGC1+Nh/PiZiKJMR2cjkUgnUyZns3TpouPXBEmS+NIXPs1/feV++oMqaiyAv3c/1tQyEmEvFoPGnJlTycjI4ODOtVQVpp+xX+qF4na7efz5Z2nRq+QsmE52RjrRYIiWY3W0bdtEeMiFyR84vn4oGKR9sJuUiixsyQ5syQ6E/iHadzdRPH8cNT2H6OvrpGJeKUe2HkQcijHthqm0NrWjEkfVqVSvacOeI5I1yUqB0YQaVRlqD1G9oRujZKLkZhtoCZIyDLh6AiyYPLJkSXZeKoLcQk9Pz1kLO0VRWPfKC6QYB7jz5gU8/vdOcrNTONYQpc/lxWtLYNTLBCISqiYiiBKypGNmeQbFmSeKIMs6kXSHgaIMiQ0vv4Dg7qI0RU9pqpNwNEjD1udpOLyPq266nZycnNH5kS4DNEQ0Liyu8EK3f68yJuwuIko0QmD3RiyGV0EOoWx7BDFjPELWeFxbnyHxf/di//KfofkJtL0Poe7bSiIpG135cCs1nXkcsaGX0eJ9CPrhC9Gb5U7eikYcd8TJ1sFJ5KfXUmaw0s0Q2UIS7ZqHBCrl0pmzrvqlIeYu0+HQnflEeaJBwRvT+MrUYQvK37p9mPpUXtrmoqzIyGfuzCQ95eyTIy6Uzk4/BoPE3XdPYcqUDIxGHT5PiJee201Xu4vOjkH6e70sXTmJD3/8hOWzrz/E61t72LG7l0hYoaoymRuuLWL8uKQRGa7X3jTjHfss73f+vaTJ5cy9997LvffeOypjDQ0N8dSTzzLQFyU9rYQVSytpbKrhSPVhWpq30tt7CKfTSVKymStWzOHqq688SUSWl5fz8btu5qHf/4k2jxvfUBMOTyV5hWXMmzefwoIcDu58BafezcKF143KvE/Hrt27aZbiTLr6SnRvBIUbzCYq0+bRYNiHf3Ub3UcayakoRtLpGHS5iOkUHGlOXPWd2GQ9U65dwbGDRzjUsRNPyE3AP4jpVRGlOUpymQ1BFigozqfV0shQby8p2RKlk3LQiRIxLUBCSOAsMmBIktj4RB1dxwLEwkF0uhT0mpXOri6G3G5SU1JxOodFVigUYufOndTVHUEnGygqLGX8+PGYTKcOS6mrq6Px2H4mljvpG3STkGxsOTRAhk1iclk6aDECIQWbWc+h5jCSTmBasQ2LrBGNxTDoDYSiCbzBOO5gAhERU7CHpWXJVJYVHd/P1HKFdXuq2bDmRe68+xPvaDHpMd6djB0hF4lEKMTW+z5DuLWeSWWQek0xoi0ZbesfSfvSr/A6rMQPvAAt+xGSJ4HQjCALKC/cj/SpxxGsyUjG4Ti7RKgW/ZvCTpBRtZHCTkSPL5pElimMlFpLobCCJq2LAiGVenUQIzryhFO3yXmT66W5qGhnXKfJq/Jat8pdFRJpRvj9Xhf7PGFm1cOHb0hl9mTrO55pd9NNFaiqRnvbEK+/WktDXR9Gk47De2vJzU9lXFUepePy8foUYjGF2joPm7Z0cazWjdkss2BuFgvnZ5GWaqK3L0hvX5DsrJOD1se4fOjq6npPWS72799PzdE2zMZ0DnfVoygasl5iYtVMJlRNZMjbxu2338C0adNOaU3q6+vjF7/8NUdq+0jLnU1ajko42E8k7CdJ6kL1HmWguYGqogwWzr/utAV2R4NIJMLBlkYyZow/LureSsGkSlwHjiB3+Dj08haKZ01EVRQ0VaPvSAuefc1MLiulYuYEMotyaK9uZtNzrxAKuKm4bT7lK5bT7+6nu6GLYCSApyuEziAwbkYBC+bMpauri+auWpKzLAT9IhklZqKuOAnTIE0HvOgMPoorHTR2ioiijHtHiERUIhqWOPj6AEuXKBSm5xKJxNmxZz8HDxVw3bW3nlSOpL+/n6eeeISAq454MBW/P0Qs6ufVfT4mFxgoSk9DJ+nQIglcCScxvRHZOEAopqEoCp0DQWq6Buhx+ekcDNLrh6FggrIUK4W5I38fnU5iwaRSntrZSFNTExUVFRft93sneb8WKH4nGBN2FwlF1XjGNZMczcCkln/S+cdW0j/8KYyhfrS9T5L8qR8TfyUJddv/Q7rqEzB0ELFyMdrhV4mv/hnyHQ8gSCYkQwFKuB6cS4A3smL/LcbORCqTHRE+ZPHxVwVKxXS2KkeZL1awRxmkTEpFfBvB9WYbsTNRbBf44iQdmWqc/33ExZH+KEsnG/je3RlYze9s9fo3EQSB6sOd/PoXG5BlieLSNCrGZ/LxT/0nADXVPfz4++tQJAut391JIJCgIN/GR++sYPq0NAQEDh7q59HHamho9DB7ZiZ331X1Nnsd41LQ29vLD3/4Q/70pz+9Y8H/FxtFUXjl5Y0M9odJS9GRkVaETtYTCgVwDfRitckk2bNISko6pagLh8P8+Me/4EBdhJSMScTjUaLREAlBITUzC6fdQGmenZtvvpGkpKRTzGB0CYVChNUE6cmn3pfeZMKUmsKijEL6PS6aX9pJr99NR0s9BRV5TJtcReX8yQA4UpOYuHg6XfVt9HWKzF45E52kIy07neJICV6PF/eBAE2tuykoykGURILhABaHDIJGIqqQUWxGC8XJKJTx9ISIqwmMjjj+RAdGow5jCrTV+zmwycNAu4KoaVRNuJmFiycQjcZ5bf0R1qx5jjvvvOe4pSwSibDmxWdItw6RkSsiKj5yU+HuGzJ59Pkg6/YNoKgS+Vk2OgfipGQ5uWr5LHbtq2bt0V30ecL4Ex4yLSL5Nok0kwVF1PPoxiac+WmnvFbbLWaSZZWBgYH3jLB7P5c7udiMCbuLRHDtE3xaeoQUZy8JxYom6RCMQdDloO19Gq10AbqF/0Hi8U+hHtuPYDEjlE9A7Kwj0bwdZd8L6GbcgGSuIO7bdTzOTnqjjt1bkQQDaJBqWMxXhGW0q4OoqGSTRINSyyp5dC4ECQW6jnp5ZJuHFKfM127PpLzozNmz7wTl4zL52neuobAwBd0bcXWRcJyj1QNs3jmEMa0YRdGoHJfM0iW5FObb6OsP8eLqZnbs7CEQjFNW6uSeu6qYOuXSlIAYYxiPx8NnPvMZ1q1bhyzLfO1rX+Ozn/0s3/3ud/n5z39OVVUVf/7zny/1NEcNv99PfX0zdtN4srNOZFbbrHYsZittHQ0kfENEIpFTbv/qq69yqM6N3pRLMKJhTSrHojcT8vfT074Hz1Avhfmp75gl3WQyYRAkQh4fjvSTwz8SsRhaOEpubi5XXXUVXV1duFwunl/zAolcC5XzJ4+o5xbw+JGikE46bcc6KJlQRH9/Px1dHbj9LsJiCHd7hNaj/egFIwktiohMd2MfogImKxjMAiFPnKnL7MQiGo1HQ5hMEZJSdcSjGt3NEXyuBFXT7URD3fzud38nELiFFSunMX/xeF54pmaEpay2tpa+rmrCvl562lvITNVjNenJSHPwlY9P4uf/7yDVbQGczmSKSsq54eorsFlN/5+99w6To7ry99+q6pym4+ScZzQKoxxQQASRM7bBGPA6h9/a3rXXNvbugtfpuzZeh117nRZs40BOAiQBklAOozw559w9nXNV/f4YLCFLAgESCDzv8/Qz09V1q25VV1Wfe885n8OcmiI+c08vv3mljcuqrczO9mA2mcjUSvSPh8j1OChwGunq7mJW7amDy/TfaemxGd48M4bdecJ+1e2kvSOkXvw1QipKSrYz+pvHsedlYKupQH75J0gfuB9p+T8gb/kZwtJlqKEmxI89jLT3MQTrtDK8xlhF0rcBNTWOoMt6dcbub12x0zFtEbmL4eSDTGqvQ0BAQEOUFBXi21eZb+uJ8fBzXrz+FJetsLNupR3tO5AccTYYjFrKK04YZPt2dfHr/9mMzmyhsHY2n/nELObMsqOqcPjIBE8+1UFb+7QrdtmSbFauyCM7e0Zs+ELgnnvuYdu2bdx1111s2LCBL33pS2zYsIF4PM4LL7xwUp3F9wODg4Okkmn0Gac+ikVRxGax09J58LTiuKlUij37jhIKp8h051NccymS5oSsSoa7jKbdv+bYsWN4vd5zklU5NTVFY2MjLT29pGWFwiwPc+rqjkt0GI1GZhcWs6W5layyYsS/qUM72NxGpqijrKwMQRDIz88nPz8fh8PBYxufZu8Tr5BbU4jBbMQ3Mom/fZSFObPIm5vDrl07aDrcRNwQRueUSEXSoCiYdA569ntJhyAhBNHqRBIhlewqibHOKKIok4qpFC+yotMLjGRrObTRx8RAAk+OjrnLLbg8OrSCBlHUMtwdYOuWnVRV51NQmInTBSMjI8cNuwMN++npPEq+c4prVjvJz9SQSgs0dgZ45mU/i2a7efblQQKhGDffvAirxYiiKHinwsyeMwdBEcjKgeFgEl00TlrQYXGVsWyVjfTEAL7RQZLlFSeJ1o56/QQxvq+kUBRElLeZ/PB2279fmTHszhM9Tz6Mt3MU54IP4Z58BUdeDv62YaR4iPRUAE08gDhwBKHmMoS2LSjtLYj5IkJ8EO2qE4V/JWPFdJxdrB2dLotCYR15whoAVCWJKkcQpemHviqoxJVBxpQBMsUM+tQAEgKl4tvLgFMUlSc2+rCaRT7xgTxyMs9cp/VCoLQ8kzs+dhHlldnk5tmZnIzx9Kuzc6FQkvIyO3ffWcuC+iy02pkHw4XEc889xwMPPMCll17KZz/7WcrLy6msrOTHP/7xu92180I8HicrK5twxEs8EcWgPznrOhCcQNQop40pjEQijE34QDKSVbjoJKMOwO4uxuysZGx01zmZ6env7+fR5zcwrErYiorRaHX0DQ+y/+lnWbegnuXLp5O+lixaTPtTT3B00xaK588hI9NDIhJlsKWdRHMnly9acYrwdGFhIXdc/0EOHjpE0542AkqaDIOFFbVrqK+vR6/XI8syv3nkl+gKROyeDCwGM2svnoN02SVseW4j4z0RcsoyyMq3MTImM3BonPGuMFVLjARHUhhtWpBVnNlackoMVNQaqZ1vwWSR2Lk+gMWkwWSS8E8mGZsYpq1lgILC6QGjqqrH/x4+tBe3xc/FizKorXDj94dp7pjCH4rT1BFkaHwEUWOlcUTimVfayfUME47JRFULnpL5XOG084GLZzE0OEQqlcLtdpOZmUn34BjPPO8l2jdC3fzoccPOFwiz9Wg37tKF76vY0r9ngeLzzYxhd54w5ebjPbSfzi3b6RdSLDAM46ivI3Z4P8neTsSLrkMorJ92r178OdJ//jy4DKjjOxEyTrhOBcmEpC9EjrZCxkq0ghkt07NLif6fgqBDLFgDgPRqJQqvOkSBMI92eZIC0cBD/C9XqzeRI+Se0s+zQRQFPnfHdBzde6EmqjvTykWrqzhydJJHnzxMa5sPk1HLksXZrLwo94zJEaqqcqwlSGWZBYP+rcUM9g/FeGrDONevy6Qo/913U7/XGB4epra2FoDS0lIMBgMf//jH3+VenT9MJhNZWZlEQgrdvQdx2vOxWV2k5SQTk4P4gwNUVhadtkqETqdDElQ0OjPqaR7lqqoiaczE0grbd+yk4cBh3C47NTU1bzqBIh6P8+SGjXidmdRftObETNyceQy2tbKhYR9ZWVmUlZWRmZnJ7ddez4tbt9CxcTs9qowGgRyDmVXLVlNfX3/afWRmZnLFunVcmr6EdDqNTqc7ySBNpVPMv7SOBZfNRVFUzDYT0qv9ECWRJ375FCNNw6j6LibGxtGZZDzFWgZbI4y2x/EPxXHnGZjoi2KzihRXGzBbJWIRhbA/TWW1BVe2hvamEMd2RGhv76N6VhE+r8rCuTnA9PWZiE6Qla/BYjLgDyZ4ZMMggWCMbKeWJbMs7EmHGJyME4op5NWuweFwkKPXU15ezvj4ODuf7UWj0VFRcXKlmtL8LKpn1fD4iwcQd7VQ6LIQT8mMJTU4iuu54upr37UycDO8t5gx7M4TOWsuI2fNZaSjUbwH9yH6DiG2PI1g0KOEkyR2PYs462KUKS/a2hWI9bcgdz2KZNyJWnoHgnRiVkwyVpIKN5xSj1IyV5OafB5RXfvqEg0CWkLKBLMFF88r/dRIBqbwoePtSZDYLO/epSLLKgePeBmbiHPNutevJjHpjbFj5zA7dw8TDCYoKc7grjtqWTA/84xixaqq0tIe4tlNI/QNxrjjlgKWL3rjZJLX4p1K8uyLE+w/EiAnU4+svH6G8QynR1GUk9yOkiRhNr9/3eSlpaVk57qIBnVkZSn09vYwMDqAKIg4nDYMFjeXXb7qtKXVTCYTxUVZHOvsJxHzI0kaTGYbCIAK48PdBKaGEFWRtjEdtowMjnSPsPtAG2uWzzk+w3Y2tLW1MRhPM2vJilPcq/lV1Rzp7+HwsUbKyqbr2+bk5HDnbbczMjJyvPJEQUHB69Zb/Ssajea0kh5j3hHcZS4sGScPzCKhKFn5blZeexEb/mcrEe0EeTUGalaZyKkx0PCUl1RcIRaRMZhVRK3A1GSalv0RHFdqaW4II0mQUyQx1JtgfCBBOJigq6Odn/9kGIOmAvtNdgDC4TB6jYzNaqFnMET/cBA1neRDl2VSmGNkcioJisBUCBp7fTQ3NXLPN7550ne20+SmuWuQedXFwPQ1PzExQSAQYGhohIqFq6hbdTH+qSksej2zS0ooKSk5bsS+HuPj4xw7dozh7g4AcksrmD179rtWPu71mEmeOH/MGHbnGY3JRNZFa1CVlcipcYyVNqJbnkAOTRJ/7D8RsypI7VuP6eM/RDnyPMKoFxJ+0jvXI1UuRlNUh2SqJjm1CTU9iaA9EZAsWmahjj2BGBsFA6hCGgQrZpJYMTGpRsgUTfgBK+e2Ft07QTIps2vfBC9vHcHrS1BX60BR1FNmDWVZ4eixSbbvHKal1YdWI5DpMaARVWbVOFi2NOd19/PStnGefH6EkkIT//jxMqrKz17uJBqT2fjKJK/s9mE0SNx2Qw7LFtiR3gMzmxciqqpy9913Hy/BFY/H+fSnP32KcffEE0+8G9075xgMBi6++CKeeWoTGsnBihUXg6oSCgcYnxiiLNvDsmVLz9j+krUX88rOnxMPdoKaJhKeQhA1REMTTIy0gBJkyaqrWX7xTQiCgKqq9Hc3s2n7LhwOBzU1NWfVz7GxMUS3B53h9JVkXAXFdDUdPGV5Tk4OOTmvf/+dLVqNjlAicKJPA+M0H2hlfHwEBYX2/T0kdVPMvTQHnT3OZH+Y5h2jmM0il348k6GWKKmUSvEsI0pKoas1xmBHDLfHwLKLnQz1Jjn4ip+8HB0WjURpkY5MTz7plIFn1z/CjTfcjsFgQNLocLg8NDW20jcY4KrlDjSSSmdfCF8gjVYjUlmoR2c009a6l9HR0eMzpCaTidr5y2nYsR5JFMnzWGlvaSQwOcrAqJfGMQVPsZHu9mauvPZG3O43jo/2er20tLTQePQozQf3ka9TWVCShygK9G1upn3/LlZdexOzZl1Y2f4zMXbnjxnD7jyRnPKhtWUgvDrKEkQJ6abvohEEFI2V+Au/QQ6F0a1ZQarhOWIPfxfjNV8l8dBXif/ym4ht2xDNdiz/9iwaSwWCaEJJjiG+1rAzFKFxrEIRp0fzCilMgpsrRDfgokb0YJPAgBGdcHa1Ki8EwpEUr+wcY+v2MaKxNAvmufjURyvJzzt15iYWS3Pft/cw5Y/jsOvJdOuZmIgwMpxmzhwPVZXT8YWKohCNJLBYjaTTMh3tk2RkGMjNy2DhXAc5WUZmVVkRBIFEIk1j4zhTvhhrLymlfzhO8d+4VdNphe37/LywZYJUSuWyVW4uucj5ll24M0xz1113nfT+jjvueJd68s4xb948NBoNO3bspm/gMOm0gsGoZfa8ItauXfO6P+4LFy7kyksX8uKOYwg6AVU0kkwm0Mgx9JKfnNI8Zs9fdnymXxAEispm4ZscoeHgEaqrq8/KvScIAqp8ZgFpRZHRnGc3YXlxBS82tZNakmK0f5xdm3dizFWpvCwbjV6io6WVDGcKjVWmoNyD0KGhfbeP/JUWtAYRZ76eia4YQS9oRBC1AmN9SS6+OhOLTWLnJh/5uQaUlIoaF8jOzueKK9ah1ep4fv1B9uzZxZVXXo3FUUJTWwPJ9PR2LEaBQCiNySChqqDXgkaCgmwT7cNTHDt27CTX97Jly1AUhe17t9L91EvYhQj2DDvGjEI+tXY22W47Wxraee6px/jAh+86o0AywJ49ezi0ZSP4hvF1NlOQjqPJcDM8oWfd4noWVGjZ19bNtvVPkpWVdVaG4gzvfWYMu/NE+4//g0h3O1mXXE3Wuusx5uQdf4Aarv4sin+c5N71xF/6HcarP03ipQdJ7HiCmH0WE4/9H466Weh9A0R++jEsX3sUS/lPEYSTRyeCIKLPuxtV9eJRFiNhQCs6SKt+SiU7X5cu5kX1ecyY2K++SJWwABvnr5TQ28XrS/DyKyPs3DsBqsryJZlcsjobt+vM9Wb1egmnQ0cilsA/FcXjNnLRMg9ZToEpn58Xn+7moWEfQ4M+JJ2Z+cvn0dw4Qjye5vIrq7ny6loEZOqqbfh8MR55+BiNjWMkUwput5V9rTA6keTbX6nAZj1xu3inUjy1YYzF9Rlcc4mHDNs7V23j/cz5Kop9oVNXV0dNTQ3Dw8Mkk0lsNtsporhn4qMfvRNbxjPsO9SFIjkwZljweUcJyGMsXXE7haW1p7TJK6xgsHUTkUgEi+WNZ6jz8/MRWtqJR8IYzKeu7+3tZk3x6TM2ZVnG6/WiqipOp/Os3LGno7a2loNNDex+oYGx0REyKjTMvriCRDzJQNsgLkcGxlyBSMzP2LCC1gxZxUYKZltIx2XklEo6BQajiE6jwWRI4x9O098eZ6wviX80TZ7HQHAS1l42n0RMTyKRwGg0Mqsuj727mojF1nLl1Tfxn99+BZchQJZdQ0WhBa0kMDSeQJZhfk0GgbDCoQ4fsqw/paKKKIqsXLkSVVWZHOhi9bxi3HYrpflZ6LTTz5grl8/iz1saaW1tPWNMYktLCwc3PcMClx6twcFkwMj8knK8kQRbenrYfFDD1csWsLiqlP49R2lqarqgsspnXLHnjxnD7jxRdMcnGd3wFEPPPkL/ww9gn7eI7CtuwL1sDaJOh/Hmf0Gz+Dpiz/6C+IsPor/sbhIbfkVa6yGp6pk80oyzJBNDxwGiv/0ypk/99Iz7MgguZknT5Y00gp2Y3H/8s+WsYoRi/pD+LQeiHj6d8c4ZdlP+JN29IRbMe/14tcHhCC9uGaHhkBejQeKyi3NYvSILq+X0PwCpZJrx0SlGh32MDvvoah1GScUg5ad/OMDAMVBVMFqsaHRmYkmJcNqFTtTg80ZYurwEBIGebj///MVnuXhtOR+8bS5ms5ZQKMFFq8sYmNDQO5zGpRP54seLTjLqALI8ev7jXyre1djDGd5fSJJEQUHBG6/4N1gsFj58+wdYuqSLjs4u4vEk42NROj1OauetOG0bQRBR1RPZnm9EeXk5ZXv30bptKzWr16J/NeZPURS6DjVgiwSYN2fNSW0UReHQoUPsPXaEkWgQFXDpjCyuqWPJkiVvujSWxWLhhitv4je/+zUd/R0sqCuj80gPqZBMhtZBVVUNBxpfpGixBk+xAf9QAr1JJK/KjKqodO4JYPfosNp1jPekUdMi0aBET6OOSChBMgrJiJH6+jIqq/M5dmj8uFHmdmegqOOEw2FWrFhBfski9m9/GJ9L5MU9U+R69EiiSFmhlbxMC92DYQZHx/BHsqmsrDzt8YwND7JydiEX1Vef8plBr6PIqaOnq+O0hp2qqhzav5dCbYq6knIa9u7FYdQhCCJui5Gl+U62Dg0y4a/AY7dRaDcz3NsNF5Bhp/D2K0e8d4oQvrPM/CqdJ6wVNVgraij9+BeZ3PEyo5uepvX730BjsVFwzY0k97+EY85ckt1t6OwZJLc/im71bbDlj+RcezNj6x/F2z+FJ0cPOx5FU7ca/UW3vOF+tYKdtOo//t4sWIinRcKKglu0nscjPsHwSJQXtwzzyq4JgmGZ/7yvntKik92oqqrS0RVi0+Zhmlv9OJ16brm+iOWLPej10rTu00SA0WEfI0Nexl414kaGvPgmg8cfuEajnpxcF5nZdjzZ+aTSWry+BL19AULBBOgkFtbn4PZYiCdl2lsn2bq1F61WpLomk9vvqGf2nOkYoHhCJa+yjJ0NfpwOkY/fns+8WusZXVUzRt0MFwoajYaqqqrjWmu9vb08+JcNBP1ebPZTB1Zjwz1kuyxnnZii1Wq58eqreHz9czQ/+ziarFxEjZbE+AguJcW1a1adIsWxYeNGHtu5hZTdhCsvB3tONkFB4Mmm/YxNTnD9NdeeVULAa8nOzubS1ZcR3T9OhbscAQF7TgYej4cjcguBjWn0ZjNpOYXGKCPpRKJTMlbntBixIIjklztxZGg48OIQqYgWsy6btBRHZpLcnCzc2Qa6OvtJJfRYXp2dDAQiCIIOw6sxhhetWEJf+zYshhBD42nqK+2U5FvRajWoQPdglK7BGJacYkpKSk57LOlkHIPuzLOXBp0OXzJx2s9CoRCBwV7m504nRQgiqK+xcvLtZnSDUwxO+vDYbSh/k3g3w/ubmV+m84xkNJJ12TVkXXYN0YFeRjc9g6VmLuH+FsZffgFrtpvExASqWY/Q4QrawQAA9U5JREFUshvtgnVwZDMl/3QviVceQsmcReLwJjRxmbOJktMIdmRiyGqcicj/YdTUsC0pIerhUvO5CWI+Haqq0t4Z5MUtIxw6NkU0piDp9axYkY3JdOIyUxSVI41TbNo8TF9/mCyPnstX23Fakoz3t/Lr3TsZG55idMRHKjktxCxJEpnZDrJyHSxaXkN2rpOsXCc5eS5SKZlf/Hgjhw+PYrAmicdV3B4LWblObM7p2KD2Dh8NB0bQSJBh02Izy1x3wyyWr6qkr8fL0KCf3YfCvLTdiyQJ3HRVFsvm2xgZ8jM0kCa/8MJ1X88ww+koLCykKMdKy5HtzF92JVrdiafH+Eg/4ckOLr9i8ZvSt/N4PHz09ttoa2ujp6+PVDpF7txaamtrTxE/bmho4L8f/SOJkhzMeU78ShzhyGEyzTYqF8xh396j1LS3n3XyxmsxmUzYzA7KysrRak88WwxGPVazne7dQSyeNEWzrZjsWnY9Ok5uhQGDUYNW0OD2uDCIMN7fS667kMsuX8GBQw00Hx1haGQQgyXIUF8crZhDT28PlRWVNDX2k5017/hxWjOcuBwOcl1WJsNTPLdripriBHqdRHtfmANtYSKyhQ9ef+MZj8OZlctgU+sZPx/0hnHPPb0sjaIooKpoNdOGscPlYWiolxJFQRTFaRktARRVRZYV+vxRZq08/czhu4Wqiqjq20t+eLvt36/MGHbnkakDe4iPDWMyiEhGE5Zll1P6sX8EwL7oIgKbn2b89z9Gm4gjZRYi+0YQrC6k4jqUxi1YrrgLueFphC//Fv38S89qn1phukZjWg2QUsZR0lq2Tl3EKuunyXCee101WVY5dNTHS1tH6O4NIasiaUFPzSwbN1+dTbZbwuXUk0op7G2Y5MWtw7Q0jaGXYmjTo3R3e+nZN70th8tGdq6T8uo8Llo7h+w8J9m5TtyZdiTp9DdwKpUmO9fOspVVWG1WikvdmC16vvrVl3E5DSipKFOTU8jJOIpGJSaaMVsNbH6pnUf+cgivL4GsseAuLKOyQMFlTrB7YysP/+8kqbTM8pWVfOwza970eVEUlY4OH/v2DbF6dRGFhRlv4yzPMMPpSaVSRCIRtFrtSbNvoihy7dXreOzJ59i35S/YM8vQG0z4vcMo0RGW15cwZ86cN70/vV7PnDlzXrdtMBjkt4/8GX95LnPuvBmtafq5kwyGGdq+F+XgEZyZdo61trwlw660tBTDXhu9rQNUzD4xGyZqJMpnFxKTfTRt76bpxT4UWSbsS9HfqCO/yoxOo0WvBuk+GiDlzyC/vp6HfvcsRZUpautddHVMEfT5sNvNuHKgsfkABw/0g1zMtdcsO76v6upaLPZcXI4g5SVZNLcN8NT2AOm0gtGop7ysBNFSTXX1qW7WvzJrVh3PHdtDc9cgtWUnyzg1dg4QUC2snlV32rZWqxWjK5P+8WGynXZyc3MZ6nbQMTRGeW4m/niKmKDBYTGxvakNxZN3XB/yQkFFeNuu2JkYu9MzY9idRwJNhxl4+AFM8QksRhHXrZ/CdfsXELQ6BEHAfskNmOctY/RX38V3eDcZc+ZhbNuHbtGVaNd9Ak1eJepQM2Js4qyn0c1SJXXm3yIKWrRiFv70CEZBxw3WAoRzeBPEEzK7906wedsIE94ERpMOtEbcTiOXr3IiKXHWP91Ed5efdVdVsfeAj1A4xbzZDgiGSaYECgoqWDB/FTn5LjKzHRiMb76ihVar4ROfu4x0Sqa3Z5KGvd20tYyS7Upz862V/Ol3u6msdJFKKUxORonHUqTkJAaTiDcgEE5ImGQ/kd59HBsUcHuslJZlsmhpKWUVWRQUnb2enaqqDAwE2bdvmIaGYaam4rjdJubNe3NisDPM8EZEo1H279/P4aPthMMJJEmgvCyHxYsWHi875Xa7+cjtt9DU1ERzWxfhUAyXlKCgNo+S4uLjIsAAyWSSvr4+EokENpuN/Pz8t1ytorGxkSFJJmvVUlRZZrKpHTmeQGsxk7NiESPrN2PW65l4i1qPFouF+dWL2bX3JQCKqwvQajWYbUZGegJUzHGzcIGTnqGjVCyxYc8RmeiP0rzTy1hHgKEmsLvNZNgcjI2PIAgqFoMHSZCw2w3E42kiUYFtW/uJR/XYTGa+8pVbyc3NJRaLodVqKS0tZe6iS9j50u+pKkxQkOshJ9OJ1aLH4TAxOKElI2/eGePrYDohZfbyy9m54wX6x6Yoy3OjAl2DEwxGNcxdedUZpWIkSaJ2/iIOPfswRb4AWc4MausX0Hz4IHu6h2ke9eEzuNjVM4boyefyG285JyXlZnhvIKhnGz17gRMMBsnIyCAQCGCzXTiabYnJcXZ/+9+Y2Po8RYYIijOPuQ9sxJh14oZVVZXgjg2MP/gjdHIAa3E+jnv+hKAzoKaTCJq3VsLLG3uCYGIrRRk/QTyH8RWKonLf948w4U2QmWliKiyAKFJXpkWJRzjWOEEyqWAy6wnHBPQmA8sWecjJ1NLaMkFj0ySSJHD1lWVceWXpSdtOJVNEwjHCoSiRUPSU/yOhKOFQlNs/eT0T4xHaWkZpbx2ls2OcVFLGYNBSVuFhaChEKJxASSukZYUMmx6DUUMoGKe/3088oWAyaZkzN4d583IpLc+ktDyTDPupQrBvxPh4hH37htm3b5ixsTBWq44FC3JZvDiX0lL7301sy4V6D15ovNXzFI/HSSaTADz55LO094bJyqnC6coiHosyONCOQePjpusvO8WgaGxsZMv2fYz5UyDqQUmQZdey5qJFJJNJduw7zHg4jSJI6ASZQreZyy5e9ZZqk37/v37Ec52NDIUDKHIayajHXJSH3mzCKGnQKCquQIJrq+Zx54due9Pbh2lX5M5dOznQspe4FESjF0lHVAZbx1BNAQyuOEVLVLJK9Tg8NiaG/HQeHiM4kaC/MYLN6CDHVszQUAdlNSrz6yupqS1CFEVSKZnhgQBNR0fpaE6S7a5jzqxVDA91kogHESUdxSV1yLLC//3qR2jT/ZTlanE7TQxNJBmY0FI97xI+9Zkvkp2dTSKROKPoMkB7eztHDx/EO9QDCLjzS5gzb/4plSn+lnQ6zfPrn2Xw4C4K9JDlsDIVDNPQ1c+EYKJ+yQpqZs+mpqYGq/X8xle/mWv6r+s+6nsFk+3sNUNPRzQY5lbn6plnzt8wY9i9A3g7Ohg5fIhkTwtjT/0RnSWDjJrZCHYXwaEh3PWLcNTWYcvLY/KRX+Lf9wrOZWvJ+9TX0TrPTvLgdIST+5iKP0e+9V8RhHM3OauqKs9sGGHf0RCTkzFcljSJcIhIJElGhgGDycCYV8Fk1lJVZsI3PkVT4wTxhMysWR4uWVvCwoXZHDvQzEvP7iIcihAJxYiEo6SS6dPuU2/Qg2RAVvXEkyLmDOd05qtJR0VVFlU12VRWZ+P1RnnysaMcOzJEMpkm26NFEFRUFRTRSFQ2kpnr4oZry1i7Oh+N5kTwtqIoTHnDjAx5GRnykVvgZtacotP2JxBI0NAwbcz19voxGDTMnZvFkiV5VFe7zug6fj9zId+DFxJne54CgQDNzc0cPnyMrq5OYnEVp9NNwD9BKG7isivvJMN+Iv5TVVUO7H+JdKSDW26+lry8PNxuNy0tLTz+3Db07lpKq+dhMJqJxyJ0tx6m99jLKCKULrmCoso69EYTQd8kXY0NmKODfPjma8jNPftShA0NDdz7m/+lN0OP36rDWFaAEE8gTE7hLC9G0IhMvbib7MkI93/5HubPn/+2zmU4HKanp4dEIkFGRgZZWVnc9+1/JelupWq5nVDcN21cqnpURcaeJbH/+XH0oTwuWbeY5ubd1MyXiYcESgtLyC848bydnIjw9F+6GehWmF1VxIL6fLIy7QRDUf7yyHYOHWhmxTwX82d5iMdiROOQnVNATDYzOJXBrLkrGBnoJh6ZFo0uLK9j/vwFZ6wCkUpNxxS/GTkYWZZpbW2l6chhgpNjaA1GKurmMnv27PNuzL2W96Nh19vby3/8x3+wefNmRkdHyc3N5Y477uAb3/jG8ZlumK6h/LnPfY7NmzdjNBq5/fbb+eEPf3jSOu80M67Y80jj/f9BOhLGs3QlFZdeit7xAdKf/wqTe7Yx9somhjdvIOL1MrFvF1tDdsKCAVsqiDM4jG33b8l68M9c95v/w3bRFW9p1seiW4xFt/icH9f2vV4ef6YPUY4iqilispaaWg87DwRJBgVcGomqciM7NrfQuD+FqshohAQ6IYYQS7Fq1SoA9HodTk8GhSU5mK1GzBYTFqsJk8WIxWoiEpVpbRmnt8dHX4+XVErGatYz/zWGXEGR86RKFIoySe2sbG66ZS6vvHSMwhIP3oiBpm4wmHRcfYmHxXOtTI5NcXBvByNDvldfXkaHp0gmph+uGq3ElTcsPsmwi8VSHDw4yr59w7S3exEEgbo6D5/4RD1z5mSdsWTZDDO8Wbq7u3nqqRfo7Bylr38ElQzMJgfRuMjYWAi91UNzSwcLFtSj0+lIp1M0Ht1Fd3cv/QN9TAafJT/HRWVpFsNjE0j2CmrrT0ifGIxmKuoWs7fhIKIQ4PLZC4+7Xm1ON3MvupwDW55lz7793HTD9WfV57GxMZ7ftxv7orloUmGc5bkomU50FhOp7kF8h5rIumg+Ub2EKam8pfi6v8VisTB79uyTltXUVqHJtWK36phMTjAVmCKpRgnHJjHqMsjLyyZTV4Itw4SgatHpNEgZKUZHveTlu5FlmdHhIB0tXhqP9mIQbXzg5ltwOqcNpUcf305bcxNuWxiNqGNo3ITTYaOi3ExaFplTXUXjH1/ipac7uGHtHHIqnUSicVq6t/F0VxOXX3MrRUWnDhjfir6fJEnMmjXrgqsqcTYoqojyNpMf3m7716O1tRVFUfjlL39JeXk5jY2NfOITnyASifDDH/4QmDasr776ajweDzt27MDr9XLXXXehqio/+9nPzlvf3ogZw+48YikuY3TLizT94FuocpqLHnwMdXKY7LVXkL32Cmq/EmJi11bGt26i7fm9hGJJNGYbuDKYc/vNuIeOMrX+T9iWXw5vUhbgfJFMyjzxyBHERJL6eR4WLczhSEeCDa+MEwmmyM3SEfb56JwSENQkVm2Iyko75ZX5aHV6ItE0/qkodoeJeYtrmLf4zA/3fbu72b2zh8rqbG7+0EIqq7PIL5g25LrbB3nxma34fSH8vhCXXrOUNesWUVbupqzcTVpW8EYkHv7zQcZ7WskwJtEJcf5vL/xOZzuu32XNMJGT56SkPJvlq2vJznORk+fE7bEdd8scOzbOvn3DNDZOkE4rVFQ4uf32OubPz8ZsfvdGZTO8P/H7/Tz11AuEwyZU1UBW1hxKy6cHaL29LYQj7VTOnsfYRIje3h4qKio5sG8zXf0TZBWsQO+YQ01tHjaLjl0NW+jpOsiNH7vylP1MTk5i9JSRDvfiGx/GnX0igF8URQoqZtPa+DKhUOisZn+amprwm3QU1VZwtGEX9qws0hqRaCiC6nEQB0Ze3ElOVhYVjmLC4fDrVlV4q5iMVlSNgdmzX008UOHosaOMTrUwb3EJe8O92LVWCkuzOLDXxuRoAJszTTAwxeGDrTTs6SUWiTM2EsE7Hqe00Myxpl5WLKtl3/42Hn/0OSrykyyf66I4z0Q0maJ3ZIKWzijlhQ4OHmwgyxxD73azbH7V8X7VlOfz0s5jbHnxee64+xNvWsfv/caFLlB8xRVXcMUVVxx/X1paSltbG7/4xS+OG3abNm2iubmZgYGB4zPb999/P3fffTff+c533jXPxd/3lXWeaP/Z99G7M8leeyXFN99OYsrH0W9+gWMfuxZjOoht9dUU/ssP0Vqs5F5+LbmXX0vtV/1M7NjM2Cub8B85iLD1caSFS9EtXYWcSKA5TRHwdwOdTuLOj9SRn2flxe1efvLgMKFwCp1GJceRpjzPwPJl1SxalE1P1xidHZO0tYyxd/cQKgLuTAveyQh2xxsfz4LFxSxcUnJKbViAWDTO8MAE1gwzWblufN4Izz+1j5FBLy0tY7S2jBOLJpDUEInAMGmzAbPFSHFFIdffvo6cVzNuLdZTf1gURaWtzcu+fcMcPDhdpaKwMIPrr69k4cIcHI5z/2M0wwzBYJCmpiY2bXqJQwc7Ka+Yw+TkFDV1y47PpuXnldDUvINAYAqnK4f+gVFsVgO9AyMUVV6C1Z5NpPMAOp2WzOxCqueu4WhTC+Mj/bizTs68TKVS6Ew20lENqUT8lP6YrBmMyhCLxc7KsBuenMCcm43FZsNhy0AJRhCMOmwGA6lUkrTNhmnMz7qrriO1t/G46/FcU1NZx5YDLUQWxjBbjCCA2WzBENMTCSbxjygsvDgXq81EWWU57a2HmRiPMTY4STTYT26OluxSCUeGiaICEx6HgdbOI4yN+fjjnzZSXRBn4WwbLrsGq0XEpRHIyTSy61CYgREtamocm8mAxnhyxRxRFFk6r4K/vNhMd3f36yZWvJeIx+N4vd53uxvvCIFAAKfzRPjD7t27qaurOylcYd26dSQSCQ4cOMDFF1/8bnRzxrA716iKgpJM0PfnB+h58BdkzK4n+7JrqP3afzC542Xa/utb+B9+kP2PrscxdwE5qy/DMWs2jqoa8q6+ibyrbyLhnWR8+8uMbd1Iy4+/S2x8lLK7P/NuHxoAyaRCz7DM/b9uJhBMkZ9r4qYr3IhKgqVLZ1OQf2KE0tY6wbYt7VQWGFmdfJlVH/sgBZddddL2FEUhEU8Si8ax2sxoXyPY+do4tVg08apA8YlXIq2jv3EcOa1wsGEQQdIQk43EZSMldbVccVkR8+blkJllR6t7/UtdVVX6+gLs2zfM/v3DBIMJPB4Tl1xSwuLFuWRnv71YkBlmeD16enp48on1TI5HGOj3g+ym6WgLE75xCoqWYjBMX386vQmn3c3wYCv5hZV4J8dpbmwgEE7hSaYJDXai0yq43dOxYvYMB3ZXEW3HDlI7b/lJ+9Tr9cQCYyAnMVpOnVkI+iYwaDirkmMAkiiRTiYxGAy4MzLQWu1E0knC/hAS4Jb0lJZVYNFoSYqa8zabUVNTw7HmCl5Zf4y5y4rJLfSQkWFn754IHQd8FGdVUFSaBcDSVbWkU2n+/PvHCExGKSnVYy7VEgtpKC11I0kxoqEkJp3IA799AY3iZ+HsTMqLrUxORhBQkBUFowFKcjXsPTaFWaMQULQsLMk6pW82qwmbQWVqauq8HPs7SSgUYvfu3bQcPIh/cvJNtz+XM3bBYPCk5Xq9Hr3+3NZH7+rq4mc/+xn333//8WWjo6NkZZ38PTscDnQ6HaOjo+d0/2+GGcPuHCOIIjm33EXRXZ+j5ec/JNbfTcv930JrtrD8zxuwLVhB/zOPE9v2EpMNexjevhXRaEYzfxXOD3ySnIJs5iyqpeCGD1JwwweJj48iaN79OqSKovLCy2M8+uwQ3qkkbpeBL326mLUrXNMFwlWVKV+IlmO9jA77GBv2MTgwiUnyc+hgD6PtKse+8SP43+eQM3KIRRPEYwkS8RPK6t+8/x/xZHtOinv76/9+X/j4eg6XlZw8JzV1hay9oh5Lho3D7QpH25MUu/XccEUWs6stZxWXODoaZv/+aWNubCyCzaZn0aJcFi3Kpbg44+8mo3WGd49gMMiTT6wnEtSwcP7FCOohpqZUNBotgcAOWpp3sWBRBibTtBZiZlYpQ0NHaG/ehn9qgETSR1pTgtzRTTw6SVFeBnJ6OgnJarORlemit+cQsiyfVOnB4XAQn+hEq0tid50c0J9KJhnqOMqK8kJMZ+ktqCwpoWHfTqxLFuIxWBid8lNYWwkIyMkUAwfbKKqqZORoCxcXlpy1wfhmMRgM3HjdLbz40gYObmpjv9iDqqoMNunQ6KH+6qrjM6CqCrFEFKPGRU5lHrPmCDhdCl5vlLaWUfz+MKFgjHSqh1g8Sp7DgNNhINNlwOuLMzmVIi9bRzqdxmGFcDRM70SK/LxM6qpOzShWFIVkWn3Pu2FDoRCP/PGPjDc1UexyUeB88yLu5zLG7m9L8f37v/87995772nb3Hvvvdx3332vu939+/ezcOHC4++Hh4e54ooruPXWW/n4xz9+0rqn+41Q3+VKH+/tq+sCRFEUNvzDHaSiUcL9vUgaCY1Wiy2/gMFdO7AVFDL7S19j7pe/QSrgZ/Tl5xh86mF+sb2P2MHvs3RFHVU/+Bp69/SD1pB5YWigCQI0HJ4ilYZrL3VQmRNnsq+R/9nlZXxkulLEXxMPRFHEnZlBVo6T2fWlZOU6aTmUR6KtAd14F841F2Gy2zGaDBhNBnzeCK9sbuGH336adEoGQKORyMp1kJPnZOXaOnJejX3LznUe17uLJ2Q2bfPy7EYvep3IB6/LYcVCB5L0+jfU1FSMhoYR9u8fpq8vgMGgYf78bG67rY7KSuffZUbrDO8ezc3NTIyHWTR/LZKkwel0MDzSR15uOVmZhUx4hxgb7aaktB5VUZAkDYsWLmbjxr+gat04XHmkZBmHKwdrURFKKsKBQ0dZungBBqMRl8NKcCxJw7anKSyfizXDSSjgo7/zCNXZ09nih3dsorCiDqPZit87Rn/rIfIMMZYtvfysj6OmpobSo4dp3ryNsjm1RLo6GTzSgjHDytSRJvQTU0xp+qk12Fm54qLzeEanBXxvuvFWJiYmGBsbQxAEbrvazs5dr7BzYwtWVx86o4h/LMVAV5zZs6pJy5OI4iTdnTFsNpHaWgP+QJLR4TTdnTHScppQOEFHjx+DViE/x0j/cJJwbwyNGGNkMsmRZj+isYS5zizMplNnjHoGxoljobi4GJh2c8diMUwm0/FyZe8Fdu/ezXhTEyuqqzHodIRjsXe1PwMDAyfNAL/ebN3nP/95PvShD73u9v76/cC0UXfxxRezbNkyfvWrX520XnZ2Nnv37j1p2dTUFKlU6pSZvHeSGcPuHBM62kCONoFhxWI0H/ow/p4ufK0tRH1edvzb1wH44EvbUVRISXosq6+hdOnlfK3xKCNbNjK+bzd/uekGihfNp+7WD+BctALhAkic+O+v/AReeopcbQbd2wJ0yCp6pwtrViZF8xawfM3q46W+PJl2NNqT+3zpVQuBO5FDU0hWx0mfjQz5CIRkcvKcx1/uzIwzCqTKisquBj/PvTxBPC6z9iIXl610YTSc+TxFIkkOHRpj//5h2tqmS4fNnp3JFVeUUVeXOZPROsO7Rm9PPxaTC0mafhzn5ubS09OP1zuKx+1hYmKQ/r5GCgvrGB8fQqNJEQ5N4fJksWLth9BqtDQ07MSdIZCTX4Ysp+ntOsTQ0BBZWW5ITfDRO24hFIrQ2r6ZYRl0EswvzWHZbf9AOBxm55799O1/jrQCBg0sKcll5UWXnRRP9EaYTCZuvfpannh+Pd2bd2I16IhMjDPS3YslJTO3ppaVZbNZsngxGRnvTCUWj8eDx3NCwuSWmz9EX18fPT09pNNpquc4mFUSoq17Ay0tnQwPj7NkqZPlK50M9E3g8RiZX2+hrzvMnx4aIxWEcDzFwSY/5UUZFOZlkE6rtHR62bY/gD+ZzeVrVnGweR/p/3uIBXOrKS0txeP20Dc0wfZDfRRWrURVVZ5/bj0DHccgnUDQGimsnM3iJUvf1Dl/N4jH47QcPEixy4XhbUh6nEtXrM1mO2vXvtvtxu12n9W6Q0NDXHzxxSxYsIAHHnjglN+kZcuW8Z3vfIeRkZHjYtKbNm1Cr9ezYMGCN3Ek55YZw+4cYyqpoOS2uxl/7lGUnkbU679AQySHZGaSWDhKLBRm4w1fRpGVk9o5R5oQ5RRpUUciJdC1tY0Dr3yTO35yH5kr3p0AzNdSWOgmo9iFFJhAlidxLV1Jyj9FzNfJvNq11Fy/5Ky287dGHUBOnpOPfmbdG7ZVVZXGtjBPbhhnfDLB4nkZXHtZJo6M07uqk8nXZrSOI8sqVVUuPvKR2dTXZ2Myvfsu7hlmgJPdOSaTiTlzZ3HkcBOxmIxWqzI21szmzb/BZNRTVOxBToepql3IwkWvxs2pMZpa95NMhPFklaHVmzl8cC/ZLoFZ5U5WrlyJTqcjFAoRjUYxmUzHEyKysrIoLS1lcnKSZDKJ1Wp9y/FvmZmZfPyOO+no6GBkZAS1uAr7ZdeSn5+P3W4/53FPbxZRFCkpKaGkZLoUWTqdZuPGjezZeZRQfBCJGMVlHqZ8IRRZJqfQQjCQQJRECgoNHGmI0NwRJdulBSQmptLE4yrNnSFae7VcdvEcllZoWFC8mENHm3lu81402w5gysjDlllGQcUK6mbP4elHHsKWHGFVaTZOmxtvIMSxlq081dfJtTffdpIxeqERDoeJh0K4XGdfled0qKqAqr5Nw+5ttn89hoeHWbNmDYWFhfzwhz9kYmLi+GfZ2dOetMsvv5za2lo+8pGP8IMf/ACfz8eXv/xlPvGJT7yrWp4zht05RpvhoOCuz5Fz00eY2PQUppI6akMqeoMOnV6HXq9D9+r/Wq1EOJzC640w/OdJYkN9JENjCIkoBCEigL7kzLUG30mu/8c74B/vACAVjaJ9TdzNO6Fx3T8U44kXxujoiVJVaubuW3MpzDtzdurYWITvfncH8XiaoiI7N95YzaJFOWRkvHfcHTO8v5FlGVmWKSzK58jhrpNi4LIys1hxkYWhwSEC4XbmLphLXV0tBQUFFBQU0NnZydEO+fi2Zs+7CJPJSnt7M91NzQQDXoTUMB+6+jYKCgpobm5Gp9ORl5eH1Wo9xe0nCMI5MyY0Gg01NTXnRKfufKIoCi+88Bx9I3soKHHSsF8lL1fLxFgUQUiTYZMYG40yMhQj4J9+b8/QUj/bhteXYGQiTiKtp7M3yKHmGAvmLeSu6xdQWjT9o1+S7+CRZ7bScKiV8aluKutiXF84i53btuCSR7l69bzjAumZrgzKC7J5dvsRdmzbyo033/punprXRafTIWm1RBMJ7O+gCPI7zaZNm+js7KSzs5P8/JMzyv/6mydJEs899xyf/exnWbFixUkCxe8mM4bdeUJjtZFz853kALXza0gl0wz2T9LXM0F/7zh93UMM9ntJJlOoqoKr+BLyV7qoKHSRnZOBRS8QDcY50Ohlbe7p6wW+GdJqHIUUOuHt34h/Neqe+9xn8Ha0ozWb0ZpM6MxmtCbzifcmM1qz6eTPTCZ0Fgtao+nE/yYTkl5/2mBTnz/Fsy+Os+9wgJxMPZ+9s4DayjdOjPB4TFx1VTnz5mWTlWV+3XVnmOHd4Kc/+W8MBgPZOVkkU3527XmJqso5uJweJEmDyWhCVqIsXTabj338I7jd0+K5PT09DA4O0t05SV7hLDyeTERRpKK6ntLy2fj9EzQd3YXT7KSnf4QdB7oIRdKMjQ4RDkyQm+WkblY1C+tnUV9f/64q5L+bdHZ20jO4n7XryshwzKH1M73EYiP4vCojw2FEQUWrFbCaNRTkGxnqj+O0i8ybZSYtmzhyNILDrsdsyUVnVMjPyjhu1B1taueRx57FqYvxuWvyGBgLMxYaZP0ff0gybeA7n7v5pKo3MF33ekF1IRubWvF6vW97Rux8YbPZKK6tpWfnTnJcrrecJKAgovA2kyfeZvvX4+677+buu+9+w/UKCwtZv379eevHW2HGsDvH7NneyMjgJBNjfvq7xxgZDZOTn8lg/ySJeIpUKk0qPEoiPIZWK6HVSgiiwNSATPPeNMlECrvDgsacg8VdRmaWjTWXzjqtltuboUP9M2F1gEXSv52jI4XqG2+i98WN9G5Yjy7DTtpqQzKZkfQGBI0GOZkkGYmQikZJRaOoinLGbQmiyPW/+T88NbUAxOIym17xsmWXF4NB4rbrc1i20I50ludBFAWWLc1hsG+SdDJOXsGF+ZCc4e8Xo2BDTElsXP8yg8NDpFMqDQ17sNsd5OcXYrWZsDsMXHf9FbjdbiYnJ3nmmefpG5giFoehgX6eX7+eyupZzJ1bh8ViQdJokCQNydgkY9EwKVMN2eUlBLpHMBnnoo2HGRs9hjSUZCTQTHdPPzfdeN277iJ9N2huacSTI5KdOx3Tdutta3ny0aeQFSMGYwKRODk5esxGLQcOBmnYG8Jl1bJ1tx9/IIVOY8RsNbBi5Vocrm56uwMkkylkWebxpzZQlSnzwUtnodWItPV6ias2hnwp/vjUfkYGeijKPbW0WLbbDqlBAoHABWvYASxZtoz+tjYa2tqoOU0VjbPhQhcofi8zY9idY57441aam0aRlWkdNkkj4ffHEQQBjQR6HThz3Xg8eYQCUbyTYfr7gyiqOj29q6oIYbBrI9x4Sw2r1y1500ZdWg0SlbuxSnMQhOkRjYgGldPXYT0bYrEkXR3jdLaNIggC19+ygLJLL8NdVkbOrBoC3Z0Eu7sI9fchqwrFV17Loq9NG5HDBw8QnZxElKTjx6gqKqlYlN2/+AUIkJGbhzUnF1lW2bF/iudfniCRUrh0pYtLV7ow6M+c3KAoChNjQQb6JujrGae7fZij+48QDsVQVZXZ84pYuKQcWVFQZBlFVpBlBUVRkP/6Pi1jspi47ZO3vO55eLfT2Gd4/+B2ZXL42EHSCT2FmbNBFMgrzGF4ZJChwS5WX7KYO+64A7fbTSwW4/HHn2FoTGDW7HVYrHaycyrYd6CBI4cPMOUbZdGiBUz5xvCNtaMR/Bg89dQtWMPO3ftJ61yUVlQjigIjvZmERxqoqL+EpkMvU3TgAMuXL3/jDr/PCIW85JSckFxZc+lcNjy3lx1bO1iz1ozDacRp1zA0kGawN05Bto5VS9zkZes40hhibFLP+JSGstIKBgfGSKe9JFNpDh5tgWSAq5dXodWIKIpKz0iY8XASs9mCTgONjUdZumQxaVkmFo0hCAJms5lILAGi5oI3tAsKCrjuttt4+YUX2N3XSyoSfbe7NMNrmDHszjFf++6d3PvPD6KRQJFTREIRxieCfPwfr6ejsZNtL+5nwBejlWnDT6/X4XRnYHcYcXtsON0ZOFx2Ymk9W/dEaO0/xpe/9Oaya6JyJ73xH1Nj+ilawQ6AgAYF+fUbvobeqYO0+3Yyvq2ezrYxhgZ8KKqKxWJg3oITI7SMklIySkqPv5eTSYJ9PUjaE+6dY3/+E/07tp+yD0VWCI6Noaoq/q4u/ueurxNe889MeJMsnW/n6ks8pyRGqKpKb9cY/X2TDPRO0N87wUDfBIn4tNSK3WHG7THhG+7CYNRhMhkY6e3k+YFuRHHa0E4lUiQS6ePbAxVVAZ1Bz5xFdcyqr+bgniaO7G8h6I8Q9IcJBsIE/WE+/qUPsGjF7L89lBlmeNMMDvUzMuyjrHAOep2B3sEeMmx2li1dztBwP1PBgeOxPC0tLfQPRVi45Fp0uun4uKqa+ZjMFlqaD9HUuBkp1UlNVTFrV1ax+4BCVvlsvF4vgaiMuyAL3+QwqGB15DPZd5BQwIczr4ZDx1pYsmTJSRp3fw8YDBZCoZHj70VRZN78UloaAxw85EWnSaAqCn3dCebWmCkqMKCioBElli/OIpky8cKWIJ09o6iiCW8wjUYSGR6ZJDtDwmHT4wsmWL+jl64BH2W5LmQSCBJs3NtKVc1+xFQIOTFtFOksdoYCCkbX7OMZlhcy5eXlFH/mM/T09DA8PMx9//u/b6r9hZ488V7mbRl23/ve97jnnnv4whe+wI9//OM3XH/nzp2sXr2auro6Dh8+fHx5KpXie9/7Hr/73e8YGhqiqqqK//f//t9JddreK9jtFuw2EbvTisOVgcNl4+WNjTz+xx2EgmFmza+jdk4xl1+7CJfHfjx9WlFUWlp97Ng1zJGjE4iiQP28TC5anvsGezzBk3yfGlZSKEy3SalTaLEDICK9qRm7rXu2kyjeTN+xTCqqsrn0ijrKK7MwGCX6u0fZuvEAvskAS1bWkVd4wqUg6XQ4KqqI+f0Eh4cRJYkVX/kqhRetZGj/fgRRfPV14oacjJvZN1XKWMJOdczLP3+sCktilPRIkIkRsBcXo31NsPePvvsU0UiCnDwHBUUe6heWUljioaDQg80+Hf/nvXsJfTu2IWm0SHo9kk53/PXchgPs2NmEIAiIkoTBqMdgMmAwGRjq7KO8PI/hvhG62wfJsFvIzHFRXlOEzW4mv+jd0yaa4f1F/0A/FpMT/auGmlFvJOAPAJCbU8DQSDdtbW14PB7aO7qxWHOPG3V/paCwkvyCCjJsdooLFO688yMEg0F2HWjHZLYxNjHF+NgEU5FGZFkEQUASZHwjQ4SD5eQUlDN07AiRSORdzeJ7N6isqGXb7umZfYvVyOREkGQyxAfuqOPggQbampJMjqTJ9uior7eSTChMjqXQlZpx2nX4/AI1lR4am3tQMOLIquXFHY0kkmlSaZV4Is0TW7tJR0PcuCyXuVX5iKJIhjbJn1/u5qEnnuOz186nrNRNNJ5k29FOXm6PsvTaRWeUenoniUQieL1eJEkiKyvrtKLKGo2GioqKt6TZNuOKPX+8ZcNu//79/OpXv2LOnDlntX4gEODOO+/kkksuYWxs7KTPvvnNb/LQQw/x61//murqajZu3MiNN97Irl27qK+vf6tdfFcQRZFv/eTzJy3r6w/wyqYjaHU6hoeDVM8W8WRNx3VM+ePs3DXCrj3D+HxxcnMs3HJTBYsXZWMxa4lGU6e4/zY99TL9XYPIyqsuRLORu/7xdkJM1+vTCg5QFJIjuzHllyB7RxFsoIinGnbHIglmmXSIr27fp/ahw8TiZZUMGA/zqR998KT192xv5Bc/eAxRFMhwWCmtzD/JsPsrBx74P4785eHj72ffdCPBoUHSiQRyIkE6mSCU0tOmWcSIvhRLapLqwKO4WnsxXP1L/njnncfbfvD3vydn7lxgOnvvnm9/AKfLil5/ZrmSQH8fjY88jJxMISeTyMnkie9IgZWAJICYBiEJTP+e0nP/y/S8WjHmnx95DHvhqerxM8xwLojEYzjNJ+4dWZaRXg2oFwQBrcZIJBIBIBFPotOfXvtNEARsdhcabQiNRoPZbMaoF/FNjtHVPUQ4IVBQUoXZ5kYQBAKTg/gPP0vrsQZsDg+SCFrt35/0T3V1NY1NVbz4wjEWLilGkkTkdJLBgTE0oszypU4iYQ1CMsqsWjuhUJLhQR/NbV7yss0YTVk4HCbWb2pj5cW38cnPXMz2rS/SNTpMb2cQ4elmpgIxbrkojwyblWOd40RjCXqGfNQV2en3a3h87zDVBTGiKRVV52F2tZaj+17hUbOZ8vJyqqqqzrryx7kiGo2yY/t22g42kAgEEEURS3YO85evYP78+ReE0TnD6/OWDLtwOMyHP/xhfv3rX/Ptb3/7rNp86lOf4vbbb0eSJJ566qmTPvvDH/7AN77xDa66arqO6Gc+8xk2btzI/fffz0MPPfRWunhB8fHPXcHay+eRnevE5bGiqnD4yATbdw7S2OTFoNewcEEWK5bnUlI8PWru7Qvy2BND7DswwVe+OI+S4umHuqyo9PdN0twfoz9rJYXhXRji3fxqYBe6XBWdZEQj2CAWJHnodyj6pQR+cQ+Ji7QoKx3wGm9LSzTBPT0T/FuRm0XW6ZmA/eoD2BIJ8o3zESUBVVWOx+kBzF1QwY9++0UyHNbjWV2nizuru/kWTIFRJJMZ67wl5C5ZhuFvREn/69e9mCaTfOFSD4vqjCip25ATCQLDwwickFD5WzGVnNw3FvAsXXsJpWsvObENVUVOnTDyjr8SienliQRy6sTydCKB6SxFLGeY4a1g1OuJv+qGkxWZRDp+fOZDVVWSqThG47SkT1aWi87ewTNuK+AfZU7NdIiEXq9nTk0JT728nZBUjCunFElrRHj1Bzns6yGnoJyEKnF030tctqT4+H7+ntDr9Vx37XTpsZ2bW0mkptizs5f8ggB1s4zk5evp7IiRTAukZQE5LSBKAi3tIfxhMwX5ejq7faRUF8uWr6a0tJTCwo/R1bWGb90bZMvRg9y6PBNV0NDdN4bNCEIygYRMXb6VbI+R4ZSL8rr5qKpKR88Aim8cd2CU0V1Rxo5l8qImA3deCXpRQZQkisqrqaure8PZVVmW6e7upq2lhUhgCnOGg+raWkpLS08xzILBIJFIBKPRiNFo5KlHH2X8UANVmS5ySvJJyzK9o6NsffjPhEKhc1bYfjrc+u26Ys9JV953vCXD7nOf+xxXX301l1566VkZdg888ABdXV089NBDp10/kUicoqtkNBrZsWPHGbeZSCRIJE7UGf3bIsAXEmaLkdn1JYyPR3n62W62bR9gdCSMqsiUldn5129ehMGgIR5Ps33nMNt3DDEwGMLgcpIsnktEnT43bd1RfvfUGE7HRSjLcvCKcSYdhcwyTvLSFiNzl9WgqzAgCCJacxFxexfxV36A+ZYvIh/8KqmRCdScJMKr8W9/Gg9RaNCywHIiUFcRZNKpLhBzQQIFGek1KeVGkx7ja0rlhDvbaP+vb5G97no8F1+B1jr9wMkoKMBk0jOxbQPBbRuIL1tF9Vf+A/E10gp33pKL2SSdSIwwTh+nzmrl9ocfOb6e/TXlXd4qgiCg0enQ/J1KO8xw4VFYUEhTUxeRWCaTXi9Ol53sV2OrxsaHMZpFKisrAairm0XDwTYG+jsoKKw4aTsD/e3otVFmzao9vmzJkiU89exGxrxBPMVGvMNJ9EYzEV8vSmSI8tkr6Ws/iDBylEULbnrnDvoC47Wlx/bu3cuff/8Sohjkiist6A0KTqfKke4IXq+BYEAlw24iHlfIySlHqwW/P06mU8tLL/yJw9mVXL7uKqqqqvjxT3/Opz92B0e7+1DiQSqyDQQDaeIpBbNOxK5L0T3k50jPOHMqS+noG8alBpjrFGmfihAabUGc7GBoJMiBlJnbrrwEh81M28uNNB/cyxU33HqKttpfSSaTPPfM0wwd3kemmMZu0uPviLNh/w4K5i/lqmuuRavVMjExwa4dO+hvPoYSiyLo9MS1ekI9ndw0fy6W1xj7c8tKsI2OcfiVLcyaNYvMzEyGhoZoaWnB7/OdMvg+G1RE1LcpV/J2279fedOG3V/+8hcOHjzI/v37z2r9jo4Ovva1r7F9+/YzFj5et24dP/rRj1i1ahVlZWW8/PLLPP3008jymYP9v/e9771hId8LgVRK4fCRcbZsHeDI0TESsRSCoGAxSRTmG1m5OhevN862HUPs2TdKMikzu85F3dIKtnQZKTSpuGwSv/7zMLsOBRnQaLDmGtELKcLWNI6wxPiAhdKafvLLm9AyPZrSiE7GKgdwHD6CoXoK85oPMRp9iOCv78H2ie/SklI5HI7ztQLXcTcsgIyMRnSgpqcAUJGB13HTiCKG7Fy6fvUj2n50H3N/+BucC5chCALV//IflH3qnxl9+TmGWzrZ39BHT9cYu7xx/r+b51NRcPqZN63BgKe6mqP7m2k82EL0uQOk0VBeW0VfzziSJHL3py49Z99ROi0jisKMi2GGd5SpgJdocpIDx7ZRWlrFvPq5CKj09HUw4R1g1cWLjivc5+fns2bVfF7acoDJySGys4sBGB3tJZ0c47K1C8nLyzu+bZvNxvz6OSSOTaAkOvCOTjIRiaEzWcgqmkU07MekTVJbXU7hG4QbjI2N0dvbO13o3uGgvLz8fad9p9Fo2PTSE2gNfsZHExw5FCY7V8/YSJwjjWE6WqNUlluZX5/L+FgYZD+BKT1lpZXcdO0aItEEu/Yd5dlnYtxy67Rn6pJ113Hk5Qex2vQkFAWdBrLtGkJhP73jIfonIgixJBufeRh/FJbkG2nuj2MkSZFOQitAlkflpb4IG/Yc5MdfvJslwMsHmnn+yUf48D98CrP5VI3Oba+8wljDdtZVF+Oxn5jZG/cH2bzvFXbYHcyaNYsn//gQ4lA38/NycGRmE4rGeHLTS/hiSQJVFScZdgDFWZm0HmmkpaWFY8eOcWDLFoRgAJtez1Q4fL6/ohneBG/KsBsYGOALX/gCmzZtOquCxbIsc/vtt3PfffcdH3mejp/85Cd84hOfoLq6GkEQKCsr46Mf/SgPPPDAGdt8/etf55/+6Z+Ovw8GgxQUFLyZwzmvDA2H2bZ9kM1b+vFOhpFTSTRCGpdDAiVNKpGis0OLPyLy2NMD2Gw6Lrm4gIuW59Ll0/K7zUmcRpVxb5p9rQJ94zLDViv+ai1rPTLPJxNoGlqIPvMYcd0YyzbORhBAx/TNqBXspK1aIjVVGHY9iPYjtyPZC0l2HCT463v40xVfodigZZntxPeoqiq2xjDWLDuKNB2vp75BJq2ltILaf/0BkYE+9t6+jsZ//yLuZavJuepm7PMWoc2wE6pYxS8f8cOxTZgL3RxZs5BtIZmK19muqqr88YFtNB/tIZkCrU5LzoFxCorcVNXknbL+pqe2EI8nScaTJBNJEonp/xOJJMlEimQ8STyeIJl49fP49PJEIokiK/zggX8nJ//0AcCyrHL4mBerRUtl+TtT43KG9z+XXb2GS9XV9PT0EpiK0NbVgCCKOF02rrh6NStWrDhp/Ysuugi3283BQ0cZGGgAAcoKM5k//wqqqqpO2X5ebhZ5UybmLr2CWDRELJEgHk8jyzImk5GhLj81ryNBFo/H2bDpRY70DBLVmBB1etTwMfJ27Oaay9YeL8v1fuCJJ57A6z3GkqWZ9PeqjI2kaTwWwePWsGSJjaHBJH1DcVraulBlCVXJJy83l6suW4A9w4I9w8KVl5j405MH+OEPfsDYUAcTQx2MDAwQD2qpy9VzUXUGAxNRJkMJvIEEwajCqgoLobhMgUHBqiSJJxRKM3W4zFo0AsgIxNIJHmpq5pkdB6gszGVsYoIte7ewf9cuSmfNY+mKFaxcuRKNRkMkEqHj0H7m5bqOG3U+3xQHWjvoGR5lxOtnV0s3uRXVZIcmuHHFEuKxGP6p6Vm3UoseazxKQ3MLuStXnBRiIwgCFknkyJEjDDUew6oqOKw2jHodhZmlZzizZ+ZV5au3xYwr9vS8KcPuwIEDjI+Pn1TcVpZltm3bxn//93+TSCROSpkPhUI0NDRw6NAhPv/56YQCRVFQVXV6hLRpE2vXrsXj8fDUU08Rj8fxer3k5ubyta997XUfHHq9/oLT+onH0xw4OM6OXcN0dE4x4U2QCIcwCkH0GhWzSYc1I4NwzMRUIIbeZKCk1M2qlXnMne1GkkS2N8s8vCOJVaPinUpT6Yyy8ZUE/TETkTmwJkeiSdIi+UXy9fnkXLWO9rkb8KkRzIEAL/zPXegwUn3NEiiKMTWrBOO2fSjHXkSt1xOVHDT3dHOwr4dvzK1FFAQiDVsxzbsIJR6h5KFxknmDpK9xgs151hIp5oIiVj6/j/HNzzPy/JMc+8bnMeTkk3PFDeSvvIIvfvUaissy+fVkmlgkxR3Vp9aMfS2CIFAxq4Q5C6soKsmksCST3HznKWrtf+Xx3z+HIAjo9Nrpsm16HXqDDr1Bj06vw+6yoXvN8teWd9MbdNjsp6/IsWXbMC9vHcbri3PJmrwZw+59zHe+8x2ee+45Dh8+jE6nw+/3n7JOf38/n/vc59i8efNJ5YPeygzWqlWrjsdKeb1eJicnkSSJvLy8M8a8VVdXU11dfTwM5XTPQEVRaG9vp7urh0N7jzIeVKmZNefV7U4H4vsmRlBjI9TVrj1t+6GhIZ56dj3N/iR1F1+JO78QQRCIRyN0HtjDI89v4q6brz8+o/heRpZljhzdg9OtYVadGdQULU3D3HhjJitXO9BoRAL+JMeORHj+eS9hv45lS5azYknNSbP8RqOO8eFWjhzu49oVRSxYXUdTE/T0jtAyEqRlIMAltVZSKYVIXCXTLDIcSNE3maTKIeFx6hhJq3ROpQklVTwmCYdRg8co4DEq/Pn5Lawoz0UITLBQE8AYSxFo6OePOzew85WL+eRn/z9CoRBywEtJcTmpVIrDhw/z0p4Gkj4vWRqZzFSSsak4uxt2syDTyeODPVi0GowChJIpDvUOEkkmSU6FsNlsLKmpwvTqNSYrCiOBIHufew5rMEC+2URcEOgEFONbSfAQX329HWa8LKfjTRl2l1xyCceOHTtp2Uc/+lGqq6v56le/eooOks1mO2X9n//852zevJnHHnvsFMPNYDCQl5dHKpXi8ccf5wMf+MCb6d67yosv97P++R7iCRmr3YpgdCALU+TlqaxeVsTYFOzcPcxIaxRRFCgtdXLjjdVccsmJkc6Lh9M8uSeFQVQIR2Wk8W52D9uQzXaKlgmkRRkhJtMb0ZEzoWPlPA+lS6L0CXYy9HrSySjBsVbUgJbyo9cj5juRR1sIDYQIb30RtaoWTclsHtVkkdd3jKoDD5L4wJcZ++k96MtmkfnZ+8i77wFG13+DUGAniiGG7AiC8exkELRWG3nXf4jc6z5IsOkIIy88Qd9Dv0L9/f/iXrGGzss/wA4K+HyRBf1ZiC5//HPrzvr8//KJ81Obr7s3RFmpjU/9QzUF+ZY3bjDDe5ZkMsmtt97KsmXL+O1vf3vK57Isc/XVV+PxeNixYwder5e77roLVVX52c9+9rb27XK53lSlgTMNahVF4YUNG9l3uBeNOZ/CEpmeziaGR33k5eUwb04tsbCPif6jLJqVR3l5+UntOzs72bJjNy29QzS0deFeuBrtwAjojXgyMzGYzNSuuJhDG57iwKFDXH3llW/ruC8E/H4/iWQIm0OHRiuwcGkW42NTxGIyDfsCGIwioyMxhodk7HYzNpOZV3YcRVEUKsryyM2eDikZGhpmoLeXlbPs3HVdPaIooFMDaOQARq3M4a4o6w8FmJdv5Io6KxLQNRaneThK+0SaRbk6cqwaUikVjwnGw0lGQ0n6/DIWCQbHR4hZUqzI0uPMzMCSWUB2Tg4724dY37CFRx6ysvqyK1+dxVJpPHqM/fv2Y42FWFVkJx4MoCTTJOMCpqSKIzrFZKsPV24WojuL4akA1lQcWyTAaCTMsf17mZgYZ0V9PRP+APubmtnV3EIqGCIzJ4eS3GyyrVbSikLT6NjrneIZ3mHelGFntVqpq6s7aZnZbMblch1f/vWvf52hoSF+//vfI4riKetnZmZiMBhOWr53716GhoaYN28eQ0ND3HvvvSiKwr/8y7+81eN6x3G5DJSUu+kbTpNSYN1aN7OrSmlr9/Pcxn76+/2gwPLL5vCx2yvIyzkxwlFVlWf3yzzfkEKryogCfP56E0O9uWzpNmI2J3k6liJvPMq+HBeWER1LS0SumPtNfhmbg8kaI0twEs/QU/ifZWhxIaa2QiyJYo7h+eK9BDd8g/RYPyOrvkJ33MXHnvkv5L71hKc6yP7qT5n8zXcY/MadeD72dbJu/DeE1v8i949bGZ/4R7I//W0MpbVnPPa/RRAEMurmkVE3j9Sn/pmxl59j5Pkn+eX2I1gcI5T3eElddi3aDPs5/x7ORHtTJz/61/9GkRVUVGRZQVUUFEVFVRS++V//QuWs8lPa/cNHKmcqTfyd8NeY3QcffPC0n2/atInm5mYGBgbIzZ3Wirz//vu5++67+c53vnNB6MAdOXKEPYf7qZi9DndWPoqi0Nl6kI7WRjqObmW0dRNrls/j6jWzWLToZL20rq4uHnnuJZLOEkyFdjz6bAqXrcM7PEDDsRYWzhHweDyIokhmWTVNLXtZl06fMXb6vYIgCJiMZsZGY4hCnLx8PeuuzCMrU0tXZ4CDB0OMj0WZ8oJOo8PjSJNOdDIyCG3trRQXlXHJ6rkcOtyCRkmxbG4BoNLVO0r/yBQT/jjFHj0Og8i2xhBrqszYjSKxuMzKCiu9k0kO90bwxRSKMiTGUwp51umZuq29cfYMxrBoBZSUgj7mxyTbmAqJuAr0TIRipBSVdDjAK88/g8nuRjXbONrexVRfD7KcptaqZ3R8klQsgiBJ6HQ6hHgSgyxjN5tJxOPsaW6jwiAxzyQQkCUSwRhG/wSRPpXvH2tGEwmjT6coQMUgqkTGRnlqYoKinBzm5+dT/hbKn80IFJ8/zvkdOTIyQn9//5tqE4/H+eY3v0l3dzcWi4WrrrqKP/zhD9jt9nPdvfPG/HmZRBIimVkxrrwkC+9klP93/wGmggoao4Urr5+LySTw4pZB/vNHe/nR99ew/7CPlFPH8JCBlw+nEGUFp13g09ca8dhgdFAiPjDIngIreVkG7lqTy/+8IlCTKfL5S0RGo24ORUVKpBhWjKTRIaigCEwHH8RGUOQUWqUVx0fvZTD0Xf7ctJ+SktXc8PX7if5vH8mWw0x++05c9zxI+JWnGfvvb2BbfR1ZH/k67js/wdj//CvD3/okzg9+lox1HzoumXC2aG0Z5N94O6MX38x44xh3HX2Wgcf+yMDvfoFrxcXkXH0zGXX15914crjsXHHzpYjCtDiyKIrTCROShCCAO+v0D6YZo26Gv7J7927q6uqOG3UwnfiVSCQ4cODAGWUg3qkMflVVOXS4CaurHHfWdMakKIpU1i6krHIe84Z7aD24nksvXk5t7ckDNUVReGXnHhKOYuZedAlNe7chGaIYTGbyyqsZ7Giho7Mbj9sNgoDOYCCkTs9ivpcNu2QyyYEDB/AHfQTDIabaYhw9KnPxGieLlxTQ1hbB7dRg0pspztGxZkUBiViAkRGF2iorBqOZ7btb2dtgpKNrGJNWorwoi7auIXwTo9QUWElHbGTqk+RmaNjdEuZQX4R5+UYKnTp0kkieXUvYraNrKk3LWBKXXsCiEQinFLqnUqiKSjKlkkjLZOi12LUqwXCKpw91MhWXcQhpctMh8E+w4Zc/RMgu5VgqRr0UYcwXxJAOICbiaATwp0GRtIRSCl5FpthkZCCWRAr6yZA1jMsqk4kUMUUlOeVjYsKLL5JkfqYLs1HP2PgkQjpFtkZDhs5AV28f8XCYbM9bkYYSXn29HWaez6fjbd+RW7duPen9mUa7f+Xee+/l3nvvPWnZ6tWraW5ufrtdeddZueTExW01a7jqqlK27fGRbY3TuPsI/SMJJJMFY342/3F/Cx1jSQarzOQp2ZiSUFkg8Ykr9bR2BPj5i+NM+ZNkLnJj9Zj4aq2J725N4rRouevy/yEiLuWoWkBaiKMi0pGOkKPVIYhuRMGBKMgIGbmosT6U7heQau5FlvLRkeK6/g0oThnjDd8isv86pPAI41+/CeOt/4x+3mpGH/410ab9ZH/pP8n7t1/he+QXeP/0U2JNDWR+8l+RbK8fHwfTPzLhcAqrVYeqqvxpJMaczAxu+sxnSX/4w4y9tJ6RF57k6L98ClN+MdlX3UjWpdccl0s513iy3dzw4WvOy7b/SjyWIOgPTdfCVVUUVZl2i6gqTo8Tg/HCigmd4c0xOjp6isK+w+FAp9MxOjp6xnbvVAZ/NBplzBsmp/LUjAhJoyGvsILB7oLTxg6Ojo7S5w1RvHI65s5sy0BubyediKPRG3Dl5OPtPEIgECDDbmdqbIRsq+k9nR2bTqd5dv3TjPsOcNWNVfj8AuHIJAf29fHSS8N0dwUxaGHOLBMHDsisXZ7N/Pp82lpVFCVJe2cX8+fVUVZkZONLuxgYjmJVdWgkicmJCaoLrHgcZkYmnKRDEyTSMjazRDAuk0yrWAwaJoJJkmmVCo8eo0bl+aYIPqPIWERmlkfHinwDI6E0ff40Th20eyNIGokOf4p+7yRzXUZUUcGpyJS6zWCRaI0O8MpwhCOhEJZokCqXSLZeQBBFsgSRlCAyGU/Sl1CJhxL4UnGcyQRTpEirEFcgW4KxRJxkSqBcJ+HQ6QiEwpjTKQokiUQqiV2jIaY14FRVRsZmXLEXEu/dodYFjH8qxkN/OEhL8ziplExK5+Caayp56qCBiD+GL5Akt8xKUJdBXoGMtQ2W1GpZXpHmv3/bzdBonLm1Nv7hI4V8fzjNMovELl+SrrwRPl/mJa5tJ64WkSPZuUh9hX2ROhYZMqkmG7MUoZPNIFhBJ4LeCmoQjj2Grt7OPbFXkFraCW1/EtMtX8H14Y8z9ehDKBNB4o/9iJi5EMx2fPv3EPunD1L+++24bv9HjLMWMf7L+xj8xkfI/Mx9GGtPX792airO3n3D7NkzjEYj8s1vLEcQBL5UbEHlVUX9DDv5N99B3k0fJnD0ACPPP0HPb39G7wP/g3vlJeRceRO2WXPfc7NlR/Yd4yf3/eK0n93zg3+mbsHZu7NnODfce++9b2hU7d+/n4ULF57V9k53TZ5OoPu1vFMZ/KIoIgggy2cuHago6dPK+kSjUVIyWDKmB205JZXYDu1nuLGBgvkr0BtNyMr0DFfQN0l0oIv5K87/TPv5pKOjg+Hxw1x+TTVOl43WNht7du5Fr/WRlmPs2jnB/Nk22tok5JSKRoywe1cTOp2NsvJyGhsH2H94CLPJzMhEGFfObEa79rJlXxv5tjSeV8sb5mbaaZ0K0NYfJsOgwagXaB2Nk5ZBpxFpHUvi0k+LSs3N0VPp1DAZSuMyiYxEZAaDCjpJJMci0RpIMJYIkmfWUmKAg2MhfJEUERl0mgjZjgQehwNNKkYwFMSqEZA1OiRJxqoTMYoiSVkmW6MSTKq0yxoGpqaYI8o4tRJ6SaRIJyCn0yTTChOygl5JEw+HUWUFoyiCRkKjKiRiUVLxJGGNFsNbuQ7OQVbsWxLQ+ztgxrA7D1isOmRZ5cab6pgzL4fB0TR/Wj/K2HCA5XNtzJ1fwsYmkYUFKnetMqJdJJLjFOnulzEZJb786VJKi8w81BcnnFa5PFPHp1snqHVMkav9KYpsRZYizNKXczgxxZaUi8stqylQBfqU9filSVKCGaNvAovfCplzkYqXAc8gXvU1pP5PoxMVYk/9FNMNn8K5eg6+g+Mke7swC1OERQPaqjkkJ0bp/upd5PzDP2GtX07+d/7A+P/ex/D3P4/juo/iuPFjCJJEMilz+PA4u/cO09riRdII1M/LYtnS3OM/egXGUy81QRCwz12Ife5CklO+47N445tfQGu1kbVyLXkf+hh6z3sj8656TiX3/OCfEQQBQRSm/776yi8+VaJlhvPP5z//eT70oQ+97jrFZymAnZ2dzd69e09aNjU1RSqVet1ame9UBr/RaKS0wEP7QAc5eafKT/gmR9ASOa1RaTab0UkQmvJi92ShNxipX3IR+3a9QncogCEzl8TUOAPNKVTvMAsL3Mx9tczfe5WW1kay8jS43NNegmRMRzwisXhpEYuX5vGn/ztAWZkJq0VDOhHD44ZkUiYYmmJoUMVmsyCrWahKCoNOpsCdYmJAz5+eP8bl8+3MLnchCCKyLHOgO0rHoMjq6ix0SpRQMMZoROBAX4Sjwwr12VpWFGqwacEfSRNOqgwF0/T7ZURUFmTq0AmQSCukUyle7o0iKWmMEugQWOEUydSBNxnENx7CmRbwyimigpbdIZVmOYVZkLFqBIoMEkZBYSihYjKoxBWVtCSSqxMxyGmEtMpQSsUISKqKP62SCkcwCyJWVBKJBLKqEpNVwmoKJRzB/Fa8Eao4/Xo7vN3271NmDLvzgEYj8f99YQVHmgL86qFB+ofjBAxWVlxbwPJSPY/tSrOsSuK2VZppceBXNSbLi8186ZPTD+ShmMz6kSQ35+n4v74YMSnNzTkaPHEvJr2ZtDaMUTuLF3RLyEwbKJJMTMb+RCL5EqpNRRSsCMkwrh4F6ZrfI2mGQH4GMkuQFnwA9v0R3BVEn/k15sXzca104svIJXpwO47SGhK2bArv+TFjf/gZfd/5EtaFF5F91xfJ+epP8T/7e3yP/4rxvbs4XPEP7GlNEY+nKSu18+EP17JgfhZG45urPalzOCm49U7yb74D/5EGhh59EP/uLXhfXo9x1nzKv3QvBrfnXH9V55QMh42MNzkrpyjKjDDyecTtduM+R6Xhli1bxne+8x1GRkbIebVCxKZNm9Dr9SdJQL2bzJ8/l7bHX6Kz9RCllXOPX1uhgI/WI9uYXeo5KUbwr2RnZ1OSmUFn0yHmrV43PRgpq8ZgNNPVdIgDLz6GQ5OkyL6IBcvmUl9ff8HUl/V6vYyNjSEIAnl5eWedxDI03IczN8rQ0DB+X5yHH9qA3ZnE6XLS3xuhoMCG0WSgrtbK+FiSQFCmqsLG1FSCSW+Anu5xEolJKkryqCnL5yMfXMnHPriCf//+b3h6VxvdI4fIy7QQiIkoxhLq5jsZ8A3hGwsRCgmU5tqYVV3EmqUW2tq7iaZ8CIpCJKFQ49YRS6m0JFOsyjeQZxZx6+DQaJJIQqFIr+DRi4zEVAoNAhZxugbDQodEMA0TSRUlKdAfTZGMy9j0KllagaSisNsvM5IW8aoCE4EwFlVFEEXGY2lKdJAWRLQSKOk0QQVCMsxPJTDoDVi1WsYjMZKyTFBVmVBESiWB2Eys2wXFjGF3HmhsDfLMhhHaJjTgyMZRryXHY2K2U+axXWnWztZw41LpjG4MVVX5bU8Cj17ErpHYG5uiLkNLpS2NL23CoaRJEyGghhlMGrjZmDHt4hQzUZXgtE6gokeQo2jjQNcmxKrp0bVCGunyL6O0vow20YFasZLI3gYsZSbM6z5I84YdmMYbyFyswZBfQvG//w/BPZsZ/d1P6PzShzCsvZW2rEtpcapUHH6QntQgF69dxNIluWRlnaqC/mYRRBFH/WIc9YuRY1FG1z/KkR98i+5d+zDn5uOaW49rznxcc+djzM55T7mCBnpG+OOvnyEcjBIJRYmEY1TVlfDP933s3e7aDExr1Pl8Pvr7+5FlmcOHDwNQXl6OxWLh8ssvp7a2lo985CP84Ac/wOfz8eUvf5lPfOITF0RGLEz39apLA7y0dT97Bpsx2rJJJaKoiXFynRpmz16A1+s9xdgVBIGLV65g7OkXOLx1A0W1c7HYnYiShE6jZe3sMm666lIqKysvmIFIOBzmpc2b6BptJSlGQQWDaqWmeA4Xr157xllSr9fLiy+9wJHGvWSHpujuO0brsWGsGSkWLC/GOxmguakbk06mp0dh5YpMXC49x1pDVJQ7yMy04JsKEI4myTBE6Oj2Ulm1DJt12vV639c/xi9/9Uc6+sKsqF1GQV4WNeX56HVajrX2cP9vnqY/4ic9EiFDKxNK+xkOptg1nEKTipFtEqnLNDDkT2IUodgmUWLTMhhIEkmqZOsFEikBGTBKKjbNtJCxTlBx6wRKzCK9YZlmDZQY4FK3hKqKOHUSibRMtgn2BhUmVJGMzGzGBwYxCgpNSZUhGZySSkqBxiRMpEGjwpQqoMTiJBMiekUhqaiMqaBTFBLBEBOG1Dv4zc/wRswYdueB7r4IQcmCNt+N2a5BMQmUGWQ2HkxzzUIN6+rPbNQB7PWlaQym+WqVibSQRmdI88k8F2FCpDQOxGScpBpmb2qElCqxRjftBtKKmagoGFQRrSabiEUPmhS0PwPl0/IyKjKCzoh07b8j//nz6E1RKJtPuHkzRs16Sr/6PQZ+/h26XtrGwOpSSr/6AzJWX83UDfcR+MFnCP7yV0xpHoc5V+K76R6+cOdqTOY3rkLyVpCMJvJuvQv3pdfiPXoI75GDeI8cYmDDelRVxejJmjb05s7HNWc+5oLCC9rQ0+o0mC0msnJcWGxmLFYTuQWZ73a3ZniVf/u3f+N3v/vd8ff19fUAbNmyhTVr1iBJEs899xyf/exnWbFixUkCxe826XSaWCx2fPawpKSE1tZWJr0+/FNRxibiTAQMPPzMNnQagdJ8J6tWLj+pDFlhYSEfuv5Ktu3cTffu50kooBehKtvBqkuve8PSY+8kiUSCJ599jDG6qL28nJxCD4qiMtQ9wtE9u4i+EOGG6246xQgNhUI89ewjYBrgiptms3fXHhRCLFptwWxKMtQ/xfYto0QjUXSSyP4DIXy+GLVVZiYn0/z69z0U5poYHY/h9abRiwJmi8KieWXH92G1Wrn00hV0PfA8E14/c6oLpkWje4Zp7Jqgat4acvKGGR/sZO9IGKMEomQlYdaz61gXBaYkwTgUW0VyLRqKLRKBhMKL/Sn0KMiKQJVVwJ+CaEpAfVUTtC0CE8kk1+Xo8KfBrhHJlxSSMthMBiozMzBoJBKpFD09PmxGB5+95Vr+9ecPYNKkmaNRGEqpjKTSWEWBDEmgR1UpkqAnPe2yHUbGI4KCgA0oFlV8ikwoEnnT3+GM3Mn5Y8awOw9Y8zIJD6nkuwRG0gI1Wpl9rTK3LNewpu71T3lcVvldX5wFDg0LHBru7fNTZ9Fxkc3Ii4RA40aItZFWw6SFGPXmceZK0zFoWikTAciSM/CIc/EbnyatkyEZRAyOgW16xk5VVaSqi1EqVqJ2bMd4y38RDXuJH9hB5keupP3e7UR+/Fnc3RtpuufTjOuK8DuqaJjMIpjKRtJoUHfsR3ewiVVzbJSuWHZez6fe4SR39SXkrr4EgGQwiO/YYbxHpw29oc2bUBUFvcOJa86rht7c+ViLS9+0PMv5JDvPw/93z0fe7W7McAYefPDBN8zqLywsZP369e9Mh86CYDBIQ0MDRxo7icXT6LQis2tLWbRoIcuXL6enp4dHntpEQl9J2ex5mK12QgEv7e2HGX78eT5405UnFZMvLCzkjsJCxsfHiUajmEwmMjMvvMFHc3MzQ9FOVn9wASbLdJUOUYSiynysdgv7nmqkp6eesrKyk9odOXKEOH1cfdW0gPDmjfuwiFFy8txsfq6L0FSU+gVm9Don4yMJHBkS4aBM70AMk1FL/3CC3fsDJFIingwjly3PprIsj2QiBkwnnni9XuKRAMlUihd2NHGwsQON3kJWfiWVsxdjjbRw+UVlVBUuo6evl76eXlRZZiIQQYkGqHUa6R6Z5OXeEHa9wKExLVlmDQaNMP18NwikFBWHViDXKbLcKWGSBA5OybwyIbPLlyatioiqilsvEknJJMJRWiWBrnCSfd4Yo0mBmM7P46/sJqXR0SorOEmRi0K1DkwS9AgqOyIwIkOOqBIRwScDCmQJKhYRxhQYVVQcM/bVBcWMYXeO2dKk8Pg+lYp8gcagQLYq0zUk85E1WpZUnr4c1mt5cihBMKVyd5GB9miSA6E4XylwIgoCYTWITcpCoJVAKsp/TsjUuezojTrk9AQSBoozfkyuICMpMVRRwp/nwhIsQrCXgQJKMoz83L8g1t+CdN1/kP7ZVSibvo/2rofwfesGIr/5Hk8KVkLOT7NWcrLc+yh2QiQ8QSxKDINJjz09hdNlxWwIE/3xlxg6ei1Zt30Gjd15VucoOjYKinJWrtSE30/cN4ntNUaazmYje8UqslesAiAdjeJrPPLqrN4Bmn7+XyjpNDUf/yx5l1yBKTvnrPo1wwzvJfx+Pw8/+hQDowrZebNw5ToJhwNs399Ke8fjfODW69i6bRcpfSELll5+/F7TG/JxenI5sPN5Xtm+iw/fdmqFnwvRmHstLR1NuMtsx4261+LMtGPMFmnvaDvFsGvtOEJ2gYnGwz10dfbj807iyTHSdNDPUF+ItZfbWL4yk20v+VHTCW67PQtJEGlujKCVdFSUZdLaHmDnrggSWooKXOj1Euqr6Z0+n4/mo/tR4gHmVBVw3RWXEo0laGzrZzJmJJlK49BGKcr0cLhhN0Y5TH2+BZ1Gw9hkmn1WmW0dY6yrdqHzaBBUGQkw6LTEAgnC6RiSIGCSBK7KljgwJdMXVTFKKiaNQI4Rdvpk6qwCCVGL2aAhFo0zEkuxwzdFWhUo0InUOyQmkgmGO5oxygKjaXg5DpmCSpYkEJAV2pIqCRki0nTGriQILNSoKAhMKSpTCqgIZAvTSRZvGlWYfr0dZmbsTsuMYXeOcVthcaXAnnEBXThNMK3wsUu1zCt5Y6NuOKbw7EiSG3L1ZBlEftEXpECv5SLb9MMrTBCnthRjRjY7gkOopJllEgAV7+i/YbZdg9l2NSYgziACMFnsIn/XCOJEK7hA1WoQdCaUHb9E+tDPkVd+DnXD99j8/77Di/6P8S/Sd/ik+kMa1/43ixZ9i4z/bsTQ3Ypk9VL12W8z9vIL+PdtQxnqIa4VMZZWE9j1EoHdL5P5wU/iWncLwhsIlnY/9ie6H/szxsxs3PPm45q7AHf9Qkw5pwZ1j2zfwuH7v4tkNGKvrMZRU4ezpg5HbR0GtwdBENCYTOirF9I0Vsia+z6Gwwzje3dy4L6v0f7bn2POL8S9YDHuBUtwzVuI1nJ+S4OpqkpjSwB7ho6CvLdSQ3GGGd6Ybdt2MDAGC5deg04/HQ7hzsyjoLCSA/s28shjTzAVFqhYdOkpAyhRFCmpnEdv4wtMTEzg8VzYiUl/SyQexpZx5nvLnGEgOnWye1BVVSYnxukabsGepVJQasKVI+DKEWk5HCM3z0hhkRkBLemURG6uEUUBkwXcmVqSMZFwJI7HbSYrM01Xt0j3YISasgys1ula091dHVikGINRyM7Kp7QwG0EQmF1dzCt7mnh253Yun+Wko7UJlyZOdUXBdAId4MqwYDIeodIWpMYhkWV0YBRllGQCRVF5ZCLMVAqmEiqLsyTSQCwNEVWl0iySqQcJiY5wmp1+Fa2kUKBLI6siQwmZDFGgziSywGVGRiCKxFRS4XlvkilRIKQz0xQI0SeqJBQVgwKVGhhXQSsCKqQBp6CSJU7/HwHiikqY6d+hN8eMQPH5YsawO8eUZIk8dEwlMpHCoVH59JU6qvPe2B2oqioP9sVx6ERuyNMdn637cr7z+I0fJoRFdOPUL+VorI8yayc5kg1BEDF0J1Djj8PlVwOgEeyAQNyqBUc5YveL04adICOu/DSBP3yJ53+2nvVHcviqPYfl+s0M112CnHc3BTv/SHHgN1grforyvWfx3XMd8e4WhAe/Ts1PXyYZiTPy/OOMP/E7Es3HMC27HJNBw8gD/8XUS0+R89F/wjJn8WmPU1FUxGU3M7e2nnDLYSYPH2TwxRdQVRVTVg6uefPJW7uOzMXT7t38S9ZhKShiqqURX0sjgy9vpPMvfwDA4HKjr5xHq34xx/yZGCxmKsssuGszyFm1lsuffAnv4QYmG/Ywvm83fU8/BqKIvWYWngVLcC9Ygr2mDvEcKecrisqho1Ns3DLK4HCUy9Zkzxh2M5wXgsEgzW39FJcuO27U/RVJo6Gscj4Hdz2MotEzP+P0VVVsdjeJlEokEnnPGXZ2ixPvROcZPw9ORCi0ZwDTSRatra10d3ezecs2Sucm+NDnV6PXawhMxZDTXqx2CTGtRaPRkoiLhEMJZtcaiUQgFJIJBtMM9cdw2CWysxxYbEYWzC+na3iSUDRITuEURm+QtrZO5GQSWXByxdo5JxnU82qLefLlJrp7w9S5Zcoqs48/2wF6xgJYdVrKy92MhlMEomny9CqyopBIpcm06gipKUbiKQwaLf1RlWyjiEVSUVWIpEEvCeQYRKZCMuGEzPakQKZRh1UjUaJVyNGohKIxImiwWiwUZ2ZQF59kd1jBlE6xKNOKNxRFlNP40iqlIjSnIC6KWBGYkhWsqkoSUFQwohIXBLRvW5BuhnPJjGF3jvn/2TvvOD/qOv8/Z+bbe93e+yab3kghIaF3BFSKFAs2UE9/3J31xILeHVhO7vTUU+yiiCIKSIQQIH1TdtN3s73vfnvvM78/NiysCZBKCt9nHt9Hvt+Zz8x8Zr7f/X5f8667RxT6ezMUGxQ+cbWamsK3FnV+OcGhgIq2YJZ/btCjEQV+6wlTplVzoXXSWpdW0qRIYsTMS7EYwVyOxeZB7DQDIIkuxH1rkWd3IBY1ImFEQEJR0iAaEfr/BvOLiSSTvPxylpc7P0AuPIFZkBmbfR+N3v/iA6tiSLM/RTa1i+jenUR/9kVMH/gmjq/8Ad+Xbybdc5Dx+1ZR8J2/U/OhT1F158fwbniB0af/wHhbG2q9HmVshJ5/+yi25ZdQdNc/oSmYtMIFAkk2bxlm06YRvL44d981iws+PtmCKR0OM/DsU/Q+8RhjG19GbbZMCTuVwYBr7nxcc+dPXa+E18Pgzn38/aVxtvdpUBJR6uMvUp/ehWeohNyPfomk0aCxWCheuYbilZPV9OMjw3h2bMW7Yyt9f/o9h37xf9hbZrPse0c2fD8ecjmZ1l1+nls3xrgnSVOdhU9/tJG6mtNrGczzziUYDJJIyjicR6/x6HAWkVVUKJkEsUgQs/XIMIloJIhaJaDXH+nOPNuZ2dTCXzbuxe8J4nDbpq0b7h0j61fRfMEMWltb+eva3zMaOkhWCoJjiI7OLI98bR3v+cBCGloKeWWtj1RCQS3KJOIyhTOKMZkipNMKDXUuDEYrWzd3k0pHUavMmExuRMGDP5Rl1oIrKC6qYNuBboL+cTr3Bbhi5VxWLJpBgWv6vKwWIy67ic6RCWbY1Gg108vFDHkiqMkxv6WJrrEIyZzAQc8Ybq2Is8BEiUnBMDJEf9BPW1CmQK+i0SyiQiaRkYmkc4QyCoIg0mIRORgFjVbPvnAcu5KjXISYCHFFRtKIVLnd6HVayvQBzAkZq9aAYjQQiCZRKQJFkshsgxpnRmZXSsGikuiXc6SzWQoAlziZjRuXIXgiui7vij1t5IXdKaZvMEulZVLUlTmPLXD/gfgGBvpmsthmY6FdRU5RcKkl1tgMU3d0MSIAmDDzeLQfh+sgWZUPh2ADQJxzPdnO9ahe/C7Cex5BkFQYxWoswnwoKibd8TQBb4SfP9tNuE/L4qVlOA/8nb6BEC0qJ6qV96DsfAIaV6NacBPG3BPEDu0k9ttvYHzfv+H4t98S+NqtJHs6GP7YRQy97+csv34pBWuupGDNlcR6DjH6zBN41j2D3lVGdF8bnZ+4GfcNd+J+1120t3v42996WbCgiLvvaqG21jZ1/hqLBXNVDZJOR8IzTs8ffsv45g04Z8/FOXch5ZddNTU2HMnw9y1pXt5iR5Ic3HS3m4uWOlG8K/Af2EtseBDpDdocGUpKqSy5kcprb0SRZUKdB8nGjz+b61UyGZkt232sfXEMXyDF7Bk27nxvFdWVeUGX5/SiVquRJIFUKolOf2SZoVQqgc1qRqtK0tPRxpzFa44Y09vZRmWx5ayPpzsaDQ0N1HfOZtvT7VTNLaKkqhBFVhjoGmFot5d5Vcvx+/089fwvEN3DXHS1G4OliEjSxsRAiE1PD/GT773MHR9ZSm1zCX9tHyMRTlDg1FJUHMRk1jAwkGDpBU5AANlIbU0l1dW1jE/4GfemufyKW7nkkkswGAykUimGh4d5+omfsXB22RGiDiAQiuJyFxJO63h5/y5mVhfhOuxOjsTTbOscI5GBdCSAnEwws7qSZKGFYCKHotFhsMCipTVMRFLs2PsSF4gZFLNETtCQFLJEcjCeEYgLErOtKgSDmnqXnacPDpJJ5FBJAg69BrdBiz+VxRMKU65zk5VBzskUOy00VlQSzMikgwHKyBHOZXGJUKSRSGr1lOug3RtkXAGbAjkBREHEKgogv3HHkzxvL3lhd4q58QIVl84Ft+XY7iT8cgKPEmN1ocS7nToEQUAC7i2Z3o9Vj4EruRFP0sqg0keh1o+OJDbFAgKodTVEF1ahfakLue1JwnXXoVG7kJUEVK2mL/wdspo4Nn2AxPh61nXIiOp6ynMHiPbspWjxamSjG+///j+cn/g+6q7nMSyfT3zjeuJPmFBf/2kGrvk2+kc/hj44gPOHt5Bsfgpdw2R9PGNNPXX3fZbqD36STDDA3h98l+DaJ4h87+t4RjxUz1vO1z4/F2vh0YvFFi5ZRuGSZaQC/skkiLYd+Ha3Ee7tofyyqwhHMjz/8gQvbfYiiQKXrCxgzQo3RsPhj7CpGnNV9TG/T4IoYms6sRZfqVSODVu8PP/SGOFIlvlz7Hzk7lrKSvJu1zxvD4WFhRQXmhnsP4jVtvyI9YN9B3HZday56CL+8twm2lsFahrnYjLbCAd99HTsQp0a5MLll53VJYLeCJVKxTVXXceWLQXs3rGT/m37EBCwaJysmX0t8+fP5xe//j8E6wQzljmorC1kZGSYdDpN84JiRFFi/e+H+Ovv97NiTQMXXXYBL/xlH9s2+VBJMWrrytgX8vHkn3ow6BUkwcGqlavIyRq6+yQuufQKrr322tcSUrRaampqKKmeSduB3ZQVO48otbJzby8mZzkfvPp2vvvgF/j5S32UOzSoRAFvTCGc05GWIRKLMaO6gnlNFeRkmRFPgH5/kpBk4aKrLmHZhav4yr/eT3vbC9hSKpxagbAsEVPr8WQUFpZqaNDK+PwK/YEI15QY2TScIaEIoFJh0agRgFA6RSAaZzgrEJVBpdVS67Kxa9CImIhTZVAxFoyAKDDLaiBtddATiRP2h4llZXxAkSBQL4hoT6S3V77zxGkjL+xOMTqNgO44+mIflH0IAtxdasUqvPGHVCfoaWY2+4QENcYUBjFLubAVEx8GQFIVojic+MsqyPz1p/wwaefef74Ll82KIKqJl9di1G5ngWkdA7PfRZN+K403PYB+xy9Q2rehbP058aJL6fv5Vxjr/SDVlzZjzPYQv/wjTPzuv9i8LsAr2itZvugBLjr4DdTjvfg+fwOuB36DtuW1cieS3oCkN9D0ofvwLlqKb+c2xlpb6fnrUwCYyitxzJ6Ls2UujtnzMBSXTPth+cfSJsFAgj89M8JLm7yIIlxyYQFrLnydoHsbiSeyvLzJw7pXxkkkcixe4OTy1UUUuE9PHb88ed4IURRZumQ+f3zqJQ4d1FNV24JarSGXzTLY34FvfB/XXL6IWbNmodFoeGnDVg5sOUQmCxoVlBWYWH35pVRXH/vN0NmGRqNh5cqVLFmyBJ/PhyAIuN1uVCoVo6OjDE50oi/PkJEjbN/VRzoTI5tLksqGMbl02AsNCDkDtRXzqVxVjCQ72b0xwNhgjv7uUcKRJAO9URx2K4sXlrNh0xi5rJGKqmVcfPGlRxXES5ddyNNPDvL0i7uYN6MSl91CKBKn/UA//QENF191MXV1dVxx4630bPs7GqcZh9VMs93MUPcB/jI2yK7xHHfPnnSdS6JIeaGTjpFutvVE+OgtsygtLeVzX/sG3/j8v3AwOoJDp8Y7MY5Fp2ZJbQH2hI+2niGGolCqEWm2a9g1LtKTVDBGs2QzESySiKiT2Dk0Tq9gIKwS2OsN4R4cJqUojCVShNQCNpuVQDJNIJHCQAB9RqHcZadr3E+dKKAVBMYVhWy+aetZRV7YnWH257yUiGaswrGJg5k6PVVSmqQiICBiYHK7oZEkf/zLKg51GbnP0s0/Nf8ete6D5BRQY0Ww1SAkdlBlHWXF+y9B2f4iQqQVln2A3OBOiHmxSL3M+N5vGHnyDxz67fPUzxNI19bygnQVq5NPc/GVzRRe9z7SB0oJPfIJ0oO9eL58C85/+RH6JZdPm6epohJTRSVV194IQGJi/HDtuV3497Qz+MxTKIqCzunCMWsujllzcc6eh6WmDkEUiUSzkxa6w4JuzYVuLj5Dgg4gl1N48Fv7icayLF3k4tKLCnE6Tn//zzx53oiWlhbS6TQvvtRK68YDqNRmspkYZoPM5WvmsmjRIgAaGxupr69naGiIeDyO0WiktLT0rOkgcbJotdoj2qRls1m8vgn09jHMCRV6m0CRy0oiriabTSMJGbJyAs9EAFGQOLh3gETQwH33fgCj0Th1rSorK9FoNHg8HkRRpKKiAqfz6MkoACUlJVx9w21s3LCeZ7d2Q64fRDVmVyWXXrOKmprJlpFXXnUtzyow0bOXVCDOyISfLa0dFJTVIokq1h70UW2PoNOoGArEGUuo0NttGI2Tbvfq6mpuu+djtD71GDMLLUTGhilOB2ipLGHPoJaOnhCxXJRsTiEjaai2mfD7EuyKZumJ5TCrRMLZFJ0pyNoN5LR6otEQ2w50olOrGcnKvBSI0qjXQDqFSpIIxJLE1BrsKhVZgx5/Kk2zJKIB4ooC5E7XW5znOMkLuzPMwZyPJumNvyj+kZwiM6IEKBMUJCSGR1M8/0Iv7ftC2C0Orr9yD/WpWrLeTRyMPYhbuIkS/Z0IogpURhQpCt1Pg3shyuh6hPIrkO78GYSG4aWvYYi1Uf/FbxHt3EfuN/8P7fqfc9M1X0Idv5HM+h+TKnaiXXQl1o8+TOgH/4/0+Ci+/7gH+30PY1xzZD2sV9EXFFJ68eWUXjwpANPhMIF9u/Ht2YV/Txv7//e/kDMZsgYnA+VXcUBuQk4lWbnQzDU3z8ZefOzX6FSQTsv87ZUABp3IJcvtSJLArTdVUl6qx2o5DpNsnjynkfnz59PU1MShQ4eIxWLodDrq6+unym+8yqui5J2C0WhkbMSDwxFFpbFRUm1DUomYzFqC/ggjPUHS6Sxer5+nft9KkauWJXOvoKmpCYDy8vJp+zuea1dSUsK733MbHo+HaDSKXq+nsLBwmoVPp9Nxw403Mzy8lN7eXgYHBzENRvjIdReg12nY3ztM39Ao2UwWR2UVi6tKea59gEzmtdZdF65cSTKRoG/XFtKyms5+H+3eBIrRxsVXXsNAVycD+/cxEksRTmS4wGUgkJaZkFWEVRrGwxEygoDLbOLCEhelSpqQZwJ/OovKUMDGniFCiRQ1Bh02nZaMIBHJ5kgoChfWVtPr89MfjlIgCOgEIH18bcUERUQ4SVfqyW5/vpIXdmeQkJJkRI5wo6bxmMa/lO2jX/aQJUfaq7Bz7Wq2Dh6g9MK93DbnGubWxIgF9yJIHyW1cStB1TgmeRAAAQHURmSdCJ2PI6z4MsrEFggdQrA1gKMSpfkGaPslSvP1mBpmIn/650S+dBGxRz+PWDEbw4wlJP70PdQzlqGZvRLrJx9BUQT833g/gUf+H3I0hOnaDx1TzI7GYqFw6QoKl66YvBb+GH/9415eaQ2RjcWo8j/HLGEPqj8F2PQnMNc14Jq3ENf8xThmzUNlOH3xbLsPxnj8WS/hSJYrL3otm7Cl2Xrajpknz4liMBiYM2fOmZ7GWcXExARWi4XRQ/3UzEshqSYFgKgSsVhNbD/kI+JTsJrdFJjncMtNt53yki9ut/tN9ykIAmVlZZSVlREMBomMdBOKJXDazCxsrmFhc83U2OEJP2iM2Gy2qWUqlYorr76akXnzOHjwIC+9uI6B/k5W1JQyu7qCUqedjXsPERoao1qnolCnQadWMGVlopkUGUmk0F3IiD+AqcxFc3UNqZJi9vb1s7NvjAKTkXQqyaggEcwoIMoks1nKdXpqnDZchUVkFRgeHCSQSkEofHwXKJ8Ve9rIC7sziFdO4BT1NInHZo3amB3Am/bjiaUZ+59q7BYvN9+oItDcySxBhy5TTQzIOiyoaq5BUK0lrfimthcQUYrmQefzk1Y7XcGk1c7WMDmg/jI4+BfY+zgs+xSCwYZQMhN9rJXkeA/xTBrrbZ9GNE4KHE3zBQA4v/IY/q+9j9CjX0UO+7Hc9s/H3MorFsvy/CuTLldF0XPFDeVcsrIAo/56FFmeTKbY1Yp35zZG1z9P7+O/QZAkbM0zcc1fjHPeIuwzZiGq1W99sLcgEM7y2F887O2MMaPOwCfuLKbAmbfO5clzrhEKhWieW8noC31sftKHdzhJSa2BTEph8GCc0c40NouT+bMXUF9Sf8br+NlsNorrWtjZsYGyAgca9Ws/zdlsju0H+3FWzqOwsPCIbUtKSigpKWHlypVs27aNAztbebbXw/j4OAGNhbQmRoNFQyCXw6TkUAkyBwNh+hKgTQyhkXN09g/gjSWYU16M2V1IrGMQoyJzkc2A1mDE4nAiKjKe0VE82QzRQABLYQnLL1yJJIp4giHW/+dDb+cly/Mm5IXdGaRWsvOI4fK3HghklByHcn6KZBD8Wqqv6+KCedtoVN3HVgEkNEgqO4KgJZPuQzP/YwjJDWRyAeCwqCNHprARpE0wtB5h8f9DGXwGpe52BLURQdKgtNwMrT9GmfEuFI0NGQOKLKJz6EklggR/+Z+g1mF4XUydpnY2zn/7Db4H7yTyx/9BjoawfegrCKo3FluxWJYXNnhYv9GDosCqZS4uvrAAs+m1j6QgiujdBZRddjVll12NoijEhgfx7dyGd+e2qVp0ok6Ho2UONe+5A/fCJSf4boAkQiCU5UPvLWJus/GczBbMkyfPZGIFioTNbmVgeIzRvgiSWkFERKvTUFzuYPbcWjRZA6bT3InmWFmxchVPTYzwx5fbmVnpxmk1E4zE2Nc3TsxcxrVrLnnT7VUqFcuWLWPx4sVs3ryZn//vf9Ns1TIQlvhdt4dqjUKJTk08J6PkZG6wa1DUKvaEcsyzaMjJCXb29BNBZDQSw4zCAXJo0zka1GoqjAZyei1yPMlgIIDOWYAkipS53dhO+Brmv2NPB3lhd47QJwfJkENvEFhRX0RU6kaNSJY0ACo0CIKIpC4jnelCz6UIqMjIIRQlBwgIcg6tYICKS6H3zxAYBCULE5uh9PCXRs1qGNoK6SiirQLLfd8j9OBNyKOH0NgqyGYFgv/3AHLQi/Gy26bEj7qmBecXfoH/Pz5A/O+/Ro5HsH/8PxB1012msXiWF16ZFHTW1p8xr0LH/IvnUVQhoJfsvNlHUhAETGUVmMoqqLzuZhRZJtzViXfnNry7WpHTqZO6xhaTis99rCwv6PLkOYfJ5XIcOnSIR//7T0Sz47jKJFbfVorVoScRltGoNQiCQnA0QaHGOhVXd6ZxOBzc8J7b2b59O637dpEb9iKqdVTOvZRLFy1606SN19Pe3k7rs3+mMjTEsko7LwWGKY7J1BvVKCoNKkXGnZPJyDlSQhYtWfpCUVaWFXBgJMhuX5hKMpSoJFxKmnQ2x/6xcTxaLZVaNWpFJpJOIapUOC2WkzjjU+CKfZuEYSqVYsmSJbS3t7Nr1y7mzp07tW5gYIB7772XdevWodfrue2223j44Ycnby7OEHlhd45wQPaiFSSChKkWrUQBFRJZJsWMxKR1LK5Nk1LasQsqJAwoQpSsEjw8RocEMPej0PcM9P4FGq5GGVkPJRcjCMJkksVFX5w6rmiyYfnnXxL+4sXIiSAqvR3RUkj4if9BKihDP2/V1Fh1TQuOf/0p/ofuIbnpr/iTMZz/+mMESSIWz7LuFQ8vbvQgy5MWukK9i8jBdg58/wX2KzIgYCorx1Zbh7WuAVttPbb6RvTugqOKLUEUsTY0YW1oovaWO0/Jdc6Lujx5zl2SySTf+PevsXnfs2jLQrhcejJpmRf/MILDrWX1u8vJpFMM7kkT7peYe1njWVWg2Wazcckll5BeuZJEIoFOp0OrPfbs+2g0SusLz9FiloiXuBDjQcRcljl2PXNMIu2hLMmcQqlRQ18wTiIt41IJjIcidIk5vIEk5bkckiRSqhLIygKNGoECWWZ/PI45qyaczTEkaKh2F6DXasnmcvSOjJ3Gq3Lm+Zd/+RdKSkpob2+ftjyXy3H11VfjdrvZsGEDPp+Pu+66C0VReOSRR87QbPPC7pzhYM5LpWhiAh86FDLESCMcIez0uoUk038DQC2YkQmTkf00SO9CUPrIEkUwFKC45oBnB4JgAott0nInHN11KjlKsHzgC4R//AAyAlLcg/7qO8hmFbIhP6rXtStS17Tg+OcfE/j2R1FCHqLhOOtbo7y4wUNOVli11MUlKwuwmNVw1ecByKXThHq7CXUfItjVSairk87f/ZpMdLLbhsZswVpbh62uAWttPba6BixVNW/YYeJcQFEUMukMqVSaVCJNOpUmlUyRTKZJJ9OTy5OpyefJNEVlBcxfOvtMTztPnrOaH/7of9l04BnCCS+uSg31S8yUzTAQnkiy/+UQf/5xDzaLCbVso6ywhNKS0jM95aOi0WhOyOLT2dkJQQ/z5jeywzfOSG8nJp0OVVZBlBS0YgZfLENMEgABs1okrNHiTQkciqZQp5KogIQokJNlAAazMmZx0uOzOZojjkDQ7SJnMLFu3z6yioBiPLL7yVuiCAjnQPLEs88+y9q1a3niiSd49tlnp61bu3Yt+/fvZ3BwcKrkzre+9S3uvvtuHnzwQSwnZdE8cfLC7hxAVhQOyT7mqKxMAKKQJCtESCoKWSVOjiQ5EoiCCbXoJCdHkZUkKsFKikEyig+rUI+RArJKdHKnCz4Nf7sDep5FuP6PRz2ukgghH1yPNO96xLnvxrzyOUJb9qMIWrQXXMXgAx9FEAQKPvIljHNeK1KsrmnB/v/+l9FHPsc3vrSJnNHBqgtLuHTVYUH3D0gaDY7GZhyNza8dW1FITIwT7Ook2H2IUFcno1s2cegPvwMm+yGaK6uw1da/Zt2ra0B3jO6Kt5Odm3fz+5/+mdRhkZZOTT5k+a2LeoqigEarYdmaRXlhlyfPm9Dd3c2f1/4WsSBKSZWG+dfYUOsEEmEZe6GRFe81sn99ECVkocBRiiplQTnPmtdHIhEskoJGpaKwtJSO1hwWrcRESkJr0uHKCvRGgoylcuh1GjIKDMYUCqxmRiMJtGo18YyMyagnmU5RoJYIZrKMZGUSCMTUGvRqibKaGm6/7z4SiQQajQaXy8UXvvGN45qrcAqE3UkLw7dgfHyce+65hyeffBLDUSoxbN68mZaWlml1FC+//HJSqRQ7duxg9erVp3V+b0Re2J0D5JB5j3omI4xgw0hMCCAhoSJHijBJZYwYQ9iEJtTiZHZXRvaiFqwkBZGMPJkZqxJMpBUvAIKzCcVcCZF+FO8+BNfMI46rDO4mt/6HCEYnYsMKpEW3YY48QnxEIvJf95IL+pCsDkb+89PYrrwFec3dbGn1YDCqufSSFkru/y9u6lJj+PmncLWVolv8OTCXHHGcoyEIAobCIgyFRZQsXzm1PBOPE+7tnhJ7wa5ORja+TDaZAEBrc0x35dY1YK6sQlSduY+6zWFlxtxGdDotGp0GrU6DVqs5/FyLVju5TKPTTI7RatDqJ8eo1Kq8ezhPnrdAURR+/8RvMdclsBQZcFYr2Eo1SGrQWWUmupLY3QZKGox4DipMDAdxaJy4XEdvcXiuotPpiGUVZFmmorwcQ0ExWe8YE5kca4dDuEgTTOcIiCIlGhXr/SmigoYlpSVYcwLDg8OoslkckpqEJDGcSKAFzGoJjwxJRUBnMmPX6VCr1cyaNQuAcPg4S52cYv7x+Fqt9rhc2EdDURTuvvtuPvrRj7Jw4UL6+vqOGDM2NnZEprLdbkej0TA2dubc03lhdxaTU3K0KntoFmq5VF3Lf2cOUSY48bMP6bDzVUZGQEA+nEShFie/qDKyF5VgQBDUZGU/ABZxJmnFj6Iok2Jhzsdhw7/Azv+Cy350xPGF+hWItUvJvvh9VGWzSKWsaAvLMFWVEe/2YmtYxdhzf+YQjbQ9NsHQ7x/DXF7Omssny6eoSmpYUQJR8/2M/ujf6fl/t1L6ya9hXrSScFcnpupaREk6rmuiNhhwzpyFc+asqWWKLBMdGZ7myh1a/wKdv/sVAKJKjaWyGmvdpNAzuAsYfXEtztnzcM6Zj6W2/pjLs5wINY2V1DRWnrb95zk/SSaTdHZ2MjY2hiiKlJSUUF9fj/oUlPY53xgaGqJ/4iCWYoGgP0TpXDOZdBZBErEUaEiEs4z2hNFp1YhqGO0NM2dlE3V1dWd66qeUuro6tpvs9I55qC0ppGXeAobbWrG7C3lhdwebghlcGh39OZkd4ykyopo1lS5GPT66FTVpjZEqAwS9XmxqFS6DDo0iIysyh3ICzUYTAUCUcwQCgZOb7CmsY/ePBaW//OUv88ADDxx1kwceeICvfOUrb7rb1tZWNm3aRDgc5nOf+9ybjj3ajffUb+wZIi/szmL8hPiLvJ4CyYlFMTGk+LlQbKJOuIyDihE1m5CRERHIHY61Uwk2ECQyshdJNICgInPYSmcX5zHq/wIJcxkG7QIoXwVaB3jbUeIeBMP0Wk6CICCtuRf5lx8j8fuv4nt5M8amRmzFu/Gu/Dqb9+TYYm0kOjxMBQNcq3uZpugoJcZPoCh1Ux9s07xl1H77MTy//yHayjqSPi+vfPh2VGbz4aLDS3AvvADDCca7CKKIuawcc1k5ZavWTC1PRyKTYq/7EMFDnQzs2kfv2ueov/Y60uEg+374CHI6hdpkpuXez1Bx1XUndPw8eU41g4ODPPnkM4yNhVGrrciygiy3UV5u58YbrzvjddfONl5++WU8iV7M5iyquICoFtFaJNJxmdBEEpNLxfD+HJGJDKMHZPQ0cdMNt6A6g5b804HT6aRx8XK2vPgsyUyGkrIy/GOj+Ab7cOi1iMYynBqJoXEvAUnCptexMZhmPBIjpzNSVFjAIa8HTSZHsQgNDiuRbI690SSFDiu1JgNdqSyjsdjJC5dTKOwGBwenxbO9mbXuvvvu45ZbbnnT3VZVVfH1r3+dLVu2HLGvhQsXcvvtt/Pzn/+coqIitm7dOm19IBAgk8kctebg28X59ak+z/AyeUfkxEaIOFESlAlOGoVKaqhkiHLGGUUA5MPCThBE1IJz0mInGlEEkUxu0mInCkYUJU0mOwpaEEQJpek2aH8Edn0Pln/tiDkIJgfSqg/Dc9/Cfs17Cf7tCX67rYU9f9uCo7Kay66ZwZJ5K2DtTwk89wKSrGbiRw8Sb99CwT2fRzLbJo+tN1B416cBkHM5lj3yEzw7tuLdvoW93/tPkGX0xaW4Fy7BtWAJrnmLUP9DW6TjRWM2o6meSde4gw2JcnzuZVx/dxVz1pQhabWMb3iRti99Bo1JT2pihEw0gtp0csfMk+dkCQaDPPHEXwiHdcyffwUazeQPSyIRY9++rTzxxFPcffft6HTH1l/6fCcYDLJz3xZkbQKzS4Ocy+EbSFO72IrOJBPxpglNpIiHMni6sojBah744oNHWHnOF1avWYNao2H31o3sPDBIWrTQltAxmFCxrKYIlSBgyknUmnSkkmmMmRSrnQaGEhkC6RhbFZGsoiITS9GXCZAS1ajVako1alJqDU2uAjzxzFllObZYLMecqOByuY7JBf+9732Pr3/961OvR0ZGuPzyy/nd737HkiWT9VKXLl3Kgw8+yOjoKMXFxcBkQoVWq2XBggUncCanhrywO4vxKUHCSob/Se3iWk0VAGXCZAaqWjBSLVyBR/k1oiKSO+yKhUl3bEb2oBLKUYDMYVesIAioVcVkciOvHaTxvbD3JzD4IkomiaA+8sdCbF6D0vESWu92Cv7fd5n3719jVuhHLHrXlzAsOuzKeP/9mBauYuyHXyczMURky/Mku/dR+LEHMLQsmr4/ScI+czb2mbNpuPMeMtEovvYdeHdsxbt9KwN/+SOIIrammbgWLMa98AJszS1TcXJvZeaWZYX9B/y8snGY3Xu8qFQiCxcUsOKumdRUW6a2tTbOpPGj/8TExvX0/eYn9D/2M+xzF1C4Yg3upavQOs+v+Js85wb79u3D40mxaNFqpNeFKuj1RmbNWkZb21o6OjrybcQOc+DAAQRLHJIKVpcRo0nHgY3jbHlsgprFZlQaGOtM4OmSUceKeM/195zX106SJFatWsXChQsZGBggm80ya2yMbX/6HRfVV6BRq/GNjfHHZ/9GXS7JwgIrsUyWsVyWWbX1NDoL+dMrW9GIkE6ncGjVGEUBWVKRlGUC/gBaRyF6vf6k5nm2J0/8Y3/gVwtZ19bWUlZWBsBll13GjBkzuOOOO3jooYfw+/3cf//93HPPPWcsIxbywu6sxkuAjKLCiIZBxYcBLQ6mV/jOCRnMSjlGyqaWqUUXKXkIHU0ogE4qR1FkBEFEJRWTzb4m7AS1HqXiEuh9Cvb/Eubcc8Q8BEFAuuQTyL/4KNLAKyz5zo/wfe4SvA9/AsfHHsZ00Q0AGGYtovI/f43nF98htO5JMp4xhh/8OPbr7sJ580cQ3uAOT20yUbR8FUXLJ2vixcdG8e7Yimf7FvqffJyuX/4EyWCg3bmKoK2GusYS7vzASoKHg1ltVVWodToCwSSbNo+ycdMI/kCS0lIT7725gcWLCjEYjjy2zl1A1Xvvouq9d5H0TODZtJ6JTes5+Mh/0v2LH7HysWdPa+xdnjxHo6OjG5utZJqoexWtVodW66K3t++8FifHQyDgx1ygxqqYGd4XZdG1JZgcBtqfG2LzYz7S8SzenhRa7MyuncHll195pqf8tmA0Gmlunqw0UFJSQseWDagkiUQixV+3t+Pz+qkwCOweTSFLarQlVSy9aDWo1GzZc4DGwgKsajX9nR3EI2F0KEgaLYpGSywSZuuWLTQ0NJywO1s4/O9kONntTxZJknj66af5+Mc/zvLly6cVKD6T5IXdWcy44icmCzRITgaVfsoF5xGWqhwZ7GIzVhqmlpnVi9DJlRik+bSI5ZiFxtc6REjFJFI7plu95nwMBv4OXX9Cmf1BBOFIMSOY3UgXfoiJp/8P0b0M92e+TfCH9+P/6VdJ93dgv/0zCCo1ksFE0Ue/hGnRRYz96BvkPMP4Hv8hiX3bKbz3q2iKK47Y9z9iKCqm4uobqLj6BhRZJtR5EM+OLfTuClPRUk3TzDKCfX38/q67UIA5//Z99gyp2LPXh1otsmhBISuWl1JVaT7mOBCdu4Dy699D+fXvIR0OER/sz4u6PGeEbDaHJL3xV7MkSWQyubdxRmc3Go2WZCzDnAtrOLCrm21/GqWw2kjz8lKGD0YY2hPGYjLjsheyevnlOByOt97peYbT6aS4cSY/+eVPUI0NEfSN0yhlKddomUhm8OSylEoSqXQaJZXCZjKy42AHTU4HmVAQt16H0+GgsKiYvaEIM12FePe0s2nTJlauXPnWEzgPqKqqOmp5nIqKCv7617+egRm9MXlhdxYzpvjQYaRRdLFZ3sk8ofqIMVnSqJnuPtVgI53eg0ZjRytOr+umVpUgKwlkOYQk2QAQjAUocz4G7f8LQ5ugfMW0bXI5mT17fbyyoZh9e69n8cTzvP/fP4l99SrU/T6CG54hM9yD695vIFknj2dacCHVD/2W8Z/+B+FXniG+t5WBz95GwQf+FfPKa45ZcAmiiK1pBramGdTf/tpyz1gIx0e+w/Y9EfY8HaC83MKt72lk0aJC9LqT+1hrLFY0M/M14/KcGUpLC9mypQ+YdcQ6WZaJxXwUFx/5XfBOpbq6Gnmrjrg/zEU3zKPzQBcRfwJRVlPdXIyY0RIZzaEPF7Ji+TtDhBwNndFIKhSgKBXCYtChTSewqkUkSYskq0h4J3j2T3/EbTET6+1i30QE/9gYC2wmzBo1w54JdnoDOBqauWLhfLyhMHu2bWXx4sUnNiFZmHycDCe7/XlK3iRxlpJUUqRJ8XHNCgoEPX4lSpl4ZPHdHOmprhNTy+QAkcTfyclHpqOrpWIUBTze3ukrGt4DZRdD39ppdyWxWIYv/Nsm/vfHu4nFM7zv/Qu4uXIncuvj0PJuTPYk7g/fT9YzwthXP0CqZ//UtpLFRvGnvkHJZ/4T0VFINuBj9LufY/yRL5CLnljdo0AwRWdXiO3tAbbsTTNvUSWf+9fFfOGzi1h5YelJi7o8ec40s2fPQqNJMTBw6Ih1XV17sVgEZsyYcQZmdnZSXV3N7NoL6N4aZLgzwKx5zTQuKMdRrmfokB9vbwox4uTWG98/rZDsO4l4PE7fnjZmu23Mqa+jrLSECUmHYrBSXVJMscVAzO/DGPJiTETRK3BFcy2iVkd3MkN7MkfQaEWl11NiMeOyWil3u4l7PExMTJzQnIRT9C/PkeR/Bc9SfAQBcAt2hpTJAsOlmAkp/agVIzkhjVkoOSzspreeUakmv7wy2RFUkpNgIEZf9wS9PRP0dY9x8KCLdOo5/vfnLWi1k6JQkNTItdcy9Nz3cVbtw1jeAoDRqGbNReU0NzsoL5vMGJUbvoBQWA8aPex7Am1kF4X/9lO8//N5Jv7949jv/GdMK66e3K8gYFl+OfrmeUz8+JtENj1HcO0fSHTspui+r6FvnndM12NwKMrzL46wfZeHwgI9939qFqtXlaHLC7k85xklJSU0Npby9NN/YcsWHaWl1bhcJYRCXvT6FNdcs+Yd6U58I0RR5F3X3UQkFOGlx59hz/oRrC4dEW+aZFBPtWMGl1xwA5dccsmZnuoZY2JigtjEGIVaFVV2K01aDQlEusNBHIJINJnCThajJLBzaAzBZGF2USHEE1QiE9UbWdjYSDqTpi8UJBwKo9JqUDi/OnecL+R/Fc9SvEoQABd2DiqdQJyO3IPEpTgVXMSIso3Lhf8iRwbVP1jsVKKLXFbi6aeeYfOLOwj4YwCYzTqqagtYdpGGmjo7sViG7a1D2GwGdreP0N42jr9/NndZull+WNgBXHbp9OK6YsXcqefKrPfAhm8hZTwU/uv/4P/Vw/h/+iCZgU5s7/kEwuHAWrWjgJJ/+TahdU/iefRhkr0HGPzS+3G+92M43vXBqXGvR5YV9h8M8PyLI3QcCuKw67jp+mqsuii/f/Q5Uqk0H/n0jafgaufJc3YQCoX49a9/y84dHSTiamKxKMPDG7Fa1VxxxSquvvrmqYy8dzrZbJaenh4GBgbIZDMsmL+IeXMXsH37dvqHu7EbtMxYMYs5s+fR2NiI+A6PmRUlCUEUyGZzaAwSF9VX8lIX/GXUT8QbRkcOfzpBVqPjhvpa3CYD+zUaRGSkdIpkKoXVaCDnDxKPxwiFwxgcLgoKCkin0289gX/gbM+KPZfJC7uzFC8BTIIBnaBlSPFRgJa04IfD8XSvfpyzZI6w2AmCiNP8Twz37uWC5VVU1xZQVVuA02XG643xyqZ+1q9P8etfPEsqlQUFCovMzJlbzOy75tPYdBzFT8uWgL0K9vwO1jyA4+7PoalsIvCb75Ae7ML1sa8jWeyH5yVgu/hdGFsWM/qDrxLb9gKen/4n8d1bKPrE11EXTBYozmRktm6f4IX1I4yNxykpNnLNFeVccWkFkiTw979upbtjCHeR7W2t8J3LyXjGQxSV2N+W4+V5Z5HNZnnooW+zvXUAp7MBq8WKyZhBkrKIYpRAIH7eFdQ9UUKhEE898yTDkR4MRRIqrcTufUn0GRuXrrmK5uZ7z/QUzyoKCwsxFhQR8w0zHg7gsJiw6bVcPbOObYPj/MkfxaWWKCkqpsRsxG3QY9RoKHM5GBwaQacoZHM5srnJ6gqhRIKuSJxF169Gp9OdkLA7lQWK80wn/y1xlhHPKGgl8CoBXEwKiEHFR7FgREGejH8TXjN/50ij+gdhB2A1z+ZT/zKZADA6EmbjxkHad40yNBRCEHRU1Xm4/X3zmTWniGgkRWmZ9YQEkiAIKPPuhmRw6rV5zY2oS2vwff8LjH31A7g/8R9oKl/L2lUXllL+bz8g+Oxvmfj5d4hufYHe7gPI7/kc6yfK2brdh1avp7rKTF2NmZ6eEO2CzNVXTFoOL71mCZdes+S453o8JBNphga8DPR56O/1MNjvYWjAi5yT+cEv7kWtyf/p5Dm1PPvss2zauJ/GhkspKa5CEEQUFCLhAF7fEJ0HR2lra+eKK4rO9FRPinA4zKFDh4jFYhgMBurr67Farce8vSzL/OXZP9MT20P9gipsTjPuUheCILBnywGefeUprFbrOzae7mjo9XqaFi5hS3cHQjSMbmyCMpcTtUqiyGhAkEScVgsXLllCKODH4/dg1BUyv7SYsUiMPaMe1F4/woSXMQQSsSRNyy9k+fLlZ/rU8hyF/K/TWYSsKPzPdgWLFnJzAhQLBaSUDBNKiHni661ECq/a7HJHsdj9I7vbR3nxhW5mzS7i6mubqKzrIZZ+hXJXMaKow2Y7yUKThTOPWKZrnEvhl3+K95HPMv6ND+N4/xcwXnDp5OwVBZ8vSr/7ArrXPMDBp59jsDPK2HcHyOgT6LUZGmZU0NcbxOnUccN11Sy74O39MfvCp39BwB9FFAVKy11UVLu5YEUTldVuBPGdc5f4qsCNRVPMWZDPxDxdyLLMi+teRqcrpLSkZmq5gIDF4iCTzTA25qG9fT9XXHH5GZzpiaMoClu2bOHF9m0EVTkki55cJIFt+0ZWzVrIsmXLjunmcseOHfzt5b9ga9QT2OFBQMSkMTFjdiNzls3g5YlttO3elRd2/8Dy5csJ+f3sXPs0vX2HMIz4yGSzjGRFoq4SxCI3DU1NeCYm2Of3MeLz47ZZsRsNNMyZQ1ajoccfYPaqNbzrppuora09aq3FYyXvij195IXdWcSTHdDpg88shceVAC1CA8OKHwWFYsGERwGmwlUFFBSyR8mK/UcuWlPLxZfWo1JNxpikswJCfCUKaeD0tSVSOQpx/esP6Pr+v9P+0HfxV+9k3NrIQJ+X0NAIksWK1WGmctmlLPF109vexVg2jqx2UGCUuf3W2bTMdCCeJiGVyeRQq4/+xfT+j12K2aKnpNTxjrHO+Txh+nomGOz3MjTgYbDfi2c8BIDdYeJbCz50hmd4/jIxMYHXG8JiPvoNjM3qon9Axu/zn/EG4yfKrl27+EvbRmyLGpnbXIekUpHLZhnp6OHpbZM9ORcuXPiG26dSKdrb2/nv//seqYoQzVfVo7WrScfSePvCbNu+g2wmR1lDEV2bO1CUq87J63S60Gg0XPeud9EyZw6729roOngAnShxRV0dzc3NbFj7HC/uO0BjcRFFDc3s37eXtX37iepN1JY7sJVVcvHKVaxcufKUxCsK051PJ7yPPEfyzvjFOgdoH1d4ukvhpiaBUkccf86HQIohxY+ISCEmfKhZJvwrXg4AIJMFlKO6Yl+PVjv9bdaoSnFaPnjKzyGXkxkbDdLf62Ggd9KF2d/rIZl0IScuwLS1h4pSLxddtALR/xcKhRia+bezW1PNzgk7QuNM5gU3MHv0NxRsSWIv/TDCzE/DKUhpl2WFvrYD9Pug+9A43Z3jmC16Pv/V6486vmVOJYqiMDoSZnf7CDNmFlFReX7H1j35+BY2rt+PyaynvNLFvIW1lFe6KKt0UVKaz8I8neRyOXQ6A/FYlGw2g0o1/WZNlERisQDugqZzUqxks1k2te1AP6OCyllNU8sllYrymQ2k4gk2tu9gzpw5R+1BumvXLjbu3EDr3lZG1L0U1xro8XWgT+vRaDRIxSpUsSxtO3az8IJ5yIp8zgrg04koitTV1VFXV3fEusLCQrZs2sTuPbvJSTpUcxbTYHNQVVNDWVkZ9fX12Gy2t3/SeY6bkxJ23/zmN/n85z/Ppz71Kb773e++5fiNGzeyatUqWlpaaGtrm7buu9/9Lj/4wQ8YGBjA5XJx8803881vfvMd0+h6rwfmFsIVtdCn+IkTAZIMKl6KBTtqQY2giJiFUnwcQlCEqf6wb2WxOx1kMzmGh/xTMWiTcWhe0unJiviFRVYqqt1c866FVFa7qahyoR7ai/f7XyR3qJuuS2/lub05+v4SxaZ+kYtXV3LpB67AoL0I7+9c+H79PTy//T6R/bsp+dD9GBqOLNb6ZsSiKXq6JujasZ+RbdsY8yaZ1/VbhuyziS+4jlnzmmhsLj5iu0wmR8eBCXbvHmF32zB+XxyNRsJs1p73wu6Gd1/Azbctx2I15H8Q3wZSqRR79uxhYmKCVCqF0aTF5wsyOLSfqsrZ096D4aFDyHKAJUsWvckez15GR0cZS4WpaZp/1PWlTbV07uljeHiYqqqqaeva29v527ZnsDSbMcf1lGrdZIUIumI1Go2Iw2aBHGSFDAfahlBv1DK3+MJ3fBbs8VJQUMB1N9xA9JJLpuIfzWbz6TtgPnnitHHCwq61tZUf/ehHzJ59bBX6Q6EQd955JxdffDHj4+PT1v3617/ms5/9LD/96U9ZtmwZnZ2d3H333QB85zvfOdEpnlPcNhOysoAoCIwqk9enkAI2KT2TrcQO15JWkOGwMzZHBuAtY+xOlnQ6y1C/d1LA9Xno7/UyNOAjl5MRBCgusVNR7WbhBXVUVbspr3JhMGiP2E+obA47V/4nz//2JSJ7x6lxZ/n4R5bh7nya8PpfM9T9Wyr/6asUvO+TWFZcTi6RYPSn36Ln8x/Ctvoaim6/F5VtuuVIURSy4RATEZnOr93PhKGSfdQxPD5Z4qUqdoDG/mcoM5uwzmihND6Kuu//qLvzu1jmTMaMBfxx9uweYXf7CAf3j5NO53C6jMyeW8rs2SU0Nhe8ocv2WMhkcvT1eOnsGMftNrF4ac1bb3SKyWZzdHV62LdnhCuunonRdOT743SfuabV70QeffQXBH1RRDQoioJnzIPfP4EoqTnQEcJuLUGS1ASCYwyP7OGCCxpZsWLFW+/4LCSTyZBDQaM/+o26Rq8jh0Imk5m2PJvNsmnnRuwtNmpaqtm+cSvqQhGj00o2DjqLQDQaxeVyUVSlZpdyiL7dY9x5cb6P7oliMpmmGt6fTvIxdqePExJ20WiU22+/nR//+Md8/etfP6ZtPvKRj3DbbbchSRJPPvnktHWbN29m+fLl3HbbbcBkT7Zbb72Vbdu2ncj0zkkEQeBV7TCmTKBBQI+RUSXAErEeQZi0zk0Ku0myh4XdW7lij4dkIs1Av/c1V2qfh5GhALKsIIkCpeUOKqrdrLhoMpGgvMKFVvfGFkNFUfB4Yjz93BA7dnqQJIHFN1/MjF3/hWnnn8j90I7hfZ+h4Ov/y/gTP0dlnbSK6aoaAaj9j58TeP5Jxn/zfcJb1lFwy0cwrrqB3l4fPV3j+F58Guf239NuXY45Mk55YgMXWG2Y1ryLulvvoLjmHhLDn2Z83bOMv/AMcW+W8quuYkJdwgtP7GZP+whDg0EEQaCuwcU117cwe04JxSWWE7ZaJRMZursm6DwwxqHOCXq7PWQyOXQ6NWsua2bx0hPa7TTCIyOM79s7WZtKkhBEEVFSYXS5cDU0oCgKE+MR9u0ZYd+eUToOjJFKZTFbdcxfWEH1UYRdnreXwHicObMvQKuZfC9qq5r4y7N/IhgYpKxMh9e/j2QyiSimuHDlDD75yXvPWUuq3W7HIKjwD49RWHNkv2j/8DhGVNjt063iAwMD+NJelsxahFqrJuKLYa2DqtlVDB0cJh4IodaLyHGRuD+JvzdGnWClubn57Tq1PHnOOk5I2N17771cffXVXHLJJcck7B599FG6u7v51a9+ddTxK1as4Fe/+hXbtm1j8eLF9PT08Mwzz3DXXXe94T5TqRSpVGrqdTh8Yi2qzkYm8KEVBMLkyJI7bLGbbNuikDucPnHyrthYNMlAn3fKldrf62F8LIiigFotUVbupLa+mDWXzaKy2k1ZhRO1+q0/MoqiMDQUpnXbENu3jxCLp5m3sJbrr61i2QVFGA1qlNt+SOjPS/D97N8JPvoNQuUzqf7GT1A7/qGGniCQnXMJPmpo/+Nf6frmi/i/14XKWYBer6GxqonK+cu5sn8blQ9/F2NVLWN//CXeF/7K6O7nyF15EyW33UPhTe/H03A5/Wtf4S/dBqIPbcBg1DBrdglXXt3MjJYijMYTEzuRcIJDHRN0doxzqGOMwX4/sqxgMuuobyzkxvcsoL6pkPIKB5J0atxDwzt3sO5r0/+WsoqEfv7FGC64hr17RvB5okgqkdp6N1dfP4uZs0ooK7eftmSUc5m+vj6+9rWvsW7dOsbGxigpKeF973sfX/jCF9BoXrtxGhgY4N5772XdunXo9Xpuu+02Hn744WljjpXmpjlTog7AbnfwrmvfzfqNz1BWYcZkLEdv0DJ37kzmzJmDxXLuWlTtdjsziqvYsnM/9pJCNLrXzjubTjOwYx+LiipxuVzTtkulUmTJYTAbSMaTCDmRiU4vs65qoHpuFZ5+H2NdY4j+BPGxNG5TMfNnzD1nBfC5iKIo036Lj5V88sTp47iF3WOPPcbOnTtpbW09pvGHDh3is5/9LK+88sobFte85ZZb8Hg8rFixYtK1ls3ysY99jM9+9rNvuN9vfvObfOUrXzne6Z8TxJQ084RFBJQMAgKlgoMYk23FFHKAgoBA9rCwOxaLXTgUnybg+ns9eD0RYDK5oqLKxczZ5Vx1/Xwqq90Ul9pRqY7P/TgyEmb79hFatw0xPhHDZFQzf34JCxeV0tDgmiYoBEHAdsMH0dbOwPO9z5KNTUB20gLZ1+PhwL6RqSSHcDgBQHFJA83XNFPfXErDgkaKS2yH9/luEt370dU0IwgCVR//LCW3fIhDv3yUg8+t47GxJroOTWYTlpa7ufCiYmbPLaW6xnlCIsfnjXKoY3xSyB0cZ3QkCIDTZaK+sZCVqxtpaCqkqPjEagMeC41XXkX1RWsY6PWxf98o+/eP09PjR4lA0b5RZs8ppaGpiNJKF8WFhtMyh/OJgwcPIssyP/zhD6mrq2Pv3r3cc889xGIxHn74YWAyweHqq6/G7XazYcMGfD4fd911F4qi8Mgjjxz3MSXxyL8vs9lCWXENixbN4MorrzivChJfvOoiPE8+we4nn8fZVI3JbiUWDOE92Ed1zsjFl190xDZmsxkpK7LuDy/S3zfAuHeC0ICH9f+3ldolZRRUO1ASBWgiJrKxBLV1borc+TInbwepVIq2tjZ279iBZ3j4uLfPu2JPH8f1rTE4OMinPvUp1q5de0xJDblcjttuu42vfOUrNDQ0vOG49evX8+CDD/L973+fJUuW0NXVxac+9SmKi4v50pe+dNRtPve5z/GZz3xm6nU4HKa8vPx4Tues5R7pPYSVBH/KbceJGZ2gJqFM/ggoyJSwBIdQ/7oYu9csdoqiEPTHXhcPN/l4ta2YXq+mstrN/MU1VFUXUFntprDYesKBxhMTUba3jtDaOsTwSAS9XsW8ecW895ZZNDW5p0qsvBH6WUsp/tovCfzqW0jGybiOdWv3sX1rLzV1bi5c3URdQyG19YVHjQub2k/tjMnEh4MT7GmfjJfzectRm2+lWa/ltjsW0DK7GKfTeFznN5kZG+JQx/ikmDs4ht83eS2LS2zUNxVy9fWzqW8sxOk6/XEpr86pfY+PH//3C2TSWbQ6NU3Nhbzv/Y3MnFWC1W5kw1Yff1g7TklRhk9+qPZtmde5zBVXXMEVV1wx9bqmpoaOjg5+8IMfTAm7tWvXsn//fgYHB6dqpH3rW9/i7rvv5sEHHzxlFjXV4TIg55OoA7DZbNx247vZtWsXO3fvJ5TrwyBpuLp+DvPnzz/q9SsuLuZgayc9UjflK8opvbyE3LYUobEEbX/uhIyC21JIfZWd5vpK/F0xZjQeWVczz6klmUzyx8cfp2/HDgp1OipPwGKd5/RxXN8cO3bsYGJiggULFkwty+VyvPzyy/z3f/83qVRqWsHCSCTC9u3b2bVrF/fddx8wWYhTURRUKhVr165lzZo1fOlLX+KOO+7gQx+arJM1a9YsYrEYH/7wh/nCF75wVNGh1WrRas/POCGrYGa/PMxG+QCXinMBpiVPmIRiTBQyrOwhk82xd/cII4e6p4RcODRp4TKbdVRUu1l6YSOV1W4qq9y4CswnnS3m88XZ3jrM9u3D9A+E0Gok5swt4oZ3NTNjxvEnGqiLKii4/7+mXr/3fUu5656Vx+S2DAbi7G4fZc/uEQ7sHyedyuJwGJg9t4RZhxMfNMdRhy6Xkxkc8HPo4KRFrqtznEg4iSgKVFQ5mb+oisamQuoaCzGb396M7UxGZuPmUda/PML4RJySiiLe854Z1Na5UKmkyfXbfDz3Yj+RaJYlCxxcuabwbZ3j+UQoFMLheC1ZZ/PmzbS0tEwrfHv55ZeTSqXYsWMHq1evPulj5uQc8WSYgsKCk97X2YjFYmHVqlWsWLGCVCqFVqt9wyK36XSaRx99lJ5QD87VLgoWuXGWORG0ImP7B1AbQJ1UsXDBfArdhQzunaC5YA6NjY1v81m989i2bRt9ra1cUFuLyWAgmkgc9z7yFrvTx3EJu4svvpg9e/ZMW/b+97+fpqYm/vVf//WIP1CLxXLE+O9///usW7eOP/zhD1RXT2YlxuPxI8SGJEkoijLZQusdyJDsRQYqxcmYM0UWyGSy7GrrZuRgD/29Hjz6vTjf5WP999ZjNUyWF7nokpmTIq7ajd1hOmWuwGAwyY4dw2xvHaa7J4BaJTJrViFXXNlAS0vBEbXyXkVRFIYGQ7S3jdDWNsqddy+gosL2psd6M8ucLCv09frZ0z5Ce9swPT1BtBqB2jonV187g9lzSigpPXYXaCaTo6fLQ1fnpDWu+5CHZDKDWi1RXeuecqvW1hWg07/9ZWVejyjC39cNUVVp5rZb6qmvnTzPTEbmpU0enls/QTCQoqIIls0xcu21Rwap5zk2uru7eeSRR/jWt741tWxsbIzCwulC2W63o9FoGBsbe8N9vVE88Oj4CLXV9dOP29OB3WlixowZp+I0zlokScJgeOMQgY0bN/LEs3/ihbb1qKo1KDkV/c8NE22IU9RSjChIjGwfIunNsD/Ui2FGASsbLmPJkiUn1Q0hz1uTTqfZvW0b5VYrpjd5D/OcOY5L2JnNZlpaWqYtMxqNOJ3OqeWf+9znGB4e5he/+AWiKB4xvqCgAJ1ON235tddey7e//W3mzZs35Yr90pe+xHXXXfeO/CPN5WR2j/STMyns3zTI9u1djAcGcCywMLJxKxbtpHBbuLSKWPEAH/6vD2C3nfp6Q5FIip07R9jeOkxnpw9REmiZWcAHPzCfOXOL0emO/vHJZnN0dnhpbxuhvW0Uvz+BXq+iZVYRJxO3v3ljL4//ro1gMEVGViOLWtRaG1/79wspcL+xizWXkwkHowT9EYKByOT//jDbtg4RCEE2K6PTq6mrL+DK62bT2FRIZbXrpEqcnA4kSeSBLyxCrZ68CcpmZTZv9/HsunHC4QxSyks2HKLHD+qcC67NWy4eeOCBt4zFbW1tndbxYGRkhCuuuIJ3v/vdU16EVznaDcNbFcJ9o3hgb6CfaCSA01mErOSY8IxiMEtcd81V7+hCsH/4wx/42d9/g1KnwXJJMUVLCzDZjUQ6goT741SUVtB0bTOhpSF2/noHjepZfOh9HzmhBJY8x084HCYWDFLvOMmi5QqvVu46uX3kOYJTHsQxOjrKwMDAcW3zxS9+EUEQ+OIXv8jw8DBut5trr72WBx988FRP75zg3/7lMbYLXUg3qRna5KO2qJC5C1ZSWX0TlTe5MZomXYBdbGAH27AbTp2oi8fT7No1SmvrMAcPeABoanZz511zmTu3GKPx6F+esViavbvHaG8fZe+eMZLJLA6nnrnzSpgzt5j6BtdxJ2O8nmxWxuNLk5PMKFoDdrOWxnozy5YUEPR46e/sJRiIEJom3iKEAhHCodg0y68gCFisRhyFRdx86wU0NBVSVn76WpedSl4VdV29UX72WD+BUIaFc+xcdUkh2zb1oNGUM29+KQWFb0+839nOfffdxy233PKmY15fEHdkZITVq1ezdOlSfvSjH00bV1RUxNatW6ctCwQCZDKZIyx5r+eN4oHfc+uNHDrURX/fIAICF1w4i3nz5lFWVnYcZ3h+cfDgQX7z3O+xrSmhcnEt7a07UWs0mMttqCwa/LlxhvYOUzG7AqPFiIKC2+HOi7q3EZVKhShJpP+h5uDxInAKsmJPbvPzlpMWduvXr5/2+mc/+9mbjn/ggQd44IEHpk9CpeLLX/4yX/7yl092OucFV9w2l3G1j4/XXsX8pW8c+J4jfUpq2CWTWdrbRtm+fZi9+yaQcwoNDU5uvW028+eXYDYf3TXq8URp3zVKe/sohzo9yDJUVdm57IoG5swppqz8+LNCFUUhHktOibK+Xj872/10dMeJRrOIcpxsbJwB7zDtzyXZ/JQd8XAsnkqlwmo3YXOYsdnN1DdXYLWbsNotU8tsDjMWm+mUlR05UzhsGmqrTFyxppDiwkmhf+3157f77kRwuVxHlNB4I4aHh1m9ejULFizg0UcfPSI8ZOnSpTz44IOMjo5SXDzZtWTt2rVotdppccf/yBvFA9fV1TF//nxkWUYQhHyJDuDv654n6cix6OK5pDNp9AY9SV+aXCKHzqzHVGcluH6C4EiQRDRBfCDBnHwx4rcVm81GaW0t/W1tFJ6s1S7PaeH8Srs6T5g7v5qUfCH14pun7WdJn3DXiVQqy969E7RuG2LPnnEyWZnaGjs33zyTBQtKsNn0R2wjywr9fYEpF+vwcBiVSqSp2c2tt89j9pxi7PYjt5vcViYSjk8KNn+EYCA8zTX6ektbOp0jpZhJKDbSigFRkJETfkgHUEsK7kIbCxYspHFGGU0zSnG6rdjsZoxm/Tvmx9Fh1/D+WyvP9DTOG0ZGRrjooouoqKjg4YcfxuPxTK0rKioC4LLLLmPGjBnccccdPPTQQ/j9fu6//37uueeek8qIzbe+miQajdLvG8LosKCz6NEJBixWG/6Il4l9E1grrAh6kUQyyfCeYbq3dtNsbWLOnLywe7tZeMEF/Kmzk329vTSeaDWKfEux00Ze2J2FmAU9l0hz33LcpMXu2AP6M5kc+/dP0No6THvbGKl0jsoKK9df38SChaU4nUcGwqbTOQ4emKC9bYTd7aOEQimMRjWz5xRz7fUzqK93kkokCAYidB/oIRSITom20Ksu0UCEcDCGLMvT9m22GLE5zFhtJgpLnBRVVjDmV9E/nEXKCcyptbJqVTkL5hfxx9/vpGlGMU3Nb172JE+eE2Ht2rV0dXXR1dV1hCv0VTe+JEk8/fTTfPzjH2f58uXTChSfCL/73e9xu900NzdRW1t73pU3ORZGRkbYtm0bXT3dDHlG2bJzKxmbjPHvNirm1FJSUUq6J0UiFiPQEcDf7yWwYwSlM02NqZb7Pv2Jd+R1O9M0NDRw+c03s/7ZZ3mx4yBiKn3c+8gXKD59CMp5knYaDoexWq2EQqFzukL78bCLJxjjIFfyhTcck83KHDzoYfv2YXbtGiWRyFJaambRwjIWLiqhoODIWKxwOMmO1kG2tw5w8MBklqhBL+F2SpgNMkIuRuhwMkIsOj3NXZJErDYz1te5Pl8VbzbHa8utNhMqtQpFUdi0ZZSNm0bo6Q1hNmlYekExy5eVUFiQz7g6l3gn/g2eCK9epy/d/xUUICdkmDV3Ju+68YZjqg96PhCLxXj6ub/x9Mt/pz/tI2ZQyBkEUrk00f1D2Gst1K2egdvhwFHoxDs6QSDg59Aze3GO6bnjxvdxxaVXvGlsY57TTzQapbOzk9HRUa655ppj+tt/9fP/2+1BDKaT+56IR8PcutCW/875B/K3OucwWTJHdcXKskJnp5ftrcPs3DlCNJahsMDIxRfXsnBhCSUlk38A3Z2DbHtpB0F/hOHhEP0DUSY8aSIxUBQZtZRBq0qhk5LIaZG0ykxWnBRqpRWFr4k2+2v/my2G43ItCYLA5i2jaLUSH/7gLGbPcr1lUeM8ec4H0uk05WUVGPQG2lr3YLaYuOaaa870tE47uVyOJ5/+Cy8c2k6wWEXZwsUE5Rj6aifRUJjQvFKCLxxgqLWX5IwkmXiawuJC+td1UBEt5MGvfuWIagt5zgwmk4n58+efWEvPfFbsaSMv7M5hXp88IcsKPT1+trcOs2PHCKFwCpfTwIoVlSxaXEZZ2fSm9rmczPq/72ftM3vIKHqysgqNRqKkzEF9nZ0ZLQWUlDmmrG46vfa0xa/90yfm5cVcnnccv//945gsRpqbm5k7ey67d+1hxYoV532pk97eXg74BlA5TFgq3aRVChq7GVupC3OhnVQ0hmlpLSN/3EHgkI+OcBKnzsqs4mY++c/35UXdWUI6naajo4Oenh4iodBxb58vUHz6yAu7c5iskiYekXn8ub3s2D6MP5DEZtWxaFEpCxeVUl1tnybGkskM+/dNxsvt2T1GNJqivKGJOXOLmTO3hKbmAjSat792W17U5XknYtcVkIgm2L51J76Aj1mzZjIyMnLeC7vu7m7SNg0JfxBjcSkh7whWdykAmUQKtBKGOjcFK5vQyTLhg+M40zauWH15XtSdJfh8Pp58/HHGOjswywrZXO5MTynP68gLu3MMRVEYHg6zvXWYg4XdxCMy8S2DzF9QwqKFpdTWTW9sHwwk2L17lLZdIxw84CGblSkpMbNyVTWz55ZQVWU/J+q35clzvqFWdKi1WnzRFPv27CcQ9rH6slU0NDSc1wkByXQKjVGP4AflVUEggJyT8U9MIFk1WI1WdO4oNZWlRJxe6hyl7B3roPnAgfO+K8fZTjab5aknniCwfz8XNjSg02pPsKVYPnnidHH+fnucZ4yORqb6s46ORTEa1DR+XEVLQwlXXnL5VF22yRZeQdraRtndNkpfXwBRhPp6Fzfe1MLsucVHTZjIkyfP24snPIaMgEZtxqjSE/ZlWf/CZqLROO961/Xo9UcvHXSu47Q7yHZ34bA78Az70Vp1xLxhckqOrJJDa9Ej+9Io4SSiJKJKytTNa2TwQB9te9vzwu4M093dzUhnB0vr6tCdTL/2fIzdaSMv7M5ivN4Yra2T/VkHh8LotBLz5pVw87tbaG52E1A1IqFCycKB/eO0t43S3jaKzxdHp5ts4XXxJXW0zC56w44RefLkOTPICNj0pQioSOZipDJx2rYdYtfOPQwNDfDhD3/4pNyyiqIwOjpKOBxGo9FQXl6OWn1m+x0DNDU18fLeVgSzHnnIgyiYiWXiZLJpFC1kQwniO4Zw6PWEer2UOdy4SgtIxhIMvzxALpd7R7aaPFsYHh5Gl85gOk9vPM4H8sLuLMXrjfH5zz+PRiMxZ3YR11zbREtLwVT/0ng8Te8ODe1tI+zd00YikcXh0DNnbjGz55TQ2HRyLbzONzZ/9zt0/PUpNAYDGpMJjcmE2mBEbTSiMRrRGE2ojYfXvbrcZMJUWITtdS2n3knIskJvj4/SMis63ZkXBOcbGsmCokhkcmkycpaMkmN4KIispPjR939FMBDjrrtvo7Hx+Hv+jo6O8vwLL9E3HCSRVlBJ4LZrWL5kHvPnzz8NZ3PsuFwuLpm/nKd3vowhJeHbM0o4EcKXCZMVMxhyIjZJj1joxu1wsujSpQBk0xkkQcwXdD7DvFVv5OPY0eTjZPeR5wjywu4sxeUyct99S2hsdKHVTr5NXm+M9rZRdreN0NnhJScrVFTauOTSeubMK6H8BFp4vVOoWrUKY4GbdDRKJhYnHY+RjkZJRyJEx0bJxGKkYzEy8TiZeHxqu9rLLmfNV752RuacyeSmhPzbRSiYYHvrEN1dHvbvGyMeS/PRe5czf+EJVpfP84ZIqMnKGRQUFEAStQhoEBQIhmKsf3ETZrOZez7sxGQy0dnZSTgcRqvVUltbi+MN2jlNTEzwuz/8lVDWRe3sq7A7C0kmYvR37+OptdvI5XIsWrRoanwgEGDPnj3s7+ojk8lRWuigtroKi8WCSqWiqKjolFv6Fi9ejNVqpbVtB/v6uxj1ytiGYox4J6hfMYPK5mqqGmsob6pCo9OiKApjh4ZZWN6c/447wxQWFpKQRJKp1Em5YvMxdqePvLA7i2lpKWSgPzDlYh0aCiFJAk3NBbz31jnMnluMw/HOKeIryzLxWAqT+fhdAMXz5lM879gsFYosT4q8WAzhbXb5eDwxtrcO09o6TGmZhQ9+8I17kJ4KcjmZnm4fO3cMs2HTCP1DSQAWzTFw0Zo6Zs0uoao63w/ydJBTFFBkZBRkZHRaJ3qNjZycwh/pp7urk/Zd5Tz11FOEQkl8/jSSykAo5EOteoZFC2dw443vOiLRYuvWVvxJC4suvGLKZak3mGhsWcz2LTEee+IZJEmiqakJn8/HH/7yHJ60DntZIyDw59atjP3uWdx2A1W19RSYtVwwt4WFCxcet7UsmUzi9/sRRRG32z3NhdrY2EhjYyPRaBRZljEYDPz2D7/jkDLM7EsXYrZP1tvMZrIc3LIHnU9g3rK5J3XN85w8DQ0NOKuqaevuZmFjI6q8W/ysIy/szmI2vNLLr36xC6NRzazZxVx9bRMzZhai159/bjFFUYhFk/g9IXzeEH5vGL83hN8XxueZfB3whTFbjHz30c+c1rkIoojWbEZrNp/W47yejRv7efmlPnr7gmg0EnPnFLFkSdlbb3gCBANx9u0dY8/uUXbtGsMXUkhl1ej0aubPL+baq2uYP68gbxk5zUQyXnSCHRAQJQN6jRWVSouSzaHXOUhmQuzZu5tkJs28hZehNxgYG/OSyroIjnlpb3+atvY93HfvRykpmewrHY/H2X9okPLqFdNElN/vZ//BTrx+me7OAJFfPEVd5TbGRgcw169g4erLkGWZ7Tt3Ebc3ItTY6Ty4iZTWg7+wiIHntxCNRlmzZs1Rz8Xn8zE4OEgul8PtdlNQUMDmzZvZ3nmAQDaNKAiUGMwsmTWH+fPnT/tsmUyvJXNdf9W1PPn0n9n7hy0IBVpUGhXJ8RgO2cT1q66aOs88Zw6NRsM1N97Ik7/7HS/t30+BwXBi5U7yyROnjbywO4uZO6+EoiIztXXOqazXU006lSHgDxPwhgkGIgS8IQL+CEF/GL83TNAfxlVo57MPfvCkjpOIp/B7Q1MizT8l3g4LN1+YdCozNV4UBexOCw6XBYfLSm1DGXanGVeB7STP+OxkbDSKza7nw5fWMWt24ZT7/VTh88VYv66LvXtGGRwIkkhLoDIgY6Ss0sill1SwYmkRVmu+D+/bRTTlQxHUSJIKlQCh2CA5OUsqG0arsSEKcYaGh5EFM0jtTEwEQNDgdLqpqpmN3VnGjp0v8rOfPcbdd99CSUkJAwMDdPcMEGaUcDxHQUEBkiSxo20/aclGaWMLybiX+pZqIuE4bT37uGiGGkmSGBwYYF/3ALLehrq4GW06y0R0EDIqCEX524ZWWlpaKCgomDqHZDLJ2hdeoK2vl5AkIogi6kSKQF8vlBdQsWwRFWXFeCYm2L57Hxv/8Bsu2bOb993+vqO6dy0WC7e/5zZ6e3vp7+8nl8vhmOOgqalpmgDMc2YpKyvjfR/8IPv27ePQ/v3ETqBA8bkSY/f000/z1a9+ld27d2M0Glm5ciV//OMfp9YPDAxw7733sm7dumn9ozWaM5ewmBd2ZzEWiw6L5cR6R8qyTDgYJeCLTAm3gH9SqAV8rz3+sderVqfB7rBgd1lwFdiob66gpNx9TMcc6Bmjr2cUvzdEwPc60eYNk4inpsYJgoDNYZoUbU4rZZUFON3WaULO5jC9o4Kkb7p55jGPzWayRMIxwqEY0VCMcChKOBglHIoSDccIB2NEQlE+++8fnUqgSSWzvLiuB53ZCno3JpPErBYnK5eXMHOGA0nKW+febtK5GOpcBIumFKPODShEEmOkMjFyikIul0GWNfj9SXr7EhSVLKSgoIhQYJD2tk2Ul9WjMxbRPxhhw4ZNFBa6eXFDO/1DPqLaEP64ge6+CTLJEKKpmOq6GWQzSeRsApPZjqRz4ahbQW9XDw2zI+xq300wmaOorgFLQQlag47wwTi1q2+mb9sL7Nn1PPv3758SdrIs85dnn2HzxDhlyy6gqqICURQ50L6btpF+CmIRXIJMZ/suIkqWXIWTmJThpy+uZTTg5853v5eysiOt0pIkUVdXR11d3dv8juQ5Hmw2G8uXL2f58uWEw2E+9c//fKandMp54oknuOeee/jGN77BmjVrUBSFPXv2TK3P5XJcffXVuN1uNmzYgM/n46677kJRFB555JEzNu+8sDsPSKcyPPboswR9Efy+EEFfhGAggizLU2NEUcRmN2N3WbA7LTTNqsbhtGJzmLE7Ldgck6JKbzjxJuTr1+7ghWdasdiMUwKteXY1Tpf18OtXRZsZlUoi4I/R1TlO88wSTOazr/l5OpUhFokTi8aJRuJTz+PRBNFIjFg0QTQcIx5LEA3HiUfjLF29gBvvuPKkjjs27KFt2wEi4RiRUIxQMEIkFJt6xGNHFgNVqVVYbSbMVhMWqxFXoYNsJjsl7F58ZZys2oGgUnPVFUVcuLwYtytfruBMohI1GLQutGorCgq5XBpZAIe1GUUQyORSWLVmVBoD0ZCPoN5DLiciqWzkZDdtbRvIZoIMmbXs37eFytp65lzwLhYvK6VvNEp59QxisShbN76AxeFDre+l/+BG5PAhAr5asuixFVTi6R1n7TNPsW8wSM7oxDfUSyoWJpeKEo1G8Xh9GCpnMty+ga6uLi666CJkWWbdunX8dt0LKLNn0b97D/a+PsrKSukaHiI7q5GOvfvo/N3v0cypp6iuivLKSsrmzKA7mmSfz8fjf/sr77/5lvO+00aeo3O2J09ks1k+9alP8dBDD/HBD77msXp9lvratWvZv38/g4ODU2EC3/rWt7j77rt58MEHsVgsp2+Cb0Je2J0HqNQSh/YPYLWbKKssZNb8euwOCzanBYdz8n+L1XjaLWA333Ext37gctSaIz9WsqwwMhRg7+4RujrHOdQxhtcTAeCT91/OnPmVp3Vux4N33M+/fOhBMunsUddrdVqMZj1GswGjUY/JYqSsqgiT2UhNQ8UR49OpDAFfGHeR/Zjeg8G+MR7/+bNYbGYsViNmi5GiEhf1zVVYbEZMFiMWqwmLzYTFasJsNaLVaabFLaUzMv5QlqLD2m1Gk526Wivz57pRq985ltCzGbutABUaVJIarcZGINqHTuvCZq4jnppAyYQxGosxWysJh/rwe7uRJBeiFCOdThOKBNDorIi6WsYCPYQ7ogx7/0pJRSNBbz/rn/4hWcGCP5RkaOAQe7evJZPwUFw9g137+xHSISZCccLJDH5ZBfYqdK5yBL2e8dEh/AdexFxUwERKQU5n8SUV9u3bRzab5elnn+U3f1vLATmHNpcjm0mDz4fQ10vE68E4sxb9zCZCO7dTsnQesXic3uFBKotLER0WrCYLg5kMe/fuZcWKFWf6rchzJjiFMXbhcHjaYq1Wi/ZkiicDO3fuZHh4GFEUmTdvHmNjY8ydO5eHH36YmTMnPSybN2+mpaVlWuzn5ZdfTiqVYseOHaxevfqk5nCi5IXdeYAoinzte/ed6WlgML5mdUulsvR2T9DVOU5XxxhdneMkEmlEUaSiysm8hVXUNxZRW1+IzX52ZfaarSbe+8HrMJoNmEyGSQFnNmA0GTCa9KjUKjLpLMFAmKA/QigQJRiIEApEeOLX61i/difZbO6wOzo05e7+zqP/gtNte8vjL1zWwk+e/OYJz/9gd4LHnvEiiQJf+Fgpoigwb+6xudPzvH3YLW6yKYlE2ksqGyGVjWIzFJOV4wiiGkEUUUkactkURmMZMe8OMpkIqaiHaHwMk60Ztc6KqC1G1GXR2WvJEGJidJRQNEF/z2bUOheSzkouE0OtUWErqsdWsQRjSTVawux66v+IBIeor/sgKoODnKAlIauIhf2kgmOUtrTgKCwhGvAiCgJDwRh/+MMf2Dg0Ql8gSMhtw1ZejsZqQ6uSCIyMkNOoSIXjyIKMolKht1nQGA2MdXYROriPZHc3CUHC7XDy4tZNeWGX56QpL59ejunLX/4yDzzwwEnts6enB4AHHniAb3/721RVVfGtb32LVatW0dnZicPhYGxsjMLCwmnb2e12NBoNY2NjJ3X8kyEv7PKcEsKhBIc6xjjUMUZXxzj9fV5kWUav12CzaSATwKrPIQlpPL2DDO5LIl1/IQsWV5/pqU+hKAqxSIJQMEJZVSlBf4ThIR+hQP+kgAtGCB0WcrF/cIdKkojVZsYz7icWSVBRU0zDzCoczknXt91pwWwxHtM8TiYbddf+GD95fIK6Sh23XOPM9wE+i3G57eg1DgaHBgiG/WTlDIIoHTZCyAiCgNHoQkEkmYqTiHsYHXmFXDaJoNKTSkXRmYrIZBIoikwODYriZLCjFVlQqFh4LxqdjWion3QyiKNqHmrSTPTvQVEZ0ahE1LYa5IlO/H37QD9CVqUlk4wiJ4NYqmeTCAYIjg4Q6duPyyhS1HIBT/xtLZHqWiYyKSStDmNlFXJOJhgKkVSrUbkLyIZDJDsOoDPpkLM5fMMjpDQCciSOEYWCC+fj7elny9bd7N+/P98m7BwkmUwSDAZRqVQnVufwFCZPDA4OTnN7vpm17oEHHuArX/nKm+62tbV1KpTpC1/4AjfddBMAjz76KGVlZTz++ON85CMfAY7+fX3KijifIHlhl+ekGB+PsXXrMLu3H6S3awyny0xdQyHLVtZT31hEabmD/e2dvPCXDegMOgxGHXqDHr1BR/2Mqrdljpl0llAwOk2YBQMRgv7IdMEWjJLNTk/b1xu02OwWrHYTNoeZiupibA4zVpsJm2NyudVuwmQ2HOFmfdVq5/OE8E4EiUYSOLSnt1RNS4OB99/kZv5MY75cyVmO02Wl2F1Ly4zZHOzYR2v7NnJyGhU6RJWEzVRONhtHpyvA7+tCkTPo9IWotDZ0hkJSSS/RSD+x6Cg6o5tsJo7RWokgWZGVKIIgIYgiBkspokpNOpVCshSQQ894/wGyiggaPQXNK6iYuZh4yM/YQCcqSwH6ujXI4VHCQzuwFrgRvX00tbRQ3TKHl9Y+gaG6DmtDIzFJxLd7N1RWkkUhq9WRiUZQJRLE9h5AP7eGsNdHPJ1ESmVItHdSWVFOYUs9yREPmpoS/rbxJWpqatDpzr442zxHEo/H2bx5M/taW0mEQ4iSCktR0fHv6BQKO4vFcszxbPfddx+33HLLm46pqqoiEpkMFXr9TYdWq6WmpoaBgQEAioqK2Lp167RtA4EAmUzmCEve20le2OU5biKRFK2to2zdOkxfXxCdTsXllzZw7z9djN1xpFWqZV4jLfOOvy3SPyLL8pR4mqx7lyAUiBI67AYNHhZnk+7RyJR4+8fMX1EUsdiM2OxmrHYz5ZVFtMytw+owY7ObJ4WbfVK8aXVvnLKeTKTwToTo6RzB5wnh8wQPi7jJsi5BfwTldV9cn/z8e3G4Tj6YVlEU/L4omUyOomLbtHVqlcCClnxZiHOByopyBgZ6cFhLaG6cycGuvSRSHrR6IypJi8NRQyAwwPj4ThKpEBpDARb7TBLxkcleFYJAJhMhkw6Ty0aJhfpQaYzk5Cw6exnpdJREdIJMKoCpoAGt3kE8OEo2J5D0daJoTJiKaxAzSUDAXTMLnbsSTyBANhEh7R9FSgTQ+HowqTKUVFYSmBghns7gNJuJRWWydgfhHbtQBUOoy8vIZTOku7qQBgeQQmHkA/30/fcv0ZS6UavV2BxWai5dTrh/BHHMz8IrVzPWup+uri5aWlrO9FuS5y1IJpP88fe/Z2jnDqodDgoKC0hnsuw/eOBMT+2YcblcuFyutxy3YMECtFotHR0dU+ECmUyGvr4+KisnY8KXLl3Kgw8+yOjoKMXFxcBkQoVWq2XBgtNbXP7NyAu708zedAi1INKofvuK3Z4O0ukc7e3jbN06TFvbOMlkGpNBQiLDv//79cddNDmTzkxmfYbjREOxw89jRMNxoq97Pvn/5OtlaxYw1O+ZEm6ZzPTkBp1eO2lZOyzYSisKpyxtVpt5Urg5zJgtR1rXjpVQIMrDD/wKrydIPJqcWi5J4mTWr9tKQbGdGbOrcbqtOAusuApsOFwWtNoTq2sUDMTo656gr3fi8P8ewqEECxbXcO9nTi4DN8+ZY1bLPCxWKz09vXT09SMTJRQdQa1TYdAVE/D3E46ME42NkFXSGG11ZDMhstkkce8esnICo7UGnbkErc5JMuEh7NtPdKINU+Es9JZKktExctk48dAoemcDoiqKLCsoogaVzkKgZwvZlAdRr4f+DhKBEeKxMCqTi3BPK5VFesRMjKTFwc59B/D1HSLl85IIBYmGQwhz5mApLiLb201m+04yoRCZoQG0Tjv2RXNpKChg37ataErcaKoKKbDZ8bTuRR4Yp6mujrIZDfg6+o4Ifs9zdrJr1y6Gdu1kWUM9xtdZWOdr649/Z2d5HTuLxcJHP/pRvvzlL1NeXk5lZSUPPfQQAO9+97sBuOyyy5gxYwZ33HEHDz30EH6/n/vvv5977rnnjGXEQl7YnXZ+HhtAL0h81XbuxZDIskJHh4+tW4fZtWuMZDJLPBonm0piMEB5iZMZLRX8o8dv55Z9+L0hIqFJURaNxCdLdRx+Hg3HSCXTRxxPFEXMViMmiwGTeTIb1F1kx2SZfF5RW8LGdW00z6p5nWB7zSWq05+64rrJZJqAN0RRqWuaS9Ng1FHbWMaSC2dOCja3FZfbdlrq7v3we2vpPDhCwB8DwGzRU13j5qJLZlJVXUBVbcFb7CHP2Uxn90HcDjeVlRWMTgxybdPltLUdIBQSiIT7GPe0kZMVEEQMlios1jrUWgsIEuHQIcyuJoprrkGRM8TCA4iSBoO5gmiwm9GDT5BJ+dAYCzE4askmA3gOPYdKayIZGUattxHzdJATMxjKZ2OqWUwqESVnLiE5tJfwaAepyATJ2vmY56+iZMZcstks8fXPoBsdom/TRnKFRUgHD+K47DLEpiYyExNE9+1FECE7PoqhqAJVbQVlE2MEw3HUO7owFRdTVFRE1fKllDbXo8gycjx10hmMeU4/iqKwe/t2io3GaaLuJHZ4Vgs7gIceegiVSsUdd9xBIpFgyZIlrFu3DrvdDkzWXHz66af5+Mc/zvLly6cVKD6T5IXdacSXS7EvE+GfzLVneirHjKIoDA1F2Lp1mG3bRgiFkhQWGrn00hqWLCmh+9A4Go1EUaGJdDpDVe2RsRWP/+xZRoc8mCwGzBbjlDB7vUibXG6Yem2yGNAbdG8ZFzZj9okXLe3vGSEUiEyKzXCcaOR1VsFInGg4zmDfOD5vGLvTCsAPHvsSRtNr9d7UGhV3f/yaE57D8WCx6lm2snFKxDmcpnzc3HlEWbWTZCJOZX0h1958CTNmzODXv/4dB/Z5iMWzrHvxWfSGMhRBRJCcqNV69AYH0fAAklqPyVZHOhnAN7oJWc6gKArplB+NzopKZwYZEv4e/H0vI2pNyHKSbCJINhVEbXSjthVibbwQg6uI0HAHKkc55ooWNM5SkoFRFEchqoZFeAIhxIE+YuNDqEQoWLwa/0vPIPt9JDduIjM0hK6yAlEAvB604xNI3gCKRsXE8AQFgoi10sWld70Hq9WK6nUV+Ue6+rBmBGprz53vyHcqqVSKWDBI8dvYavFMo1arefjhh99UqFVUVPDXv/71bZzVW5MXdqeRDSk/IrBUe/Y3Uff7E2zbNsLWrcOMjEQwmTTMaHZQWaZFJIVnbIDf/qSd8VE/E2NBMukMRpOe//nlkX1bv/ydTxxRV+1s4H+++SvGhj3AZEFfk9lw2Do4aSEsKHJQVlVMMpFm0fJZOFxWtKc52eHNuPWuC8/YsfOcfm5/321HuGsuvXQ1gcBTjAzFsFicVNdeSCg8xshoH4piRyUVkc1GUWtM6PRufCObUeksqPUF5LIR7OYLUOsdhD27SacC5NQGZCFHNh1Bb6lAU76QbDJMdHwfydAIZjlHzD+KpaIZS0EZcjaNQafDWlBBRgpT3jgPb+8eUkqSdCoJ7iLq5pThGRsiNHwQ0+wWUsPDpDZvRqPTocmkqVuyGI3VinFggBqNhluuvobnWzcxvGs/2kVzMWk05LJZRjt78LTu57KGOfkixecAGo0GtU5HPBY5NTvM94o9beSF3WlkQ8rLfI0Ns3jmxMGxkMvJPPjgBlKpHHPmFCKkJ+jv2MMrPTleYdJF6nRbKSy20zijgpUXz6WgyEZBkf2oad2n0iV6KvnMA++fEnRno/DMk6eqqopbb30Xa9c+z/PrPIyNHcTpLMVm1ZBIjhCPSmjUehLJccL+DhAFrO55hP370JoKMbtnoNbZ0RjcjHQ8TjYTRm8pR2VyYi6Zg7ViMXI2SaD3FSY6/kq0bwfm6nkooopsMoJRr0NUq3C5XMRx09DYQDwwxpi3j5jOiMVoJxtNYHUVEu3YjjoSQSopJavT4TRqaVq9GkdDA/1/+iNaUeDiJRcwb948nE4nz774Ar1PvkhWK6FksjjQcGXjfFZemL+BORcQRZEZ8+ez489PUl1cjEqSTnKPp8AVm1d2RyUv7E4T55IbVpJEPv7xhZSUmNDr1Wx6SU18eRUFRXYKi+043dap1lTnMkWl+SK9ec5+ysvL+eAH38+hQ4fYtHmUWbMXobCAAwc20HlwF6FwmEh4hGwujbtyFdlsBAQBjd6NpDYh5zKoNEZUGguxSD+W8gVYyxcjI6PkMgiSBlPhTDKpEN6e50mMd6LW68iFx1CXVVJTV48wpCaVy9DX30ckK6M2WLDV1OOoqSMZjZJRadBrdZRVVBA1GEm43dicViw11Rz627PIh7pYuHARixctAibdVffccRd9fX0Eg0HUajXV1dWYTPkM7nOJefPm0dHezuYDB5hZUYHDYiGbzdE7cuaK8eY5krywO03oBYn7zDXnhBsWoLbWPvV82ap82YE8ec40H/7wh+jt+xrbtj5JXcMFNDVdiM1axrZta0klBsilR5HIIihpREkNooAiZ1BQEFUaQEDOJTG4GhHVeuRsfFLYAaLaAArIyRiKCMmAh1wywYCnh/hoB5rkOHqNhqGOvejtdjR6KzlJQkBALQpo5BTOyhrM4QiqbI5sKomn6yDpjRuwJ5LcvHo1N95wwzQXqyiK1NTUnKnLmecU4HA4uPG221j7zDPsPHQIeWAQBQHxROLuzoHkiXOVvLA7TRhEFVfpT6BoY548efIANTU1fO2rn+PHP36UfQf+hpxTI4oKNVUSDfXLGJ3wE4x0kMkmyaEiHfehNbgnRVwmTTo2jqLISJIGOZdGEERkOYMoCmSSQWK+Dgzls1HbCtE6K1HpjeSiowy0v4AQH8XsKiTS91sKZy+gcuEyxsdHCGYzRDra0cQDpE0WYoEw1niCVF8vs0oKuOryy5k/fz6lpaVn+vLlOU0UFRVxx/vfz9DQEIFAAJVKhc1m43Nf//rx7Sgv7E4beWGXJ0+ePGcpDQ0N/Md/PEh3dzcjIyMYDAZqamoYHh7m6WfWsnbdLkIJH0nZQiY+QTruRG+tIhboQFbSoEDU24GxsBlJbUBUaRBUeiIjbWhdVaDVk46OkvL1kZSzyOk4KmcNik5H2upEp/HCSA+h1jhRv5+IyYxOpyFns5G22DBaTcQSMcSAj6aGRtasWYPReGyt8/KcuwiCQHl5+VSP1nwdwrOLvLDLkydPnrMYURSpr6+nvv61IrBOp5OZM2fSUP8k6zfuY3v7KMF4htDoVnxDG8imQ4iihkzMi6fzGQSNAUv5QhBUpMJDxP2H0JU2k01HsFYvRcmlScf9iJKIkouTSEygV4tUXPge7DqRzEA7C5YsZcuLaxlPyxTMWYCSTkEmgctmpn7OnQwcOsjz617k+mvfnnJAec5x8ha700Ze2OXJkyfPOYgkSdx44400NjZS+te/8bPf/JVQVEFRcojSZIxdNh0iMThMLhMn5tmP3l5JJhEkHuhDsNrRu+uxVi0mHfWgjB9E7ypFSYdJDO5Co1IjJmK4WpYxNNGPwWzGXV6BpqCIVNCH5JtgxoxGmhsbcTgcjBuN7N62kZWBwFQB1zx58rz95IVdnjx58pyjCIJAS0sLLS0tlJYW8r0f/hFbyXxMFid6o5nh/oMMjQwxMbiLif1/RmMuRJA05NIRrLpVuGddBQiIaj2CKCCIEqLWRDaVIJcIUe4w4e05SEJW07dvD0nAXlmFHI/Q1LiEGc3NU3NxV1YyvPkVxsfH88Iuz1sjy5OPk91HniPIC7s8efLkOQ+45ZZb2Nm2l4MDYay2OrR6GyVlNQwfeglrYR3o7JjKFmBw1xIe3okAKHIGSa1HziSQc2lUWiOh7g0gKJiMRlYsX87w8DCvHGjFP76fiKTC3VRPfWM9FRWV046vyDIC5OtD5jlG8hWKTxd5YZcnT5485wFqtZoPfeBOfvzzP6Gow5hMaioKiqko+ih7eyY4dGgvSmICskWYCxuI+fvwtP0JQ0ETicAg2aSPQOdLxEf2Y7C5aW6qR6/TU15aSlORmYsvu5Vt+/aD20lVZdURxx/v7cGukigpKXn7Tz5PnjxT5IVdnjx58pwnzJw5kxuv8fHylv2kyaLVG0mPD5EIdDN/3hwCwSDj3j2kRDNacwnpZIDhV36InAygsRUh6UxYS6pwin7mLlpGKplg76bnqbbrWbVqFRaLhT9u34XX7cZVVj513JDHw2jbTi6tr8P8DuolmuckkJXJx8nuI88R5IVdnjx58pxHrFy5kpqaGvbt28+Ed5yyWQ7M6hJkSykW+zz2722nbWcr4x3PkVUEJK0ed9UsTK4i5HgAMdqPzaljrP8QQ20vU2HVcOO1V6LT6Vi8eDH+YJAtr7zEoMWKzuEgFQ6h8vu4oKyUNRdddKZPP885Q94Ve7rIC7s8efLkOc8oKyujrKxs6vXExAR/+NPTDI+FqK6uJRP3QzpAKJ5Ca1SjiQ9g9I8ys6Eat9FFQ10NBpNA1cILaGhoQKfTAZOZuFddcQWzZg5y4OBBgpEIJqeNpqWLqa6uRhTFM3XKefLkOcxJCbtvfvObfP7zn+dTn/oU3/3ud99y/MaNG1m1ahUtLS20tbVNLb/ooot46aWXjhh/1VVX8fTTT5/MFPPkyZPnHU9BQQF33/FeDhw4wJ+feppkMspF199Ny/yl5GSFkYEehrt3U2hJce9H3v+mWa2CIFBRUUFFRcXbeAZ5zjvyWbGnjRO+vWptbeVHP/oRs2fPPqbxoVCIO++8k4svvviIdX/84x8ZHR2deuzduxdJknj3u999otPLkydPnuPiuuuuo6KiAp1OR3FxMXfccQcjIyPTxgwMDHDttddiNBpxuVx88pOfJJ1On6EZHx+vdq3Q24q45F0f4JKrb6KouITS0lIWLb2Qa977YRLaYnbtajvTU83zDkBRlFPyyHMkJ2Sxi0aj3H777fz4xz/m68fYH+4jH/kIt912G5Ik8eSTT05b53A4pr1+7LHHMBgMeWGXZ4pUMoMoiajVEgCyLBPwRRgfDTA+6mdiNMD4WIDxET8z51Zz2wcuPcMzznOusXr1aj7/+c9TXFzM8PAw999/PzfffDObNm0CIJfLcfXVV+N2u9mwYQM+n4+77roLRVF45JFHzvDsj41Dhw4RyemYWd14xDqVWk1R5Qza97eyatVKJEk6AzPMkyfPyXJCwu7ee+/l6quv5pJLLjkmYffoo4/S3d3Nr371q2Ma/5Of/IRb/n97dx7X5JXvD/yTQBYIISwBkgCyWBEwIFtVXEZbW5CKS+204+i4dFp/09vxNW2VdvRVr0JvuXamrW1vrXd6W2ttpy1OO850RqxCB+tWFIXQsijggthAWMMWSALJ+f1BTc2AyB4I3/frlRfN85znyfdrSfjmnPM8Z/XqftccNBgMMBgMlue0Vp19aW/To6K8DhVlGlRcrkX5pR8wQ+kJPg+oq9GivrYZXV3dAHqWXJJ6S+Atd0eoMgAhYf53OfvwaLWdMJvM8JTSmpj25LnnnrP8d0BAALZt24aVK1eiq6sLPB4PWVlZKC0txc2bNy239Hj99dexceNGpKenw9XV1VahD5herwdPKL7jXDhnsQT1XWYYjUY4OTmNcXRkUmEMYMMcSqUeuz4NurDLyMhAQUEBLly4MKD2FRUV2LZtG06fPg1Hx7u/XF5eHoqLi7F///5+2+3evRtpaWkDioGMb4wxNDboeoq48jpUXK5FTXUzAMDdwxnTpssgl09Dcf5l+E6RIjwyED5yD/goPOAtc4fUSwJH3uj2LtTXt6PgohoqVTWuXW3CwkVBWLsuZlRfk9hOU1MTPvnkE8ydOxc8Hg8AkJubC6VSaXWftsTERBgMBuTn5+O+++7r81zj6UuoSCRCd+c1mLq74eDoCJOpG/X1Dejs7ISjoyNa69UQCR0hEAhsFiOZJGit2FEzqMLu5s2beOaZZ5CVlWW5Sqo/JpMJa9asQVpaGkJCQgb0Gvv374dSqcSsWbP6bbd9+3Zs2bLF8ry1tRX+/qPbU0NGVlOjDl9kXERFmQbapg4AgMLXDdNCffDQ8ghMmy6D1MvltiMeGLPYGGOoqW5DQYEaqnw1bt5sAY/HxQylDL9+Mg6RM+VjFgsZO7///e+xd+9edHR0YM6cOThy5Ihln0ajgY+Pj1V7d3d38Pl8aDSaO55zPH0JDQkJgeuZfFRWFEHs6YuSyxVo6TQBDgJ0dbZDU3wcSXG+NHeJkAlsUIVdfn4+6urqEBsba9lmMplw6tQp7N27FwaDwWpeRltbGy5evAiVSoXNmzcD6JkbxRiDo6MjsrKycP/991vad3R0ICMjAy+99NJdYxEIBPStcoITOvFQX9eGe+cEYdp0Ge4J8YZYfPcvDKOFMYaqG80oyFdDVaCGRtMOodARkZEyPJQcCmWEDAIB3SFoIklNTb1rUXXhwgXExcUBAJ5//nk88cQTuHHjBtLS0rB+/XocOXLEskxWX8tlMcb6XUZrPH0JFYvFuC8+Cocy/4XrzQK4BsZCHhCOzrYGaOoqIPWSQt3uiJOnTuH+O/RAEjIimHkEhmLpqti+DOqv1OLFi1FUVGS17fHHH0doaCh+//vf95ps6+rq2qv9vn37kJOTgy+++AJBQUFW+/7yl7/AYDDgV7/61WDCIhOUszMfL6Yl2zQGs5nh6tVGqPLVUBVUo7GxAyIRD1HRCvz8sUiEhXtbLtggE8/mzZuxevXqftsEBgZa/lsqlUIqlSIkJARhYWHw9/fHuXPnEB8fD5lMhvPnz1sdq9Vq0dXV1asn73bj7UvorFmzcObbXJTfuIHuOh6qaovAdwRCpkxBeOxyNGp+QN53pxEXGzsh5g2SCYqGYkfNoAo7sVgMpVJptU0kEsHT09Oyffv27VCr1fjoo4/A5XJ7tff29oZQKOy1HegZhl25ciU8PT0HmwcZZ8xmM1q07WhqbEFTfQuatW14MDne1mEBALq7zagor0dBvhqFqmq0tBggkQgRHaNAdIwCIdO94OBAN1q1B7cKtaG4NRx5a35cfHw80tPTUVNTA7m8Zyg+KysLAoHAahRjvNPpdDBAiIdW/z84ObvAZOqGyNUNzqKepcAEAdNw8dI5XLt2DVFRUbYNlhAyaCM+rlRTU4OqqqpBH1deXo4zZ84gKytrpEMiI8RsZujuNoHL5aC5qQ3axhY0NbRA29CKxoYWaBtboW34cVtTW8+wu5nBZDTA0dEBoX4uEAp7JqK7BQaCN4B5mrfTtRvQ3KSDzNdt0IVXV5cJpSW1UBVU47vCauh0XZBKnTFrtj9iYv0QFOwBLvfOw2nEvuXl5SEvLw/z58+Hu7s7rl27hp07d2Lq1KmIj+/5QpKQkIDw8HCsW7cOr776KpqampCSkoJNmzZNqJ4to9GIbjPgLBLD3UvWa7+DoyO4POGEuT8fmaBoKHbUDLuw++abb6yef/jhh/22T01NRWpqaq/tISEhNGF3HGpt0aO0RIOSohoUF9WgruoK9G316OzoKYzAAQQCPjykEnhIXeHjK0VYZDA8pBK4SyXgtDbixPYU8Dhm/OM3pyznfezgQXiFhlqe65ubwXN2hgOfb9nWoTOgvKwWRd9V42JeFaqqWsB14CEtfQmUEb3/IP07vb4LxUW1UBWoUfS9Bnp9N2RyMRYuCkZ0rC+mTHHrd27UZGQ2m9GpM0Aknly3unBycsLhw4exa9cu6HQ6yOVyLFmyBBkZGZZhVAcHB2RmZuLpp5/GvHnz4OTkhDVr1uC1116zcfSDIxKJ4CJ0gLZB02dh16FrAzO0QSKR2CA6MlkwZgYbZmE23OPtFc0EJ1a6u824drUBJcU9xVzVDS3MjEHs6gSuIx/6biF4blMREuuN9RvjMCXQC84i4R0LpC69Hr4fHwAAdHQa0d7aCU8vMQx8V1Req0VgcM/cpOytz6KsXAu5UxtWffY5yqs68NrubLS1m9Bl4kAgcIR/gBRz5wdCLhffMX6dzojvv6uBKl+NkpJadHWZMWWKBIlJIYiJ8YVcMXF6VkaLvtOIOk3PvQAtP2u1qNc0o762GVOn++LF/15v6zDHVEREBHJycu7absqUKVZXyk5EfD4f0eH34Hh+EeRT7oGT6KcrzxljuFJ0AQo3PqZOnWrDKAkhQ0WFHUFjow4lRTUoKdbgUklPz5ZIxIe3zBV+Ad6ordejw8AQEOCGJUuTERcnh7t7/z06nR1GVFXWo/JaHa5frcONynrUqLVobmiCl5cY3d0mBAT7IPXV9WhtNSJH9BiaA/WYOUcHvqsrgoKdMXvuPWho0mPu3ABEx/rCy+rWJz9pbdWjUFWNgnw1yi7Vw2RmmDrVAysenoHoGMUdj7NXZrMZzdp21GmaUa/R9vysvVXINaOtVWdpKxDy4eXjBm+ZO6LunQZvmTt8/Yc2J41MHLNmzcL1KjUKv/kbfIKUcPeSQ9+pg/pqCURGDRKWLh7QfUcJGTIaih019M6dhLq6TCgvq0NxUQ1KijTQ1LSCw+EgeKonEpPCMCNChu+LGpCZeQU+Pi5ISpqGe+9VwMfnp5UWjEYTSkvrUJBfje6ubixa5I/Kq3WovF6Pyqt1qNU0gzFAIHDElEApIqMCsGzVvShRXUXQPTLI/Tzh699zkYxYzMPiJWGIUHoiYEpPj5qrhIffPrPgjj2BTU0dlitZKyoawOEAIdO98NjqSETH+MLtLoXnRGc0dFn3uP3489bj1qocAODmIYa3zB0yX09ExEyFt8zdUsy5SpxpOHoScnZ2xi9+/jDy8vKgKi3AzUoTHLlAVKAMs+KWws/Pz9YhErs3AoUdqLDrCxV2kwBjDLWatp5CrliD8st16Ooywc3dCcoIOVY8HIHQcG+IRD/dkkHi5oyoKBn8/V2t/vCrCtQ4/tUlFH33A3RtOnDRBS5MOPeNEDyeA6YESjEjwh9LV8YiINgLcoW71YUOcxf0XqOSw+Eg+aGgPrffrlbTBpWqGgUX1ais1MLBgYPwcG+s3xiLyJlyiMXj55YSw8UYQ2tLR0/BptGirrb5p5+1zWhuarO05fEcLYXajJlBlsLt1oMv4NkwEzJeOTs7Y9GiRZg3bx50Oh14PF6/yzgSQiYGKuzslF7fhcultZZirrFBBwdHLqaFeGH5w0ooI+RQ+EqsiieTyYzi4nrk5VXjl7+cgSlTek+e/vP+kygtroLYRYDwMB+EzfBFYLA3AoK8oPBzh6PjyN3zjTEGtboVqnw1CgrUUP/QCj6fC2WEDIsfvAcRkXI4O9tP0XK5pArH/3He0utm0P90VaKrRGQp2MKUAVa9bhJ30R3X/iTkbng8Htzc3GwdBplsaCh21FBhZ0fqatuQf/EmSoo0uFJRjw69GTK5GNFRCoTPkMGR54D8glr87agaIaEycDgcMMZQWdmCc+fUuHixGu3tRvj6itHU1AkXF36v13jm+QQwZoavn+eorM/KGEPldS1UBWoU5KtRV6eDk5MjImfKsWx5OGYofex29