{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-input":false},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\n#print(os.listdir(\"../input\"))\n\nimport matplotlib.pyplot as plt\n%matplotlib inline","execution_count":1,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true,"_kg_hide-input":false},"cell_type":"code","source":"train = pd.read_csv('../input/train.csv', dtype={'acoustic_data': np.int16, 'time_to_failure': np.float32})","execution_count":2,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":false},"cell_type":"code","source":"# normal / sampled\ntrain_sampled = train.iloc[::50]\n\ntrain_acoustic_data_small = train_sampled.acoustic_data.values\ntrain_time_to_failure_small = train_sampled.time_to_failure.values\n\nfig, ax1 = plt.subplots(figsize=(16, 8))\nplt.title(\"Trends of acoustic_data and time_to_failure. 2% of data (sampled)\")\nplt.plot(train_acoustic_data_small, color='b')\nax1.set_ylabel('acoustic_data', color='b')\nplt.legend(['acoustic_data'])\nax2 = ax1.twinx()\nplt.plot(train_time_to_failure_small, color='g')\nax2.set_ylabel('time_to_failure', color='g')\nplt.legend(['time_to_failure'], loc=(0.875, 0.9))\nplt.grid(False)\n\ndel train_acoustic_data_small\ndel train_time_to_failure_small","execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# abs / sampled\ntrain_sampled_abs = train_sampled.abs()\n\ntrain_acoustic_data_small = train_sampled_abs.acoustic_data.values\ntrain_time_to_failure_small = train_sampled_abs.time_to_failure.values\n\nfig, ax1 = plt.subplots(figsize=(16, 8))\nplt.title(\"Trends of acoustic_data and time_to_failure. 2% of data (sampled)(abs)\")\nplt.plot(train_acoustic_data_small, color='b')\nax1.set_ylabel('acoustic_data', color='b')\nplt.legend(['acoustic_data'])\nax2 = ax1.twinx()\nplt.plot(train_time_to_failure_small, color='g')\nax2.set_ylabel('time_to_failure', color='g')\nplt.legend(['time_to_failure'], loc=(0.875, 0.9))\nplt.grid(False)\n\ndel train_acoustic_data_small\ndel train_time_to_failure_small","execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# abs / rolling sum / sampled\ntrain_acoustic_data_small = train_sampled_abs.acoustic_data.rolling(10, min_periods=0).sum().values\ntrain_time_to_failure_small = train_sampled_abs.time_to_failure.values\n\nfig, ax1 = plt.subplots(figsize=(16, 8))\nplt.title(\"Trends of acoustic_data and time_to_failure. 2% of data (sampled)(abs)(rolling sum)\")\nplt.plot(train_acoustic_data_small, color='b')\nax1.set_ylabel('acoustic_data', color='b')\nplt.legend(['acoustic_data'])\nax2 = ax1.twinx()\nplt.plot(train_time_to_failure_small, color='g')\nax2.set_ylabel('time_to_failure', color='g')\nplt.legend(['time_to_failure'], loc=(0.875, 0.9))\nplt.grid(False)\n\ndel train_acoustic_data_small\ndel train_time_to_failure_small","execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA+8AAAHvCAYAAAAl5e4MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmYHVWZ+PHvmwQIWSAbIBAgkV0gJhoEhx/KohIYJDgCoiioICowA44im9q0gsLoKOAIDA4ZFlFkGUARGSMEUdmXiEBgCJtpdkISQkKQJO/vj6oON00vtzvdube7v5/nuU/fOnVO1XvXvm+dU6ciM5EkSZIkSfVrQK0DkCRJkiRJ7TN5lyRJkiSpzpm8S5IkSZJU50zeJUmSJEmqcybvkiRJkiTVOZN3SZIkSZLqnMm7JK2iiPhQRDzVA9s9IyLmRkRTd2+7p0XEbhHxUDdub4uI6JXXNo2IP0XEZztR/3cRcUgPhtRjIuKYiHgxIl6LiHU7qPvNiDi/vN9rX99VERG7RsTs8vnat4r6P4uIU1dDaM37+8eIuGp17a8anf08tdU2Ij4WEZd1Z2yS1NNM3iX1euUP3+bb8oh4vWK5tyZB44F/AbbOzLG1jqc9ETEoIjIixjWXZeYtmbldjeLpkYMpPSEiTouIiyrLMvMjmbnakoruer4iYjDwA2D3zByWmQvaq5+Z38nML63qfldVRGwbEb+OiJci4pWI+G1EbFmx/iMR8VREPBcRB1aUj4qI+yJi6Crs/jTgR+Xzdf2qPI6WViXJrXA6cEY3hFOPrgXeExE1+Z6SpK4weZfU65U/fIdl5jDgb8BHK8relgRFxKDVH2WnbQa8mJkv1zoQqUrvANbKzG4bcVGNbvg8rwv8D7A1sAEwE7imYv1ZwN7APwLnRUTzb6czgdMyc9Eq7HszYLU+X9WKiPdTvJ731DqWnpCZCVwOfKHWsUhStUzeJfV5Ze/mLyPiFxGxEPh0RAyIiJMj4vGIeDkiLo+IkWX9Lcqe5EMjoqnskTuxYntDIuLSiJhXDg1/b4v9nRwRz0bEqxHxSETs1kZcI8phsC+VPXsnRWEK8Ftg03L0wH+10nZ0RNxQtp1X9hxu3GL9RWVv4byIuLpi3ZfKobpzI+LaiNiw8nG32E/lMNOtIuLWiFhQPmc/L6vdWv59qIz34y17cyNis3JfL5Vtz+7gNRsYET8qY3wCmNJi/RERMSsiFpav4RFl+brAryueu9ciYv2IeH9E3BER88vn5JyIWKONfQ+IiKsi4vmy/i0RsW3F+p+V7X9b7v/2KEZKNK+fEhGPls/T2UC0sZ99ga8Dh5Rx3tvKc35ERPyh3N/88nXbKSIOj4g5EfFCRHy6YpuDI+KHFevOjaJHvK3nua3na3C5z+ci4plym2u2s51tKZPQchu/K+//RxSfoVcj4u6I+IeKNm8bdVCxrqnyc1NZN976fH4uIv4GNO9rl4rXeGZEfKCteCtl5h2Z+d+Z+Upmvgn8CNgu3hr2PzgzZ2XmfeXyiPJxbJSZ/9PR9tv5vD0FbAr8tnzOBrbS9r3lY1kYEb8A1qpY1+Z3QEScCbwfOL/c9llleZuvRyv2Bv5Qsb8B5XvixfK9/UBEvKtct18Z56sR8beI+GZFu+bX67Plvl+JiC+U7+O/lq/X2RX1j4jie+bccj+zImL3dp7fI6L4np1XfiY3qVjX0WfxFoqDMpLUK5i8S+ovPgb8nKKX7ZfAVyh+tH0AGAu8BpzTos0/AFsAewGN8dZQ2m8DmwDvBPYBDmtuEMUQzC8C78nMdSh+AP+tjZjOBYaU29kDOBw4NDNvBD4K/K0cPXBEK20HAD+l+PG/GfAmUJkQ/xxYE3gXsH7zuoj4SBn/AcDGwLNAtUO0Twd+A4ykeM5+UpY3J0nblfFeXdkoip7R3wCzgXEUz90VHezry8BHgHcDOwIHtVj/AsXrtw5Fz9mPI2JCOVS78rkblpkvAkuBY4ExwC4UBwO+2M7+rwe2pOhNfhC4tMX6TwHfBEZRvL7fKR/r+sBVwInlvpqAnVrbQTlM+t+Ay8o439taPYr34d3A6HLbV5TPyxbA54CfRMSQsu73gfHAhDL+ccApbT3Idp6vbwGTy+1MonjOTmpnO7PKmJpHwnykXHVnuY1RZexXRsRarW+l0z4AbAP8Y5mw/QpoKPd1IvA/ETG6i9ttqhj2Pzcito+I9wJLgIXADylOa2lXe5+3zBxXLu9dPmfLWrRdC7gOmFY+puuA/SuqtPkdkJknALcDXyq3fVzZpjOvxw7AoxXLewM7U7yvRgIHA6+U614DDgFGULyfjo23n8M/Gdgc+DTFd+2JFN9721McUN2lou4/AI9QfIa+Q/FajmgZYER8HDgemAqsVz6+n5frqvkszgK2qPj8SFJ9y0xv3rx56zM34CngQy3KTgNublH2GPDBiuVNKH6YD6BIihJ4R8X6+4ADyvt/q9wHcBTwVHl/a4rEck9gUDtxrkGRUG5VUXY08Pvy/oeat1nl454MvFTxWJYC67ZS72LguxXL6wDLKJLxLShHk1as/xPw2fL+z4HzgI1b1BlUPl/jKspWxA/sCjwPDOzE47kVOKJieZ+WsbWofz1wdLXPHfA14MoqYxlTPr6h5fLPgPMr1u8HPFje/zzwp4p1A4Dnmp/DVrZ9GnBRO8/5EcCsinWTylhGV5QtoEiABpTv4c0q1u0KPNbB43vb8wU8DXykYvkfgdkdbOdt758W64Mi8d2u5WNv2ZYi0dqtteeJtz6fm1asPwX47xb7uwk4pNr3XNlmU4qE+sCKsveU78c7gN2Bf6U4SDCRotf/ZuD/tbG9Nj9vrT3OFm33AOYAUVF2F3BqG/VXfAe0fB9V83q0sn4GK38GP0KRUO8EDOjgefwP4PstXq8NWrxnP16xfB1wTMV7vuXjvg/4ZCufj+nAYRX1BgFvUBwo6fCzCKxdxrZRZ94n3rx581armz3vkvqLOS2WNwV+XQ7ZnA/8tSxfv7lCZj5fUX8xMKy8v2GL7T1d0eZR4KsUvW0vRjFU/x2txLM+MLCybXl/41bqvk1EDIuI/yqHqL5KkUCMKVdvArycrU8YtlGLeF8F5lW5369SHHS4pxzuelhHDSrieSpb9Cx2YCPaeI6hGHIeEXeWQ3DnUyQWY2hDRGwTEb+JYij8qxSvT6v1oxiy/28R8URZd3a5qrJ+W++NleLOzOUUCdqqeKHi/uvAssyc26JsGOU558BfKt7X11Pxnu6Eld4ndOK9WSkivl4OaV5A8T4bSjuvUydVvj82Az7Z/LjLx74zxeOoNtb1KZLxszPzyubyzLwvMz+QmTtTHPT7DMX57tOAb1CM/Ghr9MqqfN42ohgBUHkqy4ptdfAd0NZj7MzrMQ8YXhH774DzKQ7gvRAR50fE8HK774/i9JKXym0f0XK7mdnyfdxyeVjFcmuPu7XXcjOKkSfNr/nLwHKKg5HVfBabH9/8VrYtSXXH5F1Sf9HyMlRNwIczc0TFbXCLhL0tz1MkpM02XWlHmT/LzF0ohi8PBL7XyjZepOiB26zFdp6pYv9QDBUdD7wvi+H5e1SsmwOMiYh1Wmn3bOU+yx/fI8v9LirLKoeQrjjwkJnPZeYRmbkhxSiBC6I417ujS3zNATZr7ZzedjxHG89xRKxNMRz2exS9eSMokq7m81lbi+c/KYa/b1E+X9/i7ee/NjuUoqd/D4rTLLZo3nVn445icrP2rhbQnZdHewH4O8UVCprf0+tmZruXbGsjhpXeJ3TuvQlAeZ7yvwIfpxhOPZJieHU1z+MiilNKmr3tAFiL5G4ORc975ed5aGZ+v8pYRwO/B67KzDPbqXoWcFJmLgG2A+7NzMeBIRExqpX67X3eOvIcb3/vVH7XtPcdAC1e1y68Hg8AW620wcyzMvM9FCM93lVuD4qJ364GNinfb//Vznar0drjfraVenOAw1u87mtn5p1U91nclmJEyeJViFWSVhuTd0n91fnAdyNiUyh63SJivyrbXgGcHMWEc5sCxzSviOKyU7uX55G+Xt6Wt9xAFhNjXVXGMKxMgr9CMSS7GsMpenznlYnHtyq2PYciEflJGeMa8dbkXb8ADo+ICWWM3wP+mJlNFAclnqc4/3RgRBzJyonHQfHWpHjzKZKDZWWP+lyKc/dbc3u5/rtRTPa3dovzW1tzBXBcRGxcPr4TKtatRXE+/0vAsvLc2j0r1r9AcfBieEXZcIqhuouimFytvfPdh1MMvZ1LkUCe3kGsla4HJkbE1CgmxPsKxbm4bXkBGBcRq5LoAFC+Dv8FnBUR60VhbHnedXtae75+AXwrIsZExHoU5/dX+95sNpzi9I2XKUZsnErR01uNmcDBUVyG8H3AP3VQ/1LgYxHx4fK9O7j8HHbY8x7FxHS/ozi15hvt1NsbIIs5KaDoDd49IiZQJKqt9d6293nryJ+AARFxTPk8HEQxhL9Zm98BpRdY+TPZ2dfjBuCDzQsR8b7yNoji4Mrfeeu7bTjwSmYuiYidKc6HXxUbVjzugynOlb+xlXrnA6eUn+nmSUAPKNdV81n8IMXkoJLUK5i8S+qvfkjxY/CmKGagv41iYrRqNFD06jxF8cPvkop1a1FMQvYyRSI8krYnDDuK4gfwUxSzOl/cYlsdxb8uRYJ5G2//Ado8A/n/UfyI/2dYkXh8m+JSWM9R9GgdUq5LiiHAJ5fxb0ExAVSznYC7I2IRxaW1js7M5sn4GoCfl8NXV0q0MnMpsC9FL9ccijkDDqB951Gcs/xXisnarqrY3nyKH+LXUEyYdQDFD/Xm9Q9S9AI+VcazPsWQ/8MozvH9T4pJC9vy3xS9fM9SzKB+WwexrlAODf4ExcRxL1M8v3e20+SXFAciXomIu6rdTzu+SpFU3kVxsOJ3FBOMtRdza89XI/AXitEKD1A8htZGkLTnBoqDSI9RvMdfpXjPVeMUisno5lMcOPh5e5Uz8ymKSSm/SXFQ528Uz8UAgHJ4+X+00fwAiqT4iHhrxv3XKhP/KGbsP4PifdfsGOBC4H+BL5fDslvG1ebnrSOZ+Ub5mL5AMYT9YxTXJm/W0XfAWbx1KsEP6eTrkZl3AW9EMVEfFL31F1K8Jk+VbX9Yrvsy8L3yu/RkOp6QsiO3UYxseIXiIMPHM3NeKzFeWcZwZXnqwAMUE4x2+FksD5gdDFywirFK0moTK486kyRJkiAi9gE+n5kdHWzrzn0eAXw6M3fr4f18jGJiwk/15H4kqTuZvEuSJKkurK7kXZJ6I4fNS5JqohzK/Fort7aGN6uLIuKbbTzXv67FdiRJUufZ8y5JkiRJUp2z512SJEmSpDpn8i5JkiRJUp0bVOsAamHAgAG59tpr1zoMSZIkSVIPWLx4cWZmn+qs7pfJ+9prr82iRYtqHYYkSZIkqQdExOu1jqG79akjEZIkSZIk9UUm75IkSZIk1TmTd0mSJEmS6ly/POddkiRJkqrx5ptv0tTUxJIlS2odiloxePBgxo4dyxprrFHrUHqcybskSZIktaGpqYnhw4czbtw4IqLW4ahCZjJ37lyampoYP358rcPpcQ6blyRJkqQ2LFmyhNGjR5u416GIYPTo0f1mVITJuyRJkiS1w8S9fvWn18bkXZIkSZKkOmfyLkmSJEla4ayzzmLx4sUrlvfZZx/mz5+/StscNmxYu+vnz5/Pueeeu0r76OtM3iVJkiRJK7RM3m+44QZGjBjRo/s0ee+Ys81LkiRJUhWOOw5mzuzebU6cCGed1X6d/fffnzlz5rBkyRKOPfZYjjzySG688UZOPvlkli1bxpgxY7jpppt45ZVX+PznP88TTzzBkCFDuOCCC5gwYQKnnnoqw4YN42tf+xoA22+/Pddffz3rrbceBx10EE1NTSxbtoxvfvObvPDCCzz77LPsvvvujBkzhhkzZjBu3DjuuecexowZwyWXXMIPfvADIoIJEyZw6aWXthrzk08+yac+9Slee+01pk6duqK8eXnevHm8+eabnHbaaUydOpUTTzyRxx9/nIkTJ/LhD3+YhoaGVuv1ZybvkiRJklTHpk2bxqhRo3j99dfZcccdmTp1Kl/4whe49dZbGT9+PK+88goADQ0NTJo0iWuvvZabb76ZQw89lJntHG248cYb2WijjfjNb34DwIIFC1h33XX54Q9/yIwZMxgzZsxK9R966CFOO+00brvtNsaMGbNiv6059thj+fKXv8yhhx7KT37ykxXlgwcP5pprrmGdddbh5ZdfZuedd2a//fbjjDPO4MEHH1wR79KlS1ut158mqGvJ5F2SJEmSqtBRD3lPOeecc7jmmmsAmDNnDhdccAEf+MAHVlzbfNSoUQD86U9/4uqrrwZgjz32YO7cubz66qttbneHHXbgq1/9KieccAL77rsvu+66a7tx3HzzzRx44IErkvrm/bbmz3/+84pYPvOZz3DCCScAxbXZTz75ZG699VYGDBjAM888wwsvvPC29m3Ve8c73tFujH2Z57xLkiRJUp265ZZb+P3vf8/tt9/OX/7yFyZNmsTEiRM7tY1BgwaxfPnyFcvN10XfaqutuO+++9hhhx34xje+wbe//e1ujb21XvLLLruMl156iXvvvZeZM2eywQYbtHqd9mrr9Scm75IkSZJUpxYsWMDIkSMZMmQIjzzyCHfccQdLlizh1ltv5cknnwRYMXx911135bLLLgOKpH/MmDGss846jBs3jvvuuw+A++67b0W7Z599liFDhvDpT3+a448/fkWd4cOHs3DhwrfFsscee3DllVcyd+7clfbbml122YXLL78cYEVMzY9n/fXXZ4011mDGjBk8/fTTre6zrXr9mcPmJUmSJKlOTZkyhfPPP59tt92Wrbfemp133pn11luPCy64gH/6p39i+fLlrL/++kyfPp1TTz2Vz3/+80yYMIEhQ4Zw8cUXA/Dxj3+cSy65hO22246ddtqJrbbaCoC//vWvHH/88QwYMIA11liD8847D4AjjzySKVOmsNFGGzFjxowVsWy33XaccsopfPCDH2TgwIFMmjSJiy66qNW4zz77bD71qU9x5plnrjTR3CGHHMJHP/pRdthhByZPnsw222wDwOjRo9lll13Yfvvt2XvvvTnhhBNardefRWbWOobVbujQoblo0aJahyFJkiSpzs2aNYttt9221mGoHa29RhGxODOH1iikHuGw+V5ip51gk01qHYUkSZKkvubAKw8kGvvvLO69hcPme4m77qp1BJIkSZL6oqsevqrLbU8//XSuvPLKlcoOPPBATjnllFUNSy2YvEuSJEmSuuSUU04xUV9NHDYvSZIkSe3oj/OE9Rb96bUxeZckSZKkNgwePJi5c+f2qySxt8hM5s6dy+DBg2sdymrhsHlJkiRJasPYsWNpamripZdeqnUoPW7WrFm1DqHTBg8ezNixY2sdxmrhpeJ6iSgnf+yHL5ckSZK02r355ps0NTWxZMmSWofS456e/zQAm43YrMaRrJrmRH6NNdbok5eKs+ddkiRJklpoampi+PDhjBs3joi+fRm1Rc8WHZvbbtR7r2ffPIS+qamJ8ePH1zqcHuE575IkSZLUwpIlSxg9enSfT9z7iohg9OjRfXqkhMm7JEmSJLXCxL136euvl8m7JEmSJEl1zuRdkiRJkurM/PnzOffccwF49tlnOeCAA3psX7fceAtP/N8TXWr7yCOPMHHiRCZNmsTjjz/eZr199tmH+fPnAzBs2LAu7au/M3mXJEmSpDpTmbxvtNFGXHXVVT22r1tuvIUn/+/JLrW99tprOeCAA7j//vvZfPPN26x3ww03MGLEiC7tY9myZV1q19c427wkSZIkteO4G49j5vMzu3WbE98xkbOmnNXm+hNPPJHHH3+ciRMnsuWWWzJr1iwefPBBLrroIq699loWLVrEY489xte+9jX+/ve/c+mll7LWWmtxww03MGrUKB5//HGOPvpoXnrpJYYMGcJPf/pTttlmm7ft57bbbuOP0//I/Xfczy/O/QVXX301Cxcu5Etf+hKLFy9m8803Z9q0aYwcOfJtbW+44QbOOussBg4cyE033cSMGTPYf//9mTNnDkuWLOHYY4/lyCOPBGDcuHHcc889jBkzZkX7W265hR/84Adcf/31ABxzzDFMnjyZz372s4wbN45PfOITTJ8+na9//evsuOOOVT2evszkXZIkSZLqzBlnnMGDDz7IzJkzeeqpp9h3331XrHvwwQe5//77WbJkCVtssQVnnnkm999/P1/5yle45JJLOO644zjyyCM5//zz2XLLLbnzzjs56qijuPnmm9+2n3/4h39g1w/vyq4f2pUTjjwBgAkTJvDjH/+YD37wg3zrW9+isbGRs856+4GGffbZhy996UsMGzaMr33tawBMmzaNUaNG8frrr7Pjjjvy8Y9/nNGjR3fpORg9ejT33XcfAHvuuWdVj6cvM3mXJEmSpHa010NeC7vvvjvDhw9n+PDhrLvuunz0ox8FYIcdduCBBx7gtdde47bbbuPAAw9c0eaNN96oatsLFixg/vz5fPCDHwTgsMMOW2k7HTnnnHO45pprAJgzZw6PPfZYl5P3T3ziEwCr9Hj6EpN3SZIkSepF1lprrRX3BwwYsGJ5wIABLF26lOXLlzNixAhmzuzeof4dueWWW/j973/P7bffzpAhQ9htt93ave76oEGDWL58+YrllnWHDh0KULPHU2+csE6SJEmS6szw4cNZuHBhl9qus846jB8/niuvvBKAzOQvf/lLm/WHDhvKokWLAFh33XUZOXIkf/zjHwG49NJLV/TCd2TBggWMHDmSIUOG8Mgjj3DHHXe0W3+zzTbj4Ycf5o033mD+/PncdNNN3fJ4+iqTd0mSJEmqM6NHj2aXXXZh++235/jjj+90+8suu4wLL7yQd7/73Wy33XZcd911bdb9yNSP8LPzfrbicm8XX3wxxx9/PBMmTGDmzJl861vfqmqfU6ZMYenSpWy77baceOKJ7Lzzzu3W32STTTjooIPYfvvtOeigg5g0aVK3PJ6+KjKz1jGsdkOHDs3mI0u9RUTxtx++XJL6qPe9D3bcEX7yk1pHIknS282aNYttt9221mGsFvc8ew8AkzeaXONIVl3z6xYRizNzaK3j6U72vEuSauLuu6G8fK0kSZI64IR1kiRJktQPnH766SvOG2924IEHstfn9uqw7dFHH82f//znlcqOPfZYPve5z3VrjGqbw+Z7CYfNS+pr/F6TJNWzWbNmsc022xDN/7D6sL4ybD4zeeSRRxw2L0mSJEn9xeDBg5k7dy79sbOzN8pM5s6dy+DBg2sdSo9x2LwkSZIktTB27Fiampp46aWXah1Kj3t5/ssAzFowq8aRrJrBgwczduzYWofRYxw230s4vFRSX+P3miRJ9SEai3/K2dB3/ik7bF6SJEmSJK12Ju+SJEmSJNU5k3dJkiRJkuqcybskSZIkSXXO5F2SJEmSpDpn8i5JkiRJUp0zeZckSZIkqc6ZvEuSJEmSVOdM3iVJkiRJqnMm75IkSZIk1bkeTd4jYlpEvBgRD1aUnRoRz0TEzPK2T8W6kyJidkQ8GhF7VZRPKctmR8SJFeXjI+LOsvyXEbFmTz4eSZIkSZJqoad73i8CprRS/qPMnFjebgCIiHcBBwPblW3OjYiBETEQ+AmwN/Au4JNlXYAzy21tAcwDDu/RRyNJkiRJUg30aPKembcCr1RZfSpweWa+kZlPArOB95W32Zn5RGb+HbgcmBoRAewBXFW2vxjYv1sfgCRJkiRJdaBW57wfExEPlMPqR5ZlGwNzKuo0lWVtlY8G5mfm0hblrYqIIyPinoi4Z+nSpW1VkyRJkiSp7tQieT8P2ByYCDwH/Pvq2GlmXpCZkzNz8qBBg1bHLiVJkiRJ6harPYvNzBea70fET4Hry8VngE0qqo4ty2ijfC4wIiIGlb3vlfUlSZIkSeozVnvPe0RsWLH4MaB5JvpfAQdHxFoRMR7YErgLuBvYspxZfk2KSe1+lZkJzAAOKNsfBly3Oh6DJEmSJEmrU4/2vEfEL4DdgDER0QQ0ALtFxEQggaeALwJk5kMRcQXwMLAUODozl5XbOQb4X2AgMC0zHyp3cQJweUScBtwPXNiTj0eSJEmSpFqIogO7fxk6dGguWrSo1mF0SkTxtx++XJL6KL/XJEmqD9FY/FPOhr7zTzkiFmfm0FrH0Z1qNdu8JEmSJEmqksm7JEmSJEl1zuRdkiRJkqQ6Z/IuSZIkSVKdM3mXJEmSJKnOmbxLkiRJklTnTN4lSZIkSapzJu+SJEmSJNU5k3dJkiRJkuqcybskSZIkSXXO5F2SJEmSpDpn8i5JkiRJUp0zeZckSZIkqc6ZvEuSJEmSVOdM3iVJkiRJqnMm75IkSZKkficiBkbE/RFxfbk8PiLujIjZEfHLiFizLF+rXJ5drh9XsY2TyvJHI2KvnozX5F2SJEmS1B8dC8yqWD4T+FFmbgHMAw4vyw8H5pXlPyrrERHvAg4GtgOmAOdGxMCeCtbkXZIkSZLUr0TEWOAfgf8qlwPYA7iqrHIxsH95f2q5TLl+z7L+VODyzHwjM58EZgPv66mYTd4lSZIkSX3NoIi4p+J2ZIv1ZwFfB5aXy6OB+Zm5tFxuAjYu728MzAEo1y8o668ob6VNtxvUUxuWJEmSJKlGlmbm5NZWRMS+wIuZeW9E7LZ6w+o6k3dJkiRJUn+yC7BfROwDDAbWAc4GRkTEoLJ3fSzwTFn/GWAToCkiBgHrAnMryptVtul2DpuXJEmSJPUbmXlSZo7NzHEUE87dnJmHADOAA8pqhwHXlfd/VS5Trr85M7MsP7icjX48sCVwV0/Fbc+7JEmSJElwAnB5RJwG3A9cWJZfCFwaEbOBVygSfjLzoYi4AngYWAocnZnLeiq4KA4Y9C9Dhw7NRYsW1TqMToko/vbDl0tSH+X3murVhz4Ea6wBv/1trSORpNUjGot/ytnQd/4pR8TizBxa6zi6kz3vkiRJFW66qdYRSJL0dp7zLkmSJElSnTN5lyRJkiSpzpm8S5IkSZJU50zeJUmSJEmqcybvkiRJkiTVOZN3SZIkSZLqnMm7JEmSJEl1zuRdkiRJkqQcOxmvAAAgAElEQVQ6Z/IuSZIkSVKdG1TrAFSlYc/DgKXA2FpHIkmSJElazUzee4uvbVjeyZqGIUmSJEla/Rw2L0mSJElSnTN5lyRJkiSpzpm8S+p2L78Mb75Z6yjUmucWPsfrb75e6zAkScCVV0IEzJtX60gk9QYm75K6VSastx4cemitI1FrNvrhRuz1s71qHYYkCfj+94u/jz1W2zgk9Q4m75J6xOWX1zoCteWPf/tjrUOQJElSJ5m8S5IkSZJU50zeJUmSJEmqcybvkiRJ/UxmcZMk9R4m75IkSf3I0qUwYACcdFKtI5EkdYbJuyRJUj/yxhvF3x//uLZxSJI6x+RdkiRJkqQ6Z/IuSZIkSVKdM3mXJEmSJKnOmbxLkiRJklTnejR5j4hpEfFiRDxYUfb9iHgkIh6IiGsiYkRZPi4iXo+ImeXt/Io2742Iv0bE7Ig4JyKiLB8VEdMj4rHy78iefDySJElSd/FyfZI6o6d73i8CprQomw5sn5kTgP8DKi9U8nhmTixvX6ooPw/4ArBleWve5onATZm5JXBTuSxJkiT1GkW3lCS1r0eT98y8FXilRdnvMnNpuXgHMLa9bUTEhsA6mXlHZiZwCbB/uXoqcHF5/+KKckmSJEmS+oxan/P+eeC3FcvjI+L+iPhDROxalm0MNFXUaSrLADbIzOfK+88DG/RotJIkSZIk1cCgWu04Ik4BlgKXlUXPAZtm5tyIeC9wbURsV+32MjMjos0zhyLiSOBIgDXXXLPrgUuSJEmStJrVpOc9Ij4L7AscUg6FJzPfyMy55f17gceBrYBnWHlo/diyDOCFclh98/D6F9vaZ2ZekJmTM3PyoEE1O2YhSZIkAU5YJ6lzVnvyHhFTgK8D+2Xm4ory9SJiYHn/nRQT0z1RDot/NSJ2LmeZPxS4rmz2K+Cw8v5hFeWSJElqh4lj/XDCOknV6NEu6Ij4BbAbMCYimoAGitnl1wKml1d8u6OcWf4DwLcj4k1gOfClzGye7O4oipnr16Y4R775PPkzgCsi4nDgaeCgnnw8kiRJvZ2JoiT1Tj2avGfmJ1spvrCNulcDV7ex7h5g+1bK5wJ7rkqMkiRJkiTVu1rPNi9JkiRJkjpg8i71AnffDS+/XOsoJEmSJNWKybvUC7zvfcVN6lMmnw9b/LbjepLURzlpoKTO8JppUi/x5JO1jkDqZvt+ubzjr1dJ/ZuTCEqqhj3vkiRJkiTVOZN3SZIkSZLqnMm7JEmSJEl1zuRdkiRJkqQ6Z/IuSZIkSVKdM3mXeoPNfwfrNNU6CklSH+Jlympv2cCF8K4rax2GpF7CS8VJvcFn9oLFo4C5tY5EktTLeVmy+vG3iV+AjX/JY6/+hfcyodbhSKpz9rxLvcWQV2odgSRJ6kZ/X/tpAF5ftqjGkUjqDUzeJUmSpBrwzAVJnWHyLkmSJNWQZzJIqobJuyRJkiRJdc7kXZIkSaolu94lVcHkXZIkSZKkOmfyLklSL3TZZXDnnbWOQpIkrS5e512SpF7o058u/qbTVUuS1C/Y8y5JkiRJUp0zeZckSeqH+uKojcWL4bjjYNGiWkciSd3P5F2SJKkfiT48s/k558DZZ8P3v1/rSCSp+5m8S5IkqU9YunTlv5LUl5i8S1I3Wrasbw5FlSRJ7fviF2HYsFpHob7M5F2SutGgQXDwwbWOQpIkrW4XXOB8C+pZJu+S1M2uuKLWEUiSJKmvMXmXJEmSaqgvTyIoqfuYvEuSJEmSVOdM3iVJkqRacIJTSZ1g8i5JkiTVkMPmJVXD5F2SJEmSpDpn8i5JkiRJUp0zeZckSeqH0vOtJalXMXmXJEnqRzy/WpJ6J5N3SZIkSZLqnMm7JEmSJEl1zuRddWPZMvjb32odhSRJkiTVH5N31Y2GBthsM3j66VpHIkmSerPeMhlfLwlTUp0weVfdmD69+Pv887WNQ5Ik9U69dTK+Xhq2pNXM5F2SJElSu958szjFUeoLImJwRNwVEX+JiIciorEsHx8Rd0bE7Ij4ZUSsWZavVS7PLtePq9jWSWX5oxGxV0/GbfIuSZIkqV1rrgnvf3+to5C6zRvAHpn5bmAiMCUidgbOBH6UmVsA84DDy/qHA/PK8h+V9YiIdwEHA9sBU4BzI2JgTwVt8i5JkiSpQ3ffXesIpO6RhdfKxTXKWwJ7AFeV5RcD+5f3p5bLlOv3jIgoyy/PzDcy80lgNvC+norb5F2SJEmS1K9ExMCImAm8CEwHHgfmZ+bSskoTsHF5f2NgDkC5fgEwurK8lTbdzuRdkiRJktTXDIqIeypuR1auzMxlmTkRGEvRW75NTaLshEG1DkCSJEmrX2+5nJokddHSzJzcUaXMnB8RM4D3AyMiYlDZuz4WeKas9gywCdAUEYOAdYG5FeXNKtt0O3veJUmS+pHeejk1SeouEbFeRIwo768NfBiYBcwADiirHQZcV97/VblMuf7mzMyy/OByNvrxwJbAXT0Vtz3vkiSpW02bBjfeCFdcUetIpN7BAyrSarchcHE5M/wA4IrMvD4iHgYuj4jTgPuBC8v6FwKXRsRs4BWKGebJzIci4grgYWApcHRm9thFFU3eJak7jXoMFq1PMZpK6p8OP7zjOnVt9P9BDgC2qHUkkqQekJkPAJNaKX+CVmaLz8wlwIFtbOt04PTujrE1Ju+S1J3+ZSt4eWvgkVpHIqmr/nnr8o4nhUuS6ofnvEtSdxvzaK0jkCT1Jg6bl1QFk3dJkiRJkupcjybvETEtIl6MiAcrykZFxPSIeKz8O7Isj4g4JyJmR8QDEfGeijaHlfUfi4jDKsrfGxF/LducE+F0H5IkSZKkvqene94vAqa0KDsRuCkztwRuKpcB9qaYWn9L4EjgPCiSfaAB2Ili8oCG5oS/rPOFinYt9yVJkiRJUq/Xo8l7Zt5KMZV+panAxeX9i4H9K8ovycIdwIiI2BDYC5iema9k5jxgOjClXLdOZt5RXmPvkoptqRdL5weSJElSb7P23OKqM1IPqcVs8xtk5nPl/eeBDcr7GwNzKuo1lWXtlTe1Ut6qiDiSokefNddccxXCV0/xpAdJktQd7AhQTRz9Lhj2Il6pQj2lphPWlT3mq+XdnZkXZObkzJw8aJBXyJMkSepr7AhQTQ17sdYRqI+rRfL+QjnknfJv87v8GWCTinpjy7L2yse2Ui5JkqQO2DstSb1LLZL3XwHNM8YfBlxXUX5oOev8zsCCcnj9/wIfiYiR5UR1HwH+t1z3akTsXM4yf2jFtiRJkiRJ6jN6dPx4RPwC2A0YExFNFLPGnwFcERGHA08DB5XVbwD2AWYDi4HPAWTmKxHxHeDust63M7N5EryjKGa0Xxv4bXmTJEmSJKlP6dHkPTM/2caqPVupm8DRbWxnGjCtlfJ7gO1XJUZJkiRJkupdTSesk9RHDZ4PA5bWOgpJkuqb8w5I/U40xlbRGDdFYzxYLk+IxvhGNW1N3iV1q8yEE0fCfkfUOhRJknoFZ8mX+pWfAicBbwJkQz4AHFxNw04n7xGsH8GmzbfOtpfa4qy3fUM2dyO8+5LaBiJJUi9h8i71K0OyIe9qUVbVkNWqk/cI9ovgMeBJ4A/AUzhBnHqA/8AkSZIk9VEvR2NsTnniTDTGAcBz1TTszIR13wF2Bn6fyaQIdgc+3dlIJUmSJEnqp44GLgC2icZ4hqJz/JBqGnYmeX8zk7kRDIhgQCYzIjirC8FKkiRJktSvRGMMACZnQ34oGmMoMCAbcmG17TuTvM+PYBhwK3BZBC8CizoXriRJkiRJ/U825PJojK8DV2RDdjqX7kzyPhV4HfgKRbf+ukBjZ3coSZIkSVI/9ftojK8Bv6SiMzwb8pWOGnYmef9WJicAy4GLASI4Ezihc7FKkiSp1rzKiyTVxCfKv0dXlCXwzo4adiZ5/zBvT9T3bqVMWiX+mJAkSZLUF2VDju9q2w6T9wi+DBwFvDOCBypWDQf+3NUdSy15iThJkiSpe6y1Fpx4IjR6onNdicY4tLXybMhLOmpbTc/7zymu5/494MSK8oWZdDguX5IkSVqdHMUnwd//Dt/+tsl7Hdqx4v5gYE/gPmDVk/dMFgALgE8CRLB+uZNhEQzL5G9diViSJEnqTr1tFJ/HGKT+JxvynyuXozFGAJdX03ZAtTuJ4KMRPEZxEfk/AE9R9MhLkiRJ6qJedsxBUvdaBFR1HnxnJqw7DdgZ+H0mkyLYHfh0F4KTJEmSJKnficb4NW8NvBkAvAu4opq2nUne38xkbgQDIhiQyYwIzupkrJIkSZIk9Vc/qLi/FHg6G7KpmoadSd7nRzAMuBW4LIIXqbiovLSqlg9YApvdBXyg1qFIkiRJUrfLhvxDV9t2JnmfCiwBvgIcAqwLfLurO5Zaeupdx8BeF/L0okfYma1rHY4kSeplXsiH4dTtePGNB4Adah2OJK0QjbGQ1uepDCCzIdfpaBtVJ++ZK/WyX1xtO6lai4c/CMDCN+fVOBJJktQbPbj8KgAeGXglJu+S6kk25PBV3UaHyXsEbR0hKIJIOjxCIEmSpPritdDriNPNS31eNMY62ZCvRmOMam19NuQrHW2jmuu8DweI4DvAc8ClFF8xhwAbdipiSZIkSZL6n58D+wL3UnSOVx62S+CdHW2gM+e875fJuyuWz4vgL8C3OrENSZIkSZL6lWzIfcu/VV3TvTWdSd4XRXAIcDnFkYFP4mzzkiRJkiRVLRpjJLAlMLi5LBvy1o7adSZ5/xRwdnlL4M9lmSRJkiRJ6kA0xhHAscBYYCawM3A7sEdHbQdUu5NMnspkaiZjMlkvk/0zeWpFEMFJnY5ckiRJ6ufCCeuk/uRYYEfg6WzI3YFJwPxqGladvFfhwG7clvoxZ7+VJEmS1EctyYZcAhCNsVY25CPA1tU07Myw+Y54zFCrxDeQJEmSpD6uKRpjBHAtMD0aYx7wdDUNuzN5t79UkiRJkqQWojHGZ0M+mQ35sbLo1GiMGcC6wI3VbMOed9UNj/5IkqRu4Y8KSfXnKuC90Rg3ZUPuCZAN+YfObKA7k/cru3Fb6sectEWSpB62/oPkgvHA0FpH0q38CSGpjg2IxjgZ2Coa419brsyG/GGHG6h2TxFcHMGIiuWREUxbsbPku9VuS5IkSbXxxtI34KgdyAMPqHUoktSfHAwso+hAH97KrUOd6XmfkPnWFPaZzItgUifaS5IkqcbeXP5mcWfTP9Y2EEnqR7IhHwXOjMZ4IBvyt23Vi8Y4LBvy4tbWdeZScQMiGLlio8EounfYvSRJkiRJfVZ7iXvp2LZWdCb5/nfg9giupDil6ADg9E60lyRJkiRJbWtz+o6qk/dMLongHmCPsuifMnl4VSOTJEmS+iVnxZf0dm1+M3Q4bD6Cdcq/o4DngZ+Xt+fLMkmS+oRfP/projF46MWHah1K77bBA7D9L2odhVT3mn+he6UdSRVWqef958C+wL2sfBQgyuV3rlJokiTViWseuQaAO5+5k+3W367G0fRiX353eeeTNQ1D6i3M3SVV+HNbKzpM3jPZt/w7vjsjkiRJkiT1kFgOGXh4qL5EY6wLnArsWhb9Afh2NuQCgGzIY9pq25nrvN9UTZkkSZIkqcYaBsLUz9c6Cr3dNOBV4KDy9irw39U07LDnPYLBwBBgTHmpuOZDN+sAG3clWkmSJElSD5t0EVXmhVp9Ns+G/HjFcmM0xsxqGlbT8/5FivPdtyn/Nt+uA/6jk4FKklS3nnuu+PvCi7WNQ5Ik9VmvR2P8v+aFaIxdgNeraVjNOe9nA2dH8M+Z/LjrMUrVSS+bIqlGZs8GhsNj/wfsVetoJHVWvjV/e03jkKR2fAm4pDz3HWAecFg1Das+553i0nDDASL4RgT/E8F7Ohen1Db/zUqSpFVTJO/hrwpJ9evVbMh3AxOACdmQk4CF1TTsTPL+zUwWRvD/gA8BFwLndTpUSZLqVPMP/sQhQJIkqUdcDZAN+Wo25Ktl2VXVNKzmOu/NlpV//xG4IJPfRHBaJ9pLklTnmnvrTN4lrT4eMJT6vmiMbYDtgHWjMf6pYtU6wOBqttGZ5P2ZCP4T+DBwZgRr0bmee0mSJKnH9ZZU2OH9Ur+yNbAvMAL4aEX5QuAL1WygM8n7QcAU4AeZzI9gQ+D4TrSXJEmSVHKSXqn/yIa8DrguGuP92ZC3t1UvGuOkbMjvtbauMz3nY4B7gDci2BRYA3ikMwFLkiRJWlnYAS/1G+0l7qUD21rRmZ7331CMQgqKMfnjgUcpxu1LkqTV6ajtYPbewA9qHYkkSeo+bR7Oqzp5z2SHlbZYXCbuqFUISpIkddX6Dxc3k3dJkvqSNk+o6fKEc5ncB+zUlbYRsXVEzKy4vRoRx0XEqRHxTEX5PhVtToqI2RHxaETsVVE+pSybHREndvXxSJIkSWrDgQfBrt+tdRRSf7DqPe8R/GvF4gDgPcCzXYkmMx8FJhbbjYHAM8A1wOeAH2XmSt0IEfEu4GCKIfobAb+PiK3K1T+hmAG/Cbg7In6VmQ93JS5JUn9X/L9c7ixSkrSy7a4sbpxc60ikvu7KtlZ05pz34RX3l1KcA391VyOqsCfweGY+HW3P1jEVuDwz3wCejIjZwPvKdbMz8wmAiLi8rGvyLknqtPA675JqwAnrpP4jGmMr4Dxgg2zI7aMxJgD7ZUOeBpAN2eYQl6qHzWfSmEkj8O/A2ZlclsmSVYwdih71X1QsHxMRD0TEtIgYWZZtDMypqNNUlrVVrl7In8qSJEmS+rifAicBbwJkQz5AkRN3qOrkPYLtI7gfeAh4KIJ7I9i+C8FWbDPWBPbjraEB5wGbUwypf47iQEG3iIgjI+KeiLhn6dKl3bVZ9QCPPkuSJEnqo4ZkQ97VoqyqBLUzE9ZdAPxrJptlshnw1bJsVewN3JeZLwBk5guZuSwzl1MckWgeGv8MsElFu7FlWVvlb5OZF2Tm5MycPGhQZ84WkCRJkiSpW7wcjbE55cDjaIwDKDquO9SZ5H1oJjOaFzK5BRjaifat+SQVQ+YjYsOKdR8DHizv/wo4OCLWiojxwJbAXcDdwJYRMb7sxT+4rKtezHmiJEmSJPVRRwP/CWwTjfEMcBzw5WoadqYL+okIvglcWi5/GniiM1FWioihFLPEf7Gi+N8iYiLFUYinmtdl5kMRcQXFRHRLgaMzc1m5nWOA/wUGAtMy86GuxqTacrS8JEmSpL4sG/IJ4EPRGEOBAdmQC6tt25nk/fNAI/A/FMn1H8uyLsnMRcDoFmWfaaf+6cDprZTfANzQ1TgkSZIkSVodojFGAIcC44BB0Vh0YWZD/ktHbatO3jOZB3S4QUmSeq/yH6jXv5AkST3jBuAO4K/A8s40rDp5j2A6cGAm88vlkcDlmezVmR1KHfFHs6Ra8TrvkiSphw3OhvzXrjTszLD5Mc2JOxQ98RGs35WdSq3zrHdJ9cGJMyVJUg+5NBrjC8D1wBvNhdmQr3TUsDOzzS+PYNPmhQjGYdeEJEmS6o2/UCW1IyI2iYgZEfFwRDwUEceW5aMiYnpEPFb+HVmWR0ScExGzI+KBiHhPxbYOK+s/FhGHVbH7vwPfB24H7i1v91QTd2d63k8B/hTBHyi6SHcFjuxEe0mSJKnHhIP4JFVnKfDVzLwvIoYD90bEdOCzwE2ZeUZEnAicCJwA7E1xufItgZ2A84CdImIU0ABMpjhseG9E/Coz57Wz768CW2RDvtzZoKvuec/kxjKoRymuzf5V4PXO7lCSJEmSpFrJzOcy877y/kJgFrAxMBW4uKx2MbB/eX8qcEkW7gBGRMSGwF7A9Mx8pUzYpwNTOtj9bGBxV+LuzIR1RwDHAmOBmcDOFF39e3Rlx5Kk1Ss9kVtSH/fWpLd2wUuqTkSMAyYBdwIbZOZz5arngQ3K+xsDcyqaNZVlbZW3ZxEwMxpjBiuf8959l4qjSNx3BO7IZPcItgG+24n2kqQaWvGjNv1RK6mvKr7nwuRdEgyKiMpzyS/IzAsqK0TEMOBq4LjMfDUqzr3JzIyInuj5uLa8dVpnkvclmSyJgAjWyuSRCLbuyk4lSapH4XXeJUnqK5Zm5uS2VkbEGhSJ+2WZ+T9l8QsRsWFmPlcOi3+xLH8G2KSi+diy7Blgtxblt7QXVDbkxe2tb09nkvemCEZQHCWYHsE84Omu7liSpPrjdd4lrX5OtNdzZs2C6dPhXzockKz+JIou9guBWZn5w4pVvwIOA84o/15XUX5MRFxOMWHdgjLB/1/gu82z0gMfAU5qdZ+NcUU25EHRGH/l7T80Mhvy3R3FXXXynsnHyrunRjADWBe4sdr2kiRJkrQ6TZ4MixebvOttdgE+A/w1ImaWZSdTJO1XRMThFB3VB5XrbgD24a3J5j4HkJmvRMR3gLvLet/ObPN67ceWf2cBx1eUB/Bv1QTdmZ73FTL5Q1faSZJqx/nqJKk+2fPecxZ3aU5v9XWZ+Sfantlyz1bqJ3B0G9uaBkzrcJ8NKybC2yIbcqUR7NEY23TUHrqYvEuSJEmSpOpEY3wZOAp4ZzTGAxWrhgN/rmYbJu+qP/YOSqoxRylIkqRu9nPgt8D3gBMryhdmQ5tD7Vdi8i5JUjOHrkqSpB6QDbkAWAB8sqvbGNB94UiS1LtFOtu8JEmqTybvkiSt4HXeJUlSfTJ5l6R+IptP5E7HhkuSJPU2Ju+S1E8sXzELm8m7JElSb2PyLqlnhMOOJUmSpO5i8q76Y6dgrxa+gHXLy59J6i/8vpPUF5m8S5IkSZJU50zeJUmSpBpwhMDq43OtvsDkXZKkUnipOEk1EJ5xJqkKJu+S1E/Y61CNMnn3yZIkSXXG5F2SJEmSpDpn8i5JkiRJUp0zeZckSZIkqc6ZvEtSP7F8eXkedzozkiSpf+muqUyOOgquuKJ7tiV1lsm76o/zREk94q0Z1E3eJUnqivPOg098otZRqL8yeZckSVIfURykDA9SSuqDTN4lqZ/w6mcde+sHv0+W1Bs5wkhSX2byLknSCuV13k3eJUlSnTF5lyRJkiSpzpm8S5LUgv3uklancJR/j/PUMfUFJu+SJJX8AS1JfYvf6+pLTN4lSZIkSapzJu+S1E84ZFD6/+3dd5wTRRsH8N8cB4ogxY6AioiNF5Aqgg1BigVeOwKCDVQEFRUbCohYQbFgpbwUQUCxoBRpFpAivbcDDjg6HHdw/XKZ94/ZXNpusskl2U3u9/18lNxmk0ySze48M8/MEBERxS8G70REpQSDdyJKdEyRJqJExuCdiKiUkK7oXbJ2a0z7bNjSQURERDbD4J2IqJRwr13O4N0Y13knIkpEbJOlRMDgnYiIiIiIEhKHUlAiYfBORERERGQhBphEZAaDdyKiUoIpg0RERETxi8E72Q7HmhIREREREXlj8E72wRmwiaKKPe9ERPbC8zIRhYLBOxERkYZNiERkBY55jz42lFAiYPBORERUjEvFERElEjaMUCJh8E5ERKQRDN6JiIjIphi8ExEREREREdkcg3ciolLC6dR6kzk5JBEREVHcsSx4F0KkCiE2CCHWCiFWatvOEkLME0Ls0P6tqm0XQohPhRApQoj1QohGHs/TQ9t/hxCih1Xvh4gUphvbl/u7YfBOREREFG+s7nlvJaW8RkrZRPv7FQALpJR1ACzQ/gaADgDqaP/1AvAloIJ9AIMAXAugGYBBroCfoicrC9i71+pSkO2xd5eIiIhsgrPNUyKwOnj31QnAeO32eAD/9dg+QSrLAFQRQlQD0A7APCllupTyBIB5ANrHutClzY03AhdfbHUpiMiunE5g8WKrS0FEpREzjMgXZ5unRGJl8C4BzBVCrBJC9NK2nS+lPKjdPgTgfO12dQD7PB6bpm0z2u5HCNFLCLFSCLHS4XBE6j2USmvWWF0CIgpHrHodRo4EbrgBmDkzNq9HROTGuT2IKHElW/ja10sp9wshzgMwTwix1fNOKaUUQkSsqiml/AbANwBQoUIFJs4QEUXJVu1svmePteUIj7ZUHPMriYgSgjxvHVB7JoDXrC4KUYlZ1vMupdyv/XsEwE9QY9YPa+nw0P49ou2+H0BNj4fX0LYZbSciIh+MR4MTxam2/LCIiOKJlPrXuaLHGwOtB8S+QERRYEnwLoSoIIQ403UbQFsAGwHMAOCaMb4HgF+02zMAdNdmnW8OIFNLr/8dQFshRFVtorq22jYiIiIiovjALP8Se+IJIEkvskkqinlZiKLFqrT58wH8JNQMEskAJksp5wghVgCYJoR4DMAeAPdr+88CcBuAFAA5AB4BAClluhDiLQArtP2GSCnTY/c2iIjICHv6iYjMYexecqNGBb6f1yRKBJYE71LKXQAa6Gw/DqC1znYJ4GmD5xoLYGyky0hEROHhzL5EREREkWe3peKIiIiIiIiIyAeDdwrd5b8BHfpG7emZ1kQUHZJLKBERERHFLSuXiqN41eVO7cZnEX1aptoSRZfT6WoZi82PLZ4b4iRnmyciIiKbYc87EVEpEatgOr4b4rhUHBEREdkTg3ciIiKN4JzPREQJKZ6zwYhcGLwTERERERER2RyDd7KN7IrrAQCFzgKLS0JEpR17aIji08KFVpeAiCh6GLyTbTiTswEA20+ttrgkRBQJDICJiIiIIofBOxERRVR8T1hHREREZE8M3omISgn2hBMR2RMbPYnIDAbvREREGtds81znnYgosbABmxIBg3eyHbY+E0VHrCsu8VlR4jrvREREZE8M3omISoni3mQZ3RYyNsARERERRR6DdyKiUkIWd4UzuiYiIiKKNwzeiYiIiIgswAE6RBQKBu9ERKVErCuJ8TnmnYgo9jjciIjMYPBOREQRxUooERHZDRuUKREweCfb4cmViKzG81D4+NmRtTi3BxElLgbvREREGsGl4ojim2DwTkSJi8E7EVGEHDpkdQmC4DrvJqgKv2TwTkSx4FrBMz5PmEQUYwzeiYgipFo1q0tgDxzzTkRklstLYGsAACAASURBVDph8rxJRGYweCcyKT8fOHnS6lJQrP32G793IiKKFva4x52604DzNlhdCiqlGLwTmXT99UDlylaXgmJp927gzjuB7t2tLklkMCuTiMieBLveoy5i18D7HgB614/QkxGFhsE7kUkrV1pdAoq17Gz1b0qKteWIlFiPqWRjAREREVHkMHgnIioliidhk9Ht4WEHEhGRvoYNgZEjrS4FEcUrBu9EREEkXg8yo2siSlT2PmGvXQv07Wt1KYgoXjF4JyIywB7k0ofrvJdc4jV2UVy5/gOrS0BEcUIIMVYIcUQIsdFj21lCiHlCiB3av1W17UII8akQIkUIsV4I0cjjMT20/XcIIXpEs8wM3sl2uL4y2Q2DkdKE67wTERGVEuMAtPfZ9gqABVLKOgAWaH8DQAcAdbT/egH4ElDBPoBBAK4F0AzAIFfAHw0M3okoohIp0E20nvdYfTcZSSnA01fhVNFRr+15ecDYsfY+RhLtOycqtWx8niFr2PnaQ9aQUv4NIN1ncycA47Xb4wH812P7BKksA1BFCFENQDsA86SU6VLKEwDmwb9BIGIYvBMRBZEoF/xYvY9Vpw0Hzt2K9Y7pXttffx147DFgxozYlIOIiIgoROdLKQ9qtw8BOF+7XR3APo/90rRtRtujIjlaT0xEFO/YCxtZR46ofzMzrS0HERERlQrJQgjPxZ6/kVJ+Y/bBUkophLBVFw6DdyIiijB1nROc1Z6IiIis45BSNgnxMYeFENWklAe1tHit6wH7AdT02K+Gtm0/gJt9tv8ZXnGDY9o8kVkX/wU0/dzqUhDZnixupGbwTkRkBjO9iGxjBgDXjPE9APzisb27Nut8cwCZWnr97wDaCiGqahPVtdW2RQV73sl+bJWc4uGRm7UbT1tZCttLlPHhgLsylUjvKRZYByUiIiK7E0J8B9Vrfo4QIg1q1vj3AEwTQjwGYA+A+7XdZwG4DUAKgBwAjwCAlDJdCPEWgBXafkOklL6T4EUMg3ciIgMM3sPjXmYtHsN4LhVXUvy9EJEd8dxEvqSUDxrc1VpnXwmDHjwp5VgAYyNYNENMmyciKiWcrpqLjHZQHc9j3rXgnbU8IiIishkG70QUHfaanLNEEiWOczpj2yOeKJ8bERERkR0weCf7sbizbt48oHp1ICfH2nLEq0QK2DiBULgC97wn0jFCREREFCsM3ol89O8PHDgAbN9udUmI4pPRbPNsDCEiIiIKH4N3IqIg2FNcerB9gYiIiOyKwTsRkQHONh+ueJ5tnoiIEhGv5ZQIGLwT+XCd3JniSxJOoO0LKKy40+qiRETsKi7xPNs8ESUGnn+IKPFwnXciHwzeSyaRWrZ3ZGwCWnyEQ+nzAayzujgUE1znnSgRsPGQiBIRe96JiAwUB3AJtOxdLMg4Tpt3V/j5nYfLvSQhRUJuLrBggdWlICIiO2DwTuQjkXqOqWQSbcw70+YpFpyJ8oOxib59gTZtgM2brS4JRYOrsZPZfkRkBoN3Ih9Mm08cy5YBI0aE/3geAyVjFMMxtktsBQVWlyCxuIL2jAxryxFv7H6emT7d+282dkZAmXygwhGrS0EUVQzeyRaWL7e6BP4YuIXHThWm664Dnn/e6lLYR3E6u4zywS30e975m0p8e/YAlSpZXQoi+1u61OoSJKDOdwH9zze82071E6JwMXgnW2je3OoSuPHkTi5Sxu/YbT2xej/xPOadSmbrVqtLkHgSbfgOUdTUmW11CYiijsE7kY+i5JPAVdPZS0geE9WZPBjqTY5aUSi2GCiRXTB4Lx1Y57CHn38GfvrJ6lIQGWPwTvZjcQVlf7MewAP3YtdJdiHpyctTEyhx/KWOe7paXQKbSISed0ZKRBQ9bIyxp7vuAu6+2+pSEBmzJHgXQtQUQvwhhNgshNgkhHhW2z5YCLFfCLFW++82j8e8KoRIEUJsE0K089jeXtuWIoR4xYr3Q4mlsMIeAEC+M8fiktjTuHHAyJHAwIFWlyT6RAKtGvb5v59j8/FYrVUfv7PNC67zTjbDnnciInJJtuh1HQBekFKuFkKcCWCVEGKedt8IKeVwz52FEFcD6AygLoALAcwXQlyu3f05gFsBpAFYIYSYIaXkgioUPsnKeyBFRd7/+mIF0576zO5jdRHiRPw1ONiJCjR5EogkBu8J5sa3gNSbIcQNVpeEiOKQJcG7lPIggIPa7VNCiC0Aqgd4SCcAU6SU+QB2CyFSADTT7kuRUu4CACHEFG1fBu8UNndvIWtKpR0nXgsPP7dSTvDcSWToFpW2Jk/ydxJrbACjRGD5mHchxCUAGgJwLRbWRwixXggxVghRVdtWHcA+j4eladuMthOFjz3vVCxGS6slHH5uRJHCnnfg33+BEyesLgURkfUsDd6FEBUBTAfwnJTyJIAvAdQGcA1Uz/yHEXytXkKIlUKIlQ6HI1JPSwlIsuc9cVRJBWrPtboU5KM0ByFEoWLwDlx7LdCmjdWlICKynmXBuxCiLFTgPklK+SMASCkPSymLpJROAKPgTo3fD6Cmx8NraNuMtvuRUn4jpWwipWySnGzVUH+KJ1y2RV+wCqStKph9rgQeahd8P4ow/QnrCsqcAG59CUWSDaiJiudNipbVq60uQWR99BGQ4zkvLn87RGSCVbPNCwBjAGyRUn7ksb2ax253Adio3Z4BoLMQ4jQhRC0AdQD8C2AFgDpCiFpCiHJQk9rNiMV7oMQlbJA2X1RksyBYh9GEdbaSnG91CUolozHvK6u+CLQchhU538e+UERxij3viWvpUqtLQETxxqqe95YAHgJwi8+ycB8IITYIIdYDaAWgHwBIKTcBmAY1Ed0cAE9rPfQOAH0A/A5gC4Bp2r4Ub5p/bHUJPGjBu0U1JYcDSE4GXn7Zkpc37euvrS5B9CVsL2KMxqL7/oSKhGpMkYiHlh9GSmQPDN6JiMjFqtnmF0M/QWhWgMe8DeBtne2zAj2O4kT7flaXoJh0BTYWzZicr3UWf/458MEHwN69lhTDUMIGtDpkwk68FuX3o/12hN/BYv9Z6LnOOxFRYmIDGCUCy2ebJ7IbOy0V9+OPwMUXW12K0CTWxdH+waY96X9u0mAsvL24gncKR2lq3IsV9rwTEZELg3ciA1b1vHlW0P7915IiBOSUTqDhGKBMgdVFIYo8Bp8lkl5wCBhY1upiJBQG74mLjV1EFCoG70S+pD163u16UV+VPwXo9Dhwg98oloRj1+/A7oyHGzCTIdHtzF5rdREoEZ2WCSRxlQoiIgbvZD8W1+uL13m3aMy7S3Y2sGWLpUXQlSMz1I0KR60tSAwweA+Xfnq8FAzeicJVqnveX60C/Pdhq0tBRGQ5Bu9EPoqXirOopuT5sjNstPDhpk3A0KH2mhMg2hJ3wjqrxMOYdyJ7Ydq8pv4kq0sQcUKgNFxKiSiCGLyTaQcOAIWFVpci+iQDC10tWgBvvAE4CgNnJiRSBdPdgMNjIjRGnxuDd6JQlfYMoES6pgRS2r/nWCgtxxIlNgbvZMqpU0D16sDTT8fgxaw+uVq8VJxdLy55eepf9/JfNi0oWc54Vnn7N4YIm8x5QeTLrtcG+7LveQYAMLAMThamW10KIoozDN7JlKws9e+vv0b/tcqI5Oi/SECsvAcibDInQCywJ6RkfIONuFoqLgqR0j//AJmZEX9aSnBMmw+Pvc8zAJKcSMlebXUpEhJ/K5TIGLyT7VxRqbHVRQBg3VJxAICbhgDnbrLu9QMqfY0brAiESMRDkB5b2dnA9dcD//2v1SWJMn7lEedIzgQajLe6GBQFUsLjfElUckuWAPPnW10KiiYG72RDVk83b+2EddkFOUCrQcBjLS15/WCC9bwnUqAbqOc9JT0F9067F/mO/NgVKFKiPgFf4DHvlv/GLeCaL2TNGmvLQfFnY+1HgLse5jJ8Ccizk0Aw1StirKq/2UHLlsCtt1pdCoomBu9kSqk6D1o85r1YmQJrX99IqRoTbBxsPvnbk5i+ZToW7V0U2yJFhDWVRFmKe+SZ+kzhyi93AABQ4MyzuCQUaaU5yIwKV+dLqaifUGnF4J1syOqTbmkKTs1zdwrYpHEjBlwVgKKqW/zuc/Wksu7lT7Ln3U9pCN6lBL743OpSJKBScOwE4vm+T+afRG5hrnWFiTB2tsdWqfgNnbMVuEBl6ZSK91sKMXgnU4QAkFRYOlozLV7T264nW/9y2bSgUSDLncLUjVO9tm3Zqv5dv96CAtle4Nnm7dzzHq3KtJ2D95wc4NVX3StKhCsrC0hLi0yZYqWoCFixwupSBFN6G718VX6vMup/Vd/qYkRMqahTxZLFwx5toc9VwJMNAQBffGFxWSgqGLyTKTmF2cDAcshqMjgiz5edHZGniRK79Lxb/fr6StNs8576/d4PM7fPLP7bofW8FxVZVCCKK3YO3j/8EHjvPeDTT60uSewNGQI0a2b3AF47aCxuWLaLlPQUq4sQQTY8IcS1CKTN150G1J0afL84sG6d1SWgaGDwTqacyDsBAMi9ckyJn+uPP4CKFYEFC0r8VNFh8Zip4klrhAQggdq/W1IOY4EbN+wYnETCwayDuOO7O6wuRlyI77T56Pz+7Ry85+U7gbrT1L8lEI8pwK7K7f791paDSisbnhDiWSR63u97ALivc4QKRBR5DN7JFOPKeOj+/tv7X/uy6KLq2bvSeBTwUHtrymGguOf9kj8tLUdMlLLsgsjR7ymMh3XeRZQyb1yBrbNk8XFUrEz6ArjvAayWY60uCukR8dDoRWb88ov330ybjzT1G3FqwfvSpcCuXdF9xdmzgYMHo/sa4bJjYzGVHIN3MinyaXv2PaloLbd2CNzOsk96oN+EdVX2WlWUmCnV4+aioRQHISXteR89GtixI3Ll8ZQF1e2cjaMlep547Hl3sfdPvXSnzdv7uwnNxIlWl6B0cF27W7QAateO7mvddptano0oVhi8k0mRq3TbvoInbZLfmpwPtBxmbRl02LnXNNJsf6zaVuC0eTscQ0VFwLBharK2UKRmpGLapmkhv15Jg/eePYGmTcN7bDCRzKzye26bB16FyenATW/CKW2YEuHD5h8lmeB/TeG3GlFBhj1G63y0e3d0npdID4N3MsUpI1+5s22lzuox7zYIbAIKEtHa9nstxWKdQRAP6fGTJwMvvQQMGhTa45p80wQP/PBAyK8n4QTu7Yyi6otDfqxLZmbYDw1MROb7isfGrvU1+gCtBmPNqTlWFyUA+/+eyBzf34iE5DUzovgb8cRjKzExeLcxO81i7ar8iwik7dm/gmeX2eZtqpSmbhrJLjqJU/mnrC5GQFY1RPlWHOwU1Lt63E+eDO1xx3OPh/V6pwpOAv+ZiqIH7DfpoYTqdRalsErgSFJLnzhkgcUlCUCU7rT5RObZsGr/ulEc4FJxVAqUvit1nJg/H0hOBv791+qSKE6tcgdZ8kPmhEwFXjwfJxDlWUTCZXHPu10vOa5rYaDA68gRtdZzvJq7cy5WH1xd/HfAypRWoR6y9R5Ueq9SlEtWMn4VmWgHAYY9ufYZ8x7tut3gwd7Hj++xVK+eGitpRvTroZH5XuIz+HBV9i0uRgCujAs7l9FKq1YB+fn+2+34eSX5VKE4YV2kWVt/szO7dzKQeQzebWr2bPXvokXWlsNFRjBtfi0mABWPYJ0YZ/BaJX6JErK2BmqHXkk9Ek4gOQ+BPp/zzwfq149dmSKt3bft0Pibxh5bLD8YI8K/IhPtYyx+loozCjhLeh56803vv0/51Js2bnSf561WfHyUwp5d9zu282898mVLsc9cqEE5ncbvf+9eoEkToHfvGBaoBHzPN/HZ4GV/7HlXPD8Gu3cykHkM3smUSE5oJOKlZdQOs83biLPtc8Dr5SEReDxHenqMChQDesfoc88BDocFhSkBu1RkPNPmbbGu9qXz4fQ5nqO1VNzrr7tuhf680f/6XGnzpbfn3daisErDtddG7KmibuTKz/y2jVo1CgCQkaH+tkuWYjB+Y95tcm5OGBZnTtoND6/ExOCdTCm+wERizLt22LnGWdqNlNGpvJsvgD0rk0XXfAMAXsH75s1WlcY6n3wCLFxodSlCE+uKjJmx7TVqxKo0+jbkzwS634r1FT70uSc6lb+dZWaqG6eHOMg+BkJtnM3My8TSfUv9tjucDqBbhwiWLHbsXcctvZkRAPDDZv/VHXr91gtAyVdxsBqDzEgLPAwmXo+TcBUi1+oiUBQweCdTItvzbu/gnWOmgnEfA3XrWlgMC805PAYnqsRZBB9TUvu/fdPmM4oOAAAyk6O0eLqPfZWnhP3YWI15Nzth3Z3f3YkWY1sgz5HntT3foTPwOE4kcg/o7ym/F/dUJ5o9e9S/8fL1MW0+ynwnrGv+MVB7blhP1bs3cNNNkSqYNdZWGWx1ESgKGLzbnH0uSKWn593q2Urt8537KIW9PkYVqxG7HvfbtnVrlAsTgiVLgB9/dP9tl8BERmhJskhwB6oxOg/Z+PcTauPsigMr1ON8jqskEX9VCjsci0GVcLb59pPao9dvvbAzfWcECxU506YB550HFBaG/tg771T/2uQUF5TeUnF2cs+0e/DGwjesLkYJ+HS+tO8HPNQurGf68kvg78ub44sVX0SqcFG1Z4//byg/KYHGMVKx+LvSkiXcE8aUvKKTJCxOSw/GVUEyGPMeybWWJ04EUlO9txUV2bUyaf9ZmcORkqLW+9Z7X7oVq1oLdJ/nqqsiXLASaHlDIe65390Lap+0efsE78eOqMtf2oHYBO8lWYYt6r+5EINDp1SfmW+wLnRau+LlfGG3IMolNxeIVMbKsZxj7j/avFyi54qkvn2Bo0eB4warMBrNMXLqFIByp4DBApk1pkatfJFk9zHvP275EUMXDcWePaqsv/4au9e+d9q9uG7MdSV7kkh3vtRYjqdnPW38chLAYAG0GB6Z1wtTejpwySXqt+TJtp1kVCIM3m3OLilVkV2f2e7rcAqP//szu7xTMEVFQPfuwPXXu7dlZQE1a9jkSy8lOnYEhg0Dtm/3v0+3Qt+jTfQLVVJPNQDeOL34z9j/1uw/23zKDnX5y8ryrtwUCXPrfYf8mfous1kmHyijXmvfPnWunzAhtKeMlFDXeTcM3i38Xrcc3aI7Dj84649FIwsWAGecAeD8jdqWCJa1mX16E4PVc3YYjGypVAlAVbXk7OEmxgGWnTiTvIea2HVi3BUquQbjx8fuNadvmY5lactK+CyxHfZYoYJ2o23/mLyeEVen0u+/e28PFLwfOwasWxfFQlHUMHi3OYcD6NzZ6lIAZtPm585V6xsHkhQkbd7yBosgs5UuXx6hl9Ge/tAh9zbXzLm2pPfdP3xzzIsRKb/9Bowe7U4z0zvurD4Uw3buFq8/o1mRmTsXuO461Rjlx2jSoKiVJhSuDBvv89DS8gMCP0z7HbgCWNOvJssU3755wDDVuPLspQCAn35S27/91uAlYzbmvWQ971amzV/9xdVoMbaFZa8fDX/84bMhQseBXdvNjcoVMJ1eC36LTjuOI9lHIl+oEEkp8dyc57Dl6Bbd+1ed9ZLf/mRTg93nw3Frx+G7Dd/57ZLrMR9cqNeESDI+jIzL1KgRcM01USkORRmDd5vbtAmYaoNsMKfJdd7btfNf39iXq3fHadt0nsDBezQbFyxvuAhIy0jwLOMlf1lTlAi4806gZ0/3Re+HH6wtj905HIBT5yfbrRuwbJlvymvgnnc7pM3LIMNjjB9osmenxXCvyp/n5favcloFvpJaL+/ZZ028bt/LgQbR6QYLdZ13VyXVN00+Hse8x9r69eocunhx8H39U6xL9rtJS1OP//TTEj1N5CXnAtWXo0jvBBPM1e4Td3qu9/heK66nezP34pPln6D9pPa69+eU3RfjEpVM3LUtBEmbD/f9PPLLI+jyY5eA+7z999tenTFW8J9Twfg3tS++DkXywCstmaI3oVG4J0FXhc+2Y3Gk3w0vgSoE550HXHqpuZdxjXX3/BytqGw0bQp8/nkoj7A+8Iok1+c/IEiHq50tWQI8/7zx/X4VmTMPhvwaZcsCt9ziv91xxn6g0Wjv1zMI0iM7/KZk3CniRicyo+0mh/1oaZSpGalqX9+0+RBICeDsHcBdD4f9HAGJ0NLmXZo0SZzgPVY9oHO1ia9//jn4vv4zk+v/brKygHu7nsSRIB3Prswuq4ZnGDnRoSPQszkGLe0X+oNvfNvrz+yCbI+/Yn+ecf0GjHthfY8ze0bHrkNt9WpryxEuZ8xaHdyvM/DPgZZlTxoujWfXejaVSPxeaUuJkgRz06YBOTmRKYd0XYhKUAF1s/mEdSXoeT96FNi9W91ec3ANCouM8/06dVL/enY2qOeObYVj5UqgTx/z+9sh8DLDbCdOoGu8vTMh3Fq+/B5GVDYubKTS5v/ySLTYtw+4+WbgxO3tgI49cSL/mOHjPEui2OCDdZ3LhP6BYviZme1519T6pBY+Wf6JV9q8n9MzgIsWmXo+AKhfP7JLGIW7FOiai7sX375l/C14d8lbkStUFO0/uR8FRWq+gQP77bk0aGYm8JbPx2l0rnpzzHJMv7wyur/zU/QLZlLr1sCNN5rbt6DGfADAlG1jQnuRO3t6/SmlRJ7XkHL7Be8nTnh/ieq40xo1bXBa9JWaCmRnB93NPsqr6Dk1IzXkhy7YtA59vw0xLcXn+jF2vomUmghbv949bM2v593g+kbxjcG7Te0pMw8YLHCi3PqwHr9sGfDAA8Azz0SmPKGmVQbiurjZrbLkIoOkXTnrBe+2+GfrdjT6phHaf2Q8iUkm9gA9mwJnHC3eJgTsu6RU8ecSYJ8Ww4E6s6Ly8m2e+w6PvDXP9P5mU0ON3s+0acCUqfY8Rv20ebX45sLd/uvPR6NX8b33tGC+wmG1wSv9XFvn3edlbbVUXJDgPcAjAYT2mS7euzhww2eXO4BHb0TaoVyvzWPHAn//7f85btigtkdOmN9LA/cg/T9S/8BbiwdFslBRUVhUiBojauC+7x5SG2J8vjV72Hz5pd6D9cu616FmF0tNmh/kWdXj14dXrQjJwoXAIvPtUQCAggKJc88FGjc2+YDG/hk/hYXhV2vz84Gvv1YNv61bA99/H/pzeAbvDgfwv/+5A6tdu4CsbO/zzfQNvxXfNsqsiBWjBof8fN3NtuN5vO3O2BXy49v8cA1G7jQzhsmDz/XjsMNgdkWThgwBmjQxv//GjUCDBsAgg1Ov2Z73w1mHw2rwIGsweLeplLIqp+7w6eHV0E6eVP/u2ROZ8kiTY97NKF7nXbtQzDMfj8VGkLGwjtsfDfoU61JUQLNi/yrDfQ52ugaovhKo554ExU4t70lvJqHlGM+uk8CF++ADqFThLndGpTwLqnbBOGdb0/t7zh5f/7NmhvsZVaYfeACYMCGEoLfti+b3NengweCV/b9SvecdaD2htd8+UW0o0wnIpYjc+SJ6wgzeg/S8p6VpGU8egZYQwjB4v2PyHcBF/wAAtmz1Lstji27GTYMG+c0gHFa5A3BX8JLgcAB//hmxp7aFG28EWrUCtmwBJk5S7/XX7d556zEd23taZtBzfaHMVeeUsu5uT6PGldTjahjMtspBZpDX3qPR0mvB9J/bH+LN6P2mHUUSx46VLFVblCA7cOhQ4MkngSlTVOPD/feH/hyewfunn0o8+sZyfPON+uCPHYPf73a9mBh2eUNVWFSIfZnGA50z8tw53wUyBzhvQyyKFTE33nqy+PbE1dNisz77fd4HSUkbygcNAlYZVxv9pKWpf//9V/0byph3Txd8eAFqfVLL/AuTpRi821y4wZzrcZGqkJgeq1o+HThbZ80tD8JntnnfdSmtF3ipuIDp/nd3Azo+VjwZX6CKhPM07UJ5q3v2WSEANPnKfFGjZPdu9Z0vSfPvOpk6Rf+Tedk+ywYD8D72N6SvCLzfBWuBynv970wKoZbb4kPz+5qwYwdw4YXA8OHA2rWqnEeO+A+FWZoWfHms6I7nVc9dJsn/uBAQmLVjFvZm7vXa1w5BfRnhH7ybG2YUuOe95vtXosqtX3oF70kiyXA8+cwdM91/VN1dPOwGgJoQ8uYh6PS9zuRXLYaZKaxJ7vP7m2+qQHfRIlWZ33psawRfJ/pWHliJkf+O9Nq2aJFqkLj6auCxR9zXnylTYl++XY7FwKtVsLNM4AW0lzpHqnNKyw+Ktxn9jNMd3gHZunXAVVe5l48KqJz5nOjhS8Nfy/r77/2DciklLni/pucW3cearQeVdG4J15wBp06F/RRewfvC4xOBns3x9/HvtfLB0qXhnpr5FC76+CKczD+JjUc2YupG79mQPet3I/Z1AXrXB8plxbqY4Xu+evHNmanfB1yfPWKu8pm8IgqZPBkZxtkyUgK4cKWqqzT5Eo7yB7zuz06OUA8e2QqD9wSVpH2z4dTZt23zT9kznTb/REOg7xUBd/n94ETtqZzIyvJeaiNWcgpzIN4UGL16tP+dwca0Brr41p8ENBrrniNA+4kVFhViT4bBSTTZnZN2OOcAcEfvYMWPrHJZfkFqt4d0Wmtd3327F/SfxyP9P5reX/w+ipx665J58x3zHnAZricbAv0u9r6j7YtA91vDK2QEuIK4118HGjYEPvkEOP98tSybpyNHjI/HA9p1PCI97y9U8xtjCqA4+E3yCN73wt3oc/vk21H3swZwlQTQKomXBw5eIuHoUbUkoJ6WLfyDd1PBjgwy7OecbShs2xueDRQCAgg05t2ldz39CS8v07rePc+/F5hboNfhAGbMCHwt8BzzPjftB2CwwLp9KbhuzHW46vOrTL2O4XOX4NB7uGcORKUDwXf00HRUU/Sd7dMi3K8m8KzWq+QxXOLBB927ZGXJ4klEo2mvUzW2pZUJnFXngDZ4u+YSj60G11+fa9KgQcDWrar32NP8BUBBAYBKsZ9m+v6u2WjcrMBrW6GzEIfz0twbhFR1iC53pu8TAwAAIABJREFUAFCT+pmZ2M9FHcfhB0+ua0aST834SPYRdPuxG3IKg7fuFQfvTieOC9XwNWVuCv75R/st1JkddvlKatYONaQtqyAL9b6sh87Tvdch9pxwcsXJX9SN185EYVGYqRqxdlrwhgYpgX/+AS65xLuRJpTzlO6yqK7n8fk7Iy8Dx3OO6+6rq+FY4C73XCKvTfgZVa9ehQYN9Hffmb0O6NUUR1o8AtzRG4daeWc+Hj/duOOC4heDd5sq6ZhQIQBU3RXW0itNmwK9feJHvbR53ZNdFZ3eS6gAfcECdTvvXFV5kZA480xgr/5Doir1mFrP47XZ7+jcW/IJjE5le/e8953dF5d8confUja+nAj/Irl8OfD228H38/PamcADd+Oaa9Rs+QCw/cIhOjtq333Fw15bNx7ZiH/3/wu8dF4YLx66Vxa8gkkbJvltP3UKuO8+d++J7/H50EPu21+v/Fr1aFXZrXscv/oqIt6THipXuQq0+u6aNepf3xb4TVvcv3HfHqqwjofi15dYlrbMveHMQ0Dj0cjIUKl6xa+lBQ6HDwtMmAAsT1vu8SRqp6wilWXiNTFal47hF86ktm3VkoDr1/sfD8nJ2uXvQneOYrAePocDCLQUUbt7PGbxT3LX8NKPixKl83oKdfKoDz5Qk2MGCoJcWVACSUirorqj9+SvtbzXfbzzVuCF6sF3DKZyGlA1Vd12fQ9JTuC1CkBdtdTY6NEStWKQNeqEOi58MzH2Ze5DvsPdkFuc7lrbcxy7OvZWrPAJIHyCd6PMuynfAaedBuBe76AtJgZUdDegaPx/QxKotha4fCbEmwJ3dUnHXXeZT/OXUmJR2h9hF1EveB81Cnhi6gBM2jAJk9b7X3d8HT+uHnwqy+nV6RFOCn4geXnu4ZHBHDqei+e/mONe6ccgUjVaLSK70J697yNGqPmdQvXk+wuwp2tFLFrhbq0dY3KuxPbtVTacEd+Ptur7VXHOsHMM9x83zrtugk6PAQ3cQyne3X0X8EQToJx+Okh6obrm5J+tgvSi0wI3FPhlutZaiPFro7MEKUUPg3ebKv79C6lmIg7RvtytwLO1sfmqLkhJTwm4b06Ody/lqcpLgXbPe52ESjphXZ8+QJs2wObNnlu15xzs/ZyxGHt4TJsY+8QJnTul3w1vOj3vu3d7z6w74HX1gWZmJOGrr4A5KXMAACfz1dX2wekPej3+r79cY5fCf/PNm6te2rBc8SvWrVM9lQCQe673OOpAa6DX+7Ierh19bZgvHB7PSu690+5Fzxk9MWaMKuc7WnvM4bLGV/UnZz4J3Poy8Nylusfbe+9FusTmDRyoGtB8GbXDnTxpfMy4K/GhH1dj1ozBdWOuw09bvGewrloVqFkT+GnVYvXbPV1VgO56LAU9xgxF8zHNi/cdP973fGF+YrQPP/Se3d7TZ5+piaCC2aHNHdSgAfDxx973FZehsrsX0jOjY0X+t5gwyzt4feop9UgAKCiUfmPR59a/ULcc8/ZPx97zvgleYAC4ajoAd9aEr4oVAZx+wmuujEBc854EXkbMfX53HSq+vY+WuGiJ36ZDh9zn7/B4HHvlIrQcSwjcwbs7E6PA4cBFH1+EJu9089rT18lM4N13gWbNvBvmUnzmyHKdKyZM8Gkcr7wPqLYKKBvbdLdX52sTavpkUfg1kPteW18+Gzg9w3R2nlNKLNjqbjzMEmkB9vZX6MwHBgtsK3A3APTqBfz8i5Zd5BPcbtkCfOUxym3z0c04mqmCrEKHE1lZ7sZKKSNbt6lXD6hcWec9FKrv3+FQ2WZHs46jyTvdMOJoBxw4pT5/vYnppk0Dnn5a/0efk1OyzqScwhyMXzs+5OtQviMfqw4YDwB//nmViVa2bGjl2Vt7EFAuGztPqTH9s3fMxrpNeUEepfz+u8pONZKdFdqJ85FHjLMCvbxWCYCqs3o24DocxkPR/ljm31k0cqTPcdijNR7+5WHT5SV7sMPlmXS4KpZ5ZQ4Dr1QN+fFH8tUV++j5U1HnszqG++XkABUqAK+84rHx8RbAdSO8ZhjV63lft85dOQaA/fuNyzN5svrXM1iWhuugRl9xUAPVet2rl1orFwAKC0PveX9ziBOLLurg3uBKCa49Hy+Mn1Tcc9CoEXDbbcCUjd6DLW++dwuubnQiJmtybtqkhkUcOmS8j+est0KoHu1YzMo8ebJ+6rJrbWSXXr/1gsOpPtTpW6Zj9JrR2Fm4qHiCndFLv8eM867zfRpdThgv52eFt95Sy/f5cjoBXLQYaPsiNnjMI7RsmcdxerF3Kq4rANuREnqtcftxNXfFjnSd2XPLH8eB9jd4bTrUtjVwyxve+53m2zVkvhwvfvMrbv5T4OAp/zXpn3kGeDT4vJFaGTKBJxpizqrNyM+X+HWeOgn5NiB0/bEraoxKLv47RxxFjxVXefVwTpqE4t/BO+860b69Sk0ePjzI6gZlQjjGHrgXgH9jg5c7ewV8iqX7loZYUfYIMgIsW7V6tXYu8BHLHvpq1YBzzzW/v24DbQmlpKjPZ7lHkonTqa6HTz8d+LtzneOThDt4z81X57KNhe6hJFL45+a+9ZbAa6+p214ZOD6ToLkq97/8AlzsORrogXtUL161NcYFjICMDABX/QhUVL/d9/5xt4amnUwzHkKmd36oZn72ulkLM/DVdvc5KLVcaCufLK/6PABg2JFb1JwS52sfspZFUybJe+hLgwauBj2l7hd10Wm6NmGocGLTJu/3Y7RChPNc9TqhzHGUYtAnU64ccPfd6hh86CHgvA/Pwf5KP3rto1e3eeABYOJ4/ZCgXt0kDBmi0s3D0fe3fnj4l4fxx+4/AQDLNx/AofTgKUR9Z/dFk1FNsCdjDzZvNh5iGcoEjIU+p+LVB9bgtsm34a8zzM8y/78pxhmUJZkvIZjrhnfDWZem4vLL3ds++lqryOnUzyb+O0P3eVq31j7LsvG0BiB5YvBucznJASLiAMz2mrgC1nHj/O8bNky1mM5JmeM+2XtUEho1QvFJ5J9/gBo1jF8nz5ELlM3B4qPuAaj5hZEPVI8dg886r/pcFXLpVO9z1Cg1plhtVCfBJ56QqP3x5eg0pZPf43MKc9Do60ZYeUBFWZsqfQTUmePe4drP3Pve3BtHj6n3eqLqfMw+W2fyqT5X41TnZlj+b/TSDgoKVIvrf/6jhkVUqxaoB8ujHDWXaH9HL3g/elQtedK1K/Dww/73t2vnv8312buMzLkR6F0fQgBjZ+lUThvpzG8A4GCDfv4bm4303xYr5U4BFQ/iZOEJ4PXTgEtUL5DTCeDRG4AWH6J+fdWgJqX07q165CavpzpYdjGGfZqJa18IPZWgjBZc+M0vMFj4B+kAUKbAf1vX24tv5uYCx9NVWefPN3EsaRM3rj5oXHkPNiu6o+4E4NUqQLW12HTeILQe8Ck6LjkLv/y9yy9tefKGyUGLpHo0VdlT96j3Mno00L8/8GyIKwwFe51Ro3TucH3Xp/u3cP36q6r8T1gyGy3GtsBn/36Gn36S2FX0NzBY+C1hVHz8wB1QzvhF4OhRtS1JZwLCzp2BH371z9Ut6bj4cDkcqhGy54e/6N6flwdcc43JJ/vvI0B/c60CroyLCRNU7+tLLwFD33Hg8lbL8cWCGej3oXHWj1O6Lj5J2LhRu+lqtPWogLt66L30bArc+BZw0WKs2e6RSuETvB86LIHbn1ITWd3TxdR7CsZz2IVeuva+faqRdd8+oOo5+aqh4EX/TJSaI2rikk8uAeDZa6jRm09GpxHDyG+rSjBNPYAsz8m92r4EPNXAqwyeDS6AfyAIAMehRdVJRe73c804HDx9IV5516DRoqyqtLgapE2pcBg4SyeCf6Msfsl/DocP+9/lYtiwZzS0RyZh0CDg+uvNF8/TpLUqdW/kQpXF1fz76qj1pvta9dfyExC96/k9znWNTztxHHXrAl20Q1kI/4aOWSbbaWrWRHFV5vvZh9F/kEoz31DOZGbUZbOBrh0M745UdsXmo5vxziLvYZ3LsicBt/f2ysrKvtXViq3elGdDxv9OPKL73H/8AZxxBoCHWwUsg+v8SvbD4N2GevQA1q5RP8QdFcZ53ecocmLixOAtjYHWC03NSEXXH7si35GvKhKPXo+86nP99svMBJ787Ul0mNQBQ7/eBAAoPFc/hclVCXF54gmgjmeH/+tnAAMq4JV17sk0tm+PbPDu6pEx0yvzi1bXczrVZE6AOukePAi4g1SJXZk7MGPbDNXj5mF52nKsObQG/eepddwzym4yfjHhREF5LTW3Y0/35FO+zk7Bk0+aO/Pf//UAjPlrTvAdNXl5aqzjq696b/fqlbppCNBO9Tw4Tve48j/WErinK1C+ZF1YCxfqB+Y7dqix9u++q/7e5zOX0qxZAM7d7Pe4zp2lbk+FYcNVx5748EOdlPTaOt/HbRYugdC7HvDihdh2agWQXADc8C4gnN5p88KJpCFJ2vFnfMz8U+ZtvHSgFtAy9JnJc3NURfVUjk7luanOItRFgXMXu3Rxn7fWrDbTEBQkA+bClXiqr6r0Tl4/Be8vUgMRV61SARUA5LdxzzYs4cQ/R9WP/Z9Nu/HXn+Yuf4sXu287nSgOsH74QZXrO1f2epXdiJQLLtB6L43U9l9fc7TWNrVkcyoA4Od1C3H3+iTMr6kqydsKvGcvq/BiAyQNOg2A97AoV8Nmks6P6/ARJ9DhGfNvJICX5r2EBbsWGN6/K8gyzXPnAi+8AFRrNxGjs/7rd//Xi6ajfHmdOVWMZs8umwtUUK2ZruFNRspoMVxREXDrraoB+LNNA4GezYEHOwGPu7N+/kz9E79s+h2vv6565VyB+ro1ZVCvnisIcX3+SZBSIj03XT8L6/STwC0DgUdvwK7WzVBQ4B/ElBtyOjZV/gBo+hXQq6np4RWBrFsH3HWX++9x44Btx7bhoZ8eKg44L7pINbJu2QKv+R5yC/W7S/Pz9dLmdd5zkvngfcle70YTJwq9lj/ztWOHz1r0eqeaWwYAdVRkOOyDJIwYof9cf/gOtS+bC1TXUjPO2Qb0aA2c6Z9F5Gne/BCC9/4XAM/oZFWWcQDNPwnYi++ZNu/1+RgF7zeGP3nKwoVAfpLqqf5p/2fFved5Z7nrkrf1+w04f6PfY7dsUj+07BwHUGshfp5zQl1DzkpRjcgemV233+73cEOuj2ZRtXuxMOuzgPv66XYbUONfw7sPJIUxCF9Hy7EtMWDhAP876swGLp3vv91sZmQtj3Nu9cCT2fV+8Riq3TolKtlLVDIM3m1ownfZQLL+Ba//qJno3j3whBmpqcCB/cY/5N4ze2PyhslYsHsBMgqOAxf9g6y23fwqOavXSGw8pFJn/z2qU8m6QZ3QHQ61Nqqnb+YtREqVL/H2329j5VqDrvAILpkiJXDocBFw/bvIKgg+uUqBRyehZ/rhVVfBfRL0WDrssce8H79zt/cYuJQzxxm/mIkZUIv1NF6P3KVDB+D7Q+/g8T99Wn8rHFZp1TrWrlX/jhoF4OK/gHY6vc2tBgHXjVBjZH2/mzArgCfzT0K8KTBu7Ti0bg2M15kXxTX0Yr52PfId23377QCeruv3uD0139edxGVP8lykH9c//l98EVh5h899ZweeEyJcmXmBpy5PTXWn2Hm95yqqd2bcOO07qLYKGFQG+87w6F28Qt3+cOmHAdf7PlhhTsBGF6d06vbC5OQAn4xQFadVq01WnoMc5z//DOBsbbCgQUXDszfYtc/+/Trnicp7gV5NcbCRCs67/vQgXlnYH5d9ehmaNFFLgvm+jkRR8Wc17LNMbM5117Zvfcu4cuoZRDqunqgCKECl41//rvvzf05vmvjwHL27kd9cIMXODDb7unrc5sM+Pe0eweDEdRORW2mDO51fuIPH4nkJPGoHaw6uQc8ZPXHy7puBa7x/xIFmXg5k2JJhaDOxjd/25ctVQGwYvDf7DLhmHNq1A378pQC4rY/ubk8uvFc1zHlWdK9/T03QGUDX5zbjlhGBhyV4Bu8FZY8Adacit7J+r2+r8a3w3x/a4+23gfr13T3qOVnuXtzjea4UKIFHR4/A2R+cjeMyyHmpyh7dIUaFMh9oNTDwYwNYuSkdI6d6N5bq9bTfM6kbvl3/LdYcdGU5SUA48f7HJ4EBFYr3O5Wjk5ED4PTz9yD9hIme91CW6/yP99JnJ8vsQtX3q6LIWYRff3Wvie1y+eXec9XouvEd4AwVfG5MHovnP/3Tfd/V3wMPtcW+fcAtt+g89hKfPPkgWQQTvg3zxwR1LB73mKts2Mo3vJah9eTZaHLuexdib8Y+1dDQYIL+k9/wLtC9tdeKMl+s+AI1R9T02m31au9r2Z49KkXbUyf/REav34LL3sy9yCurznXrt2Wqxo8HO6qebVejxauV1bXwnBCG7STnejeMXamfWh6urRXdkyB0fN58B4uvjKwAEz1oq+B4Z35o14sqQZaG6+F/ztVT5CzChPy7gXsfxLYD4WUAU/QweLeZ7ce3q1lZG+un+B7PVAPRA00+VOvq4/hwgn5PsJQSs1PcS5W4UiOllLj4Yu+T/x9lX8CaDdqEPvV1Ukpbvw68eAHKl9d5oR6tgTt64/U/XsenKw1aGhpMNK6gQgU/6w97T61d97GPceMz47y2zZyp9Zj/ZyrQ5jXgDu+WhLSTabhy5JVYe2gtjuXo5IknOYD77sNvW+dolSHhfn+afOkdmGzd5qqARfgndEbg2ej/+QeYY3Q96NUUePQGfPwxMPXHXMzd6E4rv+6JicBDbZHT/A3gkZuB6z4Gqu7SbZ2/ZJxAXsXIjGFNzUgFAHy09CPVIFV5j1da2erVwNO/Pg80HIsjvQVwV3es6SSCBr4AgCt/KZ7ExdPu5FnYts36dcSfmaPfQ5mWpt53rVpAy5bAhJ/3o8zZu4sbWFx27tI+KO2Y2F/JY+K4zne7b9+stzKAOWWGlPGbPBEA5swtAq5QlRqJosiMaW420n18P97C7+7LPr0MSUOScMfE+yCq7gauUENsVq5yQgjgjjs8dn60JQAgr4r38IidJ3aq3phmn6H/O7u8epIOVv4FqPWn+uOBe7yyEeY7jWd69EztlR08MjL6XaLON13u8H9QSQUak2ww+3qRyAeumFHcY37YZ0yp5xwj3X92L0VUWFSIDVKbg6Ph2OLtKzLcQ5xun3w7Rq8ZDVzs2U2pJCf7bfJ5Xe+ALC0t8MzO97zwF+Zf2hgzZnoHfXl52jCf255RKe4A0pv3cTem6Hmovfdyj21eNd5XM7lqXazaHriBRAgJXPkTRo8pwtE2dwL3dUbh6d69qnop0KmpHmnzZxwH7r8HqLUQl428RG0rl41xB9RSnFsKg+cBn/eFUNdQn6AVyfoBsxHPLI+moxqj79a6WH1wNXadUC0oxwsOAk+6xx+MnbEFm7ao97F7lxZ43d4bGFQGC6/1nkXtyYkGWT+P3IQxKybq3+ep2UjgojAHW2sKHRIdOwKNr8tCg68aeE+CluTA0n1L0WlKJxyoODPwE126EHi4FaZOBV5+GcD99wO15+GBN78HrhkXvCBBsgiyLwxtjD6gOiIWbFqDO/pPxzk3eRwHNw01zLjybDRxiFxc+smlKmuk0+PGL3TpQqDPlcV/Pj3raaSddLeG/PUX0PiGYxgwAPj+e8BRVIROn7+gOhU8zPNIGhJCTaAGp/dJ5IYbgIs/vrh4gsPcIu1cdvFilGvxlde+ePC/QJ8Qhu30Pw8nKy81v38J/FrZ3cHyb8rO4tv33AOcfbbW8FlpH1BDp7feYwlhPV26AFe6vw4UVvXPXDBUP/gMeXmOPDgqqoaAtAMO/Br9lV0pBAzebWb1gbUB75+Ydx9Qf6JhavCJ3BPAy+cAHZ7zu6+gABg4xrvylZOtBTlai3eWZ4x63Qjg/A0IqOJhOM7a4O5R07Fha3gz+t4y4RY0+Mp7ccvNF/XDorPd43gKC1WlvlUrqNRuAKg/CX/95Z7Bc9SqUdh2fBsaft0Q5w5TOfXLlmsXr6q7gYFlgbo/YHmdDiqQb6BTofDprflolLqoLFuVi6WxuQ4AAK6/OQ9o+X7x30J49FBps2b36wd0/rYX2k1vis37DqBbNwB3dwdqz0Nes6HuJ3u2NpZviO7a7K6KuxBCBUz9LvEK3hs3BlIvGKGWRwGKP/ud6UFyZgNYvSpA4O7TsBNNp/L1Z66p2XEMGg9Xw0c2bAB6rKsBPHcpGjb0nezGO+gJZ8b4QAqLVLP91E3uCl9REXDg5EE8OeNptWQTVE/hok0RyE4IMBSheXMt8AYwa/d0r0ri6DEq6Jy5fRb6z+2vlvmrrCqN+bnJEOf4nHterQzc9gyGp98AJJubQTiQGQe/wpUfa4GLXsZAndkBGyFj4Wj2Mcx09gEe7ISVR7XsG58emClT1efo2xBT9SmPfOja84Gr1ODm34+4p/MXMkCErlfx9DBy6Sjk5gJvvKFSpes3y8DjO4wnYT3SrBdw4WpMmuU9DKF8ef8hUXk1DIYgldRZ7qyFfJ069JLcsaoB7aYhwNlqX2eS97E28A+f3u9XKwH1Jrt7/a4bAVz9I9De/1oNAA5R8mPXrJdf9vhDW1Kv8TeNUfvT2gCAtzZ1Ay5YV7zLuvIfFzcwrTykff9NfYIqzU/HDbJazjiKt9Y8pX+fJ6NhZiFw1ZeOlFuK9YfXo/88jzfc9gW0GNsCM7aZ74Ht3FktweiytOb9xQ1KAdX0Xz3B06lqv/ltW7zYf8JWT126AG1+aIQ5le8F7jO3BGDTrt7vtcjsErUBOhf+3LYGeOlcvDd7PO6/Hxg4fi7WVfhIpfd7qugxiLruVDVZ8hXe5Vmc6l2pckiPxqg7DI4ZvfH/ekLJhIygayddhrU7Vb3xxx+B9HS1AhOevdRrmI1Z310hsKu2fmZFUHc/BPxnSsBdKr5bEa46yH3PrEHH90IfekfRw+DdZubM9k8f8nN3d4gkqSYoatsfXQa6e9LfHaefuvfWX2/htJ5tMHS/e5KQtDSg4TVapfOM40C9SRg6VPfhgfWuD/S9EmivP2OTb4+iWYEmqrrvPuDBB7UUrXJZ2L7bu5fp5pvVTKtvvAF8s9Q75VsIYPUhg7E+A82tOSI7aRfqi/5BC/9OxOh5vTxwq8fSAH2uwNSZPjPTDDgDaKBaLuretNVvvL6nbo+b6OEuAVd6npRCBTlwT+jiO0+CpzsnefQs1wu+tq6X6wJM9dzk69CeqwSys9Wybz16uMcjA1C9G1f8plK/r/ToTS9/3Gv1Bt8U0n1nBlivLwx3TrrL6+8DB4DkOgtRfcSFOHqx+3OSKML+fSGuxRMiz1m7AXj3HLrS0rvejuFLh6tl/lyqr1DnHj1nHgjae2HGb7I3tmWug3jT+mwOI+cNP7c4Wyv1kMEwiQqqoe6qkVd7bc6uHqS3EcDRwwGC9yAVzxfnP4c6HzTH0LeL8PnnwIn/3giUNx6HLIV7zXmXvDyont2b3nTv2PFx6C2nFhFnugOMunWBtm3V3Bs9e6rrzv/StR7Km4cUD0uRwjsAevd/a3Fl81T3htNOAfd0RZb0SZsL1kAeA6OrlcNPW37Wve+t3z9DZqFPxloT9+RewzY/DXH19NBfNIbL9D0160mge5vic+qSbdtUQ+lZKUDzQMtEGEjOC6/BLljmxznbIN4UqPzQ48XXyRtu8J6wNT/fe6b56dPDaNRt/3zojwli1ykt21NrbFlwzCCr4sVq7tv3dYazbCZQ3+ca75OZ9c8yE6t16I3/t5k9h73Pe3/+CTVHQbjCmMum2L3+GXe+iodXdL4LaPsS7uo/B6s3BZ4PhGKDwbvNjP/WXGVzeIUkdHzpJ6DlcHxX5jYAavKxYeP1I6KBfw4ELvUet/5Ev2NqIhWXe7phtOMmhM3oInjDu+E/J4Chfw9FkbPIq8f2hx+AKVOAAQOgesUHVPR+kLa8zNChwKFCnaWuDMaGh+WM6PZeB3TOdqzKnYYxqz3yUD3X8O3ROnAlo9YC4/siYPsO9aVtWOcuQ1GRxMyZQL3nXgNue1r3cQdyUvH+2M3qO7+nm+4+AZVggp1ImTtXLfs2YcNY9PzfcP+xwf0u9k5/f/kcNH7AY0xEJZ8BmhGu7P6+2x209f2tH4Z+tlcdLz6WF47GntwAEzJGQqBxrVf/YHnPdrEAQad9GHxWN72lljALY66RwvwgufEBFCXlYj+WA4OSsXT3Ot1gNS9PNeaJ5AI4KqnI5PgZ7nP0BY88oyZJbDXY/aBGY4oD/WjauVOl+t5+OzA6+RpMOUN/yu2iSj7ZQsKJba38p7pfI3Um/rCYUxTinnH64/wHLnsGmenlAj9B1fAzpWJh7Joxqv6j1QvyT0tDpUoIP+DrEXiW7pI6edkYdHh5ontYW8WDEG8KtJnQBmc93wp16nj8hhsFGIMSIy+9BEzIekj9cflvQM9m+DfX3Dw5uRf6T77pa+3GAOO/48hjjyRj9WqoXu8bh6r5OzR6M+hbzVnRuw7yc8UOuOGTB9G3LyCaf4o9Gb6zgVKsiEinYsaDChUqyOzs7OA7WiDc3h05SGLdthO4ZspZES5R7A2pvRD9722F8u97fxZ37k7Br7UuU38seR5o8RGwrltxL7OuSTO9lqsii+RWVWORk4qQ/XIhKlyxTC17Fsh3P6tZfpuYXMLFblJvBJY/q4YLAHgpvwAvDsjAecPPs7hglNCO1AXOM2hs+XqlWufbKuu7+M+fcvAaYGdbYF13NT49yIzcMfe/P4FztwCregGDTGTGxbEnTmTg66pV/O9IaxZwhu24NNgJDLZ5/9X//lSrO1yw3nifvS1LPCdAiYzcDPS5Ovh+JbH5bjXEJN7tb4Jys8ajoKf/BLyYPANoMdx/kkO7ybgI2NYRuHYkzpFX4ehg/5WA7EYIkSOlrBB8z/jB4N1mwg3eq/3vFA4+EngWXSKyUFFyyVLkiIiIiGydUptOAAAIlElEQVRA5J4L53sBZs+2iUQM3m3e7EhmMXAnsjkG7kRERJQAZPmj+H0ZU+etwOCdiIiIiIiITLv/u+7Bd6KIS4jgXQjRXgixTQiRIoR4JfgjiIiIiIiIKBwnz/rL6iKUWDzGkHEfvAshygD4HEAHAFcDeFAIEeXZM4iIiIiIiCgexWsMGffBO4BmAFKklLuklAUApgDoZHGZiIiIiIiIyJ7iMoZMhOC9OoB9Hn+naduIiIiIiIiIfMVlDJkIwbspQoheQoiVQoiVDod9Z33ueuEgq4tAREREREQU75Jd8Z/2Xy+rC1RSyVYXIAL2A6jp8XcNbZsXKeU3AL4B1DrvsSla6L7tORjfYrDVxSAiIiIiIopnDillE4P7TMWQdpMIPe8rANQRQtQSQpQD0BnADIvLRERERERERPYUlzFk3Pe8SykdQog+AH4HUAbAWCnlJouLRURERERERDYUrzGkkNK2GeRRU6FCBZmdnW11MYiIiIiIiCgKhBA5UsoKVpcjkhIhbZ6IiIiIiIgooTF4JyIiIiIiIrI5Bu9ERERERERENsfgnYiIiIiIiMjmGLwTERERERER2RyDdyIiIiIiIiKbY/BOREREREREZHMM3omIiIiIiIhsjsE7ERERERERkc0xeCciIiIiIiKyOQbvRERERERERDbH4J2IiIiIiIjI5hi8ExEREREREdkcg3ciIiIiIiIim2PwTkRERERERGRzQkppdRliTgjhBJBrdTkCSAbgsLoQZCkeA8RjgHgMEI8B4jFAPAbCV15KmVCd1aUyeLc7IcRKKWUTq8tB1uExQDwGiMcA8RggHgPEY4A8JVRLBBEREREREVEiYvBOREREREREZHMM3u3pG6sLQJbjMUA8BojHAPEYIB4DxGOAinHMOxEREREREZHNseediIiIiIiIyOYYvFtICNFeCLFNCJEihHhF5/7ThBBTtfuXCyEuiX0pKZpMHAPPCyE2CyHWCyEWCCEutqKcFD3BjgGP/e4RQkghBGecTTBmjgEhxP3auWCTEGJyrMtI0WXiWnCREOIPIcQa7XpwmxXlpOgRQowVQhwRQmw0uF8IIT7VjpH1QohGsS4jRY+J77+r9r1vEEIsEUI0iHUZyR4YvFtECFEGwOcAOgC4GsCDQoirfXZ7DMAJKeVlAEYAeD+2paRoMnkMrAHQREpZH8APAD6IbSkpmkweAxBCnAngWQDLY1tCijYzx4AQog6AVwG0lFLWBfBczAtKUWPyPPA6gGlSyoYAOgP4IralpBgYB6B9gPs7AKij/dcLwJcxKBPFzjgE/v53A7hJSlkPwFvgOPhSi8G7dZoBSJFS7pJSFgCYAqCTzz6dAIzXbv8AoLUQQsSwjBRdQY8BKeUfUsoc7c9lAGrEuIwUXWbOA4C6UL8PIC+WhaOYMHMM9ATwuZTyBABIKY/EuIwUXWaOAQmgkna7MoADMSwfxYCU8m8A6QF26QRgglSWAagihKgWm9JRtAX7/qWUS1zXALA+WKoxeLdOdQD7PP5O07bp7iOldADIBHB2TEpHsWDmGPD0GIDZUS0RxVrQY0BLjawppZwZy4JRzJg5D1wO4HIhxD9CiGVCiEC9MxR/zBwDgwF0E0KkAZgFoG9sikY2EmqdgRIX64OlWLLVBSCi4IQQ3QA0AXCT1WWh2BFCJAH4CMDDFheFrJUMlSp7M1Rvy99CiHpSygxLS0Wx9CCAcVLKD4UQ1wGYKIT4j5TSaXXBiCh2hBCtoIL3660uC1mDPe/W2Q+gpsffNbRtuvsIIZKhUuWOx6R0FAtmjgEIIdoAGACgo5QyP0Zlo9gIdgycCeA/AP4UQqQCaA5gBietSyhmzgNpAGZIKQullLsBbIcK5ikxmDkGHgMwDQCklEsBnA7gnJiUjuzCVJ2BEpcQoj6A0QA6SSkZD5RSDN6tswJAHSFELSFEOagJaGb47DMDQA/t9r0AFkopZQzLSNEV9BgQQjQE8DVU4M5xrokn4DEgpcyUUp4jpbxESnkJ1Di3jlLKldYUl6LAzLXgZ6hedwghzoFKo98Vy0JSVJk5BvYCaA0AQoiroIL3ozEtJVltBoDu2qzzzQFkSikPWl0oig0hxEUAfgTwkJRyu9XlIeswbd4iUkqHEKIPgN8BlAEwVkq5SQgxBMBKKeUMAGOgUuNSoCax6GxdiSnSTB4DwwBUBPC9NlfhXillR8sKTRFl8higBGbyGPgdQFshxGYARQD6s9clcZg8Bl4AMEoI0Q9q8rqH2ZifWIQQ30E10p2jzW0wCEBZAJBSfgU118FtAFIA5AB4xJqSUjSY+P4HQs179YVWH3RIKZmFVwoJnvuJiIiIiIiI7I1p80REREREREQ2x+CdiIiIiIiIyOYYvBMRERERERHZHIN3IiIiIiIiIptj8E5ERERERES2IIQYK4Q4IoTYaGLfEUKItdp/24UQGbEoo1U42zwRERERERHZghDiRgBZACZIKf8TwuP6AmgopXw0aoWzGHveiYiIiIiIyBaklH8DSPfcJoSoLYSYI4RYJYRYJIS4UuehDwL4LiaFtEiy1QUgIiIiIiIiCuAbAE9KKXcIIa4F8AWAW1x3CiEuBlALwEKLyhcTDN6JiIiIiIjIloQQFQG0APC9EMK1+TSf3ToD+EFKWRTLssUag3ciIiIiIiKyqyQAGVLKawLs0xnA0zEqj2U45p2IiIiIiIhsSUp5EsBuIcR9ACCUBq77tfHvVQEstaiIMcPgnYiIiIiIiGxBCPEdVCB+hRAiTQjxGICuAB4TQqwDsAlAJ4+HdAYwRZaCZdS4VBwRERERERGRzbHnnYiIiIiIiMjmGLwTERERERER2RyDdyIiIiIiIiKbY/BOREREREREZHMM3omIiIiIiIhsjsE7ERERERERkc0xeCciIiIiIiKyOQbvRERERERERDb3f1uPQp9dC+OPAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_sampled = train_sampled.abs()\ntrain_sampled.acoustic_data = train_sampled.acoustic_data.rolling(10, min_periods=0).sum()\ntrain_sampled[train_sampled.acoustic_data >= 10000].describe()","execution_count":7,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}