{ "cells": [ { "cell_type": "markdown", "id": "903ef1da-7471-41b5-8a50-41f1a87c8d3e", "metadata": {}, "source": [ "# Interactive Example\n", "\n", "## 1. Run PhaseNet in terminal or use QuakeFlow API" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os, sys\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import obspy\n", "import requests\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "4e5f57e6", "metadata": {}, "outputs": [], "source": [ "PHASENET_API_URL = \"http://127.0.0.1:8000\"\n", "# PHASENET_API_URL = \"https://ai4eps-eqnet.hf.space\"\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Prepare seismic waveforms\n", "\n", "Find more details in obspy's tutorials: \n", "\n", "[FDSN web service client for ObsPy](https://docs.obspy.org/packages/obspy.clients.fdsn.html#module-obspy.clients.fdsn)\n", "\n", "[Mass Downloader for FDSN Compliant Web Services](https://docs.obspy.org/packages/autogen/obspy.clients.fdsn.mass_downloader.html#module-obspy.clients.fdsn.mass_downloader)\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import obspy\n", "stream = obspy.read()\n", "stream.plot();" ] }, { "cell_type": "code", "execution_count": 4, "id": "dfe6a3a0-d5ab-43de-9b61-a14f4104e715", "metadata": {}, "outputs": [], "source": [ "## Extract 3-component data\n", "stream = stream.sort()\n", "assert(len(stream) == 3)\n", "data = []\n", "for trace in stream:\n", " data.append(trace.data)\n", "data = np.array(data).T\n", "assert(data.shape[-1] == 3)\n", "\n", "data_id = stream[0].get_id()[:-1]\n", "timestamp = stream[0].stats.starttime.datetime.strftime(\"%Y-%m-%dT%H:%M:%S.%f\")[:-3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Predict P/S-phase picks using PhaseNet" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Picks [{'station_id': 'B', 'phase_time': '2009-08-24T00:20:07.710', 'phase_score': 0.978, 'phase_type': 'P', 'dt': 0.01}, {'station_id': 'B', 'phase_time': '2009-08-24T00:20:08.680', 'phase_score': 0.924, 'phase_type': 'S', 'dt': 0.01}]\n" ] } ], "source": [ "req = {\"id\": [data_id],\n", " \"timestamp\": [timestamp],\n", " \"vec\": [data.tolist()]}\n", "\n", "resp = requests.post(f'{PHASENET_API_URL}/predict', json=req)\n", "print(resp)\n", "print('Picks', resp.json())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Get both picks and prediction (time series)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Picks [{'station_id': 'B', 'phase_time': '2009-08-24T00:20:07.710', 'phase_score': 0.978, 'phase_type': 'P', 'dt': 0.01}, {'station_id': 'B', 'phase_time': '2009-08-24T00:20:08.680', 'phase_score': 0.924, 'phase_type': 'S', 'dt': 0.01}]\n" ] }, { "data": { "image/png": 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55ZcHuDT1Y+Ahn5g+fTouuugiVQfd1q1bY8KECdBoNGjZsmXAylZWVobdu3ertilDi7Nw4KjWpra21mF/G+Wxo0aNQocOHVS/HIALgcdkMqlCC3Ah8CjPXVxc7LBce/fuBQCMHz8enTt3BuA68CiXvVDW6rCGx78OHjzodJ805NwTo0ePlu9nZ2erZhcn8raqqioMHDhQtS2YphpxhIGHvMpqtaJ///6YN2+eavvChQtRXFws164EMvDs2LEDl112mWqbO4HHUbBxFniUTV3SsOIvvvjCaeCRmiMkUuA5fvy4vM3ZF2RpaSmAuqUIpOBkG3iUr6sMoYEKPHfeeWfQTU3gb4WFhU73zZ492+Pzde/eHVOnTpUf24Z6Im9avHix3TbltAnBiIGHvGrWrFl2nSZfffVV3H///QgLC5O3BTLwOKIMKM4Cj6OOxLW1tQ63SwFDGaQsFotq6Lo7NTxFRUXyNmezJ585cwYAEBcXJ59TGV6EEPIxQF0Nl0QZjJTzAPlSbW2tHAKnT5/ul9cMRlLgGTVqFLZv3w4A6Nq1K8rKyuSaOk+988478v0777yTkxH6WG5uLr788stAFyMg/v73vwNQN6kvWbIkqJtTGXjIq2yHRwshMGPGDLvj9Hq9v4rkFndqeBzVgJjNZpdNWspAodPpnNbwxMTEqJ4vBR7l7Mm7du1yWK7Tp08DqAs8Uk2RMrycO3dO1YylDDyBqOFRTk2wbds2v7xmMJICbLdu3XD55ZfDYrFg3759dp8FT/Xv31++v3nz5kadiy7Iy8vDDz/8AKDu51Kj0eCmm27CbbfdhoEDByI/Pz/AJfSfL7/8Uv6dOWPGDFVn++zsbKxYsSJQRXOJgYe84ty5c/jpp5/stjlT33BbZ3z118OyZcvk+84Cj6NOvfU1aSkDj9VqlQNPWFiYvESAoyYt6ZxSmAGAP/74Q75fVlYmn7u+wGO79pezGh5/BR5lM50QQjVSzBtqa2vRrVu3BjUL+ZNUqyONxtJqtQ3+uVBSLiY6YMCARp+P6kZCXnPNNRg0aBBKSkqQkpKi2r9x40akpaXhiy++UNXihpqysjK0bt0at912m7zt/vvvx8cff4z3339f3jZq1KhAFK9eDDzUaEIIpKSkqGb6/fnnn+UvdGeUM8q6a+LEiVi/fr3Hz6uPcrFGTwOPo2D33//+F2fOnFGFiJqaGjnwhIeHy7VcJpPJrkP01q1b8fjjj2P//v3yNqnvzbFjx9CqVSu0bNkSe/bskZurWrVqJQce5evaBh5lH55ABJ5jx46pHt98880en2PatGkIDw93OGHiE088gQMHDuCFF17wWzOdp8rLy+VJIK+//nqvnjshIUHVZOxqigRybdq0adBoNKr/R4mJiQ7705WVlWHEiBEwGAxB33m3oVJTU1V/hAF1nzcAmDx5Ml5++WV5+549e/xaNncw8FCjvfvuu/JkaUDdD4W0+KErysnS3KXRaFTT6/uCN2p4Vq9ejbvvvlsVKFwFHumvQmWtxGuvvaYKJ1LNjNT/BQDS09NVNTxSM5m7NTyBaNJS1vAAdb8YbZfbcKWyshLvvPMOamtrMXToULvZu5XzEs2ePVtV4xEsjhw5AqAupPbo0cPr51dOYmm7ACmpffDBB1iwYAFMJpPcTHP69Glcd911qj5Rzrz55puq6R2Auuk3Qs3q1avtOsLb/vH5xBNPyPf79Onjl3J5goGHGuWjjz7CAw88oNrm7jIFDQkuGo0GOp3O4+d5wlngsV0SAnAeeIC6pgVl4KmurpaDjV6vd1jDI01G6IgUCg4dOiRvO336tLw9NjbWYZOW7V9kgW7SkpqwOnToIG+znRjxueeeg0ajcdiEaVtDlJiYqHqs7Oj9xhtv4M9//jNGjhwpT/B39dVXN/o9NJZUo3jJJZf45PzKIeobNmyQR/I1Z2fOnFEt/wIAJ0+exL333osHH3wQBoMBYWFhmDlzJlq3bm3XRO+IyWTC3//+d7uZzu+99178+uuvXi1/IC1evBjDhw+XH99+++04dOgQBg0apDpOo9HI/ThrampUNdTBgIGHGuzYsWO4++675ccTJkyA1Wp1+aWt1JDAo9VqfV7D42xkiydNWkBdPx13m7SkIORq9JoUbJRf6EajUQ5oMTExdk1au3fvxqeffqo6j9QEJoRQlc9fzT9SYFHONZOXlwegrkOzRqPBs88+C6AuPG/atAnvvvsukpOTsXv3bofzEUk1GmfPnrWrQQKAzz//XL6/efNm6HQ6aDQaLF++3GvvyxPSSEbbeUy8Ra/Xw2q1om3btgAgd7YNFadOnUJxcTGsVisOHDgAIQQ2btyIhx56CC+88ILq2JdffhkajQZxcXG4+OKL0bdvX5SWluKxxx5DmzZt7M5tO/BC8sknn+DNN98EULfOWWlpqVyz8/TTT+OVV15RHR8q/acqKyvt5oX67LPP0KlTJ4fHz5gxQ572I9hqF8PqP4TIsYsvvli+/8QTT+Cll17yqNNlQ2t4AtWk5WxYurMantraWtx6663yY3cCj6uwePDgQRQXF6sCj0Sn0yEyMtKuhufqq6+2m5NHquGprq5WvVd/1/B06dIFYWFhqK2txdy5c1FTU+NwzTVlB9HLLrtMDjdxcXFy7dVDDz2EjIwMh8tsOCK979GjRwekg6XUv8F2Pihv0mg0GDx4MD755BOXkxwGsyNHjiA7Oxvjxo2TP9srVqyo9//Z7NmzMXDgQPzyyy92+7Zt2yb3O6lPXl4eiouLkZycLI9+k4ZjK2k0GsycORP333+/vEYeUDdZ6PTp03H11Vdj+vTpXumU7k9Wq9XhlBn1/Q4eMmQIdu3ahUOHDqG2tlY1JUkgsYaHGuTIkSOqGoGsrCyPg0hTa9KShnb/7W9/Q69evQA4H5buSHV1db2dluurHbvmmmscDk+PiYmBRqNR9eGxWCyqsGMwGABcCDy2Qcjfgad9+/aqPhLuLjD7z3/+EwCQkZGBuXPnytuNRiM2btwIwLOaE9s+QP4gjdDyVZOWRBoB1hQDz7Fjx9CxY0fcd999uOiii3DXXXdh6NChbgdUR2HHmcceewwWi0U18KKkpAQDBw7EiBEjVEP9XYmNjVVd63bt2mHZsmV49NFH3eoPFGxsf9dardZ6B6MA6r6ItjVfgRRSgWf+/Pno3LkzIiIikJKSgk2bNgW6SCGpqqoKHTt2BABEREQ0eBRIU6vhkQKPXq+X/2Kpra1VzXHjSmNreIC6L66KigrEx8fLAQaAPHeLsoZHOYcPAPzpT38CcKFJy7Zfhy8Cj8ViQV5enmqeIynwJCUl4Z577rHr8AkAL7zwgtM+EFK/gJ49e2L69OlyTeOHH34oL1SbmJgIi8WCmpoauWnhrbfecjgvTWJiIt555x2/9DewWq3YuXMnDh8+DAA+6bCs1LVrVwB1ExI2pUkIS0tL0b59e9W2zz77zO3+gY78/vvv8nWXzJs3D0ajEa+99hq0Wi3Wr1+Pffv2qZoDPdW5c2f07dvXbntGRkaT6tdj29z7zTffuF1DFRsbi8cffxxA3dpuzhZZ9reQCTzLly9HZmYm5syZgy1btqBv375IT09nZz0vO3bsmFyLAAD33Xdfg6srGxJcWrdu7ZfAs2XLFlx//fWqjotSsJE6NwLOFw91pKamxmGnZeV2R314hg0bZtcx9+abb1Z9IUhBSRl4bOe3GTFiBIALNTy2NRu+CDxhYWG45ppr5Lb8c+fOyc1Q7du3h06ng8lkUv1x8sYbb+Dpp59G3759HX5xSNq1awegbg0xAFi0aJH8i/Wuu+6CVquFXq9Hbm4ujh07hoyMDPTv31+eDkG6HkDd8OPu3btj4MCB+Pbbb713ARR++OEH6HQ61SKL0nvwlZtuukm+H0zzEh07dkzui5WdnS3XWgohsHTp0nqbnCIiIlBcXIw1a9bIi6YCdSM/X3zxRVVze7du3WA2m9GrVy907NgRRqMR8+fPR0lJCR5++GHVz5xWq0W3bt0a3fTkbPblAQMGNInguWfPHlXH94MHD8p/MLnr2WefRXR0NA4fPoylS5d6u4gNI0LEgAEDxLRp0+THFotFJCUliaysrHqfW15eLgCI8vJyXxaxyauurhYAVDeTydSoc06cOFHcfvvt4vLLL7c7t6Ob1WoV27dvd+vYht5eeOEF0alTJ/mxZObMmQKAeOSRR0RqaqoAIFatWiXefvttt8579dVXizVr1ggAon///mL+/PkCgLj++utFVFSUACD279+ves7o0aPFli1bhMViEVqtVt7+6KOPimuuuUZ+PGjQICGEEGfPnpW3rVixQgAQcXFxorCwUOTm5goAokePHkIIIT7++GPVaw0ZMqRR/y9t/fbbb6rzm81msW/fPgFAREZGCqvVqjp+7dq14qmnnhLnzp2zO9fx48eFyWRSnc9isQghhPj999/trrU7P8unTp1y+P+pU6dOXnn/tmxf59FHH/XJ6zh7XYPB4JfXq8+5c+ccXvcbb7xRhIeH221fsGCB6vG4cePk//eSY8eOOfzcBAOr1aoq//LlywNdJJcOHz6sKm9hYWGDz/XKK68IAKJNmzbiyJEjXizlBZ58f4dEDY/JZEJ+fr6qR7hWq0VaWpo8+iMQzp07h48++givv/46HnvsMYwdOxYajQZhYWEB6TfQWMq/iAFg3759DpsjPPHhhx/i888/d+uvHmnBSX/U8NgO5Qbqr+EJCwtD9+7dnZ7XtknrmmuuAQD89NNPcn8oZTMVUDfs/4orroBWq1X9hRUbG4vY2Fj5sVTDExkZKW+TmmgGDhyISy65RD7etoZH+gvX27WhtstGHDp0SO5w3aFDB7u/oocOHYoXX3zRYR+BxMREhIeHY9u2bZg+fTqqqqrkz0GvXr3sakrcWastLi4O+/btUw2PB4DDhw97fbI+234Md955p2qSNl+S5siqqamBRqPB2rVr/fK6zjgbGZebm2t33auqqnD//fdj+fLlePfdd2G1WvHRRx/Z/Q5o166dW31LAkGj0aj6O44aNQrjx48PyuUXKioqVKOv/v3vfzeqn9nf//53XHHFFThx4gSGDRuGL774wu0uAL4QEoHn5MmTsFgsdtWgCQkJDoew1tTUwGg0qm6+YLFYcPfdd2PGjBl444038Mknn8jbExMT0aFDB7s25WBVWVmpaj8vKChAt27dvHZ+d2Ym/e233wA0rCnM07K0bt3abnt9geevf/0r4uPjnZ7XNvD07dsXkZGRqvceHh6uCpHKToPKc8fGxqrWXJLua7Va+Re/1EwkhQFp9Mjp06dhNBrlJi/pF5o3fw6sVqvdwqB79uyR50FxFQxd6d27N+bOnasKdgBUI2Pat2/vdpNEt27dcOTIERw4cEAVmhYvXoxXX30VKSkpqoVXG0rZ7DJ16lR8+umnfltPrmfPnqrHw4YNw7Rp0/w6G7DZbMa3334Lo9GIiRMnuvWcNWvWIDIyEhqNBn/9618xZcqUJjfKSRIZGSn/gQPUzcQ+atSooJuRefLkyfL9du3aYcqUKY06X2RkJD777DPExcVh27ZtGDlyJAOPv2VlZSEmJka+JScn++R1WrRogVtvvRVjx45FZmYmXn75ZdUqyEePHsVVV13lk9f2puPHj6uGJp45c8Zl34qGcLcfDGA/csDbrFYr4uLi5MfSaCapn42zwCP1R3HGdpSWRqOxWxXbYDA4/UtVGcJsA4+ys7M0amzlypUAIL8XqYbHbDYjJiYG//73vwFAnjzM0TxDDbV7926cPHlStW3q1KnYu3cvAPWUBt6gnE1Z+sPCE126dFFNaHjo0CHMnDkTmzZtavRIKmnOHQB46qmn/D5aR6vV2g3Xf+edd/y6yrder8ef/vQn1Wf2f//7H06fPm1Xm3rkyBEIIVRTOoSC//3vf3bbgqZvy3nKObuOHj3qlYDZtWtX5OfnIyMjA6NHj3Z7njZfCInAEx8fD51OZ9dMVFJSYtfZE6j7a6u8vFy+SdO8+8KaNWuwdOlSvPHGG5g1axYOHjyomun25MmT8lDaYGQ2m5GUlCQ/njdvnqopxVukL0JXpB8+f9TwKEPHXXfdBaD+Gh7bDqm2bDstA7CrSdLr9XbNWhJlCHNWw+OItK9ly5aqX2BSwJHWsvJm4Hn99dcB1HXSlCZ3KyoqwmuvvQbgwnBpb+ncuTNKS0tx8ODBRq1NJZVP2dx08uTJRnU0VX7R2U6K5y/XXnstSktL5Q7eQN2SMP4wcuRIh9uHDRuGVq1aoVWrVnLz6/PPP2/XxBgq4uLi8Nlnn6m2LVmyJEClqWsulH4fWa1W1e+G//znP16tTevcuTPeeustfPTRR147Z0OERODR6/Xo378/cnJy5G1WqxU5OTkO13QyGAyIjo5W3fwpJiYGRqNR/iLy1Wyr3jBt2jTV44cffjhAJbkQdPxRw6N8DakpTxl4pGYns9msCjxvvPGGHJAk0qgf2yYtwH4YusFgcPqLRhmOpNpJiavPsLRPo9E4/OKWmjyqqqrkUU5VVVUNHqb96quvymsJXXLJJaqV6CW9e/du0LldadOmjV2NmaeUTWNKtrNVe0KaNfqhhx4KaJNMmzZt5JmCAeCrr77yqGa1IU6fPq2a5Vpy6623qq5F165dIYSwW6Ih1IwcORK//fab/N5zcnICssBtTU0NevTogTZt2uDbb7+1mxHZ9ndYqAiJwAPUrbz93nvvYcmSJdi1axemTp3qcErsYNGyZUvVIpCOOskGg/fee0++n5WVFcCS+K+GRwjhMFS5U8PTpk0bu86I0lwotk1agDqohIWFQavVyhPwPfbYY6rzKKcDcFXDY/tXo6vanxYtWqiGt0vNd2PGjMHFF1+M/Px8p891ZubMmfL9yZMn4+abb7b7K78hK6T7w5AhQxxud2ddJUeU/y+83QzcELGxsRg7dqz82JfNa0IIVUhXLmjqKAQ1F3369FFNVhqIprvXX38df/zxB4xGI/70pz/h+++/l/cdOnQoaDuAN1bIBJ5Ro0bh9ddfx+zZs9GvXz8UFBQgOzvb7SnEA2Hw4MHyfX+2p7tLORPv3/72N3kiqUCRgo6vA88ff/zhsCbEncDjiPTLo74aHqmZ66677kJxcTH+8Y9/qM6jPPayyy5TNS0qQ8348eNx++23O9xnq3379jAYDPJrV1RUQAiBL7/8EkIILFq0yOlzHVE2iz3yyCO48cYbAai/WPPz84O282n79u3lv2779+8vr/5cWFjo8bkKCwtVHXSDpb/ewoUL5fuOlknwloceeki+/7e//Q3Tpk2DEAJCCKfNts2FXq+X+46uX78eGo3GryN3n376aYfb169f73SNrFAQMoEHqJvJ8vDhw6ipqcHGjRtVa/AEK2kW2EmTJnllNEhjHT16FCdPnsR7772nGto7d+5cnweN+kgje3zdpPXRRx9h/fr1dtulv8oiIyMdBh5n10f65W61WuX1uBwFHuWXQEJCgt35brvtNkybNg3Lly9HWFiYKsgo+1kB6gntlK/xn//8R3Wc1F9C+n9tNBpVfcwcfSZrampw9913Y/HixXb7pGn14+Li5CUgAKBt27byl92VV15p97xgsmLFCgghsHnzZvm62k7iWJ8rr7wSl156qWpbMNTwAPZD9nfs2OH11zCZTKqlQj744AOvv0ZT991336keJyYmIjIyUm5CN5lMWLBggcOlZNwlhMCpU6dU25z1l/zrX/9qt/p5qAmpwNMUKZst+vXrF7iCoK6vSYcOHdCmTRvcd999qn2OVhX2pvfff7/eY6Qq8UAFLynwREREqAKPNLRUGcSUYUQZZKQaEKlGxVENjzNhYWF4++238de//tXuNWwDj/L/l/K4u+++WzUPitScJX0JVlRU4I8//pD3O1qD6dNPP8VHH32ESZMm4X//+5/qfIcOHQLg/U7JgSINJd6+fbvdUh3OFBQUYOvWraptwTb8WLkArdRR25uUHaKvvfZavw3Bb0q6d+9uV7NfXV2NoUOHQqPR4NJLL8WDDz6Inj174m9/+xsuueQSZGVluf05FEJAq9UiPj4eGo0Gx44dg8lkUo06LCsrw5kzZ7B161b897//9er7C0YMPAF25513yveLiorkKnR/+/HHH51OHd6YDpvumjx5sqq/kCNSrUWwBR5HTVrKplRl4JGaCeur4XGHcq0f26kVlK9vOzeQcg4c6ZpKzWOnTp1SBZ6dO3faNe8p59H4y1/+gtGjR8tf8FJACpXAIy1HAAATJkxAZWWlPJGfM1dccYXq8WWXXRZ0TXjK1b/z8/O9GsgqKytVzVlfffWV184daoYPH+50nSnlHxtLly7F3r178eSTT6Jt27Z2tTZKFRUVDidolZqvJYMGDUJMTAxiY2PRr1+/ZhFKGXgCTKPRqGakte234S/OOiTPmzdPFcp8qb6mKn+N0nJGao6KiIiQA4uzwJORkQGgrhNsWFiYvE+q4ZGer2xe8DTwXHLJJXjrrbewevVqeQ0tyZgxYzB+/HjMnTtX/sKWKEdISddUCkx//PGHKvAYjUbV/DQA7ObXAS7UGEi/pBs7WipYGAwGeQLF7OxstGjRAn369EHPnj0dTmehbPrq1q0bvv76a7sZp4OFNHps+/btqgEUjWE0GlVzdv33v/91a9br5kyn03k8Os12lu7ly5dj48aNOHLkCO655x63zrFq1SqPXjMUMPAEgd69e2PBggXyY2WPeX/47bff5Onm4+LicMstt+Dmm29GRUVFQIeh22rIKC3bINAYjmp4bIelSx588EGsX79enndDCjOuanga8hdWRkYGhg0bZrc9NjYWS5YssZvtWHpt6a/79PR0AJBDUVFRkSrwAFANT3/nnXcc1kJKfX2kmZSlkWmhQJp9VlnTtWvXLnTs2NGu9lM5h8yvv/6KW265pcGL6/qa8nMjNZM21m233aZ6/Le//c0r5w11zzzzDA4ePAghhKq50Zm5c+fi888/x+zZs6HRaDB69GgMHDgQHTt2tJvrR5qAVOnvf/+70ykYQhkDT5C4//775fs333yzquOoN0lzQGg0GrnTnPKvheXLl+Prr79GTk6O6i+1YOJJ4PHml40nTVo6nQ6DBg2Sh5JLI7Vsa3ga06TVGKtWrUJ+fj5uuOEGAOrAY9tBd+fOnfK/tvMySaRpFfbs2QMA6NGjh0/KHQiuaij++te/ykP3lUONDQZD0H+haDQaXH311fJjb8zJk5ubK98fM2ZMo8/XXISHh8u1osnJyXIHfyEEjEYjtmzZghdffFH1nJEjR7qcyPKZZ56B0WjEiBEjsHr1arnmZ9q0aar5mJoTBp4godFoVLOgtmrVCk899VSjZni1derUKVXH6MGDB2PatGnyvDFt27YN2vlRlDxp0vJG4JHOoQw8Um1MQUFBvcPSgQthpjGdlr2pQ4cOqtFSUuA5cOCAXMMj1Y5JC/C6mpPn9OnTMJlMOHDgAIDQCjxA3bIYzlx11VX405/+pBqCHgwjLt2hnAXandnOXZGafCXBtmxCU9WyZUtcccUVeOqpp1BVVeXW77QHH3wQzz//vBzWhw0bhg8++ABCCNV8SM0NA08Qse2/8/LLLzucpdZdp0+fxg8//IADBw7ghRdecLiwpXJ+lMLCwoAOPXc33Pm7hkfq36Icli413axdu9ajwCMt0Ck9DlQNjy2pI/PPP/+Mr7/+GgAwevRoABeGsiubtmxndt69ezcOHjwIi8WCiy66yG7UWFP3yiuvID4+Hl26dMGZM2ewd+9eVSf/b7/9VjVazXZx02CVkJAgN8NddtlljZqXRzkyzWg0Bl1H7VAQGRlpt6I8UPc7ymQywWq1wmKxqKYEoAsYeIJIYmKivCK4ZOzYsR5XNX/yySfQ6/Vo3bo1Bg0ahG7dumH27Nkun9OqVSufrJHlC8rVxG3Zzn3ijcBTW1urWgcrMjJS1VfBncAjNWm5CjyBHCXhaG4c5Rd6dna2XHvzwgsvoLS0VLX68//93//JQ5EvueSSkPuyi46OxokTJ3DgwAHExsaie/fudnMaSaRmwqZCORv9W2+91eB5eaSOz3/5y1/YUdnHfvvtN/Tt2xdr1qyR+/1ICxIHer60YMYrE2T69OmDoUOHqrYlJye7HIaotGHDBowdO9bhXwGSiooKu1W9bTuqBjNXwUK5wCbgnVqT2tpaVafyuLg4eaRTUlKSW4FH+otf6usilUs5R46v1zVyxdEvSWWn1v/+97/yF1qPHj1gMBjw008/qYZoz507F0Dg55Pyl8TERLnvnfKPhW+++SZAJWqY559/XjVyTxq95Qmz2Sz//w+WGaVDWZ8+fVBQUBByK8r7GgNPEFq7dq1qXozjx48jPj4eI0aMwIoVK/Djjz9iyZIlqpBiMplw7bXXuvzrMjY2Fnv27EGLFi0QHh4Ok8mETZs2wWw2e3U0U0O5atJ67rnn3DqHco4ZwHuBR7n2j0ajkc9bU1PjVuCRgo1tDY+yY7i0L1CUMyfHxMSgZcuWcpNnXl6evMjhxRdfLB+nnAtIEuwzKXvTggULUFVVJTdzHTp0qEnOZ6Jsjvrss8+we/duj55fUFAg31f2ZSIKJgw8QUqj0ag6FALAF198gVGjRuH666/HxIkTkZycLI+4MhgM+Pnnnx2ea968eRBC4MyZM6ovq/DwcFx99dVBM2zWWQ1H69at622SkyQmJqr+6vHGl09tba08zHrGjBkA0ODAI5Ger2z6CXRHV+WQamniwOuuuw6AehI0ZW1A27Zt7foL2M77E8o0Go1ce9e9e/cmuw6RTqdT/QF12WWXefT8ESNGyPdtJ8EkChYMPEHsz3/+M2655ZYGPbeyslIe1hhMc+m44izweNImLYSQv6QB79XwSGVLTExUnddkMjUq8ChVVlY2uqyN4SjwKFe7BurWg7J9nw8++KDqcXMKPKGkffv2qho7jUaD48eP1/u8jz/+WJ6csqG/r4j8gYEnyH399dd2i8zV548//giKJipPOZve3pMOsNL6MRJv1fBI079LtWHSeRsaeByVK9CdxqV1tYALy1EkJiaq5pNRLkqqlJOTI99X1iJS0/Lrr7+qHtsuk2HLZDJh3Lhx8uPmsB4TNV0MPE3ATTfdJNfWLF68GN27d8eaNWtQUVEBs9mMb7/9FqtXr8bevXvxxx9/qL64mhJnNTyOAs/27dsdHmvbD8hbNTxS4JFCjTLc2O5zxDbMKMu1cuVKdOvWDR9++GGjy9oYyv5E0n2tVqsquzRDs62bb74ZZ86cwalTp+TJFqnpsa2dKykpcXpsdXW13c+Xoz5dRMGCgaeJmTBhAvbu3Ytbb70VLVq0QFhYGAYPHoxhw4ahe/fuTTbsAOrAs2jRIvm+o8Bz+eWXO2zqEkKozuONGh6z2SyPepNqeJThRlpMs6FNWiNGjMC+ffswcODARpe1sSZMmICEhATV4o/KJquUlBSnz42NjbUbJUdNj3I1bmfzvgDqn1EAOHz4sE/LRdRYDDwUNJRBRTk3iLMmLUdNYLaBx50aHldf4pIvvvgCwIXAo+zoLQ3xb2wfnmCwePFiHD16VLXauXI9pD//+c+BKBb5UXx8PGpqahAXF4dz585hw4YNdsccPXpUtcxIVlYW+25R0GPgoaDhjT48ADwKPAkJCR6t+eOoSSuUAg9g/z4SExNRWVkJs9kcchMKkmN6vV4e7ajsnyWEwAcffKDq4D579mzMnDnT72Uk8hQDDwUN2z48l1xyCQDgjjvucPscntbwaLValzM323JUw9PYJq2mICoqKmimLyD/kGo+s7KysHnzZhiNRmi1Wtx7772q4yZPnswgTE0Cf4NR0LANPBs2bMBXX32FUaNGuX0Oq9Wqqimqrw9PWFhYgwJPKNfwEAHAoEGD5PtXX321w1DzyCOPsCmLmgzW8FDQsF1wMiEhARMnTvR4IUZlcKpvZXVPA490PmWHaXdqeGxHLjHwULDr06ePauSg7QjIzz//HP/85z/9XSyiBmMNDwWN8ePHY9u2bRg8eHCDz2HbpFVf4NHpdA2q4dFoNNDpdLBYLG7V8NjOi8TAQ03BxIkT8dNPP+H999+Xt/3vf/9j53VqkljDQ0EjLCwM8+bNw/Dhwxt8DtvAU98szQ1t0gIuBBwp8Lh6LQYeaqrmzJkj33/55ZcZdqjJYg0PhRRf1/Aoz2cbeFjDQ6GoQ4cOyM/Ph06nQ9++fQNdHKIGYw0PhRStVutRDU99geeBBx5QPVbW8Ej3GXgo1F155ZUMO9TkMfBQSNFoNF7ttDx79mzVWlKOmrTc6bRsO6Tbk1olIiJqPAYeCjnerOHR6/WqxTAb2qRli/OWEBH5FwMPhRTbGp7GdlrW6XSqINPQJi2AzVhERIHEwEMhxTbw1FeTUl8NT1hYmMOQIz3X9lyutGnTxuV+IiLyHQYeCim2gac+er2+3sBTXw2PpL7A442V24mIqGEYeCjkKJeWqK+Gp3Xr1h41aTm77+ixrfqa14iIyHf4G5hCiqdNWq1bt3ZZ86LT6Zw2Y3kaeO6//34AwLXXXuvyOCIi8j5OPEghxdMmrfpqeLRardeatB5++GF06dIF6enpbpePiIi8gzU81GQNGDAAANCjRw95m6c1PLGxsfXOieOtGp7w8HCMHDkSLVq0cHkcERF5HwMPNVmff/45Hn/8cWRnZ6u2KwOP7QrPttxZS8tbfXiIiChwGHioyWrfvj3+8Y9/oHPnzvK2jh07qjot1xd4nA1Lv/baa7Ft2zYAzmt4PG3SIiKiwGEfHgoJq1evRnZ2Nu6//35s2bJF3t7QwHPvvfeid+/e8jGSxszDQ0REgcPAQyFh2LBhGDZsGADglVdeQXFxMaZMmYJNmza5fJ5Wq3UYeJRDyNmkRUTU9LFJi0JOQkICvvrqK9xxxx2qGp6tW7faHavT6RAREYEuXbqotrsTeNikRUTUdDDwUEhTBh7lIqASnU4HrVaLbdu2YfXq1fJ2ZeBxJ/w4ekxERMGDgYdCmjLwOBqiLoWUFi1aqIaLO5sVmTU8RERNEwMPhTRl4HEUYpzV5DgLPOy0TETUNDHwUEhzt4YHcC/wsEmLiKhpYuChkFZfDY+zwOMsvLhq0rJ9TEREwYOBh0KacmHQ+mp4lIFFeazyPmt4iIiaJp8FnpdeegnXXHMNoqKiEBsb6/CYoqIiDBs2DFFRUWjbti1mzJiB2tpa1TG5ubm48sorYTAY0L17dyxevNjuPPPnz0fnzp0RERGBlJSUeudeoebjvvvuQ9euXfHGG2/U24fHVe1Nfce7eg4REQWezwKPyWTCXXfdhalTpzrcb7FYMGzYMJhMJvz8889YsmQJFi9ejNmzZ8vHHDx4EMOGDcNNN92EgoICPPLII7j33nvx9ddfy8csX74cmZmZmDNnDrZs2YK+ffsiPT0dpaWlvnpr1IR07doV+/fvR2Zmpkc1PM5qa5TnYJMWEVHT4bPA89xzz2H69Ony9Py2vvnmG+zcuRMfffQR+vXrh6FDh+KFF17A/PnzYTKZAAALFy5Ely5d8MYbb+Cyyy5DRkYG7rzzTvzzn/+UzzN37lxMmTIFkyZNQs+ePbFw4UJERUVh0aJFvnpr1ETVF3jcqeFRUjaXufscIiIKjID14cnLy0Pv3r2RkJAgb0tPT4fRaMSOHTvkY9LS0lTPS09PR15eHoC6WqT8/HzVMVqtFmlpafIxjtTU1MBoNKpu1Dy5U8PjKCgBQFRUlNNzERFRcAlY4CkuLlaFHQDy4+LiYpfHGI1GnDt3DidPnoTFYnF4jHQOR7KyshATEyPfkpOTvfGWqAlydxZlR5SBR6vVOg1GREQUeB4FnieeeAIajcblbffu3b4qq9fMmjUL5eXl8u3IkSOBLhIFiLMaHneap5SBh81ZRETBzaPf0o8++igmTpzo8piuXbu6da7ExES70VQlJSXyPulfaZvymOjoaERGRkKn00Gn0zk8RjqHIwaDAQaDwa1yUmhzdyV0Rxh4iIiaDo9+S7dp0wZt2rTxygunpqbipZdeQmlpKdq2bQsAWLduHaKjo9GzZ0/5mLVr16qet27dOqSmpgKo6zTav39/5OTkYMSIEQAAq9WKnJwcZGRkeKWcFNo8HaWldNFFF3l0PBERBY7P+vAUFRWhoKAARUVFsFgsKCgoQEFBAc6ePQsAuOWWW9CzZ0/cfffd+O233/D111/j6aefxrRp0+TalwceeAAHDhzA448/jt27d+Odd97BihUrMH36dPl1MjMz8d5772HJkiXYtWsXpk6disrKSkyaNMlXb41CiDt9eNzptMwaHiKi4Oaz39KzZ8/GkiVL5MdXXHEFAOD777/HjTfeCJ1Oh9WrV2Pq1KlITU3FRRddhAkTJuD555+Xn9OlSxesWbMG06dPx5tvvokOHTrg/fffR3p6unzMqFGjcOLECcyePRvFxcXo168fsrOz7ToyEzmiDDYRERHyfbPZXO9zGXiIiJoOn/2WXrx4scNZkZU6depk12Rl68Ybb8TWrVtdHpORkcEmLGoQZeBp2bKlfF+5BpfVanX4XAYeIqKmg7+lqVmzbbpatGgRtm/fjpSUFHn7uXPnHD6XfXiIiJoOBh5q1mzX13LU96u6utrhc1nDQ0TUdHC1dGrW3KmZGTBggMPtDDxERE0Hf0tTs+ZO4MnMzERkZCSGDBmi2s7AQ0TUdPC3NDVr7gQeg8GARx55xG47+/AQETUdbNKiZs22D48nbBcPJSKi4MXAQ81aeHh4g58bGRkp36+trfVGcYiIyEcYeKhZa0zfG71eL993NlcPEREFBwYeatYaU8Oj7LfDwENEFNwYeKhZ+fjjj3H77bfLjxtTw6NcY4uBh4gouDHwULMyZswYvPbaa/Jjbw0nVy5FQUREwYeBh5odi8Ui329Mk5azcxIRUfBh4KFmR9n85K0aHjZpEREFNwYeanaUtTFs0iIiah4YeKjZ6dKli3zfWzMks4aHiCi4cWkJanaioqJw6tQpr/XfARh4iIiCHQMPNUtxcXFePR8DDxFRcGOTFpEXMPAQEQU3Bh4iL/Bm8xgREXkfAw+RF3ir8zMREfkGAw+RF5jN5kAXgYiIXGDgIWqERYsWwWAwYMmSJYEuChERuaARnDENRqMRMTExKC8vR3R0dKCLQ02M2WxmHx4iogDw5PubNTxEjcSwQ0QU/Bh4iIiIKOQx8BAREVHIY+AhIiKikMfAQ0RERCGPa2kBkAaqGY3GAJeEiIiI3CV9b7sz4JyBB0BFRQUAIDk5OcAlISIiIk9VVFQgJibG5TGchwd1Cz8eO3YMLVu2hEaj8eq5jUYjkpOTceTIEc7xUw9eK/fxWnmG18t9vFbu47Vyn6+ulRACFRUVSEpKglbrupcOa3gAaLVadOjQwaevER0dzR8IN/FauY/XyjO8Xu7jtXIfr5X7fHGt6qvZkbDTMhEREYU8Bh4iIiIKeQw8PmYwGDBnzhwYDIZAFyXo8Vq5j9fKM7xe7uO1ch+vlfuC4Vqx0zIRERGFPNbwEBERUchj4CEiIqKQx8BDREREIY+Bh4iIiEIeA4+PzZ8/H507d0ZERARSUlKwadOmQBfJr5599lloNBrV7dJLL5X3V1dXY9q0aWjdujVatGiBkSNHoqSkRHWOoqIiDBs2DFFRUWjbti1mzJiB2tpaf78Vr9uwYQOGDx+OpKQkaDQarFq1SrVfCIHZs2ejXbt2iIyMRFpaGvbu3as65vTp0xg3bhyio6MRGxuLyZMn4+zZs6pjtm3bhuuvvx4RERFITk7Gq6++6uu35hP1Xa+JEyfafdaGDBmiOqY5XK+srCxcffXVaNmyJdq2bYsRI0agsLBQdYy3fu5yc3Nx5ZVXwmAwoHv37li8eLGv355XuXOtbrzxRrvP1QMPPKA6pjlcKwBYsGAB+vTpI08emJqaiq+++kreH/SfK0E+s2zZMqHX68WiRYvEjh07xJQpU0RsbKwoKSkJdNH8Zs6cOeLyyy8Xx48fl28nTpyQ9z/wwAMiOTlZ5OTkiM2bN4uBAweKa665Rt5fW1srevXqJdLS0sTWrVvF2rVrRXx8vJg1a1Yg3o5XrV27Vjz11FPi888/FwDEypUrVftfeeUVERMTI1atWiV+++038Ze//EV06dJFnDt3Tj5myJAhom/fvuKXX34RP/zwg+jevbsYM2aMvL+8vFwkJCSIcePGie3bt4tPPvlEREZGin//+9/+epteU9/1mjBhghgyZIjqs3b69GnVMc3heqWnp4sPP/xQbN++XRQUFIhbb71VdOzYUZw9e1Y+xhs/dwcOHBBRUVEiMzNT7Ny5U7z11ltCp9OJ7Oxsv77fxnDnWt1www1iypQpqs9VeXm5vL+5XCshhPjyyy/FmjVrxJ49e0RhYaF48sknRXh4uNi+fbsQIvg/Vww8PjRgwAAxbdo0+bHFYhFJSUkiKysrgKXyrzlz5oi+ffs63FdWVibCw8PFp59+Km/btWuXACDy8vKEEHVfclqtVhQXF8vHLFiwQERHR4uamhqflt2fbL/ArVarSExMFK+99pq8raysTBgMBvHJJ58IIYTYuXOnACB+/fVX+ZivvvpKaDQacfToUSGEEO+8845o1aqV6lrNnDlT9OjRw8fvyLecBZ7bbrvN6XOa6/UqLS0VAMT69euFEN77uXv88cfF5ZdfrnqtUaNGifT0dF+/JZ+xvVZC1AWehx9+2Olzmuu1krRq1Uq8//77TeJzxSYtHzGZTMjPz0daWpq8TavVIi0tDXl5eQEsmf/t3bsXSUlJ6Nq1K8aNG4eioiIAQH5+Psxms+oaXXrppejYsaN8jfLy8tC7d28kJCTIx6Snp8NoNGLHjh3+fSN+dPDgQRQXF6uuTUxMDFJSUlTXJjY2FldddZV8TFpaGrRaLTZu3CgfM2jQIOj1evmY9PR0FBYW4syZM356N/6Tm5uLtm3bokePHpg6dSpOnTol72uu16u8vBwAEBcXB8B7P3d5eXmqc0jHNOXfb7bXSrJ06VLEx8ejV69emDVrFqqqquR9zfVaWSwWLFu2DJWVlUhNTW0SnysuHuojJ0+ehMViUf2PBYCEhATs3r07QKXyv5SUFCxevBg9evTA8ePH8dxzz+H666/H9u3bUVxcDL1ej9jYWNVzEhISUFxcDAAoLi52eA2lfaFKem+O3rvy2rRt21a1PywsDHFxcapjunTpYncOaV+rVq18Uv5AGDJkCO644w506dIF+/fvx5NPPomhQ4ciLy8POp2uWV4vq9WKRx55BNdeey169eoFAF77uXN2jNFoxLlz5xAZGemLt+Qzjq4VAIwdOxadOnVCUlIStm3bhpkzZ6KwsBCff/45gOZ3rX7//XekpqaiuroaLVq0wMqVK9GzZ08UFBQE/eeKgYd8aujQofL9Pn36ICUlBZ06dcKKFSua1A85Bb/Ro0fL93v37o0+ffqgW7duyM3NxeDBgwNYssCZNm0atm/fjh9//DHQRQl6zq7VfffdJ9/v3bs32rVrh8GDB2P//v3o1q2bv4sZcD169EBBQQHKy8vx2WefYcKECVi/fn2gi+UWNmn5SHx8PHQ6nV0P9ZKSEiQmJgaoVIEXGxuLSy65BPv27UNiYiJMJhPKyspUxyivUWJiosNrKO0LVdJ7c/X5SUxMRGlpqWp/bW0tTp8+3eyvHwB07doV8fHx2LdvH4Dmd70yMjKwevVqfP/99+jQoYO83Vs/d86OiY6ObnJ/zDi7Vo6kpKQAgOpz1ZyulV6vR/fu3dG/f39kZWWhb9++ePPNN5vE54qBx0f0ej369++PnJwceZvVakVOTg5SU1MDWLLAOnv2LPbv34927dqhf//+CA8PV12jwsJCFBUVydcoNTUVv//+u+qLat26dYiOjkbPnj39Xn5/6dKlCxITE1XXxmg0YuPGjaprU1ZWhvz8fPmY7777DlarVf6lnJqaig0bNsBsNsvHrFu3Dj169GhyzTOe+uOPP3Dq1Cm0a9cOQPO5XkIIZGRkYOXKlfjuu+/smui89XOXmpqqOod0TFP6/VbftXKkoKAAAFSfq+ZwrZyxWq2oqalpGp+rRnd7JqeWLVsmDAaDWLx4sdi5c6e47777RGxsrKqHeqh79NFHRW5urjh48KD46aefRFpamoiPjxelpaVCiLphjB07dhTfffed2Lx5s0hNTRWpqany86VhjLfccosoKCgQ2dnZok2bNiExLL2iokJs3bpVbN26VQAQc+fOFVu3bhWHDx8WQtQNS4+NjRVffPGF2LZtm7jtttscDku/4oorxMaNG8WPP/4oLr74YtUw67KyMpGQkCDuvvtusX37drFs2TIRFRXVpIZZS1xdr4qKCvHYY4+JvLw8cfDgQfHtt9+KK6+8Ulx88cWiurpaPkdzuF5Tp04VMTExIjc3VzWUuqqqSj7GGz930vDhGTNmiF27don58+c3uaHW9V2rffv2ieeff15s3rxZHDx4UHzxxReia9euYtCgQfI5msu1EkKIJ554Qqxfv14cPHhQbNu2TTzxxBNCo9GIb775RggR/J8rBh4fe+utt0THjh2FXq8XAwYMEL/88kugi+RXo0aNEu3atRN6vV60b99ejBo1Suzbt0/ef+7cOfHggw+KVq1aiaioKHH77beL48ePq85x6NAhMXToUBEZGSni4+PFo48+Ksxms7/fitd9//33AoDdbcKECUKIuqHpzzzzjEhISBAGg0EMHjxYFBYWqs5x6tQpMWbMGNGiRQsRHR0tJk2aJCoqKlTH/Pbbb+K6664TBoNBtG/fXrzyyiv+eote5ep6VVVViVtuuUW0adNGhIeHi06dOokpU6bY/XHRHK6Xo2sEQHz44YfyMd76ufv+++9Fv379hF6vF127dlW9RlNQ37UqKioSgwYNEnFxccJgMIju3buLGTNmqObhEaJ5XCshhLjnnntEp06dhF6vF23atBGDBw+Ww44Qwf+50gghROPriYiIiIiCF/vwEBERUchj4CEiIqKQx8BDREREIY+Bh4iIiEIeAw8RERGFPAYeIiIiCnkMPERERBTyGHiIiIgo5DHwEBERUchj4CEiIqKQFxboAgQDq9WKY8eOoWXLltBoNIEuDhEREblBCIGKigokJSVBq62nDscrK3J50fr168Wf//xn0a5dOwFArFy5st7nfP/99+KKK64Qer1edOvWzeOFxo4cOeJ0ETneeOONN9544y24b0eOHKn3uz7oangqKyvRt29f3HPPPbjjjjvqPf7gwYMYNmwYHnjgASxduhQ5OTm499570a5dO6Snp7v1mi1btgQAHDlyBNHR0Y0qPxEREfmH0WhEcnKy/D3uSlCvlq7RaLBy5UqMGDHC6TEzZ87EmjVrsH37dnnb6NGjUVZWhuzsbLdex2g0IiYmBuXl5Qw8RERETYQn399NvtNyXl4e0tLSVNvS09ORl5fn9Dk1NTUwGo2qGxEREYWuJh94iouLkZCQoNqWkJAAo9GIc+fOOXxOVlYWYmJi5FtycrI/ikpEREQB0uQDT0PMmjUL5eXl8u3IkSOBLhIRERH5UNB1WvZUYmIiSkpKVNtKSkoQHR2NyMhIh88xGAwwGAz+KB65UG22IEyrQZiuWeZuIiKvsVgsMJvNgS6GT4SHh0On0zX6PE0+8KSmpmLt2rWqbevWrUNqamqASkTuOHK6CsP+9QP6Jsfiv5NTAl0cIqImSQiB4uJilJWVBbooPhUbG4vExMRGzZUXdIHn7Nmz2Ldvn/z44MGDKCgoQFxcHDp27IhZs2bh6NGj+M9//gMAeOCBB/D222/j8ccfxz333IPvvvsOK1aswJo1awL1FsgNP+w9CWN17fl/zYiOCA90kYiImhwp7LRt2xZRUVEhN3muEAJVVVUoLS0FALRr167B5wq6wLN582bcdNNN8uPMzEwAwIQJE7B48WIcP34cRUVF8v4uXbpgzZo1mD59Ot5880106NAB77//vttz8FBgVJlq5fsnKmoYeIiIPGSxWOSw07p160AXx2ek7imlpaVo27Ztg5u3gi7w3HjjjXA1NdDixYsdPmfr1q0+LBV5W0X1hcBzVnGfiIjcI/XZiYqKCnBJfE96j2azucGBh71FKSCM1Rc611WaGHiIiBoq1JqxHPHGe2TgoYAwnrsQcqpqLAEsCRERNQcMPBQQ58yKwGNm4CEiIt9i4KGAMNVe6KdVVcMmLSKi5mTixInQaDTQaDTQ6/Xo3r07nn/+edTW+u77gIGHAsJsscr3K00e1vAc/hn46E6geHv9xxIRUVAaMmQIjh8/jr179+LRRx/Fs88+i9dee81nr8fAQwGhDDznPO20vOF1YN86YOmdXi4VERH5i8FgQGJiIjp16oSpU6ciLS0NX375pc9eL+iGpVPzoAw8ZovzaQgc2p9T92/FcS+WiIioaRNC4FyA+kRGhusaPZIqMjISp06d8lKJ7DHwUECYFCFHGX6IiKhhzpkt6Dn764C89s7n0xGlb1ikEEIgJycHX3/9NR566CEvl+wCBh4KCHPthZBTa/WwhoeIiJq81atXo0WLFjCbzbBarRg7diyeffZZn70eAw8FhLpJizU8RESNFRmuw87nA7OsUmS457Mf33TTTViwYAH0ej2SkpIQFubbSMLAQwHhtcBjrgbCI7xQIiKipk2j0TS4WSkQLrroInTv3t1vr8dRWhQQyo7KtZ52WladqMoLpSEiolDHwEMBYVLU6pg8qeGx2hxrMTs+joiISKHp1H1RSFE2Y3lUw2O1CTgWk5dKRERE/rJ48WK/vyZreCgglKO0POrDY1ujYxuAiIiIHGDgoYAwW5Xz8HhQw2Nbo8MmLSIicgMDDwVEbUNHaVltlqFgkxYREbmBgYf8zmoVUM41WGvbEdkV2xodBh4iInIDAw/5nUWom7DMtY3ptOzhwqNERNQsMfCQ31lslpIws4aHiIh8LGgDz/z589G5c2dEREQgJSUFmzZtcnn8vHnz0KNHD0RGRiI5ORnTp09HdXW1n0pLnrDts9OoUVoMPERE5IagDDzLly9HZmYm5syZgy1btqBv375IT09HaWmpw+M//vhjPPHEE5gzZw527dqFDz74AMuXL8eTTz7p55KTO2xreBo1D49tJ2YiIiIHgjLwzJ07F1OmTMGkSZPQs2dPLFy4EFFRUVi0aJHD43/++Wdce+21GDt2LDp37oxbbrkFY8aMqbdWiALDdnV0z2p4OEqLiIg8F3SBx2QyIT8/H2lpafI2rVaLtLQ05OXlOXzONddcg/z8fDngHDhwAGvXrsWtt97qlzKTZ+z68DRqHh4GHiIiql/QBZ6TJ0/CYrEgISFBtT0hIQHFxcUOnzN27Fg8//zzuO666xAeHo5u3brhxhtvdNqkVVNTA6PRqLqR/9jW6NR6NA+PbR8eTjxIRNTUnDhxAlOnTkXHjh1hMBiQmJiI9PR0/PTTTz57zaALPA2Rm5uLl19+Ge+88w62bNmCzz//HGvWrMELL7zg8PisrCzExMTIt+TkZD+XuHmzreExeVTDw8BDRNTUjRw5Elu3bsWSJUuwZ88efPnll7jxxhtx6tQpn71m0C0eGh8fD51Oh5KSEtX2kpISJCYmOnzOM888g7vvvhv33nsvAKB3796orKzEfffdh6eeegparTrXzZo1C5mZmfJjo9HI0ONHjerDw5mWiYiatLKyMvzwww/Izc3FDTfcAADo1KkTBgwY4NPXDbrAo9fr0b9/f+Tk5GDEiBEAAKvVipycHGRkZDh8TlVVlV2o0el0AAAh7GsPDAYDDAaDdwtObrOt4bF97PrJXEuLiMghIQBzVWBeOzwK0GjcOrRFixZo0aIFVq1ahYEDB/rt+zjoAg8AZGZmYsKECbjqqqswYMAAzJs3D5WVlZg0aRIAYPz48Wjfvj2ysrIAAMOHD8fcuXNxxRVXICUlBfv27cMzzzyD4cOHy8GHgoddH57GTDzI1dKJiOqYq4CXkwLz2k8eA/QXuXVoWFgYFi9ejClTpmDhwoW48sorccMNN2D06NHo06ePz4oYlIFn1KhROHHiBGbPno3i4mL069cP2dnZckfmoqIiVY3O008/DY1Gg6effhpHjx5FmzZtMHz4cLz00kuBegvkglSjo9HU/UHi2Tw8bNIiImrqRo4ciWHDhuGHH37AL7/8gq+++gqvvvoq3n//fUycONEnr6kRjtp8mhmj0YiYmBiUl5cjOjo60MUJeVuKzuCOd35GZLgO58wWAMDBrFuhcac6dOtS4IsHLzy+cRZw4xM+KikRUfCqrq7GwYMH0aVLF0RERDSZJi1n7r33Xqxbtw6HDx+222f3Xs/z5Ps7KGt4KLRJNTyGcK0ceCxWgTCdGz8snIeHiMgxjcbtZqVg1LNnT6xatcpn52fgIb+T+vBEhOkA1PXBqbUKhLnT3cquSYt9eIiImpJTp07hrrvuwj333IM+ffqgZcuW2Lx5M1599VXcdtttPntdBh7yO6mGJyL8Qj8s26Hqzp/MeXiIiJqyFi1aICUlBf/85z+xf/9+mM1mJCcnY8qUKT5dA5OBh/yuVg48F6p0LO52XGaTFhFRk2YwGJCVlSWPtPaXkJhpmZoWKdwYwi58/MzuDk23Wy2dNTxERFQ/Bh7yO2nenTCdFjptXUdltycftFstnYGHiIjqx8BDfic1aYVpNXLgcXt5CbvFQ9mkRURE9WPgIb+TanPCdBqEe1zDcz7ghEepHxMREbnAwEN+J82srNNqFTU8HjZpyYGn1vmxRERE5zHwkN/JfXi0GoTrtKpt9ZKatPSs4SEiAuoW2A513niPHJZOfueoD4/b62lJnZTDz88mysBDRM2UXq+HVqvFsWPH0KZNG+j1eveW6GlChBAwmUw4ceIEtFot9Hp9g8/FwEN+p+rDI9fweBh45BoejtIiouZJq9WiS5cuOH78OI4dOxbo4vhUVFQUOnbsqFo43FMMPOR3jvrwWDxt0pL68HAeHiJqxvR6PTp27Ija2lpYLJZAF8cndDodwsLCGl17xcBDfqfswyMtGOp+p2WphodNWkREAKDRaBAeHo7w8PBAFyWosdMy+Z2yD0+Yp8PSrbajtFjDQ0RE9WPgIb+TlpYI02kQdr491u2JB+3m4WHgISKi+jHwkN9JNTw6RZOW+xMP2jZpMfAQEVH9GHjI7y704dHKTVpu9+GRmrQ4Dw8REXmAgYf8Tt2Hp+4j6HEND+fhISIiDzDwkN9JfXh0ugtNWm7PtCwFHKmGx8qlJYiIqH4MPOR3jZpp2XYeHtbwEBGRG4I28MyfPx+dO3dGREQEUlJSsGnTJpfHl5WVYdq0aWjXrh0MBgMuueQSrF271k+lJU9II7LCtFrP19KSFgvlPDxEROSBoJx4cPny5cjMzMTChQuRkpKCefPmIT09HYWFhWjbtq3d8SaTCX/605/Qtm1bfPbZZ2jfvj0OHz6M2NhY/xee6iXV5oTrFDU8bs/DI9XwRNb9K6yA1QJodd4uJhERhZCgDDxz587FlClTMGnSJADAwoULsWbNGixatAhPPPGE3fGLFi3C6dOn8fPPP8szTXbu3NmfRSYPmKVRWjotwnWeLh4q9eG5SLHNzMBDREQuBV2TlslkQn5+PtLS0uRtWq0WaWlpyMvLc/icL7/8EqmpqZg2bRoSEhLQq1cvvPzyy07XFampqYHRaFTdyH8sDkZpub94qDTTsjLwsFmLiIhcC7rAc/LkSVgsFiQkJKi2JyQkoLi42OFzDhw4gM8++wwWiwVr167FM888gzfeeAMvvviiw+OzsrIQExMj35KTk73+Psg5qTZHubRErbszLds2aQGcfJCIiOoVdIGnIaxWK9q2bYt3330X/fv3x6hRo/DUU09h4cKFDo+fNWsWysvL5duRI0f8XOLmTe60rNMqhqV72KQVFgFozn98uWI6ERHVI+j68MTHx0On06GkpES1vaSkBImJiQ6f065dO4SHh0Onu9CP47LLLkNxcTFMJhP0er3qeIPBAIPB4P3Ck1ukcFPXafl8k5bbfXjON2npwgGdHqitZpMWERHVK+hqePR6Pfr374+cnBx5m9VqRU5ODlJTUx0+59prr8W+fftgVQxt3rNnD9q1a2cXdijw1MPSpbW0PGzS0oUD2roO6mzSIiKi+gRd4AGAzMxMvPfee1iyZAl27dqFqVOnorKyUh61NX78eMyaNUs+furUqTh9+jQefvhh7NmzB2vWrMHLL7+MadOmBeotkAu1itXSpWHpZneatIS4EG604XWhB2DgISKiegVdkxYAjBo1CidOnMDs2bNRXFyMfv36ITs7W+7IXFRUBK32QlZLTk7G119/jenTp6NPnz5o3749Hn74YcycOTNQb4FckCYZDNcpJh50p9Oy1QLgfDCSmrQANmkREVG9gjLwAEBGRgYyMjIc7svNzbXblpqail9++cXHpSJvMDsYpeXWaunKzsk61vAQEZH7grJJi0KbPA+P7kLgcWu1dGWwUTVpsYaHiIhcY+Ahv1N2Wg7zZC0t5crobNIiIiIPMPCQ39Uqa3h0HjRpycFGU7eUhDRKi/PwEBFRPRh4yO+kDsrhOi3CtR50WpaatKSaHd35LmiWWsfHExERncfAQ36n6rSs82BYunIOHuBC8GENDxER1YOBh/xOOSw9zJNh6VJNjvZ8zY6WnZaJiMg9DDzkd8qJB8PlxUM96MPDJi0iIvIQAw/5neNRWg1o0mKnZSIichMDD/mdRbF4qDQPj1vD0m2btORh6Qw8RETkGgMP+Z3UQVmn9XBYul2nZalJi4GHiIhcY+Ahv1MOSw/zaFi6TR8eNmkREZGbGHjIr6xWAam7TphWg3Cd1KTlTqdl2yYtrqVFRETuYeAhvzIr+uqEKYalN6xJizU8RETkHgYe8ivl8PNw1bB0D2Za1tqM0uKwdCIiqgcDD/mVMvAoh6W7t1q61IfHpoaHEw8SEVE9GHjIr5RNWuE6DXRajd12p6TV0uV5eM735WGTFhER1YOBh/zKohiSrtEoOi27NdOyTZOWPA8Pm7SIiMg1Bh7yqwuzLGvO/8tOy0RE5HsMPORXtYqV0gEohqV70GnZdmkJ9uEhIqJ6MPCQX0nBRuqsfGG19IY0aXHxUCIick/QBp758+ejc+fOiIiIQEpKCjZt2uTW85YtWwaNRoMRI0b4toDUIFLTlVSzI9X0mN0Zlm7XpKVXbyciInIiKAPP8uXLkZmZiTlz5mDLli3o27cv0tPTUVpa6vJ5hw4dwmOPPYbrr7/eTyUlT11o0qr76IV7NCzdWZMWAw8REbkWlIFn7ty5mDJlCiZNmoSePXti4cKFiIqKwqJFi5w+x2KxYNy4cXjuuefQtWtXP5aWPGGWm7Q0qn9rrQJC1BN6nDVpWdmkRURErgVd4DGZTMjPz0daWpq8TavVIi0tDXl5eU6f9/zzz6Nt27aYPHlyva9RU1MDo9GoupF/1MpNWuf78Jxv0gLcWE/LtkmLnZaJiMhNQRd4Tp48CYvFgoSEBNX2hIQEFBcXO3zOjz/+iA8++ADvvfeeW6+RlZWFmJgY+ZacnNzocpN75E7L0rB03YWPYL0dl+UaHmnxUL16OxERkRNBF3g8VVFRgbvvvhvvvfce4uPj3XrOrFmzUF5eLt+OHDni41KSRO7D46CGp97ZluU+POeDDpu0iIjITWGBLoCt+Ph46HQ6lJSUqLaXlJQgMTHR7vj9+/fj0KFDGD58uLzNKtUihIWhsLAQ3bp1Uz3HYDDAYDD4oPRUH9sannBPanicNmmxhoeIiFwLuhoevV6P/v37IycnR95mtVqRk5OD1NRUu+MvvfRS/P777ygoKJBvf/nLX3DTTTehoKCAzVVBxizX8NQFnrolJur21Tv5oO0oLS4eSkREbgq6Gh4AyMzMxIQJE3DVVVdhwIABmDdvHiorKzFp0iQAwPjx49G+fXtkZWUhIiICvXr1Uj0/NjYWAOy2U+DJnZa1F7J2uFYLk8Xqfh8euUmLS0sQEZF7gjLwjBo1CidOnMDs2bNRXFyMfv36ITs7W+7IXFRUBK026CqnyA21NsPSpfsmizudls/X5Ghtm7TYh4eIiFwLysADABkZGcjIyHC4Lzc31+VzFy9e7P0CkVeYbTotA4rZlutt0jofeLh4KBEReYjVJORXlvOhJlyrrOFxcz0taTSW1KTFeXiIiMhNDDzkV7adlgEP1tNyVsPDJi0iIqoHAw/5Va1FvVo6cGFoer0zLTsbpcUmLSIiqgcDD/mVFGrUTVp19y2eTjzIeXiIiMhNDDzkV1KTlk7roNOyu6O0ONMyERF5iIGH/Epq0gpX9OEJd7fTstO1tNhpmYiIXGPgIb8yWx10WtZ5OiydTVpEROQZBh7yK7nTsqpJy91h6U5mWobgSC0iInKJgYf8yiJ1WnYwLL223mHpUuCRmrTCL+zjSC0iInKBgYf8yuFMy3KTlqedlvWKfQw8RETkHAMP+VWtg5mWpU7LDR6WrtxHRETkAAMP+ZXLtbQ8HaWl1V64z5FaRETkAgMP+ZXUT0fXkLW0bJu0lPcZeIiIyAUGHvKrWgedlqX7tfU1admO0gIU62mxSYuIiJxj4CG/MrsYlu6ySctqAcT5QKQcncUaHiIicgMDD/mV1GwV7mDiQZfD0pWBhoGHiIg8xMBDflVrdd5p2eVq6arAwyYtIiLyDAMP+ZXUTyfM007LypmUtazhISIizzDwkF9daNK68NEL17rRaVkKNBpd3XB0ibyeFgMPERE5x8BDfiV3WtbZ1/C47LTsaEg6wCYtIiJyS9AGnvnz56Nz586IiIhASkoKNm3a5PTY9957D9dffz1atWqFVq1aIS0tzeXxFDhyHx6t/dISLjstW883adkFHjZpERFR/YIy8CxfvhyZmZmYM2cOtmzZgr59+yI9PR2lpaUOj8/NzcWYMWPw/fffIy8vD8nJybjllltw9OhRP5ec6nNhtXTFPDzSaunudFqWFg6VMPAQEZEbgjLwzJ07F1OmTMGkSZPQs2dPLFy4EFFRUVi0aJHD45cuXYoHH3wQ/fr1w6WXXor3338fVqsVOTk5fi451efC0hL2w9LNrmp4amvq/mWTFhERNUDQBR6TyYT8/HykpaXJ27RaLdLS0pCXl+fWOaqqqmA2mxEXF+dwf01NDYxGo+pG/iEvHqrstOzWKK3zNThhBvV21vAQEZEbgi7wnDx5EhaLBQkJCartCQkJKC4uduscM2fORFJSkio0KWVlZSEmJka+JScnN7rc5J4LfXgu1PDo3JmHR67hsQ0852t4rKzhISIi54Iu8DTWK6+8gmXLlmHlypWIiIhweMysWbNQXl4u344cOeLnUjZftS5WS3c9LP184Alz1mmZgYeIiJwLq/8Q/4qPj4dOp0NJSYlqe0lJCRITE10+9/XXX8crr7yCb7/9Fn369HF6nMFggMFgcLqffEfqtKxePNSNJq1aqdMym7SIiMhzQVfDo9fr0b9/f1WHY6kDcmpqqtPnvfrqq3jhhReQnZ2Nq666yh9FpQYwuxiW7rrTcvX5g500aTHwEBGRC0FXwwMAmZmZmDBhAq666ioMGDAA8+bNQ2VlJSZNmgQAGD9+PNq3b4+srCwAwD/+8Q/Mnj0bH3/8MTp37iz39WnRogVatGgRsPdB9hzW8HgyLN1pp2U2aRERkXNBGXhGjRqFEydOYPbs2SguLka/fv2QnZ0td2QuKiqCVlFDsGDBAphMJtx5552q88yZMwfPPvusP4tO9XDYh8ejYels0iIiIs8FZeABgIyMDGRkZDjcl5ubq3p86NAh3xeIvMLc4MVDpRoeZ/PwMPAQEZFzQdeHh0JbraOJB8+HH0uDhqWzSYuIiOrHwEN+I4RwvJbW+cBjdjUsXe60zBoeIiLyHAMP+Y2yBsfjYelyk5bN3EpS4Kll4CEiIucYeMhvlKOwvNZpOTzq/P5zXikjERGFJgYe8htloFF1WvZoWLpNk1Z4ZN2/piqvlJGIiEITAw/5jbLJSr146PmlJRpUw3NR3b9mBh4iInKOgYf8RuqUrNFcWDAUuNC8ZXa5tISTtbSkGh4GHiIicoGBh/xGHpKuCDvKxy6HpcuLh9p0Wtaf78NjZh8eIiJyjoGH/OZC4FF/7KROyy5XS5ebtGxreM4HHlOlV8pIREShiYGH/EYKNMpJB4ELAchlk5aztbTCWcNDRET1Y+Ahv5FGYSk7LNc9dqfT8vmJB207LevZaZmIiOrHwEN+Iw1Lt+vDI3Vadrm0RD3D0hl4iIjIBQYe8hupD49dDY/WjRoeZ52WpSYtay1nWyYiIqcYeMhvpBqecNs+POcDkFUAVme1PFKYcdZpGWAtDxEROcXAQ35Tba4LPBHhOtV2ZSdmp7MtyzU8Nn14wvSANqzuPgMPERE5wcBDflNttgAADGG2TVoXHjsdmu6s0zLAkVpERFQvBh7ym5raujBjsKnhUc667HRourNOywDn4iEionox8JDfSDU8tk1ayj49TjsuW5yspQUAEdF1/5473egyEhFRaGLgIb+prnXcpKXRaORaHod9eIQAairq7hta2u+P7Vj3b9kRr5WViIhCCwMP+U2Nk07LwIW5ecyOanjMVXXDzgEgMtZ+vxx4irxRTCIiCkFBG3jmz5+Pzp07IyIiAikpKdi0aZPL4z/99FNceumliIiIQO/evbF27Vo/lZTc5ayGB7gwN0+toz48Z0vr/g2LUA9DlzDwEBFRPYIy8CxfvhyZmZmYM2cOtmzZgr59+yI9PR2lpaUOj//5558xZswYTJ48GVu3bsWIESMwYsQIbN++3c8lJ1cuDEu3/9hdWEDUQeCRgkxsR0Cjsd8vBZ4zB71STiIiCj1BGXjmzp2LKVOmYNKkSejZsycWLlyIqKgoLFq0yOHxb775JoYMGYIZM2bgsssuwwsvvIArr7wSb7/9tp9LTq4Yz5kBAC0M4Xb7pBqemvO1QCondtf9KwUbW+361f17ZBNwan9ji0lERCEoLNAFsGUymZCfn49Zs2bJ27RaLdLS0pCXl+fwOXl5ecjMzFRtS09Px6pVq3xZ1PpZzFi/Yh4itFboUAut1QytqPs3wnQakdUnEFlzAhphQVnLS2AOuwgWXSRqdZGo1RkgoD1fo6GB0GgBOKjdcIOLFarq4fnrWQEIK2ARAgKA1QoICFiFgH7/KYzTWXB9+Q7g159UJbzPsA/Hqs5i1/9tQHXrCGiFBRprLcItVbj4j8+hB7BFezl2/HIYOH9uoK4/M6BDWtxAtD/9C879Ow17k0bgXHgrCI0WAlpYoQE0Ggicv5aKqyIEFI9s7ttcOCHEhR3Kg4Q4f7C0XSi21z3WyPusyoIDQkCnAbRaDbQaAc355wsIaBTHqM5zfltU9XEknd0Jg+UsAOBMREecvKg7zoXFoCasJYRGK/8fFAA00iO7WjKNw7uABhpHNWp2xzn/pCi3azTO9jh7vnD++rbndrLDxdM9Ipz9EDnZLmz/dXqCuk77dZ9MQGP3J6hG8V8i732mA0Kjw4A7M+s/zkeCLvCcPHkSFosFCQkJqu0JCQnYvXu3w+cUFxc7PL64uNjh8TU1NaipqZEfG43GRpbaMZPZjBsKX3Tr2NbGXT4pQzC5GQDCAew+f1OYIu07df5m43drZ0zc1gvGbY6bKZdpbsPn+i2INJ1Gn0OOawJDXQvTCSQb8wNdDCIih2pEOMDA419ZWVl47rnnfP46Vk0Ytre8FiarDrXQwaIJQ60mDBaE4awuBuVhrVGui0O4MKG1uRgGUQ2DtRp6UXfTiLq/6DXKv+w91NDnNaReSCPkCilooZH/EpH/gtUAcRfp0S4mwu65Fmix/2Q1yqqtsEALq0ZX9y+0OGTogc0tbkKq1iDXUmg0F/7SqdvWDi/V/geXV25Eh5r9iLBWna/bka6f9UKNCVz/leSotkB+3bq6l7p7GnUdg4CiUPIxUD2+UNNUVwgh6uptrEJACA2ggXq/XCuluXCa849N4dE4EnU5KsJaIcJyFq1rjiDGVIooSxkiLGdt/he6rqLQ2O0WNo+Es10unuUeF5UfF963i1dy6206eLbX/lB2WQlmU0OjuXBfqgy8UBskHJa/4TW0RI3g1R+SOlZtGK7y7ik9EnSBJz4+HjqdDiUlJartJSUlSExMdPicxMREj46fNWuWqgnMaDQiOTm5kSW3F2HQo9ejHC3mDh2AS1zsn+j2mYY2tihERBSCgq7Tsl6vR//+/ZGTkyNvs1qtyMnJQWpqqsPnpKamqo4HgHXr1jk93mAwIDo6WnUjIiKi0BV0NTwAkJmZiQkTJuCqq67CgAEDMG/ePFRWVmLSpEkAgPHjx6N9+/bIysoCADz88MO44YYb8MYbb2DYsGFYtmwZNm/ejHfffTeQb4OIiIiCRFAGnlGjRuHEiROYPXs2iouL0a9fP2RnZ8sdk4uKiqBVrLB9zTXX4OOPP8bTTz+NJ598EhdffDFWrVqFXr16BeotEBERURDRCFfjJZsJo9GImJgYlJeXs3mLiIioifDk+zsoa3j8Tcp8vhqeTkRERN4nfW+7U3fDwAOgoqJuJW5fjNQiIiIi36qoqEBMTIzLY9ikhbpRYMeOHUPLli1dzuzaENKQ9yNHjrC5rB68Vu7jtfIMr5f7eK3cx2vlPl9dKyEEKioqkJSUpOrb6whreFC3dEWHDh18+hoc/u4+Xiv38Vp5htfLfbxW7uO1cp8vrlV9NTuSoJuHh4iIiMjbGHiIiIgo5DHw+JjBYMCcOXNgMBgCXZSgx2vlPl4rz/B6uY/Xyn28Vu4LhmvFTstEREQU8ljDQ0RERCGPgYeIiIhCHgMPERERhTwGHiIiIgp5DDw+Nn/+fHTu3BkRERFISUnBpk2bAl0kv3r22Weh0WhUt0svvVTeX11djWnTpqF169Zo0aIFRo4ciZKSEtU5ioqKMGzYMERFRaFt27aYMWMGamtr/f1WvG7Dhg0YPnw4kpKSoNFosGrVKtV+IQRmz56Ndu3aITIyEmlpadi7d6/qmNOnT2PcuHGIjo5GbGwsJk+ejLNnz6qO2bZtG66//npEREQgOTkZr776qq/fmk/Ud70mTpxo91kbMmSI6pjmcL2ysrJw9dVXo2XLlmjbti1GjBiBwsJC1THe+rnLzc3FlVdeCYPBgO7du2Px4sW+fnte5c61uvHGG+0+Vw888IDqmOZwrQBgwYIF6NOnjzx5YGpqKr766it5f9B/rgT5zLJly4RerxeLFi0SO3bsEFOmTBGxsbGipKQk0EXzmzlz5ojLL79cHD9+XL6dOHFC3v/AAw+I5ORkkZOTIzZv3iwGDhworrnmGnl/bW2t6NWrl0hLSxNbt24Va9euFfHx8WLWrFmBeDtetXbtWvHUU0+Jzz//XAAQK1euVO1/5ZVXRExMjFi1apX47bffxF/+8hfRpUsXce7cOfmYIUOGiL59+4pffvlF/PDDD6J79+5izJgx8v7y8nKRkJAgxo0bJ7Zv3y4++eQTERkZKf7973/76216TX3Xa8KECWLIkCGqz9rp06dVxzSH65Weni4+/PBDsX37dlFQUCBuvfVW0bFjR3H27Fn5GG/83B04cEBERUWJzMxMsXPnTvHWW28JnU4nsrOz/fp+G8Oda3XDDTeIKVOmqD5X5eXl8v7mcq2EEOLLL78Ua9asEXv27BGFhYXiySefFOHh4WL79u1CiOD/XDHw+NCAAQPEtGnT5McWi0UkJSWJrKysAJbKv+bMmSP69u3rcF9ZWZkIDw8Xn376qbxt165dAoDIy8sTQtR9yWm1WlFcXCwfs2DBAhEdHS1qamp8WnZ/sv0Ct1qtIjExUbz22mvytrKyMmEwGMQnn3wihBBi586dAoD49ddf5WO++uorodFoxNGjR4UQQrzzzjuiVatWqms1c+ZM0aNHDx+/I99yFnhuu+02p89prtertLRUABDr168XQnjv5+7xxx8Xl19+ueq1Ro0aJdLT0339lnzG9loJURd4Hn74YafPaa7XStKqVSvx/vvvN4nPFZu0fMRkMiE/Px9paWnyNq1Wi7S0NOTl5QWwZP63d+9eJCUloWvXrhg3bhyKiooAAPn5+TCbzaprdOmll6Jjx47yNcrLy0Pv3r2RkJAgH5Oeng6j0YgdO3b494340cGDB1FcXKy6NjExMUhJSVFdm9jYWFx11VXyMWlpadBqtdi4caN8zKBBg6DX6+Vj0tPTUVhYiDNnzvjp3fhPbm4u2rZtix49emDq1Kk4deqUvK+5Xq/y8nIAQFxcHADv/dzl5eWpziEd05R/v9leK8nSpUsRHx+PXr16YdasWaiqqpL3NddrZbFYsGzZMlRWViI1NbVJfK64eKiPnDx5EhaLRfU/FgASEhKwe/fuAJXK/1JSUrB48WL06NEDx48fx3PPPYfrr78e27dvR3FxMfR6PWJjY1XPSUhIQHFxMQCguLjY4TWU9oUq6b05eu/Ka9O2bVvV/rCwMMTFxamO6dKli905pH2tWrXySfkDYciQIbjjjjvQpUsX7N+/H08++SSGDh2KvLw86HS6Znm9rFYrHnnkEVx77bXo1asXAHjt587ZMUajEefOnUNkZKQv3pLPOLpWADB27Fh06tQJSUlJ2LZtG2bOnInCwkJ8/vnnAJrftfr999+RmpqK6upqtGjRAitXrkTPnj1RUFAQ9J8rBh7yqaFDh8r3+/Tpg5SUFHTq1AkrVqxoUj/kFPxGjx4t3+/duzf69OmDbt26ITc3F4MHDw5gyQJn2rRp2L59O3788cdAFyXoObtW9913n3y/d+/eaNeuHQYPHoz9+/ejW7du/i5mwPXo0QMFBQUoLy/HZ599hgkTJmD9+vWBLpZb2KTlI/Hx8dDpdHY91EtKSpCYmBigUgVebGwsLrnkEuzbtw+JiYkwmUwoKytTHaO8RomJiQ6vobQvVEnvzdXnJzExEaWlpar9tbW1OH36dLO/fgDQtWtXxMfHY9++fQCa3/XKyMjA6tWr8f3336NDhw7ydm/93Dk7Jjo6usn9MePsWjmSkpICAKrPVXO6Vnq9Ht27d0f//v2RlZWFvn374s0332wSnysGHh/R6/Xo378/cnJy5G1WqxU5OTlITU0NYMkC6+zZs9i/fz/atWuH/v37Izw8XHWNCgsLUVRUJF+j1NRU/P7776ovqnXr1iE6Oho9e/b0e/n9pUuXLkhMTFRdG6PRiI0bN6quTVlZGfLz8+VjvvvuO1itVvmXcmpqKjZs2ACz2Swfs27dOvTo0aPJNc946o8//sCpU6fQrl07AM3negkhkJGRgZUrV+K7776za6Lz1s9damqq6hzSMU3p91t918qRgoICAFB9rprDtXLGarWipqamaXyuGt3tmZxatmyZMBgMYvHixWLnzp3ivvvuE7Gxsaoe6qHu0UcfFbm5ueLgwYPip59+EmlpaSI+Pl6UlpYKIeqGMXbs2FF89913YvPmzSI1NVWkpqbKz5eGMd5yyy2ioKBAZGdnizZt2oTEsPSKigqxdetWsXXrVgFAzJ07V2zdulUcPnxYCFE3LD02NlZ88cUXYtu2beK2225zOCz9iiuuEBs3bhQ//vijuPjii1XDrMvKykRCQoK4++67xfbt28WyZctEVFRUkxpmLXF1vSoqKsRjjz0m8vLyxMGDB8W3334rrrzySnHxxReL6upq+RzN4XpNnTpVxMTEiNzcXNVQ6qqqKvkYb/zcScOHZ8yYIXbt2iXmz5/f5IZa13et9u3bJ55//nmxefNmcfDgQfHFF1+Irl27ikGDBsnnaC7XSgghnnjiCbF+/Xpx8OBBsW3bNvHEE08IjUYjvvnmGyFE8H+uGHh87K233hIdO3YUer1eDBgwQPzyyy+BLpJfjRo1SrRr107o9XrRvn17MWrUKLFv3z55/7lz58SDDz4oWrVqJaKiosTtt98ujh8/rjrHoUOHxNChQ0VkZKSIj48Xjz76qDCbzf5+K173/fffCwB2twkTJggh6oamP/PMMyIhIUEYDAYxePBgUVhYqDrHqVOnxJgxY0SLFi1EdHS0mDRpkqioqFAd89tvv4nrrrtOGAwG0b59e/HKK6/46y16lavrVVVVJW655RbRpk0bER4eLjp16iSmTJli98dFc7hejq4RAPHhhx/Kx3jr5+77778X/fr1E3q9XnTt2lX1Gk1BfdeqqKhIDBo0SMTFxQmDwSC6d+8uZsyYoZqHR4jmca2EEOKee+4RnTp1Enq9XrRp00YMHjxYDjtCBP/nSiOEEI2vJyIiIiIKXuzDQ0RERCGPgYeIiIhCHgMPERERhTwGHiIiIgp5DDxEREQU8hh4iIiIKOQx8BAREVHIY+AhIiKikMfAQ0RERCGPgYeIiIhCHgMPERERhTwGHiIiIgp5/w937TfIBFyyKAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "resp = requests.post(f'{PHASENET_API_URL}/predict_prob', json=req)\n", "print(resp)\n", "picks, preds = resp.json() \n", "preds = np.array(preds)\n", "print('Picks', picks)\n", "\n", "plt.figure()\n", "plt.subplot(211)\n", "plt.plot(data[:,-1], 'k', label=\"Z\")\n", "plt.subplot(212)\n", "plt.plot(preds[0, :, 0, 1], label=\"P\")\n", "plt.plot(preds[0, :, 0, 2], label=\"S\")\n", "plt.legend()\n", "plt.show();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 5 }