QdTtwndXSaEhPlj/n2R8JL19Lh5+7hD6NT7/wUhhExYZnPPY7jnIL3Y51/ISerypVpk/rMUoaHemDEnAsW1YgQFc8DhavHJp8X4oZ6h0+wCsasrWtuMyMyswPnzatTW6iCRCBEf74fZs33h73/nK0enBI78xHqzmeFKRYPlhsG3isqoaAVWr4lCaJjXiPYEjlczZgZhxszeQ9KEEELIQFFhZ0fmzA3E7PhAfPl1PQ5nVkForITqhhESNyFiY30x09EFjnwButu12PfORQgEjoiK8sHq1TMQGiod0xv0dnebUHa5HqqCahSqqtHaaoCb24+rP8T6Yto0Ka3+QAgh45BGo0FzczN4PN6Q1z1mjI3AfexG99635eXleP7553H27FkYjUZERETg5Zdfxn23raNcVVWF3/72t8jJybG6tyWfb7tRFirs7IBe34Wyy/WInCnHf6efROWNZrjz+Vi42A+xsQpMvcfTqmi7fJmPqcFuiIrygVA4dr8CRmPP6g8F+Wp8/10NOjq64OUlwpz4KYiJ9UVgEK3+QAgh45VGo0FOdjbUZZdhbG+Hg6MjXOUKhMXEDP5kE2CO3dKlSxESEmIp2t58800kJyfj6tWrkMlkMJlMWLp0Kby8vHDmzBk0NjZiw4YNYIzh7bffHtXY+kOF3QRlMHTjXG4VviusxuVL9ejuNuOl9AQkJN4DiUSIe/6tmLtdaOjY3adMr+9C0fcaFOSrUVykgcFggkIhxn2LpyImxhd+/hK63QYhhIxzjY2NOPzpp+iuqkSUvz+kgVOgNxpxrboGp/7+N1uHN+IaGhpw5coVfPDBB4iMjAQAvPLKK9i3bx9KSkogk8mQlZWF0tJS3Lx5EwqFAgDw+uuvY+PGjUhPT7fZUoNU2E1gh78oQkCgOx75uRKRUXJ4eblAJrvzqgxjpb3dgO8La1BQoMal0jp0dZkREOiGpIdCER2rgFxOqz8QQshEciEvDx2V17BIOQOODg5gjEHb3o7m9nbUXL0y+BOO8x47T09PhIWF4aOPPkJMTAwEAgHeffdd+Pj4IDY2FgCQm5sLpVJpKeoAIDExEQaDAfn5+VZDtmOJCrsJSiBwxKt7ksHnj4+LClpa9FAVqKHKV6OsrB6MAVOneuLhVUpExSggldL9sQghZCIyGAwoK1QhyEsKRwcHmM1m5JVeQnl5OfgGI4YyBjSSa8W2trZabRcIBJY1noeKw+EgOzsbK1asgFgsBpfLhY+PD44dO2a5PZBGo4GPj4/Vce7u7uDz+dBoNMN6/eGgwm4Cs3VR19CgQ2FBz1JeV682gsMBpk/3wuo1UYiKVsDNzb5XfyCEkMnAYDCgW2+A2LXnC3rZzR9QVnoJIS4i+Hh5ocNovMsZRte/X8Cxa9cupKam9tk2NTUVaWlp/Z7vwoULiI2NxdNPPw1vb2+cPn0aTk5OeP/995GcnIwLFy5ALpcD6H0jfaDnog5bTjGiwo4MikbThoKLaqhUatyobIajIxfhM7yxYWMsIqPkcHGxn9UfCCGEAEKhEHxnZzS3tUPq6oqy69fh5cCFj7hn6k+3aQg9b8zU8xiOH4+/efOm1Xy2/nrrNm/ejNWrV/d72sDAQOTk5ODIkSPQarWWc+/btw/Z2dk4ePAgtm3bBplMhvPnz1sdq9Vq0dXV1asnbyxRYUcG5NuzN5B1rAzV1W0QCBygjJAhITEEyggZnJzsZ/UHQggh1vh8PsJiY6H68u9wF7ugrbkZ4eKf5nPXabWDP+kIzrFzdXUd8IUKUqkUUundB487OjoAoNeqPlwuF+Yfb4wcHx+P9PR01NTUWHrwsrKyIBAILPPwbIEKOzIgjDFMCXDHylVKhM/wsfkwMCGEkLFz77334trly8j9vhAt7Tp08fnQ6fWob25G690Pn3Di4+Ph7u6ODRs2YOfOnXBycsJ7772H69evY+nSpQCAhIQEhIeHY926dXj11VfR1NSElJQUbNq0yWZXxAIA3QGWDMi8+YH49ZP3IipaQUUdIYRMMhKJBI+uXQtlYhLaRSJc/KEaN9rawfXywYy4ewd9PmY2j8hjtEilUhw7dgzt7e24//77ERcXhzNnzuDLL7/EzJkzAQAODg7IzMyEUCjEvHnz8Nhjj2HlypV47bXXRi2ugaAeO0IIIYTclbu7O1Y98gg8PD1x7JM/I8jbB/cEBECn19s6tFERFxeH48eP99tmypQpOHLkyBhFNDBU2BFCCCFkwH72s5+hs6MD3506hbrSUvC5Qxn8M/34GI7hHm+fqLAjhBBCyIBxuVwsSUrC9NBQlJSUoLqyctDnYGY27KFUZh7dtWInKirsCCGEEDIoHA4HwcHBCA4ORmtrK5763e9sHRL5ERV2hBBCCBlbI3gfO2KNCjtCCCGEjC0q7EYN3e6EEEIIIcROUI8dIYQQQsYUY2awYa48Mdzj7RUVdoQQQggZWzQUO2poKJYQQgghxE5Qjx0hhBBCxhRjJjDz8HrcGPXY9YkKO0IIIYSMLWYegaFYmmPXFxqKJYQQQgixE9RjRwghhJCxRRdPjBoq7AghhBAyphgzDXuOHM2x65vdFHaM9SwG3NraauNICJmcbr33br0XSd/os4rYm6G89zs7O4b9uiNxDntkN4VdW1sbAMDf39/GkRAyubW1tUEikdg6jHGLPquIvRrIe5/P50Mmk+E3W54ckdeUyWTg8/kjci57wWF28vXabDajuroaYrEYHA5nxM/f2toKf39/3Lx5E66uriN+/vFgMuQITI48bZEjYwxtbW1QKBTgcum6rDsZ7c+q4bKX94e95AGM/1wG+97X6/UwGo0j8tp8Ph9CoXBEzmUv7KbHjsvlws/Pb9Rfx9XVdVy+sUbSZMgRmBx5jnWO1FN3d2P1WTVc9vL+sJc8gPGdy2De+0KhkIqxUURfqwkhhBBC7AQVdoQQQgghdoIKuwESCATYtWsXBAKBrUMZNZMhR2By5DkZciSjw15+d+wlD8C+ciGjz24uniCEEEIImeyox44QQgghxE5QYUcIIYQQYieosCOEEEIIsROTsrBLT0/H3Llz4ezsDDc3twEdc/jwYSQmJkIqlYLD4aCwsNBqf2VlJTgcTp+Pzz//3NJOq9Vi3bp1kEgkkEgkWLduHZqbm0cuuduMRp635Obm4v7774dIJIKbmxsWLVqEzs5Oy/7y8nKsWLECUqkUrq6umDdvHk6cODECWfVmyzwBIDMzE7Nnz4aTkxOkUilWrVo1zIx6s3WOAGAwGBAVFdXvucjEFhgY2Ovza9u2bVZtqqqqsGzZMohEIkilUvzud78bsZvNjqR9+/YhKCgIQqEQsbGxOH36tK1D6ldqamqvf3uZTGbZzxhDamoqFAoFnJycsGjRIpSUlNgwYjJeTcrCzmg04tFHH8V//Md/DPgYnU6HefPm4ZVXXulzv7+/P2pqaqweaWlpEIlESEpKsrRbs2YNCgsLcezYMRw7dgyFhYVYt27dsHPqy2jkCfQUAkuWLEFCQgLy8vJw4cIFbN682eqO40uXLkV3dzdycnKQn5+PqKgoJCcnQ6PRDCunvtgyz7/+9a9Yt24dHn/8cXz33Xc4e/Ys1qxZM6x8+mLLHG954YUXoFAohhQ/mTheeuklq8+xHTt2WPaZTCYsXboUOp0OZ86cQUZGBv76179i69atNoy4t0OHDuHZZ5/Fiy++CJVKhQULFiApKQlVVVW2Dq1fM2bMsPq3Lyoqsuz74x//iD179mDv3r24cOECZDIZHnzwQcsSdYRYsEnswIEDTCKRDOqY69evMwBMpVLdtW1UVBT79a9/bXleWlrKALBz585ZtuXm5jIA7PLly4OKYzBGOs/Zs2ezHTt23PHY+vp6BoCdOnXKsq21tZUBYF9//fWg4hiMsc6zq6uL+fr6svfff3+QkQ7dWOd4y9GjR1loaCgrKSkZ8O8/mXgCAgLYG2+8ccf9R48eZVwul6nVasu2zz77jAkEAtbS0jIGEQ7MrFmz2FNPPWW1LTQ0lG3bts1GEd3drl272MyZM/vcZzabmUwmY6+88oplm16vZxKJhP3pT38aowjJRDEpe+zGQn5+PgoLC/HEE09YtuXm5kIikWD27NmWbXPmzIFEIsG3335rizAHra6uDufPn4e3tzfmzp0LHx8fLFy4EGfOnLG08fT0RFhYGD766CPodDp0d3fj3XffhY+PD2JjY20Y/cANJM+CggKo1WpwuVxER0dDLpcjKSlpwgyPDCRHAKitrcWmTZvw8ccfw9nZ2UbRkrHyhz/8AZ6enoiKikJ6errVMGtubi6USqVVz21iYiIMBgPy8/NtEW4vRqMR+fn5SEhIsNqekJAw7j9nKyoqoFAoEBQUhNWrV+PatWsAgOvXr0Oj0VjlJBAIsHDhwnGfExl7VNiNkv379yMsLAxz5861bNNoNPD29u7V1tvbe1SGKEfDrQ+a1NRUbNq0CceOHUNMTAwWL16MiooKAACHw0F2djZUKhXEYjGEQiHeeOMNHDt2bMDzw2xtIHne3mbHjh04cuQI3N3dsXDhQjQ1Ndks9oEaSI6MMWzcuBFPPfUU4uLibBkuGQPPPPMMMjIycOLECWzevBlvvvkmnn76act+jUYDHx8fq2Pc3d3B5/PHzWdYQ0MDTCZTrzh9fHzGTYx9mT17Nj766CMcP34c7733HjQaDebOnYvGxkZL3BMtJ2IbdlPY9TXx9N8fFy9eHJNYOjs78emnn1r11t3C4XB6bWOM9bm9L7bO02w2AwB+85vf4PHHH0d0dDTeeOMNTJ8+HR988IEln6effhre3t44ffo08vLysGLFCiQnJ6OmpsZu8rzV5sUXX8QjjzyC2NhYHDhwoNcFMxM5x7fffhutra3Yvn37qMVBRtdgfs+ee+45LFy4EJGRkXjyySfxpz/9Cfv370djY6PlfMP9DBsr/x7PeIzxdklJSXjkkUcQERGBBx54AJmZmQCAgwcPWtpMtJyIbTjaOoCRsnnzZqxevbrfNoGBgWMSyxdffIGOjg6sX7/eartMJkNtbW2v9vX19b2+id2JrfOUy+UAgPDwcKvtYWFhlonJOTk5OHLkCLRaLVxdXQH0XKGWnZ2NgwcP9rrKri8TIc++2ggEAgQHBw9okvZEyDEnJwfnzp3rtZRRXFwc1q5da/VHh4xPw/k9mzNnDgDgypUr8PT0hEwmw/nz563aaLVadHV1DfgzbLRJpVI4ODj06smqq6sbNzEOhEgkQkREBCoqKrBy5UoAPT2mt963wMTLiYwNuynspFIppFKprcMA0DMMu3z5cnh5eVltj4+PR0tLC/Ly8jBr1iwAwPnz59HS0mI1ZNsfW+cZGBgIhUKBsrIyq+3l5eWWq387OjoAoNeVlVwu19JLdDcTIc/Y2FgIBAKUlZVh/vz5AICuri5UVlYiICDgrq8xEXL8n//5H7z88suWfdXV1UhMTMShQ4es5oqS8Ws4v2cqlQrAT18C4uPjkZ6ejpqaGsu2rKwsCASCcTN/ls/nIzY2FtnZ2Xj44Yct27Ozs7FixQobRjY4BoMBly5dwoIFCxAUFASZTIbs7GxER0cD6JlLePLkSfzhD3+wcaRk3LHllRu2cuPGDaZSqVhaWhpzcXFhKpWKqVQq1tbWZmkzffp0dvjwYcvzxsZGplKpWGZmJgPAMjIymEqlYjU1NVbnrqioYBwOh3311Vd9vvaSJUtYZGQky83NZbm5uSwiIoIlJydPqDzfeOMN5urqyj7//HNWUVHBduzYwYRCIbty5QpjrOeqWE9PT7Zq1SpWWFjIysrKWEpKCuPxeKywsNBu8mSMsWeeeYb5+vqy48ePs8uXL7MnnniCeXt7s6amJrvJ8XaDuSqcTCzffvst27NnD1OpVOzatWvs0KFDTKFQsOXLl1vadHd3M6VSyRYvXswKCgrY119/zfz8/NjmzZttGHlvGRkZjMfjsf3797PS0lL27LPPMpFIxCorK20d2h1t3bqVffPNN+zatWvs3LlzLDk5mYnFYkvMr7zyCpNIJOzw4cOsqKiI/fKXv2RyuZy1trbaOHIy3kzKwm7Dhg0MQK/HiRMnLG0AsAMHDlieHzhwoM9jdu3aZXXu7du3Mz8/P2Yymfp87cbGRrZ27VomFouZWCxma9euZVqtduSTZKOb5+7du5mfnx9zdnZm8fHx7PTp01b7L1y4wBISEpiHhwcTi8Vszpw57OjRo3aXp9FoZFu3bmXe3t5MLBazBx54gBUXF9tVjrejws5+5efns9mzZzOJRMKEQiGbPn0627VrF9PpdFbtbty4wZYuXcqcnJyYh4cH27x5M9Pr9TaK+s7eeecdFhAQwPh8PouJiWEnT560dUj9+sUvfsHkcjnj8XhMoVCwVatWsZKSEst+s9nMdu3axWQyGRMIBOxnP/sZKyoqsmHEZLziMMbYSPcCEkIIIYSQsWc3V8USQgghhEx2VNgRQgghhNgJKuwIIYQQQuwEFXaEEEIIIXaCCjtCCCGEEDtBhR0hhBBCiJ2gwo4QQgghxE5QYUcIIYQQYieosCNkEjl16hSWLVsGhUIBDoeDv//974M6PjU1FRwOp9dDJBKNTsCEEEIGhQo7QiYRnU6HmTNnYu/evUM6PiUlBTU1NVaP8PBwPProoyMcKSGEkKGgwo6QSSQpKQkvv/wyVq1a1ed+o9GIF154Ab6+vhCJRJg9eza++eYby34XFxfIZDLLo7a2FqWlpXjiiSfGKANibxYtWoRnn33W1mFYaWxshLe3NyorK622G41GbN26FSkpKTAajX0e+/Of/xx79uwZgygJ6RsVdoQQi8cffxxnz55FRkYGvv/+ezz66KNYsmQJKioq+mz//vvvIyQkBAsWLBjjSMlE0New/e2PjRs3jsjrjHRxuHv3bixbtgyBgYFW2w8dOoSYmBjMmzcPH3/8cZ/H7ty5E+np6WhtbR2xeAgZDCrsCCEAgKtXr+Kzzz7D559/jgULFmDq1KlISUnB/PnzceDAgV7tDQYDPvnkE+qtI3d0+5D9m2++CVdXV6ttb731lq1D7KWzsxP79+/Hk08+2Wuf2WyGg4MDTCYTzGZzn8dHRkYiMDAQn3zyyWiHSkifqLAjhAAACgoKwBhDSEgIXFxcLI+TJ0/i6tWrvdofPnwYbW1tWL9+vQ2iJRPB7cP2EokEHA6n1zagp2B64YUX4OHhAZlMhtTUVKvzMMbwxz/+EcHBwXBycsLMmTPxxRdfAAA2btyIkydP4q233rL0BN4aQj127Bjmz58PNzc3eHp6Ijk5uc/f5dt99dVXcHR0RHx8fK99q1evxrlz53D27Nl+f++XL1+Ozz77bBD/UoSMHEdbB0AIGR9u9Ubk5+fDwcHBap+Li0uv9u+//z6Sk5Mhk8nGKkRipw4ePIgtW7bg/PnzyM3NxcaNGzFv3jw8+OCDAIAdO3bg8OHD+N///V9MmzYNp06dwq9+9St4eXnhrbfeQnl5OZRKJV566SUAgJeXF4Cei4W2bNmCiIgI6HQ67Ny5Ew8//DAKCwvB5fbdr3Hq1CnExcX1uU8gEODNN9+8az6zZs3C7t27YTAYIBAIhvAvQsjQUWFHCAEAREdHw2Qyoa6u7q5z5q5fv44TJ07gH//4xxhFR+xZZGQkdu3aBQCYNm0a9u7di3/961948MEHodPpsGfPHuTk5Fh60YKDg3HmzBm8++67+PTTT8Hn8+Hs7NzrS8Yjjzxi9Xz//v3w9vZGaWkplEpln7FUVlZCoVAMKx9fX18YDAZoNBoEBAQM61yEDBYVdoRMIu3t7bhy5Yrl+fXr11FYWAgPDw+EhIRg7dq1WL9+PV5//XVER0ejoaEBOTk5iIiIwEMPPWQ57oMPPoBcLkdSUpIt0iB2JjIy0uq5XC5HXV0dAKC0tBR6vd7Se3eL0WhEdHR0v+e9evUq/vM//xPnzp1DQ0ODZV5cVVXVHQu7zs5OCIXCoaYCAHBycgIAdHR0DOs8hAwFFXaETCIXL17EfffdZ3m+ZcsWAMCGDRvw4Ycf4sCBA3j55ZexdetWqNVqeHp6Ij4+3qqoM5vN+PDDD7Fx48ZeQ7aEDAWPx7N6zuFwLEXYrZ+ZmZnw9fW1ane3Yc5ly5bB398f7733HhQKBcxmM5RK5R1vVQIAUqkUWq12KGlYNDU1AfhpSJiQsUSFHSGTyKJFi8AYu+N+Ho+HtLQ0pKWl3bENl8vFzZs3RyM8QnoJDw+HQCBAVVUVFi5c2GcbPp8Pk8lkta2xsRGXLl3Cu+++a5lacObMmbu+XnR0NP785z8PK+bi4mL4+flBKpUO6zyEDAUVdoQQQsYtsViMlJQUPPfcczCbzZg/fz5aW1vx7bffwsXFBRs2bEBgYCDOnz+PyspKuLi4wMPDA+7u7vD09MT//d//QS6Xo6qqCtu2bbvr6yUmJmL79u3QarVwd3cfUsynT59GQkLCkI4lZLjodieEEELGtf/6r//Czp07sXv3boSFhSExMRH//Oc/ERQUBKBnqTsHBweEh4fDy8sLVVVV4HK5yMjIQH5+PpRKJZ577jm8+uqrd32tiIgIxMXF4S9/+cuQYtXr9fjb3/6GTZs2Del4QoaLw/oblyGEEEImmaNHjyIlJQXFxcV3vC3Knbzzzjv48ssvkZWVNUrREdI/GoolhBBCbvPQQw+hoqICarUa/v7+gzqWx+Ph7bffHqXICLk76rEjhBBCCLETNMeOEEIIIcROUGFHCCGEEGInqLAjhBBCCLETVNgRQgghhNgJKuwIIYQQQuwEFXaEEEIIIXaCCjtCCCGEEDtBhR0hhBBCiJ2gwo4QQgghxE5QYUcIIYQQYif+PxSGjekXbL6PAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=ll.DotsLines(dikeset, ColorBy='theta')\n" ] }, { "cell_type": "markdown", "id": "a727f6dd-4903-4061-94ca-73d8b8d15c29", "metadata": {}, "source": [ "We can now use the clustering portion of the code to link the scattered line segments for data reduction or analysis. \n", "\n", "We use agglomerative clustering to perform and advise people choose \"complete\" linkage to avoid chainning which will not yield colinear segments. Read more about [agglomerative clustering here](https://en.wikipedia.org/wiki/Hierarchical_clustering) and the [implementation here](https://docs.scipy.org/doc/scipy/reference/cluster.hierarchy.html). \n", "\n", "The algorithm takes the data as input and it takes two scaling factors dtheta, and drho. These two scaling factors are used to set the maximum distances over which two segments will be clustered. The maximum distance,d, is set to one. \n", "\n", "$$\n", "d=\\sqrt( (\\frac{\\theta_{1}-\\theta_{2}}{dtheta})^{2}+(\\frac{\\rho_{1}-\\rho_{2}}{dtheta})^{2})\n", "$$\n", "\n", "This way if the distance between two points is greater than dtheta or drho or the combination of the two they will not cluster (this is true for complete linkage only). \n", "\n", "The units of drho are length (usually meters) and degrees for dtheta.\n", "\n", "*Try changing drho and dtheta and seeing how the results change.*\n", "\n", "Another important function we introduce here is examineClusters. This function takes the dikeset data with labels assigned by AggCluster and outputs the linked lines along with some useful metrics such as average angle in the cluster, average rho, standard deviations of rho and theta, cluster size, and the ratio of the cluster length to the nearest neighbor distance within a cluster. \n", "\n", "The lines pandas dataframe is the linked dataset which can now be analyzed. \n", "\n", "Note that the columns in 'lines' are different than the ones we're used to in 'dikeset'." ] }, { "cell_type": "code", "execution_count": 14, "id": "6893ef89-f00b-470f-8a70-1a948bfcddb7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rotating dataset by 44.69862137669443\n", "km scale label\n", "Index(['Label', 'Xstart', 'Ystart', 'Xend', 'Yend', 'X0', 'Y0', 'AvgRho',\n", " 'AvgTheta', 'AvgSlope', 'AvgIntercept', 'RhoRange', 'Aspect', 'Xmid',\n", " 'Ymid', 'PerpOffsetDist', 'PerpOffsetDistRange', 'NormPerpOffsetDist',\n", " 'ThetaRange', 'StdRho', 'StdTheta', 'R_Width', 'R_Length', 'Size',\n", " 'R_error', 'Linked', 'SegmentLSum', 'ClusterHash', 'ClusterCrossesZero',\n", " 'EnEchelonAngleDiff', 'Overlap', 'nOverlapingSegments', 'EEPvalue',\n", " 'MaxSegNNDist', 'MedianSegNNDist', 'MinSegNNDist', 'TrustFilter',\n", " 'Date_Changed', 'xc', 'yc'],\n", " dtype='object')\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dtheta=2 \n", "drho=np.floor(dikeset['seg_length'].mean())\n", "\n", "dikeset, Z=ll.AggCluster(dikeset, dtheta, drho, linkage='complete', rotate=True, metric='Euclidean')\n", "lines,evaluation=ll.examineClusters(dikeset) #this function takes all the data with the labels \n", "\n", "fig,ax=ll.DotsLines(lines, ColorBy='AvgTheta')\n", "print(lines.columns)" ] }, { "cell_type": "markdown", "id": "96d2e0e6-475d-40b4-8b1d-fd4cd9ec064c", "metadata": {}, "source": [ "[examineClusters]() fits a rectangle over the clustered line segments returns the average line which fits between the end points of the two furthest segments explore this with [pltRec](). We can continue and use various metrics produced in 'examineClusters' to continue our analysis. Please see the documentation for [examineClusters]() to see all the metrics output. \n", "\n", "The [plotScatterHist]() uses [Seaborn](https://seaborn.pydata.org/) style to make plots of two variables in the DataFrame with histograms on the axes. \n", "\n", "*Try experimenting with plotting different parts of the dataframe.*\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "37771076-4383-4d2c-ba7e-c16dcc0d73cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [ax_main, ax_xDist, ax_yDist]=plotScatterHist(lines, \"AvgTheta\", \n", " \"AvgRho\", hue='Ymid', palette=\"icefire\")" ] }, { "cell_type": "markdown", "id": "dd6f5e06-3b81-4331-b476-9b4ee740b963", "metadata": {}, "source": [ "Finally, when you are happy with the clustering results you can export them into a CSV file and read it into a GIS software. If you don't need the GIS operability you can use [pd.to_csv](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_csv.html).\n", "\n", "The format we export is a column in the CSV called Well Known Text. \n", "\n", "It looks like: 'LINESTRING (30 10, 10 30, 40 40)'. We use the function [writeToQGIS]() and recommend using [QGIS](https://www.qgis.org/en/site/) or other GIS software. \n", "\n", "You can see a tutorial for loading these types of files into QGIS [here](https://gis.stackexchange.com/questions/175582/how-to-load-my-csv-file-with-wkt-to-qgis)." ] }, { "cell_type": "code", "execution_count": null, "id": "246731d8-f98f-478c-bbc8-09c26aaf116e", "metadata": {}, "outputs": [], "source": [ "ll.writeToQGIS(lines, 'SpanishPeaks_ClusteringResults.csv')" ] }, { "cell_type": "markdown", "id": "9e5dce0e-590c-47f3-86d7-484b6c2aed46", "metadata": {}, "source": [ "**Using the Hough Transfrom for Feature Extraction**\n", "\n", "One may have different motives for clustering such as data reduction but the Hough Transform may also be used to extract features of the dataset. This code was written to extract radial or circumferential type dike swarms. Dike swarms, and many other types of linear features, can form different organized patterns.\n", "\n", "![ClusterTypes](SyntheticsInkscape.png)\n", "\n", "We can use the Hough Transform to extract these.\n", "\n", "The Spanish Peaks dataset shows a great example of this because it contains two radial type swarms and an overlaping linear swarm.\n", "We can use the [fitRadial]() functions to extract these. This function fits the equation \n", "\n", "$$\n", "\\rho=(x_{r}-xc)\\cos(\\theta)+(y_{r}-yc)\\sin(\\theta)\n", "$$\n", "\n", "where $(x_{r}, y_{r})$ is the location of intersection of the radiating form. In the case of dikes this might indicate a magma source or a volcanic landform. \n", "\n", "\n", "When you plot the data and color by 'Ymid' using [plotScatterHist]() you can clearly see two sinusoidal curves and one \"bar\" which represent the three trends. We can filter by 'Ymid' and put it into [fitRadial](). " ] }, { "cell_type": "code", "execution_count": 27, "id": "a4970ce4-1b9c-4a42-92af-16b944c8962a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Center \\\n", "0 [-11698121.516341344, 4523881.405781059] \n", "\n", " Std Error RSq \n", "0 [412.542680000162, 333.1552905875445] 0.938212 \n" ] } ], "source": [ "\n", "#Lets filter by 'Ymid'\n", "\n", "#Radial 1 - we will color with Purple so we call it purple\n", "mask2=(dikeset['Ymid']>4.52e6) #filter dataset\n", "Purp=ll.RadialFit(dikeset[mask2]) #fit based on filtered dataset\n", "\n", "#What doe it return?\n", "print(Purp)\n" ] }, { "cell_type": "markdown", "id": "6ca99731-fd14-4ef6-adc0-2a6b0f6dc21d", "metadata": {}, "source": [ "We can see that RadialFit returns a DataFrame with columns \"Center\", \"Std Error\", and \"Rsq\". Center is the best fit cartesian location of radiating lines, $(x_{r}, y_{r})$. Here we can see how well the data fits a \"radial\" pattern with \"Rsq\" (numbers closer to 1 indicate good fits). \n", "\n", "Now we can extract the segments or lines which intersect that center using [NearCenter](). " ] }, { "cell_type": "code", "execution_count": 35, "id": "c19f7bef-97c0-4ed0-87a5-8b25cfdc2ebc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "km scale label\n", "reset x\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HH3wQs9nc6zn+eyrYUe5AY9Cg1qulDt+llLQsia2Pb6U6p5rA5ECqc6vZ/9J+wiaFyUjPEKE4FU5tP0XO6hxKdpbg5uVGwpIEkq5Jwjvcu7/DE0IIMQCdrX7eC6teoLa2lrCwMO65554+nev0VPA3Rwo37NnQ51gk4bsAYhfGcvC1g+x7fh9X/v1KkpYlkbUyiyPvHmHCDyf0d3jiO2irayNvXR55a/JotjQTmBzIjCdmEDM/Bq2bfPsIIYTo2dnq51ltVvYf2w/AnJlz0Ov7/jiYSqUiJCTkW8Ujv7EuAJVaxdj7xrLp55uwHLBgTjOTdE0SOR/kkHpbKnoPebZvMFEUhcrDleSsyqFoUxEqtYrYha6+toHJgf0dnhBCiEGgp/p5iqLw8vqXsTvtjI4ajbfGG4vF8q2TuPMhCd8FEjUrioCEAPa9sI/F/1zMyJtGkv1eNtmrshlzx5j+Dk/0Qae1k8L1heSszqG2oBbvcG8mPDCBhMUJuHlJX1shhBB911P9vD35e8g6noVWo+XeK+4lpzYHq9V6SeKRhO8CUalVjPvBONb/ZD1le8oImxRG/OJ4jv7rKCO/NxKtQd7qgaq+uJ6c1Tkc+/cxOts6iUiPYOKPJxI6IVQWYQghhPhW/rt+XkdnByu/WAnA0slLMbmZ0Bg0mEymSxKPZCEXUPjUcIaNGsa+5/cROjGU0beOJu+jPPI/zifl+pT+Dk98g9Pu5MRXJ8hZlUN5ZjlGPyMpN6SQtDwJj2CP/g5PCCHEIPff9fPW7VpHZUMl/p7+XDvtWg4dP4R5lPmcK3QvFEn4LiCVyjXK9+kPPuXktpNEzogkel40h948RNLyJOmbOgC0VrWS91EeuWtysdZYCU4NZvbvZxM1KwqNXnPuEwghhBB98M36eZuyNrFq+yoArpl2DYeOH8LmbyN9VvolK84vCd8FFjo+lJDxIWS+kMnw9OGk3p7Kh9/7kMIvCom/Kr6/w7ssKYpCeWY5OatyOPHlCbRuWmKvdC3C8I/z7+/whBBCDFGn6+c99JOH6OjsIMgvCLdAN7zivEiflU5UVNQli+VbJXx///vf+dvf/sYnn3xCfHz3JGbPnj3ce++9REZGdr32/vvvYzAYKCkp4cEHH8ThcOB0OomKiuJ3v/sd3t5Dq47Z+B+MZ92d6yjaVETM/Bgi0iM49PohoudE8+6Sd1nw3AKCRgT1d5hDnq3FRsGnBeSsyqHhRAO+0b5MeXgKcVfFSVcUIYQQF8V/d9Vob28n80AmAI89+RiTJk3CbDZf8rab553wZWdnc/DgwV6XEMfExLBmzZozXh82bBj/+te/MBhcVaF///vf8/zzz/PLX/7yfMMY0IaNGkb41HAyX8wkak4UY+4Y40oANxfRVtdGa1Xrtz63oigUby4mdGIobp4Dd+Voe2M7BZ8UkHJ9yjmnShVFoe5YHX5xfihOhYYTDfjFnNkguq9qC2pdizA+O4az00nk7EjSf5VO8Jhg6WsrhBDioumpq8b6netxOp1ceeWVLF++vN9iO6+Ez2az8dvf/pZnn32W22677bwv9s3igg6HA6vVipeXVy9HDF7jfzCeNSvWULy5mJj5MZjTzBx++zDgSnC+rZrcGjb9YhOLX16Mecy5H/S0d9gveYHglooWPvvRZ3Q0dpC0PKnXhM/WauOrJ7+iaFMR434wjoJPCmitbGXFhhUYvPvWLgbAYXNQtNnV17bycCXuge6Mvm00iUsTcQ90vxC3JYQQQpxVT101dubspOBYAWq1mltvvbVf4zuvTOAvf/kLS5YsITw8vNf9iouLWbZsGWq1muXLl3PzzTd3bbPZbFx33XWUl5eTmJjICy+80Ou55syZc9ZtFovlkq1uOV8BiQFM/flUvIe7pqtT70jl0/s/xdHugG+f75H3UR7uQe4Ejw4+5741eTV8cs8nLPzrwj4lhxdC3fE6Pv/R56h1apasXILOpDvrvvXF9ax/cD01uTXoPfUcePkAMfNjGH3r6D4ne83lzeSuySV/XT5t9W2ETghl3jPzGD59uCySEUIIcUn01FXD4XR0LdRIi0mj+Fgx06ZN67eZpj4nfFlZWRw5coSHH3641/1SUlLYtm0bnp6eVFRUcM899+Dr68uVV14JuEb51q1bh81m46mnnuLdd9/tcx+5wSbluq9LsYRNCiMgPoDCLwrZ/8/9RM+NPu/zdba5CgOPvGnkOevDdTR1sPGRjfhE+hCUcvGfF7QcsFC6p5ScD3LwMHtwxd+uwOR/9tpCR987yuZfbqajuQPfKF9Sbkhh5E0j8QzxPOe1FKdC6e5SsldlU7K9BJ27jvjF8SRfk4xPpM8FvCshhBDi3HrqqrHl0BZOVp3E3eDObXNu41jhsUvWVaMnfU749u3bR1FRUdeIW0VFBXfddRdPPfUUM2bM6NrPw+PrGmbBwcEsWrSI/fv3dyV8p+n1epYvX85jjz3Wa8K3efPms27rbfRvoFGpVIy6dRR5H+VRkVXRbZut1YbOpDtn1l+0qQh7m52EJQmuzzcXEZgUeEaSpDgVtjy2BVuLjUUvLrqo5UYUp8KBVw6w67lddFo7ibsyjvl/nn/WRRFV2VWs/8l6SneWYgoyMeu3sxh588g+jei1N7aT/3E+uatzaSprwj/en/RH04lZEIPOePaRRCGEEOJi+u+uGm22Nt7Z8g4A16dfT2hAKHnH8i5ZV42e9Dnhu/fee7n33nu7Pp89ezYvvvjiGat0q6qqCAgIQK1W09LSwtatW7n22msBKC8vx8fHB5PJhNPp5PPPPz/j+KHgswc+I/naZCJnRHZ7PXJGJGqdmtaaVpwOJ2qNmra6Nt5d/C6LX158zj6teR/lETIhBM8QTyoOVbDp55uY+/TcMxK+rFezKN1ZysK/LOzTiNm31VbXxpZfb+H4huMoDoURN45g9lOzz0gwFUWhbG8Z+1/aT8EnBTjtTsbcPYa5f5p7zkRNURSqc6rJWZXD8Q3HQYHoedHMemoWQSOCZBGGEEKIfvffXTU+2vkRdS11DPMZxqIJi2hsbbykXTV6ckGe5n/00UeZPXs2c+bMYcOGDbz77rtoNBocDgcLFy7kmmuuAeDYsWM8++yzgOsXeXJyMr/+9a8vRAgDit5dz/Y/bCdkXEi3kS6VWoXB24C11krVkSqCU4Opyq7C3mHH4Nv7CFd9cT2VhyqZ88c5OB1OdvxpB4HJgUTN6l7Dp2RXCftf2k/aPWmET+n9WcvvwnLAwqZfbKKprAmNTkPqvalMeXhKt6lmp8NJ0aYiDr1xiMpDlbQ3tOMV4cWiFxcROj601/Pb2+0c33CcnFU5VOdW4xniydjvjyVhSQJGX+NFuy8hhBDifH2zq0ZiRCIf7foIgFvn3IpWo6WgtOCSdtXoybdO+LZs2dL179///vdd/16xYgUrVqzo8ZgZM2Z0m/4dqib9dBIfXPMB+1/az+SHJn+9QQV6Lz3tDe1kvZbFFX+5gprcGgw+hnO288pfl4/B20DkjEhyVuVQV1jH0jeWdkuwmi3NbHl0C2GTw0i7O+2i3JviVDj4+kH2vbAPlVqFRqdhwgMTGHPnmK7Rts62TvI/zufIO0doLm/GzcsNa60V8zgzS19bSlNJE9uf3s7EByaesaij8VQjOatzKPikAFuLjbApYSz8fwsJnxIufW2FEEIMSN/sqvG3j/9Gm62NGHMMieGJ7M7dfcm7avREOm18B9uf3s7w9OHdRtIURcHoZyTt7jT2Pb+PhKsTutWUU2vU6D31FG8pprm8mercagKSAnr9n8DR6aDg3wXEXRVHR3MHmS9kkrgssdsUsMPmYNPPN6F31zPrd7MuSnLU3tDO1se3UrylGM8QT9rr25nxxAySliUB0FbfRvYH2WS/n42txUbE1Aja6tso21uGZ4gnI24YwdbHtlKeWU5AYgCK07Vc2elwcmr7KXJW5VC6uxSDt4HEZYkkXZOEV+jQLNsjhBBiaImKimLy3Mn8v5f/HwAp8Skcqnf1y73UXTV6Ignfd2CtsbLj6R1c/+H1XSVA9v59Lw0nGpj7p7kUfFLAjqd3sOilRahUKlQqlSvh89CjM+g49NYhanJqSLg6odfrnNx2kvaGdhKXJrLnL3tQa9WM/+H4bvvsfHYndYV1LFm55Lzq1/VV5eFK1v9kPbUFtdhabKh1ahb+30IiZ0bSVNbE4bcPk78uH5VaRfyieOw2O5n/yKSzrZP4RfHoPfXs+cse/OP9mf/sfIbPGE57fTtZr2aR+2EuLZUtDBs5jFm/nUX03GjpayuEEGLQ+eCDD3A4HIwbN46HnnwId3f3fumq0RNJ+L6DsfeOZc1Na8j/OJ+k5a5RLvdAd47+6yiKQ2HKI1P47IefUbi+kLgr4kDleo4PFUTMiCBndQ7OTicBSQG9XifvozyGjRpGe0M7xz47xvTHpndL6gr+XUDumlym/3o6gUm9L/w4X4qikPVqFtt+t82V6GnVeA/3dtXYM+rY/KvNFG0qws3LjdTbU3HzdmPPX/ZQdbQKU6CJiPQI6grr8I/zZ97/uurjVR6uZMujWyjeUoxaoyZmYQwp16UQkNj7+yCEEEIMVPn5+axevRqA3/zmN8TFxfVzRN1Jwvcd+Mf5Ez0vmgOvHCB+UTwavYbQCaE4Oh1UHKogbGIYUXOi2PP/9nQVAlZpXFl+SFoIRRuLaK9v73V1brOlmbLdZUz71TR2PL2DoBFBJCz+ekSwtqCWjD9kkLAkodeRwpaKFvb/cz8xC2IImxjWp/trb2xn3Z3rKN5UjN5Lj2eIJx7BHoy9ZyxZr2RRtrcMr1AvpvxsCkZ/IwdeOkDp7lJsrTY8Qz3RGXVodBrm/e88QseHUri+kDU3raHueB3eEd5M/PFE4hfF4+Y1cFvECSGEEH3xzDPPdLVQGzNmTH+HcwZJ+L6jsd8fy6rrVpHzYQ4jvzcSnygfTAEmyvaUETYxjMkPTe5awDHhRxMA0Bl0OB1OAhIDKNpQhNZ49i9DwScFaI1a2urbqC+uZ9mby7qez+todhVX9o3yZerPp/Y4ZOx0OMl+P5vMFzLRe+gZceOIPt3Xsc+P8el9n9JW30b41HA6WztRnAo6dx3bn95OYFIgc/80F/dh7uz9217K95XT0dxBR3MHbl5uBI8OZuy9Y/GO8CZ3TS5fPvEl9nY7w2cMZ/L/TCZkXIgswhBCCDEkHDhwgPXr16NWq3nkkUf6O5weScL3HfkM9yF+UTwHXztI4tJEdEYdoRNCKdtbBoDHMA/S7klj3z/2EbswFgCtUYut2YbB24DWoCV3dS5j7jzzrwHFqZC/Lp+IaREcev0Qydcmd017Kk6FL5/4ko7GDq78x5U99sutyath21PbqM2vJfm6ZMb/cPxZCyKf1t7Yzqc/+JT8j/Mx+ZuY9stpHH7zMLYWG0Z/I8Fjgkn/VTruQe7se34fxZuL0Rl1tFS0YGuxEToxlCmPTAHF1U3DcsCC0c/IyJtGkrgsEY9hva9GFkIIIQYTRVH4wx/+AMB111034KZyT5OE7wJIuzuNY58dI/v9bFJvTyV0YiiFnxfS3tCOwcfAyJtGUvBxAbue2wWAzqSjo7mDhhMNhEwI4ci/jjDyppFoDd2/HKW7S2mpbMGjxgOtm5Zx943r2nbw9YOc3HaShf9v4RkrWTutnWS+lMnRd4/iF+PH1a9dTdCI3turKU6FI+8eYcuvttBW10bswliCRgWx/U/b0Rl0jL5jNGl3pmEKMLH/n/vJW5vnWlihAkuWBZO/iQXPLcDR6WD3n3e7yrCkmZnzxzlEzoxEo5NFGEIIIQY3RVGwWCxYrVZMJhNms5lt27axa9cu9Ho9//M//9PfIZ6VJHwXgGeIJ4nLEjn0pmsULnR8KIqiUJ5Z7lpxqtMw5ZEpfHr/p9iabJgCTLRWttJW18bkhyez4+kd5K3LY8QN3adb8z7Kw+hnxLLfwszfzOx61q1sbxmZL2Yy5q4xREyL6HbMyW0n2fHMDtrr25nwowmMvGlk1wris6k4VMHWX2/lZMZJ9B56EpYmUH+8nubyZpKvTWbmb2Zi8jdx6K1DHHn7CPYOO3pPPbV5tXRaOxk+Yzj+8f7sf3k/WoOWuKviSL42uVs5GiGEEGIwKy4uJmNrBpZCC/Y2O1qjluCYYN545w0AbrvtNkJDe28q0J8k4btAxtw5hvx1+Rx+5zDjvj8Oo5+RY58dI3puNABhE8OInhPN/pf245/oT+PJRgCaSppw2BwcfvMwScuTukbC2uraOPHlCVRqFcGpwcRf5WpB11LZwuZfbSZ0Qijjvv/1iF9VThUf3fIR9UX1jLx5JNNemnbOGnat1a3s+esejvzrCO117ZgCTOg99LRYWhhz5xiSr0tGZ9KRtzaPA68coKWyBYO3AXubndbKVgD84v1orWzFzcONqY9MJe7KuDOKKQshhBCDWXFxMWvfXou+Vk9aWBpe7l40tTbxyfpPyM/Px2g08sADD/R3mL2ShO88dFo7OfTmIXwifRg2alhXn1pFUehs7STl+hSOvHOEETeMwGl3kvNhDgueW9B1/MSfTGTf8/toKmtCZ9Bh9DNSeaiSqFlRlO4upXB9YdcK3IJPC2ivb0fvpWfaz6ehUqtob2jn3/f9G61By+ynZqNSq3A6nGz+1Wb2v7QftVbN9MenM+knk3ov5GxzcPS9o+x7cR8NxQ3Yra4Ru8CkQEbfNpr4xa4Vx0Wbitj3j33UHatD76FHhQqn3Ym11kqntRPv4d5Ez4kmflE8HS0dBCYGSrInhBBiSFEUhYytGehr9CSGJNLZ3kmLswVvL28OHD8AwMTxE/HzG9izWpLwnQen3UnumlzqjtXhF+vHte9fi9HPSOOpRj649gOm/mIqAIfePETUnCjK9pRRnVvdVRvPY5gHpkATTSVN6N31xC6MxbLfwownZqDRazj0xiHXSJ4Kst/Pxt5uZ+x9Y/GP90dxKrxz5TvU5tdyR8YdGHwMlO4pZd3t62g81UjoxFCWvbXsnKN6JTtL2PG/O6g4WEF7fTtOu5PQiaGk/zKdqNlRqNQqyjPL2fPXPZTvL+96Tk+tV+O0Oqk4WIEp0MTMJ2fiF+tHyc4SNv5sI/YOO+m/Ssc7wvtifxmEEEKIS8ZisZCXmYdnjSd7Cvbg7HSi1qmxKBaKK4sx6A3Eh8RjsVgICQnp73DP6rJN+JrLmzH4GM5rRMrNy42rX7uaT+75hNLdpaxZsYYb1tyAd4Q3MfNjyPxHJnFXxZH9fjZX/P0Ktv9hO0f+dYRZT86idHcpoRNCMfmZUKlUNJc3o9arURSF0ImheA/3Zt0d6zjx5QmMfkbK95fjHeHdNW278ZGNVB6qZPpj0/GJ9uGTez/h6HtH0Zl0XPH3KxhzR+81fxpLGtnxzA6OfXoMW4uNztZOPEM8mf/cfOIXxaNSqag9Vsvev+2laHMROF0lXbR6LRqdhubyZmzNNhKXJRKUEkTBJwW0N7TjG+1L2j1pxCyIwdPs+Z2+JkIIIcRAk5+fT/7BfCa4TSDMPwyjm5HW9lbeP/A+AHNHzkWn6LBarf0cae8u24Rv4882Yq2xMuGBCcRdGdfnmnBeoV5c869reHnCyxzfeJwPb/qQ61dfz7RfTGP1jaupO1aHWqemaGMRHmYPijcVM/mnk/n8x58z9+m5oILgtGAaTzZSk1uDb7Qv7oHuuAe6Yx5r5uBrB1G7qbG32Znx2Ay0Ri3ZH2Sz/6X9RKRHEDQqiOeTn6e1qpWoOVEsfW0pRj/jWePttHay9x97yXwhk/bGdlQqFRqdhjF3jWHeM/PQGrQ0W5rJfCGT3DW52NvsODodaNw0qFQq3LzdiEiPQFEUSneWUptfS3t9OwlLEohdGItfnN+AaBkjhBBCXGiKonD4wGE0nRqCQoJwN7gDUNBUQK2tFje1G8HaYDRuGkwmUz9H27vLNuGb/+f57PnrHr78zZfkrMphys+mnFG6xFpjxc3b7YySIgYfAyvWr+DVaa+S/3E+a1as4Zp/XcPM38zk43s+xlptpa2ujWGjh1G8pRiduw7/OH/XyBkQmBBIsWcxlgMWpj48teu8Y+4Ywyff/4TGE40MSx1G1JwoPr7zY7JXZWMKNKE1avnwhg8x+BpY+uZSkpcnn/X+FEXhyDtH2Pa7bTSXN2P0M+IV6oXWTcuMJ2YQvyie9sZ2Ml/M5OBrB7HWWnHYHK5ev556gkYF4RPpQ4ulhcLPC9G764maE0XclXGY08xSNFkIIcSQZ7FYaKtpIzoqmuK6YkYPG42CwucnPgcgPSSdkyUnSZuWhtls7udoe3fZJnwewR7M+cMckq9NZuezO/no9o+IuzKOgKQAgkcHE5AUwEd3fIRiV5j000lEz41GpVbRVNqEZ6gnvtG+3LP3Hl6e8DLZH2Sj0qhY9uYyRq0YxY6nd9Bc3kxAUgBOm5OCTwqInhdN1qtZKIqC1qTFM8STxlONNJc3d8UUOjEUe7udTmsnc34/hw0PbSB3bS6KU6HT2knx5mLir45n0fOLem1HduzzY2z+5WbqjtVhCjSRckMK1dnVeIV5MffpuXiGenLwjYPs/fteGk824rA5UKlVuAe5E5wWjEpRUVtYS3NJMxHpEaTdlUbEtAjX83xCCCHEZcJqteJodzBx5ER2ZO7gUOUhGjsbqbRWYtQYGWYYRkFnASPHjBzws12XbcJ3mjnNzPK3l5P3UR77nt9H5kuZ6Iw6ouZGEToxlH3/2Mf6n67HPMZM6u2pbPrFJkbeNJJJP52EV5gXd++9m1cmvMLRd4+iOBUW/3MxxVuKObX9FKW7S1Hr1OR8mMO8p+ex7/l9dLZ0ojPqsLfbMfmbKNlVQl2haxFIa2UrrZWtqN3U7P3HXk5sOYGtxYZGp8HgbeCqf1xFzIKYHu9DURSKNxez5ddbqDpShZu3m2sRiQL5H+cTd2UcUx+ZSvGWYtbespaqnCocHQ40ek1Xj9zm8mZKdpRg8DagM+pw2B0Mnz6cqNlRl/irIoQQQvQvRVFoamqioa2BDlsH6RPSOZh3kPXb1wMQGxiLapiKhIAEEhLO3st+oLjsEz4AlVpF0vIkoudGs/+f+znwygGKvihCY9SgM+pc5UicTjb9YhOmABNZr2bhsDmY+shUvMO8uXv33bw8/mVyVuWgM+mY+8e5vLv0XayVrinhst1leIV7YfA10HCyAa1BS2drJxHTI8AJ25/ezuJ/Lmbzo5tRnAoGTwP56/Kxt9lRaVWk3pHK/D/P77EtmtPu5PiG42T8MYPKQ5VojVom/HgCaXelsfXxrTScaCD90XSMfkbeufIdLPstrhE9jQq9px6n3UnDiQZaKlpw83LDL9qPgOQA/GL88I3x7aojKIQQQlwuuoosH7NgKbKwZv8aRiSNoI02WmwteBg8+P7S71NaU4r3aO8BP50LkvB14+blxpSHp5C0PIldf95F8ZZi0ELDyQZsrTZG3TqK6iPV2Nvt7PnrHqw1VuY9Mw/vCG/u3HUnq69bTd7aPDqaOpj8k8ls+fUW2hvaaW9spza/FsWh0NHY4arbZ+0kIDGAhMUJfHr/p+z68y4K1xei1qppq2/D0eFArVXzvX9/j9gFsWfE2tnWSf66fPa9sI+qo1WoNWpG3DiC2X+YTcWBCtasWINGp8E81sz6B9fTXN6M4lBcJVa0alQaFTqjjuAxwUTPjSZ8ajj+sf64ebmhKMqAH5oWQgghLob/LrI8In0Eu3bs4uThk2xr2AbAleOvpKy2jM6ATtJnpQ+K35mS8PXAN9qXK/5+BacyTrHruV04bA5aq1o59Poh/OL8iJkfQ8muEjJfzKTiYAXXvHcNftF+3LD2BtasWMPJr07S0dRB+ORwircWoygKR98/Ssj4EE5uO4llvwXFqeAb6UvohFAiZ0Wy7Q/b6GzuxOl0uoJQQfKNyWcke211bWR/kM3htw9TX1SP4lQITAkk/op4Ots6eXvB29QV1HWt9D214xQooNK6Vtx6D/cm7so4kpYnETI2pGvxRae1k9LdpZzafoqSHSVEpEcw/dfTL/VbL4QQQvSbriLLtXomJf2niYEXpE9P58OtH2KttqLT6PAL88Mr2Yv0WelERQ2Ox54k4TsLlUrF8OnDCZsUxpF3j5Dx+wxX7TytmoqDFeiMOkLGhVC6u5R/jvkn6Y+lM/qW0Sx/ezmf/egzOq2d2DvsGLwNtNW1UfDvgq4OGOX7y1FpXAmYoii017fTUd8B4Jpm7XQSvySeuvw6msub8QzxpOpoFZkvZnJ8w3Ha6lwjgCq1ClOgic7WTnLX5NJa24qt2YbWqMVaawUF1Do1HmYPkpcnE3dVHOFTwuls7cRaayVvXR7N5c1UZ1djOWDBaXfiG+VL7JWxJC1L6uevgBBCCHFpWSwWLIUW0sLSuo3a+fr5klWZBcDI+JFcddNVjBkzZlCM7J0mCd9ZFH5RiHmMGfcgd1JvSyXuijjeXfIupbtKCZ8WjnmMmdJdpXiGeNLe0M5XT3xFzgc5jPvBOG5YcwOd1k7W/3Q9zWXNtNW1UXGoAjdvN1RqFQ1FDRh8DTSXN/PhjR+SvSobcI3CKQ6FYWOGkXh1Il8+8SVvL3ybjqYOrNWugo4KClo3LaETQ0lalkTQyCA6mjtY/5P1tJS34LA5ukb0fCJ9CB4d3HWt7X/c3lVA2dZiw2FzYPQzEn91PBHpEZTtLXO1VlsU359vvRBCCNEvrFYr9jY7Xu7du1Ztz95OeW05HkYPxiaNxcvLa1AleyAJX48Up0LmC5k0ljQy8ccTSb0tFfcgd27ZcAvvXv0udfl1tFa0EjU7ipE3j0Rn1LHruV10NHa4umu8c4TxPxzPlf+4krW3rqXxZCNKp0LWyixUahWd7Z1obVq+/M2XtDe2A6AxanC0O+hs76SjuYOvfvcVbfVtdJzowCPEA69wL2ytNnyG+2AeawbF1Sbt0NuHKNtbBv+ZCUYNRj8jvjG+rrp7Ri1tdW201ba5nuNzKniGeBI6KZTImZF4hXqx89mdVGdXk7g8keHTh/ffGy+EEEL0I5PJVfO2qbUJPy9Xb1yn4uSDjA8AmDdmHkZP44AvstwTSfi+Yc/f9lC2p4ygkUGMvHkkGX/M4NP7P+X4F8dZ8soS3LzcuOr5q/j4ro/xi/Oj6kgVJTtLGH3baBb8vwVs/sVmPMM8MfmZ2PTzTQSlBBGYFEjJsBJaLC3kr8t3XUgBa+XXLVh07jrXily1CpVaRXNJM067s6vgc4ulBZ1Jh1eYa6WvrcmGwc9AZ1snlv0WUMDN240xd45hwoMT6GjooGxvGSXbS6g8Uomz04lnqCeRsyIx+Ztw2p00lTax6RebaC5tRqPX4GH2IPX21F7r+wkhhBBDmdlsxhxrJv9wftczfLtyd1FSXYK7mzuRQZEExQYNilW5/00Svm/wCvXiWO0xst/Lpq2+DVSg0WnIfj+bwi8KGff9cUTPjSb52mSyXs1i/P3jaatvY/9L+9G56wgaEcSxL46h0+tw83Ijb10etmbb1xdQzrymzkuHo92Boii4ebqhOFwrZBOXJVKTV0NLeQsavYZbt9yKT6QPKpWKnNU5bH18K40nG/EM8WTkzSMxeBso3VPK2/PfpqPBtRJYa9CiddOic9dhrbHS0diB+zB3FKdCTV4NilMh7d40Rtw4At8oX9yD3C/dmy2EEEIMMCqVivRZ6awtW8vu3N3Ehcbx/jZXz9zU6FTUwepBsyr3v0nC9w16Dz06ow4PswduXm6uKdX/lFFpr2tn+x+3s+PpHag0KhSnwmc/+qxrlaviUCjZXtJ1LpVahc6kQ61T47A7QMUZCZ9Kp8Lka6LxZCNqvZqIaRH4RPlw+K3DFH5eSOSsSEauGMm+v+9jy6NbUOlUHP/ctWhDrVWj99Bja7Gx5y97QAGtUYt3uDchaSEEjQrCK9QLj2APPMweeJo9sbXa2PnsTkp3lRK/OJ4pD0/B0+x5Cd9hIYQQYmCLiopi2YplZGzNYM2WNZyoPIFOq2P20tksuGrBoFmV+98k4fuGmPkxxMz/upPF5z/+nFPbT7lq6f3nQ3Eqrjp1WpXruTkFdJ46PII8MPgaaKttw9ZqQ3EoeAR70GJpcX2uKDjaHd2up3QqNJ5sBBV4D/embE8ZxzceR3G4rnHs38co/KyQzo5O6gvru45TaVQ47A5sLTa0Bi0GXwPuge64ebt1dfGoyKqgZGcJna2d+ET60FTaRHVONXoPPZEzIwmfEi7JnhBCCPFfFEXBzc2NSdMmsfKNlQDcdPNNfP+H3x+UI3unScLXixlPzMBabcXob8Toa6S+uJ4vfvIFzZZmdEYdqXenkvn3TNyD3fFP9Kf6aDWODgd2m522xjaqjlQBoDPpGD5zOKU7S+lo7DjjOlqjlubSZtQaNX6xfvhG+VJ5uBKn4sTeZsfebkdBQa1XYwoy4RnsicnfRNyVcfjF+mFvt2NrtVFfVE9dYR0NxQ00lTThsDtQnAr1x+uxd9jxi/PDN9KXjqYOyveVk3xN8qV+S4UQQogBq6vDRqGFoqIiCgsL0el0XHvttYM62QNJ+Hpl8jfRVNLE+h+vx95hx2l3oigKBm8Dtcdr+fxHn6PRa6jKrqJsbxlaNy2dVtcqW8X+9fxtp7WT458fP+t1HB0O3IPcu56hqzxcSUtFC85O19JbnbsOrbsWlaIiclokGjcNaq0arzAvmi3NlGeWU3moEofNgZunG6ETQxl580gqsiqwHLAQMi6EqT+fim+U78V9w4QQQohB6psdNsaEjuGL4i8AGBM1hi8//RJfX99BO50LkvCdkynARMgEV0eK8r3lNJU10dHcgc5Nh9PT6XrGz6nQ0dSBNkiL4lTQGXSo3dR4h3tTnVuN0+bsqo33zUTwNEVRcDqd2DvttJS3YGu2odaq8R7ujWeoJ7d8cQutVa2sun4VI743goQlribNmx/dTOnOUoLHBDPhRxMwjzXjG+1LzqocMl/MRGvQMut3s4hdGDvo/zIRQgghLpb/7rBx9ORR8kvz0Wv13L/ofvJL8snYmkFkZOSg/X0qCd85eIV5MfmnkwHY9tQ2PEM9uy2EQOV6/eRXJ2mtbMUj2AP3IHd0Jh0tFS1otBq8Qr1cpVBKms56HWul1VWqRQU+kT5MeWQKwanBbPzZRjJfymTK/0xh+PThHHrjEPGL4lGpVcx+arYrkfzPwpHKw5V8dOtH1BXWkXxdMuN+MA43TymzIoQQQvTmvztsrMpYBcDcMXPx8/QjPiyerMIsLBYLISEh/RzttyMJ33n4796yHc0d7PzfnbRWtOLm6UZbXRstFS0YfY0MnzGcqqNVNJc3M/t3szn8zmGaTvWc8J2utweg99LT3tjOV7/5CvdAd+w2Ozue3kFHYwfJ1yXz+QOfc+LLE0TNjnL9laGC9sZ29vx1D/nr8glMDmTpm0sJTAq8qO+FEEIIMVR8s8PGsfJjHCw6iFqlZtmUZQB4u3vjKHdgtVrPcaaBSxK+7+D4huMcefeIq+4dCl4RXjSXN9Na00pLeQuntp9CZ9Kx8ZGNNJc1n/U8jg4H0345De9Ib/a/tJ+AxADa69tpONlAYFIgVUeqOPTmIeIXxxMyLoSsV7OInBUJCuR/ks/ev+7F6XAy7RfTSFqe1DXiJ4QQQohz+2aHjdXbVwMwY+QMhvkMA6CxtRGNQTMoO2ycJgnft1T4RSFfPvElLeUteIV7kXpHKsWbi3G0O2itaiXrNVcbNbVOjccwD1DjKplis6N0up7jU6lVoHGVZ9n57E4CUwLxDvPGkmkhdHIoI24cweG3DqMz6WhvbKfxZCOpd6Ty2Q8/I++jPAo+KaDycCVxV8Yx6SeTMPoZ+/ldEUIIIQaf0x02dm7fye7c3QBcM+0awPV8X0FpAeZR5kHZYeM0dX8HMJgoisLJjJO8PvN1PrjmA9rq2ki9I5XYhbHs/N+dlO0tQ21Qo9aoUWtdb62blxv2NjsouMqrOBRUGtcInMZNg2ewJ1qDFqfd2VWzT6VRkbcmj22/20bStUmk3pkKCnxy7ydYsiwEJASw45kddLZ2svifi5n121mS7AkxCDz11FPMnj2bhIQECgoKul6vra3lrrvuYv78+SxatIjMzMx+jFKIy8/pDhs7TuxAQSEtJo0QvxBqm2rZnbsbm79t0HbYOE1G+PrAaXdyfMNx9j2/j5IdJTjtTnyjfdEatZTuLkVr0BI0MgifSB8KPinAfZg7WjctLZWuFbf2NjsARl8jGoMGe7udjqYO1Do19g47OncdGoOGTmsnbXVt+Az3IXp+NHlr8tj08034DPchfFo4xZuLyXgqA89QT9pq21j0wiKCU4P7+d0RQvTVggULuPvuu7npppu6vf7ss8+SmprKypUrOXz4MA8++CAbN25Eq5Uf0UJcKnq9nrzCPABiE2LZfGwzGoMG8ygz6bPSB3VJFpCEr1ed1k5y1uSw/8X9VOdW09naiUanwXu4N+FTwolIjyBiWgRuXm58cs8n5HyQQ0ByANMfnU7+J/kcfPXg1yfTQOSsSEp2luAe5I693Y7WoCUwKZDS3aXoPfU4nA50Jh0+0T6UbC8hak4UzWXNNJc3ozgU9B56Wipa0Hu6/vvBtR9w9atXE5EegbPT6ZpC1sqgrRAD1fjx43t8ff369WzevBmAUaNG4e/vz/79+5k4ceKlDE+Iy9qLL76Iw+Fg2rRp/OzJn2G1WjGZTJjN5kE9sneaJHw9qD9Rz87/3cmxT49hrbF2TcNGzY5iwo8nMHzacPQeepwOJ7kf5vLlb76kqaSJpGuS8Az1ZPOvNmOt+Xolj0qjYvYfZnPyy5O0VLQQkBRAR1MHHY0djFwxkk5rJ5b9FsxjzVQdrSL5+mRG3DiC3c/tpq2uDb2HnoYTDcx7Zh67nttFe307Rn8jjScbeW/Ze5jHmHHzdsPR7mD0baNJXJqIRq/p5Q6FEANFfX09TqcTPz+/rtdCQ0OxWCy9HjdnzpyzbrNYLIP6WSMhLrWamhr+9a9/AfCjH/1o0JZe6Y0kfLiezas/Xk/+unyOvHuEmrwaAIwBrpZqgcmBzHt2HsNGDus6xnLAws7/3UnpnlIcHQ5mPDED81gzm36+CXuHa/QOlSvZU5wKUbOi8A73pnhzMbX5taCAs9NJc2kzN667kb/G/JWavBoMvgZ2Pr2TWzffyrXvX8vR946y/+X9NJU0sennmxh9+2jy1+WT/ut0dj+3G1urjYqsCjrbOnHzcqMqu4rMlzJJuyuNpOVJrjiEEAPaf48eKMqZBdqFEBfPK6+8Qnt7O6mpqUybNq2/w7koLttswN5hp3xfOae2n+LY58eoza+ls7UTo7+RxKWJdDR30GJpIfX2VNLuTusaMWupbGHPX/ZwfMNxPII90Jl0TH5oMuN/OB6VSsV1q64jd00uW361BZVahX+8P3WFdax/cD3uw9wxBZoY8T3X6luHzcHJjJPM/M1MkpYnkbMqB5Vaha3Vxr/v+ze3bLiF0beOJu6qOPb+bS9Zr2ax+/924xfnx6HXDzHhgQnse34f1626jqPvHeXIO0dorWqlra6NysOV7HhmB2PvG0vqranoTLp+fseFED3x9XW1PKyrq+sa5SsvLz/nCN3pKeCe9Db6J4TorqmpiTfeeAOABx54YEhM3/bkskr4WipbOJVxilPbT1G2t4y2ujbs7a4euQEJAYy9bywdjR0cfP0g3hHeLH19KYHJrgLGDpuDw28fJuvVLHQmHTN/M5OwSWFYDliInhfd7X+QvX931cUz+Bi6Rgirc6opzywnIDGAoBFBjLlrDDue3kHprlL2Pb+Pab+aRv66fAy+BmwtNiwHLOx4ZgczHp+Byd/EzN/MJOX6FD69/1PXamCtmuC0YAzeBgr+XcCc389h5hMzOfj6Qfb+bS+tVa1Yq61sfHgjGU9lkLgskWm/nIZXiFd/vf1CiLNYuHAh77zzDg888ACHDx+mpqaGsWPH9ndYQlwW3nnnHZqamoiLi2P+/Pn9Hc5Fc9kkfO2N7by/7H2cdiemQBOKU0Gj1xA6IZTU21PxDPFk2++2UXus9oxRvcojlWz99VZaKloYcdMI0u5OQ++uByBmfkzXNTrbOvn0/k9prWhFa9RiTjO7Srfcnsq2321DcSi01beBAoFJga7nAO1OslZmUbq7FL94P1osLYy4cQQHXjnA7v+3m+h50YRPDgcgMDmQ27bcxvant7Ptd9vY/dxuohdEk7smlzF3jMEj2IOx945l5E0jqThUQUBiAHlr8zjwygEOvnaQQ28cwjzWzNh7xxJ3ZRwGb8Ol/0IIcRl78skn2bx5MzU1Ndxxxx2YTCY2btzIww8/zCOPPML8+fPR6XQ888wzskJXiEugo6ODV155BYAf/OAHqNVDd+GjShnED4ucnrbobWrjNEVRqM6pxuhv5IPlHxAyPoTU21IJHhNM9vvZ7P6/3fhE+TDjiRlntCU79OYhKg5VMPGBifhE+pz1/Fse3cL+f+7H0ekgMDkQ90B3Opo6uGHtDfwl6i8oTgV7u530X6UTPTeaD679AIfNweynZlO0sYiqo1U0lTcx5eEp1B+vJ/v9bHwifbgn854zkrOT207yzlXv4LA5UKEiZHwId2Tccdah6Jr8GjL+kMHxL47Tae3E6GckZn4McVfGETkrUpI/MaCdz/e6kPdLiL56//33eeihhwgODmbXrl3o9fr+Dum8nM/3+tBNZf+LSqUiKCUIz2BP7tx+J1f85QrMaa6l1jX5NaTemcqyt5b12IN29K2jWfDnBWdN9gByVuWQ/UE29jY7UbOi0HvosdZaCZ0QStneMnQmHQ6bA0VROPLeEXQmHWqdGo2bhoaTDSx/ZzkJSxNQ7Ap7/7aXab+cxrDUYdSfqGf1DavPeIh7+PTh3LDmBnyjfFFpVJTuLuWj2z6iJr+mx/gCEgJY9sYy7s++n6k/n4rWoKXgkwLWP7ieN2a9wWc/+oy8dXm0N7Z/p/dZCCGEGAycTicvvPACAPfcc8+gS/bO12WT8H3Tf/eanfnETMZ9fxwa3bcrZVJ5uJJdz+1C567DM9STK/52BW21bVirrYRODCXvozxCJ4S6OnBo1Nhb7ez56x7UGjUarYbSXaWodWrm/+98IqZH0Gnt5L2l7zHj8Rm4B7hTvKWYzx/8/IykL2ZeDHdk3IF5rBlFUSjZXcLaFWs59Nahs8Zq8jcx/dHp3LXrLtIfTccjxANHhwN7u52M32fw1ry3JPkTQggx5G3atIljx47h6enJzTff3N/hXHSXZcJ3IbXVtbHpF5vQuetQa9Us/udiDN4GOts6UevUeEd4U76vnKRrktB7uv56cPNxoyavBrVGjaIorjp8B1w1t8bcMQbPEE86GjrY8ugWouZEoTPpOLjyIBl/zDgj6XMPdOe6Vdehd9fT0dhB7MJYV+/eczD6GpnwowmsWL+CRS8tYskrS1ixfgVTH5mKo9NBxu8zeHv+23z2gCR/Qgghhp7To3u33nornp6e/RzNxScJ33fgdDjZ/KvNriLKTR2kXJ9C5MxI3LzcGPm9kfjH+VO+rxy9h56o2VEYfV39bttq2kh/NB3fGF+cdifuge6cyjgFQNScKAw+BnwiffCO8Ka2oBY3bzfUWjW7ntvFrj/vOiPp8wz2JGl5En4xfhz7/Bit1a19vgeDt4GIaREAGP2MJF+bzOKXFnPz5zcz+eHJOGwOMp5yJX/HNxy/QO+cEEII0X/27dvH3r170ev13Hnnnf0dziUhCd93kPlCJpYDFtw83fCL9mPSTyZ1bas4WEHI+BDyP84n9opY3Lzc0Lnr0Bq1OGwO6grr8I3xxWFzEDI+hJPbTqIoCh7DPAhODcbD7EFLRQszn5yJf7w/jk4Hzk4ne/+xl11/3nVGLOFTw9HoNYy+dTS7/283u57bheL89utxTP4mUq5LcSV/629m2q+mEZAY8K3PJ4QQQgwUL774IgDXXHMNwcGXR096Sfi+pRNfneDg6weZ8MAE4hfHM/eZuWjdXGUUmsubaTzViN5dj7XGSuLSxK5tBh8D7U3tHHrzEN4R3jg7nQwbPYzm8mYaihsAiJ4bTWtVK55mT4o2FvG9j79H1JwoHO0O2uvbKdlRcsYoX/jkcGwtNobPGM7UR6Zy9N2jbP7VZhw2x3e+V5O/icSrE/GO8P7O5xJCCCH6U2FhIV988QUA9913Xz9Hc+lIoadedDR1kPOhq/uF1k2L1uD6UOvUbPzZRoJGBmEea0Zn1KHRaWira0Nr0FK6qxSVWkVdYR0BiQEEJASgKAoqlQq9ux6NTkNDcQNeYV54hnriE+mDzqjj5LaT+Eb7Ej03ml3P7eoaIawrrOP61dfz+Y8/J29NHiW7Szi14xTDpw3vijUwORA3LzdKd5Uy7r5xuAe5s/lXmzn89mHG3DmmH99FIYQQYuB46aWXUBSFBQsWEBsb29/hXDKS8PWitaqV/I/ysbXYsLfbsXfYAVfNPVuLjaojVXx060dnHNdU2oTT7qQmrwa/GD/eX/Z+V/mV9oZ21Ho1thYbe/66B1uLjUOvH0LjpuHAKwfQ6DVoDVqMfkYqDlXg5u3GV7/9ipm/mcnUR6YSvziej+/8mNU3rObO7XfiG+Vqy6RSqwidGNqV8EXOjOT61ddLSzUhhBDiPyorK1m9ejUA1113HYWFhZhMJsxm85BtqXaaJHy98Iv148Z1N3Z9rjgVHDYH9g67KwH8z8fpsib2djud1k42PrIRU4CJppImUu9IBRXY2+2U7S2jvaEdg5eB1rZWavJr0Gg1VByswN5up7aglr1/c7Vls9ZYaa1qxSPYg7LdZVQfrUbn7kredO46WitaeefKdzB4GdC4uZLE9oZ26grrWH3jaty83NAatF3buj7ctHiFeZFwdcKQ/59bCCGE+KZXX30Vm83G8IjhHM44zIENB1ydsWLNpM9KJyoqqr9DvGgk4TsPKrWqK3HiLI+zVWVXodFrmPLIFAxeBsKnhHdtK95cTEtFC+FTwjnx1QkcNgdGfyMTH5xI1Owo3l7wNum/Tifuyjiay5p5d/G7THp4Enkf5qFSq5j++HScNied1k52PLOD1spWxj8wHpVKhb3djrXGyr6/70Nr1OIR7NGVhHY0dnRLTN283Ui4OuESvWtCCCFE/2ttbeX1118HYFzYONL80vBy96KptYn8w/msLVvLshXLhmzSJwnfBVa2x9VVI2ZuDGpt9zUxgcmBnMo4hdHfiHuQO82lzXQ0dNDR3IHRz0hgSiAnt50k/qp4vMK8CE4LxpJpYcrDU/j8x5/T2dLZlUD6x/uz+sbV1ObXMvt3s7uuYdlvwTfKlxmPz7ik9y2EEEIMZO+99x4tLS34evhy8+yb0WpcKZCflx+TkiaxO3c3GVsziIyMHJIzYLJK9wKrOOQqx/LfyR7A/Gfno9aq0eg0mNPM6L30dDR30HiqEXC1SyvdVYqj07WyNmZeDKW7SgkcEciw0cPY9/y+rtW5HsEeTP35VAo/L+xWHy9sUhilu0vPWMUrhBBCXK4cDkdXKZbFExZ3JXunqVQq4sPisRRasFgs/RHiRScJ3wU29t6xTH5oco/bTpdIUalVDBs5DI9hHigOhbLdZQBEpEd067oRNTsKp93JqW2nmPDDCdTk1XBi64mu88UujCV6XjTb/7id1ipXseWwyWG0VrV2lXgRQgghLneff/455eXlGPQGrhh/RY/7eLt742h3YLVaL3F0l4YkfBdYUEoQXqFePW47PXKn0qgIGhGE0+FEa9RiOWhBcSr4xfrhMcyDk9tOAuAe5E5wajBFm4owp5kJnRBK5ouZXQWVVSoV6b9MR2vQ8uVvvkRxKpjTzGj0Gkp2lVyaGxZCCCEGMEVRukb3RiWOosPW0eN+ja2NaAwaTCbTpQzvkpGE7xJydjoBUGvUBKYEotaoiZwTia3VRvm+clQqFRHTIziVcaprSjZ6XjSlu0vpaOpg/A/HU19UT+EXhV3ndPNyY8ZvZlC2t4zsD7LRumkxp5kp3VXaL/cohBBCDCSZmZlkZWXh5ubG3Cvmkl+af8ZjT4qiUFBagDnWjNls7qdIL65vlfD9/e9/JyEhgYKCgjO27dmzh9GjR3P11Vd3fbS3twOQn5/PzTffzMKFC1m8eDGPPfYYNpvtu93BIOLodIAKNG4avMO90XvoCZsYhlqtZs/f9wAwPH14t64bUbOjUBwKJ746QVBKEMOnD2f/S/tx2p1d5w2bGMaIG0ew56976LR2EjY5DMsBS1fdQCGEEOJy9dJLLwGuNmpXLr4Sm7+N3bm7qW2qxe6wU9tUy+7c3dj8baTPSh+SCzbgWyR82dnZHDx4kJCQkLPuExMTw7p167o+DAYDAG5ubjz22GOsX7+ejz76iObmZl599dVvH/0g4x7ozuSHJjPhhxNQqVUEpgRirbK6pm03FmFvtxMyLqSr68bpY4alDqNoUxEA4+4bR1NpEwX/7p5sT/zxRGY+ORONm4bwyeE4bI6uZwGFEEKIy4WiKJSXl1NYWMju3btZv349APfeey9RUVEsW7EMr1FeZNVlsfnYZrLqsvAa5TWkS7LAeZZlsdls/Pa3v+XZZ5/ltttuO++LRUZGdv1bo9EwcuRIioqKzvs8g5VKrepWLiUoJYi8j/IY/8PxrLt9HQffOMi4748jdFIoJ7edJPX2VMC1WnfXn3fR0dSBf7w/MfNjOPDyAeKujEOj1wCg0WuImRcDgE+UD+5B7pTuKiV8cvgZcQghhBBDUXFxMRlbM7AUWrC32ck4lIGiKEyZMoW4uDgAoqKiiIyMxGKxYLVaL5tOG+c1wveXv/yFJUuWEB7eexJRXFzMsmXLuOaaa3jnnXd63MdqtbJq1SpmzZrV67nmzJlz1o/BvnQ6aEQQbXVtREyNwOhvJOuVLMA1rVt1pIq2+jbgP9O6ToUTX54AXCuBW6tbyV2b2+N5VSpVV3kWIYQQ4nJQXFzM2rfX0nS4iTS/NCaGTST/eD4AvkZftm7dSnl5eVdv+5CQEGJjYwkJCRnyyR6cR8KXlZXFkSNHuOmmm3rdLyUlhW3btrF27Vr+8Y9/8N577/HZZ59126ezs5Of/vSnTJs2jblz5367yIeAwJRAAKpzq0lclkh1bjW1BbVETIsAoGSHa6WtKcBE8Jjgrmldn0gf4q6KI2tlFp1tnT2eO2xyGPVF9bRUtlyCOxFCCCH6j6IoZGzNQF+rZ1LSJPy8/NiQtQGb3cYwz2F05HTwwh9f4M2/vclbr71FcXFxf4d8yfU54du3bx9FRUXMmTOH2bNnU1FRwV133cVXX33VbT8PDw88PT0BCA4OZtGiRezfv79re2dnJz/5yU8IDAzk0UcfPed1N2/efNaPwb6SxuRvwiPYg6qjVUx9ZCoqlYodz+zo1nXjtOi50ZTtKaOjybWcfOw9Y+lo6iD7g+wezx06IRSVSiWjfEIIIYY8i8WCpdBCQpirT3ynvZN/7/k3AGM8xjA+eDwhqhAitZE0HW5i7dtrL7ukr88J37333sv27dvZsmULW7ZsITg4mJUrVzJjRvcWXlVVVTidrhWkLS0tbN26laSkJADsdjsPPfQQ3t7e/O53v7sshlDPJTAlkOrsarxCvQgeE8yxT4/hsDtcXTd2f911I2pO92ldzxBPEpcmcuiNQ9hazlzpbPA2EJgcKOVZhBBCDHlWqxV7mx0vd1cd3G1Ht9FobcRd686C+AUEeQWhOBQMbgYmJU1CX6snY2vGZdWV6oLU4Xv00UfZvHkzABs2bGDx4sUsWbKEG264galTp3LNNdcA8Nlnn7FhwwaOHj3K0qVLufrqq3nyyScvRAiDVlBKENU51TgdTsbfP56Opg4Ov3n4jK4bJv/u07oAY+4cg73dzpF/Henx3GGTwyjbW9ZVqFkIIYQYikwmE1qjlqbWJhRFYe2OtQCkh6SjVWtp6WhBrVNj0BsuizZqPTmvVbrftGXLlq5///73v+/694oVK1ixYkWPxyxZsoQlS5Z820sOSUEjgrC326kvqif5umQ2PLyB/S/tJ/WOVDyCXV03wiaGAa4izLueda3WdfNywz3IneTrkjn89mFSbkjB4G3odu6wyWEceOUA1TnVBI0I6o/bE0IIIS46s9mMOdZM/uF8TAYTp2pOoVVpmR4+HUVRONF4Ar9QPwK8A4D/tFErH7pt1HoinTb6WUBiACq1iursatQaNQlLEqjOraYmt4bh04d367rx36t1AVJvSwUFDr1x6IxzB40IQu+hlzZrQgghhjSVSkX6rHRs/jbe2PQGAPG+8TRbmzlUeQiru5XRCaO7HiUb6m3UeiIJXz/TmXT4RvtSlV0FuAooq1Qqdj23i4hpETSXN1NfVA/8Z1o3LZjjG493HW/0MzLieyPIfj8ba233v1TUGjWhE0LlOT4hhBBDXlRUFGOnj6XQ4mo/6unnybbKbWhDtEyfOJ3QgFDg8mij1hNJ+AaA0ws3wDXiF5AUQOHnhfjH+3frugGuIsxle8pob2zvem3ULaPQ6DVkvZp1xrnDJoVRdbSKjuaem0ULIYQQQ8XprhrTpk3jgd88QNLMJHx9fTHoDZdVG7WeSMI3AASNCKKusK6rpt6YO8fQ3tROzoc5hE4K5VTGqa59o2a72r58c1rXzdONUbeMIm9NHi0V3evuhU0OQ3EqlO8rv/g3IoQQQvST+vp6PvjgAwB+/OMfM2vWLG6//3a8R3tfdm3UeiIJ3wAQlBKE4lSoyasBIPnaZAxeBg68fICIqRHdum4Y/YyY08wUbezekm7EjSPQues48MqBbq97mj3xGe4jz/EJIYQY0t5++23a29tJTk5mypQpgGua95Y7buGWH93C9fdfzy0/uoVb7rjlskv2QBK+AcE3xhetQds1rWv0MxI1N4qG4gbUWteX6HTXDXCt1i3bW0Z7w9fTujqTjtQ7Usn/OJ/GksZu5w+bHEbprtLLqt6QEEKIy0dHRwcrV64E4Prrr++27XJso9YTSfgGALVGTUBSQNfCDYDRt44GFRx97+gZXTeiZp05rQuukUGTv4n9/9zf7fWwyWG0VLTQeLJ7IiiEEEIMdsXFxfziZ7+guroak8FEdWH1Zds+rTeS8A0QQSlBVB+t7vp8ePpwPEM8ObntJAFJAa6uGzZX1w2jnxHzWHO31boAWjctY+4aw/H1x6k7Xtf1ujnNjEankWldIYQQQ0pRURGv/eM1Nm9wNX+4euLVjA8cf9m2T+uNJHwDRGBKIM2WZtrqXM/qafQakq9LptPaibXG2q3rBrhW65bvK+82rQuQcHUCHmYP9r/09SifzqhjWOowKc8ihBBiyCgqKuKZ3z3D3g17qW2uRaPSoFf0tNnaLtv2ab2RhG+ACEpxdcL45rRu4tJEdO46ijYVYQowcTLj62ndyJmRABRv7f7Xi0anIe2eNIq3FFOd+/WIYfjkcCz7LV2jhEIIIcRgVVxczJsvvEn70XZsDlc/+dTAVLTVWrbt2UZ5bfll2T6tN5LwDRAeZg+Mfkaqjn6d8AWNCCJoRBDWKitGP2O3rhtGPyMh40LOWK0LEHdlHD7Dfch8IbPrtbBJYdg77FQcrLj4NyOEEEJcJIqikLE1A121jkBDIAUNBQDMHz6f0cNGY2o1cSj/EF4mLxztl1f7tN5IwjdAqFSqbgWYT7+WfE0yqKGppImmsqaurhsA0XOjKc8s7yrZcppao2bsfWMp2VlCxSFXgucX54fJ30TpbpnWFUIIMXhZLBYshRYSIhLIacpBQSHBN4EQD9cK3EjvSOqq6ii2FF927dN6IwnfABKUEkR1dnW35w3irozDzdONZkszil3ptlo3clYkACe2njjjXNFzovGP92ffP/ahKAoqlYrQSdJmTQghxOBmtVqxt9nx9/MntyEXgJlhM7u2e7h54Oh0kFeSd9m1T+uNJHwDSGBKIB3NHTSVNHW95hHsQUR6BCqVCpVW1a3rhtH3P9O6m86c1lWpVYy7bxyWA5auLhvhk8OpPVaLtUaGt4UQQgxOJpMJrVHL+sz1dNg78HHzwWgz0treilNxUtVURUVjBQRy2bVP640kfANI18KNbzzHB5CwOAFFUWiva8ey39K1khdcRZjLM8u7vXZaRHoEQSlB7HveNcoXOjEUlUol07pCCCEGLbPZzLDoYXy671MArppwFcZwI6daT5FbkUtmZSZ+I/y47Qe3XZYdNc5GEr4BxM3LDe8I724rdcHVP9c9yB21Xk1bXRslO7+up3e2IszgegZw/A/HU3W0ilMZpzD6GglIDJB6fEIIIQYtlUqFzqijvqUeN50b00ZNY9zEcSSMS0AdoSZyZiSPPPYI0dHR/R3qgCIJ3wDz3ws3wNU2LXpuNFqDFkeng6LNX0/hGnwMhIwPOaMI82kh40Mwp5nJfCETxakQNjmMsj1lKE6pSySEEGJw+uSTTwCYMGECuS25bCncwnHHccLTw7nt/tsk2euBtr8DEN0FjQiieFMxDpsDjV7T9Xr8onjy1uWh1qo5/sXxbttj5sWQ8YcM2uraMPoZu51PpVIx/v7xfHz3xxRtLiJsUhhZr2ZRk1dDYHLgJb03IYQQ4rvKy8sjIyMDtVrNM88+g1arxWq1YjKZMJvN8szeWcgI3wATlBKEo9NBXWFdt9dDxoXgFeqFR7AHLRUtlO8v79p2tiLMpwWnBhM+JZz9L+4nMCUQnUknz/EJIYQYlF599VUAFi5cSEREBCEhIcTGxhISEiLJXi8k4Rtg/OP9UWvVZyzcUKlVxF0Vh6IoKA6FI/860rXN4GMgdEJoj0WYTxv3g3E0nGygaGMRIeNC5Dk+IYQQg05dXR0ffvghAHfffXc/RzO4SMI3wGj0Gvzj/c9YuAEQf1U8AMYAI4WfFXar1xc9LxrLAUuPq3UBApMCiZwVyf5/7idkfAhVh6uwtdouzk0IIYQQF8E777xDe3s7I0aMYMKECf0dzqAiCd8AFDQiiOqj1We87hPpw7ARw/A0e9JS0dJtWrZrWndLz9O6AON/MJ4WSwu2ZhtOh5PyzPKz7iuEEEIMFIqicOrUKVauXAnAXXfdJdO350kSvgEoMCWQhpMNdDR3nLEt7qo4Oq2dqDQq9v59b9frBm8DoRNDz7paF8A32peYhTHkrc3Dw+whXTeEEEIMeMXFxbz12ls8+Ysnqa6uxmgw0tLQQnHx2Qc4xJkk4RuAThdgrsmtOWNbzIIYNHoNXmFenNhyAnuH/ett82KoOFCBtfbsnTTG3jsWa60VvYdeEj4hhBADWnFxMWvfXkvT4SYKCwoBmD96PtYcK2vfXitJ33mQhG8A8o7wRu+hP2PhBrhG8iLSI3DzcqOjqYOc1Tld2yJnRqJSq3qd1vUO9yZhSQJ1x+poLGmksaTxotyDEEII8V0oikLG1gz0tXr8vf0ptBSiVWtZPm05k5Imoa/Vk7E1o9vz7OLsJOEbgFRqFYHJgT0mfOCqyWdvt6M1atn/z/1d/7O7ebkROrH31boAaXenodaoaW9ol1E+IYQQA5LFYsFSaCEhLIF/7/03ANNGTMPXwxeVSkV8WDyWQgsWi6WfIx0cJOEboIJGBFF1tKrHv1zCp4RjCjDhHuRObX4tlYcqu7ZFz42mIqsCa83Zp3U9gj1IujYJe7udk9tOXpT4hRBCiO/CarVib7Njd9rZfnQ7AIsnLu7a7u3ujaPdgdV69t934muS8A1QgSmBtNW10VrVesY2jU5DzIIYUIHT7uxWk68v07oAY+4cg85dR+H6QhydjgsevxBCCPFdmEwmtEYtn+z+BLvTTmJ4InEhcV3bG1sb0Rg0mEymfoxy8JCEb4A6vXCjt2ldtVqNRq/h2KfHuhLDrmndTb1P65r8TaRcn0JLZQuntp+6sMELIYQQ35HZbCYwMpCNBzcCsGTikq5tiqJQUFqAOdaM2WzurxAHFUn4BihTgAmPYR5UZ59Zjw8gIDGAgKQAdEYdnW2d5K7J7doWPe/c07oAUx6egkarYe/f9va6nxBCCHGpqVQq2u3tWDuseBo9iQuJw+6wU9tUy+7c3dj8baTPSpd6fH0kCd8AFphy9oUbKpWK+EXxOO1ONDoNuWtycdhcU7ORMyJRac49rWv0NRI2OYxTGad6nDoWQggh+ouiKHz88ccATJk6hSONR9h8bDNZdVl4jfJi2YplREVF9XOUg4e2vwMQZxc0IogDLx9AcSqo1Gf+BRO7MJbtf9qOrdVGi6WFok1FxF0Z1zWte3zjcVKuT+n1Gql3pnJq+yn2/n0vs34762LdihBCCHFe9u3bx5EjRzAYDPzvc/9LR0cHVqsVk8mE2WyWkb3zJCN8A1jQiCA62zqpL6rvcbt7kDuRMyJxdDgwBZrIfj+7a1vMvBgqD1bSWt37yF3UrCiM/kayP8imubz5gsYvhBBCfFun26gtX74cf39/QkJCiI2NJSQkRJK9b0ESvgEsIDEAlVpFVXbP07oACVcnAKCgUJVd1bXv8BnD+zSta/I3ETo+FEeng/0v779wwQshhBDfUllZGZ9//jkAd9xxRz9HMzRIwjeA6Uw6fKN8z7pwA1xlWEz+JuqP13cb5XPzdCNsUtg5izADREyLQO+u59inx2g42XChwhdCCCG+lTfffBOHw8HkyZNJTk7u73CGBEn4BrjAEWdfuAGgNWiJXxJPR2MHAQkBFG0soq2uDfjPat2DFedckBE2OQy1Vo3OpGP/SzLKJ4QQov+0tbXx9ttvA3D33Xf3czRDhyR8A1xQShB1hXV0tnWedZ+U61JQa9W0VLagUqvIXesq0TJ8+nDUWvU5p3WDRwejM+kIGhXE8Q3HqT1We0HvQQghhOirjz76iIaGBsLCwpg3b15/hzNkSMI3wAWNCEJxKtTmnz0JC04NxivMi9JdpcQsiCF3dS5Ou9M1rTs5jOMbj/d6DY1eQ8i4EBztDrzCvMh8IfNC34YQQghxToqidC3WuOOOO9BoNP0c0dAhCd8A5xvji9ZN2+vCDZVaRdLyJNpq2/CN8aW1upXira5RvZh5MVQequzTtG7l4UpG3zqak9tO9jqNLIQQQlwMu3btIjc3F6PRyI033tjf4QwpkvANcGqNmoCkgHMmYKNvH41Ko+LElhOY08xdizeGTx+ORqehaHPvizfCJ4fjtDsx+hvxjfZl3wv7Ltg9CCGEEH3x6quvAnDttdfi4+PTv8EMMZLwDQKBKYG9rtQF8InwwT/On+ItxaTckELFwQpqC2rRe+gJm3zu1bpe4V54hnhStqeMcfeNo2xPGZYDlgt5G0IIIUSPFEUhMzOTL774ApBSLBeDJHyDQFBKEM3lzV2rb88m6ZokWqta0Rl1uAe5c/T9owBEz42m8nAlLZUtZz1WpVIRNimM0t2lRM6KJCAxgH3P70NRlAt6L0IIIcQ3FRcX89Zrb/Hkr57E6XQSbg5nz449FBf3vuBQnB9J+AaBoBFBAL0+xweQdk8aKo2KrFezSL42mcLPC2lvbO+a1i3e3Ps3T9ikMBpPNdJiaWH8/eOpOFhB6a7SC3YfQgwG7e3tlJSUUFV16Z9jPXHiBDfeeCMLFizg2muvpbCw8JLHIMSlVFxczNq311JzoIa8wjwArplwDU2Hm3jj+TfYunUr5eXlMvhwAUjCNwh4mD0w+hrPOa1r8jcRmBxI8eZiEpa6OnDkr8v/elp3U+/TuqETQlGpVZTsKiFschjDRg0j84VM+UYTQ57T6WTt2rV873vfY9KkSdx0000sXryYqVOn8sQTT1yykYbHH3+c66+/ni+++IK7776bRx999JJcV4j+oCgKGVsz0NfqsdqsWDusBPsGMyJkBEqdwokvT/DCH1/gzb+9yVuvvSUjft+RJHyDgEqlIjAl8JwjfACJyxJprWqlrqCOmPkx5KzKQXEqRM8797Su3kNP0MggSneXolKpGP/D8VTnVnPiyxMX8G6EGHhuvPFGcnJy+MUvfkFmZiYZGRns2bOHjz/+mDFjxvDrX/+aTz/99KLGUFtbS05ODkuWLAFgwYIFlJaWUloqo+xiaLJYLFgKLcSHxvPvvf8GYGbKTA7tO0RHWQfjho0jRBVCpDaSpsNNrH17rSR934G2vwMQfROYEsjRd4+iKEqvTaPH3DmG7X/Yzv5/7mfKz6ZQ8O8CTm476ZrW1bumdUfeNPKsx4dPDufwW4dx2p2EjA0hdEIomS9kEjkjEpVamlWLoen5558nICDgjNf9/f1ZunQpS5cupbb24hYkt1gsBAUFodW6fiyrVCrMZjMWi4WwsLAz9p8zZ06v5zKbzRctViG+C0VRsFgs5Obm0ljdSHFnMSXVJRj0BsxaM7RAtDkau9POsapjGNwMTAqbxO7c3WRszSAyMrLX34OiZzLCN0gEjQiio6mDppKmXvdzD3THP9G1Wtc/zp9ho4Zx9P2j6N37tlo3bHIYtlZbVxmYcT8YR31RPcc39F68WYjBrKdk77/5+/tf9Dj++5eYPE4hhprTCzTe+vtbbHhvA7nZubz5+ZsATEuaRkddB8N8hwHQ0tGCWqfGoDegUqmID4vHUmjBYpEKEt+GjPANEkEpXy/c8I7w7nXfxGWJbP/9dk58dYKUG1LY8ugW6ovqiZ4bzdbHttJS0YJHsEePxwYmBeLm5UbJrhKCU4MZNnIYEekR7H9pP9HzolFr5G8EMXQdP36cF154gdLSUux2e9frq1evvujXNpvNVFRUYLfb0Wq1KIpCRUXFWUfqNm/efNZz9Tb6J0R/Ob1AQ1+rJy0sDc8wT96qeIu9J/cCMCZ0DM3FzRjdjCiKwonGE/iF+hHg7fqDzNvdG0e5A6vV2p+3MWjJb+9Bws3LDe9w73Mu3ABIuTYFtU7NkXeOEDU7CpO/iewPsrumdXsrwqxS/6c8yzdW547/wXgaSxop+HfBBbkXIQaqn/zkJyQmJvLggw/yyCOPdH1cCv7+/iQnJ/Pxxx8D8MUXXxAaGtrjdK4Qg803F2hMSpqEn5cfWo2WqjbXbJKv1pdaSy2KRqGisYJDlYewulsZnTC6a+S7sbURjUGDyWTqz1sZtGSEbxDpSwFmcLVjCx4djN5Tj0anIemaJA6/dZgJP5pA+JRwijYWMermUWc9PmxSGNt+t432hnYMPgb84/2JnhvNgZcPEHdFHBq99DYUQ5NWq+Xuu+/ut+s/+eST/PKXv+Sll17C3d2dp59+ut9iEeJCOr1AIy0sDZVKRVlNGfuy97Ev39XVyVvnzRd5X+Dv54+n4smIpBFMT5xOaEAo4EoYC0oLMI8yy/Op35KM8A0iQSOCqMmvwdHp6HU/lUpF7BWx1B+vR1EUkpYn4bA5yP84n+i50VQdraLZ0nzW48MmhaEoCmV7y7peG3ffOFqrWsn7KO+C3Y8QA016ejrbtm3rt+tHR0fz/vvv88UXX7BmzRri4uL6LRYhLiSr1Yq9zY6XuxdlNWVs27ONnNwcOp2dBBoDuW3kbcQYYwgKDyI4NRhfX18MegN2h53aplp25+7G5m8jfVa6LNj4lmSEbxAJTAnEYXNQd6yOwOTAXvcdPn042R9kU3+8Hr9YP6LmRpGzKodlby3rWq07akXPo3zuQe74xfhRsquEmPkxAPhE+hB3ZRxZK7NIWJKA1iD/64ihZ/Lkydx///2o1Wr0en3Xqvhdu3b1d2hCDGomkwmtUUtjSyOH8g9haDZQ1OR6vGhG2AyMGiMpoSno/HToYnV4BXiRdTwLR7kDjUGDeZSZ9FnpREVF9fOdDF7yW3sQCUgIQK1VU5Vddc6Ez5xmRmfScXLbSfxi/RhxwwjW3bmOikMVhE/9z7TuWRI+cK3WPf7F8W5lYNLuSaPw80KyP8hm9K2jL+i9CTEQPP744/zxj38kJSUFtVomQIS4UMxmM+ZYM/t27qOuqg6j2khVWxUGjYGJwRMpry7HJ8yHuPg4DtYfZO6KuahUKqxWKyaTCbPZLCN735H8RBtENHoN/vH+XSVTzrVv2KQwTmWcAiBoZBCBSYFkv5/tmtbNrqK5vPdp3dbqVuqP13e95hXqRcLSBA6+fhBbq+2735AQA4yPjw8LFy4kPDyc0NDQrg8hxHejUqlIn5VOq0crZRVl7LK4Rs3HBo6lvLocu4eduIQ4fDx8cLQ7aGtrIyQkhNjYWEJCQiTZuwAk4Rtk+rpwAyAiPYKqo1W01bWhUqlIuSGFkp0l+ET6nHO1bvCYYDR6DSW7Srq9nnZXGvZ2O0f+deQ73YcQA9G8efN49913aWhooK2tretDCPHdRUVFseTGJTj8HBQ0uKo+RHpHYggzMGbiGAICAmQl7kUkCd8gE5QSRMOJBmwt5x5hi5gaAcCp7a5Rvpj5MRh8DBT8u4CIaRG9FmHWumkxjzVTurt7Wyf3IHeSr03myNtH6Gjq+A53IsTA89xzz/Hkk08yadIk0tLSGDNmDGlpaf0dlhBDxsSJE1H5uEbrRkaMZMHCBUyaMomAgICvV+LGykrci0ESvkEmMMX17F51zrlH+Yx+RoJGBnEy4yTgmuZNXJZIwceuhK86p7rXad3wyeFUZFVgb7d3ez319lQUp8KhNw99hzsRYuDJy8vr+sjNze36rxDi21EUhfLycgoLCykvL6epqYmDhw4CkBKZgkPtwOF0yErcS0ASvkHGZ7gPend9n57jA9e0btnuMhw2VymX5GuT6WzrpKOpwzWtu+nso3xhk8Jw2BxYDnRvY2P0MzLieyM4+t5RrLVS8VwMHRkZGWe89u677/ZDJEIMft9so/b+P97nrb+/xSMPP0JbWxuRkZGMmjuKrLosNh/bTFZdFl6jvFi2YpmsxL1IvlXC9/e//52EhAQKCs7svLBnzx5Gjx7N1Vdf3fXR3t4OQGtrK3fddRcTJ05k4sSJ3y3yy5RKrSIwJZCq7L4lfMOnD6ezrZPy/eUAeAzzIHJmJPnr8l2rdXtJ+HyifHAPcj9jWhdg1IpRqLVqDr528FvdhxAD0TPPPEN+fn7X5x999BEffvhhP0YkxOB0uo1a0+Em0vzSmBs/l1SfVLZ/tR2Aa6+9llvvvJVbfnQL199/Pbf86BZuueMWSfYuovNO+LKzszl48CAhISFn3ScmJoZ169Z1fRgMBgB0Oh133303r7/++rcOWPxn4cbR6j41VveN9sUzxLNrtS7AiBtHUF9c72rV1su0rkqlImxy9zZrp7l5uTHqllHkfphLS2XLt78ZIQaQ//u//+Phhx+msrKSDRs28Oqrr/Lyyy/3d1hCDCpna6NWXFVMQ2sDBp0BT6MngKzEvYTOK+Gz2Wz89re/5YknnvhWXxi9Xs/kyZPx9PQ872PF14JGBGGttdJa1XrOfVUqFRHTIji57WRXghg8Jhi/WD/qjtWhddP2OsoXPjmc+uL6HpO6kd8bic5dx4FXDnz7mxFiAImNjeXRRx/lrrvu4i9/+QsrV67E19e3v8MSYlApLy/nWNYx/A3+NDY2dv3u+XiPq0/0zFEzqT1Vi8Vi6e004gI7r8LLf/nLX1iyZAnh4eG97ldcXMyyZctQq9UsX76cm2+++VsHOGfOnLNus1gsl+VKnqCUIACqs6vxGOZxzv1Pd92oK6zDP87fVaLl+hS2/3E7IeNDKNpYdNZCyqETQlGpVZTuKiVxaWK3bTqTjtTbU9nz1z2MvnU03uHe3/3mhOgHzzzzTLfPNRoNw4cP57XXXgPgkUce6Y+whBh0iouLWf3eao7sOYLGQ0ORWxHeQd6YAkwcKjqEWqVm6eSlHKk+gtUqz4BfSn0e4cvKyuLIkSPcdNNNve6XkpLCtm3bWLt2Lf/4xz947733+Oyzz75zoOJrpgAT7kHufV64cbrrxjendWOviEXvoQegOreaprKmHo9183IjKCXojHp8pyVfl4zRz8iBl2WUTwxeJpOp28e8efOIj4/v+lwIcW6nn9uzHbcR7BlMuG84Ee4RtJe28/7m9wGYkDABN52b1NrrB30e4du3bx9FRUVdI24VFRXcddddPPXUU8yYMaNrPw+Pr0ecgoODWbRoEfv37+fKK6/8VgFu3rz5rNt6G/0b6oJGBPV54cY3u26MuXMMADqjjoSrE8j7KA+NzrVaN/W21B6PD5scxtF3j+J0OFFruv+NoHXTMuauMex8Ziept6fiGy3TX2Lw+dGPftTfIQgxqH3zub30cems71zPybKTjB42mmEBw8jLzwNg0YRFrlp7o6TW3qXW5xG+e++9l+3bt7Nlyxa2bNlCcHAwK1eu7JbsAVRVVeF0OgFoaWlh69atJCUlXdioBUEjgqjJrUFxnnvhBrimdU933Tgt+bpkOls78TB79FqEOWxSGB3NHWft8JG4NBGPYA8yX8w8v5sQYoA41yxEZWUlBw7IKLYQZ2OxWLAUWkgIS0CtVjM6YTRWdyuHKg+x9dRW7IodXzdfKqsrpdZeP7kgdfgeffTRrpG4DRs2sHjxYpYsWcINN9zA1KlTueaaa7r2XbZsGTfeeCNNTU1Mnz6dn/3sZxcihMtOYEogndZO6ovrz70zED7V9dzl6a4b4OqNG5EeQXt9u2tat7Tnad3AlED0Hvoey7MAaHQa0u5Jo3hLMTV5Ned5J0L0v8OHD3PVVVfx17/+lYyMDPLy8jh48CBr1qzhwQcf5P7778fNza2/wxRiwLJardjb7Hi5ewEQGhDK9InT0Zg1ZFhc9S29jd5oY7RSa6+fnNeijW/asmVL179///vfd/17xYoVrFix4qzHrV279tteUnxDYFIgKpWK6uxq/GL8zrm/0ffrrhsJSxK6Xk+5IYUTX55AcSquad3bU884Vq1REzohlNJdpYy9d2yP54+7Ko6Drx9k3wv7uOIvV3zr+xKiP/ziF7/gjjvu4MMPP2TlypVUVFRgNBpJSEhg6dKlzJw5U0YjhOiFyWRCa9TS1NqEn5frd1JoQCgn/E9g7bRicjMxbcY0vnfr9wgNDe3naC9P0mljkNKZdPhE+fR54Qac2XUDXKtwfaN80Rq0vU/rTg6jKrvqrP1z1Ro14+4bR8mOEioPV/b9RoQYIIYNG8b999/P66+/zvr161m7di1/+tOfmDVrliR7QpyD2WzGHGsmvzS/W43YT/Z8AkBcSBwhMSHy3F4/koRvEAsaEXReCV9X143M8q7XVCoVKTek0N7QTuXRShpLGns8NnxyOIpToWxf2VnPHz03Gr9YP/Y9v6/vNyGEEGLQU6lUpM9Kx+ZvY3fubmqbatlxdAc5p3JQoUJj01B5vJK3X3+b4uLi/g73siQJ3yAWNCKIusI67O32Pu3f1XXjG8/xAcQviscUYMLWYjtrEWaPYA98In167LpxmkqtYtwPxlGeWU7Z3rMnhkIIIYaeqKgolq1YhtcoLzYXbeaV9a8AEBsQy32L72NW9CyaDjex9u21kvT1A0n4BrHAlEAUp0JNft8WSqhUKiLSu3fdANf0cMLVCeCEwvWFZz3+dJu13lq6DZ8+nKCUIDJfyOxT6zchhBBDR1RUFCtuX4G32Zt6q2tR4T1L7iF4WDB+Xn5MSpqEvlZPxtYM+R1xiUnCN4j5xfihddOe97RuS0ULdYV13V4fccMINHoNlgMWGk+dfVq3pbKFhhMNZz2/SqVi3P3jqDxSecZIohBCiKGvoqKCfbv24VScJIQlkBj+dZcmlUpFfFg8lkKLtFa7xCThG8TUWjX+if5nrY/XE/OYM7tuAHhHeBM1O4qOxg6Obzze87FpZjR6Ta/TuuBaCGJOM7tG+fpYJ1CIgaCqqorvf//7jB49mtTUVO677z6qqvr+B5UQAhoaGjiSdwSAxRMXn7Hd290bR7tDWqtdYpLwDXJBKee3cON0142T206esW3kzSNRa9Tkfpjb47Fag5bg1OCz1uM7TaVyPctXW1BL8RZ5TkMMHo8//jhjxowhIyODbdu2kZaWxuOPP97fYQkxqOzYsYO2jjZ8PXyZkjTljO2NrY3SWq0fSMI3yAWNCKK5vJm2+rZz7/wfw6cPpzq7ulvXDYDwKeH4RPtQkVVx1mndsMlhWPZbupV26Yl5jJmwyWFkviijfGLwsFgs3HfffXh5eeHl5cW9994r005CnAdFUVi9ejUAoyJHoVFrztheUFqAOVZaq11qkvANckEjggDOa1q3p64b4FplO/aesdhabeR9lNfjsWGTwrB32LFknfuX4PgfjKfhRAPHPj/W59iE6E9Op5Pq6q+/l2pra+XBciHOw969ezl69Ch6vZ6UcSldJVrsDju1TbXszt0trdX6iSR8g5yH2QODj4Gq7L5P636z68Z/S7omCYO3gcNvH+7xWL9YP0wBpnM+xwcQmBxI5MxI9r+0H6fd2ef4hOgvd911F8uWLeOxxx7j8ccfZ/ny5dx11139HZYQg8Yrr7hKsVx33XXcdPdNeI3yIqsui83HNpNVl4XXKC9prdZPvnVrNTEwqFQqAlMCz2uED1zTulkrs3DYHGj0Xw+5u3m6EbMghpxVOdQW1uIf63/G9cImucqz8JNzX2fcfeP48Hsfkv9xPknLk84rRiEutaVLl5KcnMzevXtRFIVbb72V2NjY/g5LiEGhpKSE9evXA3DnnXcSFRVFZGQkFosFq9WKyWTCbDbLyF4/kRG+IeB0x43zmXqKSI84o+vGaZMfmoziVM7aMSNschh1x+torW4953X8Yv2Inh/NgVcOnPO5PyEGgvj4eFasWMEtt9wiyZ4Q5+G1117D6XQybdo0EhNdpVhUKhUhISHExsYSEhIiyV4/koRvCAhKCaKjqYOm0qY+H3O660ZP07qByYH4xfmR/1F+j8eGTQxDpVKdc7XuaeO+Pw5rjZWc1Tl9jk+I/pCdnc1dd93FggULmDNnTteHEKJ3LS0t/Otf/wLgnnvu6edoRE9kSncICEwJBFwLN7zDvft0TFfXja9OojyinPFX16hbRrH111sp2lxE9JzobtsMPgYCkgIo3VVKwuKEc17LO8Kb+MXxHHztIIlLE9GZdH28MyEurV/84hfcfPPNpKamotFozn2AEAKADz74gObmZqKjo5k9e3Z/hyN6ICN8Q4DB24BXmNd5LdyAs3fdANezdxo3DXv/urfHY8MmhVG2p6zPJVfS7k6jo7mDo+8fPa8YhbiU1Go1N954I4mJicTFxXV9CCHOzuFwsHLlSsC18EmtltRiIJKvyhARNCKI6qPnt3DDnNZz1w0AnVFHxLQITu04RXtD+xnbwyaH0d7YTk1e3/r4epo9SVqexOE3D9PR3HFecQpxqaSlpZGTI48eCHE+Nm3axIkTJ/Dx8eH6669HURTKy8spLCykvLxcShsNEDKlO0QEpgRSvKUYR6cDja5vU1EanYawya6uG2PuHHPG9rH3jqV4SzH7X97P1J9N7bZt2Mhh6Ew6SnaVEJgc2KfrjblzDPnr8jnyzhHG3TeuT8cIcSlcc801qFQq7HY7q1atIioqCjc3t67tpwvJCiHO9PLLLwNw8803U1lZScbWDCyFFuxtdrRGLeZYM+mz0qUUSz+ThG+ICEoJwmFzUFdYR2BS3xIwgOHpw/nqya9oq2vD6Gfsti1mfgwmfxOH3zzM5Icmo9Z8PSCs1qoJnRBK6a5S0u5K69O1TAEmUm5I4ci/jpByQwpGX+O5DxLiEvj5z3/e3yEIMSgdPXqUXbt2odFomDNnDmvfXou+Vk9aWBpe7l40tTaRfziftWVrpf5eP5Mp3SHCP8EftUZ93vX4ztZ1A1x9d+OuiqOprImTX525mjdschiVhyuxtdj6fL3Rt44G4NCbh84rTiEupgkTJpz1w8PDo7/DE2LAOl1oedGiReRn56Ov1TMpaRJ+Xn5oNVr8vPyYlDQJfa2ejK0ZMr3bjyThGyK0blr84/2pOnp+Czd667oBMOLGEajUKg68fOCMbeGTw1GcCmX7yvp8PYOPgZE3jyT7/ew+1fET4lI5cuQIX3zxBfX19QAcO3aM+++/nzvvvLOfIxNiYKqqqmLdunUALFu2DEuhhYSwhDOqPqhUKuLD4rEUWqQ3dT+ShG8I+TYdN8C1Wrdsd1mPhZHDJoXhafakZGcJdce7r+b1DPHEO9y7T23WvmnUzaPQGrQcfO3geccqxMXwz3/+kzvvvJOVK1dyww038NZbb3HttdcyfPhwNmzY0N/hCTEgvfHGG9hsNsaNG0dUVBT2Njte7l497uvt7o2j3YHVar3EUYrTJOEbQgJTAmk40XBeU6zgSvjO1nVDo9eQcHUC9g472e9nn7E9bHIYpbtLz2uYXu+hZ/Sto8ldk0tzefN5xSrExbB27Vo+/fRTPvjgA1544QX++Mc/8uKLL/Lzn/8cL6+ef4EJcTlrb2/nzTffBODuu+/GZDKhNWppau25AUBjayMagwaTyXQpwxTfIAnfEBI0IghFUajOOb9RPp8on7N23QDX4g2tm5bcNbl0NHUvqRI2KYzm8maaSvre5QMg5YYU3LzcOPDKmVPFQlxqbm5uBAUFARATE0NkZCSTJ0/u56iEGLjWrl1LXV0dYWFhXHHFFQQHB2PwN7D96Haq6ru3+lQUhYLSAsyxZsxmcz9GfXmTVbpDiM9wH3QmHVXZVYROCO3zcV1dN77suetG2KQwPEM9aaloIf+TfEbdPKprW8i4ENRaNaW7S/GO6FuXD3DV+Uu9I5Xd/7eb1NtTz+tYIS40m83G8ePHu/2S+ubn0lNXXI4URcFisWC1WjGZTJjNZlQqFYqi8M9//hOAO+64g5KSEjK2ZlB5vJL8gnxys3OJiopi0shJuBvdKSgtwOZvI31WuvTS7UeS8A0hKrXqOz3Hl/1+NnXH6vCP9++2TaPXED0vmpwPcsj5IIeR3xuJSu36ptWZdAwbPYySXSWkXJ9yXtdMviaZw28dJvPFTOb8QfqViv7T3t5+Rv/P05+rVCo2b97cH2EJ0W+Ki4vPWk/v5MmTFBQU4OHhwdSpU7tKscyKnsVU81QOHzlMfnE+b5S+QUJqAinjUqQO3wAgCd8QE5QSxLFPj533cV1dN7afOiPhA4ieG03O6hzqi+o5teMUw9OHd20LnxxO1sqs8yr6DK5EMu3uNDL+kEHqHan4x515XSEuhS1btvR3CEIMGMXFxb3W09u2fxsA3/ve98jal9VVikWlUoEXDAsaxviG8ezJ24NnrCcrbl8h7dYGAPkKDDFBI4JorW6lter8Sp58s+tGT8ImhuEe6I7OXXfG4o2wyWF0tnVSeajyvONNWJKAV6gXmS9mnvexQgghLixFUcjYmnHWenoNRQ3s27cPtVrNokWLeizFolKp8PX1ZXzKeNpq2qioqOjHOxKnScI3xASmuLpsnG89PnBN61ZnV9NW13bGNo1eQ+TMSFQaFaW7S2k42dC1zT/OH6OfkZJdJed9TbVWzdjvj+XkVyfPe7GJEEKIC8tisZy1nh7AoWJX0fwpU6bg7e0tpVgGEUn4hhj3QHfcg9ypyj7/hC9iagTQc9cNcE3r2tvsaA1asj/4epRPpVYRNinsvOvxnRa7MBbfKF/2Pb/vWx0vhBDiwrBarT0mcWU1Zazeupr9hfsB8MSTzz7+jNaOVinFMkhIwjcEBY0I+lYjfAYfg6vrxlmmdUMnhuLm5YZXuBcFnxTQae3s2hY2KYzagtoeRwfPRaVWMfa+sZTuLsVyQKqwCyFEf+mpnl5ZTRnb9mzjcM5hFEVhmGkYCxMWoj6l5pTlFPty9p1Ri1VKsQw8kvANQYEpgdTk1qA4z79n4fDpwyndXdpj1w2NTkPkrEhsTTbs7XYK/l3QtS1sUhgApbu/3Shf1KwoAhIC2PfCmT84hBBCXBpmsxlzrJn80nwURUFRFA7lH0LXpKOwsRCAqbFTiQyNZHLyZGJ9Ysmry/v/7d15eFT11cDx7yzZ9z2TfQ+bYVEEFJBVIAIRsYIUrUqLbV1alWrV9qUq1WqhVguKraivqBURwvIKIlslCmENewiEJJBlkpB1yD7J3PePNCORbECSSSbn8zw8D5l77+TMJcyc/JZzSE5NpthQTH1DPcWGYpJTk6UUSw8jCZ8V8h3oi7HKSFlW2TVfGzo2lPqa+ha7bkDjtG5FQQX+Q/05teaUOal08HTAK8brutbxQeMo3y2/uoX8lHxy93e8N68QQojOo1KpGDN+DHVedSSnJnMu5xzF+cUUVhdSWV+Jq60r8bfHo1KpUKlU3DbwNnQBOkwhJlJKUth5bicpJSm4xrkya/4sKcXSg0hZFivk3d8blUpF4clCPCI8runaK7tuBN8WfNXxwFsDsXOxw8HLAf1hPbkHcs2je0Gjgji76SyKSTHX6bsWwbcH4xfnx8F3DhI4IlB+KxRCCAsIDw9n1vxZJO1O4siBI2QUZpBe1ji6d9etd+Hr29jVqai8iIrqClT1KqZOn4qzs/NVRZpFzyEjfFbI1skW93D361rHp1KpCB0bysU9F1ucWm2a1i1KLcIrxouTa06ajwWPCqa6tJris8XXFbdKpWL4r4dz6fQlLnzb8jpCIYQQXS88PJwHHn6A+xfej2uoK+V15TjZOXH3mLvJLcpl696tbNu9je07t5N2Mo2v/+9ramtriYqKIiAgQJK9HkgSPivlO8j3ujpuQOO0bkVBBSXnSlo8HjEpAkO2gZDRIWR/l40ht3Fxr99gP2wcbK57HR80tmoLGB7AoXcPXdcaRCGEEJ1DpVIxdOhQsi5lATDl5imUGErYs38PdTl1xDnFEaGJ4NagW1FfVJP4SSKZmZmWDVq0ShI+K+Uz0Ific8XU19Zf87X+Q/2xcbThQlLLo2wBwwOwc7WjwdiArYstp9eeBhpH/3S36K57HV+T4b8aTsn5Es5vP39DzyOEEOLGHD16lMysTNRqNToPHd8f/R57gz3R7tEUlxajuCoMGzKMkf1HYltsS9LuJNl410NJwmelfAf6opgUitOufXq1qevGxT0t1+PT2DQWYb7w7QViE2JJ25iGsbqxREvwqGAKjhU0K9lyrfzi/AgZHcLh9w5jajBd9/MIIYS4MStXrgRg7NixVHtVczLjJMYGI9lV2dgH2TN0xFC8vRvXjccExaBP16PXS3mtnkgSPivlGeWJxlZzXev4oHFat/BUYat19SImRVB+sRzdMB11lXWkb21c0Bs0MghTvanVXb4ddcuvbqH8Yvl19QUWQghx4y5cuMCWLVsACHANoEJfgVKv4OLhQszgGEbeNhJvb2/z+dJZo2eThM9KqbVqvPt5X3fCF3J7CCq1qtWuG4G3NhZhLjxRSMiYkMYSLYqCa7ArLgEuN7SOD8A71pvwieEc/ufhFmsCCiGE6FpLly7FZDIR4R/BnZF3MjF2IiFeIdSX1HM+9TzFxc1nkKSzRs8mCZ8Vu5GNG+113VBr1YSNDyNjRwYD7xtIyfkS9Ef0qFQqgkZdf5u1K93yy1uoLKzkzIYzN/xcQgghOq64uJjNmzcD8PDkh/F09cTf05/AoEAabBvQXNZwLu2ceb2edNbo+SThs2K+g3wx5BqoLr32dmfQdtcN+GFa197dHo9wD06taeyvGzwqmPLscvPu3evlEe5B1NQoUlalUF9z7ZtPhBBCXJ/ly5djNBoJ9Q0lLjwOaNy1Ozh2MNXO1RQaC8nNzqW4pFg6a/QSkvBZMZ+BPgBcOn2d5VnGtN11I3B447Ruxo4MBtw3gKz/ZFFRUEHA8ABUalWnjPLd/OjN1JTVtDrSKIQQonNVV1fzxRdfADD79tnNErhA70DGjhiLU5gTpytOS2eNXkQSPivmEuCCvZv9dU/rmrtutDGtGz4hnMwdmUTHR2PjYMPpL09j62SLX5zfDZdnAXANdOXuj+8m+Paru34IIYTofGvXrqWsrAwXJxcGhgy86nigdyCj4kYxaMQgEhYk8MDjD/DAww9IstfDScJnxVQqFT4Dfa5744a560ZSy1034L/TutnlGHIMxMyM4UziGRrqGggaFUTewTxM9TdeVsU71htbJ9sbfh4hhBBta2ho4L333gNg+PDh7Du9j8LSwmafAYqicC73HLFDY7ntttuks0YvIQmflWvauHG9hTDb67oRcEsA9m72ZGzPYOBPBlJTVkP6tnSCRwVjrDJScLzgRsIXQgjRjb755huysrJwcHDA38mfk2dP8uGXH7J251ouFlyU9Xq9mCR8Vs53kC815TVczr18Xde313VDrVUTNqFxt65rsCvBtwVzas0pvGK9sHezv+HyLEIIIbqHoii8+eabAAwNHcqdMXfyyLRHGBo+lILMAv536/+yM2OnrNfrpSThs3I+Axo3bhSeur5p3fa6bsB/e+vmGChOK2bQ3EEUnSni0qlLBI4IlIRPCCF6ieTkZE6dOoVGrWFh/MLGUix+/kyeOJn5985neOxwAqMCmf/QfEn2eiFJ+Kycvbs9rkGu172OD37oulFV3HL19KZp3fPbzxM0Mgi3YDdOrjlJ0KggilKLqCmrue7vLYQQonv87W9/A2DsoLF4uniaH1epVHh4eDB84HCqi6rJz8+3VIjiBkjC1wf4DPS57p260H7XDbWmcVo3c0cmqGDATwaQuSMTz2hPFEUhZ7+M8gkhRE926tQp9u7di0ql4iejf9LiOdI6rXeThK8P8B3oS9GZouveMdvUdeNiUuvTupGTIzHkGig6U0TszFg0thou7rmIZ5Rnp9TjE6K3+/LLL5kxYwYDBgzgk08+aXbMZDLxyiuvMGnSJCZPnsynn35qoShFX/XOO+8AEBUahaNdy63RpHVa7yYJXx/gO8iXhroGStJb3mnbEe113dDdrMPevXG3rq2zLdF3RZO6LpWAWwPISc657l3CQliLQYMG8fe//53p06dfdWzTpk2kp6ezbds21q5dy6pVqzh//rwFohR90YULF9i0aRMAU6dNJS0n7ar3bGmd1vtJwtcHeMV6odaob2wdXztdN9SaxiLMGTsyUBSFgfcNpKq4CrVGTVVRVYvJZmVhJaUZpdcdkxC9Sb9+/YiMjEStvvptd8uWLcydOxeNRoO7uztTp05ly5YtFohS9EXvvfceJpOJcePGMeenc6jzqiM5NZliQzH1DfVSisVKaC0dgOh6WjstgSMCb6gI8pVdN4Jva7nrRcSkCFLXp1KUWoTPAB8Cbw1Ef0SP1k5Lzr4cvKK9mp1/ZsMZTq89zf2b70drLz+Kou/S6/UEBgaavw4MDOTkyZNtXjNx4sQ2n09GYURHXLp0iTVr1gDw61//mvDwcGbNn0XS7iRS0lNoyGtAY69BF6djzPgxsju3F5NP2T5i6ltTb+i3sqauG1m7s1CeU1p8Lt3NOhw8HMjYkYHPAB8GzhnIN898g3c/b3KScxj84OBm50ffFc2R949wZsMZBs0ddN2xCdETzJs3r9Vp2A0bNkgCJnqkVatWUVNTw9ChQ7ntttsACA8PJywsDL1eT1VVFY6Ojuh0OhnZ6+Uk4esjOuM/aujYUE5+fpKScyV4xXhddVytURM2vrEI861P3EromFBcdC4Yq42Uni/FWG3ExsHGfL5roCtRU6M49vEx+t/TH42t5oZjFMJSPvvss+u+VqfTkZubS1xcHAC5ubkEBAS0ec3OnTtbPdbW6J8QTS5fvszHH38MwGOPPdbsc0KlUrX7Myh6F1nDJzrMf6g/tk62rXbdAIiYHMHlvMsUpRahUqsY8JMBlGWVYaw2oj+iv+r8IQ8PoepSFWe/OtuVoQvRo02dOpU1a9bQ0NBAWVkZW7duJT4+3tJhCSv36aefUl5eTmRkJFOmTLF0OKKLScInOqwjXTd0w3Q4eDpwfnvj1FZsQixaOy2KSWmx64ZHuAdh48M49tExTA3Xv8ZQiJ5u48aNjB07lq+//pq33nqLsWPHcvr0aQASEhIIDw9nypQp3HvvvSxYsIDIyEgLRyysWU1NDf/85z+BxrV7LW0mEtZFpnTFNQkdG8ru/9lNVXEVjl5X12JqmtbN3JHJiCdHYO9mT9S0KI6vPk723mx45urnHLpgKOt/up7z35wnelp0N7wKIbpfQkICCQkJLR7TaDQsXry4myMSfdkXX3xBQUEBOp2Oe+65B0VRZM2elbuulH758uXExsZy9uzV03D79+9n8ODB5je3hIQEamp+aK21e/dupk6dyuTJk3niiSeorKy8/uhFtwu+LbjNrhvQWIT5sv4yl043dvcYNGcQqKDwRCEV+RVXne8d603w7cEc/fAoiknq9QkhRFcyGo2sWLECaBzdy83NZfWHq1m9fDVrVqxh9fLVrP5wNZmZmRaOVHSma074Tp06xdGjR9tczBkZGcnGjRvNf+zt7QGorKzkxRdfZMWKFWzfvh0fHx9Wrlx5/dGLbtfUdePCntbX8TVN62ZszwDAK8aL4JHB1JTVkL0vu8Vrhi0YRmlGKVn/yeqKsIUQQvxXYmIiOTk5eHt7c9ttt5H4SSKG4waGeQ5jUswkhnkOw3DcQOIniZL0WZFrSvjq6up4+eWXWbx48XUN9e7Zs4dBgwaZ16bMmzePr7766pqfR1hW6NhQcvfnttp1Q6VWNSvCDHDT/JtQTArntpxr8Rq/OD90N+tI+SBFunIIIUQXaWhoYPny5QD84he/4MDeA9gW2zKy/0g8XT3RarR4unoysv9IbIttSdqdJO/JVuKaEr633nqLmTNnEhzccuHdJpmZmcyaNYvZs2c36wmp1+ubjQwGBgZSUFCAydT6Yv2JEye2+kevv3rXp+h67XXdgMbduhX5FVw61TitGz4+HGedM5k7MlvdnDFswTCKzhRJ710hhOgiX331FefPn8fd3Z0777wTfbqe2KDYqwZxVCoVMUEx6NP18llrJTqc8KWkpHDixAnmzZvX5nkDBw5kz549JCYmsmLFCj7//PNmLYJkEWjv5x7ujmuga9vTukOb79ZVa9UMuHcAlZcqyd2f2+I1AcMD8B3ky5FVR+Q3SiGE6GSKovCPf/wDgEceeQS1Wk19dT2uTq4tnu/m5EZDTQNVVVXdGaboIh1O+A4ePEhGRgYTJ05kwoQJ5Ofns2DBAr799ttm5zk7O+Pi4gKAv78/06dP5/Dhw8APxUWb5Obm4ufn1+Z28J07d7b6RyrXW4ZKpSJkbAgXky62mpip1CrCJ4aTuSPTfM6tj92KWqPm8L8Ot/q8Qx8ZSsGxAvJT8rssfiGE6It27NjB6dOncXJy4pFHHsHR0RGtgxZDpaHF88sry9HYa3B0vLoig+h9OpzwLVy4kO+++45du3axa9cu/P39WbVqFXfccUez8woLC81TtBUVFezevZv+/fsDMGbMGE6cOGFuP/TZZ59JcdFeKnRMKBUFFZScK2n1nMjJkVQUVFB4shAAR29HfAb5NCaBrezGDRkTgle0F0dWHemSuIUQoi9SFIW33noLgAcffJDq6moqKytx8HYgLSftql/eFUXhbM5ZdFE6GVyxEp1Sh+/FF19kwoQJTJw4kW+++YZ///vfaDQaGhoamDp1KrNnzwYaR/+WLFnCY489RkNDAzExMbz++uudEYLoZuauG3sutNhmDcB/iD+OXo5kbM/A7yY/AAbNHcTO3+8kfVt6izX3VCoVQx4Zws7nd3Lp9CV8Bvh06esQQoi+4LvvviMlJQVbW1s8XD1YvXw19dX1GGoN6PP0GAwGbhlwC25ObpRXlnM25yx1XnWMGT9GlmJZietO+Hbt2mX++5///Gfz3+fPn8/8+fNbva5pw4Xo3Zq6blzYc4FhPx/W4jnmad2dmYz87UhUahUD7xvIty99y6F3DrVaZDliYgSHQw9zZNURpiyTdj9CCHGj3n77bQAGxAxAyVAYFjQMVydXDJUGvq/+ntOlp6nIqMDZ3hmNvQZdnI4x48cQHh5u4chFZ5FOG+K6tdd1AyBiUgSnvjhF4clC/OL8cPZzxrufN3lH8ijNLMUj3OOqa1RqFYMfGsy3L31LSXoJnlGeXf1ShBDCau3fv5+9e/eiVqu5LfQ2RvYfaR6183T1ZPrI6ew7vQ9TiIn4mfE4OTlJpw0rJM3zxHULvr39rhv+Q/xx9HYkY0eG+bHYmbE01DZw6otTrV4XPS0aF50LKR+kdGrMQgjR1/ztb38DYEDUAG6NubXFEiyxwbHUFNfg5OREQECAJHtWSBI+cd3s3ezxi/NrszxLsyLM/92oETI6BBsnG1LXpVJXWdfidWqtmsE/G0zGjgzKL5Z3SfxCCGHtDhw4wHfffYdGo2Fo9FApwdKHScInbkjImJA2u25AYxHmysJK825d3TAdTr5OVJdUc3bz1f2Ym8TOjMXB04GjHx3t7LCFEKJPaBrdmzlzJh7eHlKCpQ+ThE/ckKauG7kHWy6mDOA/uHFat6kIs9ZeS+Ctgdi723Pqi1OtlmjR2GqImx/Hua/OcVl/uUviF0IIa3XgwAGSkpLQarU8++yz6KJ0UoKlD5OET9yQjnTduHK3blNyFzwqmAZjA2UXyshJbr2VWv97+mPrbMvx1cc7PXYhhLBmTaN7c+bMISQkhDHjx1DnVUdyajLFhmLqG+opNhSTnJosJVj6AEn4xA3pSNcNaCzCXFlYScGJAgCCRgWh1qpx8nZqc/OGjaMNg+YN4syGM1QVy9oSIYToiIMHD5pH95544gkAwsPDmTV/Fq5xrqSUpLDz3E5SSlJwjXNl1vxZUoLFyklZFnHDQseEcvLfJyk5V9JqEWa/OD+cfJzI2J6B/2B/PCI8cPZzxlnnTPb32RhyDLgGtbyYeOB9Azn+8XFOfHqCEU+O6MqXIoQQVqFpdO++++4jODjY/Hh4eDhhYWHo9XqqqqpwdHSUEix9hIzwiRt2ZdeN1vx4WlelUhE0MoiashrsXO3aHOWzc7FjwH0DOL32NDXlNV3xEoQQwmocPHiQPXv2oNFomDlzJnl5ec1mYFQqFQEBAURFRUkJlj5EEj5xw67sutGWiMkRVF6qpOD4f6d1RwZRfqGc8InhpG1Kw1hlbPXam+bdhGJSOPn5yU6NXQghrE1T96t+Ef3Ys34Pq5evZvWHq8nMzLRwZMKSJOETnSJ0bCiXTl+iqqj1dXZ+N/nh5Otk3q0bOCIQlUqFS4ALxioj57aea/VaBw8H+s/uz6nPT7Vau08IIfq6DRs2cPDgQdQqNQ+NeYhJMZMY5jkMw3EDiZ8kStLXh0nCJzpFR7pu/Hha197NHu/+3hSlFRF6Ryin1pxqc+NH3Pw46mvqOf3l6a54CUII0auZTCaW/nUpAJOGTiI2OBatRounqycj+4/EttiWpN1Jbb7PCuslCZ/oFOauG0ltT+tGTo6kqqiK/GP5QONu3dz9uQz8yUBKM0rJO5TX6rVOvk7EzIjhxCcnqK+p79T4hRCit9uwYQOZWZloNVrmjJ3T7JhKpSImKAZ9uh69Xm+hCIUlScInOk3o2NB2u274DvLFybdxty401uOrNdSiddTiEeHR5uYNgCEPDaGmvIYzG850auxCCNGbKYrC8uXLAZhy8xR83HyuOkfap/VtkvCJThMyJqTdrhsqtYqISRFk7mqc1vUd5Iutky25ybkMnDOQC99eaLOrhkuAC1FTozj28TEajK0nlkII0Zds27aNtLQ0tFotdw65s8VzpH1a3yYJn+g07mHtd90AiJgU0TitezQftVZNwK0BZO/LJnpaNDaONu2u0Rvy8BCqLlVx7qvWN3kIIURf0dDQwF//+lcARt82mvzSfGmfJq4iCZ/oNB3tuuE7yBdnP2cydvwwrVt4ohDFpBA7M5YziWeor219jZ5HuAdhE8I4+uFRTA2mTn8dQgjRm2zatIkzZ87g6urKs79/VtqniRZJwic6VeiYUCoLKyk+W9zqOT/erRs0MgjFpJB7IJeB9w2k7nId57edb/P7DH1kKIZcA+e/afs8IYSwZkajkaVLG3fm/vKXv2Tw4MHSPk20SFqriU7V1HXjYtJFvGO9Wz0vYnIEJz47Qf7RfHTDdLiFuJGTnEP4hHCCbw/m5OcniZkR0+pvot6x3gTfHszRD48SNSUKlVp+YxVC9D1r164lKysLLy8vfv7zn6MoCnZ2dowaM4rLQy7j4uKCk5OTtE8TMsInOpfGRkPQbe133fAd5Iuzv7O5CHPQqCBy9uWgKAoD5wyk+GwxBccK2nyOYQuGUZpRSta3WZ0VvhBC9Bq1tbW8+eabADz++OMUFhay+sPVrF6+mi/e+YLtX25nX9I+amtrJdkTkvCJzhc6pv2uGypV82nd4FHBXNZfpvxiOUEjgnALcWu3RItfnB8BtwSQsipFCokKIfqc//3f/yUvLw9/f3/Gjh1L4ieJGI4bGOY5TDpsiKtIwic6XUe6bkBjEebqkmr0KXp0w3SotWpy9uWgUqsYeN9AMndmUnmpss3nGPrIUIrOFJGzL6czX4IQQvRo5eXlvPXWWwA8/fTT7P9+P9UXqgn0CqTB1IBGrZEOG6IZSfhEpzN33WhnWtdnoA/O/s5kbM/AxtEG/yH+ZO/LBiBmRgwaOw2p61LbfI6A4QH4DvIl5YOUTotfCCF6uhUrVlBWVkZ0dDRhYWFsXb+V7Mxs/vPtf9i2extb924ltyhXOmwIM0n4RJdo6rrRVnkVlap5EeagUUHoD+tpqGvA1smWmBkx7SaNKpWKoQuGkn80H/0ReTMTQli/3NxcVq1aBcCCBQvYunYrtnm2DHcfzu2+txPnFIcx18ie/XvILcqVDhsCkIRPdJGQMSHU19a32RsXGnfrVpdUoz+iJ3hUMPU19eY+uyN/O5I7l7VcMb7Z9xodgu8g33a/lxBCWINly5ZRU1PDiBEjMNWZcKlwIcYvBluVLVq1Fjd7Nwb7Dcax0pFjaccoqyiTDhtCEj7RNdzD3HENar/rhs8AH1x0LmTsyMAzyhMHTwfzejyNjQYXnUu730ulUjHjnzMY9vNhnRK7EEL0VKmpqXzxxRcALFy4kPSj6YR4hWDnYkdB6Q+VDVQqFWFuYZQUlnAo7ZB02BCS8ImuoVKpCB0b2m7XDZVKRfik8MZpXaWxCHNO8rVvwNDYaqQWnxDC6r366qsoisK4ceM4kXKCE/tPkHYwjdJLpWQWZ3I68zSVNZWYFBMqRUVuQS6VzpXSYUNIwie6TsjokHa7bsAVu3WP6AkaFUTx2WKqimWtiRBCXGnv3r3s2rULjUZDuH84defr8HfxJ9gjmP7e/fFx9CGvKo+0ojTOFJzhbNlZ7HR2zJw7UzpsCEn4RNdp6rrR3rSud39vXAIap3WDRgQBXNconxBCWCuTycSSJUsAGH7zcPwb/LnzljsJDArkQvkFHO0ciYuII9wzHFcfV4aNHYZ7pDuTZk9ixIgRFo5e9ASS8Iku09R142JS2/X4mnbrZu3Kws7NDu9+3lJXTwghrrB582aOHTuGo6Mjg8IGERsUi1qtZnDsYKqcqjhWcIyy6jK83bwpLS7lRPYJbEJsGDt+rEzlCkASPtHFOtJ1AyBiUgTVpdXoDzdO6+Yk56CYpEioEEJUV1ebR/fmzJmDLba4OrkCEOgdyNgRY7EJtOFE1QmOlB/hdMVpNBEaZs2fJVO5wkwSPtGlOtp148pp3eBRwdSU1VCUVtRNUQohRM+1cuVK8vLyCAgI4JFHHkHroMVQaTAfD/QOZNpt05gyfgrDhg9j0IhB3P/g/ZLsiWYk4RNdyt7NHr/B7XfduLIIs/cAb2wcbWRaVwjR5+n1elasWAHAH/7wB8LDw9FF6UjLSWtWAUGlUuHt5k1lTSWxQ2MJCAiwVMiih5KET3S50DHtd92AxiLMNWU1FB4vJOCWANm4IYTo81599VWqq6sZPnw4M2fORKVSMWb8GOq86khOTabYUEx9Qz3FhmKSU5Op86qTEiyiRZLwiS5n7rpxsO1OGN79vHENdG3crTsyiIJjBdRV1nVTlEII0bMcPnyY9evXA/DSSy+Zk7jw8HBmzZ+Fa5wrKSUp7Dy3k5SSFFzjXGXdnmiV1tIBCOt3ZdeNkNEhrZ7XVIQ5bUMag+YNwtRgQn9YT+jY0G6MVgghLM9kMrF48WIA7rvvPgYPHtzseHh4OGFhYej1eqqqqnB0dESn08nInmiVjPCJLmfuuvFd2103oLEIc015DZUFlbgGupK9L7ubohRCiJ4jMTGRlJQUnJyc+P3vf9/iOSqVioCAAKKioggICJBkT7RJEj7RLULGdKzrhlesF65B/53WHRUkGzeEEH1OVVUVr776KgBPPPEEfn5+Fo5IWANJ+ES30A3VdajrxpVFmAOGB2DIMWDIMbR5jRBCWJN//OMf5OfnExISwi9+8QtLhyOshCR8oluoteoOdd2A/+7WLa9BpVah1qhlWlcI0Wekp6ezcuVKAP74xz9ib29v4YiEtZCET3Sbpq4blZcq2zzPK8YLt2A3sr/Pxm+wn0zrCiH6BEVR+MMf/kBdXR0TJkxg2rRplg5JWBFJ+ES36WjXjabdupm7MgkYHkDeoTwajA3dFKUQQljGpk2bSEpKws7OjldeeUU2YYhOJQmf6DZNXTc6Mq0bOTmSWkMtts62GKuMFJ4o7IYIhRDCMi5fvsxLL70ENG7UCAsLs2xAwupIwie6VUe7bnhGe+IW4kbJuRLs3e1lHZ8QwqotXbqUgoICwsLC+NWvfmXpcIQVkoRPdKvQsaEd6rph3q37n8bdurKOTwhhrU6ePMkHH3wANLZSk40aoitIwie6lVuom7nrRnsiJkVQa6jFwdOBojNFVJdUd0OEQgjRfUwmEy+88AImk4np06dzxx13NDuuKAp5eXmkp6eTl5fXbvF6IVojrdVEt2rqupGxIwNFUdpclNw0rVtd3Jjo5R7IJWpqVHeFKoQQXW7NmjUcPnwYJycn/vSnPzU7lpmZSdLuJPTpeuqr69E6aNFF6Rgzfoz0yxXXTEb4RLczd91Ia7vrRtO0bu6BXDwjPWUdnxDCqhQUFPDKK68A8Mwzz6DT6czHMjMzSfwkEcNxA8M8hzEpZhLDPIdhOG4g8ZNEMjMzLRW26KUk4RPdTjdUh62zLReSOjCtO7lxWtc5wJnc5FyZzhBCWAVFUXjhhRcoLy9n8ODBLFiwoNmxpN1J2BbbMrL/SDxdPdFqtHi6ejKy/0hsi21J2p0k74fimkjCJ7qdWqsm+LbgDpVn8YxqnNY1VhqpKq6i5FxJN0QohBBda/PmzXz99dfY2NiwbNkytNofVljp9Xr06Xpig2KvWvaiUqmICYpBn65Hr9d3d9iiF5OET1hEyJiQDnXdUKlUREyOoPhsMRpbDTnJsltXCNG7lZSU8Ic//AForLnXv3//Zserqqqor67H1cm1xevdnNxoqGmgqqqqy2MV1kMSPmERwbd1rOsGNBZhrquowyXQRdbxCSF6vcWLF1NcXEy/fv144oknrjru6OiI1kGLodLQ4vXlleVo7DU4Ojp2dajCikjCJyziWrpueER64B7qDgoUHC3AWG3s+gCFEKIL7Nixg/Xr16NWq1m2bBm2trZXnaPT6dBF6UjLSbtqnZ6iKJzNOYsuStdsk4cQ7ZGET1hMR7tuNE3rGnIM1NfVoz8s61aEEL2PwWDgueeeA2DhwoUMGTKkxfNUKhVjxo+hzquO5NRkig3F1DfUU2woJjk1mTqvOsaMHyO9dsU1kYRPWExHu25A425dU70JG3sbmdYVQvRKr7zyCvn5+YSFhbFo0SLz4y0VVw4PD2fW/Fm4xrmSUpLCznM7SSlJwTXOlVnzZ0kdPnHNpPCysBi3UDfcgt24sOcCIaND2jzXI8ID9zB3qkuqpc2aEKLX2bZtG5999hkqlYqlS5fi4OAAtF9cOSwsDL1eT1VVFY6Ojuh0OhnZE9dFEj5hMSqVipAxIR3qutE0rXvo3UPUlNVwOe8yLgEu3RitEDfmb3/7G9u3b8fGxgZbW1ueeeYZRo0aBTS21/rzn//Mt99+i0ql4qGHHuKnP/2phSMWnaWwsNA8ovfoo4+a/92biivbFtsyLGgYrk6uGCoNpB1PIzE30TySFxAQYMnwhZW4rind5cuXExsby9mzZ1s9p7a2lvj4eO65555mj7///vtMnz6d+Ph4HnvsMQyGlnchib6ho103oHG3rkqtwlhtlPIsote5+eabSUxMZNOmTSxZsoQnn3yS2tpaADZt2kR6ejrbtm1j7dq1rFq1ivPnz1s4YtEZFEXh6aefpqSkhAEDBvDss8+aH5fiyqI7XXPCd+rUKY4ePdrubxxvvvnmVQtSv//+ezZu3Mjnn3/Oli1b6N+/P2+++ea1hiCsiLnrxp72u254RHjgGemJ1l4rCZ/ode644w7s7e0BiImJoaGhgdLSUgC2bNnC3Llz0Wg0uLu7M3XqVLZs2WLJcEUn+eijj9i9ezf29vYsX74cOzs7QIori+53TQlfXV0dL7/8MosXL25z+u3QoUNkZWWRkJDQ7PEzZ85w88034+zsDMC4cePYuHHjdYQtrIW560YH6vFB4+YNY2XjCJ+pwdTF0QnRNdatW0dISAj+/v5A44d/YGCg+XhgYCB5eW1vZpo4cWKrfyRJ6BnOnj3LkiVLAHjxxReJjY01H5PiyqK7XdMavrfeeouZM2cSHBzc6jlVVVW8+uqrvPvuu2RlZTU7NmjQINasWUNRURFeXl5s2rSJyspKysrKcHd3b/H5Jk6c2Or30uv1UofICoSMCWH3H3dTeakSJx+nNs+NmBTB/rf2U1FQQeHJQvwH+3dTlEK0bd68ea1Ow27YsMH8XrVv3z5WrFjBBx980J3hiW5WW1vL448/Tk1NDePHj+fhhx9udvzK4sqerp5XXS/FlUVn63DCl5KSwokTJ5ptJW/JG2+8wbx58/Dz87sq4RsxYgQPP/wwCxcuRKvVMnny5MYgtLJ3pC8LuT3E3HWj/6z+bZ7rEeGBzwAfcg/mkrMvRxI+0WN89tln7Z5z4MABnn/+eVauXElERIT5cZ1OR25uLnFxcQDk5ua2u2xm586drR5r6xdl0T3++te/curUKTw9PVm2bNlVs2Lm4srH0xjZf2Sz4+biynFSXFl0ng5nWgcPHiQjI8P8RpKfn8+CBQtYsmQJd9xxh/m8w4cPs2fPHt555x1qa2spLy/nrrvu4quvvgLg/vvv5/777wfg6NGj+Pv7m6d4WyJvatbPztUO/yH+XExqP+GDxmndnP05XPzuIrf88pZuiFCIG3fw4EGeffZZ3nnnHfr169fs2NSpU1mzZg133nknly9fZuvWrbz//vsWilTcqG+++YZ3330XaEz8/Pz8zMcURTGXWYkZEMPenL0kpyYTExSDm5Mb5ZXlnM05K8WVRafrcMK3cOFCFi5caP56woQJrFy5kpiYmGbnbd682fz3/fv38/rrr7N+/XrzY4WFhfj6+lJdXc3bb7/Nz3/+8xuJX1iJkNEhHH7vMPW19Wjt2v6xjJgUwfdvfE/eoTxqymuwd7PvpiiFuH4vvvgidXV1PP/88+bH3njjDWJjY0lISODEiRNMmTIFgAULFhAZGWmpUMUNuHDhAr/97W8BeOSRR5g6dar5WEs197RuWup0daSUpNCQ14DGXoMu7oc6fEJ0lk6ZS33xxReZMGFCh0bcFixYgMlkwmg0MnPmTObPn98ZIYheLnRsKPvf3k/ugVxCx4S2ea5HhAc+A33IO5hH7v5cIu+UD0bR833zzTetHtNoNCxevLhTv19DQ0OnPp9oX01NDQsXLqS8vJxhw4bxxz/+0Xys1Zp7OWnUetZyx8w78Pb2luLKostcd8K3a9cu89///Oc/t3jOiBEjmo3uQfMRQCGaNHXduJh0sd2EDyBmegw5exundSXhE+Jq+fn5FBUV4e3tbelQ+ow//vGPnDx5Ek9PT9577z1sbW2Bq2vuNSVzTTX3klOTOXv6LCMeHiGJnugy0ktX9AhNXTcufnexQ4VGIyZFoLXXcn7beSlMKkQLGhoaePTRRzEajZYOpU/4/PPPza3TVqxY0WzTjdTcEz2BJHyixwgdG9rhrhse4R54xXpRfrGc0ozSbohOiN5FrVaTnJzMn/70J0uHYvVOnjzJiy++CMCiRYsYO3Zss+NSc0/0BJLwiR7Df4h/h7tuAPSf3Z+6yroOny9EX+Ll5QU0dnr497//beForFdJSQkLFy6kpqaGCRMm8OSTT151zpU191oiNfdEd5CET/QY5q4bSR3ruhE9LRqtvZa0TWldHJkQvY+Dg4O5buoLL7zAoUOHLByR9amtrWXBggVcuHCB4OBg3n77bdTqqz9WzTX3ctKuWoJirrkXJTX3RNeShE/0KCFjQriUeonKS5Xtnuse5o5HpAd5B/Oor63vhuiE6F1+85vfMG3aNOrq6li4cCH5+fmWDslqKIrCM888w4EDB3B1deXjjz/G3d2dvLw80tPTycvLMyd3KpWKMePHUOdVR3JqMsWGYuob6ik2FJOcmiw190S3kBYXoke5lq4bAP0S+pH05yRyknMIuyOs6wMUohdRq9X8/e9/JyMjg7S0NB555BHWrl2Lk1PbLQxF+958800SExPRaDS899572NjYsPrD1c1q7OmifqinFx4ezqz5s0janURKutTcE91PEj7Ro1xr142Bcwfy3WvfcWrNKUn4hGiBs7MzH3zwAdOnT+fYsWMsXLiQjz76CBsbG0uH1mutX7+eZcuWAfDaa68RHBzcco2942kk5iYya/4sc9IXFhZm7rQhNfdEd5IpXdHjhIwJIXd/boemaT3CPHALcSNrd1bXByZEL9LQ0GCeWgwNDeXjjz/GwcGB//znPzzzzDOYTCZLh9gr7d+/n2eeeQaAX/3qV8ybN69ZjT1PV0+0Gq25xp5tsS1Ju5OaTe8GBAQQFRVFQECAJHui20jCJ3qc0LGh1NfWk3sgt0PnR9wZQXlOOWUXy7o2MCF6kcvll1mzYg2rl69m9Yer8fDwYOXKlWg0GtatW8err75q6RB7nbNnz7JgwQLq6uqIj4/nhRdekBp7oteQhE/0OG4hP3Td6IihjwwFExz732NdHJkQvYedxo5JMZMY5jkMw3EDiZ8kEhkZyV//+lcA3n33Xf75z39aOMreIyMjgzlz5lBaWsqQIUPMO3Klxp7oLSThEz2OuetGUse6bvgO9MXJz4n0LendEJ0QvYNarW5xavG+++7j+eefB+Cll15iw4YNlg20F8jOzmbOnDkUFhbSv39/Vq9ejYODAyA19kTvIQmf6JFCx4ZSealjXTcAQkY3lnMxVkkbKSF+7MdTi4899hgLFiwA4Mknn2Tjxo0WjrDn0uv1zJkzh7y8PKKiovj3v/+Np6en+bjU2BO9hSR8oke61q4bg+YNwmQ0ceKzE10cmRC905VTiyqVij/96U/ce++9NDQ08Pjjj7Nu3TpLh9jjXLp0iTlz5nDhwgVCQ0P5/PPP8fHxaXaO1NgTvYUkfKJHUmvVhI4N5dLpSx06P3JyJDbONqSuS+3iyITonX48tahWq/nb3/7G/fffj8lk4je/+Q1r1qyxcJQ9R1FREffffz/nz58nICCANWvWtDpK11RjzzXOlZSSFHae20lKSQquca7mkixCWJrU4RM91u3P3t7hKVq1Ro1umA79ET31NfVo7eVHW4gm5qnFuOZTixqNhjfeeAOtVsvq1at5+umnMRqNzJ8/34LRWt7Fixe5//77ycrKws/PjzVr1hAcHNzmNVJjT/R0MsIneixbZ1ucfDveEaD/rP7UVdRxfsf5LoxKiN7BZDJ1aGpRrVbz2muvmdf0Pffcc3z44YeWCLlHOHnyJAkJCWRlZREUFMQXX3xBREREh66VGnuiJ5OET1iNmBkxaOw1nPzspKVDEcLiahtqOzy1qFKpeOmll3j00UcB+MMf/sArr7xCQ0NDd4Zscd9//z2zZ88278bduHEjUVFRlg5LiE4h817CarjoXPAI9yD7+2yZ1hV9noubC/f9+r5mU4uKoqDX66msrOTy5cu4uLjg5ORkPv7HP/4RFxcXli5dysqVKzl//jzLly/H2dnZ0i+ny23evJknn3ySuro6Ro4cyQcffICbm5ulwxKi08gnorAqUVOjOLD8ABe+u0DkpEhLhyOExWg0mmajU5mZmSTtTuLMoTNcTL9IZUUlNs42hEeFM/CWgYwZP4bw8HCeeuopIiIieOqpp9i+fTt33303H330EUFBQRZ8NV3HZDKxfPly3njjDRRFIT4+nn/84x/Y29tbOjQhOpVM6QqrEjUtCpVGJbt1hbhCZmYmiZ8kkp2UjTpDzU3Gm5jkOYmY+hgqzleQkZRB4ieJZGZmApCQkMCXX36Jj48Pqamp3HXXXRw+fNjCr6LzlZaW8rOf/YzXX38dRVF48MEHWblypSR7wipJwiesim6YDgcPBzJ3ZWKsliLMQiiKQtLuJGyLbHFtcMXd6E50YDQ6dx1DdUPxavBC3aDGpsiGpN1J5uLBw4YN4//+7/+Ijo6mqKiI2bNn895772EymSz8ijrH0aNHmTp1Krt27cLe3p5ly5bx2muvodFoLB2aEF1CEj5hVWwcbAi+LZiashqyv8+2dDhCWJxer0efrsffzR/DJQN+Hn7mYyqVijC3MEovleLt6m3uxAGNo4K7vtnFxOETCQ8Mx2g08vLLL3P33XeTm5trqZdzwxRF4aOPPuLuu+8mJyeHsLAwNm7cyNy5cy0dmhBdShI+YXUiJkWAAulfS29dIaqqqqivrsdOY4fJaMLBzqHZcWc7Z0xGEzZaG3MnjqYpYMNxAyP9RrL0oaX8bOLPsNHYcPjwYSZMmNCt7dgURSEvL4/09HTy8vJQFKXFx9qTnZ3Ngw8+yIsvvojRaCQ+Pp6tW7cyaNCgbngVQliWbNoQVidoZBA2Tjac334eY7URGwcbS4ckhMU4OjqiddBS21CL2kZNdW01TvY/1LesqK1AbaPGWG9EY6/BwcGBndt2Yltsy8j+I8215GaPns2IfiN45bNX0Jfq+fWvf8327dtZvHjxVe3GOqpp13BbhYqbNpvo0/XUV9ejddCiddOiQoWx3Gh+TBelM288+TGj0ci//vUvli1bRk1NDTY2Njz//PMsXLiw1Vp5HYlNiN5EEj5hdTyjPXEPcac0s5SL310kcrLs1hV9l06nQxelI/94Pq4+rhTkFhChaywkrCgKWeVZeAR4UGQoQje4sQuHPl3PsKBhVyU4Qd5BvPzAy/zr239x+ORhEhMT+eabb3jsscdYuHAhDg4OV33/1rSUyP04aWsaabQttmVY0DBcnVxJy07jqw1f4YQTU8ZPISwmDEOlgbTjaSTmJl5Vb/DQoUP8/ve/JzW1cSPXqFGj+Mtf/tJmfb2OxCZEbyNTusLqqFQqQseFotaoydieYelwhLAolUrFmPFjqPOq47L2MqXaUs7lniOvLI8UfQpFmiJMGhPFtsUEhweTlZVFfXU9rk6uLT6fl6sXw/sNZ/ny5QwZMoTKykreeOMNRo8ezRdffNGhTR1XThkP8xzGpJhJDPMchuG4wbxb2LzZ5L8jjZ6unmjUGi7kXiDGIYb+Dv25lHsJjVqDp6snI/uPxLbY1rzx5MyZMzz++OMkJCSQmpqKh4cHf/vb31i7dm27yV57sQnRG0nCJ6xS8KhgFBSy/pPV4X68Qlir8PBwZs2fRdDoIJRIhRM2J9hZspOz2rPgA/nkU11Zzd5Ne9ny+RbOnD1DVnZWi89VXlmOxl7DLbfcwubNm1mxYgVBQUHk5+fz1FNPMXXqVBITE6mtrW3x+pYSOa1Ge1XSlpeXhz5dT2xQrHmksai8iJLCEiI8I/D39Ke8sJzy8nKgMbGNCYrhaPJR5s+fz8SJE0lMTARgzpw57Nmzhzlz5rQ5LdvR2DqyXlCInkamdIVVChwRiL2rPTWlNY3TunfKtK7o28LDwwkLC0M/9YdOG2VlZXy79Vu867zpF9wPVydXyivK+ezMZ2z7zzbc7nJrtj7PZDKRkpaCJkKDoiioVCruvvtupk6dyocffsjbb7/NqVOnePzxx/Hy8mLu3LnMnz+fkJAQ83M07Rpuacq4KWlLSU8hK/bqkcaauhpMRhNOtk6oVWqUMoW6ujqM9UZSzqewaf8mjmceNz9XfHw8TzzxBDfddFOL9+TH6/QURelQbHq9noCAgBv+NxGiO0nCJ6ySg4cDfnF+6I/qydiRIQmfEDQmLU2JiqIorP5wNT5GH0YO+GFzhpebF7PGzeKz//uMzf/ZzMw7Z+Lu7E5mdiZJB5PIq80joiGCT1Z80mxd269+9SvmzJnDRx99xKeffkp+fj4rVqzgnXfeYfz48cTHxzN69Ghqa2vbnDJ2c3KjIa+xh6/WQYuh0oCnqycA9rb2qG3UVNZVopgUsqqyOLb7GEczj1JVW2V+jfHx8Tz77LPXvE5P46KhML8Q1+C2Y6uqqrq+fwAhLEgSPmG1gkYFkXckj4vfXcRYZcTGUXbrCtGkrZG2IJ8g7hp/F1uObeG7i99RV1VH+rl0XOxcmDV6FrHBsS1ulPD09OTpp5/mySefZPv27Xz88cfs2bOHXbt2sWvXLgACAwPxcPKAChgQNgBvV28c7RzN37tpyjgsLIzzUedJO57Grf1upaCsgMz8TM5fPk9yRjL5VfnUmerM13m6eBLpH8n4GeN58ukn29x9u3//fjZ9vgmnCieGxw7HLdgNQ6WBI2lHyEjPIM0/jYFhA6+6tik2R0fHFp5ZiJ5NEj5htYJGBnHovUMYK42UpJfgF+fX/kVC9BFN9flaG2mLDY4luzqbO2bfwb6kfbiqXLnzljtRqxuXfjeta0tOTSZpdxJhYWHmJEur1TJt2jSmTZtGRkYG69evJykpiZSUFHJzc8kll5NnT5q/l5O9E96u3ni7emOoMoAj7D+zH4PBwKWCSyxLXEZdfd1VMbo5ujF60GgGhw3GZDJh9DYy856ZrSZ7mZmZ7Nm9hx3rdlCbV0ugfyD7jfsZHDuYQO9AJtw8gYtZF9l1cBf9Q/qbXys0Jopnc86ii9Oh0+mu+74LYSmS8Amr5Rfnh72bPf1n98d3kK+lwxGiR2mqz3fllOmVyivL0TpocXR0xHTZxK39bm2WADXxcvHiyIEjpAxJYejQoVclWxERESxatIhFixZx+fJlkpOT2bJlC//Z9R/Ky8upNdZSWVNJZU0lFwov/HDhj+qmq9VqvNy88PHywTfAlwD/ALzsvTDVmqiwr2i3bErT7lvjBSNB1UHEhMeAGjJzM9lTtoexI8YS6B3ImOFjWPvdWr459A3D+w3HzcmN8spyzuacpc6rjjHjx0g9PtErScInrJZaqyZgeACFJwtRqeUNWogrNdXnSzue1qzAMjQfzXJxcWlxJDC3KJdjaccozi8m81Ima1nLyVtPtph0NW2OqKysxMvLi1//+tfMmTOHtFNpXDxzkfKScirrK9E6aYmMiSQoKIjy8nLSz6ZzufAydio77B3s8QjyYPT40YwYMQKgw4WRr9x92y+0H4ezDuPi4IJapWaw32COFRzjWNoxArwCCA8OJyo6CttIW1JKUmjIa0Bjr0EXJ3X4RO8mCZ+wasGjgtn7173UVdZh62Rr6XCE6DGa6vMl5iaSnJpMTFBMi6NZdnZ2V40E5hblsmf/HhwqHIh2iMbTx5MBvgPQH9PzUepHjIsfR2xsLDqdjqysLJJ2J3Hm0Bkupl+ksqISG2cbwqPCGXDLACbPnoy3t3ezpK1pNC6wNpDYgbG4Ork2rhnMSWPv9r34+fkRHh7e4Z2yV65XVJvUzTqONPUTPlF4gqLyItRqNZ5+nsx7cB4qlUo6bQirIQmfsGpBI4MwNZjIO5hH2LgwS4cjRI/SVJ8vaXcSKektj2YpitJsJBDgWNoxHCocGOI/hMz8TDyDPLGxs6G0tJTU1FTOHzvPTTffhNZdS1l+GfZl9qj1am4y3oSzpzP6Kj2l50vJrM6kOLeYWfNnNds9fGUtvKYkq601g+25cr2iRq3BzdeNgpwfOo442zljKjdRXVtNbnEuujgdAQEBkuAJqyIJn7BqrkGuuAa5kr0vWxI+IVpgrs/XyvToj0cCvVy8KM4vJtohmsz8TOqd63HxcSHpQBIOFQ7c4XcHxcZiIrQRfLXjK9SX1UTronE3uhMR2Jhg+bv5c6zgGOoGNTZFNs0SuI7W6buWWng/Xq8YHRtNSlkKGfoM/Dz8qDXVUqvUcvrCaRxCHWSdnrBK0mlDWL2gUUHk7MuR6vhCtKKpPl9UVFSLI1tNI4Guca4cuXSEzEuZFBuLsQ+yZ8itQ7h46aJ5xM/PzQ91g5qamhps6m3QVmlJS03D18232fcLcwuj9FIp3q7e6NP16PV6oP3dw25ObjTUXFstPPN6xZw0FEXB29uboSOGYh9kz4WKCyRlJVFmX0bQqKCrevEKYS1khE9YveBRwZxeexpDjgG3YDdLhyNEr9Q0EpgyJIW1rGWA7wDCAsPM7c7iPOIa17zVVFFqLCXnZA6ZmZm4K+5cKrvEXoe9DA4djJ9zY3mkpmlUG60NDZU/JHAd2T18rbXwWlqv6O7hTvSgaI7aHiW4XzDT505nxIgRMrInrJaM8AmrF3BLAGqNmpx9OZYORYheTaVSMXToUPrf2p98Qz7QvN0ZQGpeKjmGHJwvO9PPvh83O99MtDoaU6mJw5mHKagoAKCitgJjg5GCwgKqjdU4ODgAV4/GXcm8eziq5Vp4iqKQl5dHeno6eXl5za6/cpQypSSFned2crT0KLpROhb8ZgEjR46UZE9YNRnhE1bPxtEGv8F+5CTnMPC+q6vnCyE6rqU1fSqNikuGS1RVVZFRnUGIQwgjQ0dyquEUhksGXBxc8NB6UFJbwpmCMziYHNiXvo8ydRnJe5MxBhjZ8fUOxk4YS3h4eId2D/84OWupVdqPa/O1t15RCGsmCZ/oE4JGBXH0w6M0GBvQ2GgsHY4QvdqVu3svnLtAnpJHWUEZUaFRuJvcGeA9AJVKRaBfIAcKDmDnaIfRzohDjQNpeWnk5uZSo6ohwDcAZ39nhtw0BMMJA4l5P7Rpa2/38JWayrjYFtsyLGjYD2VcftT6DZr3ExaiL5GET/QJwaOCObjiIAXHCwi4Wd7shbhRV46WjUgbwbdbvsV4yYhSqOBg40BlTSWll0vxjfDFydWJipIKSgpKSC9OR+OgYWjMUILDgs1tzRRFaVZypbXROIC8vDzzY/7+/p1exkUIayQJn+gTvGK8cPBwIGdfjiR8QnSSptGygIAAwsLC2LR+E8fPHudo7lFcnFxwC3Ljptib8PLyauyccSGd80nniR8dz4CwAXi7eTcr//Ljkis/Ho1radrWwduB3PRcJkVM6rQyLkJYI0n4RJ+gUqsIHBlIzr4cbn38VkuHI4TVCQ8P54mnnkClUnH5xGVG9BuBu7u7OQlzc3OjqKoIT39Pbht0GzZam6uew83JjYa8lkuutDZte+DEAc6knWGkbmSLu3rbek4h+hLZpSv6jOBRwRSlFVFdUm3pUISwSmq1mhmzZuAQ4cAZ/RlKLpdQ31BPsaGY5NRkjN5GwqPCuVx1udl1iqJQVlbG+azzFJUVkZ+f32yX7Y+7b3i6eqLVaPF09WREvxF4GD3Yf2J/i7U2r6eMixDWSEb4RJ8ROCIQgJzkHKLjoy0cjRDWqa0NF/Hj4vnuP9+Z27SpVCqKioo4l3YOfZaeY5nHKLQtJDs7m4joCAbeMtDcz7e17hvu7u7EhMdwNPMol8ou4evxQ4FncxmXuJbLuAjRl0jCJ/oMRy9HvGK8JOEToou1Vf5EpVKZS654O3pz/sR5DHoD2UXZ2GhsuCvkLowNRkrPl5JRnUFRbhFDRw9ttfuGSqVi8E2DOZxzmOTUZG4fdHuHyrgI0ddIwif6lKCRQZz9v7MoJgWVWj4AhOgqrZU/aRoB3LN7D1+t+4ravFowgtZBy52xd+Ln7IeiKM167R4/chytfevdN2wcbIgdEotnpCcpxe2XcRGiL5KET/QpQaOCOPbxMUrOl+AV7WXpcITok8LDw7G1teVsyln8w/3JOZXDQM+BODs4Az/02j1x6QTRodFcKLqAo48jaRfTmpVegR+mbfvd0o/5D80nPz9fiioL0QJJ+ESfohuqY+iCoTj5Olk6FCH6tOrqahy1joS5h1GmKcPRvvmmiit77ZoqTdw09CZSKlPa7L6hVqul9IoQrZCET/Qpaq2a4b8abukwhOjzHB0d0TpoqW2oRW2jprq2Gif7H34Rq6itQG2jxlhvRGOvITY2lrCwsA533xBCNCcJnxBCiG6n0+nQRenIP56Pq48rBbkFROgigMZp2qzyLDwCPCgyFKEbrDNPz0ovXCGujyR8Qgghup1KpWLM+DEk5iZSY6ihUlvJudxzODk5kV+VT4lNCb4aX4zexma7bKUXrhDXRxI+IYQQFnFlzb4zh85wIv0ElSWV2DjbEB4ZTsQtETJdK0QnkYRPCCGExZhr9k3VU1lZyeXLl3FxccHJyUmma4XoRJLwCSGEsCiZphWi60kvXSGEEEIIKycJnxBCCCGElbuuhG/58uXExsZy9uzZVs+pra0lPj6ee+65p9njq1atYvr06SQkJHDfffdx/Pjx6wlBCCGEEEJ00DUnfKdOneLo0aPtrrd48803GTJkSLPHzpw5wyeffMKaNWvYuHEjP/3pT3n55ZevNQQhhBBCCHENrinhq6ur4+WXX2bx4sVt7pw6dOgQWVlZJCQkXHXMaDRSXV0NwOXLl/H397/GkIUQQgghxLW4pl26b731FjNnziQ4OLjVc6qqqnj11Vd59913ycrKanasX79+PPzww0ycOBE3NzdsbW359NNP2/yeEydObPWYXq9Hp9Ndy0sQQgghhOhzOjzCl5KSwokTJ5g3b16b573xxhvMmzcPPz+/q47l5uaya9cutm/fzp49e3jooYdYtGjRtUcthBBCCCE6rMMjfAcPHiQjI8M84pafn8+CBQtYsmQJd9xxh/m8w4cPs2fPHt555x1qa2spLy/nrrvu4quvvuLrr78mOjoaX19fAO655x6WLFlCQ0MDGo2mxe+7c+fOVmNqa/RPCCGEEEI06nDCt3DhQhYuXGj+esKECaxcuZKYmJhm523evNn89/379/P666+zfv16AIKDg9mwYQOVlZU4OTmxe/duIiMjW032hBBCCCHEjeuUThsvvvgiEyZMaHfEbfLkyZw4cYLZs2dja2uLk5MTf/3rXzsjBCGEEEII0QqVoiiKpYO4XjfddBMNDQ2ycUMIK6fX69FoNJw4ccLSofQK8t4oRN9wLe+NvbrThp2dHVptz28HrNfr0ev1lg6jR5B70Ujuww86ci+0Wi12dnbdFFHv11veG6+X/P+5mtyTlln7fbmW98ZePcLXWzRNdbe1AaWvkHvRSO7DD+ReiGslPzNXk3vSMrkvP+jVI3xCCCGEEKJ9kvAJIYQQQlg5SfiEEEIIIaycJHxCCCGEEFZOEj4hhBBCCCsnCZ8QQgghhJWTsixCCCGEEFZORviEEEIIIaycJHxCCCGEEFZOEj4hhBBCCCsnCZ8QQgghhJWThO8GfPnll8yYMYMBAwbwySeftHnuk08+yejRo4mNjaWystL8uMFgICEhwfxnypQpDBgwgLKyMgCKi4tZsGABd955J9OnT+fQoUNd+ZKuS2fcB4C6ujpefvll7rzzTu666y4WLVpkPnb8+HHmzp3LjBkzSEhIYN++fV3yWm5Ud9yLEydOMGfOHO6++26mTZvGv/71ry55LTeiO+7D3Llzzf9vpk+fTmxsLGfOnOmS1yN6ht///veMHTvW/O/++uuvm4+ZTCZeeeUVJk2axOTJk/n0008tGGn3y8rKYu7cuUyZMoV7772X9PR0S4dkERMmTGDq1Knmn5EtW7YAveOztMsp4rqlpqYq6enpyu9+9ztl9erVbZ77/fffK0VFRUpMTIxSUVHR6nnvv/++8uijj5q//v3vf6+8/fbbiqIoyrFjx5Rx48YpRqOxc15AJ+ms+/DnP/9ZeeWVVxSTyaQoiqIUFBQoiqIoJpNJGTNmjLJv3z5FURQlPT1dGTt2rFJdXd0Fr+bGdPW9UBRFSUhIUHbs2KEoiqKUlpYqI0eOVM6dO9fJr+TGdMd9uNLWrVuV6dOnd07wosd67rnnWv15SkxMVB588EGlvr5eKS0tVcaPH6+kp6d3c4SW88ADDyjr1q1TFKXx/8N9991n4YgsY/z48UpaWtpVj/eGz9KuJiN8N6Bfv35ERkaiVrd/G2+77Ta8vLzaPW/9+vXce++95q+//vprfvrTnwIQFxeHl5cXhw8fvv6gu0Bn3IeqqirWr1/PU089hUqlAsDX1xeA0tJSysvLGTlyJACRkZG4urqyZ8+eTnwVnaOr70WTy5cvA1BdXY2NjQ1ubm6dEH3n6a770GTdunXMnj37xoIWvdqWLVuYO3cuGo0Gd3d3pk6dah7dsXbFxcWcPn2amTNnAjBlyhRycnLIycmxcGQ9R2/4LO1qkvD1ICkpKZSVlTFu3DigMdExmUx4enqazwkMDESv11sowq5z8eJF3N3deffdd7nnnnuYN2+eedrW09MTLy8vtm3bBsCxY8fIzMwkNzfXkiF3mbbuBcBrr73GW2+9xbhx45gyZQpPP/00Pj4+Foy4a7R3H5oUFBRw4MAB84edsG4ffvghM2bM4NFHHyU1NdX8uF6vJzAw0Px1YGAgeXl5lgix2+n1enx9fdFqtQCoVCp0Op1VflZ0xKJFi5gxYwYvvvgiJSUlfeqztC1aSwfQk82bN4/z58+3eGzDhg3odLpO/X7r1q0jISHB/J8WMI9sNFEsUCe7O+5DfX092dnZREVFsWjRIs6cOcNDDz3Eli1b8PT05J133mHp0qWsXLmSmJgYbr755mb3qbv0hHvx/vvv87vf/Y74+Hiys7N54IEHiIuLIyIi4oa/d0f1hPvQZP369YwbN67ZY6J3au/n6qmnnsLHxwe1Ws327dv5xS9+wbZt23BycurmSHuenvBZ0RN88sknBAQEYDQa+fvf/85zzz3HG2+8IfcHSfja9Nlnn3Xb96qqqmLLli2sXbvW/JiHhwcAJSUl5g+zvLy8Tk8029Md9yEgIAC1Ws2MGTOAxinBoKAgzp07x4gRI+jXrx/vv/+++fxp06YRFRXV5XH9mKXvRXR0NDt27GDZsmUABAcHExcXR0pKSrcmfJa+DyNGjAAa37TXr1/P//zP/3R5PKLrXcvP1eTJk1m6dCmZmZkMGjQInU5Hbm4ucXFxAOTm5hIQENBVofYoOp2O/Px86uvr0Wq1KIpCfn5+t39W9ARN/+Y2Njb87Gc/Y8qUKT3ms9TSZEq3h/j666+JjY0lMjKy2eNTp0417zY7fvw4RUVF3HzzzZYIsUt5enoyatQovvvuO6DxzTonJ4fw8HAALl26ZD73iy++wMHBwbymz9q0dS/c3Nyws7PjwIEDQOMb2LFjx4iOjrZkyF2ivZ8JgAMHDmA0Grn99tstFaboRvn5+ea/Hz16lLKyMkJDQ4HG98o1a9bQ0NBAWVkZW7duJT4+3lKhdisvLy8GDBjApk2bANi2bRuBgYEEBQVZOLLuVVVVhcFgMH/91VdfMWDAAKDvfJa2RXrp3oCNGzeybNkyDAYDNjY2ODg4sHLlSgYMGMC///1vCgsL+c1vfgPAL3/5S06fPk1BQQG+vr6EhYWxevVq83PNmzeP2bNnX7XwvKioiGeffZacnBxsbGxYvHgxt956a7e+zvZ01n3Izs7mhRdeoKysDLVazeOPP87kyZMBWL58OZs3b0ZRFCIiIli8eHGP/O2sO+7F3r17Wbp0KfX19dTX1zNnzhx+9rOfWew1t6Q77gPA7373O4KDg3nyySct8jpF93rooYcoLi5GrVZjb2/PU089Zf7Fr6GhgSVLlpCUlGQ+d/78+ZYMt1tlZGTw/PPPU1ZWhpOTE6+//rpV/iLYluzsbJ544gkaGhoACAoK4sUXXyQoKKhXfJZ2NUn4hBBCCCGsnEzpCiGEEEJYOUn4hBBCCCGsnCR8QgghhBBWThI+IYQQQggrJwmfEEIIIYSVk4RPCCGEEMLKSacNIUSXWLJkCbt27SI3N5fNmzcTExPT5vkGg4EHHnjA/HVNTQ3Z2dns3bsXd3f3Lo5WCCGsmyR8QoguMWXKFH7+858zb968Dp3v6urKxo0bzV+vWrWKgwcPSrInhBCdQKZ0hRBdYvjw4fj7+1/1eFZWFgsXLmT27NnMnDnT3O7ox9avX8+9997b1WEKIa5w6NAhnn76aTIyMiwdiuhkkvAJIbpNQ0MDzzzzDM899xzr1q1jzZo1fP7555w6darZeSkpKZSVlTFu3DjLBCpEJ0tISCAhIYH4+HgGDBhg/vq3v/0tsbGxVFZWXvNz/uMf/6Curu66Y3r88cdJSUlp9tg333zDyy+/zPr165s9rigK8+bNIzs7+7q/n7AsmdIVQnSbzMxM0tPTefrpp82PVVZWkp6ezsCBA82PrVu3joSEBLRaeYsS1qFpuUJOTg6zZ89utnxh69at1/Wcy5cv55FHHsHW1vaarz1+/DgGg4GhQ4c2e3zIkCEsWrSIn//8580eV6lUPPTQQ6xYsYK//OUv1xWvsCx5NxVCdBtFUfDw8Gj2YfdjVVVVbNmyhbVr13ZjZEJY1qeffsr27dspLi7mscceY/bs2UBjYrZ06VIqKipQFIVf/vKXTJkyhf/5n/8BYO7cuajVaj744AO8vLxYtGgRGRkZGI1GAgICePXVV/Hy8rrq+33++efMmDHjqsfj4+OJj49vMcbx48ezePFiKioqcHZ27sRXL7qDTOkKIbpNeHg49vb2bNiwwfzYhQsXKCsrM3/99ddfExsbS2RkZPcHKISF2NnZsXbtWv71r3+xZMkS6uvrMRgMLF68mKVLl7J+/XpWrVrFX/7yFy5dusTLL78MNCZuGzduNCd1L7zwAuvXr2fz5s3cfPPNrFixosXvd+DAAYYNG3ZNMdrY2BAdHc2RI0du7MUKi5ARPiFEl3jppZfYuXMnRUVFPPzwwzg6OrJ9+3ZWrlzJa6+9xqpVqzCZTHh6erJ06VLzdV9++aVs1hB9TtNoW2RkJFqtlqKiItLS0sjOzuYXv/iF+TxFUcjMzMTHx6fF59m8eTMbN27EaDRSU1ODt7d3i+fl5+e3eqwtPj4+FBQUXPN1wvIk4RNCdInFixezePHiqx4PCwvjvffea/W6zz77rCvDEqJHsrOzM/9drVZTX1+PoijExsa2upP9xw4dOsSnn37K559/jqenJzt37mx1hM/BwYGamhrc3NyuKc7a2tpmsYreQ6Z0hRBCiB5o6NChXLhwgX379pkfS01NNe/MdXJyoqKiwnzMYDDg7OyMm5sbdXV1rFmzptXnjo2Nva7SK+fPn6dfv37XfJ2wPEn4hBBCiB7Izc2Nd999l3feeYeZM2cSHx/P0qVLURQFgEceeYQHH3yQhIQEiouLGTt2LCEhIUybNo0FCxbQv3//Vp97ypQp7Nmz55riycnJAWi3a47omVRK00+OEEIIIfqEiooK5s6dyxdffIGjo2OHrlm6dCmhoaH85Cc/6eLoRFeQET4hhBCij3F2duaFF14wj9p1hK+vr7lcjOh9ZIRPCCGEEMLKyQifEEIIIYSVk4RPCCGEEMLKScInhBBCCGHlJOETQgghhLBykvAJIYQQQlg5SfiEEEIIIaycJHxCCCGEEFZOEj4hhBBCCCsnCZ8QQgghhJWThE8IIYQQwsr9P3ZXrNqOPpH2AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "PurpClose, Purp=ll.NearCenters(lines, Purp, tol=2500) # pickout all clustered lines which intersect within 2.5km of center\n", "#tol can be changed to fit your circumstances \n", "\n", "#Let's plot those to take a look!\n", "\n", "fig,ax=ll.DotsLines(PurpClose, ColorBy=None, color='Purple')\n", "\n", "#Plot the fit onto the data \n", "angles=np.linspace(-90,90) #make an array of angles from -90,90 for plotting\n", "rhoPurp=ll.CenterFunc(angles,Purp['Center'][0][0], Purp['Center'][0][1], xc,yc)/1000 #calculate rho values, convert to kilometers\n", "#CenterFunc is the implementation of above equation \n", "\n", "\n", "ax[1].plot(angles, rhoPurp, 'k') #plot onto the HT portion of the graph" ] }, { "cell_type": "markdown", "id": "448af1c1-a6d5-4627-a3f1-6ca51e3e7065", "metadata": {}, "source": [ "We can continue the same process to find the dikes associated with the second radial swarm by filtering by 'Ymid'. Note that depending on your application you could use any varible to filter the data or none. \n", "\n", "We will call this second radial fit, Green. " ] }, { "cell_type": "code", "execution_count": 36, "id": "624725b3-e4f3-4537-8fb2-b5a173d686d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "km scale label\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Radial 2 - Green\n", "mask2=(dikeset['Ymid']<4.52e6) & (dikeset['Ymid']>4.48e6) #Filter dataset by 'Ymid'\n", "green=ll.RadialFit(dikeset[mask2]) # Run dataset through RadialFit\n", "GreenClose, green=ll.NearCenters(lines, green, tol=2500) # find the lines which interesect within 2.5 km of Center\n", "\n", "rhoGreen=ll.CenterFunc(angles,green['Center'][0][0], green['Center'][0][1], xc,yc)/1000 #make array of rho values based on center\n", "\n", "fig, ax=ll.DotsLines(GreenClose, color='green', ColorBy=None) #graph the data that fits the center\n", "ax[1].plot(angles, rhoGreen, 'k') #plot onto the HT portion of the graph" ] }, { "cell_type": "markdown", "id": "2b63acfa-604b-4005-a30b-db0a0c4a6e7b", "metadata": {}, "source": [ "Now we can put it all together and extract the three features. \n", "\n", "We will add another column to the DataFrame called \"Structure\". Then we will use one new function [writeCenterWKT]() which write a WKT POINT feature." ] }, { "cell_type": "code", "execution_count": null, "id": "f8ee862a-8297-4647-bede-ea5db7c4d872", "metadata": {}, "outputs": [], "source": [ "# Find labels of radial features \n", "radLabelsl=np.concatenate( (PurpClose['Label'].values, GreenClose['Label'].values))\n", "\n", "# Find labels of non-radial features \n", "linl=lines[((~np.in1d(lines['Label'].values, radLabelsl)) & (lines['AvgTheta'].values<-55)) ]\n", "linl=linl.assign(Structure='Linear')\n", "\n", "#Add Structure column\n", "GreenClose=GreenClose.assign(Structure='Radial 1') \n", "PurpClose=PurpClose.assign(Structure='Radial 2')\n", "\n", "CloseLines=pd.concat((GreenClose, PurpClose, linl)) #make one dataframe called closelines\n", "Centers=pd.concat((green, Purp)) #make one dataframe called centers\n", "\n", "#Write to CSV with QGIS operability\n", "ll.writeCenterWKT(Centers, 'SpanishPeaksRadialFitsCenters.csv')\n", "ll.writeToQGIS(CloseLines, 'SPRadialFitsLines.csv')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }