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CAD97/main.ipynb Secret

Created June 11, 2022 03:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import math, itertools"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def clamp(x, lo, hi):\n",
" return max(lo, min(x, hi))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def raw_data():\n",
" return lambda datum, dt: datum"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def simple_moving_average(length):\n",
" buf = []\n",
" def do(value, dt):\n",
" nonlocal buf\n",
" buf.append(value)\n",
" if len(buf) > length:\n",
" buf.pop(0)\n",
" return sum(buf) / len(buf)\n",
" return do"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def pure_exponential_moving_average(tau):\n",
" buf = -1\n",
" def do(value, dt):\n",
" nonlocal buf\n",
" if buf == -1:\n",
" buf = value\n",
" else:\n",
" alpha = 1 - math.exp(-dt / tau)\n",
" buf = alpha * value + (1 - alpha) * buf\n",
" return buf\n",
" return do"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def cheap_exponential_moving_average(tau):\n",
" buf = -1\n",
" def do(value, dt):\n",
" nonlocal buf\n",
" if buf == -1:\n",
" buf = value\n",
" else:\n",
" alpha = dt / tau\n",
" buf += alpha * (value - buf)\n",
" return buf\n",
" return do"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def plot(data, title):\n",
" data = list(data)\n",
" fig, ax = plt.subplots(figsize = (20, 10))\n",
" if title:\n",
" ax.set_title(title)\n",
" ax.set_xlabel('Time')\n",
" ax.set_ylabel('Value')\n",
" timer = list(itertools.accumulate(map(lambda x: x[1], data)))\n",
" raw = raw_data()\n",
" ax.plot(timer, list(map(lambda x: raw(*x), data)), '--o', label = 'Raw', ds = 'steps')\n",
" sma = simple_moving_average(20)\n",
" ax.plot(timer, list(map(lambda x: sma(*x), data)), '--o', label = 'SMA', ds = 'steps')\n",
" ema = pure_exponential_moving_average(2 / 21)\n",
" ax.plot(timer, list(map(lambda x: ema(*x), data)), '--o', label = 'EMA (exp)')\n",
" ema = cheap_exponential_moving_average(2 / 21)\n",
" ax.plot(timer, list(map(lambda x: ema(*x), data)), '--o', label = 'EMA (simple)')\n",
" ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = list(itertools.chain(itertools.repeat((60, 1 / 60), 60), itertools.repeat((30, 1 / 30), 30)))\n",
"plot(data, \"Framerate drop\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HF5UkhVZL+V1DFevwB3tL4qFhYY2ew5jQRuMyNS+DTg7fgJIUV3us0y8p6aevL7KJeFXX2JrzeehT3jWm0Xhpt841X6+HPmFVajTuaiJ+8PlsTh9v474ao4vDH031+zj9UVU/3vRrK7zR105zXntSI6+tA2o83szXnk2Ia/S101Zee+3ptdXZ4Rdq/T7evvaaeu20ldee6ZrQ6GvDF6+9xq5JeGXj1yysnb22AvHac4VHePXaaey156m9Me+s3qH1Oc4HOv3RX7/d23igzuFULKrfx6lYdOgY2Q7Fnvp9vI1LciwGSVJ+cc1f0Lke4vuKf/oL29PzcfD83sYb67OnqLzR+N5D4ueHfq5TQn76A6b+dQqXw1/99drDVamCLVHa+G6SNqQla+O7SSrYEuV2XMnWMG3/Kk6VxS5JRpXFLm3/Kk4lW8OaFV+eG624ZdFK2F/zB0nCfil+abQyNnSRKmr+r3nX153cikWSFFJltH1tF/3oqlLsiogGBY6ISilyZZTejy7T9lUZ6rUkxLFP+Koobfv4Q/X7zDketipKP3z8tnqtcC8W1Y9v/mSetl1zrWOxSJLCSoxy7vyjY7FIksJLjXY94lwskqROpdLup59Rydz5Ht9nR1ZIFUu+dCwESVJEhVS97ntFZ1cqwkOf8EopfK9zMUiSwiql0MJqhXmKV0kqs7Ll1rHgf7BPVbXnuKtKKguRCkOsEjz8rHVVSSWhcizoSzX/IVER0nhcITV7sjgVDiQpvlCKtMZjngmFUnS1UWfnHxfqekCKrTaqjgzz+Duv636pulNEo/HK6Ai5+vT22CeqXArv389jPLKi8XhEpRRx5FFy9e7V6O/m0F4pjcZDeqWoKCGk0T6FTcQPNBHfnxCigq4hHr9PQqulgq6hHq9J3fuHJt5fdHaFeHzthFZLMaGhHuOteX/QXvizYOSSdKKkp621wyQVSfpj/Q61M48cpzhZa5+z1qZaa1MTExP9mKb/7Ytxbt8bI01K/0Z7vYyfcdkfGz3HiPNvbDQ+7KxL6j5vLH9v45c+uaDRPpOf/V/j8Rc/88nz1VS8vZwjEHmOvfbBRl87zXntHfzcia9eW5f8/c1G+7SV1x6vrZ/i5/3+qUZfO23ltXfR/a822scXr732cs3ayzkm3vZCo68Nb157ntqbMig5RilxUZKkiSekaM6NIzTnxhE6orbtUEfERfkk3l7Ocee4Y+qeH6c+t4wZ0Gj8htOPbDR+xYi+ktRon+bGPX0tKXFROjKxc6PxwSmxjcZP6pPgs2s2elumuszfr/VpKXrmw79p9LZMfdrlFxp811INvmupdppELcqJ1bL3UrQuLUXL3kvRopxY7TSJGnzXUv24Ncmx2LN1S5KO+e18HTvtf9qyNs65mJMZp94XP68fvnGO7/giXusGnqvQVdENCjXhVVLCmij9I7GL/m9gZ4WWOP+pEl4Uoju6F3r8AzD+gPRyXKmWdcnz+Idown5p/ZA45z9EVPNH+57zTm40bq77pXq89Lz2RTv32dtZ6vveAu3t7Bzf00U6esWX2tvFw/Ex0rEb1uvY9esa/dl3bObKRuPHfP6FTlmxvtE+ZyxvPD5mSePxcxet188/bbzP+IWNxyf+b73+/uDaRn9Gz7x3TaPxJ+9uPP6P6WuUdsPqRvN47cZVjcZfbSL+nxtX6U+PfdHo7/87nljeaPwPT32u/v98ptHz9HnqH43Gez35ZKPxnrOeUL/nX2i0z5Ev/KfR+ICX/quxCxr/3TxufuPx85qIT5j/jSalN/494Iv3D3958OtGXzv337va5+8P2gN/Foy2S9purf2y9vFc1RSQdtYuRVPtx11+zKFNyB47RGWHbC9e5qpp90W8rYxBnjwX7TlPnov2lyfPRfvLsyM9F75w+7kDFRUW6tYWFRaq288d6JN4ezkHebb8HGOzV+mlDx/Qgrdv00sfPqCx2avq4vdFb9etq19XSLGVkdS9JF+3rn5d90VvrxtvceVJDWb3JCyN1rr1vbVr1izt+8Z5Zk/Jly59f8oIzX3+doUXOc+aCakwuvk/Fyu80DluJP1r6xyPs0ispC79BujEpBO1x0MhZXeM9NgZj2lPjPM59sYYLZ2yVDMfytBeD332xYTokT/+T3tjnP8c2hcTotuu+Vej8Ssn/lnxp4zUW2d3UukhPzNKXdI7Yzopqn9/vT3GOf7uWZ0UGhOjHef6/+eaMYaf4e3sHOTZ/s7REfl70+slkq6z1n5njJkh6WD9fU+9Ta8TrLV3NDZOe9/DSGo/O7qTZ/s6B3m2v3OQZ/s7B3m2v3P4Ks8jPlyj+APSgU7S1vNat6Hl5GeXS5Lm3DjCMd5R7rjVFsboSHkufOo/Cn/pGSUU7dPe6HiVX3WTxvz+15KkgvR0/finu+Qq/2l6TmW4S70ffEixEydqzagRCsvL16GqI8IUPeQEle3aqQM7tyu61PlvgKoQKaS6prBzKCvppbND9E3/UP0xzXmfmLwY6ft//5+OvvYxj/Hhn6/UytOGK6Gg4XLFvbGhOu3LbyRJ0/98mi59e68i681EKnVJr09K0MMPLNOif9+nuJmzG+w/lD/tMo2+9h5JarKPt3FJWpC1QO8/80dduqiyZmZSjPT6aJd+ftMjGt9/fJNxqX39bCRPnov2mmegnov2JiibXteeeKikf0kKl5Ql6WrV/EfG65J6S9oq6VJr7d7GxukIBSMAANC+ZC74lyTppPHXtXqMj9fvlCSdPchxy0aggYL0dG3/858UUvbThjPVEWHq+cCDipkwQd+MGiHX7oIGx9nQEIVER8vuP+A4rpW0uW+4dkVVaMQG67Eg9Pw/z9UF0z/0WOw5celXig6L1l13j2y0mNOsYs8Ts9321SkLk/KnuhdiPnzuT7r4k7K6QsvcsyJ07g0P1hVaFv37PoU997riCqqUHxuqihsurTv+oKb6eBs/mOuslbOUW5SrHtE9dOuJt9bl2Jw4AARL0ApGvkLBCAAABEt5RanCwyKDnQY6iIL0dO2a+YQqc3LkSk5W0rSpip04sS6+5vQRCtuV3+A46wpVSGSkbKHzHSuspMxTu+mYzN2OdxLKi5FyX7lXkpTy63vVtaC6QZ+Ds3uaKvZITRdzfFXsodACAP5FwQgAAKCFcrdt0po/XKfy/fs04cOvWzXG5rxCSdKRiR52vcVhxXH2UJhLceMnKCQqUuUbN6koI8Pj7J/1Z/RWny9/dLwbUF6MFPHOS3rjqd/rV+8eaLTY09TsnuYUeyRm1QBAR0DBCAAAoIXWPTRSPy7PV1RelUZ+vlauEFfTBx2iqT2M0PE4zZo545q7VbFjh76/cJJC9zvPEArp0kV7k6MV8UOuohxuf54XI8XMn61Xn7ih0YJQc4s9Tc3uodgDAIeHxgpGLX/nAwAAcLiIClFcYZXyivOU3Dk52NmgjTt05k5CQZUqH5ut9U/OVUhZhUI9HGdVc3v1L3K+0H+e+p2uTC9pUBB6f2yCHk4aqh3X/UUvVjsUhK65S5Jqijo3SA8c8yflqko9Oic7FntGX3uPdMjyr/rG9x9PgQgADnMUjAAAADxwRYUoolLauesHCkaQ1HAPosSpU9Vp2FAVr/hKcU+kuS3zkiRXtVRaXam+M/6iDX+7V/EOE4x2x9Tc9nxEygjtvf5+vWibURBK9Tz7Z3z/8Rr/2f+reXDxAn89FQCADo6CEQAAgAeRkTVzQvJ2bJT6nxrkbBBsh+5BVJmdrR1/mq6Qiprbw4d7OC68wip+yhSlf/OU42bS749N0Om1j5tdEGL2DwDAzygYAQAAeBAd69Lmcwepb0KfYKeCAPB0B7PqsjIVr/hK2++5223DakkKqahSSSeXBs+Zp4zLL1BCQVWDcfNjawqPI6+5Sy9Wep49dBAFIQBAW0DBCAAAwEHFyb9TiKQJZ1/W6jF+f9YA3yUEv3KaPbT9z3+Sra7Wzkf/quq9ex3vXiZJkcWVihgwQBU3XKoyh7uPVdxwqaTmzR7ymeHX+H5MAMBhhbukAQAANKKkqEAHSgqU1K13sFOBH605fYTCduU3aN8TG6JPzojTtPMe1Ko7fqPE/Q2PzYuRTl+xQVLTdx8DAKAt4S5pAAAALfTj96tlrdX+iy/XF6cm6Ppnl7R4jHXZBZKkwSmxvk4PreBpyVnh4sVyORSLJCm+oFr9rrpJUceM1PtjE5rcg6ipu48FTMH2mo+xPYObBwCg3aJgBAAA4ODA3JslSWWxUXLtO9CqMe5LXy9JmnPjCJ/lhdZxXHL2pz9pw54N+iZ3tX4WUnNHs0PtiZGuGHSFpObvQdQmzLux5uPV3CUNANA6FIwAAAAaUZUQo077c1VaWapIV2Sw00Erbf3bQwo7dMPq8gqV/78X9dKt8dowqbMuf7fQ6zuYAQDQUVAwAgAAaERI166K35ij3KJc9Y3tG+x00ArV5eUel5x12y99OuUzfbT1I71YzR3MAAA4iIIRAABAI8K7d1f8qm+UU5RDwagNO3Sz6corL9DQY8/U6qNC9fr3r+vaMCmqouFxu2OkQaFhzB4CAOAQFIwAAAAakXTuBK2JtRrUmc2D26pF/75PcfVuZ59QUCX75Fxt11z9+fehCktM0n8mROnK9JIml5xRIAIAoAYFIwAAAAfVI2+XJCWfPk7JZ45r1Rh3jBvoy5TgQdhzr9cViw4ykgqipb9MeEJn9DpDH6V+pBdtO9mw2hdOvTnYGQAA2jljrQ12Dk1KTU21GRkZwU4DAAAchmx5ubZvXq2KmGj1P2JwsNPBIay1Wn/sIIU4xKolDf52Q93jBVkLNGslS84AADjIGJNprU11ijHDCAAAwMHmNZ9LklJCY1V40ZVKv26Q7rjtzeYPsOZ1lX04Q+FF2TKxPaUx90hDLm3QRwvvkwq2S059vI23l3M0o8+iR69U2JsrFLdfyo+RKsefqBjbXdvWLldcjJS4v+ElyI8NdXs8vrBI47dl156jWjq6qGVfR3t5Pte8Lv3vbunATs/nAACgCRSMAAAAHJTOv0OS5LpuniSpMi+v+QeveV1Kv0URFSU1jwu2Sem31Hx+8A/32j7y1MfbeHs5RzPGWPTolYp7ZYUiavcfStgv2dkrZSXlD4nSrnN7K+atH+viklTmkiouPKnBNenwz2dzzgEAQDOwJA0AAMDBuodGqm9Fljr1HKoNf/9B754Wpjuf/1pm24qa2R2HGvewlDxE2vyp9NpkqaqsYZ/YXtJ5f5M+/4e0/SvnPp26SonHeo5HJUhJgzzHI+Ok7sfVfO6pT2iE1HO493FfnEOSclZL5YUe+yx7OksJTjOIoqWTbu6n8Ny1WrTFKGxVdN0MpIphRRrds7TmHEefK614rqZ44nSOcx+Uls3yHJ8wUxr2K+nxY6X92Q37dOoq3ZElPXaMdCDHId5NumOz9NhA6UBuw3h0onT7JilnjfSvsz2/di76t/TyRM/xXzzV+Gtv2jcN2wEAhzWWpAEAALTQsqgzJUmDQ4wqOhl1PlCp/eX7Fducg53+YJdqlhA11ad4T+Pxkr2Nx0vzmz7HwXZv474aw6lYVK9PnEOxSJJiiqRwGalsv0YnS0ouOOT4ep/Xf+6d8mgqLkn7HYpB0k/XzKkY5Bbf6Rwv2u18vvoO5udtHACAZnLaHxAAAOCwt7DTebqv69+kqxdIPVIUXyjlFuVKvX9W03bov+QhNQceeWbNbA4nsT2lgT+v6e+xTy/fxNvLORrps69LT839vrOqPbxjzY9R885x2i01z72nPidf33h82K9qP2+kT6Pxns2LJw9p/LXT+2eNx5t67QEA0AIUjAAAAJrQ9be/Uc9rblSP6B7NO2DMPVJYlHtbWFRNe3P7eBtvL+eo7bMgJk5je6ZoSN9eGtszRR+XJGjDu2Ea/NYa7TwiQmWHzIsvc0kVF50c8Dzb/PPZnHMAANAMLEkDAABwcMe4gXWf9xx/kVo0P6N2c+Hyj2YorNDDXdIOfu7pblfextvLOSQt6BytD3Nj9ee0CnXbX6XScCmiPFIV3SIU8vc7dPaEXza4S1rFRSdr9J0vBzTPdvF8NuccAAA0A5teAwAANKFyzx6tXfGeIk8apmOTjgt2Oh3O9D+fpkvf3qvIenc5qzTS6+fH6f5HlgcvMQAAOrjGNr1mSRoAAICDzK17lbm1ZoPp/R98oMhpD2nOin+1aIylG3dr6cbdTXc8zP38I/dikSS5rHTOJ/lByQcAALAkDQAAwNFfP/hOkjTnxhFyJSZKkopzWnanqac+2ShJGjmgm2+T60Dmff4vHePhLmjdPLQDAAD/o2AEAADQhIMFo/K8vCBn0nGUVJaoOuNrDf6/F1TloU9lUlwgUwIAAPVQMAIAAGiCKzGp5pM9e1VVXaXQkNDgJtTOLMhaoFkrZym3KFfdO3VXn5g+6rXiR106e4fC+/ZV12uv0c6nnlRIWUXdMdURYepz+11BzBoAgMMbBSMAAIAmuBJrlpTFHKjWntI9SuqUFOSM2o8FWQv04XN/0p8/KVPX/dKemO16bfQO7T/lVMVceqp63Ha7QjtHK6x7d+2a+YQqc3LkSk5W0rSpip04MdjpAwBw2KJgBAAA0ISQiAh1eewBXZjSWXERccFOp11Z+sJDunp+Wd2m1on7pZves5oTvkFHPPDTJuKxEydSIAIAoA0x1tpg59Ck1NRUm5GREew0AADAYWRddoEkaXBKbKvH2JxXKEk6MrGzT3JqjxaffKwSHTavzouRTl+xIfAJAQCAOsaYTGttqlOMGUYAAAAODi0UFX/zjT5f976SzjpXQxKHNGuMw7lQJEm5Rbke73TGHdAAAGjbQoKdAAAAQFu0dONuLd24u+7xvpdfVtjMF/X+D+83e4yP1+/Ux+t3+iO9Nm/VrlWaPH+ySqOcNwjnDmgAALRtFIwAAAAcPPXJRj31yca6x65uiYovlHILc5o9xvNLsvT8kix/pNemvbXxLV3z4TXqHNZZ0Vf+UjbE/S0nd0ADAKDtY0kaAABAM7gSExVWabV3z45gp9LmLMhaoFkrZym3KFedXJ1UXFGoX+4ZqN/c/IJiI2JVcOTx3AENAIB2hoIRAABAM7gSEyVJpTubP8PocLAga4FmfD5DpVWlkqSS8kL97j2r09eul+u0DdIpp3AHNAAA2iEKRgAAAM1wsGBk9u5TeVW5wkPDg5xR2zBr5SydtKZIv1xk1XW/VOGSIiqlBWNi9H8/+1mw0wMAAK1EwQgAAKAZIo8brIRXntPMvj0VFhIW7HTajCNX7NAN71lFVtY8jqiUKkKkzdGFMsYENzkAANBqFIwAAAAcPHTh8W6PQzt3Vvfho1o0xszJQ32YUduz/cB2Xbaouq5YdFBYtXT5ZxSLAABozygYAQAAODgysXODtry339Snxas18JyLdULiCU2OkRIX5Y/U2oQf9/+oaz+6VrP2O8fj91cFNiEAAOBTIU13AQAAOPx8vH6nPl6/060t/x9PK3/um/oy58tmjZH+dbbSv872R3pBVVZVpus/ul5lFaUynZyLYmHJKQHOCgAA+BIFIwAAAAfPL8nS80uy3NrCEpOUWOxSTlHz7pT26hdb9eoXW/2RXlBFhEbojuF36Pk9E6XiEik01C1uIiOVNG1qcJIDAAA+QcEIAACgmVyJiepaHKLcotxgpxIwC7IWaOzcsRry8hCd+fqZenTFo5Kk4evLVf2PF9Vl3DglP/yQXCkpkjFypaQo+f77FDtxYpAzBwAA3mAPIwAAgGZyJSYq5kDVYVMwWpC1QDM+n6HSqlJJ0u6S3frvhv9qWHaEet/9gqJOOkkpjz6ikIgIxf3iF0HOFgAA+BIzjAAAAJrJlZioiJJK5e/fFexUAmLWyll1xaKDrKy+W/Cawnr2VK9//kMhERFByg4AAPgTM4wAAACaKW7ypQqfcK4+6nF4bOicW5Sr09ZV6ZeLrLrul/bESK+NNnr+tBL99oLZCo2NDXaKAADATygYAQAAOJg5eWiDNld8vGLi45s9xtOXn+TDjAJv/MYuuvS9vYqsrHmcuF/6zQKr+PAYikUAAHRwFIwAAAAcpMQ1vF18VX6+tv3nX3q3e7bGjLlWg7sNbnSMhOhwf6UXEJctrlZYpXtbeFVNOwAA6NjYwwgAAMBB+tfZSv86263NVlaq5P/9Wz8u+1Dr965vcow3MrbpjYxt/krRr55b85zC8gocY57aAQBAx0HBCAAAwMGrX2zVq19sdWsLjY+XQkOVUGiUU5jT5BhzM7drbuZ2f6XoN69teE1PrXpKJV2jHeOu5OQAZwQAAAKNghEAAEAzmdBQuRIS1KM0QjuLdwY7Hb9YvH2xHv3qUZ3Z60z1u+PPUoj720UTGamkaVODkxwAAAgY9jACAABoAVdiopJKyrWsKDfYqfjct3u/1W2f3aZjEo7RI6MeUaewTjLVUt7Mx1W5K0+u5GQlTZuq2IkTg50qAADwMwpGAAAALeBKTFTcDztUWV3ZdOd2YEHWAs1aOUu5RbmKCI1QeGi4/nHWP1T9+VeqPP54xU06X3GTzg92mgAAIMAoGAEAALRAymOP6YjICI10tf+3UQuyFmjG5zNUWlUqSSqtKpWV1arl76j3tKcUc955Snnk4SBnCQAAgsFYa4OdQ5NSU1NtRkZGsNMAAACHkb1F5ZKkhOjwVo9RUl4lSYoKD/VJTr42du5Y5RS5b94dXmH1t/8Y9bRx6v/223J17Rqk7AAAgL8ZYzKttalOMTa9BgAAcJAQHe5YLCpZu1Yb/jhV//fODdq0b1OjY0SFh7bZYpEk5Trsw/TrhdVK3lWplEceoVgEAMBhjIIRAACAgzcytumNjG0N2ityc6W3P9TGbz/X1v1bGx3jleVb9MryLX7K0Hvdorq5PU79vlpjV1l9PKqLOp92WpCyAgAAbUH7X3wPAADgB3Mzt0uSLknt5dYelpgoSYortA2Wcx1q/pqa+BUj+vo+QS+VVZUpxITotHVV+uUiq677pb1dpFVHhqj/bX8KdnoAACDIKBgBAAC0gKu2YJRY7GqyYNSWPfv1szrqq2z97oMQuWr3Wup2QEooD1XP70OkgUFOEAAABBVL0gAAAFogtFvNMq5eZZ0d9wBqLy4fdLl+uzy2rlh0UEhZhXbNfCI4SQEAgDaDghEAAEALhEREKLRbNyW7EtQlvEuw02mxgrICVVRXKCEyQWG7Cxz7VOa035lTAADAN1iSBgAA0EIDlizW0cYEO40Wq7bVuv2z21Wtaj1/zvNyJSerMju7QT9XcnIQsgMAAG0JBSMAAAAHL119sseYaWaxaM6NI3yVjk+8sv4VLc9ZrrtPuVvGGHUZO1b7XnrJrY+JjFTStKlByQ8AALQdFIwAAAAcRIWHeozlv/mmtix5X/eftU//OOsfSu7cdmfkLMhaoFkrZym3KFdWVoMSBumSoy+RJJV9961Ck5JkQkNVmZsrV3KykqZNVezEiUHOGgAABBsFIwAAAAevLN8iSbpiRN8GsbKsLIUv/FLfD7XKLsr2WDB6bvFmSdINpx/przQbtSBrgWZ8PkOlVaV1bZsLNuu9H97T+P7j1evpp1W5c6fC+/QJSn4AAKDtYtNrAAAAB/PX5Gj+GufNn12JiTIVlYoulXKKPG8QvXDDLi3csMtfKTZp1spZbsUiSSqrKtO/Fz+u6tJShURGUiwCAACOKBgBAAC0kCsxUZIUVyTlFuUGORvPPOU26c0cbbl0smxVVYAzAgAA7QUFIwAAgBY6WDA6orRTmy4YdY/u3qBt2KZqDd9oFfuLiTKhnvdpAgAAhzcKRgAAAC0UlpSksJQUDUs4XimdU4KdjkdDug1xexxWaXXNx1blvZKU8OtfBykrAADQHrDpNQAAQAuF9+2roz5ZqJub6BcZFrwZPDsKd2jx9sU6rutx2lO6R7lFufrlyk7qvm+/ej/2sEx4eNByAwAAbR8FIwAAAAdzbhzh9RgvX3OyDzJpnUdWPCJjjGaeOVM9onvIWqttn12rkHNjFH3qqUHLCwAAtA8sSQMAAGiF7D//WUvuvkkj00aquKI42Om4+WzbZ1q0bZFuOuEmRX3ylTaeNUbfDhqssh+2KHrkyGCnBwAA2gEKRgAAAA6eW7xZzy3e7DFenvWDor/broKyAuUWO298/eTCjXpy4UZ/pehR39i+uuToS3T+5gTl3H2PKrOzJWtVmZOjnQ8+qIL09IDnBAAA2he/FoyMMVuMMWuNMauNMRm1bTOMMTtq21YbY87zZw4AAACtsXDDLi3csMtj3JWYqIj8EklSbqFzwWjZpt1atmm3X/JrTJ+YPrpnxD3aO+sp2dJSt5gtLdWumU8EPCcAANC+BGKG0ZnW2qHW2tR6bTNr24Zaa98LQA4AAAA+5UpMVMjeAknyOMMo0H7c/6P+b9H/aVdxTaGrMifHsZ+ndgAAgINYkgYAANAKrsREqbBI4RVSblHwC0bWWj204iF9nv25jIwkydWjh2NfV3JyIFMDAADtkL8LRlbSR8aYTGPMDfXabzbGrDHGvGCMiXc60BhzgzEmwxiTkZeX5+c0AQAAWia8X19FnXiiLuk1Qf1j+wc7HS38caGW7Vim3w39nRI7JUqSokeNatDPREYqadrUAGcHAADaG5efxx9prd1hjEmS9D9jzLeSnpZ0v2qKSfdLekzSNYceaK19TtJzkpSammr9nCcAAICbyLDQRuMxY8cqZuxY/bGRPvGdwn2b1CEWZC3QrJWzlFuUK2OMenTqoSnHTKmLh3bpLFfPnlJ1lSpzcuVKTlbStKmKnTjRr3kBAID2z1gbmFqMMWaGpEJr7d/rtfWVNN9ae1xjx6amptqMjAz/JggAANBKZVVligiNCOg5F2Qt0IzPZ6i06qdNrcNDwnXfafdpfP/xdW3V5eUKCfdv4QoAALRPxpjMQ/acruO3JWnGmGhjTJeDn0saK+kbY0z9RfMXSPrGXzkAAAD4S9WBA8qaOFFzH/uNRqWNUqD+E+6gWStnuRWLJKm8ulyzVs6SrapS2ebNkkSxCAAAtIo/9zDqLmmpMeZrSSskLbDWfiDpr8aYtcaYNZLOlDTNjzkAAAC0ypMLN+rJhRs9xkOio1X2wxYl7ClXSWWJCsoKGvR59INv9egH3/olP08bbecW5Wr/+x8oa/wEFa9a5ZdzAwCAjs9vexhZa7MkneDQfoW/zgkAAOAryzbtliTdMmaAY9yEhMjVtatiDlRJknKKchQXGefWZ+XWfX7Lr0d0D+UU5TRoT47qrt1PP62IAUcp6oQGb8UAAACaxd93SQMAAOiwXImJ6rS/TJIcizf+dOuJtyrEuL+ViwyN1PTi0SrfvFndfvMbmRDe6gEAgNbhXQQAAEAruRIT5dpXKMnzEjF/6RPTR9W2Wl3CusjIKDk6WTNOuUe93/xS4f37q8u55wY0HwAA0LH4bUkaAABAR9dp+HCFJiXpqsGjdUzCMQE99z9X/1OxEbH68KIPFR0WLUkq/e57bdm2Tcn33ycTGhrQfAAAQMdCwQgAAMBBfKem7y7W9ZqrJUn/5yGeHBvpw4x+8nXe11q6Y6mmnji1rlgkSZEDj9ZRCz9WaFycX84LAAAOHybQt4BtjdTUVJuRkRHsNAAAAByVVJYovzRfyZ2TA3K+8qpyvb3pbU3oP0GdwjpJkqry8xUSGytjTEByAAAA7Z8xJtNam+oUYw8jAACAVipavlzfDT9Z/0z7g379wa8Ddt7w0HBdOvDSumKRtVY/Xnudsm+/I2A5AACAjo2CEQAAgINHP/hWj37wbaN9QqKjVX3ggFJKo5RXnKfK6kq3+L3p63Rv+jqf5nXXkrv0XtZ7kqSC9HRtPGuMvj12kErXrZOJivLpuQAAwOGLghEAAICDlVv3aeXWfY32cXXrJklKLHGpylZpd8lut/j67P1an73fZzmtyFmh9Kx07S3dq4L0dOXcfY8qs7Pr4vvT01WQnu6z8wEAgMMXBSMAAIBWOlgwii+seZxblOu3c1lr9c/V/1RSVJIuPvpi7Zr5hGxpqXuf0lLtmvmE33IAAACHDwpGAAAArWTCwxUaF6fOB2qWovmzYPRFzhdauWulrhtynSJdkarMyXHs56kdAACgJVzBTgAAAKA9i7v4IqlvL9056EQdk3CMX85xcHZR907dddGAiyRJruRkt+VoB7mSA3OnNgAA0LFRMAIAAHCQHBvZrH5Jt90mSbrcIdY/Mdpn+Vx73LWqttUKDw2vOe+0qcq5+x63ZWkmMlJJ06b67JwAAODwZay1wc6hSampqTYjIyPYaQAAADiqLi1VTuUeFZYXamDCQJ+NuyBrgWatnKXcolz1iO6hW0+8VeP7j5ck2fJybf7F+aouKFBVfr5cyclKmjZVsRMn+uz8AACgYzPGZFprU51izDACAADwwq4nntDef7+gWY+fqj2le/X6xNd9Mu6CrAWa8fkMlVbVzCDKKcrRjM9nSJLG9x+vAwsXqmLLFvV67ll1Pv10n5wTAADgIDa9BgAAcHBv+jrdm76uyX6u+HjZigr1UVftLN7pFps+b42mz1vTqvPPWjmrrlh0UGlVqWatnCVJ2pc2R2FHHKHo005r1fgAAACNYYYRAACAg/XZ+5vVz5WYKEnqWRatvaV7VVpZqkhXzf5HWXlFrT6/pzuu5RblqiwrS8VffqnEadNkQkNbfQ4AAABPmGEEAADghdBu3SRJ3UsjJKnBLKPW6hHdw2N7/pzXpbAwxV10oU/OBQAAcCgKRgAAAF44OMOoW3HNTB9PM4Na6qrBVzVoiwyN1K0n3qpOI05R4s03y1VbrAIAAPA1lqQBAAB4Iax7d3W97lqZ407R410Ha0D8AJ+MO+qIUUrvmq5dxbuUV5Lnfpe0/lKX0aN9ch4AAAAnFIwAAAAc9E+Mbla/kE6dlHTbbZKkcw6JDUqJafX5e8X00uwJsxu075vzujqPPkNh3bu3emwAAICmGGttsHNoUmpqqs3IyAh2GgAAAI6qCgtVXVystXa7QkyIhiYN9Wq8tXlrFR0erf6x/d3aSzds0A8XXKju0/+ohCuv9OocAAAAxphMa22qU4wZRgAAAF7adtNNMjL665QKxUXE6ZlznvFqvIdXPKwD5Qf07qR3ZYypa9+XNkcmIkKx55/vbcoAAACNYtNrAAAAB9PnrdH0eWua1deVmKjK3buVHJ2snKKcuvapaas0NW1Vi867Jm+N1u5eq8uOucytWFRVWKT96emK+fnPFRoX16IxAQAAWoqCEQAAgIOsvCJl5RU1q68rMVGVeTUbU+cW5ergkv+cglLlFJS26LyvffuaosOidf5R7rOI9s9PV3VxseIvm9Ki8QAAAFqDghEAAICXXN0SVV1UpJTQBBVXFmt/+f5WjbO7ZLc+3PKhzj/yfEWHuW+6Xb5tmyKPO06RQ4b4ImUAAIBGsYcRAACAl1yJiZKklLIoSVJuUa5iI2JbPM43u79RWEiYLjvmsgax7rffLlte7rZMDQAAwF8oGAEAAHip07Ch6v6nP6l7v5F6bcAJ6hPTp1XjjO41WosuXaROYZ3c2iv37ZMrPl4mPNwX6QIAADSJghEAAICDQSkxze4b3revEvr2lSQl1Gs/sU98s8c4UH5AXcK7uBWLCtLTteuxx1WZm6uQmBj1uPvPip04sdljAgAAtJY5uCljW5aammozMjKCnQYAAIAjW12t8s2bFdK5sz4ozlBSpyT9LPlnLRrjiveuUI/oHvrbGX+TVFMsyrn7HtnSnzbNNpGRSr7/PopGAADAJ4wxmdbaVKcYm14DAAD4QNYFF2rfa7P1j1X/0Fub3mrRsev3rNfqvNUakvjThta7Zj7hViySJFtaql0zn/BFugAAAI2iYAQAAOBgatoqTU1b1ay+JiRErm7dVJmXpx7RPZRblCtJuumVTN30SmaTx7+24TVFuaI06ahJdW2VOTmOfT21AwAA+BIFIwAAAAc5BaXKKShtumMtV2KiKnfvdisY7Ssu177ico/HLMhaoLPfOFvvbH5HRkaLty/+abzkZOfzeGgHAADwJQpGAAAAPuBKTKybYbSzeKeqbXWj/RdkLdCMz2doZ/FOSVJxZbFmfD5DC7IWSJKSpk2ViYhwO8ZERipp2lS/5A8AAFAfBSMAAAAfOFgwSo5OVmV1pfaU7Gm0/6yVs1Ra5T6DqbSqVLNWzpIkxU6cqOQH7pcrJUUyRq6UFDa8BgAAAeMKdgIAAAAdQdzFF6vz6aN0Xv/hGtN7jLpGdZW0yWP/g8vWPLXnv/22VG014JOFfsgWAACgcRSMAAAAHJzYJ75F/aOOP07ScTUPwms+nHZUN4/9e0T3UE5Rww2se0T3kLVWe55+RmFHpCjuwgtalAcAAIAvUDACAABwcOe4Y1rUv+rAAZWs/lquY4/WSzvmaUjiEN0y5lSP/W8ccqNmLJ/h1hYZGqlbT7xVZd9+q/KtW5Vw7TWtSR0AAMBr7GEEAADgA+U//KBt11+v8q/X6oVvXtCS7Usa7R8aEipJ6hrZVUZGydHJmnHqDI3vP1773/9ACg1Vl3POCUTqAAAADTDDCAAAwMFNr2RKkp654qRm9XclJkqSqvJ2Kzk6WTuLd+rKF1ZIkl6+5uQG/ednzVevLr204IIFMsbUtVtrtf+DDxR9yilyxbdsWRwAAICvMMMIAADAwb7icu0rLm92f1fXrpKkyt27a/YnKsxRaUWVSiuqGvTdWbRTK3JWaHz/8W7FIkmqys9XaJcuivn5OO++AAAAAC8wwwgAAMAHTHi4QuPjVZmXpx4n9tD3+75Xkoe++8v362fJP9P4fuMbxFzx8er35lxZa/2bMAAAQCMoGAEAAPiIKzGxpmAUfZwKygqUqEoZh7dbA+IH6Pmxzzdot9bKFhcrJDq6wcwjAACAQGJJGgAAgI8k33evkv4wTdccd42++tVXjsWi3SW7tbtkt+Pxpd+s0/ennqai5cv9nSoAAECjmGEEAADg4LSjurX4mKihQ90ejzm24aK0/274r15e97I+m/yZuoR3cYvt/+B92epqRQ4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",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = list(itertools.chain(\n",
