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Instantaneous frequency and rainbowgrams with librosa.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Inspired by [Brian McFee](https://gist.github.com/bmcfee/69a3f4c82c1508aaab76) and [Jesse Engel](https://gist.github.com/jesseengel/e223622e255bd5b8c9130407397a0494)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>img{image-rendering: pixelated}</style>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from scipy.signal import butter, lfilter, chirp\n",
"import librosa\n",
"from utils.specshow import specshow\n",
"from utils.imutil import imshow\n",
"from utils.pixelated import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fdd6422bd30>]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 382
}
},
"output_type": "display_data"
}
],
"source": [
"# sample signal ported from matlab, borrow from:\n",
"# https://people.ece.cornell.edu/land/PROJECTS/ReassignFFT/index.html\n",
"\n",
"Fs = 22050 \n",
"tmax = 1.0 \n",
"t = np.linspace(0, tmax, Fs)\n",
"t.shape, t.max()\n",
"\n",
"# first FM signal\n",
"FM1_center_freq = 2000 \n",
"FM1_depth = 0.1 \n",
"FM1_mod_freq = 25 \n",
"FM1_amp = 0.5 \n",
"AM1_freq = 5 \n",
"FM1_mod = FM1_depth * np.cumsum(np.cos(2*np.pi*FM1_mod_freq*t)) \n",
"y = FM1_amp * np.cos(2*np.pi*FM1_center_freq*t + FM1_mod) * \\\n",
" np.cos(2*np.pi*AM1_freq*t)**2 * (np.cos(2*np.pi*AM1_freq*t)>0) \n",
" \n",
"# second FM signal\n",
"FM2_center_freq = 1500 \n",
"FM2_depth = 0.05 \n",
"FM2_mod_freq = 20 \n",
"FM2_amp = 0.25 \n",
"AM2_freq = 8 \n",
"FM2_mod = FM2_depth * np.cumsum(np.cos(2*np.pi*FM2_mod_freq*t)) \n",
"y = y + FM2_amp * np.cos(2*np.pi*FM2_center_freq*t + FM2_mod) * \\\n",
" np.cos(2*np.pi*AM2_freq*t)**2 * (np.cos(2*np.pi*AM2_freq*t)>0) \n",
"\n",
"# additive, low passed, gaussian noise\n",
"noise = np.random.randn(Fs)\n",
"b, a = butter(4, 0.2)\n",
"noise = lfilter(b, a, noise)\n",
"y = y + 0.1*noise \n",
"\n",
"# linear chirp\n",
"y = y + .3*chirp(t, 1000, tmax, 3000) \n",
"\n",
"plt.plot(y)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sy3pF90M/HrPmRZQid40MZuqaUNG56OTGpFav++oAT+CGh7E+LPXodPoiJWY/1OEoVnSK3DPJXA/uk+7/vojXUKyW/UODJhmuJNlQPfcWSq3cBE5CiUj8Yo8qHofVcuD2uuDX6ftol3r0p18wJavlVm7c5hzar4vp53N8wed6cBy5Vrlb2bvHCsXL4aLVzTxwAQjcXrmDJ6g+sAvor7dqZJBPdp/P+b2vmEHnegjc9vEVgD7cGzRw64ys4YHXtGsqOjGJA6JZFUpCMXB7EQuzWo7cC6XrkHym7cVD3B6EghPSuR54ZVgiq/MUH+RVwriGYh8GgKLTyhEuiaRansvz1Rlo3aboFuXQcAmW4rNz9hS5dzI15o9MUi27yuDpKi7x/FpM8ZhcbXY0eeG0B6ySUPbVWPTom+sJml+WdVTLHmyuQMnETFJsTjIQSbXsZuaxp9jcya3zlMCtUPDE8HpPt4Gs5+snKy8I3FbLkS9Hyj4lePlqiHM9rkjhcEJrUZ0QrqZjUKYVXKrlgDWt8K/wBT49Q7suXzVteGh4WPRIJJGiQYWih3cm9sNVcz00vLnw5+jiShdappB1dNS/OElcczadyWZ3DF192897VQ+nwhFAtpz1vBYRoAQJ3GY9u+XxRW16uYjrHyiut0UuNqueHOAd1694JBQLZsAJV/WJEHjRY6Dk5KLhAbK6osNl4sFhqFp2JmVQJnHXcjcoNntU8UDnzKvYXOonXGCKgRIxX8GiXFQDAA0PTouY4lKPSXZuDG6aa3xbRZPJKd71aGMrN3M9uqjxvHzbhv2sc+BUbCYrkTsPyLpudHSjX/To8dwD4MtzdVe79HU75u+7cHdNla9CTCs37oGArMxRoht6F2689jTpGUCxSlaSDC7vOSy6Abhvd1E+HYpFdIrUyID1LKDQeo5wciOM3DsjSzKocR9fEViIDepr6EnluZwbHjxpChw9M3ULd5bqy9KHe9e5ruWYxhn+5Ym+Jq3sDDrVJz/j6Py3upoDdrP3GMMkgRKT+MoEbq/STEDiy80JnPXcyNDJrUFdEvl5tazodE1RnDZfCZhQiNy/ZE2R+0v8iVeAf1HekKuU4rjIJFM91Mu5y09llUse5Qv9UxbQ+x64BVyN+2XhZyyPU3l0GtLK3j2EVmkzBEpMwYmcs0qm4Ic3rydAHYZlZWVrGun5gm+Gg67nvcVmXyICO/X1yQpF52CXYsenZLLY7GTPYaXhzUV2VhdlHDU83LWy8yjqX3cLcAnGcafY7MF20eMllZt9m5LsmGLDwxpmL4MBsNSjC73V8hq1Lip3dTSx6iQ/69mBmCmqVc9NVhmIk1DcNl9c79zKLnJPJEPzNnLfhRunk1cWwCS+g9f9kktC61vpVzonjdzZmnhy4DTEt0ziwu1FA1p5ddEpUKoXmePChGdvY7nuSKAUODmL8T11sPbBX6JRvBiVD3VWKwwh8HH5ftGjz4iI/VYNDw6RfAmt/v9GBscOtdLJLYDInXPMhgezWi9JTeLhQmeypyo+vGqz79ElbuVz+eBZTNGpk9vArcOZ58irYXDrCQKBA6U1Uy4PriDgRTl/0aOjDAAn1+VFO9aneo+sI2udGtX1LQPVGWmg1MhwVU0bGRIP7jPufr5VzpPNauB2LSldJFZX1Ji42rzokUkcydzynN670ubr5f7vnuzg50zSdXIPAo4aSYZGNq54X3MEd57ArQs5F+2qv+iuxRNIv7/Tcg+Sfvjcly/r6G7pk/WAedVgsp4916CVAHtJWZlCw4Ovw3VeL9fZ010m6cN95N5tGoCb6Vgf3J4idQA6uT2XD2qViBvu53p0+k0kSXZqKhQdAtyvrllew717ReLhGnXH8njVgB0gnF/M9bASQBKhpFavPNahUD/xuMAQg3poXfToOMuXmgIu4Z0p+hY7nblMP3nmGLhtuHeviNx7g5lLRQ4EDPENTbLj1bQ+Vfgi94seXWNaQ7fNSXYE9pdQdGHNrTyWXsGr6ErRL9D/KW25DDV6k0vW87b5wo18qk9zPXitdKwPTKGVvYO7w0SSnf/rWiMg9qkFSpf+XXHxT61O9QmAX+DvIGh4CNwKpWp55YkyVJv7cN/JrduMxwC+iC+OGj7ssawHZxTV+eM2vrsKMS64Bm6vmTtdSpseOP274brfWcdWdtWyu7SnQ63sFVUQPRwZ1GUJQWSIUvXmgus6qts697MefRWO+fs+3PsjHHcBpIvdOGO3S0nsok5BKBad3AplVblXN2bIsir5vT80UscScHnzxKLnK+qvQY+Hc/3gu3W18sAh1zORJBouL4qo8Jdz0Npg04VbpiCIV+Uycu+fAIjSAZj1yCR8eXHIJSn1PFbcn2c9Yk24Or9bI4O731VUw0VnbniV1s/6wf/chVvHi3pRKBrP3lGH8JohFZnA12UXioGToqqVRIOi+rYGTulCzgMnQQySKrLZ+kaZwMnWxh5PekdniO57Ae11NQKlgpkQcQkVXkLzcOrT9IE5R7uws5L1bFhTaEX1tMUjtiua6+twED1StbyrWF+CcsofN/H1WB66cOsL5QHMQcGgc81O4xkiiJUyeJUJr+2VDfdu/UWnwK2Lag1v3G8r8lyPV51PKAa5rcgbeaUunDFa2h/LD53cqgMuGKjX+/vSXededE4yZD07U5j1GLlj9H4HXFhzXcVaJ3HiLCnJjiHqL3TBFV6TA4GiMqTY7EHFF9/TyTXwEAdKaisD9aTjqpJW5Kk+NTIESmQEgPy9Rv+3+f9+ZXHXWjF7OdeTNEQfzdVWfJS2NoqsLztyhydcUOfyreuVfo0b4qxHT4mvlN47MQMlRfWXzFwJjMf2uR67cONu771PreyuprPGfHhCPnzqdDT1tXNbdH++ztGHsT7F5qvJuh9eM8ZPSwx22tJQDyBj8vv7o/2GfnHWcyt7QbySQAAFs1/m27YiiM14oUhfl6vo1Mjga3X9J7x4rY0v8rrCUE9G/EpB9A/9Kw16g2a4zjoKxUQDgQtm39/Fzm5PANxKfJC4kEwz9QHrtSsJoqgRraKe6wfnOGN96OX+uheODv4tvdQX8IKKrhUTiCAKxWxTRfa/usn6BvkdfOSROoMuegbQ8X62o8fGbXynF7e8+s91ufRSKfSN8xDq7LJaHsKbl/u7jvBiV6M+NZfs3RfkpXf42p7qe5eZHKSuMr7bp6+VI6+7gG+xWnWocmS5uqGbqCBGaqtlh3u8+Jn0ELlz/rhGa6zJtUc+35dJD45HaxZ8cUlfef/rH/W/+zJc3mvkaZXXIX0brnYQsb6qrEHvMcGbHxc9O1pnPV8bVJsXbrYigq+maaCUaLhStYrc8Z4hgZL7+aWVsBI4ou35VhCzjj4Yv3PkjiFmGrnfxNdJVpbl1nN1KnfjorN/Vyi63VxZrtPRorOiJh4CEoGvlTbHCy+LuspySUmyW6drogTOmPjSxi+IvkQ93/oKXBuN3N+cKhOunZrZoA31gngJm+sjGvSBUqTOocQjhru6mQqiN2g21BP4VN8vdl6nr1O12VODjMnd6Wqs1wDrT3ekOJYfFj1X5IZ6u2glG3nVoFfUREND/VgeffXs0hsa0Ua0bi2OL53c+tZ7pvPSAAQxILnV9nzb0i7R4M5cLTu1dqeqlhniy7hiLnJzifMMSTxcv5t46HjvTlItO/1s0Le0C5QY4oN0Ay46X2NvxuRjbqi/KDiDj+E6jDXvwOyek3hwbCXiRIODWrUc0QribMdRn5wpeLpB4EHeuFNEtGN9cH69sio/D0LsPTUAIq15aEN9pO5TxRdxsk+VjitDZ0jLu2tDupuWIDp59+n4HL1zxNsr6dJP4V+JaM/1A1+674LL/hXZ7+sRWygudnZTW0smyG70Y3nwW0fq/C6N9ABGfVJdO/+q5Z5vK7KLRddQkDE16N2sK7LbnyAO4bWHzWvq4mYqiE4R3RRwaWv18ChYnxUozXpUKoFSS7vZjqs8g1U1HfXJ5wUGQzzoOXm+mnKkdVPdrGc9mlXhSGCH4+tDG+odJQtmX4FqmSn4v/qwHX063vtKFpsrPNmpTjEE8RpnKvKiZ7V8lXMitzAUzFN9YoqJh4b6iuzm6MviQ4KBSM7lQ4hr5+Va6Ib3xoiZznr0Z7lNew61vlMQeRve+T/5Onj49bVtrPdK+Cbc++L/rG1p1icmmepTJ7dE3KCf7LAuJrWLnc0UhNmOa6GXWkHINitqpA6EijzXg7PlQ/luF945hF3Zh1ppqDfooXyXZIjUebhuuB/rQye3gqhUA5JHOf+iQXE5eHZJoDwVP4OR9Zxk51h/BYKpPrnq5nsqiJFS9joOsiAuOLuzgdDzrVotmGc7OjZ50dHXeapPg7xhkoSVbzYyeCI86cFJKIGzjauQieh2GNEe6w/+YUTrMBTReshhyGzHhvqG+pdAb9DFZg8hTlc9g3O/28o7n8KsRyM1UgIf8jf7+HXG5AqLwfCp1wjixGm243p0H8nnmW0isNqsVB31mSSidTrnG+wCVbbRyzwt73zD3NnWbkWI+//V8c76cKVhxeZIXUO9Ur0Kh87iHM9Wu4dnpHHB2f/gN088eLg2aMf7bBNDfHsEIdGw1gVNFjs76/Y9OOtDx3tfhAUr/BXMPd96ZHDmbLaapu9opOTAQZ8O1XQefyrUN9Uld78gUuerVGwG1vK+75xvc8d7J5BCMWB1OUV1dHDTUVRfroocqT3W92BEajd8v+F7DwtG6jc868OG7/0miYdISaEwZEyJB+erkx584xhyqu+Z4iCvAGSbZjsmDAvO0VrfBS/c4qLAKyoDHpb34Sv/PNuUaHgp1vjnCcOx/rCRV4Kg0MkOiQa3ZkH0r6vVIbwe9cnHk5HP5UMf7hMNz/W7Xu5dGblaHYEbGdyirsmLQ7mLF25pxeYN31fKK+njvtjcy/2kh5Z3rnk5LW1kUFS12Qmsr5hQHO1JEE/6IV0UjUhpsdHlABe2famd8M92vNawC+Zr5LhisTtXRfZoutgZtMJ6RU6ya9C793q88VXKNnpHvBsVGfsAEg1TfXLZy43/mkq4ZvkpNrDiQu68GeTlg1YsIJBiHXdHewCTPbe0hX0aok/VI+pKlozdvRc7B6SWBp+2g+jaWQX4lvvmXem0Xvr5fCgMcW8RhMXG2UamEJCYxB/RUM/ginyuH5hiz7cNVnbnXNfD9XP9weN/Q/1i52r5WH64i3+HC+u7mpqH64Dk2g+TPJW/bOXdek7DQOBIqaLA4NNxD3dbDLTHJS9gkl7ufY645KLOHlekQBWwIFQUAs927Gh/pV0R7QUrebKjQ1g1bahz172i7SVKr1KuE5+ruRCiITvjOOuDZ8uLnVvaqlWF+tbgmrUhuwX7FrSyD0g+SIfvyQ6ROic1gdJSj5eydmZItjHRgIuQdJ2+UBSEyY7lUh5z4rYPXxm0olTL/sWWtoIAwMfmUfeiCyCi3Yev3I6dNVzTQBcgPCCp1ZN+WKVK17whK2hSDEgd7z3vWHMB8uSrjeuxgtqgF45+c79tgJtl8RVraVstOxFzmSDbLBQbdEpq0GyrYOQR6KqjO3AvdvaV8VEROFKrVv3/FdnRk8ETniPagLU7ZrGzWmlp91y/I3Ant+tG2LmnWzdgAi9ey7yoLVePcELhioyiOgG/7ogTcydxgRKBcK0pNug96fKhD/SqsW642EpDfUu7YnMr+yt1WXB2iFLUk35QKIMjJUcTWlsSYkd7h4kF54AUkJzCnfXBnbahXii2NLS2EYsEjtR1tHdGfdFLmSAZU8NrLdMjwGLn2Y4upQJwjCCwe1pAciC4WnzH+2P5sfFaHe3ierxC6tp3INWyCxae4bsxNdQ31LlvC0JLQ0V2MuahoKUBwGSH2Y5ep7h6nUE72m9wG23Nbga+F4SG+mwTk3TYMbjYvNjo5jjZs6NDQ51LCdWyB7rFzkziDKihPlLyIJkxue+xV3kvCbkDv9NFJnGa5gUOx6xIK+AWmyMlwqd80INqoOSlLz844Dbn4ci3Zg3v9BN9tF5QyR/nRM/5zpXg+MjF1hTX79zSkGhoaVBUd2ZBCEiCeFX+zvqw4HxpDIkbvnej9wE4ehJ54p3UqqsA13JYQ31jncNQRXbyqFb8goA02aEie4RPNASkhrpIrXtXoLTg7BCGi77oCOgwlGhwfLyqp1N9amnboI/Uugzn43clz01XoR3tPQIJYrbJ7c2ZgqdCngsHJMNqYGtR9gLEoz75E9fAfJHt17BPyV2mYB71SRBb2l2LYnhxHkFgYBIyHvVpT+8YzJYUClr53obvGewm69tGkBWBuDVohS523uF1gxvvTdZ1OdThZk0arRWKPd+e9WGQVwR2QluoGGqD3smPL3qLbUd7sZhpbmnr/MWgA9/7aa1EA4MrymLnjvZs7GHKyTwhznZcxTkwQV7Hv/edFgrREtHt0d5v6Pa6UldiX1H06iHIDXUKJcjZHtwToqXqvTooFbmlneeNbveR0mLnBecN3TK4ULlAUnG0EkRBCAiXVfIc5CJ9Q90WR3vyIkJDfaBeEBt0Ffmp/GUfvupob6h+T1+HbFNLg2cElxoV4kWLcoaV11Meru0FodDQeng+Y2ppm23q+db3fbF5rVZcqOxLCSrrKByvfv6SHxn0kL8LIbUYACwYEw2G6tPxALtgbKgb7YBLWg4g2+xuaaiTHT26rD5j1c8med2351vngA7Kiuo86LrFWBsK14Nh69qSTnZsaRAaJjsC8NKvR1HPXwBs+bVCj/beF8TR0yPl2R4a6q8tpzAsODvfAeB/KJjV6oZuN+GWIEbV/cWTJkNVaEP9bMdTfT/IG59+RRHAWcOV8K+Km6Hh3qAK9czlmjN65PdAuMEtDBmzK+I+pNmOASuKubz9XL/bh6929kbJQQ2fNP+GEhtnmn0/ZhoN2tpmFclX019xvWB2pxWKDVZCfvWiAleGdbQn5xGeXW/ptRt9QGoosYharZh6vh3taUO3ANjYiN11nUZGS+5I3rpXNft70ArmgMTGIw6XBKQywnSJkB5IG+pHfUo0sLE73owjgQky0xgtDfTqaoXDmmN/qvP5G1CKzQ11V7rB4GRdQakogtDaxtUaNbgr+k2YJForFgG49QgCIbJxgR9nlILCxh6x3fGuVptocJI/kmY9D+HeBwMwQW7D757qdzfyVbREJIudR5wHeqWoPqoZM0Ma64RiwSwIvp4VRSgm6xSaaXaritRmOzbU7/CGjRt0MADdQuO1wuK2dc3sPI+9npJ0//fPfUkBtLK7pqNXu9zym8YahRYqBbNCO9r5ijnl9pwoWFBwsdmoXnefSdjEJZ6MyS8zP7GHc0Tr0OaJ7Rp1DZ7VOtb7swRxfXsFckTbUCcWPfIx2GHUDU8QPS9z1uNKckBSq46wgsjgiKSXNhlDTdZVyoZMkMaaglKpNtaA4LUJQeQLcDTh01tMnvWHPb2rVDxFPemHlnZOXmY7un2KxYg3C43H+n6QV15a8gxlsXNEqrTuDi5pbLbJoC1tPQ4ZtJf7gKTkNbgXOYLbPb+oAkZLoz4ptLVNi8GBwO17QysYR0vJumRtj12iobFug1t+8WaVjvYu5ChqSzuFZpsZEi0ZqovqDBGEHd6IRYL4UxY7KzQgJesyzUd77xkHgRMNkdpruZXXI/qrQplpbmhtJumw2+C2t+2e3hnqR/3TQouPTSiyXfbVgiCysW9hss4XIdHQUMfGtDbziDs5k7gPTzhWy2KRwWzsvN3p0mKj5wsOam7uBBaLjTVK2mHX2Ybt01plTIFSz7e+36M9ecXR85RB3kRLPphM82Jngtzx7xY7Fyrubxu6DRZaDASeLrrmhCMuAo1azd6AgMjgStmgA71qaRAEr1lOODKYwf5FB1mvuRTMTmca6rL5b0CSBn220fXUYrMvKRt7IPEMy2+VrFvsPNnR8y8GBwuNdcVmsRjNE4G6qk6WCxUG7+mdWHys31xThlWuAne0v9qqn6DLmCpKsq7FEKmd7ejxXNajEDXRQJDRnnjtjq8tbX1zK2U2jpYcK1vb8CXZjJRaDI110dzhq1BccPaNZrCXGxY7q1WPXp4ye7Kp0IVGDwlu9vN1EYx9T3F5R9ae3gWE3rYekLw+TeCAtOU3ox2SdRFNpaxW/V+da3gmu8V9QBCLbsaG2mNHaxJ6pkt7RYddR3sfA4AKtSsv6LCDrVzAP4lobunLEx63uPMAYlCnbWJREJU0Y+5sA6BQaawh8Imegm0BKGlvWwALLT3fOix5GZywso9Lfise250P+1PcWNm8O02d/HzM/7wJ94KYLbu+VZEDQkO9x/yCcsJDS0OH3dXVFVopV5TEw2xH0NCg8713Vxlw01mv0GDBmUJnG49a2WYQCDLg3oFstqMHpUp51mNDvYPX2R4SBoM21lVaywG4/BzwA5sfDuFgYbSnhvpgISDMNBIkYXAFxBckWFgTVEsMBmHGkcGCcMazIDJxwdyg89AULVXkyY4JnRula64AIiWPnAptMTghNFSHxdY2E53c7v3tTxWlWGFwQ/1kxwa9a5wNOo97brI39CUbT3QSilt6LRZh6BCDhYUWJd3YHsDG9gZdaFkwCoLXRAKSQs84GLShrrNdpVwB1+0FsWBecIYB1AcLAHbybrHzBrcAE+aWOo+3AB7xPYE9Delon6wTBAKPdvAtIHC0RMTO5hTa0iAWnfL4eAw126ykXkB5rj/0vPVqv883oWXjEx89zCQaHHkZO4VeCYLro64pCkKLAYZMs1pV0gWL70hrAxs7/o50Gu2po321PNtxT+9GOiXr1q0HZhqrZX+FSU+3ZOs7na5CjE8n0xwtAXjCjxusFDtTVmhnG+Hoc1zLQHSR8AmdbVw7XLHAXV0QFGioCxYMyuAdXhl0xEEQHatmyhHsPlNIF1o8oi60JGt97/2e+uIl6J4XuWzDYE8ioiUldZt2MGII1ldfSbQkCPmyfAqN3PnuFjt7J9Ka1Fi8MLfg3E9pzakitQHpWX/0lofFzokGhUaLC80AtrgLFmaaCpVg6zsOj3hsMVTkHjs1PeAHNzJQ32IY7SAU9MJTKsqoH/b0DgYlPeLDYPcgtLbJWEYcItIN3mWa3ckXWryaCKCgLDYCaKhz7RYUi42gobHO94XB0RJoWLCwcWcbfyjRShAitSAwZNKDkkY0e7x2WFSrDTpBYGNHNwCd9fWSxHmCE9FUFM8jGuuUNFqjpi0GNl5wjhQ8Wxzp5Cwpgic6Ndat80I407Ojv6NwxqKkydqC4v1wYnGDpFA2nmlkSEDfWHOm9W00ayMA9RvcZPLurJqpur7Y0d79qkE/2tMer9dIg1uPT4nEk3BPkVybEItsnKxNaH3KM52cbGabtrh3y1mwRErJuoSOjTv+o5c/2XihubWNpw/J2gVnJmFjXPKFBaPn7Y5HbFyoXEPRCY8bu/EDLEd7D6ClbUJ3zZiqZSc4Eam9lGYKlbM9DLgPCAw+2SHS64ocLRl0ptHDhlhSSkd7v8MbN4yMJVKbMRebN7jpbXuNqROt77ByST5YCNixsUcFuvYaeQrR0c71tjM9u9A66D7ToqgJfjBJPWILorMUECplT55d1XATqciFvLk1BKRggYlHO2xxGywUlCM9MTywp4VGB5r13NUlop7pmde+5tTbNnKacBSKe7xzp1pobKxzRqDQhHbAzQ/1n9TyG/n7Le4LSkXe8L1b25bfJGsZfUWpftQarKQuW55w7GyXaW5tCAhO4Bns2W9E02m/0FKpcwbY0U4sZsxbfhMsCEK2pafbaM1GBwIbfWrX9VRf0KqpEQv1MASEtVxi0R2YjTtsznhusVFfbVs7l32m0ZqRzgHBVYwNbt3PK2WHOQDRGtCq3inUTD3UXN9Mm6wtVAjqoOD/9y4gQfRIEBA8PV4pjK2vA5jodEmjgkfaS2oZFlr8Mgaf8BiQzrQeWnWmGSwc+akCXvVwLumlJaHY2U5J3Z8denw6z/jg6+BULlnboQfwTA8e8xN6ACPOHtvZOBo3aBQasQoT/uid3ho2DsEtDWzs6+kjuYYxdyqFKqnLQ2d6dsYx4EZND/iRwC0NybrWNjONFRkU3QzE1oCfrNvijsDRmjM9N/DSzxytUVJ/hIvcBTMRF5s77LxKlWgY7bDFnVi8oS9hEIDBM41H/eCWbNARpxu8U2hBCQiVcmubQiUiTXTa2i0bZ1ocIhvqC+ZIKVkL4ID3W9wZalhDKcCEG7w1qJq22DgjqJQ9w/Eftw/PBQSBrRzwfoc3ftOKEtEwWLH0tvXJ+8rONLoPiIUeWzfcjMXZ2lVcKKs5xmAhryDS+jUJHRkz2KEdBn8WW1lw3mAPYMRhgxs2VmKheCNfiQUXgUY8tTSc7ODyoY/WkdV9IGOZ7dhhF0hhSNb5Vj3hW4Pe4K2hXsGVP+m6fbDgU/A/AMUvc1acrI3W3NDbjOUZHxr0DuoMzlB2cRHsy+WDSWi9IrC1W4+rBfOhfvtO/r3jY7LWDfTZPna2awjJWg9EMATSR/3mhr6snAniccMXTRAnOnnbyAxm9G4cDiIAetu2thHETHOybqFlo6uI4IJroTLTlKx17krgjJnBRzwOuBnp5O4qCAI4+ReLlbInz05KCxXnDtcXchzw/sbeNGhmjL56E80Zc8QdgTONriNESp5luIUIQqbFjZ7BMyYGN9aMeIKBsbnSUp9mRBPR7PU+0yIIjmIzRgLPNDnqnek52hpsHM6SdVEbJX2mh962Z3pubb3zDq/9DgstjTW9bTMWd1RBvObRHhedHyXrIhIMPdZYDcJIZ2+Qc1DrsHGiUZEb9BGpoIw47PAKwEwTDLiIrwyul9jsXDta49qww0QGVxQlnml0eAWw4BwoPePjFnc3eOO8u/jJQABqcJf25xF4Y8OMicCFCoH3eO1WeKnKliM+bOgWhmjNmY6FymzHG7yJaGZMAUEQRpp8CRZa6iVuzzS9TONXhYMqgzPNnrg6qSNwpuWZHmAdgyeaB90z8USniuxXJhpgCBZu6M2ZnpO1FaXjfWd9tOZ7+ucbvHXwFvoy08zGGcsFayJB2ThSs8GN5ywJrTu2u7EP23PLTMuIc2d9j+2MONrBqHvWH2/wpdvWKgQSnvCjk72MJaIJCFvcR2sU6kR6sD0bj3R2VckTqxMed3jltjVj8fi2xe2e7xUaTBk80tkJv3O8TvsLqVkXU/gdDGLRHfiMQ2d9RAOgorlUB9YfQVAsrte4oSupICq0sSbT4obi7j3T5DB3xmGLO4MOumew0Ct3g2CBwTNNjTXP+LizV2d69rv5gleEiU4b2wcLHfpnemjQ3Nk7xlrfcYO+ymb18uceO189V2FnmtzMlLS5fO4z8upj1KZQmWn0G852vLN3/sWJTgodbJ+sdZGoUvElTehmGtdXJILbixCWrN1gHyxscXum58VGRd3ini61pGd8bKjrbetQONPkGdxGh0JtxhIsuO8pipLCMNPUWX+kJ5cnI7WdbaI1/sRrUUwJBfPW7lb52XoPpc6JPHOpyEAjCB5NPawGXH79PLTQspJuCzNNLYZgwaiycb2k6v5FP5sJBj/xBwCd9U4gne1XFAa31jsAs/GRngrKa/vdXu93duOC1mhPW9y59VfKM40VxYlltKaxZqLTR/3TSOeIJlkrCBOOrggAcAIiFic6sXFrvW8wGzfWLTQqtLdtoVKoNNaJxYzFs1+DZlpmTLf6WhAimq3dJmuDyRf2R8fsZK1LCYLgEovvXG/bZCla4/M94cH5oZI61j7jQ6Y50+xhOaJRWuNMhx28BE3K4Gd6YHCmpaB4Z5FrSBOdfFS+GoPtH/F9sBDRdNYHhK3dOq9uqDNoZz2BA4Iri+5g7mwAJjplLAuNrlcXKiOdD3gPYNB9RGOoAcGLrJ319/buwA8K3eimtd7HH9F4wPeY31hTKfsrPc/2cLT3lfK39T/MNB7xONN4oieDNtb4F7e4m2n6YH9erdb4GR+cas00nu2hoNzZu8aawfaGqqQuxwrCxvYneipUnvC+t61j6CN/UKhHmojmWh7ygHEFGo9GDHYqFBC2ukvWehhzJzdUt66NbnZ662nRDq8KlTMdMxZvZHimh0zLQovfbcbkT3Rm7nsXLHTWb3SzOhVpsJBt7rDb47Wj20gnBgdKbsDuIwVza5ud3nTWJWszzYKwxyvf0Mf6F89cZpo620RLG9y2tnEQKVQyFu8UVGiytrftMz76BD3YuCHt9T6iSWh3eltQMpbO+hMf2VhJRzopdGN7n2C0JlhQ0sF2g+2cOyh0oUUuiuGKBWoAsNf7I3nLR3mmh4lOYrGzPlhwZ1toOfHRAziDkzXBxOO8Z+aul3ioH+kU0Zz46Lu71/uv6L9prHGmDeCsD4LgeH+tYzmZ9GREoZkWeHsJGkc1Q01oPYV51h/8WTONCS0bBRMAG90odKbZjckpJV3Ye2ebjQ1u2Z31ESGYuAbZ0jBjCiYb3cw0ZSwuUDn/9BySjX3pXZ6MljY6RGtu9XWhstBSKSe0HgyDhd62wcKMqVA58hOAt/YHAh/p4Hs20tnx1EXEkc7Bwk73g+16G3wdkrW+u9kmLzgNuHESV+CNQMGtpLftSKcdXgULz3wQhHt9C8BX40RPjTkqiQNutCZaEy05BvV026Af7XAf/k1rmz1eebuk+6qjkjdWCcWM5UxHAHu89qQ629zRztmfZzQ7vU3WVsrJWgZXlFt9nazd45VCRzoT+F7f+oY6H+FLX1ZnvS/+QovLpc/46NDgrNuf8kA/uAKq0J3eNtYYVCAMHunk5CVjOeOw0LjDaz9FstCyNs4gJLQjnQtKi6GxJqF1Yn9lysnajW6ixT1eOZsQi8HCjd4PtrvRe2deK3jZiiwCTtbc6uuZJmfvM41v+I8RjUcy5yYLjW7eThsnHP0ogA87WfvKvmRjV+4+0nczTSc6+txX5oLW12SrO0Hw+MdgDxKfpmlttJBpYeNX+kWw4M2RDDaYXfWCYDJTqZSzLZc+JN7YIAgjna9y0UP90z3/IV6bmWh+xA9C8VZfr2TSQkWJ1nhK6fE5oTVotOirMNF5pvEt/9tkbWPR0IMcltbOOf/DROdkrVC5rtTKkUhPeBTEPb074MfX9rvW+onOmbJPGKvEUjIW506NYUU0GgG01jM449ihr+v7UdiZkttfoVXw87DjeZPLnwA2Nsw0qan3wDgdYGPPKgUhWMjEFcg0J20F4UZvj/zsDQLBpNAavnZ26wGqseaG3riIdYEwOfGp087H09vWtZ+kDjSLxxlX0dxkexuCBS81RTQ3eudJiieWBt3arVNr/7C3AcCBH7e6e+aDP9q99GDvNzbwhSLpi0pzRRHEnm4z1tqTIFScGDzgJmrD8NYVfODvX9d3viD+9d6Gxlt60Bz5KVrKtAw6MGit59MCYLZjg8adYWMDGXt4uLU3PoCK4nmoILyyLz1riNY0FgtVDwkjnQfbA2BjZb3VN66Z3+BtsZVFR4sjj54KeVKmUJfo2PiRPyZrPQ3x8T/Tw629duK8+qGmhJgszTQ/8I8b29/gbUWZabp+a6u7y/S3eik6bnSIFn1nFUouhxlcUvXeJJ+j38oXxzOvaGmiEww+jGuC7/Jnb8NM04wl0eDpko9nsF2mcr0YwE7XjlgB05UXEChZ2uvadXerr51yO/C7hhcsfE3/sLEhwh9QFZpo2NqtB16FTnQeyfscwxN/cCoSTARh5JGNBKG3Yae33+t/cq840dE91gPUSCeXWAuKh2KDzjSd2EeSOu1u8KaxLqJ5bb9zntlaT+D3/O1I5wM/sVFnfWu9UxUnnyMOrW2uDV6D7TKWZ34uVP2CSjmiKVRnmpyUegBZ5YC12Ds5uYpoBt0na0c6uzHd6dvWehe3B9v1tiWIZ49KttN9b8NIZyXLtAKuj22m6ZkPwYJL6COdZ5o9aCuZknkS7uu2cmlrBGGwnTNAADd6m6zBpYgbTJLFZImN1gyTD8GCUzAnzBOdAbyqr9OF3Wx15xN/bV8nS/5cb6FzkuzCuztYb1unAz/iv/S2dVHQqdxHfAvgXt8KxGe00OKGAeBH+S6Y3Orrnd102s20ODjOmGaaZpoCpZlGJU1onfKc6Him54gmWYwWj3j0YnbG0lzYq70gg4470RrnrRsdkqVocaJTstaDXGu9knku4PULZ9QuPCmpB4aFlmv/OC6K70Qn3/eFckbxOW7t9ppi+6Nnmt7TNwr9kf7sYr5v+kYHAJkygEd87wG808431K1xp7duMGx8oqdk7Y3eudg82O5WX2eavVloohOBO+3csSvKSOeEdqODz8hXfqTzkQ7O/Q/0mGlxitFplxCZQP/nt//jMeP/MX8z6BDA40UxSpaU7ECPV5NtrJlpaq13YHOwP/DDrb5moz/z/3fAvdPjxpp4qUFEhAA50TTSeaObtL6ExxSWqRzpMNiOjZTsSIczDs4yGosAFsq+gs/46PHK7zDS8gP9WSje69uZphnTzm4uM1zbn67g7dQIQEVVsnWlrPVJZSwjnS90oDiRAXDikweEEx+dennQ9kjiJCVZnCm78v8X/G9/sH8YeWTj3noAmYojKYE3uumQZuT/zP+fL+3v3WeO9OQOw0YONAtlD4DP9LDX+866Z352RvOD/tPv6b93ca7Tbqb5ik0e3n3Ynhy9nEih6gyLsFISuxB+5xd7vQEw0SQIbPRRPrDxnd47K4kICptp8aL9mY7uJ2x85KfWNl5XAnCkw0QntbrHK8eLic57vclU3vO33lC41V2y5IMcbJNRZpozLU67HuiHSMkxJVjwvEAQDvzo1dAbvYsWznT2jNd5SrI40pxpGem80aG3nkG+L46bBj3R8UZvBTLT4nQj0zLo1nHWyZeSuQltbI3YmZZoTTDxtfJPkrWeIXoW1ln/iB9u8MavdJv3Kx0Tv7A/BpOZZtd9G2tOdBxsdwWXClfBGh9tMMmUZ5p2uieQwQSsMAAzLZ5a3tV7n4tHmjMO9/bON/3KGZ1sPvPhRu/YCMBMs2epO70l8ERn76ForEmWfh+3fmgU0Zp6KTM6X4JBoY/2Tc+3jXURHC26hx/ksbGmUonW7PU+WphpucUXBg0WXOFzagCAjYq3G1mjZCdMyRp/d0K0sLM9r0cYskK9g5DBCVGhBdWz/QarxOo4kiy+wdc+wmDhIz106F2Ovlb+BAHmaVLMa8FSZpwd7090zDTf69uIpqA46bir90d+Tmida800rdLmRZVNlgjkIJgsKoyNKoHBf7B/EMigAwCDjTQKVvXYsx6FEuhr+/ds9MgPO7vxqUULBlPoqlwgErjFJtPSWbfRjZLNmL7gfxdUZpqd4yVLvrteFZsxRWoylsF2nXUL8kyTofHsprXeFdbqywJENO/521f6RaddRc2UB+sZXFB3ehNMCORxZqa8sRaG7+THW33tZMoHEPU1G8009+YvquodJhzpNrppbO+A+Eq/AKCmbn/RQkSjMM9BFlo66wsVB4KNbjxHSxYzJFP25MVlGgYxOJg0iAvlYBIRqov/xhGNwTw9dLvvbRutCQiZMgxHOnjuIwgnPm11C7Qf5cPr+qazMCNvMESLAlFYxuKp+EjjA/0w4MZLxb311Wqh6uH9Fb50GVLJHvnjTm86Sw67v7O/T4gE8vKN249bV2vtkY9e/C8oDRolVSzBupHOg+0IVFFlPTRRBeJar1gQSEWtKG4eA3bRQrXKYEAuWRiwlgIig4q3DurtFYOuwXKk884GXM8jMPjEpwKNFlwscfXlFf1+r/eD7Ta6iQhKxuBX9XW0xl1uYy2DXJR2ou67ggtNnZGPdLoUw4jBRz4e+Om9/FhRC9Vnfj7wk3tyZ31nfTCZkef12G840oHATslmmh/4YaYcTBT6nr4h8Bf2R9e0XaGY6HSpC8YP/H2FJsQOab7oxs75e9sGEx9SsnanNwAG3R744cCPTsKjNbMdr3iv0CMfBSFZqlCfiOOdkmUqDqYjjU7A7uyd60Pv5ccCnWhioxOf7vQ+WkiW/oT/4HSgUFWYpwYAMs2t9YXqkZ8VOtiu0853ZKZp5LFQ9b/i0pEFwOsgEbK1fqtbAu90v9VtZ6m11qOf7z2Ad/XrYPLMzwJprWXwgjJTbiwyOFNRMs/v3BZ3emuXet5GNwd+ShYTYmcdgDONg/WDbR7xQ7Rm0CFCfDqDbpNFNvJU1rmSh/cI2ejGxf/O+p3e7nSbEJPFYMIgT98EYdCtyzQnPhE4Ux5prJcqWkI80sHFeZc5e+v3er/TW6cArfUARh7vdD2Gz+Z6MCl0pzdhJVnzMx/cRIOJN2iONDrAeemxomQqAD7y9y6l/0B/chbm4degARIv+bVCDTbTfOAHjxNuugB2uu2sG3R7r+tbXvzzwXbBZKblW/7nIx+PdHJwHKy/17s7vTHYkZ8vpT2qKAwSyEL5I38gkJIROFkadFDYkc6X6Bs9c/HA5rJ0Z/2MrHbJEf7n6eNq0FiSJYH8KD+8rm8M5uOoKK21jk/z5YTPxruX6OihwHd6rzcG+8gfXutrB6QznU983OmNh0eDvqdvXtmX7uc3eitgBnniMNPixKFQrSjx0l/sQYDBnji4KuZCa2+9wQjEoIziicAVhs90vrEdgIJ6ptFR/8CHznqf8kyTx6KMZbCNq4kRwuATTT5NhZ5ocmkqWvBMZ8Iy0uikdKQ5WeMr40VHFx2c6GZabvU2QArqTNkXwQkhgTKVjGVnQ0Y98FO0xnVphR748UbvgskjP9zqXUU98ck1VwDP/JysdeJ6JaI3etuimZEzFV1bocTXobc+U/mB/nxv764LK+BHfrrTm4w6X1pFnWBHNJ01DH6kgxNmBo903um+QxJwRvnAH3sbHBcqdEYm0BM/vtZXI2ZPmjzsFKjPtLNuoZysYVCFRkiBXvfd97FCXQWUFy/8vOYUj/j+Fl/4DgLokJx7+gWDbVy99Blds3QniQpz4pZp2ek+Qq4Zq1PIiOB2+3IwvlD+iEzZCTkbvbxYwB6leiRfmWTtQstWtx7kI8KZxtbavJaHmpmWjbUCySgZRSCeUt3pW/cpF0Qj5JEPO91GBIONmA/8dMCPv9d/73mEQo/87NFrY62vp6cb7mW+ZW7GZzr2NgQT5xdOi9Z3n6pXp6i+528ZHBEahLt672uh0GSxtfaJH/2fPFZ0l7MTnXURjVdB93rTILRo3uqbI51GWjJ96sbzLSlUbvAmWQomvQ2+3L7ZFTVZcwHpSRD8cIXj0chji+bGhp1uk7VPeO8bzKCLaGR+fbLkChyAW9sD+It847joT7nRfTD5ID9UlE47B5re+kd+ktVDJIKTxWTRT250lh75IVr4UX4wWAC5gBwu9fAA9qDaW89G18MnvfU73QOYkQMkmDzxhw/0XcZy4pPBZpoG27jMlqxNlqIFF5xf1dfRAoF2uvdY7b79kT8A2OimsbjRTbIoYMLaYTYjNwibC2QslGdaOusCWKFrPY/HmeYIOdLpRvfuw711g/XBxBVThX4r3wG4sd1O98lSsnSjt04Z3Nl6GzKWiCCXTUyIr/UVgXzf3UgSQgDPNB35aaHsy3Xd99V1qcw0n+n8gT888/MD/3jiU4XOlA/8rLAOyZOjHV531nfWCETJTjRd3FUKlQr9kd8zuFBNlx6Wkc7RgsLOdE6IvfWebSnsG/lzg7CzPq5t6ZRRfTA+MAEv5K8eDD6GaE1cu62pRezQ9JfGeQHPyBFhrzfJUmPNiU8AerQMEoSKmixurPUEaqTFYCPNCdFgnlJ59L5AGAMYdJgp/8gfRsyeKr6zPxLowAcAB37a6f5Gd50l3wJbu1q7aCFZO/Low9taf6/3wWTk0Zny2/o2XOsIvO4Hv6tf99ZVqEITooAbhGSNSxc73fsfGPzAP440LygHOjqpe2u/z1gq6okmg7WIOxuc9qwqAz8Ek86aQQengjPNBn3ix0c+jLR84A+FqsFGWhLiRjeP/LHQGufdaRkkFydkEi/4VejOhgZhpqW3bmMtgXobCHzgQ0YR8Nv69kgnrCVAb5KnQfcf6LuRx2ASIQ3CVrfO1TNKgUWEkeaM8sgHBr3VNw3CTm9GzDPKJRbVmTIu7TFsVFFHHpOlZHFnQwAL+EinR35YUBLirb728phLoa/1LkAyiqskAGZafC8FbLB8yeuihRvddUg3ejvT3CE53v2J/8kTaS8sz7SU9S1XXk1oLsqiJWsGHbwNZrA+ItzYLkBOfPpBvlXYSAuBOusnOk90fl3fEMiR4uLVLuXoiOWZnxW6s6GiLqgKjRAAI+YJC4EuJTErsAJlW9tP2NYMNiFm1ITYmL/GIwA44MdgwXsTvpM/n+kYrWHQgqJkydqd7jtrPBoni501EeKBaqObCPlS30XwzvoWTWPRpbgANliy5IYtCAI+8PPX9XcRLKAZeaZZYRESLbgvVOiBnxuLAXKksaASyC6JJ4AJOaN4SstG7iP5mr9YihfC6BpEphyw6pGeERdUrwEJeKd717arN+wYHfjZZ+rqe7wUGj2XudF9hLjQGBEqdKSlog5+9BayQXNju41u3FsJ5K630U2yxil5QhAiZgIRvOeHQEc6ObFsERVWUA1WUY98BDDRVFCvWYNHDOe9Lq4C6Kxx3uKF9631HdKd3nvB0pfMn7KzobV20O2gQ2fNW32zsw2BPBQnxNf1TUXprNnbVhAS4ox8xOxu80X9XbS4Fn5QFpSNtWE9Cm4G3Vh7o/uMcsYcIL31mbKAo8UjnRwUC+ZnehBIQiCQh4IH/nGm/B1/n1G21gfITrdHOsuFAhSqRzo7XXzkhyMdPAlcKLuqEiz0aDvEBcWj1hN/6Kx3R2Kj3vqZJgfcGVmhbkNyEWWixdba7+X7CNlZP6Db6S4htogEEsjOBgK11gr43+i/SwibSxOew/df5JuRlpHmAHarZZDDSgu3PKlQAgl4p7ud3lbUYOL0obV+p/sOa7420xIh6/jBrjTf6H5rfUYdaXGJJ6Me6ORk5IkfvYthpuxUpbf+Xu8ai0rmNekG0iPNyC2a1lo22tnwB/1v/ExRRfmq/v6Nvt7Z5kf+saJGP/wDcfeIEAYd6BgRAshzOu+un1FmZH+Kl1p8BzskBmbkwbqB0mu9+8AfFTDYA38sVNyEmktDXovmrd4NSG6ZGcVDDoN87zLqkc5nGn3rE2KAZNSJpmd+BtBYPPCj362zbu+H+qEVxfspDvzcoVFYgLiG0lm61bvBNgmx026iCcBEp4TYo9lav9P9yiIRI0JCDGCnZu/5Wx/STHNBFWICXRSHzYSFgVvbt2g2aBj0z/yPM8qVE2Bnm2BS11+LIgLO0LBiRjzy8063EdJaGxHYyJuLMhUCBUiy6KFGyQo0o/xIjwB2ugXgMerAjwrNlM90nmkqUIeMQjVTiZ/eyLym/SPmAelLfdMiJpI7GzLqmUYnDgXaocmU2eiZnx/4Y6bi4JVRXXNSWI/mnoYeScAbNLe2y2tsScmaaHGH161tGFRgBtvZ0CH+Xf03F81MBaxQ18Z8rZPFzlKy5B7rTabuIR49NtYO1htMgQD2iX9Vf+/xU2FevvKig0cerNWHpbF4pEO0sEO3QfN1/ep6zQZNAGXogU7fyV+84+vAhyOdDFZgnsso9M/8jxX1VX0NwKAHOo6YZU3omiMfA+jWNgyakQ90qlAGEfiRH1o0CaGztLPNgFShJ5p+oD87KSBQgXbWPPKDwiKCZ5HRwjM/d0jOTh/5obN0q7er7mChQ1NQV/nWX9lKVSATsqfrzsYTYkJoEM509OVlUAB1FP6gX93S5oa6G+s3aBqsqg2DB9ucMRdYsuh61iMd3ZxONJ34NF2aOz/wB7fthXJFFVBLcq93/vW3+uatvopgR5MDPz+yt6XTCUtFdRnP2fuI5Yy5UCXQre3e4KajcGubiur5/M6GO7058SkhflHfGSwhtmgM9kxnBt/YrrOeQG/1LhJ3iALOqCvBXHdz1fwAtLaJCIFWmZOvVT8YgIGSe9Mr/cLftTvS2ZeoonbWJESFCbjArto8g2/tjWsofmQZAbRDFxEG28y0MOAiyrfynYDf6OuEKJcunQ5ppqm3vrPmgZ68Hra+StUZMs2DbQrqgZ8V6ixgq7sOqbfuyE/e9uh1hMZiMNdvtKJ2iBHhkZ+69UUUNCFn0wxt0exscIQzGAP3tvNai8tXLuQkxJ31nTUHfgYQiVqScT1mQwnx1ja3tPEZ8XpaU86YnF+4fpEQk7WXThLzolGgT5u0UB5pTIhf19+91vsBHQAvKywoDH6msxPFnd4UqhUawc4RksUP/H6iybeEQAc6uvI30nijtxVVARecMuqJphNNCnj4urHhj/WPQhxAO935UmcUu2Rwd/bO4eZahBfIIz+Nnh/qnRCfsTi9Stb4lLfW/0G/SiQZ6og8IhdUhX6pfxisaxEZ1KERiAvyZ0yu9gfwW33VQAQ8WP9W30SEiODqQ1gPYmowWVAe6RAtJGsyyokmH8YZswMBgAMdB936XEZaimt7lzpZgc0oDYRAJ5oOdAwQAbuvJsQ7G7aX5N97K17rqy3aW9t8qe8q9JnO7+mbGXmyWmERIUIe6MkzhROWHbUE8i9GcIUd+Xiiqbfe6ws9mgFplZBpisQCKqbPmDya+hdbxHd6L+BHPrg9MOhE050NDaSgeq1hRqmmj3SekQVMoL/If6nQM41r6EIk0Fa3DIxWFHpjO5e0Z+REMlAqpiNyRYkWOsTBunt9pbDZqtPeGfkDv3e3n2k503lEplVkLf7WcjDhiJlAe2p7NDvbOMwI6O/q106oHEUGpAOdIvitvtqgUZggzMgP9BTAG2t7tO6cCjvw8063jn9KVqhEcI/my/qVN8OX9U2y5DJBT02+nPbf6tbx+4iZwe5UiSSCvaHyO/mzewuAMz17UnrpI2BPRu719oxlNj1b2aBRYPGePFqTwwC+1dt7vY/gW9pEsFPiRzpG8GCbAz+OtCjsTm+uLR8AIsLONvd244JfBCeSBcXTtgAm0M42M3JCSNZsrO2RFOgsfSd/rtB7fdVa6zlCAPupDS9AJMQebVxxh53PD9a5wRGIAQZmqwV2prP7UkR4pIML77e2H6wjULS4s8ErzF/oq531LYWevUnseaTlPX9sEPjCrh1NFpQjnS9R2n/7iLoBjFgcdJ75mUG3tInEXuRvSTL0QOcTTQw+Y0U6j/8AnvnZlRoAnj+PNDNYYRU1QgJIiPXSMUVgArGRwX7EoaJm07PlA50KNEMD6MaGvW0J5JLNYJsZOa52oi7guX4EgImcpR7psMerb/mfz5ifbMwvqk6ReEetmiWSeww9NUfMFXqnNzvbNAhKdmubxNKxNJDG4s6G2erJcoYKuEAd+w4YF1QPWoMOO9skhEc67tastgLY681mPeyPjbWP/BQgMy2/q3+IEK95dda4BnfgJw8PhxVBcmdJYUf/fdzIDHKNn0AdBQATlgmLh5YAvtFbBukqRQVnlDsbXFlce5Aj5Iq7Bzo90vlsy4R8wKhAh8YDBRO9xs6vc63CAXiwTUJ4pjODNmhaawHc6C4ivOePETxYd6M7AnloTdb0aGdaRjobzPtks+kr3hDojBlAJA6glaHR1FJoWRRorb3R3Rf1dwLKUIN9UX+XrDVYgGwpJRIB7dE7XjIogo+YFXaiaS0gmboC7MQJwGSlwI4YDxjvbUsghb2qr6/15Bn5aHMEH+kcQP8s/1lAGeV7/iFDCdhcDqhgLRnQPQ0tOz1WdyQG/aH+8SK4VAA7WtMug+50v7G2oPpqL6gCDiA2CiA1+yf504QlQ/XC5gbbXKgN3diuQ3rgB+fVTkqvLi3EDJxtyWZqdqO7zpob3RfUBzpsrQdwwsKgAWlng8ISSSK5tV2H1KG5WsiCcqP7hDBZqaY7dC2JAUcavbkVwC1tNmgigivbCtvqtrfOS7w3NmzQ7GzTWRPAnvArcLblUtNtPEnp0TaQGxs8JIyYd7bp0GSUE5YZ2ffXczoGzbQoTIh7ij2FBkFhH/jhCefJyn/g/+dM2Y+0v7avF8oKPdDR8x0mqjA1W1DVDID//x/5fxNwIiFQtMBEs9ZR17gl4DOmRzpMWBR25KODoMtbMzyP5kTSkHiEKLAf+b3CGgQfakY50PFLfb2h+Bq7hMDgkceJJoE4BXitr5iop8ZLY9/Jnz0MBEi22iK6etrbYLBINCB5qcjjeot4SxuFCSSYeAtcA9lS+tpeR6ZggBm+5x8e7Zv/nf0fXfPrrElrg1pQWAQDoUJhGLF4jJ2QE0LLUc0ccbfaV2ikwEYVeqTzF7j9I949Y4ngiHjE3FhICAlQYGcb2MbtWIgjcSSqxMliBHszmQernW0iM4CeQzQ+21JRDZZIYA2v3iI9xUA0as3QgeOsdULeUorEd+gBJAwVevDfKUBlQIpgtsafxKABHQORuMLy2ui2nswZad5aT6BXtg/E/63+PRGCiZL6MS/PEURvE6IiO49VswqtqI90fIs9gGw1WmBQgxTXk7lWqEaLAzpnNz0aACNmgXRoEmKGNpDf169HLM7bGaygiPCBv0/6ZkbtEGeU3oaMwuAISQgZGokZNFs9YuzRZqsf6RhMduhOWAJ4b1sGfcc/fKVvr0S3UDVrWwpeV2opTFYylQ/0+Hv9siGpsNnKf+Hv/t5+F4h+1POAzrGspSAgJmkg2fQDPW+tXyjvbHNjuwYSiSerBzptrP2ef3irbxz9I5ps6oK0R3I2CsQReLay4hqJgCL4bMuMrLAdtb2lSKxmYiJE7+34hewAlFoZxLaKFDu89qW7s0GIq2mB9daeMfVoJysRrEBPEcCjjRs0HZqv9I8zcjVRaINQTY+Y46UWIKB7GkZrz5iU7EZ3Iy2dxWb95asWiHs02bQCPYWzIYJv9dZRtUfMVk80tdZ2LA3zU8kEaiBs3K69fMxgAs1WI7ijkK3+of7xQoFXOux5vbeTCBETuc4qRJFEATVLiAzaoh0sEcg998HOd9gFIQjja/3ya3zpwN9Z01PjK/tgYwD7JKOFG+padJNVAUVqBJTNfxm59hIaiMOq911trWWmSLTlRs0M2KEFkIiL2Xs77tEbbEQ2SIRkU4BdOMjAiaZoYUftn+kHgw748lSzQ4b3NSoQQROWLdqBkpqdLTcmFdZReK+nO+rNwsnyIx2+wn2Feejzro9gIkQAvueP3sXhEaml6LNg0A12bhwAdrZJJNX0Ix3vbXuNCW/r22c6w3rPMBkUiVu0k9Vnm52GdEg9YsuczQ6WByRXFkdkMnqgp9d2I7TW26P1gdi/taAcMUaEIx1f2V5A3qbipyp2dnNrm3u9P9AxWgyQnppkocBc5W459MBRS4UWVHekarqzjeNvtx6LNAbe6RtPoHpLFXqgp2BCRieaBuvEW/Ssv7WNY5+AGPy1fgnCqLVDw0CkINQI0aQ1m7YkFXZvWyaKNihwxNSgN6BCt9a3FP5oX4NwsKmnftZVWBnX1wRTRvHAwJc3GsxWE4maRQRvqWJQz6GaKexIY4/tF7JzYe2Wu6NmP0hKoHu9T4gCSixCNClmW1pEL/47fEeio80CGZCeMXkFIaMEiHednLHMNPe2U9iBn25tI0QwZMrOiNlIwEzExhE8W3W5akBy4/Q+eoUFUCQqRlvr5WJpvYRFFcBruwHwSGc26tEG0BGzIZrZEXOP1HM4a3Hye7bcUwPgFr0QzaqJOKicMXUWKvBg51vqKyogGaWnppo+2XRL/RveCK+/Qw0CmpBdbknUROJZK4B77ict3njfU9MyA1hqBfADHt/h1qGUQFk1ED/ZcY/+RNM72lWzJ5323GZTNTtifiObQKRmRy179IH4bNl7AaOxEFezSJwsZOhgXUdBiP6IdwwUM4+N1UyhA7qMwoZXvPmg5x3aCZnBFTYjJ8gr3ghRVZutvLYbENaudVBC68ZkQLa6s22FKvKOWgE92Jip7ND3aDsKDbOZHbUw6Bt6/yVe3dhwxOw+6QT4zgYCHTG/wc2MKiADIrG/4oKJ1IyAbKvem4gj87GWB4y9NV/hvpKdbRFIIulYftTzBqukN1GGYW9bg80oLpEa7MZ2EZxYErrB0uyBFNRK9JUfKAmRmSnskQ63tvdE4yMdX2OHtamm9NRMVhR0xkygxsKWm1lrb8OloWhh9Ex0S60CZy0zMgwE+siPN7rzFKxzLmOlR5i1MpHCKqxCBZJNGXigQ7RYYe/x8I5u/VdrF7MKG5CyaS8hKj/YKJCZcrYyoPNgKGBPsgry2aaRxzu9yZSjxQIF+MHOW7TJYiULZketFdaSZJRoDYGc3q7pjOaBoxvbhNwiMtEDxs6iGjwwBOJb9AQI2moqxK5hz5S9Lsigr/UdCJOWANrZ4F1GRzqL9dX0mc4bayNCh6YlYaJnXQQsoGvppJhF4gierE5a1MSAs+UR8z0NQnRvw9rXQ6SmAD7QYWdDJM6mAwcFsrloxWctiQMReXbzhjfZrJguqBEyW3WrAOKslUB31J8sL1a2umX2ogXxllJLAuBP9F02DcQdy1UXSAgty6w6qbYczli+wK3H8IYkEn+0s8J6tAZ757+Ogqin5kFH5w47ahfVsdZjLQJ6wllhDeTedq9o6DkwaLQyaYkkLYWBo8KOmoWoFWYiZ0SjFYG4+BdJhOiWukS853bPTSKpUCFyLEvEACLJs80th0ji9TMAC2q2KsSeTntyGIjuuX+DbUsyI7svnbW0JJH4D3jTs7QkGzT3GF5jN1AaKDUkieU195F44BiZZ6sC6lgSi4COmBerP+jzpIVBkbllaln2tj3C37HNW0oBlE2F6DX3rhINlF7Zfo/e9a0CjQgVNYIjeERWMzXz5/YUfsQzgGp2pLPCsupRS0/hjd12FCKJExzP8xV2J53n2+wdzYgtBQAdy2tsXU/d2SCgBx2LWTUD0KOJJAZ7q3dbSrNVz40J1FPwdCmbHmmcrfYUDZZRCDSY/+I2fodbAtTsQadsWk2drJ5rYaIb6jzvczUnXGSmW+puudugEci93nqrZUI8Yi6md9QbrEKr6Y96XlA91zvw+iLfSLzjeLJcTAE86MjAiOzSOoC9bU9YKkxhPa1Ckk+n5VBNv+MfzpiCSVybU+mIuZoeMBZYBA9IArq3XSSOJJ2liNBz2EtMvMZXH0lH4Yy55bBYXaw61wZwsryWxinPVoVIQAZbUBn0hrcj5r1tG0g1Pdg0m7oN7EPj4wQQiSLzP9t7BVpm749OCM6V6prRIrEY8B/5/+UsldUbbEU6kcissD/YF5OVf6Zv3T0W1ETSc8iq2ZQAIXol/RCkZUkIDzYGojvqJysZxbOXZ12qGYP21A4cDOYicCBKLIH4ljaJ2GAth0BUzI42f+AHArXMLcuk5WjzAz1l1axWzQ50NqCjsJcmsezQCdGieraiQC/cMI9W7i6/66qaKbDnloCeGueQW7RnzNX0RFMkicQtSQQ3CM+YZtPEa9n2hjoGiMhHWE0TsxBlUwUYVE17lpZlsvqsCxE963LWklUTSYWNWj/oOZvuqFV/5zIQiQJRMVQz78B5trmYJeaNROe6s+kR80DpbEsgjsQDJQI1CImkp6YhAdAhniw/2XTWMmvNpl/SLqsW0946AJF5KzEy/6P8ZwLOlhesMbblkIizqieTLYc/2NueQsty1kJExVRAgXikJbHccmfAd3hwPeVg04wixL3IrTQ9hQBxf56tdiwMBJMJy2w1+ylM4p6aexoYdLT5bGWy2iIaLJK07NqKOVGNCPc0JIRE0nIYrRzozOS2ESaaHNAN6m2LTGTAEfOANHpfE8UnGxPx7+z1jQ2J5MmmYrblJrH0FHo0CryR/pa7RzrLmgiwNxEW09nqwaYHO/8T/XkFQRucO5+xDBwGCW9lcIS9tAMgsWSspuL8goGz1lk1sey5ERATNcx31GdTId8LCcQFdiepZ9lT+8r2D3RwMJpRttxsRHrhN7wFkKEZ2iD8ib6brO5CLGYHzbPWg+ZqFoh2NkxaPO9oSfah2YfGfWTW+kCnWWvD/G/1HwTsxSkUxbGWQ8nV7FVIngh8qW9mUwNcNBKis5UzlkC0qFZbO1s84BezQOR9Rz/yewBbbr7Bh2Lqgc4v3nPTMPfCBPQsnYiD2Y96Pll2wun2ZGZe43xjt882T6oHm5LFbLUXSUy+N086HWw60phNz1UN2HFkog96DsTf2OOzLpMWjzyjldn8917EhuQ1ttnqWQuAj3QkUIvG3SObOnI96VLNJi1CtA/NWOup1sRyxEjAVmJkOtV8xtxTZKCn+EjHyerBpg84nrHsqE0snuJ6g102eyx5Uf2LfezQtBS2lALRQ10AtMxHLdk0IRKw5xbAZPXBTh1LSyGbtiyBqMBaDg1kpLklSSwAZtMKm5AHSkebzSyrPtf8v6d/NwRpKfQUI/EjHZ1DGhCJzua/RxsPNjLwtkkMPGNarArRjfXO8gC8sv0JC4A9tXtu9yEw4anmQNRSSMSJuecwalVAwC2aSOxS4jf4UE0fbXQnAVChHUvPoWU2s7/w9wAScyCKYIW1HFqWo2YAnTVCxIRs2lvHgIB2NvhBIAE92rinzg1yQzESvZWhYQ5Ejl+33AE4a2FgsZqhHrF64b+Tm0CksISw59Z3LYK/l+9nmhNaAloOwSQh7qnr0TzpEpl8ZfboPcPqOWTTV6H1fwqgG0kAJisPNp61ROZewllLJGKi/5X/4zf0vpq1zC3zfUhCNKlm00HCv5VXfHnZxwoKatfkbsTsZWyFFTMzi+COJYI9LfXYM2mNJJ6T+qY7bN3aZpCQmF5J90r6Roj+r1/8X54L/b+PZyd4nYiaZfMwvghk4NgyM+FYajZloskKgHexq2bnWierR4wu235fjz3SwAHAqDWxRCIFPtZRIAG0kZhVO5FAZLCHnANxtnrAuEe/oH7kx6/t9Whlx7EVnqoetXj50GVSH2RWLWYGEJBNF9QF5Ya6XuRc69HmPbce34vZyTKBAsjDaYUl4mw2WukpROZJq5olFgZ+0NNbGbLqybIbsWeJO47f2MFXUAEzE6KGeVKtZol5VkeQBcA38pev6+96ipGIiK6sLJvOVgeOviyLarbac8hm2SqAu9io4WNZvOVxL/FKcIQoEM2qDvarCwGzamImYFHVi61f6eJ3dviSdtsgACY1NTtrPdsyUCIX6gE36Ek1EnUiTFjUDiW7SQXiSFTMnmzaU+sZnxO6jcii+lzzTWgAnGrtRYrZY52v7Rgu7H3Q847WpgnPxYRIiAxwbsJE51qFKBJVs7OWb/n9a73fy1qpPdW8lShE51qfzRsTdKC0ERGiajapApi0uAr7n+hP/0B/WFQj0Wx+colspejkWfQHeu4svQsbAs61mie2wlltVgWwmP+mH3GTe9CpRewlBCLyxpxSmWjSAmAj0aWlrcSsasBsdSvRB1/WGi03zG4PZ60/4uACqusRkbhl/lgWAe1CFEJWO2t1aXDLzbMuj3T4EvduLb7FnsN2IkJQw7nWQJTNZqveu3EnHYBF1Vntg528XrYPDQG+77u40jqcaOopLFaPtbyvYzV7sNOddG9i6oWfSlbDPoaOJRHfSNpzU82YEIgqdI++mjkSZxTvkDtidvBbVBk8Ix8w+hpl1UMpx1JdPtxI/Ep2vYQtN1/aq4Z5x+4D6EQGDonFYHtqA6jC/mf7R4+WG5FepMIKagAfbR5rFaItJaf3jqZ7bnoKCjyt76WkJ108EX2yKRAl4sTypBMRfRW251oC0avg5RwMEvbSNMxvsPUWkUh01HKsxTtJPGHzngWXu/2lEUebFfiP9hc1e9DRQ+sZ06z1rL6XvJWogMIIJMSzmhC9julGUiI51tIKb4I4hSNg1vpI5wOdsykT1CwxH0rOZu5dAvIW9EgUiW6sV2BSK4YPZVYgESeERxv/RD9+0PNZi4e4mxiE6FTrqdSnsuxC9GVpmYVosTpQAnDEnKEF9oM+F7PItA9NYhIihR1ryaqOoT/yh45Cz4GBHbUMEiI1+2hnp2NMONbypMtZK11g/bnmg+ZHOr/Suyd6XlR74cTk2tBzLQAGSl4Y78V/yxYS0/lC3xJxJPrv6Q/whSVqWbKpl3W+wwOAXmSQ8A77HbVjrYsqE22DtMxqeK752eYK20qMJI6J2WykBcBjna9AUGGR6CY0PQfH/RFLVp2sni0rzMy+rYetxL00AnLMnVTf15FBdzb0FNWsrLIdLap7ifsQPTVuhRNxtrqh2DK/je3fyxvPEfyJiXkvscLOtWa1RTUyHzQ/2LklSSQKc3iNRG6TA7qWpCFRs7+U41nLpHosytWoGr6kXWSOJB9wdKXxDW974YZpVgu0Rr+GuZh5bWxSzWqz6evQJpZZ66TKwJvQt8wPOt5zP6sea3FI+zIMvw/7bQjFVIhaZiZ6sHMEt8yR6WMdI9FWQmIatRazh7IEwk0jvfCNpMRea9B/q79vmG9D4/i6lRgRWsQtpQcbj5qZiIgW1WzmchqAM2ZXtmer7/kjgzYSd9QS4EZwy61HrV6CW23DvA3iiQCA2xjuJD3UJTLdhuY2xmOpx1qebX6ueSthI9JSYPAr20fwIx/U7L/jr705Iqv2LPc0OJ/Pqu/r6IFokODi0KTVYJERiNxes1pWEyIFqtkHegaQsajZrPZcs5rdxhiIHMSfMR1sGiQ0zELk1Zmnspxq3XFcVIkokjTwI49Ny2HPjT/Fp69AQ3KsxeXoYy1PNfccXIg1WE9h4PiF7LLquaoQnoq3e3A29RTpCec/2Fv31dm0Z3HH+M/07R31FwfDBxy33GwlMGGxerT5Ix0DyJsFv6I7XdEWZ8vVbB9CIJqtnrEsVoWwqGa1bPYqNmZ2rrUVjsyT6rmWRPxYZzNrSd6EfpDwO7orZh/K7GHQk4jI3At7UM1m+9B4duYXCNFZ6z/TtzfWL6gbig67vcg+BI/zjm6JaUA6W9lK7CkOHInod2HvJhTXHSGFbSkRUGAPdk4sfjiimnmxyQ17DdSAAovVyESgYtaLtBRm02MtY/V0jLLVp5rPWjxZ6JEqbJDwSnom9MJExMBAaStxCLINIZt5L1YxHWtl/x1OHkKz1d/xfhtELjUJM0xai+n/Qv/rc6lM2IYQGTcxuKt4xrgR6VgmLZNqVo1MX8VNYjZAzUbMvfAmUB8oMl41TWT6Z31IzF/IsJUYGQ3TnXT/WT9ks6dS9iEm5kRSDACmqu7Ys1WXHhLTEJiJmPBY5700/pVb6pyBe9TtRd5gG5l7kTvqvZ8vEt/o3jU8l2pntUX1z/Z4qvm55lPNCjzVPGkF8JCzS3rFsI38RdM2TDeRneIazFunnX8m4g1Fl5H/gDe9SGQKRHtqAcyqdzH0wpOVIciXcZPNzlWdhsxWBwkNUzWcawXwJ336WJYfy/RU87kWAF/TzVe8/3t5cxcbM/No6W+1/zJuGPAjngoUs49lGSRsRCKJms2mjzb6pLw/ukIjkRD9o/74bTk5Mc6mgciBqRNJntILKxCIvg7byPyDPp9rEaLEXA1C9Jd8iswzcktyS909Da7CVrOehYm2EoTotb5KzJFIzRLTH+TGQy6BNhI7RG+B7ynuOLbMdzFOagC23DTMBO8lKwHygQ5q2AYx4KkUNYxaiymBGqaG2Vt33sWuYXYZwn2rwu5DEsJk9WMdPWM9lnqqNTIzIIRIVE2faw5EPtov9U0kEbAj+1SVCQ1TIMyqN6GpZkI0SKiokWgbxOO8r6pnx08lV7OzLZG5Exk4fiFDy3wnXYW5jgDgqeajlg9lBrANEmltPWBCy9wwMSibVlgnYmZDkH1oeg4Z6mPYStxK8Mxxqkqgj3WcTZ9sBEAgZ9AtBfeIIchaAQpEnVAvyefTC33U+pRLL7KV8L7Mr/SLD3bsbb8JeM4ame6aAGCsUDMhRGbvjO1E1DBV7URaZibZYR+JsuJcddK6D+Fc9Y9y1zIVox/z3HAKBAZubZd1rfkJUbb6XOAvbj/aHC+v1t6HQIRDrjeNqOGVtQ9ledskKJioFz5Xfdalp9gyJ+anstzFphdBbSusZxFtiWis9VVsAI8G+iXfCJNH7EVVYQ6ItzESyNs/fGqReaqY6rrHrQWPn4lYgSHIsVSFtcRMeMzF5djEHJmEUSq9jW3DBGCsJkTFbFZ9FRsCPReNRLsQxlrfYFvJYIjEWwmL6lHLF03qAgkhVfl2WgziUsVNiJ3IjXUAPtbRz3deu0I7EQK4dqOVgeMXPDg2uaXe2G7Lja/VVmIvq/FVs2waiYVoH6QYJlUzE8hf+Pv/gb92r+hEvqBNYvo6Dm792Wo0mlXPlntqfRi9sFDLhAYcaFXCFqts9FxKZM7QPTe++wqca73l4LuwD0KEj0thoj21ifkV2mxWq3ny5cfsbmOMjEWtF17UqlkrVCsiUzE717oNEm2lt2+blLUxWFZbrO5DM6uCaFY71+J/JcCAM5Z3YaNmhzrdUnMoZbQyWDxX9MJDkEg0K4SwjdzKRg2T6nPNkXjDMtVVE8mmUOy5dam/F/ZQ/1SXnkIr8VTzPjSJxMmyk4KWZaDAwPfL/C4lMzza+E42DXMrtChVsyFwq5S0zaofdHwjvWcxxbSXyIS3oT/XuqcuEFUzIopEC2jg4Fi8nlMUQmRqmJ5KmapWs5uw1mlckums2aMXwrkYu+pj+H5eOqFWuJoR8CN/9FJtIGyDOOE51tIynav+eTlVs0TsJ6KKWTFExm1oPuT5h2UBMHCIzI82evbbkCRmg33Qcc/twCGCPWOfqkUmvliAd0ZEJi9wRCKvWcyqDfNW4vu8rKvP4pv3sY6BCMChlMi8oLpe7TnYo42uTXjI9XxyUq0GBd7P5bnUbNYyD8KJOZt6ZWQjUg1MFIln1Uh0E0MrPASZVWe1ueJUazU85loNkdnMWqabKEI01hqJmDCpHjQDaFkU5iy6mLUk5dLzrIa72AjhQceW5fs8Gcy1tBYxEh9tZqIfytkrBYlpG+Q+pG2QVjgyna1k017kRpIQtUxftmkb+VhVDYvac1nr3o+5KMCESSsR3VD3b/BlJNoEvmmkmjlWMqGaPdjomlEg2nMjBLnEZC8qucz5fTmPtfYceuFeJBLdSWqFfXinmjsRXfHIPuZihm0I/SphrBpkZGLCIEGIbmNshQA8lfIxZwLcnRbV51KL2TZIVhtrnbQWQ8OUmM5VI7vIgsScVatZx+LswAnaK1mLKV+EjW/rjqNj0LHU51Jd6AHwlBXAcynf1+P62zcIXj67a+RWmgw9ap61qpkavAY3cMymDk/emdYwA/hmGatZVg1ED7m8bRITzlW/CsMmcCtkMDVktVPRRshb2m65+66enkoZguxDPNaihkV1stqzHGsxwOPTbDWbrWeWA1lkAMhqj7m+bmIrHIn6QHeNjLUC2HG8k24fYsM0qR5rYaAYeglTtcjYBO4D/YO8S8Tv8zKrEWEf+XUK71JDhOea34S+F26FAUTmb+vhz/loBnfIDGWim0YG4XeySUyeQLrpvAubs5ZNkFdN8zq0x1K/LaeG6bnoqeixlgqbqqphI8K0RhUAQ5AkaJgFdNb6g54+1hlAJ/w29J1IK+Sw5X2mk9b3ZY5M72QTSRwyn0udVfVSC3Cu4RNpmN2k3jTNNvLHvDBhVn3SqZr1IkQQwrmqGirMzE61CpEQtkEaXjcvm/WBWqHGtZiqgWgvTSdSzW6lEaJz1WyamIvZVG2s9p/m5w95VsPfNUMv/Cqkv+RTNZu1nrEw0ZdxI4SBUk8xqx6rVsOhZAaeS1XD29i+aZpWyMu0wuhkrekWs2MtzhnPWpoL4RfQqeaNeCQ0/73I1eyo5Vz1/bIo8Jr9ZAq1wg3z/1L/7DmU40Ef6KYRBraUOpFWWIhaIQO+qydP/he1+5haplOpxcwFpmLwEmY2+5iXp/8fX3/SJNmVpQliZ7jDG3QyU5vczd3hgAcQgZgyKjMyq7JY3dVDsordIt0UIXdcUYRrcsk9/we3/AcUaWmhNBfNKkmyillVmRlRMSAQABzwyczNTKc33eEcLq46sskFIRCIOcRNVd97957zTedqjiXtMn2Q/Q8plx27MrZQkvsYVKE1XBERwJjlPk8KMGdzF6cxKxMsDcMHl6HIfll1K6HPUtZqUi2CUUHNewkHSYVNRBUFSColR1du1z5lg1iBc8AMaBFHESYoqbkajQG8wYeGaW6pIhxyLizb4BGL+aPeIVe2fohxaU1j8NQZQ0c+2OUcBYLoPopnKHQ1q3rCoz1JjagyYmvo1Nou514SAzqic2cB4F0cg0gRpHc6lgYGAPBFeh9EPaEqOEIB6JJMGWaGW+Z50bERLOGlN48rZwiHnIsdFQXuQxIFi9gaLibKfUhMUDGUMxIunUeArHAfw30K2xQe8eKCGybwDA2ZHkZGyAKIMLdUMzlCi1w6JAKcW+8IK/4Hf04VKkaLWBGPmqLqd/FgCaPoNsVXej9K3qYUBQiBEBnwgtozUx2/Zx5gyBkBF5ZOHV9Yv6baIzVoxiyOCAEsUSF+S2sEoEhlcATPUBF5BkvQMDJBFHhceUtgES2YQVNWvQ8piBbeWJ7E0vDSUhR1hMcyylyQDgFE1bLgDOLcHB240pDfS1ewukFEhD7pmooIB0VVKRA9q87YXJm2ZbYEY5bysCeVPidRnbGZRAv6MAhMoArv4tgyZ4EgEAUGyY6wEM6K6ZHz5cO8jwEAGCmIlAYwZu2zNExn1kXVr/jbrFozX9rqPk8l9PEDeAwArUEA8AxZtU86iXoiRngT+21MY1ZRveCWEO9jKCUDAG6lL5eWVfcpBdEZmS5Hi1yGr8csUaRlLu87ZbidoiV4nyZLcOX9JNqlXAgRIjJ8aHXWvYvjfcgC8Lt00zAPOd/J0JAZNFVoShRnlNwwnVpnEBeWDUI55sB8sIrnhk+tKwUL4FhMEfGEXQY9daY2eOp4H2UfpQgca+t/ZC4dIwHchFBK4YkzdUnpIG5zLCBOQRfGVoyWgBDuQhqzZtWVNRVjn6U1NGaNqlFkyjCK7nNUgKXhLfQAkEQBYJTkkC+9WzqsSggZqEDmDDphiCL4f7z+328C7qICwO+nzTOz7HOeGzPk/K3ef8JnhUGUat0yl92oCoVjlD/uYrZE79P42NXlkQfRLGAID0kcoSi8jUODNqlEkBHCCTZzw1mhZowCQ86lB5auHkXLOiu7vdQmBGwMlh92KZ17UzF2UQ9ZVLVmtgSq8BDTzHBWwA8E5yDx0lZF11xaU0DQNsWyGj6u66waBbLqPuUSkm8Nl0ve53jpfBR9l/oIeYm1x6MkO7dUHnxWGLOW5T5m+P24W1NTlDODaAmiQDFZGqZ9ymtvGCEKjFnLeGmJITYGNyG3hrcxEWLZzFmhNUgIXdRJdJuiQSpdWj+sRQBICn+fv/1z98wgCIAoJNF9yqXrlrfrcp4b7rMUYNwwbVOa8XEmJap2Oa6tH0UMYkW4TflG9s/MsuQ7GfFN6q5MW3MZg4N9lCDSGq4Yx6ybmBjxRvYf25VnmDKMcnyvsu1v4nTC7n0eHtkGAQ1C+cWbEBo2K8slC1xWTpfEE0ZVUfCEo2hx8qLoPseWbflIDVMhBXM22xQvvSt9YhKdWwKAd2Osmcsi3KXkiJaWasYksI0SRBxRqTtj1rLYxixR1RNVhIawvGlBHGMuS/T4FgDQGjIIY9aHmBrmilEVDlmWliwiIpSltYu55IVr4ooJAf3xbCAoB3zVjIQQMhyS7lM6scYx3k1JAK4qEwU2Mc+YSkjk1LHnYw+YMmxiVtWV47J3jkKDQulGZ95YRCZAgCQwiWaFoqSIwi7mQfLS2ILYoVzAU7NsDZ06k1Xnhj81ZwhQYiEVk6i+i+NDSHch7VN+E3sF3cRsCSumQ04r9kFUFY6kQ/WP48ERRtHv4uHcVBXRwthHrnpm5w1zsaNKky5r6z6FmqliZMQ+aYF8ZWUX63vMWjMBQCkEADCKFuqxT4kQHOPcmDHLzJAnHCXdSb8gaxBWlmvmLuUiKZ1aZwk+quqs+mYMb8JY4s8NUy+pvKNFfFL58kYWzBm1FqmXtLR0UfHK4ZghCHRJyxLZBDUIj81slOQIDWJjkBG/TA/lqQtAxSQKhPB2Cl3Oh5QnUYNACFmgrNrLyq6dmZliyIMjACiPUF/RO/5gF1uiheWZxZnFxuAP8TqrGoI+6ZDlkGVSmT4sYkuwNFzq0fdb6NzZmrEiLHBjZdyQc8NUJB5GfMQLT7hJsUDrK9M6wrLUvhuminHluHQLKjF4xI/tyiBsQl46XFqaROeG+5z3KS/ZMeIp15PozODMomNYOPyo8ZcVA8Am5IKBC9w9svGcEOHEUcVYsj07GCxiRSSqfRaEoxX9qHJlugA+ICxRKEGsrKqgK2vKhRNCVK0YK6ZSU8q/tcHWYOnwBfO/HqcCfktz9gxzi43BSbQx6AnHrGVPzgwTwjdTxwQrywVfR4FDEkasmSviGZtv9H1WCCLbKF3SY9WOkgT6BO9DBoBeU7mrreGV5SDlw3NSYITtkbAAftjwM6aV44pLG8Mouo+ioEfBUsAQMMJDkG2U2xC/CjtG3EbJCq3hhk1jkJLAmEEVWosrS62BthBXRou4tDQz+F3oKsaZKfocNcwHSc9ci4CeUBTmhq68m5sjld1HFYXW0MdVW5zIZ242ipRbbAnmhgzi8kiYsbAPS/DY+7IgLIEnvKzsPsom5N+POwA4dVwxJtHyUm+HNOVSqsARNszvpxSyeoaF5SELAJw7/9jMomo5Haw1uLA85FwxVYzfTaNncIQn1p4Zr6AV00OM585bAgX9sEqgBApWli1iy9YREsKYYemgNcAIUXXKYAkMwcwQAFSMM4OOwDNc07J4RYxQpNkx67mzS8OnznjCN2F6iDGqKmgSZYTGHOF0Y3DKkAWi6k3uP8XrqFKoZmuwQIZdVFFY2ILaIKtGUVVdGqOq25iCKCMygSHkIymF/IFZbFM2ePzYhQYfslRMc0Nnjg1hQ4xQAhdY1Kw/jPsiNCwsrj1GgfcxOqJtjpbAMZ57UyRDizhmWRhTqFBRcItwdTPmMUOXlBEMQhKtme9DehemXcytxVLZL70tWy6IZlCD+Hl10hicRAjRE93HUKKZBftMooZwxvR+SkGO6V1RyArFu9lGCfnYgUqkMqvuo9zHqHqUP4uE3Gd5VDlRUNCsoAqMeD/JlOG8oplB+XAY1H1MxSx4ZJso8OvpXhWiqIJOIp6hYixP7U/8ZWvQERHAJLKL+SaE1lBUTaKlZi35eKZGa1AVbqf0boqF09VMT6vqm2F8CPJtH18N8TbE9AFfvw95yEoIhFD6U7HV7ibpkpZ1O2fzwi1KhuVlOJQ1UDNSn1EBBAABksKQQQFag12Sd2FiAsfwg3rGCAtLj1y1TaE1+HFd1QYVdJvSkGUTpezefY73MUWBgrgQ8HFtKsYgeunNylHN6AiTwibFqJoVFLQIAYy4i7mEizxhATCWkBGvzex1GBixYgCAq4otwdxwkJLEhiGrLeUgxtJ1GRERLEHNWFB0n7Rc9pk3jvB2ij9s65qBESbR1pAjbA0+qlyhDA8xImKftBTv8iFPHVdEQXTMcDdJFLAErcEZ0+vYqUIQqBg+nVWO4H3Ih6iO4KpiACj5uRNnVGEfpUvCBGNWRHjs/ZlzjLhP+SGmmzF16dhtouh3Y+izLi197Genjq+8KzdHFMoN6bPchZREg2iXdBQhxFIaVo5r5iBqCVYOV+7Iw/ucV5bmFsesjEckrACMx9OLSsmYRBV0FPEl9pfyE1cj4A+qOROUoh8Exqyn1kbVohbdTSkp3IxCALm4iQbLXSpuxW2couqp45D1V9PdkLUswpnBuTENmQI3ROFdHEvg7T6krHBm7dKhZ0DAmeGSBSjeR4kkeaLi4SPC0pr7GOeWShikVKIgR12mYiza+6kzU4ZNCh5pEu2TNkxlmogRC3Qvv/5mjLdTGkV2MXdJLcFFhRcVVQwLY+xxeysAPOdV2ckV41VlSksYs2Q5Eo1Nivscv4K331eTfRREKKJsAS8PQTZBkgICWKSQdenQEgxZHle+ZiqEdzqWKQhZZ0zbeExY2A9Rpay6TfH9lAoJyqq1wUJvr0zbMJYagf/b9f/h7ZgK6o6iZWWU2+QJa4MA8Id++Kiqk2hrsTSoQj/eDmluGBH2SZaWKsZ91KzaGip7zzNYRMeAAIYgCmyCHrF91obRECSBMashHLIsLDmCu0krxhIf6NIRTQDA+xB+MPMldB0EftVvH/GMECvCpPA9+yo1KKnODI1Z5xaDHO3Tos8BQGsLWYUxw5SPCEoBuqSFwWaBSdQS9lmiSDEOGMETYjmID+DtmOeGvm/FjrBLSgCIsPbYJbidcsN04jAp9OkIejdRvl9elv7hM+/jUY0zCFmPn6Ri2EV9P6WocuZcaWuNgX3U8jfLJWyDAsB3YQCAJTlEXFnukjTmSAiT6tKaE4dZQQH2UVuDFUP34QuES6E8fhiRUfKptQVzbqIwQsWIgEnUMb4d4+PKvh7j3PCJoyHrPsrac6lEM0OWYMyaFeYWpwyNAUbYx1KjYR/VEjDikGXlqLz1URNJioCFyhLCNujM/APRdQyMMCQYs76PkQA3Olxwe1lxqYlR4H7Sl3H/ws+zQgEmngEBhqzHxghQMdYGssLdJEWQ+moYz60vn6pL8r1AMLe0sNglIICigBySFllKAOYWK4Y+QZGHvxnGx5Xn46EMYAnejmlluWDeMes34/DY1Y7wkI5roIjlUaA8qVKyRWET86njcmBWkaXvY7z0tjW4C3oTwpPatwaGBLdTKq7ZZcUGoUzoBIGHIIxQFN+kEESD6CGnpTGl5wHAkHXKUBKANYNZWLBk3g45HNUvIoRdlIUlUXg9xDNvnlXV9xJgbYAFASALWKKK0TF4YkQYs0ZRT+gIdlENQrGdDGESSFrWh+6jlrbPBApwO6WiSraGqjKSjhBE154tQcW0CQoADeOz2keBXmAX86njz6rF7ZQOOl2ahhGjQJfywnJrqADC0rEVwBEqHJ9ZsTD7pI3BpLCLehfShbeEQABZgA1YxEnVEwrAmeNtREKY2yPIDxlG0dbg45q7pAUaFFOgqB5ZYcxHBN4aPK45QkRQhRNHUcAz9EkJ0DGMGcasAhBE13x8BUbs0vGVT50pclSZPEsB1hXWrEGwbGYm6JOu2BeFvOJSJigJvI85qpZqOmWIqjXjwqLno3hpCWYGHWFp71l1f5wCgqy6cDizFAWSwibIwlIUuK6tJTj3BgEVoGKsmCsGzsiIrQFHoIpF6GkMhAwzC40pKhoMOXvmxkBzHKiH2xAJrUW8nVKZk4kCpx4qxrtRJcPCYoGuALBPckj5zFoBWOg8iBiETdCVO/ptn1bzcgeywvtJDBITTBlWlgyBAoxZZx8aTKEMP2grR0Ujh6z4bgqe+NKb1sKYQRQcgyE4JH0dux82M0b4Yzc17EeAfdSyC57WVRSdslaMSwdThpZ5E3PLXL6C7LGrCeCQZGGpFK+ssI/6feMMogDYZ7mqDCNkheKCTapRpazqSfTCudbAJujcHvUaR1gx4PEFoTFwWZEChAxfDsOLuibGKHrQ6QxtEG0Bf9cNn7X1mCUrzBkBwMyMEuLcEiOGrIRwO6WnjbEE+/jB/BfYpvBRXZWET82wi7CL0hos3X6fpGK8D3kr44VpFogLi2/HvHTsGF8PuYRSpgxzQ4Vaj1EYoWZyRC1hl/KaqTTn0o7+0A+fz+qChD2DAOyjFD15bokJPCKj3Ud+n6byrRgf2xUAvBvjubd3IV1VNgjsopQ3HfOxLdzHNGg6y/7UU2GASXQS3aTwSVv1CQhhZrA2UGT820kcUSnShqE2ECPcT7p0aBEPSZPA0mFp5guLXVRDqKDFFglyBN43YyokfOWgjHUFgZtRZoYYcW6wAId9PKpfhyQA1CVZWgIALgcrCFSMRzUxQ4EJhJhLuAfAHnUv+BAhpSDiiTYxrZx1ULAbzAFvx1wx3U6pYmsQ5hYs4ZTxCfuyGCYBBahIg2CfdG6IELokK0d4FHTh7ZDOvZlZiAKHqNuUKzYGtbW4j7CPel6hIQgCd5OUnv8g40Lb8uu7qFHg1NqZQUPwGGxpYo0BACh+OwEkgX2UfYS1p0k0aK6NdVTaIBf6U1yGArj2URcWy+xWiXisHJb2UHyZ8nnOPGUFBIwCrYHxeD9xlowAIIIoIEDF0BjoEnRJZ+gtQcXwg5kvT0EsFjmm4uPWLXe+nByQVc3RZARC+GYcnrja0rHEFA5YRiTP2cwMBdHSzLukBclOoktLT9hbxE2QuaWFBUY49WgQHOGbQWrGKcMhatKC4GDKgAiT6IIsImTRUeSRaSvGtUVR+Kytx6xzQ/chzwwHASMAY4bykJYOg8DcMCMgQM2w9qZPahAcsiGYWVSAh6AIZRwA0gfK0CedJJ9yPTMloA4vZgwAXx3yqeMPYBjLZ42iBnDpcMpQNsCJMwBwN2lWOK9wyvBZW0eBTZAgAsBlpUbVE0f7qADqCB3B3BJjpeCjaFJtiM69JYQLb6NoL7CwlBX6pApgERzjQs2aTJGj+ixLw4awtXjqK4MgdKQAY4aGFQFXjt9Nca7l0UPp/57VIBgGAQxZFcARtAa/7uLj2gbRN2M4sbb8HQI6JO0lnbiqoNNNgFNfig4V5JwV/na8/3M+ZQRFmDLMDCmUYRssK7gs5ZqBQB8CboKcuBIBgvuYriobsiaF+zHf5wkBz4yvGA86XbmZo5INh++m8QdNPWV4m7vHOJsbjgLvQv5kxghQxNRjRzqiblh7mFtEgC6BJVSFXVRCaAxUbG7G7JhFQQBWlscMZWl2Sa5qcgSEcDtqcc5u03hhGlW4GfPa8z5Jl+PzpirOazl1b8i6CTplmls4q3DIsA166mnKwAiPaxZlRhgyOIK7SU49lRsoChUjI8wtBgEAWFgGgG/79LQxQSArfN3FFzNbdMSsx/LRJWnN8UVqhouKD1HvprxyHEUL49tHRYCrypangABFnx+KsmNhbhQBpwyewaK2FqPCHLhYg3PDk8CVrWcWPUPhoaPoiaO5kiVAgH/bv7+EpSPyxIU1iMLCkiUojptnmhlFhE1Az2BJtyOe+YLltYggcwtB4D7kSeTc23NvogACnnuzi1KgWJeO0NgxXDdc8BoxKiMMWd5NEY5hZBCF3+9jEOiT3scgAE8amwQK0t6EvItZQV+PISlEgdpgn7NF8oS7mIvs5FkVYG7JEVQMfdJCWsasRd6rGZYOaoNFP38IEkRbgwZhyFpYdJ9zSa82Bi4qvKqJETYpAsAuypihYlg6RMCiqx9PQIpS9JiCu0ThVTpUhLVBUSgoGhG2UcrIzZAlChiELgEhTBmGrEPSQ8KkkAVmbIqfNGTYR5hbOHGoAFOGfZRJNAoMGZLAubeWoE/6uPJzcwSlALByeOl8YdFDKhwBghx1I0vYGvyL9jQK3Iz5fpLGlJ2GZ94wYmGSBVhuAuzTEeMqwJjhmz48rqwlqA1+O46WcE5uRrYs9E+qWWvAErwZ0qtxvHaVJZhb+HG9KN5hVr2quNxMRhhzofRYbt3aH3WN6cNfeDPGKDBlKFn9uaWShHGEc4utgW2ArPC9wPlNl4sUP2a5snWfsyG8qjkrGMSndUUIN6OWDQZwjJAF0dtRGaE1cF4hYwFKMDda4lUFRbaG3o357ZCzHBdVWW/lv6XEPG+NI5hbYIRzfywKRf+7m+RuSo5wH0EUdkGDQGNgXeFFdYzYlbVBx4uFMcPdqIeku6ive5lZvKqxNSqAQwZEOCQVwIqOY8g1w0VlvgtD1iNULMYQIjyqqTFQM9QMFcM/bs+et/aq4oWDldXGQGuwNXA3SVa4G7UxwAS7WJhv2WWQFPaxhBpxYY9iXAliKmjZ/Apa5P8gMGX4zbAtYtPCKh85KZAjnVu9qOhF68rCLQLpi5kNopsUl8auHM4MOAZR6JJ+iJbD0hgFvaiwNXDubZk/W3tuDSysbgIWzmwJ3g166sstwymDQVi5Ywjn1RBXjmYG54bOPM0tKMCZRwR4N4WGOavOzBFxbYIywkeNaw1eVDRkEQWDUMDSyuHcYtF+S2KiAGbP8NzNtykXzCYKt1Meki4tlT+u3Pe4HT4ECwERXg15G6C1WPDqlCGrlhv3ftTiBjcGy//cRy3heUvwrKVTfwwgMcLCQWugYvQMu6D7VPRkQIAThwBwH3LFx8o1ibSGEKBP8G7MJw5XDi4qsgRTPjL88u8kWgD/09oVKRcAPq6rmmkr46njhaUihZYQx0VlPqorAAgZivRTGyxSSxLYBA0CXxzGTRBVCFm/p9T7CAhw4qE1sIv5cW3PK6wYk4JBaD90sAJwNkEPSVVh7XFu1bOeOS7u7MrxqcfP5nbpoE9QM1xWR8RrP6zs8k9SaBhXDg/pCLzvJllYSgoCWHYOIZSnH0UckQA4gm3QXdS78YjUSkllhCDwTZcJoWZkhE2QlePSMCumb6dhF/OUwRCOGcYMhSqWTlDMtROP1w2VxbZPeWFL4aMxgycNgl/sc83QGKgZC92oGBcOPYMjWJILIhVjl3TIWuIJjiAJPAS9GVXhqDEtrUaBSZCxjK7BdUOMsK6wT3A3Yc0wM7CLkBUrhu/6CACOoNgBN6P0ST3RqTNRoEvHPNtDkFJ0LMFn1SIpjBkYoWJtDaiCAYD7CRsDQaBP8HZM17UpK7hPemZt6aWEx+3dZ6mIGlNuaJ4EzzwDwJDl1HExyRghCoZcnjdWDI8bzAqO9KKCUwdMkEWj4j7q08bODCSFKR9r8BeH8KO5qxie1P7bYbzyXgD+/nD4cTsrCkX5hoDWwkVFY4ZD1LMKNwEq0pqPNVIUlg53UVcOHYEolp5/UWEQIGQAqBgsYm2gYiDQfUZEuJ3yVcUV45BhFzWINgaftYQAQ4YTh43R8mD28ZiuWXv+oLQXyg0jwInTZzN41ReWARWrIXRY6iMuLGwCtAZKjHxuqEvgCBYWK7aOSoRJLivmD+JwnyAKFFnb4PEbpizBV930uPKEcFEd5zgtwS+XM0f6vX75spOVJSaoDXjGpPDFYfqo8VmhYWoYt1GetoQAT+uq4BpC8ICE8BBKeOFYGX4wNwbVEDQM24gzo/uEbwdZWtpFaQ0dVVsLWWHK6FmXDsZM4wdSXbFO+SiRWoJdhIqPoGPMgABnHpNCwaFRYBe1ZryoqGAWUWiMbgLejrlhqg2eWLNPGYABsDbYJd3EtE147o2lwi+wS3rquJQVR1AE5pkBxDJIVgvAJsqJK1NPUNSlxoAl7CLcjLKyNLMwZAgZHtWm+ofUIPQZS+YnSHmg8O0hfjq3CwtverUVAkCJtBSN+Xv/qEi/BWPKBycnKZYkeMUwMyX1CJugFxUyAwm8n/S6AUsQBLPCDxf2e3PNEaw9lfBikUXKo6wtfDwjAj2kIoEjoZ44MAhvBpxbgHLe4XkllrQUwktvFODNIEOGi4pOPO6jvhnSJkAQtAQry0W76pJ+PDMvZpwUugRnngoaWXvcR9wGMFS8ZShNY8wwZrSkCycA8HaEm0FXDusPKwARvjxEUVgakxWCAAG8aKuFRUtwaZrCmroIcwszC+8GZYRdLFMf8LTViiErnnr0DCU00pbSq1AxVEwGwbOWCMDKAcDxaNh9PJbhXZTLiktlNAjXjWkYoxyRc8EsWYr+pCXsyQQ3Y0oC3/ap+POeYWbAEzjSmcEuyatexoznlc6N3o55YaFiPXVasTqClcPWIAE8BMkKCwtDgi7q0pJBGDJsAnzXp6xQFLVSQYYMn875qoKfLv3cQsWQFR6CtBbWXk+cWIK3g4qCRb2oaBLtopYQgSg8qtyY1RGcOFw4uG4oChjUi0rPvD5r4bqBixq/7dPM4KlHQtgEeNkJIWwjjhkNwWWlhkAUupyTwkVFjuCiwvkRqcKYi9+k6UNAIyu8HY4J2YJE+EN7bw3MzPEapww3o1iCU6czg0PWIUGhaUGgS9iwXlTcZ3EEtcGLyuxTej2GIqxcVXZluQDPxw0urC4sFqQjWtwZaAzch1zw/8KhI1x7agwsbVlIYAgWtih/YBAPSYuMMokeojoquXXoEtyOCgCPazMkvR3ldsoftZYQbkd41GCR91tDRb9khJp15Y5ORxIonKX4TX06FohNyPeTFg4YBDzhNhz9KQSMgq3RirW8SBFHGtYoR+p96rGwj7ILyjYszl1W2EWZW/SsArBysI/QWqAg+GagLLBygAD3IReTo4QcHMHjBq8bM2aNAneTrj08bnRp9aoukUxNAjdjNh+qXWm/APA3/b0qiEJS2EWYGYgCdxONmcaMXSo8+R9qZGvg84W1BKU2I0CZXMoK26DXDRVu8z7kmnXl5LrBrHBV08Li3QQAsE/46228HdUgzCy87JJnUIBtAEZ4VFPF8H2ktzzXUvjKk2gMXHyArF3SbVBLx2Th7QhDPq7RqHg3IQKsPZ44LCZ2UnjemsKhGMGSCsAu0szo0pIlLAZPbfTjGZcnOgruIpbHeer1xB9lTgJdOHBcpjDg7ZAJYO2No6M81rA60taAo6NITgiW4N0Y156mDJ4gCe7jEWMnxftJW4NJwaIubClDR139ZhSLmhVuR91E7BIOGQFgZqQ1+rw1h6QFY2eFpy0FgUPUIcPfPMRJoEs4ZhDQIrgeElSsRX5/VMtlJRVDlDKCifuoBuGi0uJflvtZrJalQ4uaFG4G3Qb4to99zhWp41LKsTYQBboIUSAKCGBj4FnLp14f13rq9GljL73dRymPoLSZE1fqODasZxV6Psq0xfh82vIHvQYuK50ZuJ90lKMPXfzFhwAlMX3dYNlshPCoQUvHUh5ECaFL0BpYV7hyNGNqDdSsV7UWdJbkuM4vKm2Ndgn7BEOGIp+9HVORPFaW6H+Syq8YQz6m12oDhWB2SbskpSAWqFbo8zYcAUVS8Kw1Q3G7xyyW4G6Sm1GjHFFJOdbl7YB9wn2ELknNahzpmdff77Q1uPbwqOYi5iPAJggCrf2x31YMn86BUfbp6BTcjHri0DNcNzwzRe0rhrNGwQuYV4wrpwCwDVgkmShwM2Jr4LqhmtWT7hMaOu7MldMh4phBAQzCuzFfVlzM+axgSecWPp0zwDEylBXK9r6stE/4ute1MwURKMBVbQDgdtS1R0+6jegZtiO2Fh4m7bMsLJ96OPMIoDcjZoWF1ShYdK9edcqQEADg7RQeV64ibQ1EwZXVMWO51696uaq5+EklrL6PkPlISRxBbcAxMkKfsTbaGG0ACMARrKwKwPtJ1x5rLkk42CesGOYWokDIcFWzJdgGOK+UAPYJJ8EiO+8ijhnejuncm9bAz1YGQIeMfUYAUChVAw3qZY1jhplBQ1qxZgUBLHNT1w0hqiOYGWzNB5gqcEhUgj01o0UVxbkFUZhyURngxwsXBF71snL0w7lzdMz57uPR71DFSWHI+Ltd/HRuyyqsSJiUkMaMr4ZIaILAJqZzbwxhzTqz2BhYOmtJW6NDxiIfdglEYenAoG5iSeaULa0AsBlpZXVusU9HFePLQ3ze2jFDzfBdn3604JWTu4nuJi0zUfchP2v5qoJDOsYTWqNrj0MuR5LA3XR00LPCwsHcyphRj8cHQhQcMwLAo/q4YqcMCrByxcso8ynoGQjBFaCB0LBOggCwsDBkuJu0Zrr0xjGEfESpjFAzRKGyh68bWlhhhEPEXYSS7o8C+4itgYdJR9FnLa29CqAj+OqQfrRgBRgSAMCjmhsDK4dTRkvaJ5xbfdwcx9XKGPiZp4qF5jbPrVw3dOqhMVoxvI5dmT+pmZJAl9BikRwUUfeJGtaKlVHXHt8Mcjuq+6CWPwRYWCnXc1lZJsiKDevKQZegeBZrrwUmEUKf0dERuTUG3g44N1oQigKsLGeBmaGySbLiPmIUeNXjKDi3UvpkwVSEkFSzwk0IRZIBgLsPhSApFn3lrFJHcOLxqubSyhojlnQXpWJ4P+L7SUv457zCuQVL0CW49LZm2CccM77qdRS8m+DfHbZZ4ZMZrr1GgTFDEmiNnFd6P+nLLtWsjPCyS6VgNaybQLuIBDCz+cRlQ0oAM4MvOwmCp04vKhWFPh1l2hMPa68Lq09bdaQC4EiXVh2pZ60YNkEe12bloDUFj0DNuo9HjsMElvTdiDOjBuGrYcwKm0BBsPTkPpXwDxIec+hzo2ufZ1bLrZ5ZWDmtGE6dJim2FqzcMa/JCC/meN3I2gmj3k3AeIzcOYJ3Ix4S7iP8aGELiI2Ck2CXqHTIFzNbrIenjb2o8MTJqcvP2rywogD+CDPxbhJGXTk1BC87AYATpwUKKcAhYpewZmACRxoELiqdGV1ZU5bHIelVbRChFJfitjDBRcVjhklwbvXEYQnON0Z/0x1WTldOr2p0BDOjC4slDVHCC6/HeDfpkPEQYe1laaUA72L0EGiJovQJH4LuArwbNArso3rWfaIhY8XQGEWAuaGiAc+NLh0cNSwCz7r2x3xURfq9jFsOFgiiCLD2AAC1wcuK3g4qgLsIAPDxzNwHnDIsHTBBkFI+ZG6lS3jmNQoWzgsAUeCbPsyMDgkNAXSJ5vZIfpZW/nw5ezNoEL2qjwZsKXtjxqI6GtL3AyWFhYXPFhhyCaXhdZM/nuGY8dsOTj1IOlJBJj114gmj4MtOfrTEmcsAsItUSnvFugmYCnJjqI1sAgWBlYPSzy1Ba46tGACGLIwYpejJWgwtEH1UkyV42rjayNLCKDgz+BBg7XHMpUsrIQwRssLcqCUcM+wCnXj5fIlRFB1agrsJThzWxRM1Orcl0Ka7iFFg5fB+0vMK/5FZ3ozy0xUwak9cCG3J+K0czq2pWBqWn5/wb7ZyUVFroM8QBW4Fa4NDpigwZtwGrRkLrSi18iFgSSvAcSAaS95xE7FP+skMuoRrLzXrRUWEYFH3Ee8mvW7wD/v0owUDwN2EhrA18LRVArAEn7YVoRos4xW6cAgAc6OGNAguLL6fCj2mpHDq9Nsez712CcFoVPQMCytdoqywcvCm1ynjowYIIGphsEd860jnVjzTPh5jUSEfc+jlrF0AmJkjVbGkhVE70i6xY4mCr3t9PgMA3EdYWCJUUfjDPn4ys5OAJ+0S7KOcehLF21HXHkrHu6i0YnGEj+pyBEWBtMoIovh+xOtGAfQ327ywTAhZEQAbo5rw2w6etfDP161FnQS/PuRnLR8ieoYhwdxiRXruwZFlhCnDdaMNS5e4JJHHDCunf9jrxzNEhO0EjrA2UHK3j2qMAt92x5D+Ry0snX59gGKuMWlLsrQwSWGgxxXbWjAEfUJhuJ3wxRyyqE+4dPq6x5WDLmlb4bMWLKloGVSDISkYnFu9rnUUfDvgZaVAMDOKqNuA70M+99wYGDO8aN0oUCaSdWVzl+g+kiFwTk99nlvMiiHrlHH8kGR61cuzllYud4kqPkLQ1uSt8iEcuz2A3k30Yl5mIQEAfr/TlcNJcJ9QFC4q2kUgoKgAAH2CEm2+rDQqzo1uI66crr0EQQKojcwsvp9IFSzpzJQQGBEcO0MS+ONBP13gNh4JMCIM6Rhib4wahFEwCKy9FsxWsJxjGAWyQlIUhYbl1wd+3iqj+hoQdcz4dsDrBhojReOoGL7Y5xcznhuojcwNLiyqKhFY0tspR+UoR1NmE+TcIyMsbP75iipOjrQx9NWe90ke1biweROYEa4bMAQP4RgXW3s9cZoEQsaaYR+xVK6CthqDAqW2isDxiItR8IvD9PnCW9LnM7ON0BhYe02KllQUulykbHCkN4HmRhUhK8yMehYAyIp3k17V2GcYBURhbvWqVkYwR59cDQEBzI0AAJMS0CEVCQOTHItyVsSyMFgA4I97UtDnLXo+Hp1ySMBYMkI4t9Cwepb3E7/s5CdLEgDRo4PLCI7lxHFW2Aa0BD9bmazwdtC1P5aYldWZ1VOH9wFedvmzBRFCyCRwFMkQjgj0ix38ZAUfzQQAVOEXJxz1w8EccqTNjcEhw8LKJhIAPGtZAaLqFOGiwm87vG5gElw5LcDKs0TFoswXLryL+FGLjvRVj6ceWqOi8F1fjkjVYqg5gi5BVCil3JE2rLcT1ZUGOb6aQV06mCt818HFSlZOx0xzi1HwxOWlgyR46nHMcH40KTQKvhn0vMKZOW5YQqiN1ABrB4x6N3CZuznxwMQ1gwI8qos4iHOrNCSeBBFhFzUJbAJ1ieZGWiOj4C6qI2iNzq2eebqbYMyUj8aMOhYp3yNKcDviLpIoPq7FkjLq7YhTxp+voGIJgrugv+uGEsh5P+H/6376roO1VwINAobgosq1kdaoKlYsANBnjIKWtCItl4EIjFqxCkBtJCv8dpc/maEjPa+02FR/2Otvd/mLnf5up0Xubo22BsrPorD2euaL4qqeYRdhGygqfrYQx/LFHmsjFesf9vq40e96CJlES3ofPmpZARBhzMdj1O4CbQJlxZq5zCMw6trrT5bAqHeBCWAUhOMhtrr2elWTKoyZCMGgnnhpjJTy2looRc0QzCyUHr6wWhtlgl1QR+XO6z7xPpInXVlBgGe1ZzziagW4n4CpYCi8m/DbTsYMKycEMDfaZ5wyGoRdxClTl0gUnrYQ5MgyTp3eT+hIWyNjxop17TMAIMLtREwqikwwt9olzAozq5Z0bqViXXt1rH0mBPhkDk8a6jOunJaYSQlWHCKcerWkhlQ/tIQCWQFgafMPl3rqsiOtWMcM309O7SNc1cgIh6gXFSVFTzKzee3l8yWpws2AY4aQYR/h60P+rpck8OUefrJSVVCFLuEoyKitkbnJCytLK2Mu02UwZthFKs7l+1EdwZnHtUfPet1oEDxE6BIWAVIBXvc8Zii6hic490dt/5OZXFWpYlGA5y08rtUQjBnWPrdGT53OjADA3aRBEBGet4lRu4Qzo3MLr4fyFPJPT6RwqyQYpXA6DIKFXBcZtbxI0Ttbo6WSrr040l3kQ+SsEBURi9CLBJqPsiJUrHMrU4aG1QBAEmTSiskzVKwA0CUypAbhuoH3Iyws1CwzQwpoUVuvtyOPGfeRV077hABw6nXKeD/h2utuopXThYUuwalXAlhYyTW1tsYj6IXH3p9XyKibiDOjnnRIVNbuPsLHjK0RAhozEup/3OUfL7hEL99m/PEyVaxjxj7BZwsDoEPC2ujaw6seLisiJMbj1O1/eEh/vmbnNMqx4Sxs7hL9hwe9qPg4SiS46fi6li7hi7kSKCL8yQmq6qMatxE9aWO0T1icbVEcM+yiPm3gxMk+EiFcN3gzqihagn3ERS0WtQXoM20CivKQ8bLKtVHMsE9U8outkV2kIrIUoHRV69zkSSgreAJEVYVNoFMnz2a4j8CojkS40DeMiudVbgwVKcsgzAyceS0ibtZyGB4BwD5SxfrFXq4b9qxlusmQskKhCRvBUWHdSll8DYshnVt8O9DTVs99CoJzi5vAXYLbUZ7PqE9QEVjSw0RkYB+xS1Ax3ozUsBqCuZWsWLOMma8bqFiTgihGwZXLWTAqLq2uHAiUAwIUEe4mWs3TPvL7CS8q3UdkhIY1W7wZ9cVMlxb6XObNacxY0j4rlx1TxbIJ7AietexJZ1Z/sjpmXgj1lKVL/LIjRHg+y28HXlh91mYFGDN9uYfzCrPC3Oraq6p+3VHNR/M/CHiGLkHDelkJfThdLgqcOKlYQ8akOAlcVTkqdpG+2OmnC3SkDxPNjTLC24EuKkmCo+B5hb/bxZ+tDAB5kpWVrNi6XDF1CTOTI70d2ZNOgo7AErwd6LKShrVMD5QQLaO+6fGjVgHAWaEPKn4UJFBDxKjvR3QMOWLF8KyVPuOjWucm7yJf1GpIzcKm2uC7wTGCRbUIb8fjoNupzzXLytGrnpdWz6o8y8RYDkgCQphbLRt75TQKVqxDRgW4qjMAhEwv5hkAfr83TxoRhSxQG3AEV7WUMbhfbeAHc6i45I6OksbjWg+JRKE1OmOJgo9r02doWNdeCWESQpSoeOqVEbqEuwAngA0fJ1IWVou8/BDoxBoAbY1EwbuJ1z4zalZcOVKA1sCTJlvSIBgFR0FIMCQ2BAahz1jM2yHjo1pqr0HwWZvHjN91tHJYGykx1cJZVg43QU89nFeZUW9GXvscBO8m2QT8eKYGVQn2kZZWFha+l6NrxtbolHHtdW6yAJbPs7DZEA4ZPWifsTVqETxpycMyqiUYAjrCmZGa8VVPp15bI6J4N9HS6iEhfpilawAIYeXYErRGGOFuootKXg38fJYs6Yk7vq8l/Xie+0wLynMj0eGYcczMCI40Cq69nntsTVp7ZNSKpTV5H3l+NCzlaSP3gZNAl+hxnZLizKhjKQ5fVnzT68rBJGgQkuLSSJcQAAr8flwn1aMr7khPnQKAIT33ae2RQMdMXcLW6EOgudHWSGtEABzlMVOZFLib9Gl7XKtfHfhJIwVOj1kvaqhIs6AleDfgDxbQmhwFCbBmXVjYBLyotDby8QxSqZioZeq0S9QaLdD1qqJ3IwIAATAqAFasK5ey4G+25qLSxw05KuPDunRiUQvF6BNmhSHDL07M+wnvJlw5mhtJCjNSg/k+8M1IK6fXzYfBcoAukSUs6DgIvphrxcKoBFDPMQn+3QY+W2AU3EVYWZ0b+eOBWqOK8KyVTSRGaI3MbF45YNQ+09uR+gSfLYCGzENiOAabEVEZy5kCkAU9aWvydZPHTEOiTaD3E+8CFYNnYeWiSp/MUok9tEZKBOB25JrlWRst6pjpuhZVOETYJ4kCl1U6dbk1uWH5bIFfH2DM2CWs+AgIPUtFygjfHCgrTpmK9PB1p0VE+P0Ob0ZzO/LrHr/t8MTJs1Yq1klg5bSs14dAWaFmdVzAJ76fuDGqAEFwkmO2bOXyzIgnrVmCICNExVFwE/B2wi4BAlxVcuJUFT0Jo7YmO1LHcFEJAXzb082o24j7hC+79GKua5daljFTbY417lFNny/13KekeDdxl4BJ1z6e+1TEtl2k7y2lpHg78s2IjVEAeDsQArzq4dfbnAQ3EaNiVNwFups4ZDrx8n6irFhOl3s7FK6oF1WOCl8fEgAsLP678a0jFYWrWivWVz0z6uM6ZcUzr0GwkFVG3QS6mxgBKi4uJgXBL/d4O9IhHn31KFCYFKN+dTBRMGTaRWIsw9eYFKOgwPEqhkzbiF2ih4mi4GWlP17Jh3kbWTlpjVxUOSk+BHoz8JjpbjIE+vEsq8I+kSF92XFS3EfaJ46KDWsQRIDWZAEYBd8M5m7iMWMQOPPyfAZR8HYkRnjW5i7hPlKx9FojC5uz4ibAzELImAVXNv9wqZ5KtYIx45DIk7Qm34xkSS1pYdCG9Mu97RIDwNyCKrwdqUuUFSuWMVNWvG707zbHrWFJf7vLQ6aox9K5tOJJr2tpjJx5LQNFTLpy+f/y7r0hfVync68WIQoOiSqWIREB3E3YJdwGejuQJXUkBDAJetI+40ctbQN+22lroEgPPz+JTBoyledV5J5D5DFjFPyuNyunl5VOmczf3JsnDYwZnzRJFbaREaAxcDdBVNxGVoCbscxIg2f99Sb/YG5OXeE/uHY5CH2zNU/bHKUcR4GeNCsK6M1k7ia8riUqthZqQ6Vji8LfPpifr/LCyos5vZ/wq256VvvLWl/Mc8WyzcaSfjKXMWOxrzxDa6hLZVINNhEY4flMipoQFbsJ9wnPva6sqIIjHTNagqtaLakCrH0WxZuRZ0bvJnzaHvf/NnKXUBVmVr/XyRHg3YBLB7sIj2tpDSCqQZgEVHFu85MGLOl3vXk+yxY1KWbFRzU1LI7lbrIPgSxqZmyN7iJWLHObBIwj6gFFURWzokUdMzoCQuwTGMQhl0NT4VWPH8/w+SwNiWaW1pVxnB8ZGDOq0omXrw/cGFg6ua719WAswcLqPh5r39onAHjSmNKr/6W9fNXDRVVwk7iqHH9A+4hzqw6gZjnzWJptqVANS7GBNwFag56hNrqPtAlYMYSMXTrG1YdMWfBuwvMKClWxWAJFsHJYDN0StmmNOlZGLYJlUTeCHInu2udtoD7jfSAFGDPXRlVxbqRh+Wwhr3pbBPbf7sd/uvYoWmjCJtA2wNLB2wHPK3jSlMPRYRfxWZsrki7TmPHUyW+25ifLBACjEKOWs9i3kQTg1GVG3WXq0/dnJRCTrmz+dB7vAxfwy6RJ8IvDtHLuZsQu6edLrRgeAlWkY+Z3Iz5udGXzX6z5ZYcVYW3k8yW/7OBRTSsnFnUvRzZRIWwCrpwahJplzPS/WF0aTIg6s7ncIgEYMzlWAl1YKsXFEDnSrNglYgTHee2hS3QzYsVoUeceKpaKxSDcZQKAhZWXHa+9KsA+8blP13XqEldG+4xmZvDUJcfSJS5mT5egMXDdaMhwP3FSuKi0QCAm/cUJv+rho5nOTXYso9CY6fksqcKQaRtwG3Rd4Zjp7WAe12lhsWGJgo6o+Ebf9nbt84tZmechAFh7bY3fR8gKu0Dg4MSlrDgJ7iOtfUak1uja6y6QJ4hafkUYoTV5E0wQHAVFYRL4/U5/tKR9xFdD/tmKxowLC18d+IeLOGZyBF/u4YcLndlMH5ajJ+gzEsrKpoWFh2C+7fijmTDqZaWIOmaqWO8DlyNrDOCbgV/M4k+WY1k0UTEr7iJv4vE2zo0eEv5xKz9ZwcICo05ClnTtc1ZzM5Ilfjvw3KojWFp1LBZpG1EB1z5HwV0kQrWoD4IAUJGKltMlpdCc80rro8hKWaEh9aSfLWTlUsNZAFSxMVyzKIAhfD6Dio+V61cbfNLwIcGZ113EE6cVyyHyl3t9PiMCJaA/7vnnJ7FiWTkqvi8ANKxfTvrzE6hYjGBWrBj7RI/ruLC4iyxFn9OSyISvDrI6BYuaCSrShc1fdfbMy7+5kz8/RQIImcaMh8ivB3raZibYj7B05SuDcRS8HfXjGWZFRj31OQtmxY/qSkDXPo+Z7ibaBFh7SAp3IT1tmRD+sOOzSs+8hkylLlxUecp07hUARkFRfDvS3CgTzIxkxU1gQzo3snKaBTeRugRzcxSJ50YmwVc9X9VoSP/pmW1NcdygmCaeqWIJQq3BPuOYaWHzdYOjYKVACGuPDcuvN/RirnMjY8ZNQM/4uMljJs/iSS3liqXPdDfx3Mh9oOsm7SMDwKnLRWT5UH/xkrTmbJH7TIw6N5kAfnECljQKvh7MzMK7wZ24VIrvJlBrwKKWFym5+3cjLi1ERfrxMqxcJID/53v47ZYMwnWjCytZgQmuannWlvfWbSRGqI20Fixp6X67yF2ihmWfuDVyVct1AydOssKpz4XMiMLKRU/yECgrrpyUUlc05H97H7LAiZMX80wIUYupjl93xqCufU6CF1Va2lyzXNap8Lozn9YuhYwWtWEhKOINNKyfL6lLSAh/eoInLj1rYlb4eJZLBe0SfLqAtU+q8HowjGpJayMNaxYs6G5u5LLSh0AVy33gIJSPUSV1rLvI28hXdXYsojhk3kXzZnC7yI7UkX55MP/9bZcUllb+0akWOXYXuUt8M9oPDhCIwvM21nysaH0ic5z8VYvKWBJHyKRTRkZY+0yoY8Z9IsdSQOwh0UMwWXFh1SJExZkRVQxCD5MrFhQAfLnnEqycGykQ5ifL4zxYxXpRyZhJFQ3pVU2OVAC3EZfuqFwy6srmqzpvAlUs/+RMTj8sr4al5FgcSWsyk3qCcjRI8ZU/X+LK5qs6nLhcGyGEJ03yJD9f8XiE67nYB1e17ALNjHwyk4sqP23SdZOfNekXJ8eFsYl8N7EhTQqPmmP2tGJZWv1kJmWK+U9PeGFzVjir9OsDlOmJVz1vAiXBtyNOggKwsnlp8/M2LZ1sAzYspy6tfZrb3BrZBM5abBTIii8712faRV65dF7JmI/mS8NSkbzuuc/UmjwzcjeZUxdPfLJ09GJrljOfBBAAnjXRsY5ZizJ1UaXLSlZWWpaaxaC+HuyYyZOKwu0IALD2khXXPr/sKCnsIgPAzcgEurCSFLIikwbBd4MTgN/ujCVtTVq5eN3EQmkfgmmNHCIXsUAAxoxJ4WY0m8hLq9uIN4OaKLhP7qKa/mLNuwj7hHOjS5sZaciU5HhyERFeVqkocDNDQyIAU8xCSzoJrl1i0iyYxATBLmFFWjoYkxoSRECAm5Gu6jxlWtjsSdcu/9UlT6JLm6NgRfqojkOiTeTistwOZhfhc5u3kf+wxz85SbeTWfs8M9mRXNV6SOxYTKa1j2uPIRMkUlPGGfTUxdvJRcEvO/rJMlnS5202pBVnRPKsNyMrQGu0Il25PGZMmSqWhc0LC5Z05aSMVHlSVZ0EK1YCLVz6Ze8WVsaMfcKQqTW6T7T2+i/qti4KrYt9JkKaG3EsBPBqMI50bsGTWtIGpGmkNPaK9dzDJDAJJcHHtZy6FAWXVk69VqwVaBbsEu6imZtsKBY0RwC3gZ61iQC2kX+zxZ+sZBN45bIozk2+qul+wk3AR7WuXMqKIdNdoKetrlyqSKKiJ/mPW/d8lg6RDeuyTgbBokbSinVhUyUUBbeRV64oo/ZVD//o9KhsKcDfPlR/cjIeEjNyUVXvAi9sRlQAWNp0H+w+YctyF83jOjKqJdlHU4iDKGTGINiwVKx9ppDRGm2NlAxIMVweAo8ZnjYJEcq2OXHJsUzikoBjKRpbVvzZSa5IV/boi82MMOk+0pBoSDSz+e1oruv0fJZGoYWbvtzXK5eHRAsrZfzp3Oes8LsdX1T68WwAgLnhUUqinAVgbtMnM4yKTGIUK9YoxKghQ2vgZWfnVi3pyqaKqFzaX5zhkEgUDUJr5D4wAHhSRG2N/GZrfnESg+BHrRZfn0CZjjG2iyqOmZ40ieCYavvtzn86D+c+jZmGxL84CVHwbrIrlw6REeG6GReZs2KfCQRbI8U8GjO1RgDgjweYW7ys0cxtWqACwMqlLrm1z0WBr1i2gSbBhwCPahCAbWREmJtcFAFEtASOVBWyYlKoEN4M5rJOAHDhoc9Ucd5GAwJTZk/amiMvCIK1QRb8uw3/5VlgTAAlpJXnJjVMiHAf+KqOz9qQBYsc9flSGpanTdwnmoT6xFFxSHTi0/N2yIqvBl/ylTMjDUtrsuO89gHAlWDWuU+vBnvh07e9f9pMNWuf8Nsuf7agPuMjzjXDzWSD0B92/Cenoey0rBgTzo1khaIev5/MGrMheFRHAmgYC90QgHNfMkW59MysODe5YYmKu8gIMGY4cQqgZTvdB/x0HqdMDatjDRlUschUaxcJdRNdVlxw3ieqSFsjb0fTZ37aaGvE2DyzURVn1rwbTGv0644e1SCKjNqynPhQKEyZfrV45OoA8IN5AIAu8aKOcxIB+JOTMQp5UkaNglHwkIwnPfeJSRwAATwETMJVK0+beFWV8+y1IvGcf3EylpfOeiSGa5dHwd3gbkb8eJZFYWEzo15V8XvJgEn1g9+5snkTeRtZQBxJVno9mKdNLB/pB/NkUQtytKgKYEjuJmdRDerTJmTF+2A8SWvkix2fe2XUfeKzKlacs1AUDARMigBJ8H6CJ42uTGF18FE7lZ3csDR8BN5Z8c/X+ayaCOAhuKj4duBTp9d1nJuEqH2mU5eS0M1og+AkODPyTQfXjRQfrTVJFX+z80+a5EgWNr9MVZfwIdgnTXzahLtgSsTjqkr/5CyKYlazsLk1+dXev5gFAXhUi2NB1AINzqo4A/CkP1pMm2gaFgB4PZi1zw3L2sf7YL/Y41+cRYuaUC1JxXQQHhL1GSvSmZFNYAB43NCZlyRIF3WvirtgyxJc2Fyx3E7mENkxNKYceo1dwlOX5yZnxedtfFSnklYkgIXNc5MrVkS9btKYqWJpTD51yZGc+/KEbM157VMUXFg5ccKoX+ztPz4LjPpmcPvE+8SquE/GkOgHFdeiLlzsEp/7dO7DmMmQXPi4snFuEwHcB7KoY+Yg5EhfdvSyoz/umRAI9e1QJaFD5LdDOfxfrqpkSZ81k+fsSU6d/OIEH9fpk9kUFfeJFzZfVdM/veij4JuBs+DC5iTwx4MtN2fM1CcsKY6XndtG7jMhwszmhc2OtMsEAF/ufZ/pP27dXbAC8Pudy4IVy5MmM+q5j0z6fsJTp32mhc0AMCTaRLqsU8PiSADgdnIVaVLoMjnS2uTW5HJIUel+3/aWAFqTZiZXDHeBSqyDUD+ZTZb0EK1BPXXx1KV9JAH4w94Pif/mnglgblJr8t3kvu6aLtox881ok8KYqSiLQfD1YLaRv+uqIXOX8NyrIbibDAA0Jr8eTM0ytykrBqE/HrwlfVQHAPiqs5vIfSICeDFLFcnMSHEcEPVl794M7vXgCuNTAEJd2LSwuUvYmrxysWZZOfn93lYsljQrEmpr0tyk28neBzsk87geo+IhlS9fwOtmbE0aM1032hppTG5YxkybYC1JVnhUhzGTAixs/rN1aFgcZwR4PzpRnNmY5Cj1jxm7TF/szdwmg9olc0hUkVxUYui4J0PmMeM2lq8O+YfTX/7Lq6nmPCRSRYsKAC9msWGZ21hefMh4O+ohclY8cSkKdul4vqslcaRzk2uTPp6FrNia1LB4krlJP1wePl8e5iYBQMXZkhDoNvIu8iezYPDYh5Y2fb6UlY1Mch+sHEPiee1Tl/D1YAzJD5eHsyr+cDEVKkGe08KGPlNRI6Ngw/nFbLhupkd1qEhfzPW6Tp/Np4VNAvA3967LZEm7TCcuvxrMJhoBKDVmE7h86DHzmOnf3DV85PP65cGfuvhn6/3zWX/u4/uRf7QMrUlD5j5jEAKAMdPdZO8m1xpZOXk9mLtgLOrKJVGY2diarIoK4DhPQn2m86qcVoQIcOrio1q7pGuvFeei1X/d+dbkzxZxZuOYOSk4kpvJGtSzKjjW+0A155rzJhhL6kkc51IZP27jVR2WNl036cU8tCZlRYN63aSlS3cTO9LCGxuWTeAgFAQrUgQolup5JftIIdPny+lRHTwpIbwbOSs2nFdO+4zfdtxnYlJG/Ww+nboYBR+C2UVT0M3K5THTQ+CQqeL8YjY9aWKf6fVgnrUBAL7t65qzY1lYfdqk80pXNnvOjgRR74P79bYGgBfzoeH8w+XQmvzLdWpNKlLiH/Z2E2jIfDuZ2sjLzu4TJcVn7Xhdh1OfX3bcZ0TUyzrNbCaEm5G2kfvEa5+LYPF3D03Rt367dYzaJXrSpHOf1j6tfdontqRLFzwpk1rUqyqdVbEo4QTwcTs9a8aClj+ZxdJLt8HcjHTu1dIxfvfbXf2qr8bMpy6dunjip6JoEMCY6ZAoC3XJXFTx1OU+U815YZMlPXVxXQ0/XO5akyqWLpHj3HDuM2XFV4MrFmMSmtlsSbJiY+SrPf9okfrEm+Be9s6grlx81g7nPi5sfjv6IXPFqgCbYC58fFxHAng7uCFzwRqvBzNmfj34PtO3vX07VFFRAJPAqce7QPvErUk/Wgw/WoQh012wY+a1j6U1Lmwsz6g18m50X3d1eaZ3k1va1GfeBPttb+Ymr33aRL6sJ0b9/a6ahF7MO0uSheYmvxrcZRWetMPMxnMvn8zCuR/LIrwZ7dzmSYiS8JjNzMjKpetmhA+4q/SltU9XVbyoJsf5N7sKAD5fpj5RFGxZWpPPfN5Fej/aJ+249tN1M7UmI+rCxrlNv1z3hFqOlL2oEqISgEWZ23jdpChYat7a55cdn/vwrO2eNuPcZEtCqI/rNDfS2njup8bkrPhktr+ohtakMfNvtv7/cRvvpiOWI9TapE9m41+s03WTDIkl6RLVrCcuXVbTl/u6NenURUtyXU99Mm8H70h2EaKiJTn3sQzn3k2+z1wEP0NiSPpMRZk/91Nr5Mu9saTXTbqq4/N2uqjGj2bdJ7PxYaJN5LlNd8Ey6iZykdaC4NJGAPjXt9aiXtfpuIgBAOCyEkLdBL6diFFrkxY2fX2AUXBhY7ESWiPXdWxNfjX40nkY4bPFtPaTJbmopvL5nzXTVT1+vjwsbPz9rgEAVXw/2mdNDEJZyJL83UNTNGfHeRPcmOlZmxvWpQs/Xe0f1eOn87Cy+dSlinNjkkWdW1j7vPbT0qYu0dNm+skyGNSi7c9NRoCfn/STYFR82mYmWbm0tGlhY1Y0JC9mA6J2yTBqyRr+bmdDpjMflzaNQhXnrPgQzCawIXk/uj7zzOaV06TAqAsbd5EvqjRk2kRDqH3iKDRmnuSYOFCAh2AQdW7SiQ8Vyy5aBTh1YV0NiLALXgAWNj+qY8hccZ6bDAA/WnSM+vcb93rwBeAUMP9PL/q1DxXLzMZnTUCEMXPF+S6YxuSFTY5kbvLbgb/YmyHzzMaoWBvZBO4TC+CpywpwWQWLurDSZ0pCZRLElZEZliRH0Ho/sSPZpwLZ8m+2NQF4zkGo4rxy6dxHQgUAx/Kvb70qIurny+miHhc2vh1YFRn1WRvnJg3JvOzqh+Dug6lYly60JmbFR3WYBB+CB4D7YE9dVsWnzUhfH+YAMLORUQviqjhf1SOh7qIBgJe9Y5IsFAUqzo/rcW6lNXnhokE98/FRHRc2e5LWxNqkLw/+//6mjkIvuyoLfdvXaz9dVVO5nrdDtU82KRqSu8nsgnUkjPqkyQsXFn4CgMYkz7k+CnhRFFsbWpMYVRWD8OuhyoqfL6f/5TV+Np8AgFBfdtWYeWFDa/K3ve2SeTv6syqufdxE05r4Z+vtzMbbye2TuZ3cKFR6yz85G0OmPrPjXHE+8dNFNVYkBFCsl4WNz9teFENmRtkn/nSePMk+EaOOQmPmyqSFDZd1etIER7KyRQHRPlPFsnIpCo1CvzjJj5rhB4uDIxmSKQm/PiMjEKgjyIq74LLiT1aydqk18ZB4FGpYVi60Np641CW+Gc3KJU+ShbbRvuqrXbQLG+c2ftvXjFpxejEfvu68JSkE5O839suDB4A/Xx9GoTeDez9WFeeVi3OTL6pY9rZB3UZm0l9vfZ95zPx1Z05cnpusimfV8JPlvk/cmnTdjIz6srMCGBXHzBXL2qVy6wDgkHgX7cqmtZ9qk0yJx5m09mETzHWTs8L3/DwIfd1ViIAIN6OdpMw1Tx/PhnOfRLG18bNF97QZXsyGTeBve1+xlDvwtBmXNpfosSEtvbThXEI4X3e+S+Zt324nfze5IZmQ6dQFRkXUIXPIvIt2buOfnY6nLmVBUbwPBgCy0MpNaz+q4sKF62aoOLc2/nBxMCTfHFzFOSq2Rn9+EhzJqR+fNsOztv9oNgTBL/ecFJPir7dVbfLNyFdVKNXwV9tEoM/aOLNxEtoEmxSv6uRJT11sTVq58Mv1ruI0Ze4z302WAPpMY+ZdcHOT/uXjw9KF/7ixKxccSZfM0ybJkWLI39w3UWjl0jayJW1NNiiO85BMEGpYDMnd5FcuLl34eL67qHv8P3/+v5vbmAXfjnUhcpfVFIXKr91OrjV5bpIAJCFGXboAAFPmfbRBaGbjv7pp/tOLnlGHzGfVOCQjireTs6QN5z5zRdKYVBboJHw3eQK4qIeQOSvejr5imdu4cFMWmoQJVAB/v5utffzdzn++mBznlQuv+mZlI6F+09UAcFVPFecoVHEm0H2yXTJrP70fq7vJFFZ23YyGZMw8t7G14f3Q/HbX1ixzmwHAk/SJ5zaJ4sKFitNvtssfzA+tDQ9TFTJvgm1Mvqz7r/bz9QcR7rwastDroXnZubkVR3rdDIU6FvBWsSxt/LqrK9Lb6RhDjoLXdag41yYZlL/fLJ+3QzGuh2QIdRvNIfKTZnoI5sSlm8k+b4faJFHcBlfMy1Kyf7VpnzYRUbMgk351cHOjY4YnbVzZWNjWJHRVD+XFf7trT1zypK1JXTJn1Rgy/819e17l5+1gSLpkLOo+GYP6deefNcFxzkLf9f6yDq1JnqTPTACtiY7zmI0lyYJf7Gd/3POJh8/mY2vjyk0h833wm2CHTDWLQWhNMiRT5qQ4ZpqZvAnmogq1SQDQJRMyB6HWpL++rf90PVk86gJlYPGiHh4mj6gX9dBFW3Hqkn3V1wDwrO3XVR+y6aKNSg+T7zPNTb4PZmakz/SoHpPQu9GVqZNi6a99jEInflq46f3QjJlbG7toWxvLgjQkqhiFSgt0nAHgYXKj0IvZobYJAMZk7idfc25tvBsrBWhNOq2G2saQeDtVWentUFnS0ksAoGyoKPRmcNfNhKhj5l00z9u+z/yqr05d+vf37ucn8e1oFlau63Fuw/94c/KXZ1sBDJmZhFFD5j/sm7VPj5vec9pM1UNwj+oeEbbBrf1oWMZkAODNUIdMrwbz01UfMl/Ug+PsKN2PzdKPhFqbGDK3fnro2zEb8zC5htOYzZiPvKJhIdTWxF8fqnOfPMkm2KhIAF8ezF+eCZNso01Caz91yfx0FaMQkLQm7aOd20ig+2Q8ydqPeayDkFOMQobkZdcEwSfNaCmL4hjtm8FcN8lz3kd3M1QvFrt9dO/H6sW8A4Cfr4oUH4dkdpFPXRDFIDhmbNj6Sn63a3646AmAAFY2RqF/fcs/WWrFsk8chU78OOa6i7aLdsjsSB/X08zG92MlikWb/buH+j+/GrPSo3rcRQsADaeK8y7a1qQovPah4pSVVjYs/XgI3pOc+zy3qeZMADdjNWZc2DxmSoJrP134+BDMVZW+7uzKySbQyjKhvtm3F1X4dN4BAKMgQlmCK5vuJrYkn8y7KfMFwH1wEFxrUtnDY8Zfb5u/POt/vurGzG9H9+m8K7RrG9kQvuotNZAVbyezsHnM3JrIqM+a6e3o1u1Q+GdrY2vj08YzahT6tq8/nnVzG9psNsFd17E2qeL8pq+TAgFUnIdkGs4Vp9dDc1GNf/sw/+V6G4S3gX64LCQinlSDKE7CY+aSOrlahIUNXbLvR39Vj4w6Zo5CZ1WY2WhQktImWINQcwaAvzwfWpNqE6NwQZGMEjJ/sa9+ud4xypCMp7wL7mVnfnEytDZuptqgfHmYPapHRL2opoK3t5FXLhHAmHnKdFFFRA2Z1j4W5d9GW3F6PNsfgjtEBwBj5r+5az5q08JmS7KJ5qKaFn563TcX1bhysbjjr7uWUbtkKs5zG27HurXxq0PjSLrohmQZ5e82i6fN9GKxQ4QhmjGbqAiZ98ms/fQR54fJNSavXBgST0KeZGnzfTB/up4azgsbx8y1Sd6kf3axeT9WpTxtRn/dDFHxsg6/23nR5qoeWxvnNvTZnLjxrOlUcTtWl+0+CZ813f3Q/Ox0+rfvz/6Tq7dddJ9cvI3J/nj1VdX2rp64mkwzko/cjmjFzG3qsxmS+XS+L31vbuPMhiHZP19vxmy6ZAhBBVY+/tlpXPmxi+5pexDFX2+WMyO/2doXc8oKz9shCUWhYl8noUdNftIevj7M5zYu/Rgyr73dBPt+9HMbv+ualYsfz0LF+d1QR8GLeuyTfT9WZ9X4vfXlSJjUY34x61sbdsHvIr2YBUvSmvjT1eFXm1lFakiv6gkAfrKEsyqq4jbyPpkToVM/3k/Vd33FCOc+rtyEqLVJIfOYeG7SXz26H7N52TVrHzbBWtRNtD9cPjxr9cv9/LPltkumMunrw/ys7rrobsf63eguqzCz8YNyDI/q6SG462ZURQJ1nKPalUkv5vp+PH5Vwa+39crK3eQ+nh9uhjorzmzcRBMEz3382arznB8mrwD7aMrRAyFzyPz7vf/RYvyLdXSc3w7V43psbQSAuQ2esh1rAOgTvx1tyRQDwJu+Xnu+Gd0n825djb/Zzi98BJKlH0I2jFqykgSaFRsXXt7P5zYGVAAg0E3kou2/H6tJ8NRBFHo2O6RM13UcknGUn7TxbjLP2nHM/DDWrQ1DMqcuDImjYJ95YQFL/N5PIfPNWN1N5vPlgVC/2M+vqskgJIWHYGojFvVmrD6ehyGZMZeRa95H++l8HJIBgBM/PkzVyoU/O80AUIyPlZsuqokAPp7vpmRux3pZqCVAl0xt0kezVFBPxbKwISo1zIbEcYkw0jddfe5ja9J/drm9m6o3g1v7NDfZk+yi/dHq/n5sbkb3qJ7ej9Wpn1JRE9w0JFt4NAIgailDAvyoDiduamzMgv/xsCwcbe7HU9Qu2hM/vRv8tZuY9KNZlxVXfhwzFzOiiDitSaowJFtx+vz0fRK2nKZkmcRx2k9Vw7M+87PlQ2VDWw9VNTaLA5vs2sGd7JGEqkB1xEbB4r+oHFQerFPnwRg1Vp0H0yqxGgvEiRgATG3Sy6552gxzP2XB1vgTPzYuhI5nboojTUInLpSZinU1VhxrExGBUH92srkb6/PKiMLapU1wxeR417UVS1Tsk71s9y9I/vrm7D973FeocxMJQACGZK7qMStugiVURt1kvpv8RTUubGw4TcIA8GS2/2a/2AT3MLmViwDgOT9pYlb8qO1qE/vevB3wl+uwtPFVX619PPFpbtJJNV5U5vf7GaHeT9WUuWaxpJZkzGYSej/6rPConk6qseL4sputbLKoFUtW/OnpHaNkpZ+d3tU2zlx43zcrGx1nUSSAJDizseJ0MzQLFy7roeK0roaQ+fe7+bM2q6IoOpKasyeJQoj6o8WIAI1JlvJxSmzfPGum28kiwNJPKdNDMCuXnrS9JXk/Vn1iJv22kx8toEvGkVzV49KPjvO3+8UCwHHeRvO0GWY2Rq0f1RkAbkZ7VcWZjQsXQubTqv/TdRySLRZJyMyk+8BdMk/a4bLpvImfLDZ/f7++qKaFm7pkz31yJC97Lwov5oMAvB2q1kZGmdmYFKdknzbdyrovD/Xny8PcBkR1nBnFkjZGNsGce1ra0HB6P9StiYj6g3n/eqhWLj5vu5uxvqyHrPimrwngzeA+W3RZKCtGxfvginiJqJvgxsxZ0ZIs3HRK+V0/S0INp4WfahOZNAm96tsxUyn0U+ZCQ5JQbeNvdk0W+Gi+OwRnSdbVmIR2yXfJ/GS1DUUtMgkRapPuJvdxe0AECC6IcZwLWCDUxsQ+2azY2vDv7k7+/Pw+Cy6cYdT7yd9OdmXz2k8PwT8Ef1aNH836bw6NI3071o/q4bI5DMn+F89e7se6VKJV3f/16+vPTx4um761gVF+6MdZ0xPJ6vTBzwYgMVWwi65sb3CKNULlwFmwDpxTY8FYdV6NV7NS8wyIM3EmVmL4n/yDkkHy9//FFLEfMEVMCcJkHMkP5gdCzYKFv63bg+U0JbMLlSVpTXKcK9Cvu9aT7MCVp7WuhqUfo/DboflsARXn6sis/Fk1qmKfjOekil10vzx7AID3ffN2rAng1WBfzMZ9NGsffrWxP15BVly71Jq0Dc6QdMnuo/1ovnOcn7SHfXTvR5cVGaUxce1DVhyTcZRaEz9bFM1vLHBmG00Z2juphn9SD6pAUyWK181AoLdTZYRak0ytnnMSyoLO5Uf1cDNWLUnDmVFLIbgZmqumS8LbsXrVN4+agUicyetqqE3ynBobAeBmaKLiVS0PQ7WuhorVcTYkh1iXNv6s7YdkumSWLpQLLJG7lZNnba96PC1yiAYRouJvd9V/ejEsqzFk/h/euv/Vs8P/+hlmxT7xLtrapKykmlsToxAArGyahC7qfuHCdvJvh+qiiq1JnlORvqdsEKHi9KZvGeV3m9XCxU0wk+CYOQtOySbhR82wcGEXXNEvV25aV2PhMndT1ZoMAP/969P/6vouCovishqX1biuBgAwlL89LLbRPG36T5ebJNQnuwuOUcZsFi6c1v1Z03+xOXna9LVNBHpNsqqHkp9TxRM/NZyi0L9/aH4wD4/qwaBEISZtTUpCQWhlkqEcxFScolJUYpRDdjnSzE21SVntRTUS6r+5m/3VozvHGUGz0g/mQ8U5CZUbcjPUD5P7eH64qAdV+GI/O/dxbqMhWdrwyfKBSW4Oc0PyMFYfLTZLP74fmj7a8zq3VgmtKP7Xz7/525urhY2PZ7v7ofnlo+9e705mbuqD+2h1//v7M0bZZ/vPn3w3q3sAcDbWzbC4uAMAUwUzG7ie0Md/3AoYAEswa/5/t7c7BYDSwLNxGQD+v3f4///tjSnC0ENKEBKErIPqwDJ4mWwafTzUYfBx9NO4OHQzM3fTq272pN2/6Wenfvzp6d2s7qfgvtotAaA1qSDG1sbrZvi6a17MDsx6M1ZVdLWJlvI/u+jfDl4AahPHbPbR9Jktapf4QrF8y7mj9MXD6SfLTelLH8+zAC6TAYD//OrgKAPAzIWQWYI/RPvNaJ80U1baTX5I9mq2n9sggLUp355mr5v+X92sfr6yHy22ny+3Q7IzNwEATXqaOSt20e2CX/qpNjEI7SKfeGDSIvJd1P3NuHjmJ1UwJEOyRUIfknnZVYZ0XQ2rur9quv/uu4s/O+3mNtxO5rNlmJJ9fZgTqud8MzSfuM2YTWvjw+RF8XG7dyZfxNFSrk38T66So3RRd6JYGTN2bRLCY0IRx8wX9XBWd7tQlctvbchKP1B8VJsu2Uu7O2+6f/mYk9BpNfzq4eS6GXbBAYAqIEJW+q6rL6qBUIdkQubaRAAPAF3il5372UpF8azuh2QJtLGhhBR/tr5jkkeN3QV/N/lv9sui1X3d+X9+dXNRH4lPbVMWnLlwP9QW9fls/9vt8r+6vpu58MftquL8pptdNt0m+CwUFWuTHInjPPdjZeMQ3IUcV62hzCSI+nS2L5v/YapO/KiKjLKuht88nDQmL1z4716f/M8fbbOipUyok3DNySSz9OOvtwtGlxWLrHg3uY/ne0SduTAms5lqALish4LI/oure1F827efnb5/382ezXZROAmt/HDWdJuhTkKW8nbySfFnJ5spm19t5r842TY2/I9vHv3j89unq/v33fzxfGs4e8WT5vDF3cXMT//h9vKnp++9jfux+m//9P+NpJJpfnFPNv38ZI82oUto5S9bBAJwBpoa6kaNBSJ1Xt1J2c9qrBx/cCi57Pnvt3f5AVPAFDEMdNgAAI4DpggpwTRCiDAmiJq3ViPL4HM0savHzUzE9ofldrcwJr96ON1N/sly89dvHv+z6+++elh/ur4RpX7yf9ie/OnVK1H8u3ePK8747//qX4zBDcH10f37u/Uvz25P28MY3Veb09NqUMX/4c3Z/+xiU5v4q4eTT+d7JhmT6bMp1sU3h/ZRM3TRvh3d58v9/eQdSWuiAL7p6+umLzt85gKhImrKlJUMSRJ6uV+c+Mmg9Nmc+LGL7pPT25jNt9uTP+xnT5thZsObvv3x6Xtv433fMsp33fwXl69F6a6b/at3562Rf3L5zlC+69td8EFo7cdJuEsmCYniLvIv1neE+n5oGSUIf7lvfn6yXTfdlIwo7kKlCq2N++haG3/1sCqOzsJNRbONQpZkVQ99cLWND2O9j3blpij8bqg/XT44k/eTn7I5a7rGTX3wh+C7aBduete3T2a7MdtDcEWXXrhwCM6QAMD95J/PtwoYMvfJPp7tnElDdEO0MzcVETtk88ft6lHbtTYU4DYk+7Zvz6uhtrE2UQA3Q/3Ffg4A5z58daj/8fndm741JOfV4E0Kmadk9tE9ave/25xe1sNJNdQ2TMkayu+6+eu+uayHEz/00b3q20+XD/NqfLVbFY+9XGMQ00V7VveEWtmQMt/17au+zYo/PrkTxdfd/PXgz3x80h6+62bP51vLwijf7FYfLTY3/exh8nMbz+ruZmhP/Dgk+6pvWpMI4GZ0Pz3ZfNfNDok/XewYtfgCb/r689VmVfdZaD9V5UH0yQahTXAh05O2b0z8D/cnhPDZYv8w+S8P1V+e30dhALgZ6p+e3SRhAiWS/+s3T/7q8TsAMCxfbk4+X9+K4svd6vFsf9u1L9a3D/1MFZ5fvhUha+NivTEu2nYgH9kHXvRoBRsAS9BU4Kvjxq5qIAJidZUaq8Ydm/b3rVvyP/yx7G3JIIJhwBQxTACAYYIQoOuAEA6TTqodq1A+1DLZ2NUSzauvnp6d37389knlwlfvz2cufLE5+XT18L5vXqxv/+7d419cveqDT5lbP77v5m+6WYlsLNy0brqQzbtuVnEKmSuTnq7uiWSM7t1+kYW20T1qDvjd/+Yf9YfmbnPy5f1Za+Obrv14salsfBia2sSQDQB8180eNd3Sj6UWhmzGbMbMxfC/GasTF8ra3UT7tOkc59rGLBiyKb/7aLG979oh2T/sFq3Jcxs3wT1pD5VJYzIzF+bVYChXfhonf9/NvtkvFzZYksaGVdOHZP5v3z758Wr/4vR9Uw37vt0MTXnkp3X39rAo9BsAahsbNx2m6t+9P3sxPxQU8Gz58Hq/VIUgLIoXTYegfXRled2O9SfLDZP0wYXMRQkHgPejr1h+uLqfV+MU7U0/q0wqNsxX+0VZxxdNl4Xe9O3LrvpvPvkqC327Pbls90O0D1N9iHZmY2PiZqreDP6jWf+o3VuT3nezXfCn1bCq+682pxZl4afd5Gcu7IJ/2TVX1fTx6r4Pro/uyerhb989ak06q7uQzcNUbYK7brq3Q/PTs5ubbs4o3xzmMxs/WW4I1HC+61sAWDed4TxFWzbSzIUkZEjm1XDXzd707ambktIh2here2dSH/w3u+Xz5cZxerk92UV76qf7yX+y2NyNzV/fLv6bZ2/LU34Y6yTUZ56beL3YHiZ/O7QFgs38OET3727PLenH8/0QzXnbvetmPzi9/fubR5bk2WITsnl9mBfZ76QaivZ0NzSv++ZPL94yybv94mU3mwSvm+HJbPeH7YlFHTK3Jl21hyz4u+2JJ/nlo++2Q7uo+iE6y/m2m1/MdlO0bw/zT07fD9GJUOvH5Xzf9c3Fxa2tpiKe20WPnMlHagM6AI8wq8E6INKqBmOAWJ0vexuISuv+fnt/D9ExBUzhw88RUwDJGKbjJh9HiAFChCFqAAiokdKuzX0lkad9mxO//vZ6Puvut0tn4hhdFjqd7/7m2+fPFptfvb/4yyffTMl2U7Udq588efnVuyvLcjc0hMooUfivb5c/WfVXdV/bGDKPyVQmLaoBAGIy77oZkxJo6WFLPzKKZalsyELzanj5sI7ClvJZe3CcsP8/nQzv/j9l/UeQZVmaHogddc/V6un3XId7qIyI1JmVmSWzqhqFAnoANDADQRhmOFwRxg13NC65og3NuKORNjQjSNjMtMF6BsB0A40Gurt0VVZlVVaqiMjQrv1pcbU8goub1QMSsXAL843783vP+f//U38rnHV+8PDenhNOUqujZQat/uJi+63u+mnovNxa2VpxGrSawsUFwkjEhVYLvC50h5YqZhjJTaH7Wo6gVEl9EXk7TgAACAu9aRcNLa9rJS70q9hVEbfVMi7VsKbX3M155O3YoUYrxjEA4Dz0G0aXC7gqtbZaHLRWL9ad5hQ1f/eSKSUjBIlNofeMhEt0Erm//8ZHmhsjLARHx1/cAAAEuckF4gIa9MsHllV0llk32otp7DSN7u32oqiVphIKCb8I7Nc7m1lmLEp6xwsapNBWi7jUjiO3FPDQjjGSy1wPKkXDoqfnBcfzXDuw4x1vjaCcx04lCADgMrG2rURB3NHyZWr9etnaN4u+kfWsiAsUF5qu1BUnllpMY4f+bpR1aLHODV2p37j7QLUzCCWvlPWk+9HxUXORaZgBACAEHSOlmGUV9Y0UIyEkTArd0vJF4gAA5pm5bUdhoUEoP1l7NhF3W2shYVpThxYIyp9M+6/4ERNo191UnFQMZzWlmHt6Nk9sggUCcpKZIzNxtTzIDQCAo+VnoS8kdGhJMU9ruu+vCOL3Z6ORFetKNU2cPW9VcbLKLIpYWGqN6OPr22fD0dQeLCVHeWAHy9aDi71xbhw5gaWWJVPurzpHTugb6SR2Ncw6VoygfLLs3e5OhUQAgGnstvQ0qyiXCALZsWLHShSltlshAICaOTEK4qQQSWRU0JIAQmCpACGgG03p/h14TiVRJMLNwZaE/qfH+8vmvCq+HMKbg90U8yQGdQWKCliGvIigDUUA89MeUhiQKFu5UsDVrKsb+dWszwV6umnfbi8QlH/0fP9bgxWEYGCHz1ddLqFJak/P+946Sq28phXDSa1OMuNOe2mreckUAEDFyTIzDVJvSm3XCVSlnkSuqVRXqY0AsJWqwdc1zDal1tOztFYGVmxr+cfTrdvtxTK1LFphKBASJVNcPXux7rS1zKAV4xhCuc6NrpkYtByOpgAAGJ/+ffXsc/bj2dXHtx9d7CEobbVQST2OvFWh32wv4kLb781cPwQATMaDKDeiSqs4FhJuOQEX6NezwTuDiUpqCKVKq7TQl4nds6OiVuJSayq/qVRtJyxKdZnajpY7RlrXChMYQRHm5pNNa9tKnodOTy9yRhp+21LKSWZ1tfywP7GcmNIqz4wfPbrTiC7eGF6WTFkmdsWxSti9ay9G79wHX71Rd/fVF59Uv8ge//wNIVBc6PdX3YGeb0r1ZmsZFXpUqW/sHXuddVWoYeDGmZmUmqenaamdRF5XyztWDAAoa8WgZZCb48TWMJvkxoEdrUtNQaLiuK3lQakBACa5aik8Z3jXTId2VNRKWtNNqQEA+kbKJeqasUrqeew8j7xGB3Wnvby2dRkErkqr2aaFkLDUIi70H12NSgG/tz1uStnhX/+VeOdl5m+pLz4pflydfPzSw/GOQeq2mSSltshMndRJTV21fGn7vDWYx2tvvugAAJapTZCYplZHz9pmkpVqVGkUMY2wqNLmuY6hNAlTEHfU0tZyIeGTZS+qlccRfdkrbrcXzY2/TK2T2HnJXxEs8lrBUGAkpQRpTV2tsNWcS8QF6nobVSs1M1vOuk8mW20jbe4UAEDN0Z9e9v/h0dn2YLr93U/4e28LzaLHD7K/gH/659+2aKUr9Q+uhu/1lklFX94+5wJ1ewvVSWen253RzOitIZJIrXErgxoAAgBTAYYOMAGUSqo2pRsA8OUJJ/R3MBsF/9G//xRdA4LDImsGb1iVoK5AVYGKgZxJBkSsQMLLSYsXKitonatVRcPAJZjHqQkA2Ds463zjKXvzbaFZ9P6v4h+3zp9cK0p1njhhqV1vzz+bD7fN+ItNCyP5N28/dFqbMtc261aQmghKz4oBAIyRvFJPg9a+tza1gnMUZmbFMZfoLHauOQHF/LNVd9dMzhJ7ZGSemvtGGhUGQZwSFuY6E/jBxgMA7FmZQ8uw1LpGqpI6LrWeFWlqmZeaYyad4TyLrLpS6lp5NN4GALT0DEJZMiUsNYr5+9/8mfn2it+8S9Dgq0XnFZX+0Yg/zQvtZD4IC93VwK6/apfag0X/e3c/b23NFDvNF77nhmeb9sPAfaOzAgBklWqpxWudZcmUsNClhL6RNpfCVej5Wm6rxUnQqiXcNsUqcte5YatlUVMPxXlNpYSM41lq2Urtadkbah6X2tBMXD3VtSLLdQTlwAt0IzecxBys1LVza75YZ6apVJpaQiiDSjUwa5vJ4JWn4juv8Vt/DxMr77+u0f/+en7/w5++l1SqTRgXcFbQmwD07Oglf909uFScrFw7nJFfnl3rG9lALSexZxJGMTPU8st3CEqDlgLYGmEHdgQA6Gq5rRY6rYpaoZjXAuuESQmgBvpmLCXMmeJqBcUcQTnPTIyETjRTK6JKe7U7ExIiIA1aanpx/dolK2j5BRUCzWLXVotvjSYVx46eeW648859/o23+Y0/wMTKei8b4J9vx6eryKWEGWqZVWpHTxu48XB02T24xHrFGVE23jT0TFpiJG4bCQCAYI6g+Mlk+M3h5AdXo+9sjV01Tyr1JHZatFqV2qt6mpW6TljPSPdsLCUoagVB6dvRJjNf686ymia5CqG0KD+N3Lvd2TI3H07dQzsdmjFCAgDQ2pkAAIZqBQB4cLVzvTPPKlUlNcH8//j+M7MTWDcvxduvydv/SCVurv6JEf/7/3zvX0BNAhV+i2BACSCkQdekpgNi2dVMEiKMI4CQJLQmVCL8/4+u/dX4zeqmjKMshkUGixwgBKoKxDEAABRMllIEqhSQJQYQMJ23CK2jpc9qUpTqyXwwcjeXYaulpz1/7fdW5mCFtXL+bO/Pv7h3tzujmP2bk4O/de245kTBrNtZtd95Wrz/+2j0TYS1rHVkV//v7saZTvoYiqCiXywGKSMSwO/feOy1Ame0gJjT0CKE8wn6wdnB17a4qeVhZj4LWiZhi9RepdZhf1LUdJw4vpbrmEeV1jPjIyeUEt70Ns9DL6kVjCRBHACgktozZMXIlqGtStVU6q4VD51ASDiO/FWh2WqRltqgtfLba6O7cQ7G2aT9m9+8MbCjp6suAABBGVXqNX817CzMV2f5t/6R0n2X0D/6PxTf+oPixvvG/A+9JyFc9NOauloOAKCEHXkbp73RBqv0fDC7GOWFtu1u2kYKADgL/VqgI1JvCl1IiKCkmDOObT339Ow89D+c9w/t5MBbNxoJUy0qjsNSWxaaq6eOkUaZ2YwxbTMxtRxC2ZIRAMDQc85xWmoEi6KixbITBO6Rkxpbi1v88dmzAyEQhPJk1TVJzSU6uv6CvG5ke+/hq5+SF5/U976dv/QdY/GHL42f//z+yxpmGmHv9ueOngmBugeX2miVnfeX58OiVN8cXWhqiZDYby+EgDUj56tOz44uQ7+jp/PMutebAACiwqgY7tkRQiItNSnhL+edrw/mP5y0/+7BhabUXCAAgKHUx6F35G5+Nh18fTBVlVqnJYTiRncKAJASppWaltpm5Zvdtbk/OaL1yf2bDzf+dSfq25GoVISE212jNzv59pvK8z/B80vw8vfze9+2z/+w/WxfIezh5W7bSFUiK06u7512b5yRVrz6+EYaW+vUPo68AycsGDnsztexrRDW9TZ/++hZUdOvdFcfLXrXrKTg5LON+kZL9rS8ZIpnJgLAs8itOL7TmVecWFrOOTnoTWdBa6e9eDEf9Ky45vjdveNns+HLW+dfc2LVyHmlUKNwDi/LhWe+Pk8/7l3/xke3Oz8HKgS+CxACAEjDhEUBQAdPL+ruz1PvyHj0QfYr1/g9WV2725ztL2FzhGGV42DBnTZkFSxSVKSwKiUhsCphlgLGQJ4DxkHFZSoBACJRea4WawdCWUSmlDCLOs8ud7p25LnhdNldZyYAgEu0460ezocvD69OV11TqVRSm2oxDn2Llm0zqThJKprWiqkWalSuZ539r3y+9dbDP3DjR09uYCTe7qxrTnRaCoH6t4/F268J7xr95J8BAMDtv1G98fXO9McP/8X1jhUzgT/f+K+01iphhpm1bpxBhS3vHyWxhZDkAr3SXk0it83IOjc2JdUwT2ulbyZlRSGUDTfZ1nKLlkFhHEfONSdaZOZrvammVAjKKDdUpU5KbRI7W064525g5Fm0RFBMIm/kbhTE95zwk0XfUWpHz+pZT0rUvvdc721u7p2OZ31PLSxahYU2MJNBe7n1+iP22lvSGIIH/5zUx4ZW/svie3+vPrrbvn7fPt/t2yEA4Nmy//r+8e7OpbU/Ebk6vxi+mA0NWqmkpqQZWaWvFmml7vvLpNCPQ/92Z/7b2fBtWplqcas7HVnGKjODwthvLww9ZwzPYndgRfv+0nNizlGQGzlTBnbkWXGUWjXHBi3HoT9yN+vUVjAzlSrITYOWeUVnz3eH6gtze94Lrem0Twjf81dZpbpm4r10Ut78a3j1iPzrH09+e2v41/4w/94/YNfvmp2rO6OLh+OddanteOuTVff9dz/U9+dsaZ89Pno6H0QVvd2ZYyyEgB+Pd75x/QljGEKZFLpOagjltdYCAJCWGobC1atZ7OqkLhhBUP4Xtx4zRv7O3peaol+Mt647EcX8ureuOPnGcNLzNkLC57PhNDPfGl38D0+u/+ObzwAAaU3/5aOX/ms30rcX2mjpng89WnOBolwftVZFqfpvHReHv08vP4J/9mn4Ysub/LPs9/5L/urL104eHP/27q3hVVlRIdCWN3P7K2UrZDMLACAEbpnxy5g1DVpVE4Uwx0ijxApzkws4cAKKmWdkq9T6/uhL5EUldc3IVnvRsaNef54lRvfgUjCidQKosBsKBwC81K6BrQEAgKq9RB5JqkrDBAgDwCUxhPGmgnAtjvSDKSB+7bQF1SVWIS9RlQuq0/EL8cEVHlbaw58B9AvxcGW8p9bbr5D5OVrNgRCgKEFcywrAtjL7tzd6X/85XxrJZQ/Tenk+xIRDaPzxp995czCuOS5qpWUm08iz1aLthM9mwy03WCT2TmsVpOY8tSeZkVRqKzMdPaOYl4xEFf2jp9ff6a7PV520VtpGUjLl4dVuIdAr7YWQcJXa11pLS880tfrVk1vXO/Ns3HVeOvOOLq+X9Pxqq2dHJ+u2RthrR8/o3SLbuqc9+Yvif1xDzI1v/fPsjb9B7/TeeP3T3378Kpfw0EowFNe2LrtH59jJokd7VUV//uLGy/1xmJt9N/BrMo58AMChHRtKhZGkmAWp9WDdueltBIAE8Z9NB+/15x2tAAAcOIFnxYaerzb+Z6vuu6NLBTNdYePYPWrPb7QXlNRJoZtKBQDoWlFR030rPk9sLlBV6HDR1k5T69ZF++ByPOuXnHgo3/HWrh0DAJRXcNa/pX/yP63+Pyp5+OOv9PvzYe8H+Rvf07/yxWvxx//2B+97amHT0rSTzmtPoCKCp7tXq27HiouK/mY6cml1uzM/ai0nkTtwAs8NScSPkLD07Jv7L85XXYr5dnvh2LEZupvM4hxFsWXoua0WlLBOe13kWpIZXKKg+nK0O92074wuNLWsOXm27A+siAns2nGvu0wSM0jsz06vOe3Av/fC3Z5/9uyG7wW6VqxS+861c/jaSFJD+/mfLB8eBIFr/nbHGf2ouP2e+ZXPnGnHX+d73up03fnaa59Yty6gItbPd6LMiGtFQSIutKvI2/XWb26fXy26g9ZqFrtSwrRWZpl5tzfNK7rIrElmDI2spWcKYZPU3rJDQ88ZIx+NdyCU22Z8x98ICR0tt/X80XTYN5O80FS1bBtpx0wQEv/VncdxrheM5Ez5xmh8NRm647l+MPO3p+/GlhCIKvUmdu68/rm8dQ0gQj769aMffU0IZAxX+s6Py4PXtFsP9IdFVdGakZIp225s3riCBBz/6hXGcVrohlompWrR0lSqlhdAKLNcv37vcRkbZm8NicBqhbTqS/BcgYBiYGhfilsQBlSVqJJaTxIqyY5EWAoOAOBU/0/la19C6EKgLAKCoySCizkAAA5LeHEOLAMkmYyZiJXqD76F/3oLPHtQ/JhXoW5sqbA74O5I+c2vLv701dOrLVMthEQHhyet15913370f/u//m/+5u2HdU0glDUjaaE/WvbeGl5JCRXMN7mRltpeZy4lmod+UKk4djVcn666XTMGANzy1xSzrKZKTbt2WDGFpOaytLlAGPOj1oJgPoudhm8TAJ4FLV/LTS2nSl2UdGhHFSfPH12/48Xq7ooahUrqaeRRzNtG2jm84NdfwvEEfvzo6vG7ZaUeVE+03qfV/kvm3i+OFuf/+tPXLaW+1loqSq1ur0RKz54ftFqb7979XAikp0VeaBiJpKIjK8qZwgQeuCsp4ePFoKcVUoKT2Pr69ub9rSuMxC09LWoKoZQSCoHzmt50NxUjQkJXzZ+G/Rtd4ei5lHAS+iYtw8x8HvqNiue6uyGYTwLvs9nwa1Bea4XqcH14dMyfIlMtVokDoXz1D35Y3fy6sjoWv5omwT2iKPUP77/yDx89UfZPqqN76ucf3u5NdK34+PzAaIWoI9iV+ucfvfXW3nHNyDxx3uxPwkLnAtl6PrAjx46b7jcqdE2pKamHThDkZlGqlhPrZfH5bKQrVVKqLYF1WjlmIji6WPZKRsJS3bViISHj+NXdE9NK08QEALy6e8I5fjYbCYEERwCATWb27ejqbNvZH2s7i3e/8pvTx0c1I9d3zp27p9Xe95XZs+ino/W8IyWcnuyYn32E9jfszmudp18cFOo68F7aunAPxqiH2QttPu9+Mh8oSHTNBEIwsCLbSIWEzeEZOkFSahXHIzPmAkkJ9/3lvg/WqYWANNXiqLV4sBj0/bWUUMO84DiqtLaeqaT2rDjL9V1v83TVHQlsc+LbUZobjGMCeFFTVyuGNFRJrSj1bz94613/h8bh1J92qoqWhbq3c2m+PCn2/g69eFA8bQeJrSvV5z9+5zXjx3DrJr99d3jneXC65bfXeWbofgTu7vEPJzf+5i+AgIBKaKK7GgWUAlWTmi6JAkAotZaBsCRec54FwqKZun/HeP8Vft7gahJhyCqURQAAmKUwSwFCXypbAABxDRDgG0XktAotiHm+8upClcLlwu/fe07C4+iTvT/8wbe/vv+iP5p2/mBaqw6+fBr+YHD69BqllT7p7m/9Fuy8xO+85H8yj2PrctXZ687da1ewq9ZfqP/Znc+Xm9Y8dvp2uExtndQEyk9nwzeHlxgJWy0J5lFmPll1j/zVgRNElfY89G/6a4K4QwuDll1vUzNyMh9ICYPcwEj8vb2ZBBAAYBkZAIBJVAm0bSUqqY/aC0pqKdHnF/sU85aenmzaB/4qOBsOrq38154jzNmTo01mXj96ob2RFv6Wdv/ny1/fyHI9zEzvqr/97GH9zveUt3vO6ebN/mQcu93OqvvyM2jD6txxnejF5c6tg+O6Vh6Od8KKvtofH7UXCmYGJ+dBixCWFTqX8FFofWcr/t7hc00tVqFX1oqmVCVT8lp5tOq+2h/3vE1RqnmlQglNtfja1iUA4IOTo6/sHQ+c4OF8yAVqJLMYioEXIMRdNVcQv1h2vRc7g/4D/5UXL9F6fLp9bXRJ1QodesLsaL/+s4uPXposuwQA8NXrj89+8dq10W/K975HXneuB/ef/OaV73/jZ9adS0CVauW+c+05Y1hTq4POrCjVvl394Hz/O7unbTcoSnW87uhK1bHiIDMcPZ/Fzq6/cp1ouegUNR2ZMeN4rzufbNq+kSSZoXFs0HJT6AMz0ZUqKnSDloael4UqJTS03LKTPNO5gHFqJpkxi92Ru5nHTpAbh2tHOSytoyt33INItrZm4OVrEmH87BGr9oLEto20ZqSYtswnnxSv/5727nl3c5U/1lS1VLYSIEh4vJWWWkcrOnrmG0laagTz+1e7PSMZtFZ/+fzmN/df6AIxiXSlJohzjCwjg1BiJP74+dHfuf7MNtPbct4woL5aYCT6dhgXetsJFYX9+vzgXm9ypzeJCkNTqqfTUVSp7xw8v1p1W2acVapvRz94duv1wXiVmXVokb1i8J0Hwa8PzO058TJ+9w69eACLXPHjd//LPwM6ApYBorq0h5IaEJz3/8mC97aAYNx5KXe30d4a1dmXpxphidVmAof8dwholX8pTWVpQ4/BJAYAAM5AVYG4kBkABIhAlQyXGxspjJfK4mRb0wtM0PHpvbymB8Or1cZPS82g5Wfz4Zuji5+dH7x/7VmQ2L4dIShXkauSun1wRe4R69bF340/3Kx83Yv5ziFKl+LDyXryyjj0d9sLRa2iX+/aB/fLg9esd/+0u7EVwnZeeUJuCpBUm+dHeaEZWl6HXlaptcBtNXnFvkwL7eeXe1/bPuMC6Ur1F2cHB1b6dNN+Y3jZCNgUzJap/XDjf2vnrPngGIm8piphWa2UnCiI96xYUVhdk7Ci21bsaPkmMylmQ39d10rPjA1aMoFf3jrHSDBG2Nwgt4G5WgSfvnK0ddm6e1zf+QqJ5/Wn9fRqdBG0LVpWpZp91NL2nla7t5xX/+IgsK1F3tm/IodSzsDixW5Zqr6RjCcDAMCutzbUUlOLf/Xw7t+98yDLdV/LG3x3ZMXbVmRreVaqmlq0nPBy2TvftC1aEcTbapGWmq4Vi9i11AIjEeWGgnmYmV+99qyqlU1mNdhZ10gcPeMCIcSLUn287rw2GBtafnq53cue4kNITgvLSsez/tv/6N9XN75NVmf8Gf/Bw3s3Wkuyfe28TIwvnh+NHvr04Fl5/Q3t9M/Yh9g6uoK7HfFkffX42gcnRwMjbZsJguIy9Pf81ddGV+PITwrdVAuMxDRxtpxAU2qK2WFvSjBPUuvFqoehMJVKIexy1b2+c56mxoOrnYPWytbzG2qxiF1NqQbt1fPxqMECj3rTvNRoXAuBkpqWTHmw7L1/9ERRaoQE43j8bP/oxgTdGeygT/67//Yf/1d//2Gx9331xW+DH20vxv1PZ8NXetPt0fgnP/nat9UfKTvH5eFr2uCH/qzd//oDsN3j9zdpaK8yq7kIskq9e/cLKdBecZnG1sl0+P3bD9aBN4tdX8unib3n16ZaxKn5ZNV7eXj1vb1zKeHz6ahjxaeL/tFgLAA87M4mm7alFppWQCTfO3he1YpKq6PbzzjDBy89o04iOT4cfggEQKaQDFw3fwUsHRACGJPuMH/5e8Y3TlFgVO1dbg+Nn/2L+vbrYv8lLnhTzCVWcTxBecD/t9/JiUpWJ/XoNRSPtRe/kkSBVfklulYWXzbxRcXHECIBkCwuu0hh6bylqFUW2Fxonzx7++bw8ng2vD66ihOz5mR7NMa0jjceQvzRxZ6tFrvDSRzZGItBZwGRZLXypyfXvjUaZ5WKAPh3x0ff3jl/MR/07WgZejqtsoqaasEyDbAc3hnaV3NMa/P9tHQH6oNfxJe9nzy9fbszp0qdxpaiMPPD52iwX7/yFfeL++OrkXYnAqpV/NasSprl+iT2dry1rhVGXrp2zDlWCb7lrUumHAwmjOHv7J42kT4QyoqTUmAh0Dwz3+5PpYTPJlsUc4o5QVyn1Y8nBz2ttglzteJkOhx461f6EwQFE1gAOPCC/miKsECYP/ri1rW983DjQiifnO1bfugdXCh36TubD7OVi94a1bqnffzDq4dHVPmyLk5XbdsNtQ+fwu8Pxet3zM8i3UmMd0JAlPWnuwgJRWGryI1L7Sx2VMy/dfMLTPg/fP1jhMTT8fbDwNsfjNv+5urU33I3lFZBaOLYJpj7RqIplGIW5ObzyDmU0FSLUWs53bRrjgAAbTPpdjeco6t1+3nkIQDaaoGRAAD8arxzw90YtNoyk5rjBhiq1rZ+mJhfi8DPoGZm8uUjoRj0ox9OPr33+1/5leQIVj+6DpNYnq+L0w5txeJvvSVUW5k8AwihJ88WP74xn/Sv1m0EZc8JK6bMY8fTs0a0Uwt0s71YppavZ5pSB5nRMhOMxDJxDFr+5Gr7K7151wk5R4Swrf0LKWGycePYEgIDAKqa2GaqaiVnmDGS5bqUUFHqKDNv3X5S5xpnOM+MslIwEnmhLWJHSPitv/kD5es27wxhldf96zie4R98+OBPvnkVtDAUllpSwmwj9dub3vcel+9+B0BCwqlEmDx7sP7327/65NWBExDMdw9P3ZdP4K4nvRaMArDY5I/aLz65yxgWElKFQSjOV11TqVp2zBh2nci007omlh9p7YA4mSgV7OZQEdBGgGDguiDPACHStAFVhWH9lWoNAAAQbkq3oHrTkDcFnNt90HlVCqb98/9T/d1vM29fvfwEFikQAi2mACHAGCgqdkL/2X/39//Xf3zCWofGT/6weuU9+uMf/vq//97u1lUUOgiJi0UfQyEALBnpWpFjJWVFV5G7v3UVBG7NiEprlZZhYjftt6Hn3cG89cpzNFKAaYK6kldJ8mS7zrRo5SWp9XQ+eHXvhDEcp6ah53mhqbTiHDdohaZUDe+blppGq2bqsax09MYX+L2+cFqSKMzfUZ/9Ovs39fjpwWcX+wf+cmfnKty4thNb3Y31zU3x5l/D6RKvpwAh8OHz85+8/uhir2WkXX9TVoptJ3Y7CGbt3x5frzjeskNVqV0zSTIjKgxby20jzQvtImj5elZz0nTUKqmbya7thATzeeADAHSlaqbu5uvxurPtBl1vY9mJf+1SfbWQ3T6sSnA1yx704mnn+Gy3ZMqotTz4yufk675wfEm1un2gPfkg/Z9FPG/FkU0In67a08TxtfyNNz92vhcXr3yLhGNYpFAI9Pmj9YdHD7+4ZaqFppZny55GmG8k23sXghFMa4T5/ft3VKXe3brKMyOIbFPPi1I937QXhd7V8huD8WDvCkKZbpwgcPNCM/XccuIksmumzEIPI7HVXkAoLxZ9LuCqMGyl6tuhrhVBYk8Tx1JKjGTHihoCPsv1e3/9Z/Cbh41cmvk76pNfsV+EvKTa9Q0Ydokkimx1oOPp/oWYc+VXP6/e+2Y9OKDnj4tn/snJ/jKxBYCeljGObSNFUFwELQDAcWJ8fTjFSKiY1ZzEpVZx7EtYMoVippL6nf7MUouqJmFuDvwVUpje2zg3LuqNffHZzapWiprKBJaBn9d01FrWnPQ6y97NU2IUUkAWm9G4W9ckzY2iVqSEEIJFZsYXfe+jc/wOqUeHZHNJPvpo/fkR43i3vSgrGhVGyRTHTDjD6cc9U/sZu/kyczr08mn9BTl+fs3Ts+3tsXdwRe8Wsr3FOkMyv6yO7inWqU4u7t7+CTCo3JQyR2iA71AFEPKlOrVhvxGT1BHakBMKAGCNtwR/mUGI6uxLUWrTsf9u9oZCwKqEmyUQQgx30ItngGC5KqEGFAHA9s+q/dv8vTdxMKM//aEsgMgVAMDq0X608ubrtm9HjON/8rf+HT0WAOHqlffob3+WP+tJCR88P0prWnE8tCPPTKlSZblOCJcS1rVScRwErqHnYWyXlZIWWlapzVXY35q23n0u97ckIUAIAEzgt+1rqTy+jH/wxvN5/0ZvWpQ0zsysUitOfni5/bevPzvfdK51p5osL9eda2bqu1E0M5rJNiv0ZehRWvXML8BXXebuKbNn4jezxcnLx7PhwIr6vQUirD1YOAdjyZG8yjXx78vXvg5aA+XJp8GjPSHw67ceR4HjdtbutStRKum0DQA4bM8b94RtpnmhbTLTMzIIJOPY9wJDz6uaPpoO+6bAUOhKRWnVHPtGI+uaSVVRAMAmN7tOyBje89cYiv7Bpf36FdjqC6sHEJaaARzf6C+0Z48Yw49PrhWlGp6MOsOn4HWfm2315LfgweX66rU0NT44PXy1P1ZJHdfKwIqCaZd+kGnar8pr9zAA+P7Hi1/cDFe+a6Q1I5erDsXc1vJub1EXqrc7UbfWsiD7aw8Tttl4DXXlu+EqckdOcGt06fqhsz3Deplc9jDhmlpGqTXZtA/NzHGjOLJVUiMoH4+37+6eHm5fLFctjGTfWzNGktxIStVUKgWLcWL7RlKUapQbW91FMW2ZL57Vr73DdU979Av5eEb6ktzYEUYfCA6D//0uVmvt9hq0fbDYyBiIXMF+xddqfDy6Ot2hSl1WqhBQpZVu5GlqpLlRMbJIra6ZqKT+eLq1Z4dRpfla7unpLHYxEkN3g5CsahIVxqi1REikmbF7eOocXeJeLVNZjlvzJ/tB4LpONF70DvfPEGGtey+Qz+tLM5904rW7WbceTLa6Rtp3A5WWJ7MBJXyrvRACHbz5gLRiAMDVL155cbnTMmNFqXWtgFDWtdLbmWC1Uuwsvuq1338BSiErAPsGqGpAsBhuV3uvAFaS/+GH4u+/Q48fFDffVk8+g+GmvPcuZBWqckmo/I8kLs3UDQAAQnz5ny8NZCVgDLIaVBUoC5CUoJYiRSLVWKJjo2CJ3ohb6lw9P99RCLv13sfKMAQIVBfe9ItDzonT2uhebL4xq57a9CAEAIgYlZed8LJ3frW1TGyMhKPlw86iu39l3JoAAcrL1kc/fne7N8tyPUjsRWrlTLnRmam0ykstK1VHzy6ClqflHTcwzezp+W4tsKlUqlJ7Vrz32iPt+gZ0fbAJqqd2neiSY+vuFRh4gBDxbB0/2r083i1KdRJ7FccnsfW1rUuV1KpammYWRc6Dyda11rLfXk6X3TDXn0fed4+eSAmfzUavXHu+9e7nyOV8qSanww8/eq1tJlyiUX/GarLa+Pe+9SG9kYGUSQZkiaAqyvN2vnLv37/zxjsfmS9NgI5ALtJHg3/1H37vta2L8ca/sX3x6GKvieVJC83SM8eJIZRRZDNGGMfjyI8qeqc3MfT8t2fXjtqLn1zsvuRv9rszQ89nqw4AQFMqKaGU0HPD9s7UfvMK9LsgDNkzzDJNMqRdW8KhAwAQx0n0aO/Dj197/c7DxbR36699AFVeTbzxg+t5oU027Z9Ne9/bvcBIPF93XhldSIk8L+gcXqijtShJdt6fnWw/uto56CwQ4perzrIwXts+87xwvfZ3rp8YWwsyLIGUxdN2eDH47MmNg/7UduIsNTFm2195gDulSFFx3n3wm1cpZlmlrjJzy91klaorlWVk43VHU6qm+Tf13LTSulLWgScBjAtdU6qipo0k4emq+/r2mUJYkhlCosMbz73XjmWNIJQASXhjAPJMnsXluAX/m2v/9Lv7x4PhzOyujcMp1EDxvB1fdc/Od0XjJ/U3aWY4TlxXNIqt56teW88aC6ql5YpSryI3rdT97gwhMV23XwStPSdc5YZDi0aco9IqzswwNyhm13bP+/eekzsIKFS8CHioP/vF67s3j/WtBT4iAAD2CCweHP726S0F8abXXQT+znCiGrmzPasiC2FO/RhbOVS5rBHqIWBoQDcAY4AQaVgAgKY/l0SRVIdVDgAQugd5KbHKrS40dwAAID7B4RVklSQUJxuUhEAIqelocgmiXFw/RCfHwNBAmAEI+ZLIGkuGeaZVoYUUtroYaEYxm/YqpuQVvYpdX8u3/PUs9NpmfBm2umZcc7zTnyIsVqtWXtOipqPWUlXL3uGF8V4MVE2er5NH25txD0K589c/Ab4BCBHHyerT68fHB78cb31r95QL9GzVqwU6SfT/1cufR4n1y6vdv/XKJ2fjUaOEAwB8sujfay+nib3rbuJS00ltqkXFSVxoI3/jONF67V8ELQzlre2L3v6ldfcKmIRf4NWDw8W88+HF/jcOn3KOB3tX7uunwFXFJZv8+s7leNQ01YvUbukpF8hUC8vIksxYJratFR03yAstr9RmZHDcqMg1KWFeaHWthJnZ+CNqgTVcD7wgSM22E7baG2//Sn29AkKApKyOnWTcVe1UsTN6twC+D65m0UfbVar/q1++9/WD54aeY8IhEllifnx+sGWHjp4pSg0AOJkPHgbeN7Yuk1KjmPW8TV5oQkKVVoyRKDdadmTo+cVsYGm5ZWRZrutasf/6Q/VGCCjhZyh8trOedQAACMm6Jt3RzL11hreBXLDseJBtnDS0q4peLHuHo8sktdaxvc6NtpG6RioaI+m68/LWeZDYnhVDKIPEvrZ3vph3MWa6VqwDD0FJaQWhrCo6GM4W867jRL2bp9r1DWi7IE7qF2p62ZtfDg+/+RHeh8C2wXS5+vn1ZOMUhfajFzc8Wm3ZISXs51fbL/mb3fZCIWy2aZWMbArdUcub2+dSwtPpqPH45TW9DL1JbnxleKVg1vICKeHVovdk3fnu7QeLdfulNz9Texu8LfgYpqeDZw9uEczhb771/VVqN/X87Zc/d/amSGEs0cOLwWrZMo0sSc156O/1p0VJi1JFUE4ir2dFjpUAALJc19TScmJCeFXSz46PdFL33SAr1bJWZqm95QSOkU42rZPIu+mvLmL32/c+67x0TN7zpGGiKBBeW2gmefEFMC2QZ/xphdsVsFWAIDAtSVUouDAsadiCaqgqAABf2ksAgIILqgvVBohAVsI6+1/UqU09ZzUsUpilgKowWINVKG7fAoKjizO5KYEAbGlKjnlOk1mb6iVSGCJM350DAMIv9jez7njZiQr9+vAqzQxC+DTwBl4Q57pBy9N1p5FgMoEBAL6ROHYsJZqu2h03IIRTtaxK9Ww2gFBiKGwtb7U2m4032hr7t0/JTSTbXQAArEqJsHA8FAXit4v1g2ufPb6VM2XXXzl2jAkvC7WqlSQ3Hiz621a8KvRbnVnNySq1LFp6ZtLQvZ6eDdpLCGVZqqvIZRwLAC21sI1UUdhs3cJI7O9eOLtTrJXl0nvx4Kah51muAwBqTjRaUaXSjXz05heiVFiq5SsvWLSDyG5U0i07Kkq1ZMokdjEUFHNXyylhFSOmWpxv2m/degQAOD7fNWhJCIdQTINWWGoK4hep9XJnzgQeJ/a+uzk6OHW2Z9qdjdzZkVSFjEmEoBCgKsHjq/jRTjDtSgGrilp2kibmKvQ8K6a0ulr0HD1TafVsNrJoaas5AECl9emqe9CZqbSarDpSQtdIuUCz2KWYG7R0zYQq9WTV2e7NuntjfWeO9Loct375g69vd+ZVrZQVNfW8ZsrD6ehbL3/Wvn0CFSZrEp8Nnj25vslMAMBBb4qQ+OTsYJIbr3bmEMqg0DtmwgVq3Jnnob/rbrrepqoVqtSfnh+8e/uh4JgznGbG1brds6NOZzWbdyGU69R6641P3a+ei4NrgCiwyGBVCsMCAKDHz9MHw8Xp1v2zA1ct0poygYZOmJQaAnKdG7v+Ki01Uy0aL1yDI1acGLRcp7aQsGNFzdDKBVqn1o3d8/myM4+dy9R6Z/tsOJq418ZYL9OL3vOHN20zPZkNdKUmlFabla4rFcVsfLF1fHzQa638wVKzU7ukF5MhwZwLaPtBPe9cBK1td7PbXkiJIJRPx9t9O1TV0m6Fs/NRzcj73/h5nWmKmWO9AgAobgI1hmxxR1cAwYBSAADABAC1Hh2gZAM2m+Kr/zVEGipSiRD3+vB6zqne8N5NxgNkVcOHwyr/0lXSDOeLKcAE1BUgBFQVKCoxhwAAUSo81ViqAyjLyJISfnL/rZdvPqWGD4DPfsKDZUtRbIRFlhqqWgqBrxbdRia4CPxhe7lNhBSQFTSKraAwTKX64ORIQeJuf2yqZZzrjpEyRoZOGOV649UxaGkaGQDgbDbY7swhlElqGAI+m2x5euYYKYRSIaws1EXsyEs4mw52r17Y987gbkdaDqhK/OIpP4fTj2/9q4/ffK07exK0Rk5Q18oq8LutVc1ImOsUiReRe9tf61phQgkAsI3086vde6OLQ3OiGzlVq6urIcG8+XFcoJrjmilFqbad0HZiAMCLj+5CKOPMbF4XRanD1KKYAQA+PD382vXH60f7Z6d7146OscI4RzUnjSZdISxMLZXUd7fOq5pGmUEwp6R2rXgTOz0rrmslScwGyj5ZdvdaS12pdKUimAMAVpm57W7umrGuFU9eXDv9+I2/Hf/YDs/QUY+3upDVcDWvPxX5dO/06bX+YN4Y4a4ZeVFqF6EvJGw7Yc1JgwUgIDEU9+fDd/dfaFqxw5GU6HLZG/qrolQVpealmjPlk1Xr1dYGQWlqxU5/qqhVler1053pxajV3thajrFw9JjVhCisruiWHU4nfQDA/+sX7/3T3/uB4LjlhFLCPz7Z2/LXVU0wki/5K0fPJpGnkxojUdRUSDjsLEy1yCv1dDY4jrx73dnL22eKwjiUSWJKiXp25DqREMgysjgzV4WxnnTlz6C7eQGP2tIwJcIoWMvjTfDg4Mcfvt2z4nWprUvtVnthGyljhOeGZ8YarVRamXqOMU9Ss7HAPFn1msUNd3qTrFKnkbfTXtS1IiX0jIzVimMmTah/lBtObGlrJ116x+e7O8PJYtleF4bOavivX/vHL22fXy26qlIjKPOKvghab26fFxUd9OarVWu0c2X1NvGk4x1ciZrQbiAZBgDgEQMaBRUDhtaUdGm7wut8SYM1BrIGWlMMSVQgWMN7/y+W76bIU61xhpLxadOlw6oEmwBUHCAASsk3FAAga8ISvYqNMjI5I2YnOHt8ZJnJeNFTSd32N6uN3+8tfvXkds7Ia1sXCqlfzIYWLdtO2GptPnl682gw3sQORmIeOx0r9u1oHblN+BRC4tFke99fEsxXiXO4ffHrZze3nODJqgsAsJRaQfx6f2LoeRg508hTCet767zQlomdM6VtpPPUPurMEJLTwPOMrO1t4sTS1PKHz2++s3WeVWpe044VnW/ah71pgyo3GMfWwYVi5qImp4+uW2aSpFZWqhSzKDfSmppKBaHsuEGW60Fubgr9/sb51miaVPTl/WNC6zw1gtgpasWg5Wg4TWJrvmkZtFTVchM7mlLZZholVlQYPXdjmen9s2s73opxXDIFQmmqxc8v9m3C2lo+cAJNLRthnK4VmlYs1u22t8GEVyVNM4PSahl6LTuCUDYxE46eP1933t5/UVaUMaJrxYOrXSHhKzunjOOyVIPctNVc14qs0CtGwkIfOoGuFZNNG0PRcQNdK5x2YI0WvFTica+uSV3SRxd7e515khtBZmy1ViqtHl7utvSMEiYkrBlRldrSM4RE05Y299QXVzsQytujS9cPF/NuVROC+Txy57nZ1nKTlgrmQsK40DTCdvpTAECDKV6uurvdmaqVSWLOghaEcqu9MKz07HK78arqSpVVqqkWjOPT0G9r+W5nLiVMcgNBeRn4d3fOCGFB6FacZJXq6ekXi8Ghv2o5Yc3I0+korOl1fwUAWKTWvd2zoqRUqWtGFMKKUts5PIWYl5GJFF5l2pPTg1FrOV538loBAGx5aynhJrP63jrOzLTUuk5YVLTXWaap0bzSNcdSQiZwy4wJYQ2I/pt5793BZJlaO96aCaySmtKqufchlM1t8vBy9/boMsmMMDdh8X+2pYDYKgEA0JDAVoEQQFOBqjWpqcKwJNX/6nhLQpvD3Hyzmcb/45gHKDgqUtD4wKsSRYE0TFjkoCxAVYGslLGUNWKBJRkidp6cDqOl3zm4mj3bLUuVC1SUqmMlSWpmlTqO3Vd3T+abFiXMsyOMOed4FXqmVnxwvv/Na89qplQ1sYysMQYYqwAAKhtJREFUqunj2fDAX1pGpigsTswoNzASg/aqrsknF/t3h1eeF+SZ/ni83bejRjpJlerpdKulpyqp01IDAOz0p5jwxbLdZG+cpfo9P+hZcb+9LEv1l6eHOmH73poLxDjWaIWhCHKz7wZRZkAoFcwhkJaRcYF0rUBICIEeX+62zQRDIQHs+OuyVH96fN1XSwXxHW89i10E5X539uuzay8ProqaNpjQJPKeR+6b/Ulaqo6ea0pFCMsLLa8pAGCrO48Tq2aECfxw2bvdXgzay6tF70XQutudAgA+nGzfcDd7vdl03ZYSDtvLvNCC1GrZMedoHPo7rRXn6HzTttWyZMTTM9+O4tSsODkP/bvDS4J5khmGnhPMP7vYP2rPVbVUaT1edho7FkE8q9SOG2xi59Gq+97+CyEQAMBx4iw17l/tXmstbDP908cvfXv/+LPJtoLEgb9yzORq1TFoVXHSczeMEU0tq5oWFe22VgiLMHSXscMFWubGUWvBJVJJzTg+2XRu9SeuGwqOqFqt1/6T2ahnxpPY2fPXFSMlUwbe2nUjznATPfbkcjcq1RvdGYRyGnqWWjbxPA0CPQ9810gnoV9x3LPiaezopN5qrS7XncPBuGYkSq2yVhASmlJrtEKIz0MfQ6EqtaZUi9jd7c6khITwvFCfzwe+lnOJXD2lCjtZdg2l7rtBWSl5TRu+0zNT00ij2PbcUNXKH95/5a294yeT7Yrjw/Z8Gnm1wNf7Y8bxk9lo11tTUitKzTlZRC6EsqlATUQYF4gq7Ol8cNieN6fvF5d7t/21q6dJoT/ZtD1aHrRWCIqk0NtOqGulqufBxvv4cs/Xiq4ZYySyUu37ay7QMvSI+FtvSYTF/+9hbiixL6s3qxqADVYFrHJYlbDIYZYCSsFqDYSQsQACAAL4WgM1kQJtzgaE1lWmK7o4f/HyzsH5n3zwzRutpW9Hp4v+td70ctUdtZaeFxa5djnvH2xffvLBm6vM9PVsmjgOLaaRZ9AqLtWXhpdlRYWE69SkpCaE/eWLG9+59qys6C1/pShsHTu6Un1wcrTvBgriFSdlRePMbJJbXCeKEytIraP24nTVvWOkml6omJW14uiZEDBOzaeh811/KQT6N+db3x3Nq4qKEmpq+VJ3JiXcdYiU8GTTVjDrdZdfvfZsEzsAAMZxwQjB3HNjLhFCXFMqqjBDz399fPQSGS9id9RaamrJOX5p9xQimSRmU4gorb528LwsVUJ4nOvL3Ni2ozC1hmYsJdRp2cDdrpZ/01sTwhTMp7E7cjauE9l2cjkd1Iw0RNFZ6A/M5PXBlaqWda0UtdJSi0YPdq+9MGjJOCaYp6Uap+ajxWBd0fftmHEcVWrT5Ouk7tgRQnwVuY/G2wftxV+c739392watA5Hl3mh5YXGBFYQb7yYqp4PWqvLZc/T06TUKk4aE+obw8sGse+1VlLCP3xw9/2tCYKSEPa3737OGNlxwnVuJKWm0zKqtOY2yQsNANA4+aWEXCDPiiEUFLO2H+4iEafmJjXbZqKrhafmCHHTjYlWskJVIruJfj1sL/7t8bX3+vNa4LzUirmqa4VtJ3WtECQ0wkwjEwLNMmu7vQQAfHq123M3RanqtNK1winzs6CVVWrbSC21MPT8oDeNEqtkyoeT0bujq4qRjr+uKno673eseJE4QaH37WjUWupGrmrFydkexWzb3fyrF9dalH9lwCwjaxvpDy633yd1zQmEcpaZN9tzIWAU25paSgkZI2/tHcepObSDVWpBKD09W6XWbNMqGGls6RVT8kpVMFMw05UKI7FOrZaZWHo+Xbc9nLy6dxLFVpQbHTd4czA+27QwFJPUjhkemgwAQBW2407DyCGYE4WsItdTi64ZO2ayCHwuUZrrCMqo0mD1k1uNLfTLXIc0AQCAuGiYLaiI6spjmaZYeTZrQSRX4z7G7MnF7mt3vsgTc7roqqTeZNZV7Ly1d/yTFzd6erbtbp6sem/tHS8Cv+2ECAlVK6WAWa4vQy8s9ZGz6bTXnGFMuKLUnz674Wr5J/PBtw+fYiSWoVcyRUg48NaryNVoZWr5p1e7EModO2QCD/yVQhhCEmMWRg7GHEIJAGiyz4bupmKKrhYE81XkAgBKplQc22rRcQOERM0IAAAj8WI2bBlpUmptMyaEP5/3daWmmNccuXqu0xJjXlY0zM0mUqHTXaaxNV70COZcIC7QVncuJcpyPS20z+aDkZm+tH1O1TIIvJNld8vdjCOfcfTK/nFdK5vY6fqbvFA5x5aZ3T/fG9iRgtk6tVTCAADjxNmyQyHQsL1chl4TD9Eo/8pCnW1aPW/jt9fn5ztpqTWqu6Awmuf6dDo67M4VUs82rbDUbo0uo8QKchMAYNBSwbzmOC1VUy1dM2GMHC97TKKUkaGRHPSnAIBPz/f7ZjJorQAANSNSooaAiAtdSrjMzYEVJaV6feuyqug88Anmx5v23f5Y14qiVDW1tJ04jmyEBFWrPNNXkeuayf3xzjtHT7JcP13045oetpaeHZUVzUstr+hOf5qkVlpov50ND51QJSwu1b4dZZXa99a6VqSZ8fHlXlAr7+8fCwEVpfa8cLPxXC88Pt811aJRVV2t22ex29aKm/0xQoJgvgy9mhFHzzaZtT8Ya3qRJuYnZwd3ty44J0FqWmqBkLDM7Gw2cLSsZMoqM0dOoGuFQtgy9Bq9M8HcNLKaEc5JUVEFs3Vqu3rKBL4/H7yze2LbCauVKLa4QGmp1QLvdOaGmd0/PnS1PCnV55E30PNtd2PpWVbozYOwtaIRR0kJCeK97rLphrKKFpx0jcSgpa4VppFluX616qiEDVqrReALCR09YxzPYrdvh46VRInFBMZQlEwx1SIu9LPQ1wnTMFMJ4wLe2jtjtcI5mq7bGIm41HwjbfriTWJBKDe5sddakr//+9/9f/6Dv1yOR2WllpXi2rGi1E0D1umu4tBWtfKHX9x9d/+F40bTaZ/Sqq7Ng/40T8yPn1/fby0fzEZBRW/566JUv3HtGYSyqumtzuz5dNSzolXkPlp13907VggbrzthqXX0tAHeOcfNO9S1Ykrq799+iBCXEg7aKwgF5xgh2QbhNGhJCUdW3ISLjCOPczILWru92XLdMvRcIexsPjgYTIpSbZuJrhVFTJtQl4aDNWh5GbYsLa9qOgu9ZjiMYyutqc0LAICQsKpJxsm80MOafHU4tvTsyWy0560kgATxTntteVFdqD94fOed3ZNGxYCxKEo1SOwPxlu7ZnroBrpSKbSCSCik3vHWFScOLTpucDnvx6VWcEIQ77TWnJN16Fq0glD+drL9le2zmpHjded2b5IUesqUmhH1dwF4ZaluYkenZWMVZ7UyGMzCwD1eDDRcRxXViQah3PHWca63narrbdoCUVq5dkwwXyZOk3W1KXSd1CVTLledvhP2rPhfHu/umbVHlapWEBIHrVUzdiIkzpa9vc58vfYtM21o41qgIDf2OvOz2bAZOAEAe+7mdN3ZdjdfLAY7TrhPKy7QeN1hHF0bTjwrxkh8/c59BOXFbICRGFmRkFAI5DgxSgQlNQDANNK00F7uzH0rBgCQxP7J5c7LrXVV0ZP54Prw6tBfAQAwZgjBILEVwopSTSZD30oUUqeZUXOiYNFkqzJGPp1uvXfwXMF8mVqukbataLFpeXVs2sntwURKGGXGNHFe8dcQyrJSeu5GpdUi8B8GHgDgamIdOKFJS0oYE3iZ2vtq+WSyZdGyZSYNgB/mpqZUV5kaptbxot+z4s/mg5Za9s14u73QjRwAcPfgOM/09XRrpGd9Owoy40twCsqeEz5f9leFdqcz73objAWE0jRSlZZCoLKimlpSWjFG6lpBUAalfqd9IQSaJ3ZY0wOBlrmpk/rhfPiSnBp6zjmpagKhDDOTS8QkREAWnKiEXRtMgsAlhGEkgkIXEnKJTFYCACAUvpVgzCy1YByj/8v7n2xmXYxFfzDd3b0AANS1Ekf2PPTj0I4S6+n53q32oijVj57cNvR8HTuGnlt2UhaqrZZxoe/Y4Z320tUzxvHpoh+lVlkpUWFsSq3i5Ms3mJE0M54FvoZZy4777eWjs31CmOeFjy93r0JPCJSkRhg5/+Pnr0Sx1Thzp6s2hHKRmVmlrnLD01PfjbbczYtFr2XGZaVAKHWtQEj6RtIg3giKqlYqRrJSvVj2ZrFLMN9klkOL800HIT70V/cv9+LYUmk1skMmMMUMI5EU+lWmD410pBeaUulaue1uVqkFAAgKnTNcF+p00v/awXMAwOPpVs1J81wxEu/vnvbNxDeSUXfOajKZDl7MhgiJH1/stJ1QShiXWttMhnaIkSgK7dl4ax47SUUZx68PrlRaSQA7RkYI67iBTmrGSM0JQXzYWRSl+tvZcJU4m8zcxM6T0wPBsaZWGq4JFrc6M4xEI/eoGXky2coLDSGxXLeixMoqtWNFfTsiiLtqoSD+bNOSAEIoKWGv+umumfha/mCyvQy9eewsUysvtLJSCeJFqVacCIGKUq0F9tSiFqiulZYZYyQmsfPRbKgr1Y3BWNeK291Z31s/vdxJc6NjRzudBYTi2Ww4Xnc0M8eEc4lUwsaJcxn6q8hdLNuryP1ssr0OvFXgT2NHwZxgfrbs6Up12wsxFJ4bvn7zsaqVLzZtLtB00wYAUMyKUhMSfTobBqmZF1rJlJrjqFR33U1a05qTr157RmkFgcyYAgA4W3eaJq7M9axUG0rlpeElpVWSmnFmGnqOkDRo+bXh2NezI3ezzI15ake5rimVTuq80I56M4IFAABCqZK6kfF8dTBnHPt6VnPs09KhBRO4rOh67f/lg5dZTQwzG9ihqxUUs5aZCoF1tfDtyDKzgRW9vXW+PZhSWv1P9++t1/4q8FWt7I5mvh98drGXZkYY2+vILSu676+uVh2ExNAJ21oBoXRoYSqVrVR5TU0zo0q1SBxbzwWAQkJXqVKmNAsEEJKOHRPMx+sOxfwktoWEtpb3vI2U6GrT0tRSVctx5MMPv/k3HCvR9EKhNQBgNu2lpUYxM/S80bECAJaJk1R0x1tbRtYEk5UVRVB+cLV7YEcjdzOL3E2p982k6XByRpq4W99IFonTMWPXjht2rZFD9VtrqpYQiSSym2QOhEQjWfHcsEk3w5jXjJSlWjIlKbWhv7KstCrpxaLftqJ2Z1XmehDZjpVICX99evja9lkTr6or1TxxulaclFozMMelZquFplQqreahLyRUSd11g4aAbUQgy8Rp1I2Nbb6qvvSNE8LyUpvG7n57oZAaIZEXWjOe6FqhamWamEHsvFh3dt1Ny44ull0IgZTAoBUlDEGBkUhLreevhUCzTcug5aezEUViaMYVJwatttqLReC/2LTv9CZNg7oI/CZ9XErYam3myw4XyDbSF/OBp+W+lUSZkVXUoJVnxV9Mtl8aXmpqdT7vz1JrZEW/mfdve0FUqRpm+62laWS/Pj301aLxa6wy8+bwqqrp+apTcdwxE89MFVIXpXoRtHe8la4VUWq13HCx8Rt08DT0t+2oYERBfK83SzMjrykXyNEzQ8/Xkdtkb9WcqKQumbI1mEoJ54uOppat1gZhcXU1LJmSlurAC4SASaFzgS5i92Z7Xv3uVnV+JxYmhBHMTSvFmFcl3QSekFBTyzC1PpsPtsxk5ASr1LLUcp7Y1/uThlBQaS0EZBw3wG1dK0mhu2bSeCgcK/nBs1vfOHgOAHC9UFHY85N9TakwErPIVbBIa6rhuskUrDn6zbLz/f0TKeEk9kbOpplEyoo2powgtQSAWUU7VjxPnJGz0dSyrhUIZRN75RjZ83n/zva5buTLZdsy0zQzZpFLCW+ZsetEQegaek5pleV6lFpZpT7ZtL5741FnNAsXrdXGf7rsv7J9BgD4D89u3m2tKObD9pJxvIkdS8sXsRuWmq/lvpEYel4z0ugvN5lJsLiKnceR+WZ7oxE2dDe2lUiJxstOU/kAAIP2arpqE8x9O8JY/ObkUEUc9brLIHbC0PnLT1+7vBzpWrHJzON156Pzg1XkcoFsK+UCtvTMNlPG8WTT/vRq9yr0hYRfGV72rCir1JKTsKIEcQFgUNGOnj1adwbeutNeX+tPfDdCSO62F20n7HtrldQPL3alhFliPp2OKqb8lS7CNDJMuGlms01rsupUFT1ed3VaenqqEAahLCuKoagZqUuq6rljJQ8vdyGUr++c3h/vcIE0pVZp3bdDjVaj1rLjBRgJT89KpjhWIiW6jJ2cKTUn69j55ekhVeq6VrhAHStiDCtKTQjjnMSFvk7thsp+uOhjKAAAupFHifV82Z+FnpSQKCyO7Om6PY+diuMnq26Q2D0nnKbWqjAayOPhfBjlRlZRjDkhHCMhATz0NntOUAvct0NbzReB71nxm7snbX8TpRYAQFcqnZaUVoaeAwAcM4FQEsx3vHXP2yikFhJiJDWl0tTqwF8Wpco5stRixwlsLf/m9nnfDj21cLWC0kpR6rf3X1zrTQ/60663GTmBlFAIOHI3+61l3187TlQzhdJqx1spSl3V1NByotS91kpTS4yEhhlBfJKZnpFJCS+CVlxoAIB55Baldn8+WCY2VZhK6lZrY+lZFNlxbBHM81K7GI9Wy5bvhrpSpTVVadnurIadRVxqR60lhNI1E1MtgtyQEjp2PI0808gQEuNZ/9ePby/W7XnsbDKLKnXX27w1vLRoBQDY780MWt4eXUqJLpZd343iXE9LLSn0vNAult201DSlOln2hUBBbgqBvn30pK6V48UgTw3BUccNpISfTLaTWh0n9jzXMZISwKhUba345mhMFcYENpVqkThpZkSZeRX6UWY+mQ9adrzdmd/eOSOIPw8dgrnjxCerbl6pAADfjuJcH7nBbNPiDI+2JhjzrFIp4QhIhGRZquPQzwvtP3xxryzVrFJ9I7nTXlC1yiNruW4hKN/YO5YSqrT+9v5xwRVDLePUzHLdtyOMeVYry0JTSR3k5jL07o93DD2vOHkUtPJacdXyjVbQNZO2mZytO6vAn67adZOqTMtBe0WUuu2EWaVOVp1N6Ly8df7S1gUqcq3XWUqJdp3g/nxY1cpeZ+6o5Z4TEMwRlESpD/pTSljNSJhaAACT1BatCOaWkVlGVtQUQnDoBkxgi5bNSvLbraWUiNUKAGC2bl3Oe02imxCYKuygs5jMe9N1e+iECmaKUttWsj2YzjetIteaST4odIzFzf44yo3jdWcduVFkf3ix33bCTWauNv502j+dDa73J6pWYiS27HCdWraRQiimkZeV6mzTQogTxE2tGLWWtht3Oss7vcm17tTV05Ipjff7/nQrzE0uUJCbF7PBF+f7aaE5emapha4VeaH19KxrxS8WvTi22v7mRm/asaJfnl1br30ukII5xWxV0j0nbNq/O73Jgb9a5UbFyI32IqsphGAV+IxhStivJ1u+kRSMjNxNv7doGLufnx5qaokJH/VnilJ/NhudrLqaWiaZMV92GMe91ooQHuSm40aUVppSpzXV1DIv1KxSs0q9XPZWqdU0w5vMFBL17XCRmlFqjRe9NDNqpmh60bDQ88B/vuwDACaRRwhjtfLry91V5I5DH0K5iNxfnx9EkSMlYoysMlMjjBL29va5a8WMY4JEUqsYiSYz+tDbGLQyjXQ4mqpaaZnp2bI3XrenkeeYSccLktyIEwsAsOevHo+3Bcec421/xTheJE7Te1LMMRJFqd7eOyUK+/j8oKyVoRMSxHWlVkmd5XpRam1/s9VetLxAUernq17NFIXU2+3lMvB0pbL13DMTCGXfCT+eDZNCH9ghpZWuVEFiR6m1TByd1FStrsbDLNeXqd030n1/edRaFhwrmNUcu1qhK9UmNxjDLSdsW5GhVCVTVpl11J9ICTXCOEe6mUEoZ7H77f3jdmelGvlXbn/RckJTLVaRm5aqb0ddNxACFbn2Yrx1HvpSwoKRqiZ5oSUVlRJ+de8YIdFzN1ygRWYVuRaFTlpqvhcoSr0MPQhF8yk0Wj1b9R4sBqvIZYycxM7dztzS8pIRxvG90UWW66ZavL9/fNifDO3gen/S89dXoTdyAl0thITzzKwEymt6Pu8vlu0015eZeRG7H4x3FMK8VgD/5PV/dNif5IU2jbzt1rJpjA09b2RYP3128/1bD6uKPh5v96zY1IqmwaOE1RwrmOtq8Ww2PGgvskr9y4udN9rrZtdoUNEjd5NU6sjdbDKrwec8Pb0IWs3OooqTtFZaer7bnQEAnk9Ht3fOiMLSxLxYdgkWKqlbdsQ4ngYt30h+Nd55e3hl6hnB/GQ20AhLa9oyUs+KERIfnx9cb883mUUx860EABCkpq3lulbMA58StjMaY8KLXINQspo0ncg68JqgG8PMBEePL/aaHSoYibaR/nS89Z9df9Jo5lS1XG5aNccHOxdVRePYOln2G4YWAGDqGedEpWVZqZyjRridlBoAIKvo/XX7JX8DAOha8YP54EZr6VlxXSuNdpsz8sGT20ftxaA3X699hKRppHmhNVDIctN6MB8AAG535r3WSqE1q8l40WscqTudRdAsdCN1lBsNs/DFqttSS0/NVcKYwEJCJlBDjmy3l3FmhrmuEdZxg7pWak5MPQMANBlKvhdoRlFXShg606ClIN71NgjKmikI8aaBzyp1kVptI00rVUho0VJKuCn0W8MrCOU88H0rzkvtZN1u6fnBYEKUmjO82LSySqWYtZ1QN/IXlzuunv78cu9ee7nTnRHCGm6i5gRDcfv6MykRZ5hzXJXq+bxPMRMSlkzpWFHj6tsZTsLQ/XyydeCtbT1vJF4AgDA3AAC73VlVK5NNa9RaYST+8vnNtlq6amHRctheKkqdpOblujN0N5aZGWZaFupy3ZrEHgLS07NhZ5EX2ov5YK+1BADcn27d7Y9NI6NqFQTu8bInALzRm1pmkuU6VWqqVlHk2FZc1wrGvLGWeq2gKulHT29e68zXqR2Xqq2WjRYoL7S01Na5cWMw/uRy71ZnNo68HW9tmWnjmFC18vOTw3t7x5jwk8ttKeGos8hyfZU4zwP/9cFVQzEIgT4/O+iaCeO4Wfd+c++MEFYWqhAYY1bXyulsMPACCMXVui0BzGulFNhU6nmu71oRl6htJoaWSwnR7Z2z80UvLbWBE0AoZ0Hr+XzQaNQ5R187fAoA+ODkaOiEq9Qab/yakXVuZqVqqoWuFoyRg/ai0X511XqaG0f+Sif1ZaoJAK8Pr3StqDjuOmGzRqlvR0xgUy07VtysWrxadcPELhmBUBa5Ntu0fCM1aPl83QlTqyhVSy0I5u9feyYkLEsVQqkR5hrptd5UU6rxupMX2r63lhK2zXiVmU/nAwBAXGqL2MlyXVPqeeIEgRsFzunV1mzRPZ2OpqvOXw0mlFbN7XDQm261Vke9masW69z8xuhqFblxZq5jR1Gr7dF4ezAtcu3zk8OiVDEUBHGCOCV1XSucIwhlVqqNZybKjUFrVdSKgoWjMFfLt7w1Qfx2Z14yJc5Mx44fjbej0Ilj63p7rqtFmpi+HwgBX4y3CP7SdMwFcmjV1vKHy15eaONZf7bqxKVGMY8qTQg0aC8BAEmpuUbqGqmuVEMjVRA/jrzfzvt5rfyL44FJy4ZPOV30NaXCSHa9DcF8HPpxoQeJ/XC800gV08yQAhLCqFIbtKw4vlh2Ka0sM5ls2lFulEwxaKkgUTLFVgsAwOfL3jhx2kb6Yja8WnWfbtqryBUSFpxUHAeRvdl4x5Mtz4oRkL+YjJprbq8/1bXiK8MrgjjnOMv18bqjKbWrp8P2siy0uiZVSfNM34QOAlJIeBl5A289jbyKKYP2Sko4DTwEQJAbs9ATEuYVfbrqLnPDUgspoULYfn+qqRWE8q3h1bYTYChMtUBIPrvcIZhvt5at1kbV8yw1AQBMYIrYyN30/LWmF6aR7bWWYWbmlfrq1jnG4mw+KAvVdaKRGzi0KCq62viMkUXgL1ctlZZlqU5WnaJUGxy3KqmU8M72eZQbSaV6Wg4AwJgfLwaXoU8w328tIZRHrWXFydAJKa2KUjvfdKpauZwObo0uqFo1kd/NSVGU+jj0brWWulY0IDRC4rA7D3LjInb//Krn6HkU2VHonEy2fnV8tFy3akZ2u3PTSBkji9zsWtGuvzpqLXpWtGdHn6/bHTMGAPzo+PrJsk80vbg2nExX7bTUDAnHiX29vUhyIy+1xlm43Zt9/ehpFFtcwi0n3GRWWKrPQ+cbWh6kVsWxptQNh4+gVJGQEu60Vm0zmcUOxsLrrP32JksMuWnFhbYuDAzFQSuHQA6smAu0SE0AwPX+xHASICAA4Gw+2O3O3jTSjy/2XbV8FLivtFYtM/XtiNKqLFWNVq4TNYXa1dMgtdKafrHxf+/gxfX+pChVhPjNrcuipM0+z5rjulYI5oZarlILAtl18k3olkzhObo/3ukZqUFL20iv1u0b2xeM4bSmlvblCuB57LiB6/vBZuOtU/t6fywkbEtkGdnpor/fnTWXFOeYcaypVZyY+1tXUsCdzqJmiq3llNQ1I1Fh+EbyaNl7e/ekwYSzXI9L3dPTolTTUhsiISV09DxKrUnkbrmbeWLveuuKkbaRamqFkUhzvdmAEBfaZNPq8bDXWjFGpuu2qtSGWi4K/bq3NpUqqdRFof+To6sn684bw8uipp6RGXrucoKRiFPzLHauextdqXbczUXQ7prxg0X/HXmySWxK2C8no2tWohK22LRMLW/iQDwrZhxjJOJSpZjZavHTefv3t+qak+YG/yt/uqcWrpZfBK0db92xoqJUVaV+rb1ESMwXnYqTtFSPti7rWvnF8fUjf3URuSML5Uy5529OLrd1Wj1a9EdW/CTw77UXllq8sXesKPWWXD+aDjVaUYYNWllcKRmhmEsA76+6bw7GWaUSxDexcxH6d0YXJ/OBrRYQSgRlJUhaajgRBq2SzNgaTaSE83n3ZNV1taLrhApmqlr+tx+/+r97+6MwcrhAHTfgnKxjx9GzkpHput331yqpOxYrmVIxAip12F4CAFStBAA4RTYLWvdXnRtuMA/9iuPDwdgz001u9LxNo6ntmnFWqQYtXSeaLLtBbnh69mjRv92dvVh3jloLKZFBy5qRKHTWsVNz8stZr21Fulbcbi+miWNreZQbBSMjfzPe+LVAXT39xzenaanNYsfXM0fLeu4mLfSqorpWhJFj/i6nz9DzODWBBAjKN7tzldbTwBsaGYYCnvznby+XbUK4Ssss1+NCb9mR48Sc4aLQhITny95uZ27bSWO3WkXuIrNctXD1TKPV1ab1o0n397ZmFLOg0CnmDWsQxE5WqoPWyjAzhdaM4cW8m1VqVtGKE5Wwy8R+a+e0KNVZ7Hp6trt1xdmXrXuSmJaVFrm2itysUpOK6qQ+i9339o5VWv1PD+/9g5c/BQDEiaUoNYIyTK2iohXHtla03WAVejXHCMqevz6bD/puoKlFlutBagEAEBIYCcYxJQxCmVXqOLGbYOkwMztu0Ox0zHK901o3/qXJpm2reQN3SwlVUttm2jhzKa0sK+UM/zcfvPFP7z31/aDItWXobQ+mk3mv0XgqhM0T+5X942YqWSb2QX9KadWY6hGUEMhlavtGukxsR8sbdPp43e0ZiaXlmlo2L8T+YFzXyipyPSuuKvpnJ4dberHvbrZ7M4TE8XjbVAuKWaNlVEmtawUAQKV1lutUqTS9AACkqSElzAp9GrtRRXt6atDK0nLHjpsohGZpkmMmAIBZ0GrWtHlG9sl01NXyXX/FBP5i0T/yV5pS20YaZ2bDlfzo7OD7Nx5rWlGW6tWqW3OkK3XHDRCU9692+2Z8Ebt3ehNFqSeb9nHovdKfNIkGQegygcPcaJux+jtB3jq1+95aSni27JWM9KyYEtbx1yeTLSFh24xnsXsWO/e6MwXzD8fb39w/VmlZM7IMvUFrFSR2I9n+xenhlpnUArX0DCPxyXxwp73sOoFCmGFm//az17557dn5skcxN9Xig6vt7994rCgsiOy01LKaEiQG3rqByShhzTC4ju1lbh51ZoQwXSt0I1+vfYK5otQfPL/ZNxIhoavneU0pZqPuXNXKItcQEnFiFxV1zGQVuY6Rum60WrWaRrIxgKalep44b44uCGGPp1s6qRGUTwL/uhu0zQRBmZXqPLMQlNvuZpnYh/1Jw5hAKJutIrNNSyGs31rP1i1TLQhhzRVg2kmeGjUjq8hdZaaChACwZ0UUs01mJRW9Si00X3QabWmcmsvEOY+8ulaiyNbN3GsFcWbmtTILWmliYsKT3GAC7/vLrh1CIE0jdbT8nU6AkZil9lVqQfDl73QetFSl3sTOyeX2H/36K3lqOHbimsnACzpW3LXD14aXSW7UnIxTy1SLMteXq1YcW5RWppFhwp5OtyhmbTO+MRhXggzNlDFSlNo7/VleaFVFm7MdptYqtQy1zJkS5nqW6yqpQbMyCMmBtz5fdRoeNKlUUy18Kw5y40XQah4VxWzbihTMKqZUnEgJL+f982WvsSGFobuOnYvIvQhaZ0HrMvROgtbzdfd80SsrmlXq2bInBURIfLWbRrkRRU6cmnlNy0Ltt5c1xw/WHSnh60fPNL1IUgtBqWAhBHp2ueOaSVHR86BVMqUW+NGyZ6uFb8XXBhOC+cgON4W+ySwpYc1Jk07zZLI1id0s1yGU7/RnjyKj4uTx5S7nxNXTslaeLPumkXpWbBkZ58SyUtNOlrHDOE4SsyzUODPzQnux7qwKraNlnpF5VmyZmaJWmlpZWp6UWlkrtp1YVtqxI1MtunZESf3W6KKZ74qKmqTu++ut4YRxzAVqdnj8zVtfaFpxNe/rRt51wq3WSlVqTS07w/mb155lNaVIRLkRZyaCcmCkjfDmZLIV5OY8dlw9o7QSAv375zdWicMFIpj7fvDajScv752qpM4rGsV2z9303QBCadLyjcGVQUsAwFvDq4afa2BIQvigu+h2l64XvjYYE8SvMlOnFSWsrZaNlJDSqirVv3HvM5XWV6lVcXy87nxlOMaYQyieLvt5rTQfrayoayZcIEPLV5Fr6PnB9uW97TMAwG8v9uPECgPX0HNC+GLT2nM389xEUAIAVFI7RlbXSpqYVUW/ON83jRRBkWSGayYIibpSTCPLCl0IfLzu1oxwiRylzit1HTuXqWnRsm+H99pLAMCzVfenlzthqX28diqOMRS3ti9UtbTtpNdbGHqepKamFR8veq6ZcI4MWmLMf3pylOZGw9kBADax88FkGFSqrtRNhPyzZS+vFVstt8wEnW/a88ShSpUU+jixj1rLWeT++OQoiWzB0YNF/9ONexU7f/b0VpYaLSeEUC4Sx9DzwWBGFJaWqkVLLtBJYmqYL3KziQA/TUwIpU5LnVbf2DktK/pH919OciPO9V5r5TpRWmqXof/JbPhSZ04Iu3++JyW8XHcwrds7U1Uv7uyctryg1droWtGzIp3UjxeDslLurzpJblBa9f31z06OpIRdK645/tG0jZF8vuwbem6pxbNVlyi15we3d84wFlFhCAAb6VHfDvtGqivVOPQrTi4Tp6jpIrFtLc8K/dNlT0iY5sZH450Hk62o0K9y7Tix/u/H0FRqXy0qjg1aqbTquMHI3SAsCK0P/dVV7I43/rNV70Xo5YWmqJWpFodO6FmxbqVlof4/Prs1j52d7oxxrBJWVlSj1YONU3FiKlXJMQDAMlMh0Pmm4xhZ10y+2LSKUh34K9PIylKdZGZLz1aptUocSy3e663jUtWVmnNk6vkvpsPr7TnVyk53CQD442fX12sfEbbbmxWl+ufPb5zMBh0vUAjz1dxVKlsrWm7Yam0sJ/7oya28UH98dq1kRCEMYx5Fdpzr//zRjaxSp6Fn6HlWqUVFERKuWmh6QdSKc5zXdJnYnyz6GAvdzI8OTnUr9VvrJ7ORqeVOO9CcRNXKoNQ+WTuz1P7tbDjPTC6QoedCIAzF001rmhvr1Byv24yRG250f9Xp2iHjeDbr6W7itDa6VhyH/jq117EDofhkst12QttMr4JWVqofXG0jxGerTlapP5sOAABR5NS1oihslVpcoi0jhUAaWn7gr/7t6V5Z0X/3xb1n4y0poKrnr/bHXCCd1HGhRYkFABhZ0WnsCgDDQptGXpIb270ZRqJkCudI0/N15OaVers7e77sPxzvTJbdKLZ+M9maxE5Hyyjmj5a9SeyuY/vPn97+yfObQWLvd2cAgKTQw9xcht4saD262Atj+7/4OF/H9oG/rAX+aNn+aOWUtbJMrY5WUMJ0rXD19FHgrSs6yZWg1N7trjt6apsp5+hiNhjP+nWtWHbS7S0Irf/a0VMI5b/84q5jx1SpX+lNHy76Pz2+fjIbnM4GXKCfLYCCRM3R01W3YoRL9McXnZKRjpn8fwG0oWhnHhGmVwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 387,
"width": 1035
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:2.00 @ 44100Hz, 345 frames x 129 bins @ 256 spacing\n"
]
}
],
"source": [
"stft = librosa.stft(y, n_fft=256)\n",
"specshow(stft.T, zoom=3)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"pitches, magnitudes = librosa.piptrack(y, sr=Fs, n_fft=256, fmin=10, fmax=Fs/2, hop_length=16)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 941
}
},
"output_type": "display_data"
}
],
"source": [
"points = []\n",
"colors = []\n",
"for freq, row in enumerate(magnitudes):\n",
" for time, magnitude in enumerate(row):\n",
" if magnitude > 0:\n",
" points.append((time, pitches[freq,time]))\n",
" colors.append(magnitude)\n",
"points = np.asarray(points)\n",
"\n",
"plt.figure(figsize=(16,4))\n",
"ax = plt.gca()\n",
"ax.set_facecolor('black')\n",
"plt.scatter(points[:,0], points[:,1], edgecolors=None, s=1, c=colors, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 516,
"width": 1380
}
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 516,
"width": 1380
}
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 516,
"width": 1376
}
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 516,
"width": 1372
}
},
"output_type": "display_data"
}
],
"source": [
"def normalize(x):\n",
" x_mod = np.copy(x)\n",
" x_mod -= x_mod.min()\n",
" x_mod /= x_mod.max()\n",
" return x_mod\n",
"\n",
"mag, phase = librosa.core.magphase(stft)\n",
"phase_angle = np.angle(phase)\n",
"phase_unwrapped = np.unwrap(phase_angle) \n",
"phase_derivative1 = np.diff(phase_unwrapped, axis=1)\n",
"phase_derivative2 = np.diff(np.unwrap(phase_derivative1), axis=1)\n",
"\n",
"imshow(255 * np.flipud(normalize(phase_angle)), zoom=4)\n",
"imshow(255 * np.flipud(normalize(phase_unwrapped)), zoom=4)\n",
"imshow(255 * np.flipud(normalize(phase_derivative1)), zoom=4)\n",
"imshow(255 * np.flipud(normalize(phase_derivative2)), zoom=4)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 516,
"width": 1376
}
},
"output_type": "display_data"
},
{
"data": {
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xN13wjgIgYY3nAbeMis9z8rwv50+dClxhPvzuK2/4RfyOwXEAst7irL8i6q5pHD/S8/7CeekY8f2R+4tSz9BET3hTp3Mi8geh0o9mMEol0+/qDeSb83/woZEvLD2JIZrEHQrPKaKwojSXfIXnveVrXGLwaubK4wSM1589VG49/MjNV/9V2+3/fqSjjHxWHmKhDZOXX2ZIXR/ZHLnwnU3cOwRg5Ev9unbu737nj3fe8/mZz1xBz+7rpAX7hHJ+vfov1//99/7hL9yPnKIn2/wAEKWwwzAkws1suoxcBLIHTYIrQ/Phy9xjYD5kD1zingyfQLXhAx4F9+G7YBU6GfEj47AdaSzmBYbhZeVjTU7nIXI6ya0CnEk6HvftMVj9yrOm33fae17i3li4cub4JzLKq//j/x7c8+C3rtqPL44A3zl0pX/t+xJapmdo33TyPSM/RAk0u68SbDkw5KV6es/yTRmcOQ9wShTSuukHO/rSoz8lVmoyPwKU/Eu1x0uhShh2wUe9LZ6kqB6v1P0ou8iil56e3rt+a/byxisfOvYYDgAIWjv83p1Ng+kPPvux//fHjTmMASg8n2eHvPuuu/I9f39X8VftuBcAZLNVTb9Oe7wr/cwTF6J7J85N0mTKjo1ioK4JWHp+FlLJTGXpQpt0Xag6KksDVV7yOGVYfYvtcOexgfNv3eIYV2LTHnboMa41hUtmvrcldizwJyPvZgCQiHpff4Y3xN75D2s+cvfU3VvlH+53gpk3UH3XkVvfqjV+thgMcLcCK4zcVG3lKo1UClODbp3jTVlJOxMn5/9Jq2EsYJeXmgAAnPtBnlNOlsdNoCCxTgnjFZRhlzCxaNjl817bDXsC2jj9foNZknV9qx3fWgi7+//tfxz8800on+CE2mU/OXB87Lldv9xxwy2J+/5q4sp85XZoUZOs23loeuioBuSXtl/2AM+QUaybHNA0SXG87NwUygacIs9xW1oyZGi2mcOiQ7BZEyBJAc+rRuaMBlw/NzvvweKZn76p9bqNxx/412udtrfsOqb/alvz9wd23rjtFocX6Zq/IZvOpW6/3ns0+853/fVnD3/ROvVI/u1/ejJhRR/qo5uLf7Hjjf4/toJuRoMC4kLxwGVSMThzoGfBTBAPngvNRoVAztNJ09en4c3AUWB7JMe4MoRKURpPevpxNhBVM/evv3Vr8fU/PfhQrHNamb5sePQZxwGQSPCx6rTNT7YNioM+KCWQj/sALvDpxp+8/rKrlD37f9WrnjlRziSVaOPHv/PEtz78x0/87yCQdeB3spkL9xw7137VnvWXf+HswJfl5HN+ga1/sxzd/I8nPvnNu+xzTrZ6PfbXxddtuF7dGliY+1mnrhFYgMqMK6ozmT/V+86+246+j+JrsEja77tGtzb+9R0/+Y/fvfXIj6pltZGc//jB8c7tT72i+aYLZ+68f+2Yf5S0b/faOj54/m+/UmGTtgLY/uhC8GnByKMIK4h8FoBscGexvZthAdnm8/vlhX5VKsvHRKWA79XZ9BEKvlCalA4XMBD/t+jnPhJssp5vHM0P2Fd/Kjm99W+f++KP3vQY63ilHHqYPGvz9PPPTa/deufe+xo+72A/aGazFG77w0f/9R+fO4Nq5mzpbr3iT9WTNSGy4diL0qG+DRJpQmGI20u/YIWQnwHGZ8rArElzi+ddWjNRmsEivnuhDIA8eDi/Y8u13/hg2zVf+8cHyurGv13T33v5z5/8yTlvuvwYAHC/Rwkcu3U8qL+gdHd2tBdCJ9rCcq/a+g690NX/57/35A9k1FyMUF7WZI80JNj+7KFg0ZnUpFTZW7a7KZe9Wj8xO2ncpX7QRxaqhIoHwDUaQuaFnG2iUJDkiHxd0DnZ4mU8KI1+xcMGA5MBpLg3YiKiEimYvvKOzEdv3t974Whvn/EBq9hxYP/uJ2gx+j//8Gv2XxYw9S7fKIKsndrZQqj0Tft34813hTs/cbL9OaoeS+Z7JxOP43AJzgUUQfKEs2l4eSiOcrylEhwj7FnpZJfbOiI/UWZbjho/iUV3Pt6/rzeYK43ykwGZ5BwuS1HbmwSgbAyWCh3y1PP0KPZ6J/EzIE6Pa9PkjIxIPD1lz7jj9ZIlPgD4Pp/bj/OZku0Gb3p0U+ms+Yi+U46/xS/FPvujPz/70Vdg7HYAUKxzI35saLj4xMlSu9l16tXbGn/yzNl8A9mtDAY/ulUrnJf4/F0CmcLxiRrmJIfynAkOBeGUVrDWc8ysGEW4E/W+uGkd0V2iwX/oGGlYx8dPy0qhcAJay7HDlydu8kbD2L5P86XU7vRg9N1vC7U8QGDIKNoAclnETg35e4+ffHPrV37ZNKqf2ytfrxs33HRb/483TA13xIxJu+ZOEJCK5mWVZmN6crRwEgAcOZKENIpxACASuIdCtu7wfPgEEq/Jc8ks7mi5ZU4NQK0JqEYbUfeZL7ym65avTf3C0B/AFW7jpmvv4+/rbQvcmiH0Wx82pPMf+aOxj73SDa2ZSd2UOPbse3tuScen6LNd+/te+MjT9cOYF038+mD52W1B6f7h4RrToRuI6ig5yqRv145m8+VkqixPe35hxCUz1Fd9rzq18nt2pd4oD5x7e+ePe6bWBtc86e3d9Xnc8r9r29IIdTamrT9cG71aP3vv+9IPRySXtew//iz/TmnkoWqhLdvlhuucK32ETFU99fY/bPjWq5/CXfet1H+a0P1oE/Kuyrq83Vkvt5kr49Ru8RtztNTqmx7tm5D2rnFSeagGJBVRD+UgZA+eDI9B8xCcQiFICyHfyIM5oBwFFZ0ziIan/uKWr3gH/+Z3vqUWm0trftXw/W3DNz6IvVG/ZVQ6mdm08583/Gzgu7/E25+M7/ncvvC+PTd+7vfpu676SPYRJbLBqRyhMvdmFk2TSiIVPgWghRnn3blVYcooVBWMQvLX9WL9bqST0poxJk3ZJ7j1o3LP4Mmng2PIjgAIIFLSptwyIJGlR4AAqAR/caOtmvWWNv26htH7P5h5IaUi1v3MkTt6viQ//rjD8wCULXE8ZzfweOX/mii87qr0bnfo83+deMEtBv13/eqf/5UedCoXAChR6kwSEmm7ruA9ET+fH6rRaEmFV5kbI6msdtOUQFVQqX8jAwCCGmOd6N7i7u6ga4t+Xu6UfzL0r5tL/CmcOANAMqn1nh768p7yve+N9sfaB1J7Xvur7Xv/6Lmneu3K6UiFTvGqbZRf2x15ZyP6mr1Pv1fO+WO9w83pj7f+r5mHS0s9Stdl8J7pPbfDxkTaP/kYAJroYfykPe4RonBe42hVhnXbSDjPjxcw1A/fgSax1pB3ssjnnJIaJBU3gOLiVOiyG3oS0RgnFZTMv9yuXtfi/cf7tZx+xbPxa97Z85nplslHr2bMqlBd/fKPtb97bfvf/9lI7nYV7dlj76F/8oFjyZN7bsNiE6AqqPxaZwWMzZCk9DvZIedt73j2th8+q7g8DwClIgaLALzZIDCRklteSfSgq5X0QqXU9IB8YtK14WPBuvtHBof1TrROnb0+G9tPz9Fnrr7zh48saY7L6fzQ8D3pXKGTy9MX3ji96XOp5970+dItzwIgretT3u7pznV+NAAZiYb/mH76Qyd/ebN+dFNp/R/pLRfsB3u5m/fXM5SikBjCNpmO+EEbioKKZhOFxzxQGQ71CYVEfF+G7PvM8S+nqKRBfGhFEAKmkAp4cEg6n6J5QtbtcyvGzm/cePTD/1y548Z85iA0Jckf9VsSsb++vumr/2ScmPzkr37/0eHX3v3hjynfuqpc/Lr0nSmvPHr0B9hfhvzWzd9/6HV4xaPGyOaPn3rL75oPIAt76iBQM0mmgoINoKKVUQKA826RyiHfmQEwbwIA0NadZuL1dqChEp8i1oQWcBGOORtzvH+IfbXsZgEgh2nM6luNCSCgHD4AYlEwlU8uTE3lXNm5c2qa93hNw/1p7TWfs9O73yg9rju8BEAKd/pqRb5GOhu48sbbJh++/MzxH1+HzUP5rfnvffPv/8lp47HxeDfLH1TtyPpE9MqJzNij8v3OcR1zyRrFgp1fWNUVzhFLoTCJct0UACd8NmlWf4NBO64xIq9yG1NuoEj0k6F0/6h/ReVPI//jqTM/OteTs495BX/mIdCg5jdOjDQqFxruuPLsF/ofsmz/OHyvdm9sPX98IhDxRpuwfSK2L7HjO9mRxhOPKwRLIqjmpoHiTOVN0eSWqZHTDU2nIsPd3D1+zCYy4EUD9sTscjYNU+o1zY1ZqrrePa6mpMBG4KDsuQWJJFoxcwYlG0Aly2nSCYUxVXuJZ5lh9HjZA4gZs08Wi1aUbx5p+8llfR/u+dvxq5V9r5PXtxPtLd1GoOxs7tmcPtR14x/cvVa/cNXTJBIM+AflA6cn7pmBYaBYBACmIRbB5AicF7dpU6Dalox8Xn1ZY/gKIxvtwt07tj946LRxW3/BRSSNqWFpc0PwZLvU+nJZiV9ofwynhhunHxmsTQ7PXaQ2oRYkjre8TEqrfd/fclD+Ji4MAmAUXsKUFM4G1MBrfO+ZV2Y7rL78d/7Y6Tpw/cm7f/Hpc3921B1MWUfbeCzV+zefOfKlf6ns/7b3we7Gf+n4wN/97uE3/eAH7z7Pe5tJ41l+IUJmojxSBpfAAUcCK8ImAIHvwQOoB88Hd+HZsAlQQcUjec61AXohjELeD59BP1G6x7Z/NTmx8edH3V26frj49DSA1AeaJmObQ9aF4OnTo3fMFMoaz7Trpe433HzHc6cN67a/O7iryCbLxeDD0pMT3vihBTGmZXvtLmzqaGnYUzlZHPn6IFIhjFzsLi6lST89iho1URSj6/dC6laDNIzGBwulp4zMHrci6VclzBZa4sHctzZd/cBP7nNP1qmNMaSCGKwmzhtJcJBn52ZZ4+AOKmiJY+ebETYzkZ9PPMPte6tp85YMcheiU5hU//ByfXPwA3+a+qcP89TtPbm3P3zlkw9VDigPD9i4fleo8EbP0qwhJ3Z0zyHnZ7PfldKaN1yGrMKpWgEp1CbbrFw+uUTpg4xmaxNVlCoNsj2wOCIIpkLGTrn9ukSh+dj2Y8HHh+mu2wpFy9homi3E4Urp81f37rtzL/bHrtAn9pXx9nduvqvn6A3/WbnjBJ8s1M04qJ2G3fAaXCYl7lqz4/z37tQGvanZjF3VNROZINbNh4+x63us9TJrC1Qqeu5XgcDEfblnC4aBZAPGT4YLYcPquInpmenLnth27rZ9P6/X2EKabbZtSVY6HEwiN1GnMABAl1GaNZU71hnm234//bEvy+/PPN3qNa1l+fnfF+hYG9qWb9riHclf3Th4X+pnxaen5uxYMozRaUNpL5kjfGrpjoswVI/8JFXRbTtfL0KrueendRv661qVrQkqY82hp9n/c+MD/Nuh9JsMvTe7sa3reWP30BfvCe49PjpXz+yll8YmGPH4y6fIrZumrjrNp7d5DRJtnlT39ZQuAyQTjXl2rNVNZaGrJGfxuAOuwdMQK2DcBCGUm35DP7guD3Z7IdlfdwSng2TU47QM0wOfRt4hU4HXfau99Omb9tz2V/bGCJ8+DUUHvxB4bk1lyx386T6noZ+cl7k/CIXRZ07zVsoPXeSFhRjSpc6p4qmqFspQzWSlcm138DUpzawM7s8EDz9evlN3mUSue0/nibbBbh4+eDo/cvdE6cnltVE54jtTANAcR/8lvwCWaMDYnBUwInrmZVpi50xvJfFIrmHky8/m8wBkKeJJU+xl7fp1jVrcd84U7J8czR+pF05r8oLvtVTMOWdiMK1TD76AacmoeCMrnuJRFtyouJd1rn1Zdv/Rt71d/uzd/37zVPre6Iktshx3ui4z3fi5TXvavnMkE7zviZEKqIxIDBaS8sjYOYs71UwYkQlceVEIDUBS4C2NVWMITCAHwJRIweOQNWPtO+LYOrSl4Cp7tj7988PPBXVWBPOmHCWyWyW72pR2Y+TeKxp+NVBw+rPBg8qwV0bFSNHiyGr+j1BwIsHzWHKjO3oAlAZ4IsdHABBIXOZw/E0J9vyYi0wy9jqNbUz4iYicnx66o8ssPODcl6W7PhAk64gW7H164MiGj46cMJWRvF3v2q+qoVKTq1LSsm0bmFzBJYSTUgleZRRAQ5gMTfNg200GaxvfHmbnx8p4dPFhV996azf3Fc0qDE/dHnfGDiAdxvAUABLT+eJ0PTSLusR3c5BlXe4oR1nDwOQgLqwipllocm33TSNHE3+d2v7oxPkmbc8NN/5EO/jld3/gvolv3/X1h9/4Y3hrEFNINsxbivBNktOhqjxCEHAwbkBywTWoLiQfFRkagSrDY6hwyAXYEjgBdUFceAQFBikP40L7f1458t5vlk4b1H5l+GQst/vb7PYN9hV73ecD+lCg3PoCPzUiJ3jSGh1y+0hXintyy1cnzplPYzoPIKiQ7CpHsnNISdWzGaYLUHQKHVYkMnN+wluIV2WjzSmeRd8a/ZVRbVOobDWVxhv1J7vlks5ogM2Ux9gvlSefrYw/Vf1CPEh0ykddVOqlgJYTjEqu4lUmaxeDpMI3ND5VBqDEtzh9XTwqXfezc/fjCZgGCguWXdVRCTfQ129q0J4fONlrPO0W7f2YnktBL847L0cLrC+nZ3DiEl5L61ljXCHL2zJeOpMf2khGw4FTGTUvhUZ89uabi49OTt2dKGbGvTGacBrHzEHk8pBlaAHkJgFAY6j3zguJqHyqnuUixDJ4vgBixLT0VaWNKdKae+9P7/tG/5gJs4BCbZWkuQ/XNxvRyS7n6ME7N/rHH6tWomhgytJN+HICAeRySoTaUz7tirMLwUhxbGQu4d+IxkFUD9bZdV3GG9ucxpZKMe2faAq9EGc8IJfJyOYfyEefcu6b5rmLr6ZLoUVTzpcX9EFOXWZEdpRfdeD6Hx24fTjLApQs3zNJGYP3tPplixwb5VPVoHxH2Nyb9+Au2J+QRmbKHIBJMzt6Rx44JyNf0d/cQR/rqOwc88bXcq2MRIiWo36LB4RBGOIF6XyT1zjdemfv/7z5rcX3fOUv3jNDbrY6ux5kr/ng4fc+CSVOh0K+zqGV4FNwGdSD78OTwCXIeTLFeLyfnmqG7Pr6UTKW4elztL/dj4zoh+N22z3kSJ+b7KfnGAm9oB3ubY/dqhbxzCEoWxN8eoNjlY0BVPi+kOoaw6kxaaQSiRrjfhHTkFRwB74P3SJbruN6Xp1+rvLMiiHWchiLuAEfUzOSFPBMH9lCSMdMreU0dUYqbn5O3tduZbtaXHMjG+3ytDy3B/78i4/9PPzI6dEaczPreCMZTC1SCCrD5yrcysLKlE2mJ6PF4Kj7fP3+KXqIt2bTEu8/BErgr2DUooFN4dzzp0F3rbl6+tQTh43KXNZWDlFnxgcAVa3NuplELszevkw1S5P93sWuYptQCrPnTddeJm1v9FLr6XSvMmaWjWNXznzssad34rlHNobVA9MVAIEOljtdXfDEkHjRA6CrKM23L0uwYpiau/k++wOb9QZIjTQPGLFCC7Y/M/FAsaPbO3UciJo0IPNxGQnPPMvzmAKwFk1HMcB2t8NxlSP9xUt5AzKawJIzcEVVAn12dASnL8wmVkjCZAZ3h8u84gOQE8zp7JN2t3vhreBhlCQ6g088/InbD6b3YunN5aVISpj40+7K1wRqXtKnUdXP0oVLscnQq5L5Uy+0nMQZpcOwTxcJgFAQM/UMHI20+1NngjsCbPBN07GHeOQquA69rMhPtkkl5mzjCBB9b0d59yleaZTOGV5GQhIoBGCV4WhwGFQPEgVVIHNwDpeCO3Ra96PTCE9Jh5vkmUD5yhcwGZXOR7zg86hIcMJav1VZ8zgfjJCywdk0clM0Otb8s7XS9d9q/G7vVNeTR5VoU2fp7O0lhFOYHgEgGQ1ecQhNzRioOiIG1Z0PpToacXqwNpIFQAPMz1WFKENyavOgySRGl75PAUIRiCJbjcMJI3yVd0KDMWQnTIkWvGXOs1ZBCci63aS9vPmO2H5+d5qpw24dVyZRLK8GsQRCErlQ5qXparFEn+Qetad8ACDy7DuIRLa4M7eMmzRnYLWX1Oczf1BknadLTj9iAZAAyRa4PQMqw3eqoqgNCkwLhTwARYM9W71mwS4tOUFYYO5sVaKAmmHbiDn4euuqW4MPTLtj5lFDw+R4bUovCDNb9zaXJGPO5DDo7mwuTtW6Kk0nUS+pUUsgCgo2k3c1H2UXhq67ybJ9rjoxutHjS8cqK1++phK4P7/MJDnihX2MLbUWuoZKeVkaIRhGbhp6SC7PqBbyWUg913nxAiuf27LfKigjhytZaArKS7c2MiFO7ZlIKo3x0XqacWkwFbKCUk4yKaHX3+ynR+A1EFvhUQlJTobjPOxCV0EUWgj4LQV4FjwKSQYn0B2UGLFlbnmQfBQprAIcleQNbuVR0UB90BzgyOdSTuN5lHN0ssWPDmJShlSgF2TfOMf6w378aX8ydOV9HZUt//r0qaZ3cu/emfFhd/aH08DCkjtd1SElRO0ZH4AUkaNlz3HJtFP9iKrEn71lJZtw5hSFKTRE/Im5NJISg1PweBkAEm3K+IRdcx+jjrSjITANo0vPeDIaGy+Ti904mUNR4NkIBagO1SmURmumKhJXprL2sssXq7xoXFtofvnJLOG4i5xPKIqZZTfNWYC6uVkHbqByset4ujKbfK5+F7ILB0zSFa80+1UqyVHiLL4UP2+k5i0jibawyQuzsjJ1FBZvJWcPxef/BXBKDd8vAqANJptO2sVVX45sTKijSicvHXbr36tX1lj2RID4FI7DC8usOQDAhGGzorPKjTvDQrkI/2JrTLaox7VIsThxqdeZtQQtj/m0MdCo5fpPAaq1dLu35AVDueZN34ttylbDCqlIV/LLXgWQVIIvfReEgEuoqFAdUB+OBOJB4nAZLeh+ZByej0IArAjXoVOqHx5CzlWGm+zUfulcxk+9wCdi6kjSa3uIH2rzFZufOxxpP2MOzwyY6/DEwR6y8xh/AqjeA5kbpCStjRhHSQ5jXap5srLC1d3Fh59LjkKZHHOd1YJ2laUqbs16jgUkN+bNnF1NWLJCuM3r6kdDCx2d8d3FJl8xYC+srpCJmfmhUEmKMb8CzsKGOVHs9wAupXTfo3zKxkVD5+WkIyEtO3PWA0BkwmtfA5eIQfny2zQMxL2E+/bV9wWXkAxhdPFgZaqqayoYQH5hvphB3OLs3rCh4A8pSkaCWrLPVj+OBuDIcEsoXdJrWgsJPqZQw/ezi2eCEGzYiqAUkY7O7Mv7pRWWBCG0JYiJvJ/3AAR0OCW9jNLys3RqMT+/uIlAXMoXPL6otxbNFPQxXlhcUqJoTqzVRo4u+50Ki9F8vTu1VRQJYRNKEGNTWEnz6zF/Uk8MxosugEBk7kLvyhcuYwhNYAay0uya/bx6xFmrPwT/8mnkYlByyMuk7PHwSe35tc66R9gzm/2+h1K/ePngprtVb6DhgVecWfeQpDjk2TO66mcvcHl72j0u8+mFVJCuoVQTbxomigVAYVQnnKThuzQ76s0F3sxs4eYoV5VOL3ti/hiLEchyrTuqj0whB6F6RCPzb49REH/xDEuQvSWu21B02S7NSBTUV8mLu/tAGHo7EkPHx6YXnlE94TMHuZpHYattRjvLFyfwzRjcPCqVYADZHACEYM3UvfMFAFDNGt1IRkGZnhstFQBV2a5o+3JL92/zl3pkKA5sLNwbqDuQZbdKgozCd7Jze37CZwOkFmaed5fqqJKU7WlS++MOkDU4ZRgykhnSP46AJwWZN1LicxdeqZlBYXhhdoImstVqSTLAR1cIvJmkIVV2F/+eBZHRnsGZ8wG5O2cfBwDLQn6xJKkUkL1cTVxF4hbzmsn0kM1nao61AADhIKYXy5MSRed2zbiJGoSXre8YAGSSyFWQrzGXupJM2qPLX4JaeaGm0DCCOr/cQQMNvDg0Gzoxarn+Up2R5IjnTC3/4iIaY/IocXmZuyvnmGPBVwTl6mEB0UJMb9T6LADoWGME0MGCAKCYaFo7/xWZBpnZUqcuRYam1nlOKJGt2geRRqKSMKhMEuZc0xHEozRhIBwiVhyBAKzIKkMLIQCAQpJDFAAigWoXUG2I6FL9bwY0JBpWqbkO0Sayo6e7feljeVkLJNqs9AQgKwtPlhQINxBttXEtRdUX/l+T5b4I7Yqv9LYiNSkoA4B0hEbqTcRKSLT6X2jEYgvPreCl1xFGElK1Y1SLgwCqgoa25s7F5TQV8SZQCQAiccRWbcKoqgeVMCtLoi6UJ0Sp+yUL2tJHOkNDOwDM/Q0Oyiw5LIERADRcv55qyRcjSDAVrQmpI4R4i0QX6Xz9OVNMRE11jYloCJZCJA0AFFUyMiSsGSGAabPdViHXb5GsoOcAABNBACAEygrFKIOSlElUhxmRGrfG1ctpSA5aUGEAIOGlopQMCgCaQRq6YZqrtL06TZoCgAQyGbKmbgGNSGxW0RePMEJqJkSmABCNwQoD0C+lO4TS+bkwQqsUjNLFahGM0tR6AOriv+OyRAuJmYrhIsuG0KVSJXNaRigIWzQMLU7rVJHJaGRVO0JXUJcXD6XGRUpI0uy6IliYKUIUPVHtudy0C23rLqkxtlgy0ZQe2BikrQtPVn5TexFGUNablj6kUnROzhQKgEh6vqEwiSyzGr8xLKWStsTy58RkC80l04naIpnYDtKtdKygynr9uYigker19GS2uajB1LSCpd9V5x4QMwYACJpoaGQbEqEtNW6HESz7y0VE0iGtZjVXQqaLl1zEVM0utDXS5ZUl44TIUGToYdDasRGLtbJo1U1F1khBRACYFqg8u/Be5K+qaxLRJACkxvNBNRUaAatvNSnRoM/NH2EIJNDQpZLwwrdXtsoyDUGrLzqldtJlElyskCTcuMogquuCEEWKr1RGjSyVDNOXFVJq+qbpACII1K9OW6SjklTHmJL2mNJR1TJtnUU3XFrkJdXYEUlDcyPtSZBMtf7V/B1dvAZUjbJlRay5CgjQ1LpVrrM+V4Goq/kMACB11qEUkGhHFEBgySKMpQFANxFNgdV80Qhh2xalsToXlIGQBYMuB0ldt0/N1WQDgCQtGl0Uz8TVua+ohokw1DWLJtVYph9xUn1EmPWi/3pBJkFZACGTRjUA0NR5ax5pIVCspeVDpmKtkfV6ew3dVNprRBmNWj0qDckADATmA9FFaLIaWxDxbOElUDm86N+JcDC1NISf/78GxGq+SSK0XdIvVSQsqRA9uuLHBJAIklHUKhxhUNRkBowYAMjsZGtSrc+UlGqXpMAKqiBLtCGAgA5JhqUROQAA8sIqIcxCtAnAnO2j1f40xahRZ6noq4bHqtoK1HHa4fnYxVSl7piaqlmmNYVlJQlAUTJL3cbs9AVrFEbVAChzxiGEi4WCsgJlTrmDFlnbKJGLhTmrYwQNmlzoTndNB2q1MZaQGjaT+KK2yErrNp7uC82ZY80AQGPLxM3qu/0XsTrDFuJphpqaSUgloWXhUy2pjEQDqBuOabK8qk4wJQ6rpsRyGzNPPBCddRiBZaZhdQhBc4xI1ZrZ4pVOjbmwjypsQ5z2pVBjtTWYq0tOWT7maGzRP6XFU6LJJLbiGDUsjQVoR5TOb/aCcdIWQyZFG6oSCGDOalASj8JABABNdMOK4deCBdohL9uPxE2EanYxNSOKLl8nhkVXirmCMbT3KBujSlNNEzojxjLbl25EoJ6UZAaZ6q2y0b1yfB6NQ1XVhARrLvahSl0/vAqNuGQBBhbpN0WNcKTuwLzDaGmStjXR7oRMarRXtwjVYMVNue0SWzMlqkICIDdpiEUBGGTFEG8l5tNhLHKRGGERWq3MZ3cBoXB7SIrPBv+ZCAu9OCm/KIhsSlIAACJxNGfUmp7X2S8wZi1eSwwqtZbFf/OVG9WPpPha9LWhIYpMI4kZxExIWhIAFAamoiGVCa+g3KoMlaXmPVNrJxqXTQylAIw5d0TCl5ZNUmWS6JKNauDTNGev1IQEUEiMBNOLyoeiSLVm6ILPeZHKX6fPAMCoNG86E3FpQ4pGuxaKMQr5krIMRNKgLht4MEyao1aNwIhCSfNiP29ZiCT0mkbIpjZ0rEPDGincRdX6AZRiLEvVLqpzrieUsCXG1zSrAXm1ZARdrSSUWdRrxJZvhxE0SFN40ZNoHCBECyGWAUAyYRZhNF5N710W1rsC9US3iucJGACgBIK0BQDiCSncMffRYu9IqNRoktiyCCjVgIYuRGMkoiMeD+LSfGpGXejoooE3pxDQoAfTCF+8FqW+3lsalJUSm8toVrTQyj5g3kXNB/ZseR54ZSQJ5uKNLombAEAoIlGaNEgmBGPlCjtSang9Ys0hrLifpOFqxyQ5CkAKr2ibAKRUBiwOJTS5fd4eawoIocEloqujPrFLnOYlEElbPi+zcVR7B9a0Qa1Rr0DcpJmlhV8kJqvpfEOSxPT5DOaSdCmVQ2hoQlMb4im60jbHijRgVSdpyNBUGCESNeY9wSzqbGJVlQBo5hq0NpOY3lCbzA8YUk8MyTr1U4vJjfWVhFpsduOGuZyE1BlGYzKorBpuSis7MDWE5jarRZrr1OL8q0KhMCTqaaNSo1SMQjYSymqqCACkJ7PqeRxoQjMvlhlZkYiBtX0B8zJJT1+0LNnUEdpmQg8AoEG5NldURTNZszF7Epla3TYRVPeQKqPGXD3mRazG7HQpar1UFiHdZG4TqEizfatuSlVWTTAyBQDCOgDEGkkmBGWlox3K9Ho5vxWSwFWiZu1+foFgfHmCZUW0WW/z66bEVxrRPEylbIW04jLSuhRYlsdLrhSta6asLGjRpWRkyKopRTR39SSWRVNMAqDKVatHyDKBL8uLECWEkIF4E+LNyxuJaHNn8MvOhhBc1ZAxiSwOhhm9VMHWMpt7NuezjGq9SmRr7jC3RpVoR4SEGhjUak5Spki2UquRXmIIGprzJIpK2uPBzbq0Jrz6Nyy1R2+REW2sBl3xRhj1MuqzBikQpSkdmD3qXDTTCl0waVSpNmpc7PRuAUlWk1LVnMeSaMjUj4dlY/6qQLNshOaCVtZqzaagmuVl+95gggTm/mRAQGPNl5qamg/7JS2F2bh5SSo0HNVZPZtCJTAGMwIAmkqDzVKgdWkiYw6WVlGz6YVEViq5iCVGQVaY2VSbeZAoZCxeSLWploYmJBZ7GCrND5jIZEn4kySrpQBlUp3leRO3PKifx6C0KzQbji22FEzD8kTGfO+W2ARCEA23dIMAMGSWqKexiQhJdSMSCc1ZsPkcJe0IVytZ3tAlZvpUtiCikE7m4g6qzplSClAJuoaWFpmGq3c0LhVK0LVWSm9YeKJI7bGlXaOJejkeSZKXSyNoIbzaFLLYXDidXBdPoBkLxwTLtZGS6kaDYTVNVeNzY7ZefDb40o/ck4kmadnQTKWhJnGq6u1o6qnpmQLU9+sAEKzvqAlbWTWiNRY8YVCw6mFgU3qLtfBRXTcAEGLE0NKIQM2CTLUhs+rxnma1oa32gW4hQBsBSMGaE/5ohHZsj62QjYuTRTWQJbNpKWxtBB0dCF6CEbciC4Y1ZCGdQFcTSXXWLywrNG2SmEGbgiy+aKJJUF10frGI2ctpQRpuJ0qNKFWGUBLWCgGzqZswZ7NdtWcKkCQE4rB+rQ1dteYwkiE0xdaG5DBRAWSs6vkOWbKXlBlMrdZBrsDyC3+h0Dpj8eJR1dC84QxYaG5u036twDIWa1QW2YlFBqqvD7t3Y/06hMOIRJBOI1ZPhyKROgl8AIAxH7GkkmhpRjgcr/Xnyq9z36EOilJNhmUyaKp3yNIyZ8go2RUMLmzhAqvFdc2qaiyPuCiFsZohC0rSgjSam7cHAgsp395ehGoUNLR4RQWD6OzYukwXl049oC/pVSaDdX2LnoSC6O5GTzfWr+/R59zDxo245hq0tmI5sRiSyTrP56heG9u+/apQsN5ZvGTWdClTM60xxgAglbrMutjVvWQSzUvnLlU3+otEqppjGNtXncEVoRTh8Iv+1grqqlNqzS/GVAodHWhqQnMTCJFn5RYOW8v31Cvw/wEWQy1RhytShwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 516,
"width": 1372
}
},
"output_type": "display_data"
}
],
"source": [
"from utils.rainbow import to_rainbow\n",
"from librosa import amplitude_to_db\n",
"\n",
"db = normalize(amplitude_to_db(mag, top_db=30))\n",
"db = np.expand_dims(db, axis=-1)\n",
"imshow(np.flipud(db[:,:-1] * to_rainbow(phase_derivative1)), zoom=4)\n",
"imshow(np.flipud(db[:,:-2] * to_rainbow(phase_derivative2)), zoom=4)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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