" itertools.repeat((60, 1 / 60), 60),\n",
" [(30, 1 / 30)],\n",
" itertools.repeat((60, 1 / 60), 60)))\n",
"plot(data, \"Frame spike to 30fps\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1nhOg0NGtf4h4fa5N2SHmb8yxh4x7s0P3b8myh/z6fMNsIeNtme1/BIM94+r4phYsntZL/NAPpmCvYXrHN61g/w0yeolndvzwDFQMktT5wzUrSDyrsf331Kxs2QP8BVdq/9pcOcNDxtNyPKHjI0aGjKeOyAsZT+kl7vCEnt/mGREyLk9uyLh/RI5qhtuDPpPiU8i40x867ugt3hY6bu+n+EDIYaDHa4bbAxaUuj7jCPCGrWs80Bu6rvFAbyi7xlMDvFnrGg/0hrdbPMCbua7xQG+ou8YDvSHvGre7Qn/f7i3uSO0lnuLoJe4MGXc6Q8ftjl7GtwePB2sfyN7YvE9vbN7Xoz1QoaVre7Tx/pijt3igYlHXeKBiUdd4oGJR13igYtHheZUFKLZ0fSZZ4pfYV2mK2dEjnmIF/oZVoOrOj1OswN8UM6ymkPH0XuJpljdk3GU19xJv6Yy/Uu7Wyv8UasPDhVr5n0K9Uu5WasfXFix+6Gt/szxD2SszlFvX/hen3Dope2WG3ixPb49XBI6/Vp6hyhqv6va3qPy9Yd2KRZJk8xvtXjdMZR8cVM6baT2KGak+afjKNFWtOCDPG4HjI19LU+Mj+5T/WuB4wRtp0sP7lf+mq8fPrlSfNGZ1itKergtYLJKkFK9NGS8FLhZJUqZXyngzcLFIav/Hi/S1XtneDVwskjre63/sDfqzL7VV0u6WoD9bU3yS9vmC/mx2+iTV+UPHvW3tvwfg8EvyWUHfGxx6TxHsvYXDL8keIt4myWnkTbUFLGhJHX9nS7OFfP9Qn+kIGa/LdIZ+/+BOCfn+4YA7NWS8OtsV9M+BvU3al5MWsJh0KF6Vm66W1NyA/9hz6BlfyvDQceeIkHG/0xMybtnzQsaNbWTQ+GB8f9FX8SwYOSTNkPQHy7KmS2qQdHPXBzpWHgVc4mRZ1v2WZc2yLGuWx+OJY5rxdyArcPv+LOnS4g+0P8p4qPE/9e/Q8U8/9n7I+OXLQ8ev+L/1oeMP9hL/23vKHzMp5DM5noKQ8bSMYSHjXX8fqPGpp14c9JkDWdLxc64OGT9h3pdDxmdf8c2Q8bOv+2HI+AXf+nnI+EU3/z5k/NLbHwgZv+znj4SMX37PUzH5f2WwxwdCDgM9PhByGOjxy377TsjvmZctWRX658rPXw39c+0nz4eMX/yjJ0PGL7rl4ZDxT377LyHj5339nqDxYO0D2W9e2qzfvLRZUwvdWn7D7M5fo7LTAj4/KjstJvH+mGOgx380b6oKQzzz/QuPChn/1pzJIePXnzExZPza2eNDxq+YNSZkfN5xhSHj504Z2S2+0Rqnq1tu64xPuOQW7TWB34NXmhEadcli6YslQZ/Zazwxi5dkpOv80YWaNn6Mzh9dqJKM9G7xQAWfQ/FnKvIDFnSeqcgPGf9LdYFWpJ+tjP9mBCzG2NZl6InnazX89cDx1HXp2vRwmZxPHAhekGk2Gv7fpqB/kU/xSXZ7btBig82Sms84SSbIhhFLUsuNnwv8l62OuOOXi1SbHjh+IEPK/r8/qTYjSDxTKlzxjA5kBo7vHyZNXLdGR33wvqqHBXkmS5rywaaQP7umrNsYOv7OhtDxt0L/bJyyspf46++Hjr/aS/yVXuIvr9e859aFfOaSZ0PHL/vP2pDxy3uJX/n0mpDxq55eHTJ+dfE7IePXFL8dMv6Zp/6r+38c+v3BXxf/O2T8Hz98PGT8kZsfDRn/102PhIyXLAj+/mQwvr/oq3gWjHZL2m1Z1n87Pn9M7QWkvR1b0dTxe2UccxgQys6fpubDjhdvdrS3E9eAyCHR8YGQw0CPD4QcEh0fCDkM9PhAyGGgxwdCDomOJ4PvXnCk0pz2bm1pTru+e8GRMYn3xxwDPT4Qckh0fNeM76rJSukWb7JStGvGdzs/7+2ZvsT/lZ7VrSD0r/SszvgjUy/Wc3uz9cP7pX/+zK8f3i89tzdbj0y9WJL0mm9mwILPky1H6cWVD2r4Oz1XbqT6pMx1Nv3xczM19rXA8clvG+3/y1+CrooYXic1DHMGXfk6vE6q/8ZValj8jaAFmephUv5bL6s6ywSM78+y6cRnXtX+rMB/ZdufZdNJS/8aMn7cjT8IGZ980TV6/Lx0eQ/7nul1SP86N10FM07Vzk8E/p66+8Jpco8ar90XBo7vuWCaUtLSZRwOlV0wsH8uJDo+EHJIdHwg5MD7i57ifej165K+bFnWR8aYxZIO1aeruxx6nWtZ1vdCjTPYzzCSEn9a+0CPD4QcEh0fCDkM9PhAyCHR8YGQw0CPD4QcBnp8IOTQH/FRz61XzkHpYLq045OD80DKq+57U5K0/IbZPWLcEMZrEKv4lpKlqm1q1UvDLg5xS9o+VZoRvdwAFviZex79tp6sfU5VDiOPz9Il7gv0rSt+LUkqKS3RM/ferCtf8Wl4XftZII+c5dAnvvozzS2aq1t+eKqu/Pf+bme7eB3S3y5yaczYY3TOvasDrtCpypLWTzCa817gv+u0SVp39fGa8fC7ClSuaZOUXvIPlV9zrXLqelaF9rvtOvW/H2jlSccot7bnEqBDcUlBv4ZHLs3VT3+8Uq/8+Q5lL/lnjzOIahZeo7O+tCju8d7+G0j83OmP+EDIIdHxgZBDLL6GwSYhh153THy8pD9JSpFUKumLai/+PyJprKQdkq60LGt/qHGSoWAEAAD613+X3y1JOumqkJexDmihCkbAYFBSWqLn7v+BLn+pubMY8dg5qbrg+p/okxM+qZtvO0VX/7umWzGl2SH9aa5TVvYwffkf+wMeBFyVJb13Qq7mrNgftODj/Ofvtf8rN8pdH3nB55U/36Hspf/sdoZOs1OqWdClGBMi3ttrcKgg88qf75Dz/keUXetXjduu1uuv7OzfH/GS0hItW7tMFQ0Vys/I1/wZ8ztzA5DcElYwihUKRgAAIBJtfr/2Vm3XcM8YpdhTeu8wwFAwQr9o6biFIyXI3qlehCo2BFpd0+yQ/vhJh8rzU/TDvzYGvNmpKkvafOUJmv2ndwIWhCxJR3/wvladenzcCz7RFmN6e40AIJEoGAEAgCGnqeGgNt34JVVueV/5j/9Tx+cdn+iUwra1ql6SNNET5FRZIBb+2lG4+GJJj1BvhY5Aq2cePsuuytOOkr+xQd/7+XZlN/acsipL2vz1CzT7Z88FLQhN+XCT1p8xW87Kmh7x1rxsTXvtzX4r+ABAsqJgBAAAhpwNd52mpv8elH9ni8oeuUufmvypRKcEDExBCkbBtlJN++yNGpk+Uh8f+FjbHn1AXypp7baCqMUu3X+RQyOnn6IrFr8WcEpL0tEbN+j9M0+Vs6qmR/xQQai2uFi7f/gD2Zr/VxFqS3Vq9I9/Ive8eZIo+ABANEIVjByBGgEAAJKBy2WXvUlaWb1ZmpzobML34sa9kqRzp4xMcCZIViWlJVpm9qhCfuU/dn63FURv/OUuffHp5s5ikKdO+uLTzbrP/2utPMYul+XQH0tae9wyluKXrnrZp9Pv+r0+WHqyHDX1Peb15WXL2Gwa971bAxaExn33VknqLApVLlkqX3m5HAUFylu4oLNdUntxiAIRAMQcBSMAAJC0TFr7ddJ7d30knZzgZCLwx9dLJVEwQnyUlJZo8arF8pr2M4DKG8p128rbVLK1RA2+Bn3p+Z4HTrt80g3PWLrp1n9pnHucNv8s8HXSI+okY7dr7A8WRV0Qcs+b1+1zAED/oGAEAACSV3p7wahmz7YEJwIkRqgziH69+teaub5Bn3nF6txy9n9n+fWG/zVNyzteI+oCj5nqkyblTJLUvlIo0BlDvrxsSRSEAGAwo2AEAACSV7Zd3i98SpeddHSiMwH6XecKIr9XUvsKokUrF+mxjx5TeWO5Jq8u1w3/sbptObux2NKXn/Vrxjt/1gd5Z4UsBknSuO+G3lImURACgMGKghEAAEhKDUdfJUk68VPfTHAmQGIsW7ss4AqiVVPX6Jyx5+jTr+6Sy9f9Ahy7Jdll1NbY2OdikBR6BREAYHCiYAQAAJLSoUKRd2+5Pt7/sXJHT9ToYaMTnBUQW4dvOfvacV9TVmqWXt75sore3t1jBdHX/mPpxI9adfXiz2t73XMBx0xtteTIyelzMYgVRACQnCgYAQCApHSgqlySVPXpK/X6qGqZW27U14//eoKzCs+Sq45PdAoYwAJtOfvxf3+sFn+LhqUM092vqseh1Sk+6eSPpMbVq+UsKJSvrKzHuM6Cws6PKQYBwNBlS3QCAAAA8VD2xytU9scr5MjzKL/JpW21g+/g68LsNBVmpyU6DQxALf4W3f323Z3Foq7tw13D9epVr2p4nRWktzTiK19R3sIFMi5Xt3bjcilv4YJ4pAwAGGRYYQQAAJKa05OnEVt3qbS2NNGphK34vfbVH/OOK+zlSSSrQLecba3Zqkc+fkS1zbU6dYO/2xlFxScaZTVVac+/Py9nfoF85eU9xnQWtv956txyduet8tX55Cgs5PwhAEAnCkYAACCpOfI8ynrXr+212+Vv88tusyc6pT576K0dkigYDVWBtpwtXrVYJ+SfoFMKT1Hbs6/os/852O2Moi++aMmSJduZwzT84otVeffdsrz/W4V0+Aoi97x5cu+7t/2TL5b015cGABgEKBgBAICk5vDkKbXOK5/PprL6Mo3JGpPolIA++cU7v+ix5czr92pLzRY9f/nzWv/D2XIedkaRkeQfnqWx990nSbJnZnCDGQAgIhSMAABAUsucc468I4bpT6cfKU+6J9HpAN0E2nJ2fN7x+t6r31O1tzpgn6q6ch149FE5K2sCxh37D3Z+3KdDq0+4LtL0AQBJjIIRAABISt7jviBJSps6VWOmTtWgW1e0/hH9du8PNLytSloyWpqzSJp2Zbe4Vtwh1e6W3HGI98ccAz0e5zlKSku0+I3b5LVaJXVsOXvjNv3wlB/JaXcqKyVLx6470O2MovfHScfvtKuidpFMaqqs5mYdzlFQEFl+L/wo8GsAABiSjGUFvz1hoJg1a5a1evXqRKcBAAAGobaWFjV/+KHWaKf8OcN05pgzE51S79Y/IhV/S2pt+l+bM02ad0/7X+bjHR8IOSQ63g+vwfn/d5rKW2t1uAKnW89/5g29cvfnlf3g20o9bNtZiydDE+9aIt97z6riD4/L8pvOmLFbKvj6p+X+xk9i8xoAAJKaMWaNZVmzAsYoGAEAgGRUsWuLhr3zG6Xs+lBb/rBTz12YotXHO/TQ7B9LR35C2rdZKl7Qs+MZN0kTz5bK10vP3tIzPmeRNPYkaed/21dmHO7Cn0oF06StL0uv/bJnfN5SacRk6aNnpFW/7Rm/7D7pLxdKtbt6xuyp0rc3SfefGTz+/e3S704MHr+tUlpyTOC4wyX9cG/7xz8dIzXX9XzGPUZa+IH009FS88Hg8btGSS31weM/KZRaG0LEC6TWxuDxH+dLvqYQ8ZGSzxs8fmee5O+5OkfuMdI33pb+cYW0+53Az2QVSjlFwePDCqTciSHi+TqQO0FnmN2SMT3CxrK03hqnzb/ZLF9jz0PaHRmWJt/YPn7tVpsq1w+Tr9EuR7pfedMOyj01UxpxZPD500dInqOCxw+9RgCApBeqYMSWNAAAkJSeeuwBndq0RlPysiRJo+ttekStsixLPf+KPsDU7g7cfugv9/GKdy2wBCoWde0bqFjUNR6oWNQ1HqhY1C0eoFjUNR6oWNQtHqBY1DUeqFDSNR7qmbry9oJRsPjBivaCkb9ZJRnpWpaTrQqHXfk+v+YfqNHcg3v1fu6owH0l5fv8aj7QIl+jLWDcd+il8zfLPV5yjz/stWjwtheMguXXWB366wv25wMAMKRQMAIAAElpRfontSL9k1r+5dmy/+VU5aWP10GzXtXjTtQIqX2VT6hrxAumhY6PPSl0fOLZ7b+COfIT7b8CcY8OvALIPUbKGB46npIeOt7b+F0/DvjM6OSPp6S3/7cNthLLPbpP8ZLfHaPF6Za8tvbCT7nToR96hkvp0ie/sEI3/eFYrSn16fLX1HlG0ZOnSJfvNSp9v0IKUtp0ZJqY5BcyDgAY8gL/swUAAEAScXg8cte3SZK21W5LcDZ9MGdR+1kyXTnT2tv7Iz4Qckh0PAZjLMvJ7iwWHeIzRstysmWM0aXWJbrhWUueuvY35Z466UvPWspeZyn7U5dq5JcvkrF3Pz7C2C3lffGy/nsNAABDFgUjAACQ9Bwej9Jq27coldaUJjibPph2pTTvHlXZ8tQm074aputBxB3x9hVBcYj3xxwDPR6DMSpaA2/rO9Re+fhbsvm6ryIyMrKPGKGCO+9U7k2/UMHXPy1HpiRZcmTqfwda99drAAAYsjj0GgAAJKWr7ntTkrT8htlqXLtWls+v6qNGalTmKNltPQ8SHoi6fg0YfM5+5Gzta9rXo70go0DPX/68Nh09RQr0XtwYHb1pYz9kCAAY6jj0GgAADDlfOb2o8+P0GTMkSRmJSgZJq6S0RMvWLlNFQ4XyM/I1Z+wcOW1OfXvWt3XTrJu0eNVief3/O4DbZXdp/oz58lVVyaSkyGruefC0o6CgP78EAAAComAEAACS0rlTRnZ+3FpZqaZ339UHRQ69Vfuuvj3z2wnMDMmipLSkW0GovKFcD216SPnp+frqcV/V3KK5ktStoDR/xnydsTNDpbdeKsvvl5xOqbW1c0zjcilv4YJEfDkAAHRDwQgAACSlrVXt17pP9GSqad272jN/vrb//HP664GHdcO0G5ThHPjrjf72xRMTnQJCWLZ2WbfVQ4cYY5TuTJcknbahTUf83i9fuU+OAr9G3Niiit/+So68PI178O/ybtyoyiVL5Ssvl6OgQHkLF8g9b15/fykAAPRAwQgAACSlW594X1L7+T8Oj0eSNLZlmCRpe+12TR0xNWG59VVayuA4a2moqmioCNleW1ys8tsWyfK2F5V8ZWXae8cdGvHNbyr3c5+VLTVVqRMnUiACAAxI3JIGAACSniOvvWA0silFklRaOwhuSpP04Jvb9eCb2xOdBgLYWL1R+Rn5AWOH2iuXLO0sFh1ieb068I9/yJaaGvccAQCIBgUjAACQ9A6tMMo66JfDOLStdluCM+qbp9eX6+n15YlOA1342ny6Z+09uvrpq3VK4Sly2V3d4ocOtZYkX3ng/3bB2gEAGEjYkgYAAJKeLTVVNrdb1r5qjSscp/3e/YlOCYNE11vQPOkepdnTtOPgDl02+TJ9/8Tv64T8E3ocaj23aK7amppkUlN7rDCSuAUNADA4UDACAABDwph7/yDnyJF6NN8jp82Z6HQwCBx+C1plY6Uk6cojr9RtJ98mSZpbNLfzNrSuWnbulNXWJjkcks/X2c4taACAwYKCEQAASErfPGdyt8/Tp09PUCYYrILdgvb67teD9vEdOCBHTo5cRx6pya+8rIaVK7kFDQAwKFEwAgAASem0ySO6fd60fr2aN29W2VlH63fv/k7fP+H7Gps1NkHZYTDo7RY0qf0mtEMFIfvw4WpraFD+D25V9uWXy5GbK/e8eRSIAACDEgUjAACQlDaU1UqSpha6JUkHn39e+x/4u6yX/k+v7X5Nn5r0qQFfMFp+w+xEpzBkVTVWyW6zy9fm6xE7dAtabXGxym9b1HlOkX/fPskY+Q/W92uuAADEA7ekAQCApHRH8UbdUbyx83OHxyOrtVVjzXBJGjQ3paH/ldaU6nP/+ZyMZZRiS+kW63oLWuWSpT0PtbYs7X/wwf5KFQCAuKFgBAAAhgSHxyNJSjlQr/yMfJXWliY4o97d/9pW3f/a1kSnMaSs3btW1z5zrZr9zXpw7oO649Q7VJBRICOjgowCLT5lcech177y8oBjBGsHAGAwYUsaAAAYEg4VjForKzUha8KgKBit2NR+K9f1Z0xMcCZDx6b9m5TrytUfzv2DRg8branDpwa8BU2SHAUF8pWVBWwHAGCwY4URAAAYEg4VjHxVVZrmmaYcV06CM0KilZSW6PzHzte0B6ZpziNzVFJaos8e/Vktv2i5Rg8bHbJvbfHTyrp4nozL1a3duFzKW7ggjlkDANA/WGEEAACGBOeoUSr6z3/kLCzQjYf9JR9DT0lpiRavWiyvv/0MosqmSv1o1Y8kKeiKokMOvviiym6+WZmnnaaCO+/ovCXNUVCgvIULuBUNAJAUKBgBAICk9L0Lj+z2uXE6lVo0IUHZYKBZtnZZZ7HokGZ/s5atXRayYFS/cqX2LPy20o45RqN+/SvZMjIoEAEAkhJb0gAAQFKaOS5XM8fldmurffJJ1T71lBpbG3VF8RV65KNHEpRd37icdrmc9kSnkZQqGirCapekxrVrtfvGbyqlqEhj7r9PtoyMeKUHAEDCscIIAAAkpTU79ktSt6JRzeNPyPL7NW7ePJXVl+nD/R8mKr0+eeC6ExOdQtJyp7pV01zToz0/I7/b57XFxZ1bzkxammzp6Rr75z/J7nb3U6YAACQGK4wAAEBS+vmzH+nnz37Urc3h8chXWSljjIrcRdpWuy1B2SHRbpp1k5w2Z7c2l92l+TPmd35eW1ys8tsWtd+EZlmyGhvVVl+vhjff7O90AQDodxSMAADAkOHweOSrqpJlWSrKLlJpbWmiUwrpnhWbdc+KzYlOI6k8s+0Z7Wvap0smXaI7T71TBRkFMjIqyCjQ4lMWdzu/qHLJUlne7uccWc3NqlyytJ+zBgCg/7ElDQAADBkOj0eW16u2+npNyJqgJ7xPqLa5Vu7Ugbm9aOWWfZKkb82ZnOBMksNTW5/SD974ga456hrdetKtmls0N+QB177y8rDaAQBIJhSMAADAkOHI80iSfFX7NM0zTZ8Y/wk1+ZoGbMEI0SkpLdGytctU0VCh7NRsHWg+oJMKTtJ3Zn2nT/1taWlqa2zs0e4oKIh1qgAADDgUjAAAwJAx7LzzdOTaNbKlp2uGJmjGyBmJTglxUlJaosWrFsvrb99SdqD5gIyMPjn+k0q1p/bav/app9qLRXa75Pd3thuXS3kLF8QrbQAABgzOMAIAAElp0bwpWjRvSrc2m8slW3p6t7Zmf3N/poV+smztss5i0SGWLN27/t5e+1qWpQMPL1f6CSeo4Cc/kaOwUDJGjsJCFdx5h9zz5sUrbQAABgxWGAEAgKQ0tbDnNjPL51PlL3+l9JNP0rCzztJ1z10nl92l35/7+wRk2Luc9JREpzBoVTRUhNXelTFGY//yZ7U1NcmRk6PsSy+JdXoAAAx4rDACAABJ6Y3N+/TG5n3dG+12HXj4YTW+9V9J0nDX8AF9U9q9187UvdfOTHQag9LIjJEB2/Mz8oP2sdraVP3nP8tfXy+byyVHTk680gMAYMCjYAQAAJLSb17arN+81P1KemOMHB6PfFVVkqQid5HK6svk9XkDDYFByrIsFWYU9mh32V2aP2N+0H7V9/9Rlb/4pQ4+91w80wMAYFBgSxoAABhSuhaMJmRPkCVLO+p26MjcIxOcWU93P/uhJOn7Fx6V4EwGl+UfLdfayrWaM2aONu7fqIqGCuVn5Gv+jPmaWzS387na4mJVLlkqX3m57Lm58ldXK2vuXLkvuyyB2QMAMDBQMAIAAEOKIy9PzR+2F2ImZE2QJJXWlg7IgtHaHQcSncKgs3bvWt399t06c/SZ+vXZv5bNBF5QX1tcrPLbFsnytq8u81dXS8YoffZsGWP6M2UAAAYktqQBAIAhxZHnUVtL+81o493j9fkpn9e4rHEJzgqx4G/z60erfqRRw0bprtPvCloskqTKJUs7i0WdLEv7fj8wD0AHAKC/scIIAAAMKSNvvln5t94qSUq1p+qmE25KcEaIFbvNrnvOuUeWZSkrJSvks77y8rDaAQAYaigYAQCApHTXZccGbDe27qtOmnxNKm8oV5G7qD/SQgyVlJZo2dplqmioUI4rR9+d9V1dNPGiPvV1FBTIV1YWsB0AALAlDQAAJKmJnkxN9GT2aG/etk27Fy6Ut+Mcoz+8+wdd8dQV8rf5+zvFXhW4XSpwuxKdxoBUUlqixasWq7yhXJYs7ffu16JVi1RSWtKn/p5vfUs67Kwi43Ipb+GCOGQLAMDgQ8EIAAAkpRc37tWLG/f2aLdaW3XwmWfVUloqSZrgnqCWthbtqd/T3yn2aunV07X06umJTmNAWrZ2mbz+7mcQtba1atnaZX3q76+ulixL9pwcyRg5CgtVcOcdcs+bF490AQAYdNiSBgAAktIfX28vCJ07ZWS3dofHI0nyVVVJai8YSdK22m0amzW2HzNENCoaKsJq76pl505V/eY3yjznHI3+3W+5FQ0AgABYYQQAAIYUe3a2jNPZo2BUWluayLQCur14g24v3pDoNAak/Iz8sNoPsSxL5Yt+JGO3K3/RbRSLAAAIgoIRAAAYUowxcng8nQUjd6pbw13DB2TBaGNZnTaW1SU6jQFp/oz5SrGldGtz2V2aP2N+yH6+ykq17typvO/eJGd+6OISAABDGVvSAADAkJMyeZJMSmrn57ecdIsKMrgdazCZWzRXkjpvScvPyNf8GfM724NxjhypoqeLZVwcJg4AQCgUjAAAwJAz9r77un1+wfgLEpQJIvHT//5UOa4cffW4r/ZaIOqqtvhpDTv/PNnS0+OYHQAAyYEtaQAAICktuep4Lbnq+D49W9tcq1d3vaqDLQfjmxSitqpslf7vw/9TQ2tDWP0Ovviiyr77XdU8+licMgMAILlQMAIAAEmpMDtNhdlpAWN1zz2v7dd8Rm3NzZKkDdUbdONLN2pT9ab+TLFXRZ4MFXkyEp3GgFHfUq8frfqRxmeN1zeO/0avz9cWF2vzOXO06egp2v2t+bLn5yvnqiv7IVMAAAY/CkYAACApFb9XpuL3ygLG2uoPqmndOvmq9kmSitxFkgbeTWk/vWyafnrZtESnMWD8cvUvVdlYqR+f9mO5HKHPIKotLlb5bYvkKyuTLEtqa1Pb/v2qe/bZfsoWAIDBjYIRAABISg+9tUMPvbUjYMzh8UhqvzFLkkamj1S6I13barf1W34Iz+6Du/Xklif1+amf13Ge43p9vnLJUlleb7c2q6VFlUuWxilDAACSC4deAwCAIaezYFRVJUkyxmiCe8KAW2F0yxPrJWnIrjIqKS3pdgva14//uv7f1P/Xp76+8vKw2gEAQHesMAIAAEOOIy9P0v8KRlL7trSBVjAqrWpQaVV4hzsni5LSEi1etVjlDeWyZKm8oVz3r79fL+54sU/9HQUFYbUDAIDuKBgBAIAhx56TI9fUqd2uV//KtK/ovnPvS2BW6GrZ2mXy+rtvKfP6vVq2dlmf+nu+9S3J0X0xvXG5lLdwQaxSBAAgqbElDQAADDnGZtOEx7tfrz7BPSFB2SCQioaKsNp78Psln0/2nBz5a2rkKChQ3sIFcs+bF8MsAQBIXhSMAABAUvrD52aG9Xyzv1lPbnlSR+cerWM9x8YpK/RVfka+yht6njeUn5Hfa9+25mZV/fa3ch17rMY/slzGmHikCABAUmNLGgAASEq5GSnKzUgJGt/7i19o51eu7/zcZmz66X9/qhU7V/RHen0ypTBLUwqzEp1GQnzp2C/1aHPZXZo/Y36vfWsefli+8nLlfXshxSIAACLECiMAAJCUHl29S5J0xawxAeNt9Q3ybtjQ+bnT5tTYrLED6uDrH82bmugUEmZc1jil29OVkZKhfU37lJ+Rr/kz5mtu0dyQ/fz19dp3733KOGW2MmbP7qdsAQBIPhSMAABAUnpszW5JwQtGDo9H/v37ZbW2yjidktpvSttSs6XfckRwJxecrNeueU2p9tSw+lktLco880zlfPYzccoMAIChgS1pAABgSHJ4PJIk3759nW0T3BO06+AutfpbE5VWNwseXqcFD69LdBr9blXZKrVZbWEXiyTJkZurwp/9VGnHcg4VAADRoGAEAACGpM6CUVVVZ9sE9wT5Lb921e9KVFrdlNd6VV7r7f3BJLJqzyrd8MINenLLk2H3PfDoo2r6YEPvDwIAgF5RMAIAAENSyrixyjzrLJmU/x2MPWfsHK28ZqWK3EUJzGzo8rX59IvVv9DozNG9nlV0uNY9e7T3jjt14J//F6fsAAAYWjjDCAAADEmpEydqzL1/6NaW7kxPUDaQpH9t+Ze21GzRr8/6tVLswW+4C6Tqd7+XjJHnxhvjlB0AAEMLBSMAAJCU/vbFEyPq9/cNf5fdZtdnj/5sjDNCKPUt9frtut9qRt4MnTv23D71qS0uVuWSpfKVl0uWpYzTT5ezoCDOmQIAMDSwJQ0AACSltBS70lLsIZ/ZdtmnVX777d3aVpatjOj8nHiYMS5HM8blJDqNflHWUKZhKcP03RO+K2NMr8/XFher/LZF8pWVSZYlSWp8523VFhfHO1UAAIYEVhgBAICk9OCb2yVJ184eH/QZy7LkKyvv1lbkLtLjlY+rzWqTzST239a+f+FRCZ2/Px2Rc4SevORJ2W2hi3yHVC5ZKsvb/UBwy9usyiVL5Z43Lx4pAgAwpLDCCAAAJKWn15fr6fXlIZ9x5HnUWlXZrW2Ce4KafE2qaKiIZ3qQVFJaovMfO1/HPnCsznv0PD27/dk+9/WVB/5vG6wdAACEh4IRAAAYshwej3xVVd3aDt2Qtq12WyJS6uarD67RVx9ck+g04qKktESLVy1WeUN7gaeisUKLVy1WSWlJn/o7gpxVFKwdAACEh4IRAAAYshwej/zV+2X5/Z1tRdlFynBmqKa5JnGJdTjQ2KIDjS2JTiMulq1dJq+/+5Yyr9+rZWuX9al/3sIFkr379jXjcrW3AwCAqHGGEQAAGLLSp0+X/8orZDU3y6SnS5JyUnP05jVv9ungZUQu2Ja/vm4FzDzzTMlmk0lJkeX1ylFQoLyFCzi/CACAGIlrwcgYs13SQUl+ST7LsmYZY3IlLZc0XtJ2SVdalnUgnnkAAAAEknnGGco844xubRSK+kd+Rn7ndrTD2/ui5rHHpdZWjV/+sFxTpsQ6PQAAhrz+2JJ2tmVZx1uWNavj85slrbAsa7KkFR2fAwAAxNTyG2Zr+Q2ze33O8vlktXTf9vWvzf/SV1/4arxSg6SvH/912Q57K+qyuzR/xvxe+1o+nw489JDSTziBYhEAAHGSiDOMLpH0QMfHD0i6NAE5AAAAqHXvXn047TjV/Pvf3drrWuq0smylarw1CcnrkFMnjdCpk0YkNId4uXTSpbrr9LtUkFEgI6OCjAItPmWx5hbN7bVva1mZZLMp9/P/rx8yBQBgaIr3GUaWpOeNMZak+yzLul/SSMuyDq0/rpA0MlBHY8z1kq6XpLFjx8Y5TQAAkGzuf22rJOn6MyYGfcaRkyO1tfW4KW2Ce4IkaVvdNk13TY9fkr341pzJCZs7niobK2VZluYWze1TgehwKWPHauJzz0psHwQAIG7ivcLoNMuyZkj6hKRvGGO6HRJgWZal9qJSD5Zl3W9Z1izLsmZ5PJ44pwkAAJLNik2VWrGpMuQzJiVF9uzsHgWjIneRJKm0pjRu+Q1lv3/397r0yUvV2NoYdl9fdbXamptl7HYZGxf+AgAQL3H9KWtZ1p6O3ysl/UvSiZL2GmMKJKnj99Dv5AAAAOLI4fHIV9m9YFSYWSiX3aXS2sQWjD7/l7f1+b+8ndAcYq2ysVJPbX1Kc4vmKt2ZHnb/vXffrdKL5sny++OQHQAAOCRuBSNjTIYxZtihjyWdL+kDSU9J+nzHY5+X9GS8cgAAAOiNIy+vxwojm7HptFGnKSslK0FZtfO2+uVtTa7CyN83/F1tVpu+MPULYfdt3VupumeeVeZZZ8nY7bFPDgAAdIrnGUYjJf2r42pah6T/syzrWWPMO5IeMcZ8SdIOSVfGMQcAAICQ3BfPk7++vkf7krOXJCCb5FbbXKtHPn5EF064UKOHjQ67/4GH/yn5fMr93GfjkB0AAOgqbgUjy7JKJR0XoL1a0px4zQsAACBJLmffVqC4L7kkzpngkLcr3laLv0XXHXNd2H3bvF7VPLxcmWefrZRx4+KQHQAA6IqTAgEAQFJ64LoT9cB1J/b6nNXaqtbyclktLd3a36l4R3MenaMP938YrxSHnPPGnacXr3hRR+QcEXbf+ldelf/AAeX+v/8Xh8wAAMDhKBgBAIAh7eCKl7Tl7HPUXNr9gGt3qluVjZUJvSltztF5mnN0XsLmj6X6lvZtfyPSRkTUf9gF52v8I8uVflLvRUAAABA9CkYAACAp3bNis+5ZsbnX5xx5HknqcfD1uKxxshmbttVti0t+fXH9GRN1/RkTEzZ/rLT6W/Wppz6le9beE1F/y7JkjFHatGnqOB8TAADEGQUjAACQlFZu2aeVW/b1+pwjr30Fj6+ye8Eo1Z6qUZmjErrCKFk8Xfq0KhoqND1velj9aouLtfmcOfrw6Cn6aNYJqi0ujlOGAADgcPG8JQ0AAGDAc3gCrzCSpCJ3kUprE1cwuuq+NyVJy2+YnbAcolFSWqJla5epvKFcDptDtc21fe5bW1ys8tsWyfJ6JUlt9fUqv22RJMk9b15c8gUAAP/DCiMAADCk2VJTZcvKClgwOnvM2Tq18NQEZDX4lZSWaPGqxSpvKJck+dp8uv3N21VSWtKn/pVLlnYWiw6xvF5VLlka61QBAEAArDACAABDXt53vqOU8eN7tH/6iE/3fzJJYtnaZfL6uxd8vH6vlq1dprlFc3vt7ysvD6sdAADEFgUjAACQlHLSU/r+7FVXBo21trWq1d+qdGd6LNIaMioaKsJqP5yjoEC+srKA7QAAIP7YkgYAAJLSvdfO1L3XzuzTs77qajVt2NCjvaG1QSc+dKIe/ujhWKeX9PIz8sNqP1zewgUyqand2ozLpbyFC6JNDQAA9AEFIwAAMORV/+Uv2nHNZ2RZVrf2DGeGsl3ZCbsp7aJpBbpo2uBcUXPDtBtkO+ytpsvu0vwZ8/vU3z1vngp+fKcchYWSMXIUFqrgzjs48BoAgH7CljQAAJCU7n72Q0nS9y88qtdnHR6PrJYWtdXVye52d4sVuYu0rXZbXHLszbWzxydk3liwZKlNbRruGq793v3Kz8jX/Bnz+3R+kSQ1rl4tZ36+Jq14UcaYOGcLAAAOR8EIAAAkpbU7DvT5WYfHI0nyVVb2KBhNcE/Qf0r/I8uy+r1w0dTilySlpdj7dd5YePzjxzUpe5KeuPiJiF63qmX3yFdVpaJn/hOH7AAAQG/YkgYAAIY8Z16eJMlXVdUjNsE9QQdbD2pf077+Tktf+Ovb+sJf3+73eaP14f4P9UH1B7r8iMsjKha17tmjxnfekfuSi1ldBABAglAwAgAAQ17nCqMABaOT8k/SwpkL5bCxMLuvHvv4MaXaU3VR0UUR9a99ukSSlMV5RQAAJAzvfAAAwJDnKChQ4c/vVtqMnreqTcqZpEk5kxKQ1eB1nOc4DU8bLnequ/eHD2NZlmqfekppM2cqZfToOGQHAAD6goIRAABISgVuV5+ftaWmyn3xxUHjexv2qtHXqAnuCbFILenNmxj5yiBfZZX81dXKvfbaGGYEAADCRcEIAAAkpaVXTw/r+aYNG6TWVqUdf3yP2IKXFygjJUN/Ov9PMcoueT23/TmdUniKhqUMi6i/c2SeJr/+mqy2thhnBgAAwsEZRgAAAJIqf3a39v7ylwFjRdlF2lazrZ8zki6fOVqXzxw827K2HNiim169SU9sfiKi/lZbW/ttdE6nbKmpMc4OAACEg4IRAABISrcXb9DtxRv6/LzD4wl46LXUflNaZVOlDrYcjFV6fXLFrDG6YtaYfp0zGo9vflxOm1MXTwy+vS+UhpWrtPW889W8dWuMMwMAAOGiYAQAAJLSxrI6bSyr6/PzDo9HvsoqWZbVI3bo7KJttf27ymh/Q4v2N7T065yR8vq8emrrU5ozdo5yXDkRjVFb/JT8dXVyjhk8RTIAAJIVBSMAAABJjjyPrKYmtTU09IgVuYsk9X/B6GsPrdHXHlrTr3NG6oUdL6iupU6XH3F5RP3bGhp08IUXlXXhhbKlpMQ4OwAAEC4KRgAAAGpfYSS139J1uDHDxuinp/9UJxWc1N9pDRof7PtAY4eN1Qn5J0TU/+CKFbKamuS+OPIb1gAAQOxwSxoAAICkjNmzNfbvD8hZkN8j5rA5dFHRRQnIavC45aRbdLDloGwmsn+PrH2qWM5Ro5Q2Y0aMMwMAAJGgYAQAAJJSkScjrOcdHk/nKqNAttVu08cHPtYF4y+INrWk0+pvldPu1LCUYRGPkfPZz6itsVHGxgJ4AAAGAgpGAAAgKf30smlhPW+1tengs8/KOXac0o6Z2iNevLVYf/ngLzpnzDly2p2xSnNQKykt0dK1S1XRUKGslCzdetKtmls0N6Kxhp19doyzAwAA0eCfcAAAACTJGJXdcqvqSkoChouyi+S3/NpRt6PfUvrcyeP0uZPH9dt84SgpLdHiVYtV0VAhSaprqdPiVYtVUhr49QuktrhYm8+Zo01HHa3NZ5yp2uLieKULAADCRMEIAAAkpVueWK9bnljf5+eNMXJ4PPJVVgaMd96UVtd/N6XNO65Q844r7Lf5wrFs7TJ5/d5ubV6/V8vWLutT/9riYpXftki+sjJJkq+yUuW3LaJoBADAAEHBCAAAJKXSqgaVVjWE1ceRlydfVc9b0iRpfNb49nFrSqNNrc/KappUVtPUb/OF49DKor62H65yyVJZ3u4FJ8vrVeWSpdGmBgAAYoCCEQAAQAeHxxO0YJTuTFdBRoFKa/uvYLRw+btauPzdfpsvHPkZPW+TC9V+OF95eVjtAACgf1EwAgAA6BBqhZEk/XbOb3XziTf3Y0YD1/wZ85VqT+3W5rK7NH/G/D71dxQUhNUOAAD6FwUjAACADsO/dJ0mPPF40PgROUcox5XTjxkNXHOL5ur2U25XQUaBjIwKMgq0+JTFfb4lLW/hAhln99vmjMulvIUL4pAtAAAIlyPRCQAAAMTDlMKssPs480Nvp9p1cJdKSkt0+RGXa0TaiEhTSwpv7HlDLodLz336ORljwu7vnjdPklT56yXyVVTIUVCgvIULOtsBAEBiUTACAABJ6Ufzpobdx1dVpdqnijXsvHOVMnZsj/jehr363bu/0zEjjtFpo06LRZqD1r3v3atmf7PmjJ0T8RjuefMoEAEAMECxJQ0AAKCDb/8BVf7iF/Ju2BAwXpRdJKn/bkr7yulF+srpRf0yVzgqGir0XtV7umD8BRGPUft0ibZddVXIM6MAAEDisMIIAAAkpQUPr5MkLb16ep/7OPI8khS0iJHrylV2ara21W2LPsE+OHfKyH6ZJ1zPb39eknT+uPMjHqP+pZfUunuP7MOHxyotAAAQQxSMAABAUiqv9Ybdx56dLTmdIVe9FLmL+m2F0daqeknSRE9mv8zXV8/veF5H5R6lsVk9t+31hdXaqvo33tCwc8+VsbHgHQCAgYif0AAAAB2MMXJ4RshXWRn0mQnuCdpTv6df8rn1ifd16xPv98tcfdXY2qh9Tfui2o7WuG6d2urqlHn2WTHLCwAAxBYrjAAAALpweDwhVxh994Tv6raTb+vHjAaWdGe6nrnsGbW2tUY8Rv3Lr8g4ncqYfUoMMwMAALFEwQgAAKCLMX/4g2wZGUHjGc7gsaGgzWqTzdiUYk+JeIy0Y4+R+dJ1smcO7dcSAICBjC1pAAAgKc0Yl6MZ43LC7ufIzZUtNTVovLG1Ube/ebte3fVqNOkNShUNFTr7kbP12u7Xohon65OfVN6CBbFJCgAAxAUrjAAAQFL6/oVHRdSvce061T37jPK+852AhSOXw6Wntz6tNEeazhxzZrRpDiov7HhB+737NS5rXMRjNG/eLHtOjhwjRsQwMwAAEGusMAIAAOiipXSrDvz9Qfmq9gWM24xN493jVVob/5vSvnnOZH3znMlxn6evntv+nI7MOTKqglHFT+7Szi9eF8OsAABAPFAwAgAASemrD67RVx9cE3Y/R16eJMlXFfqmtO212yNNrc9OmzxCp00eGCtxKhoq9F7Vezp//PkRj+E/eFCNq1cr86yhtTILAIDBiIIRAABISgcaW3SgsSXsfg6PR5JC3pRW5C5SWX2ZmnxNEefXFxvKarWhrDauc/TVCztekCSdPy7yglHDypWSz6fMs86KUVYAACBeKBgBAAB00ZeC0cTsiSrMLNS+psDb1mLljuKNuqN4Y1zn6KsZeTP0jeO/ofHu8RGPUf/yK7K73Uo7/viY5QUAAOKDQ68BAAC6sOfmSk6n2urqgj5z3rjzdN648/oxq8SbOmKqpo6YGnF/q61N9a+9powzz5Cx22OYGQAAiAcKRgAAAF0Ym01HrV0j43QmOpUBY3XFajntTh3nOS7iMYzNpgmPPyarJfxtggAAoP9RMAIAAEnp1EmRHxbdl2LRHW/eIafNqVtOuiXieQaLZWuXqdHXqMcvfjyqcZyFhTHKCAAAxBtnGAEAgKT0rTmT9a05kV1Jf2D5I9p7989DPlPVVKW3K96OaPzBpKKhQu9WvRvVYdeSVHHXXap/7bUYZQUAAOKNghEAAMBhvBs2qPapp0I+M8E9QdvrtsvX5otbHt+78Eh978Ij4zZ+b0pKS/Tppz4tSVr+0XKVlJZENE7rnj068PcH1bxlayzTAwAAccSWNAAAkJQ+/5f21T8PXHdi2H0dHo/81dWyWluDbk8rchfJ1+bTnvo9Gpc1Lqpcg5k5Ljcu4/ZFSWmJFq9aLK/fK6l9RdXiVYslSXOL5oY11sFXX5UkZZ59VgwzBAAA8cQKIwAAkJS8rX55W/0R9XXk5UmSfNXVQZ8pchdJkkprSiOaoy/W7NivNTv2x238UJatXdZZLDrE6/dq2dplYY9V//IrShk3TqkTJsQqPQAAEGcUjAAAAA7j8HgkSb6qqqDPTHBP0Iy8GXLa43eb2s+f/Ug/f/ajuI0fSkVDRVjtwbQ1NKjxrbeUedZZMcgKAAD0FwpGAAAAh3GMzJN9xAi1NTQGfWZYyjA98IkHdNqo0/oxs/6Tn5EfVnsgtcXF2vqJT8hqbVXt00+rtrg4VukBAIA4o2AEAABwmLSpU3XEG68r4+STen3Wsqx+yKj/3Xj8jTIy3dpcdpfmz5jfp/61xcUqv22RfJXtq7T81dUqv20RRSMAAAYJCkYAACApzTk6T3OOzovrHH9c/0ed/cjZSVk0Gps1VpYsZadmy8ioIKNAi09Z3OcDryuXLJXl7X4GkuX1qnLJ0jhkCwAAYo1b0gAAQFK6/oyJUfUv+8EPlDJuvEZc/5Wgz2SmZKraW62qpirlpce3ONXfVpatlM3Y9PSnnpY71R12f195eVjtAABgYKFgBAAAEIB34yb5q0PfUDbB3X7rV2ltaVwKRovmTYn5mH21as8qHTPimIiKRZLkKCiQr6wsYDsAABj42JIGAACS0lX3vamr7nsz4v4Ozwj5KitDPlPkLpIkbavdFvE8oUwtdGtqYWQFm2jUeGv0/r73dWrhqRGPkbdwgWS3d2szLld7OwAAGPAoGAEAAATg8Hjkq6oK+YwnzaNMZ6ZKa0rjksMbm/fpjc374jJ2KPWt9Tpv3Hk6c/SZEY+RddFFMhkZMi6XZIwchYUquPMOuefNi2GmAAAgXtiSBgAAEIDD45GvulqW3y9z2EqZQ4wx+uzRn9W4rHFxyeE3L22WJJ02eURcxg9m9LDR+tVZv4pqjNZdu2TV1WnkotuU+5nPxCgzAADQXygYAQAABJAyfrxcU6aoraFB9qysoM/dOP3Gfswq/izLUnlDuQozC6Max6S6NOIb31DmaafFKDMAANCf2JIGAAAQQPall2rCY4+GLBZJ7QWW/d79avW39lNm8bW5ZrMuePwCPbvt2ajGcY7Mk+ebNypl7NgYZQYAAPoTBSMAAJCULppWoIumxf9Grtd2v6Yzl5+pTfs3xX2u/rByz0pJ0vS86VGN0/DWf9XW0BCLlAAAQAJQMAIAAEnp2tnjde3s8RH39+3fr22fvly1JSUhnzt0flFpbXwOvu5vK8tWalL2JI3MGBnxGK1lZdr5hS+o5vHHY5gZAADoT5xhBAAAklJTi1+SlJYS+MDq3tgyM+XdsEEt27eHfG70sNFy2pxxKRjdddmxMR8zlMbWRq3du1afPfqz0Y3zzjuSpPQTTohFWgAAIAEoGAEAgKT0hb++LUlafsPsiPrbUlJkz86Wr6oq5HMOm0PjssZpW+22iOYJZaInM+ZjhrJ672q1trXqlMJTohqncfVq2bKylHrEETHKDAAA9De2pAEAAATh8Hjkq9rX63MT3BPiUjB6ceNevbhxb8zHDeY4z3G667S7NGPkjKjGaXz7HaXPnCljj2x1FwAASDxWGAEAAATRXjAKvcJIki6ffLn2eXsvLIXrj6+3b3M7d0rk5wmFw53q1ryJ86Iao7WyUi07dij7qqtilBUAAEgECkYAAABBpM2aKV95Ra/PnTIqui1cA0FFQ4VW7FyhT074pHJcORGP4xg+XOMfe0wOjyeG2QEAgP5GwQgAACAIz9e/3qfnfG0+bT6wWdmp2SrILIhzVvHxyq5X9LO3f6bTRp0WVcHI2O1KO2Zq7BIDAAAJwRlGAAAgKV0+c7Qunzm6X+Zq8bfoyqev1JNbn+yX+eJhZdlKjcocpbHDxkY1TtVvf6fG1atjlBUAAEgUCkYAACApXTFrjK6YNSaqMepXrtTHp50u70cfh3wu3ZmuwoxCldaWRjVforT6W/V2+ds6bdRpMsZEPI6vulr7fvtbNa5bF8PsAABAIrAlDQAAJKX9DS2SpNyMlIjHsLlc8u/bJ19lpXRk6CviJ2TH/qa0JVcdH9Pxgnm36l01+hp1SmF0ZzE1vtO+sijjhBNikRYAAEggVhgBAICk9LWH1uhrD62JaoxDBzf35aa0IneRttduV5vVFtWcXRVmp6kwOy1m4wWz+cBmpdpTdVLBSVGN07h6tUx6ulxTOcMIAIDBjoIRAABAEOEWjLx+r8obymM2f/F7ZSp+ryxm4wXzmaM/o9euek0Zzoyoxml85x2lH3+8jNMZo8wAAECiUDACAAAIwpaWJtuwYX0qGJ0+6nTdd959ynXlxmz+h97aoYfe2hGz8UJJd6ZH1b+tuVn+ujqlnzArRhkBAIBE4gwjAACAENyXXCLXUUf2+tzIjJEamTGyHzKKrWe2PaPHNz+uX57xS2W7siMex5aaqkkvrZB8vtglBwAAEoaCEQAAQAj5P/xBn59dVbZKlmXp1FGnxjGj2CgpLdGytctU3lAum2x6fc/rmjdxXlRjGmMktqMBAJAUKBgBAICk9LmTx8VsLMvnk3H0/rbpvvfuk6QBXzAqKS3R4lWL5fV7JUltatMdb94hm7FpbtHciMbc9bWvK+344zXihutjmSoAAEgQzjACAABJad5xhZp3XGHU41Td8xt9NOsEWZbV67MT3BNUWlsa9Zzxtmztss5i0SFev1fL1i6LaDz/wYOqf/VVWc3NsUgPAAAMAKwwAgAASamspkmSor6W3jZsmCyvV211dbK73SGfLXIX6fHmx7Xfuz8mh1//4XMzox4jkIqGirDae9O4Zo3U1qb0E0+IJi0AADCAsMIIAAAkpYXL39XC5e9GPY4jzyNJfboprSi7SJK0rXZb1PNKUm5GinIzUmIyVlf5Gflhtfem8Z13JKdTaccdF01aAABgAKFgBAAAEILDE0bByN1eMIrVtrRHV+/So6t3xWSsrubPmC+X3dWtzWV3af6M+RGN1/jOaqUde6xsadGt5gIAAAMHW9IAAABCCKdglJ+Rr39f8m+NHTY2JnM/tma3JOmKWWNiMt4hc4vmqtnXrD+89wftbdyr/Ix8zZ8xP6IDry3LUtpxxyllfOwOGQcAAIkX94KRMcYuabWkPZZlXWSMmSDpYUnDJa2RdK1lWS3xzgMAACASzpEjlXPttUoZ13tBxGZsmpg9sR+yigEjVTZV6j+X/Uejh42OfBhjlP+DW2OYGAAAGAj6Y0vafEmbunx+t6QllmVNknRA0pf6IQcAAICI2NLTlf+DW/t8Ps+bZW/qt+t+G+esord271q5U9walTkq4jFqi4u1+cyztOnoKdp8zhzVFhfHMEMAAJBIcS0YGWNGS5or6U8dnxtJ50h6rOORByRdGs8cAADA0PSV04v0ldOLYjJWW0uLfAcO9OnZ96re033r71Nja2NM5o6XdZXrND1vutrfnoWvtrhY5bctkm/vXsmy5CsrU/ltiygaAQCQJOK9wmippO9Jauv4fLikGsuyfB2f75YU8J+1jDHXG2NWG2NWV/XhzAAAAICuzp0yUudOGRmTsXZed532fPNbfXr20MHX2+u2x2TueNjXtE87D+7UjJEzIh6jcslSWV5vtzbL61XlkqVRZgcAAAaCuBWMjDEXSaq0LGtNJP0ty7rfsqxZlmXN8nQcNgkAANBXW6vqtbWqPiZjOfPy+nTotRTbm9L+9sUT9bcvnhj1OIdbV7lOkjQ9b3rEY/jKy8NqBwAAg0s8D70+VdLFxphPSnJJypK0TFK2McbRscpotKQ9ccwBAAAMUbc+8b4kafkNs6Mey+HxqLWPBaNxWeNkN3Ztq90W9bxpKfaoxwhk6vCpuvnEm3V07tERj+EoKJCvrCxgOwAAGPzitsLIsqxbLMsabVnWeElXS3rJsqzPSnpZ0uUdj31e0pPxygEAACAWHB6PrMZG+esben3WaXdqzLAx2te0L+p5H3xzux58c3vU4xyuMLNQnz36s3LanRGPkbdwgWTvXtAyLld7OwAAGPT645a0w31f0reNMVvUfqbRnxOQAwAAQJ85OrbH+6oq+/T8Yxc/pttPuT3qeZ9eX66n18d2i1dja6Oe2faMarw1UY3jnjdPw7/yFdmzsyVj5CgsVMGdd8g9b15M8gQAAIkVzy1pnSzLekXSKx0fl0qK/WZ8AACAOHFNm6a8794k+7BhfXo+1Z4a54wit37fen3vte/p3nPv1amjTo1qrLwF85W3YH6MMgMAAANJIlYYAQAADCqpEyZo+Je+JMeIEX16flP1Ji14eYF2H9wd58zCt27vOtmMTcd5jotqnNbycjW89V+1NTfHKDMAADCQUDACAABJ6ZvnTNY3z5kck7Esy1LLzp1q3du3LWmtba1asXOFPj7wcUzmj6W1lWt1RM4RykzJjGqcgy+8qJ1f+IL8NbUxygwAAAwkFIwAAEBSOm3yCJ02uW8rgvqidN7F2v/AA316doJ7Qnuf2tKYzR8Lvjaf3qt6T9Pzpkc9lnfDB3Lk5ck5Mi8GmQEAgIGmX84wAgAA6G8bytpXvkwtdEc9ljFGDo9HvqqqPj0/LGWY8tLytK12W1TzLr9hdlT9D7f5wGY1+Zo0I29G1GM1fbBBrmOOiUFWAABgIKJgBAAAktIdxRslxa7o4vB45Kvs25Y0qX2VUbQFo1g7KvcoPfvpZ5Wdmh3VOP76BrWUlirrk5+ITWIAAGDAYUsaAABAH4SzwkiSpo6YqgxnRlRz3v/aVt3/2taoxujKGKNRmaOizqt500bJspTGCiMAAJIWBSMAAIA+CLdgtHDmQv3x/D9GNeeKTZVasanvq5pCsSxLd7x5h94qfyvqsVzHHafxjz6qtJmzYpAZAAAYiNiSBgAA0AfuSy5W2ozpsixLxphEpxO23Qd369GPH9VRuUfp5IKToxrLlpKitGNZXQQAQDJjhREAAEAfpE2bJvfcuX0uFtW31Ouap6/RE5ufiHNmfbOmco0kxeTA63333qfGNWuiHgcAAAxcFIwAAEBS+t6FR+p7Fx4Zs/HaGhrU8Pbb8u3f36fnM5wZ2l63XRurN8Ysh2isq1ynrJQsFWUXRTWO/+BBVS1dqsZ3VscoMwAAMBBRMAIAAElp5rhczRyXG7PxWnbv1s7/93k1vv12n543xqjIXRTVTWkup10upz3i/l2t3btW0/Omy2aie/vn3dBeAHNNnRqLtAAAwADFGUYAACAprdnRvhIoVkUjR16eJMlX2feDrye4J2hl2cqI53zguhMj7tuV1+eV0+7UzJEzox9rwweSJNcxFIwAAEhmFIwAAEBS+vmzH0mSlt8wOybj2bOzJaczrJvSJrgn6MmtT6qupU5ZKVkxySMSLodLT1z8hCzLinqspg8+kHPUKDlycmKQGQAAGKjYkgYAANAHxhg5RoyQr7Lv19xP80zTuWPPVWNrY0Rz3rNis+5ZsTmivoHE4na31j1lch3DDWkAACQ7VhgBAAD0kSPPE9YKoxPyT9AJ+SdEPN/KLfskSd+aMzniMSTphhdu0BE5R+g7s74T1TiSNH75w7KamqIeBwAADGwUjAAAAPpo5PdvlklNCbtfa1urnDZnHDLqXZOvSW+Xv62jc4+OyXjGGJn09JiMBQAABi62pAEAAPRR+ozpSgvzdrAvP/dlffuVb8cpo959sO8D+SyfZoycEfVYNY89pj3f+54svz8GmQEAgIGMFUYAACApLZo3JeZjtuzeraZ165R1wQUyKX1baZSVmqWP9n8U81z6au3etZKk4zzHRT1W/Wuvy/vhhzJ2e9RjAQCAgY0VRgAAIClNLXRraqE7pmM2vPmmyr77vbDOMSpyF2l3/W41+5vDni8nPUU56eFvgetqXeU6TcqeJHdq9K+F94MPlHZMeCusAADA4ETBCAAAJKU3Nu/TG5v3xXRMh8cjSWEXjNqsNu2o2xH2fPdeO1P3Xjsz7H6SVFJaovMfO18ry1aqsrFSJaUlEY1ziO/AAbWWlck1lRvSAAAYCtiSBgAAktJvXmq/jv60ySNiNuahglFrVZXS+thngnuCJKm0tlRH5BwRs1xCKSkt0eJVi+X1eyVJdS11WrxqsSRpbtHciMb0frBBkuQ6hoIRAABDASuMAAAA+siZlycpvBVG493j9dmjP6sxmWPCnu/uZz/U3c9+GHa/ZWuXdRaLDvH6vVq2dlnYYx1itbYqdfJkuabE5rY1AAAwsLHCCAAAoI/submSzRZWwSjNkaabT7w5ovnW7jgQUb+Khoqw2vti2Dlna9g5Z0fcHwAADC4UjAAAAPrI2O0av/xhOQsLw+rX6m9VRUOFxmSFv8ooEvkZ+SpvKA/YHinLsmSMiSYtAAAwiLAlDQAAIAxpxx4rx/DhYfVZunapLnvqMrVZbXHKqrv5M+bLZXd1a3PZXZo/Y35E4/mqqvTxybNV9+xzsUgPAAAMAqwwAgAASemuy46Ny7gNb72l1j17lP3pT/e5T5G7SF6/V2X1ZRo9bHRc8upqbtFc7T64W79997eSpIKMAs2fMT/iA6+bNmxQW22tHCPCK5QBAIDBi4IRAABIShM9mXEZt67kPzr40kthFYwO3ZS2rXZbWAWjArer94eCyHHlSJKeueyZqItU3g82SMbIdTQHXgMAMFRQMAIAAEnpxY17JUnnThkZ03EdHo/8+/fL8vlkHH17K1XkLpIkldaW6vTRp/d5rqVXT48oR0k6If8E3XLiLRqVOSriMQ7xfvCBUiYWyZaREfVYAABgcKBgBAAAktIfXy+VFIeCUZ5Hsiz5qqvlHNm3sbNd2cp15Wpb7baY5hLKBPeEzpVN0bAsS00bPlDmKafGICsAADBYUDACAAAIgyMvT5Lkq6zqc8FIkr53wvfCXu1ze/EGSdKP5k0Nq1+rv1Wv7n5VM0bOUK4rN6y+Pfh8yr70U0o7/rjoxgEAAIMKBSMAAIAwODweSZKvqjKsfpEcOL2xrC7sPpK0tXarFr6yUL844xe6cMKFEY1xiHE6lfedb0c1BgAAGHxsiU4AAABgMEk98khNevklZZ7e97OIJKmupU6r9qxSQ2tDnDL7n43VGyVJRw+P/pDq1ooKtTU1RT0OAAAYXCgYAQAAhMGWkiJnQYGM0xlWv/er3tcNL96gTdWb4pTZ/2ys3qgMZ4bGDBsT1Ti1xcXaesGF+mj6DG0+Z45qi4tjlCEAABjo2JIGAACS0pKrjo/b2PsffEj23By55/Z9m1nXm9Jm5c+KV2qSpE3Vm3R07tGymcj/bbC2uFjlty2S1dwsSfKVlan8tkWSJPe8eTHJEwAADFysMAIAAEmpMDtNhdlpcRm75vHHVfd0SVh9RmaMVJojLayb0oo8GSryhHeVva/Np48OfBT1drTKJUtleb3d2iyvV5VLlkY1LgAAGBxYYQQAAJJS8XtlkqR5xxXGfGyHxyNfZXiHXtuMTeOzxodVMPrpZdPCTU12Y9cTFz8hhy26t3m+8vKw2gEAQHJhhREAAEhKD721Qw+9tSMuYzs8HvmqqsLuV5RdpNLa0jhk9D/GGI3NGqvCzOgKZY6CgrDaAQBAcqFgBAAAECaHxyNfdbUsvz+sfl8+5su655x7+vz8LU+s1y1PrA9rjme2PaN/bf5XWH0CyVu4QCY1tVubcbmUt3BB1GMDAICBjy1pAAAAYXJ4PFJbm/w1NXIMH97nfpNyJoU1T2lVQ7ip6eEPH5YlS5+a/Kmw+3Z16GDryiVL5Ssvl6OgQHkLF3DgNQAAQwQFIwAAgDBlX3mFcq6+SsYR3lupZn+z/lP6Hx2Ze6SmDJ8S87z8bX5t2r9Jn5oUXbFIkqy2NtnS0jRh+cPtBTIAADCksCUNAAAgTLaUlLCLRZJkk023v3m7XtzxYhyyknYc3KEmX1NMilGtZWXafeM3dfDll2OQGQAAGGxYYQQAAJLSHz43M25j++vrVfnLXyrr/POVccopfe7ntDs1ZtiYsG5KC8fG6o2SpKOHHx31WM2bN0uSUieFt40OAAAkhz4XjIwx6ZZlNcYzGQAAgFjJzUiJ29gmJUU1Dy+Xc+TIsApGkjTBPaHPN6VNKcwKa+yy+jKlOdJU5C4Kq18gLVu3SqJgBADAUNXrljRjzCnGmI2SPuz4/DhjzO/jnhkAAEAUHl29S4+u3hWXsW0pKbK73WqtrAy7b5G7SDsP7lRrW2uvz/5o3lT9aN7UPo99/bTr9epVr8phi34RefPmLXLk5cmeFV7RCgAAJIe+nGG0RNIFkqolybKs9ySdEc+kAAAAovXYmt16bM3uuI3vyPPIV1UVdr+i7CL52nzac3BPHLKS0hxpMRmnecsWVhcBADCE9enQa8uyDv/nOX8ccgEAABg0HJ7ICkZzxs7Ra1e9pvHu8b0+u+DhdVrw8Lo+jbv74G59/cWva0P1hrBzCmTUr3+lvO9/PyZjAQCAwacvBaNdxphTJFnGGKcx5iZJm+KcFwAAwIDmKCiQrPD7ZTgzlOPK6dOz5bVeldd6+/TsB9Uf6PU9r8sWo0twU8aNk+vII2IyFgAAGHz6ssH9q5KWSRolaY+k5yV9I55JAQAADHSFP/lJxH3/sekfchiHrjrqqpjls7F6o5w2pyZlR7+NzPvRR2pcvVruSy6RPTMzBtkBAIDBptd/grIsa59lWZ+1LGukZVl5lmV9zrKs6v5IDgAAIBm9susV/XvLv2M65qbqTZqcM1lOuzPqsepffU177/yx1NYWg8wAAMBg1OsKI2PMXxVgwbVlWdfFJSMAAIAY+NsXT4zr+E0fbNC+3/5WI2+5WSnjxoXVt8hdpCe3PinLsmSMiToXy7K0sXqjzht3XtRjSVLL1i1yjBzJDWkAAAxhfdnk/rSkko5fKyRlSaqPZ1IAAADRSkuxKy3FHrfxLW+T6l95RS27wr+JbYJ7ghpaG7S3cW/I52aMy9GMcb2fd1TfWq/JOZM1PW962LkE0ryZG9IAABjqel1hZFnW410/N8b8U9IbccsIAAAgBh58c7sk6drZ4+MyviMvT5IiuimtyF0kSdpWu035GflBn/v+hUf1abxhKcP0twv/FnYegVhtbWouLVXOVbE7XwkAAAw+kVyjMVlSXqwTAQAAiKWn15fr6fXlcRvf4fFIirBglF2kVHuqqr2xORbSsiK4ri0IX3m5LK9XKZMmxmxMAAAw+PTlDKODaj/DyHT8XiHp+3HOCwAAYECzpaXJlpkpX2Vl2H2Hu4br7c++LZsJ/W93X31wjSTp3mtnhnzuWy9/S2mONP38jJ+HncvhnKNG6YjVqxWDo5UAAMAg1pctacP6IxEAAIDBxnXMMbKlpYXdzxgjo94rMgcaW3p9xrIsra9arzNGnxF2HsHYMzNiNhYAABicghaMjDEzQnW0LGtt7NMBAAAYPMb97a8R931q61N6YccL+s05v4kqh72Ne7Xfu19H5x4d1TiH7H/gAVk+n4Z/6UsxGQ8AAAxOoVYY/SpEzJJ0ToxzAQAAGDKqm6r1yq5XVNtcK3eqO+JxNlZvlCRNGT4lJnnVPvmU7Dk5FIwAABjighaMLMs6uz8TAQAAiKXlN8yO+xw1jz2mA48+qvEPPywT5qE/XW9KOz7v+Ihz2LR/k2zGpiNyjoh4jEO4IQ0AABzS6xlGkmSMOUbSFEmuQ22WZf09XkkBAAAMBv66g/K+t15tBw/KnpUVVt8J7gmSQheMTp00otdxjsg5Qp856jNKd6aHNX8grbt3y/J6lTp5UtRjAQCAwa0vt6T9SNJZai8Y/UfSJyS9IYmCEQAAGLDuf22rJOn6M+J3PbzD45Ek+aqqwi4YjcocpRRbirbVbgv6zLfmTO51nPPGnafzxp0X1tzBNG/ZIklKmRi/1wwAAAwOoe9ybXe5pDmSKizL+qKk4yRFvtEeAACgH6zYVKkVm8K/8j4cjrw8Se0Fo3DZbXadXHiy0pzh37ImSSWlJTrv0fM07YFpOv+x81VSWhLROF356+pky8pS6iRWGAEAMNT1ZUua17KsNmOMzxiTJalS0pg45wUAADDgdV1hFInfzfldyPjn//K2JOmB607s1l5SWqLFqxbL6/dKksobyrV41WJJ0tyiuRHlIknZl14q9yWXhH0eEwAASD5BVxgZY35njDlN0tvGmGxJf5S0RtJaSW/2T3oAAAADlyMvT2nHHy9bevTnBwXibfXL2+rv0b5s7bLOYlHns36vlq1dFvWcFIsAAIAUekvax5J+IekiSbdK+q+k8yR9vmNrGgAAwJBmz8zQ+If/qWFz5kTU/52Kd3Th4xfq4wMfh9WvoqEirPa+sPx+bb/qatU+Hf3WNgAAMPgFLRhZlrXMsqzZks6QVC3pL5KelfQpY0zvJzACAAAkkMtpl8tpT3QaIQ1LGaY99XtUWlsaVr/8jPyw2vuidfduNb33nqxmb+8PAwCApNfrodeWZe2wLOtuy7KmS7pG0qWSPox3YgAAANF44LoTe5z9Ew9lt9yqXTfeGFHf8VnjZWS0rSb4TWmBzJ8xXy67q1uby+7S/BnzI8pD+t8NaRx4DQAApD4cem2McUj6hKSr1X5b2iuSFsc1KwAAgEGizdukls1bIurrcrhUmFkYdIXRnKPzArbPLZorX5tPv1j9C9U11yk/I1/zZ8yP6sDr5o6vIWXixIjHAAAAySNowcgYc57aVxR9UtLbkh6WdL1lWQ39lBsAAEDE7lmxWZL0rTnx3Unv8HjUUPVaxP2L3EXaVht4hdH1ZwQv3lwy6RJdMumSiOc9XPPWrXIUFMiemRmzMQEAwOAVakvaLZJWSTrasqyLLcv6P4pFAABgsFi5ZZ9WbtkX93mceXlqa2yUvz6yt0lnjTlLJ+SfEHa/zQc2a1P1pojmDMSZP1KZZ50Zs/EAAMDgFnSFkWVZ5/RnIgAAAIORw+ORJPmqKmXPnBB2/yuPvDJo7Kr73pQkLb9hdo/YH9//o96rfE/PXf5c2HMGkved78RkHAAAkBx6PfQaAAAAwaVMnKRhn7hQxh75jWz+Nr+8vvBuJyutKVVRdlHEc3ZlWVZMxgEAAMmDghEAAEAU0o6ZqtFLlihl7NiI+te31OvEf5yohz98uM99/G1+bavdpknZsbnRrP6ll/TxaaereevWmIwHAAAGv15vSQMAABiMctJT+nU+y7JkjAm7X2ZKpjJTMrWtLvDB14Hsqd+jlrYWFbljs8KoefMW+fftk2NkfkzGAwAAgx8FIwAAkJTuvXZmv8xjWZa2nHmW3BfPU95NN0U0xgT3BJXWlPb5+S01WyRJE7OD36IWjuYtW+QoLJA9MyMm4wEAgMGPghEAAEAUjDEyTqdaKysjHqPIXaTntj/XY5XSRdMKAj4/K3+W7j/vfk3OmRzxnF01b9mi1Emx2d4GAACSAwUjAACQlO5+9kNJ0vcvPCruczk8HvkqqyLuX+QuUl1LnfZ792t42vDO9mtnjw/4fFZKlmYX9rw5LRKW36+W0lJlnHJKTMYDAADJgUOvAQBAUlq744DW7jjQL3M5PB75qiIvGJ2Qf4JuPP5G2Uz3t2ZNLX41tfh7PP+vzf/Se1XvRTxfV5bXq5xrrqFgBAAAumGFEQAAQJQcHo8a/vvfiPsfmXukjsw9skf7F/76tiRp+Q3/W03UZrXprv/epSuPvFLHeY6LeM5DbBkZGnnLzVGPAwAAkgsFIwAAgChlnDJbJiVFVlubjC2yBdzVTdVqbG3UmKwxIZ/bU79HXr83Zgde+w4ckC09XbbU1JiMBwAAkgMFIwAAgCgNO/dcDTv33KjG+NqLX1N2arbuP//+kM8duk2tyF0U1XyH7P3xT9S0fr0mvfB8TMYDAADJgTOMAABAUipwu1TgdvXbfG2NjWprbo64f1F2kbbVbev1uS01WyQp6hVGtcXF2nzOHNWVlMhXWana4uKoxgMAAMmFghEAAEhKS6+erqVXT++XubwffayPZsxU/cuvRDxGkbtIFQ0VamxtDPlcaW2p8tLzNCxlWMRz1RYXq/y2RfKVlUmSrOZmld+2iKIRAADoxJY0AACAKDk8IyRJvsrKiMc4tMVsW+02TR0xVZJ0+czRPZ5bfMpiVTdVRzyPJFUuWSrL6+3WZnm9qlyyVO5586IaGwAAJAcKRgAAICndXrxBkvSjeVPjPpc9O1tyOOSrqop4jEMFo9La0s6C0RWzeh6A7bQ5lZ+RH/E8kuQrLw+rHQAADD1sSQMAAElpY1mdNpbV9ctcxmaTY8SIqApGY7LG6M5T79TMkTM72/Y3tGh/Q0vn55WNlfrJWz/R1pqtUeXrKCgIqx0AAAw9cSsYGWNcxpi3jTHvGWM2GGNu72ifYIz5rzFmizFmuTEmJV45AAAA9BeHxxNVwchpc+rSSZeqMLOws+1rD63R1x5a0/n5h/s/1MMfPay6lugKYXkLF8i4uh8Iblwu5S1cENW4AAAgecRzhVGzpHMsyzpO0vGSLjTGnCzpbklLLMuaJOmApC/FMQcAAIB+kXPNNXJfcnFUY+ys26mXd74cNH5oZdGh7WuRcs+bp4I775B9xAjJGDkKC1Vw5x2cXwQAADrFrWBktavv+NTZ8cuSdI6kxzraH5B0abxyAAAA6C/Zl31K7oujKxj9a8u/9O1Xvq3WttaA8a01WzUibYTcqe6o5pHai0a29HRlfeJCTX5pBcUiAADQTVzPMDLG2I0x70qqlPSCpK2SaizL8nU8slvSqCB9rzfGrDbGrK6KYnk3AAAYmoo8GSryZPTbfG1er5q3bZPl90c8xgT3BPksn3Yd3BUwXlpbqonZEyMevyurtVWte/bIOXZsTMYDAADJJa4FI8uy/JZlHS9ptKQTJR0VRt/7LcuaZVnWLI/HE68UAQBAkvrpZdP008um9dt8tU89pdJPfFK+vXsjHuPQVrNtNdsCxhtbGzUpe1LE43fVWl4u+f1KGUPBCAAA9OToj0ksy6oxxrwsabakbGOMo2OV0WhJe/ojBwAAgHhy5OVJknxVVXIWFvbydGAT3BMkta8kmqM5+tzJ47rF/33pv9VmtUWXaIeWne2rmFLGjonJeAAAILnE85Y0jzEmu+PjNEnnSdok6WVJl3c89nlJT8YrBwAAMHTd8sR63fLE+n6bz9GxIjqam9IynBkamT5SpbWlkqR5xxVq3nHdi082E5u3b627dkoSW9IAAEBA8VxhVCDpAWOMXe2FqUcsy3raGLNR0sPGmB9LWifpz3HMAQAADFGlVQ39Ot+hglFrZWVU49xzzj3KS29frVRW0yRJKsxO05NbntRLO1/SL878hVLsKdElKynzrLM0Kie3M28AAICu4lYwsixrvaTpAdpL1X6eEQAAQNJwDB8u2WxRrTCSpCnDp3R+vHD5u5Kk5TfM1pq9a/Ru1bsxKRZJkrOgQM6CgpiMBQAAkk9cD70GAAAYKozdrvzFP9Kwc+ZENc7ug7v15/f/rP3e/d3at9ZujdmB15JU99zz8n70cczGAwAAyYWCEQAAQIzkXHml0o49JqoxyhvKtXTtUn24/8PONsuyVFpT2nmLWrQsy1LZ97+v2n/9KybjAQCA5NMvt6QBAAD0tymFWf0+Z2tZmXz79ilt2rSIxzh0U9q22m2S2gtEexv3qr61XhOzJ8YiTfkqq2R5vXJyQxoAAAiCghEAAEhKP5o3td/n3PeHP+jgy6/oiDdej3iM4a7hGpYyTKU1pTpUMKpvqdc0zzQdlXtUTPI8dENayhhuSAMAAIFRMAIAAIgRh8cjf3W1LJ9PxhHZ2yxjjIrcRSqtLdVXTm8vGE3KGal/fPIfMcuzZUdHwWgcBSMAABAYBSMAAJCUFjy8TpK09Ooel7bGjSMvT7Is+ar3yzkyL+JxJrgnaFXZKp07ZWQMs/ufll07JbudW9IAAEBQFIwAAEBSKq/19vucDo9HkuSrqoqqYHTTrJuU7kzX1qp6SdIv3r1JhZmFWjR7UUzyHP7FL2rYeefJOJ0xGQ8AACQfCkYAAAAx8r+CUaWkyM9Qcqe6JUm3PrFaliztzlqv0cNGxyJFSZLd7Vaa2x2z8QAAQPKxJToBAACAZJFSVKRR9yxT2jHHRDVOY2uj7vrvXaq3fSCfanWw5aCK3EUxylLad+99anrvvZiNBwAAkg8FIwAAgBixZ2Yq6/zzO1caRSrVnqrHP35cDbYP1WwrkyRNyp4UixTlr61V1dKlalyzNibjAQCA5MSWNAAAkJRmjMtJyLyN77wjORxKnx75Ydt2m13j3ONUvq9cDtP+dRRlx2aFUcvOXZKklLFjYjIeAABIThSMAABAUvr+hUclZN6KH/9EzsJCpf/h91GNU+Qu0vbqNcqxztC8onka7hoek/xadu6QJDnHjo3JeAAAIDlRMAIAAIghh8cjX1VV1OMUuYv0vO153XT6PJ1z1KgYZNaudVfHCqMxrDACAADBcYYRAABISl99cI2++uCafp83lgUjT7pH+Z7aGGT1P6179sjh8ciWlhbTcQEAQHJhhREAAEhKBxpbEjKvIy9Pvn37ZPn9MnZ7xONcMP4CDdMRuurpS3TbybfpyiOvjEl++bffLn9tbItQAAAg+bDCCAAAIIYcHo/k98t/4EBU4/xn23/0jVc/J0n63bu/U0lpSSzSk7HZ5MhJzIHgAABg8KBgBAAAEEPDzjtP4x99RPasrIjHKCkt0eJVi+U3ByVJ+737tXjV4qiLRm1er8p+8AM1rl0b1TgAACD5UTACAACIIefIPKUde6xMSkrEYyxbu0xev7dbm9fv1bK1y6LKrXXXLtU+/oRay8qjGgcAACQ/zjACAABJ6dRJIxIyb1tzs+qeLpFr6hS5jjoqojEqGirCau+rlp07JUkp48ZGNQ4AAEh+rDACAABJ6VtzJutbcyYnZO7yH/xA9a+8EnH//Iz8sNr7qmXnLklSypgxUY0DAACSHwUjAACAGLKlpsrmdstXWRXxGPNnzJfL7urW5rK7NH/G/Khya921U7asLNmzs6MaBwAAJD+2pAEAgKT0+b+8LUl64LoT+31uh2eEfFWVEfefWzRXUvtZRhUNFcrPyNf8GfM72yPV1uRValFRVGMAAIChgYIRAABISt5Wf8Lmdng8Ua0wktqLRvn22ZKkmeNyY5GWCn96lyzLislYAAAgubElDQAAIMYcHo98VdEVjCTp589+pJ8/+1EMMvofY0xMxwMAAMmJghEAAECM5X3nJo17+J+JTqOb1j17tPO6L6lx3bpEpwIAAAYBCkYAAAAx5hyZJ2deXqLT6KZ523Y1rFol+XyJTgUAAAwCnGEEAACS0pyjE1ewadm1S7VPPaXsT39azvz8hOXRVeuunZIk59ixCc4EAAAMBhSMAABAUrr+jIkJm9u3d6/2/ea3Sjv++AFTMGrZuUsmNVUOjyfRqQAAgEGAghEAAECMHSrKRHtT2qJ5U2KRjiSpZedOpYwdI2PjRAIAANA7CkYAACApXXXfm5Kk5TfM7ve5OwtGUd6UNrXQHYt0JEmO3Bw5cnNjNh4AAEhuFIwAAABizJaeLltGRtQFozc275MknTZ5RNQ5Fdx5Z9RjAACAoYOCEQAAQBw48vLk2xddweg3L22WFJuCEQAAQDjYxA4AABAH45c/rFG/+lWi05AkNa5bp62fnKumDRsSnQoAABgkWGEEAAAQB/asrESn0Kll23a1lJbKnpmZ6FQAAMAgQcEIAAAkpYumFSR0/vrX39DBl1Yof9EiGWMSmkvLzh2S3S5nYWFC8wAAAIMHW9IAAEBSunb2eF07e3zC5m/++GPV/PNhtdXXJyyHQ1p37pKzsFDG6Ux0KgAAYJBghREAAEhKTS1+SVJaij0h8zvyPJIkX1WV7MOGRTTGXZcdG5NcWnbtUsqYMTEZCwAADA0UjAAAQFL6wl/fliQtv2F2QuZ3eDoKRpVVSi0qimiMiZ7YnDmUdtxxco4aFZOxAADA0EDBCAAAIA4ceXmSJF9VZcRjvLhxryTp3Ckjo8ol/4c/iKo/AAAYeigYAQAAxIHD45GczqjOMPrj66WSoisYWX6/ZLMl/OBtAAAwuHDoNQAAQBzYMjN11Pr3lHPNNQnN4+Bzz+njmbPUsn17QvMAAACDCyuMAAAA4mCgrOhp2blTbY2NnVvkAAAA+oKCEQAASEqXzxyd6BRU/ac/yV9bq7zvfCdhObTs3CWHxyNbenrCcgAAAIMPW9IAAEBSumLWGF0xK7FXyTd9sEEHX3gxoTm07twp59ixCc0BAAAMPqwwAgAASWl/Q4skKTcjJWE5ODweNbz+esT9l1x1fNQ5tOzapYxTTol6HAAAMLSwwggAACSlrz20Rl97aE1Cc3DkedTW0KC2xsaI+hdmp6kwOy2ivrXFxdp8zjny7d2r+ldeUW1xcUTjAACAoYmCEQAAQJw4PB5Jkq+qKqL+xe+Vqfi9srD71RYXq/y2RfKVlUuS/AcOqPy2RRSNAABAn1EwAgAAiBNnfoGco0dHvMLoobd26KG3doTdr3LJUlleb7c2y+tV5ZKlEeUBAACGHs4wAgAAiJOMk0/SpBdf6Pd5feXlYbUDAAAcjhVGAAAAScZRUBBWOwAAwOEoGAEAgKT0uZPH6XMnj0t0Gtr1ta9r/9//3q9z5i1cIONydWszLpfyFi7o1zwAAMDgxZY0AACQlOYdV5joFCRJzR99JHvWsH6d0z1vniSp/NYfyGptlaOwUHkLF3S2AwAA9IaCEQAASEplNU2SFPG19LHi8HjUWlkZUd8/fG5mxPO6581T5S9/pYxTTlHhT++KeBwAADA0UTACAABJaeHydyVJy2+YndA8HHl5at5WGlHf3IyUqOYe8fWvK2XM6KjGAAAAQxMFIwAAgDhyeDxqePvtiPo+unqXJOmKWWMi6p9z1ZUR9QMAAODQawAAgDhKPeIIpU6eJMvnC7vvY2t267E1uyOa119TI+9HH6mtpSWi/gAAYGijYAQAABBHOVdfpfEPPSTj6N+F3fVvrNS2Sy5V644d/TovAABIDhSMAAAAkpCvolyS5CgoSHAmAABgMKJgBAAAktJXTi/SV04vSnQaatm1S1svukgHX365X+dtLa+Qbdgw2TMz+3VeAACQHDj0GgAAJKVzp4xMdAqSJFt6ulq2bFXrnrJ+nbe1okLO/Px+nRMAACQPCkYAACApba2qlyRN9CR2hY09J0dyOOSrqgq779++eGLE8/rKy+UooGAEAAAiQ8EIAAAkpVufeF+StPyG2QnNw9hscgwfLl9lZdh901LsEc+bd9N3pH4+aBsAACQP3kUAAADEmcPjiWiF0YNvbpckXTt7fNh9M045Jew+AAAAh3DoNQAAQJxlnHaqXEcfHXa/p9eX6+n15WH389fWqv7VV+WvqQm7LwAAgETBCAAAIO7yFixQ3ne+3W/zeTdt0q4bvirvhx/225wAACC5UDACAABIMq3lFZIkZ0FBgjMBAACDFQUjAACQlL55zmR985zJiU5DklT3n//oo1knqLWsrF/m81W0b2Nz5HNLGgAAiAyHXgMAgKR02uQRiU6hk3Glqa2+Xr6qKjkLC+M+X2t5hey5ubKlpsZ9LgAAkJwoGAEAgKS0oaxWkjS10J3gTCRHXp4khX1T2vIbZkc0X2tFuZysLgIAAFGgYAQAAJLSHcUbJUVedIklh8cjKfyCUaRG3nyL2hoa+mUuAACQnCgYAQAAxJljeK5kTNgFo/tf2ypJuv6MiWH1Sy2aENbzAAAAh+PQawAAgDgzDodyrrlaqUccGVa/FZsqtWJTZVh92pqadODh5WrZuTOsfgAAAF1RMAIAAOgH+YsWKevCC+I+T+vu3apYvFhN69+P+1wAACB5UTACAADoB5Zlqa2pKe7ztFZUSJKcBRx6DQAAIscZRgAAICl978Lwtn/FW8Xtt+vgihU64vXX4zpPa3m5JMlZUBDXeQAAQHKjYAQAAJLSzHG5iU6hG3tOjvzV+2X5/TJ2e5/6uJx9e64rX0WFZLPJkZcXdl8AAIBDKBgBAICktGbHfkkDp3Dk8Hiktjb5qqvl7GMx54HrTgx7ntbyCjk8HhkHb/MAAEDkeCcBAACS0s+f/UiStPyG2QnOpN2hIpGvsqrPBaNIjLzlZvn374/b+AAAYGjg0GsAAIB+4PB4JEm+qso+97lnxWbds2JzWPPYs7KUMn58WH0AAAAOR8EIAACgHzjHjNHwr3xFzlGj+txn5ZZ9WrllX5+ftyxLVff8Ro3r1kWSIgAAQCe2pAEAAPQDR26u8r7z7bjO4a+p0b7f/152d5bSp0+P61wAACC5scIIAACgn/jr6uSrqorb+L7yckmSI78gbnMAAIChgRVGAAAgKS2aNyXRKfSw43PXyjl6tMb8/ndxGb+1okKS5CykYAQAAKJDwQgAACSlqYXuRKfQg8PjCWuFUU56Sljjt3asMHLm54fVDwAA4HAUjAAAQFJ6Y3P7YdGnTR6R4Ez+x5GXp+atW/v8/L3XzgxrfF9lleR0yj58eLipAQAAdBO3M4yMMWOMMS8bYzYaYzYYY+Z3tOcaY14wxmzu+D0nXjkAAICh6zcvbdZvXgrvSvp4c3g88u3bJ6utLS7jexbM1xFvvC5j45hKAAAQnXi+m/BJ+o5lWVMknSzpG8aYKZJulrTCsqzJklZ0fA4AAJD0HB6P5PPJX1PTp+fvfvZD3f3sh30e3xgju3vgbcUDAACDT9wKRpZllVuWtbbj44OSNkkaJekSSQ90PPaApEvjlQMAAMBAkn7SiRp52w9lUvp2NtHaHQe0dseBPo+/96c/U92zz0WaHgAAQKd+OcPIGDNe0nRJ/5U00rKs8o5QhaSRQfpcL+l6SRo7dmw/ZAkAABBfriOOkOuII+IytuX3a/8//qHhKSnKuvCCuMwBAACGjrhvcDfGZEp6XNICy7LqusYsy7IkWYH6WZZ1v2VZsyzLmuXxeOKdJgAAQNxZfr+8H32s1r2VMR/bt69a8vnkKOCGNAAAEL24FoyMMU61F4v+YVnWEx3Ne40xBR3xAkmxf8cEAACGvLsuO1Z3XXZsotPoxmpt1bZLLlHtv/4V87F9Fe0LuJ0FBTEfGwAADD3xvCXNSPqzpE2WZf26S+gpSZ/v+Pjzkp6MVw4AAGDomujJ1ERPZqLT6MbmcsmWlSVfVVWfni9wu1TgdvXp2dbyCkkUjAAAQGzE8wyjUyVdK+l9Y8y7HW23SvqZpEeMMV+StEPSlXHMAQAADFEvbtwrSTp3SsDjEhPG4fHIV9m3BdZLr57e53HbGhpkXC4589mSBgAAohe3gpFlWW9IMkHCc+I1LwAAgCT98fVSSQOwYJTn6fMKo3Bkf/oyuS/7VMzHBQAAQ1PcD70GAADA/4Szwuj24g26vXhDn8c2xqj9VAAAAIDoxHNLGgAAAA6T+5nPyPfJT/bp2Y1ldb0/1KHijjvlHFWo4V/6UqSpAQAAdKJgBAAA0I/Sjj8+LuMefOEFZZx+elzGBgAAQw9b0gAAAPqRv7ZW9a+9Jn9NTczGtFpa5Nu3jwOvAQBAzFAwAgAASWnJVcdryVX/v717D4+quvc//lnJhGRIlACZaMItAQOCkIIEjrGEohyRFjkQsBJ76kEsXtp6uJyfVvF5oKlC5ZxjlZ/+2uIdD7UZRIMatfaiUDhoRdAIIkIEgkICJMEEcyOZZP/+SBgdcyEhyexk5v16njyZvdbaez6B7k78stbaY+2O0cSZAwf0xW23q/qTTzrtmrUniyTLUlh8XKddEwAABDeWpAEAgIAUH+20O0KzHC6XJLXpSWlDXZFtuqbneGHDtS+mYAQAADoHBSMAABCQcj4qkCTN/E68zUl8nS0Y1bbhSWkPzklu0zWt2lr1SkhQWHz3+lkBAEDPRcEIAAAEpD/844ik7lcwComMVEjv3m2aYdRWkampGvbmnzrtegAAAOxhBAAA4GcOl6tNBaNl2bu1LHu3HxIBAAD4YoYRAACAn8WtflChfaLPOe5QUUWbrlf4q19JHo/iHnigg8kAAAAaUDACAADws97jxnXq9apyP5Ij1tWp1wQAAMGNJWkAAAB+diYvT6UvvijLsjrlep7CQoXxhDQAANCJmGEEAAAC0u9/PN7uCC0q37pVJ//7IV1w7bUKveCCDl2rvqpKdaWlCou7uJPSAQAAUDACAAABql9kL7sjtMgRGytJ8hQVtVowGhV/4TmvVXv8uCQpLI4ZRgAAoPNQMAIAAAFp484vJEk/TBlkc5KmHK6G/YY8J4sUPnRoi+N+OfOyc1+srk69U69Qr8TEzooHAABAwQgAAASmF3cdldTNC0ZFRR2+Vvgll2jIs892+DoAAADfxKbXAAAAfvbNJWmtWeL+UEvcH/ojEgAAgA9mGAEAAPhZSFSUEl/epLABA1odV1hWfc5rHV+5StV79yoh64+dFQ8AAICCEQAAgL8ZYxRx6aWdcq2a/HxZNTWdci0AAICzWJIGAABgg6/eekulL2V3+Dq1xwvliLu4ExIBAAB8jRlGAAAgIK1bMNHuCK0qezVHZw4cUPTcOR26jqfwuCKvSO2kVAAAAA0oGAEAgIDk7BVqd4RWOVwuVWzf3uqYy4f0bbW/7quvVF9RobC4uM6MBgAAQMEIAAAEpvXv5kuSbkpNsDVHSxyxsaovL1d9ZaVCevdudsw901vf58iqrVWf9HRFjB7dFREBAEAQYw8jAAAQkF7bXajXdhfaHaNFDpdLkuQpKjqv88tycnT4+h+q7OWXVbBsmcpycjozHgAACHIUjAAAAGzgLRidPNnimDvW79Id63c1aS/LyVHh8hXyFBRIliVPQYEKl6+gaAQAADoNBSMAAAAb9J6QoqR335EzJaXFMV9W1ujLypom7ScfWSOrutqnzaqu1slH1nR2TAAAEKTYwwgAAMAGIeHhCgkPP69zPYXNL7VrqR0AAKC9mGEEAABgk6Lf/U6n3/xzu89ztPBUtJbaAQAA2ouCEQAACEgbbk/VhttT7Y7RqtIXX1T55rfbfV7s0iUyERE+bSYiQrFLl3RSMgAAEOxYkgYAAGCTMFdsq09J++4lMc2295k5U5JUcM+9Un29HPHxil26xNsOAADQURSMAABAQHpi60FJ0m2Th9mcpGWOWJdq8vNb7F80NanFvj4zZ6rm888VnpSkC6dN64J0AAAgmFEwAgAAAemtfQ2Pq+/WBSOXS5U73j/v810//3knpgEAAPgaexgBAADYxOFyqb66WlZNTbP985/ZofnP7Gi2r/7MGXm+/FJWfX1XRgQAAEGKghEAAIBN+i9cqBG5H8r06tVsf3Vtnapr65rtq9q1S3mpV6py586ujAgAAIIUS9IAAABsYsLCzvtcT3GxpIZZSgAAAJ2NGUYAACAgRYSFKiIs1O4YrfIUFang3mWq3LXrPM6lYAQAALoOM4wAAEBAeu6WiXZHODdjVPbyy4oYM1q9x49v16me4mKZiAiFREZ2UTgAABDMKBgBAADYJLRfPyk0VJ6TRc32Tx0Z2+K5npJiOWJiZIzpqngAACCIUTACAAAB6dG38iRJi6Ym2ZykZSYkRI6YGHmKmi8Y3TZ5WIvnXvj976t3SkpXRQMAAEGOghEAAAhI2z9r2OOnOxeMpIY9iFoqGLXmgquu6oI0AAAADdj0GgAAwEa9Bg+WCW1+c+55j7+reY+/22xf9f79qjt9uiujAQCAIEbBCAAAwEYDHv6NBq39fbvOsWpqdHjWbJ1av76LUgEAgGBHwQgAAKCH8Zw6JUlyxLhsTgIAAAIVBSMAABCQ+vbupb69e9kd45wq/vGejixY0K59jDxFDfszOVwxXRULAAAEOTa9BgAAAWntTePtjtAm9ZWVqnz3H6o9flwOV9tmDHmKG4pLjhgKRgAAoGtQMAIAALDR2SKR5+TJJn3XJcc1e46nuHGGEQUjAADQRSgYAQCAgPSfb34qSbpn+qU2J2mdI7axYNTMkrSbUhOaPad3SooufuB+CkYAAKDLUDACAAAB6YMjX9odoU0c/ftLxshzsmnBqKqmTpLk7BXq0x6emKjwxES/5AMAAMGJTa8BAABsZBwOOceNU0hkZJO+m5/doZuf3dGkverjvTqTl+ePeAAAIEgxwwgAAMBmCX98vl3jT/z61zJhYRry3LquCQQAAIIeM4wAAAB6GE9xMfsXAQCALkXBCAAABKS4PhGK6xNhd4w2KXnqKeX/64/bPJ6CEQAA6GosSQMAAAFpTcY4uyO0WV15uao+/FBWXZ1MaGirY+srKmRVVsrhomAEAAC6DgUjAAAAmzliY6X6enlKShQWG+ttv378wCZjPcXFkqRQZhgBAIAuRMEIAAAEpF/l7JUk/XLmZTYnOTeHyyVJ8hQV+RSMfpgyqOnYmBgNevIJhQ8f7rd8AAAg+FAwAgAAAemTgtN2R2izsG8UjL7pVEWNJKlfZC9vW0hkpKLS0vwXDgAABCU2vQYAALCZIy5evVOvUIizt0/7T/+wSz/9wy6ftuoDB/TVW2/J8nj8GREAAAQZZhgBAADYLOyiWA159tk2jT39xhsqefIpXbpndxenAgAAwYwZRgAAAD2Ip7hYjv79ZUL4NQ4AAHQdZhgBAICANNQVaXeEdvni9jsUEhWlAb95qNVxdUXFcvCENAAA0MUoGAEAgID04JxkuyO0i1Vbq5ovvjjnOE9xsUJdFIwAAEDXomAEAADQDThcLp05fNin7cdXDGkyzlNcrPBLR/grFgAACFIUjAAAQEBalt2wKXRPmWnkiI2Vp7hYlmXJGCNJmvmd+CbjBj/1pEx4uL/jAQCAIEPBCAAABKRDRRV2R2gXh8sl1daqrrRUjr59JUkFpVWSpPhop3dceFKSLfkAAEBw4fEaAAAA3UDEqJHqk54u1dV525ZuyNXSDbneY09RkU49/7xqjx+3ISEAAAgmzDACAADoBnqnpKh3SkqrY87k5enEAysVMWKEwi6+2E/JAABAMGKGEQAAQDdhWZYsj6fFfk9xsSTJEcNT0gAAQNeiYAQAAALSqPgLNSr+QrtjtFl9TY32jx2nkqeebnGMp6ihYBQa4/JXLAAAEKRYkgYAAALSL2deZneEdgnp1UsmPFyeoqIWx3iKi2WcToVE9vZjMgAAEIx6bMGotrZWR48eVXV1td1RICkiIkIDBw5UWFiY3VEAAOixHC6XT8Ho1rShPv2e4mI5YmJkjPF3NAAAEGR6bMHo6NGjuuCCC5SQkMAvTTazLEslJSU6evSoEhMT7Y4DAIAkaYn7Q0nSmoxxNidpu28XjP551EU+/Rf/coXqy8r8HQsAAAShHruHUXV1tfr370+xqBswxqh///7M9gIAdCuFZdUqLOtZn00Ol0uekye9xweLynWwqNx7HBoVpbABA+yIBgAAgkyPLRhJoljUjfB3AQBAx10w9Wr1mTvHe3xf9h7dl73He1z029+q4h/v2RENAAAEmR5dMAIAAAgkF06fLtfPftZsn1VTo+LH/p8qP9jl51QAACAY9dg9jNrr5Q+P6b//vF8FpVWKj3bq7mtHaPa4jk3pDg0N1ZgxY+TxeJSYmKj169crOjq6cwIDAICgY1mW6kpLFdK7t0LCw336PKdOSZIcMTF2RAMAAEEmKGYYvfzhMS3L3qNjpVWyJB0rrdKy7D16+cNjHbqu0+lUbm6uPv74Y/Xr10+//e1vOycwAADosMuH9NXlQ/raHaNdKt9/X3mpV6rqgw+a9HmKiiVJjhiXv2MBAIAgFDAzjOY9/m6TtuuS43RTaoL+681PVVVb59NXVVunzJy9mj1ugE5V1Oinf/Cd3r3h9tR2vX9qaqp2794tSdqxY4cWL16s6upqOZ1OPfvssxoxYoRmzJihBx98UMnJyRo3bpzS09O1YsUKrVixQoMGDdKtt97azp8aAAC05J7pl9odod0croZi0Dc3vj7LU1zUOIYZRgAAoOsFTMGoNS09IaW0srZTrl9XV6e33npLP/nJTyRJl156qbZt2yaHw6G//e1vuu+++/TSSy8pLS1N27Zt05AhQ+RwOLR9+3ZJ0rZt27R27dpOyQIAAHouhytWkuQpaigO/fvVSd6+OpakAQAAPwqYglFrM4Lio506VlrVpH1AtFOS1C+yV7tnFElSVVWVxo4dq2PHjmnkyJG65pprJEllZWWaP3++8vLyZIxRbW1DYSotLU2PPvqoEhMTNWPGDP31r39VZWWlDh8+rBEjRrT7/QEAQMvuWN8we3jtTeNtTtJ2oVGRMr17ewtGk5K+Lg5Fz52rC6dPl3E67YoHAACCSFDsYXT3tSPkDAv1aXOGheruaztWpDm7h9GRI0dkWZZ3D6Ply5frqquu0scff6ycnBxVVzfMcJowYYJ27typbdu2afLkyRo3bpyefPJJjR/fc36RBQCgp/iyskZfVtbYHaPdHK4Y1TYuSdtbUKa9BWXevpDISJmQoPj1DQAA2CwofuOYPW6AHpwzRgOinTJqmFn04JwxHX5K2lm9e/fWo48+qt/85jfyeDwqKyvTgAEN1163bp13XK9evTRo0CBt3LhRqampSktL00MPPaTJkyd3Sg4AANDzxdx2m/rMnClJuj/nE92f84kk6dT/rFfJM8/aGQ0AAASRgFmSdi6zxw3otAJRc8aNG6fk5GRlZWXpF7/4hebPn6+VK1dqxowZPuPS0tL01ltvyel0Ki0tTUePHlVaWlqX5QIAAD1L9Ny5zbaf/tOfZMLD1f+WBX5OBAAAglHQFIy6Qnl5uc9xTk6O9/WBAwe8r1euXOl9/cADD+iBBx6QJMXHx8uyrC5OCQAAepK6r75S7bFjirjU9ylvnuJiOb/zHZtSAQCAYBMUS9IAAEDw+e4lMfruJT3viWKlL7ygw7PTVVde4W2zLEue4mKekAYAAPyGGUYAACAgLZqadO5B3ZDD5ZIkeYpOetvqKyplVVXJ4aJgBAAA/IOCEQAAQDfiLRidLNIvpjc80bW+rFQhF1zADCMAAOA3XVYwMsY8I+k6SSctyxrd2NZP0gZJCZLyJd1gWdaXXZUBAAAEr/nP7JAkPXfLRJuTtM/ZgtE/3t+vFeXlKiitUny0U3c/sUnDx8bbnA4AAASLrtzDaJ2k6d9qu1fSW5ZlJUl6q/EYAACg01XX1qm6ts7uGO12tmD05217day0SpakY6VVWpa9R6/kFtgbDgAABI0um2FkWdZWY0zCt5pnSZrS+Po5SVsk3dNVGQAAQHD7pPC05j3+rqaOjNVtk4dJkuY9/m6Tcdclx+mm1ARV1dTp5md3NOm/fvxA/TBlkE5V1Oinf9jVpP/HVwzRzO/Eq6C0Sks35DbpvzVtqP551EU6WFSu+7L3NOn/96uTNCkpRnsLynT/q3vV//Ib9HH0YG//lQV7lHbsI/3f8PmaPW5Ae/4IAAAAzou/n5J2kWVZhY2vj0u6qKWBxpjbjDE7jTE7i4qKOv7Ou1+QHhktZUY3fN/9QocvuWrVKl122WVKTk7W2LFj9d5772nKlCkaPHiwLMvyjps9e7aioqJ8zl2zZo0iIiJUVlbW4RwAAKCpWWMHaFTchXbHaD9j9Mbgifr8wou9TUmlR5VWsFtHvqq1MRgAAAgmtm16bVmWZYyxWul/QtITkpSSktLiuDbZ/YKUs0iqrWo4Lvui4ViSkm84r0u+++67eu211/TBBx8oPDxcxcXFqqmpkSRFR0dr+/btmjRpkkpLS1VYWNjk/KysLE2YMEHZ2dlasGDBeWUAAAAt+9E/DdaP/mlwk/YNt6e2eI6zV2ir/f0ie7XaHx/tbLV/mCuq1f7L4vtow+2pmrMsS5Ulp/RpvwRJUt/qr/RleJTi+ka2eC4AAEBn8nfB6IQxJs6yrEJjTJykk+c8o62endG07bLZ0sRbpb/96uti0Vm1VdKf7mkoGFWUSC/8m2//gtdbfbvCwkLFxMQoPDxckhTzjaeWZGRkyO12a9KkScrOztacOXO0d+9eb//BgwdVXl6u3/3ud1q1ahUFIwAA4OPeY5tVtm+/bp36C0lS3zOnVRZxoe6+doTNyQAAQLDw95K0VyXNb3w9X9IrfnnX08eab686dd6XnDZtmr744gsNHz5cP/vZz/T3v//d2zd16lRt3bpVdXV1crvdmjdvns+5brdbGRkZSktL0/79+3XixInzzgEAAALP4OFDFFdXoQHRThlJF3kqdFFCPPsXAQAAv+myGUbGmCw1bHAdY4w5KumXklZLesEY8xNJRySd33qw5rQ2I6jPwIZlaE3aBzV8j+x/zhlF3xYVFaVdu3Zp27Zt2rx5s+bNm6fVq1dLkkJDQzVp0iS53W5VVVUpISHB59ysrCxt2rRJISEhmjt3rjZu3Kg777yzXe8PAAACl8PlUmhlhbYtTlWI06kj8zcqfMRwu2MBAIAg0pVPSbuxha6pXfWeLZq6wncPI0kKcza0d0BoaKimTJmiKVOmaMyYMXruuee8fRkZGUpPT1dmZqbPOXv27FFeXp6uueYaSVJNTY0SExMpGAEAAC+HyyVJ8hQVqdfgwRry3Dp7AwEAgKDj7yVp9ki+QZr5aOOMItPwfeaj573htSTt379feXl53uPc3FwNGTLEe5yWlqZly5bpxht962ZZWVnKzMxUfn6+8vPzVVBQoIKCAh05cuS8swAAgMDiiI2V1FAwAgAAsENwFIykhuLQ0o+lzNKG7x0oFklSeXm55s+fr1GjRik5OVmffPKJz2wiY4zuuusun82wpYb9i9LT033a0tPT5Xa7O5QHAAAEDufoyzToyScUfsklOnPosPL/9ceq/PBDu2MBAIAg4u+npAWM8ePH65133mnSvmXLlmbHl5eXS5IOHTrUpO/hhx/u1GwAAKBnC42OVlRamiSp6uOPVbVrl1Rfb3MqAAAQTCgYAQAAdENfbdkiR3S06oqLJUmO/v1tTgQAAIIJBSMAAIBu6Piv7lfkxIkKH54kSQqNcdmcCAAABBMKRgAAAN2Qw+WSp6hIoX37yjidConsbXckAAAQRIJn02sAAIAexBHbWDDq10+9J06QMcbuSAAAIIgwwwgAAKAbcrhcqtq5SzG33SrpVrvjAACAIMMMIwAAgG7I4XKprrRU9TU1dkcBAABBKGgKRq8fel3TXpym5OeSNe3FaXr90OsdvmZoaKjGjh3r/Vq9erUkacqUKRo8eLAsy/KOnT17tqKionzOX7NmjSIiIlRWVtbiexQWFuq6667rcNZvKioq0vTp0zv1mgAAoHNFz52rxFdfUf4N81Ty9DN2xwEAAEEmKApGrx96XZnvZKqwolCWLBVWFCrzncwOF42cTqdyc3O9X/fee6+3Lzo6Wtu3b5cklZaWqrCwsMn5WVlZmjBhgrKzs1t8j4cffli33tq509BdLpfi4uK8+QAAQPcTdtFF6pWQoDOffiqr5ozdcQAAQJAJmILRgjcXNPlyf+qWJK3ZtUbVddU+46vrqvXgjgclSV9Wf9nk3I7KyMiQ293w/tnZ2ZozZ45P/8GDB1VeXq6VK1cqKyurxeu89NJL3tlAdXV1uvvuuzVhwgQlJyfr8ccflyQ98sgjuuWWWyRJe/bs0ejRo1VZWanMzEzddNNNSk1NVVJSkp588knvdWfPnq3nn3++wz8nAADoGnVffaXiRx+VJIXGxNicBgAABJuAKRi15kTliWbby860vBSsLaqqqnyWpG3YsMHbN3XqVG3dulV1dXVyu92aN2+ez7lut1sZGRlKS0vT/v37deJE04yHDx9W3759FR4eLkl6+umn1adPH73//vt6//339eSTT+rw4cNavHixPvvsM23atEkLFizQ448/rt69Gx69u3v3br399tt69913df/996ugoECSlJKSom3btnXo5wcAAF3Hqq5WyVNPS5IcFIwAAICfBcxT0p6d/myLfRdHXqzCiqZLwuIi4yRJfSP6tnp+S84uSWtOaGioJk2aJLfbraqqKiUkJPj0Z2VladOmTQoJCdHcuXO1ceNG3XnnnT5jCgsL5XK5vMd/+ctftHv3br344ouSpLKyMuXl5SkxMVHr1q1TcnKybr/9dn33u9/1njNr1iw5nU45nU5dddVV2rFjh2bPnq3Y2Fhv8QgAAHQ/of36eV87YlytjAQAAOh8QTHDaPHlixURGuHTFhEaocWXL+7S983IyNCiRYt0ww03+LTv2bNHeXl5uuaaa5SQkCC3293ssjSn06nq6q+X0lmWpccee8y7Z9Lhw4c1bdo0SVJeXp6ioqKaFIGMMc0eV1dXy+l0dsrPCQAAOt/pN97wvj56550qy8mxMQ0AAAg2QVEwmjF0hjKvzFRcZJyMjOIi45R5ZaZmDJ3Rpe+blpamZcuW6cYbb/Rpz8rKUmZmpvLz85Wfn6+CggIVFBToyJEjPuOGDx+u/Px87/G1116r3//+96qtrZUkHThwQBUVFSorK9OiRYu0detWlZSUeGcgSdIrr7yi6upqlZSUaMuWLZowYYL33NGjR3fRTw4AADqiLCdHhctXeI89J06ocPkKikYAAMBvAmZJ2rnMGDqj0wtEZ/cwOmv69OlavXq199gYo7vuuqvJeW63W298418NJSk9PV1ut1v33HOPty0yMlLDhg3TZ599pksuuUQLFy5Ufn6+Lr/8clmWJZfLpZdffllLly7Vz3/+cw0fPlxPP/20rrrqKk2ePFmSlJycrKuuukrFxcVavny54uPjJUmbN2/WjBldWzADAADn5+Qja2RV+z6ww6qu1slH1qjPzJk2pQIAAMHEWJZld4ZzSklJsXbu3OnTtm/fPo0cOdKmRP6zadMm7dq1SytXrmz3uZmZmYqKimq2aDV58mS98sor6tu3b2fElBQ8fycAAHS1fSNHSc39jmaMRu77xP+BAABAQDLG7LIsK6W5vqBYktaTpaenN9kwu6OKior0H//xH51aLAIAAJ3HERfXrnYAAIDOFjRL0nqyhQsXntd5mZmZzba7XC7Nnj37/AMBAIAuFbt0iQqXr/BZlmYiIhS7dIl9oQAAQFChYAQAANDNnN2n6OQja+QpLJQjLk6xS5ewfxEAAPAbCkYAAADdUJ+ZMykQAQAA27CHEQAAAAAAAHxQMAIAAAAAAICPoCkYleXkKO/qqdo3cpTyrp6qspycDl8zNDRUY8eO9X6tXr1akjRlyhQNHjxY1jcehzt79mxFRUX5nL9mzRpFRESorKysxfcoLCzUdddd12qOK6+8sgM/xde2bNlyzvfas2ePbr755k55PwAAAAAA0D0FxR5GZTk5Pk8a8RQUqHD5Cknq0N4ATqdTubm5zfZFR0dr+/btmjRpkkpLS1VYWNhkTFZWliZMmKDs7GwtWLCg2es8/PDDuvXWW1vN8c4777Q7+/kaM2aMjh49qs8//1yDBw/22/sCAAAAAAD/CZgZRkdu+rcmX6f++EdJ0smHH/F5LK0kWdXVOr7q15Ikz5dfNjm3ozIyMuR2uyVJ2dnZmjNnjk//wYMHVV5erpUrVyorK6vF67z00kuaPn26JGnv3r2aOHGixo4dq+TkZOXl5UmSd+bSli1b9L3vfU+zZs3S0KFDde+99+r555/XxIkTNWbMGB08eFCSdPPNN+uOO+5QSkqKhg8frtdee63J+1ZUVOiWW27RxIkTNW7cOL3yyivevpkzZ3p/NgAAAAAAEHgCpmDUGs/x482215eWdui6VVVVPkvSNmzY4O2bOnWqtm7dqrq6Orndbs2bN8/nXLfbrYyMDKWlpWn//v06ceJEk+sfPnxYffv2VXh4uCRp7dq1Wrx4sXJzc7Vz504NHDiwyTkfffSR1q5dq3379mn9+vU6cOCAduzYoYULF+qxxx7zjsvPz9eOHTv0+uuv64477lD1twpqq1at0tVXX60dO3Zo8+bNuvvuu1VRUSFJSklJ0bZt287/Dw4AAAAAAHRrAbMkbcj6/2mxzxEXJ09BQdP2+PiG7337tnp+S1pbkhYaGqpJkybJ7XarqqpKCQkJPv1ZWVnatGmTQkJCNHfuXG3cuFF33nmnz5jCwkK5XC7vcWpqqlatWqWjR49qzpw5SkpKavK+EyZMUFxcnCRp2LBhmjZtmqSGpWSbN2/2jrvhhhsUEhKipKQkDR06VJ9++qnPdf7yl7/o1Vdf1UMPPSRJqq6u1ueff66RI0cqNjZWBc38eQIAAAAAgMAQFDOMYpcukYmI8GkzERGKXbqkS983IyNDixYt0g033ODTvmfPHuXl5emaa65RQkKC3G53s8vSnE6nz8yfH/3oR3r11VfldDr1gx/8QG+//XaTc87ORpKkkJAQ73FISIg8Ho+3zxjjc963jy3L0ksvvaTc3Fzl5uZ6i0VSQ/HI6XS29Y8BAAAAAAD0MEFRMOozc6biHri/YUaRMXLExyvugfs7tOF1W6SlpWnZsmW68cYbfdqzsrKUmZmp/Px85efnq6CgQAUFBTpy5IjPuOHDhys/P997fOjQIQ0dOlSLFi3SrFmztHv37vPOtnHjRtXX1+vgwYM6dOiQRowY4dN/7bXX6rHHHvM+6e3DDz/09h04cECjR48+7/cGAAAAAADdW8AsSTuXPjNndnqB6OweRmdNnz5dq1ev9h4bY3TXXXc1Oc/tduuNN97waUtPT5fb7dY999zjbYuMjNSwYcP02Wef6ZJLLtELL7yg9evXKywsTBdffLHuu+++884+ePBgTZw4UadPn9batWsV8a0ZWMuXL9eSJUuUnJys+vp6JSYmejfH3rx5s2bMmHHe7w0AAAAAALo3c3YGSXeWkpJi7dy506dt37593iVSgWzTpk3atWuXVq5c2WnXvPnmm3Xdddfp+uuvb/e5Z86c0fe+9z397//+rxwO33pjsPydAAAAAAAQCIwxuyzLSmmuL2hmGPVU6enpKikpsTuG1+eff67Vq1c3KRYBAAAAAIDAwX/19wALFy7s1OutW7fuvM9NSkpq9ulsAAAAAAAgcPToTa97wnK6YMHfBQAAAAAAgaPHFowiIiJUUlJCoaIbsCxLJSUlTTbOBgAAAAAAPVOPXZI2cOBAHT16VEVFRXZHgRoKeAMHDrQ7BgAAAAAA6AQ9tmAUFhamxMREu2MAAAAAAAAEnB67JA0AAAAAAABdg4IRAAAAAAAAfFAwAgAAAAAAgA/TE54yZowpknTE7hxtECOp2O4QADoF9zMQGLiXgcDB/QwEBu7l7mWIZVmu5jp6RMGopzDG7LQsK8XuHAA6jvsZCAzcy0Dg4H4GAgP3cs/BkjQAAAAAAAD4oGAEAAAAAAAAHxSMOtcTdgcA0Gm4n4HAwL0MBA7uZyAwcC/3EOxhBAAAAAAAAB/MMAIAAAAAAIAPCkYAAAAAAADwQcHoPBhjphtj9htjPjPG3NtMf7gxZkNj/3vGmAQbYgJogzbczzcbY4qMMbmNXwvtyAmgdca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"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = list(itertools.chain(\n",
" itertools.repeat((60, 1 / 60), 60),\n",
" [(10, 1 / 10)],\n",
" itertools.repeat((60, 1 / 60), 60)))\n",
"plot(data, \"Frame spike to 10fps\")"
]
}
],
"metadata": {
"interpreter": {
"hash": "313619e13f5ee8ed7797911767092b748850e778ddc28574304bf96703e543cb"
},
"kernelspec": {
"display_name": "Python 3.10.4 64-bit",
"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": "3.10.4"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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