{ "cells": [ { "cell_type": "markdown", "id": "cfa7b9a1", "metadata": {}, "source": [ "# Strecthing based noise monitoring in the context of High noise variations" ] }, { "cell_type": "markdown", "id": "ed731342", "metadata": {}, "source": [ "We implement a solution to permform noise monitoring in a context where the source environment changes brutally (e.g. day/night, high tide/low tide, traffic open/closed).\n", "\n", "We impose a continuous stretching of the noise correlation function and attempt to recover it despite these strong noise changes." ] }, { "cell_type": "code", "execution_count": 1, "id": "34eef179", "metadata": {}, "outputs": [], "source": [ "# modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from coodddaaaa.butter import BandpassFilter\n", "from coodddaaaa.utils import TukeyWindow\n", "from coodddaaaa.stretching import Stretcher" ] }, { "cell_type": "markdown", "id": "29fab76f", "metadata": {}, "source": [ "## Parameters" ] }, { "cell_type": "code", "execution_count": 2, "id": "b4af5112", "metadata": {}, "outputs": [], "source": [ "# parameters\n", "t0 = -512 * 0.005 # start time in sec\n", "nt = 1024 # number of time samples in the correlation function\n", "dt = 0.005 # sampling of the correlation function\n", "ntraces = 250 # number of correlation function (i.e. duration of monitoring)\n", "freqmin = 5.0 # lower frequency range Hz\n", "freqmax = 20.0 # upper frequency range Hz\n", "tap0 = 0.2 # 4 points tapering window\n", "tap1 = 0.6 # 4 points tapering window\n", "tap2 = 1.0 # 4 points tapering window\n", "tap3 = 2.0 # 4 points tapering window" ] }, { "cell_type": "code", "execution_count": 3, "id": "5ff8f210", "metadata": {}, "outputs": [], "source": [ "t = t0 + np.arange(nt) * dt # lag time array\n", "T = np.arange(ntraces) # calendar time array\n", "\n", "# band pass filter\n", "bpf = BandpassFilter(\n", " freqmin=freqmin,\n", " freqmax=freqmax,\n", " sampling_rate=1./dt,\n", " order=4)\n", "\n", "# noise correlation tapering function\n", "twin = TukeyWindow(tap0, tap1, tap2, tap3)\n", "tap = twin(t) + twin(-t)" ] }, { "cell_type": "markdown", "id": "1265d0c7", "metadata": {}, "source": [ "#### Generate the centroids correlation functions for each source environment" ] }, { "cell_type": "code", "execution_count": 4, "id": "3138dcca", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Centroids\n", "u0 = np.random.randn(nt) # e.g. day\n", "u1 = np.random.randn(nt) # e.g. night\n", "u2 = np.random.randn(nt) # e.g. human sources \n", "\n", "u0 = tap * bpf.timecall(u0)\n", "u1 = tap * bpf.timecall(u1)\n", "u2 = tap * bpf.timecall(u1)\n", "plt.figure(figsize=(7, 3))\n", "plt.plot(t, u0, t, u1+1, t, u2+2);\n", "plt.gca().set_xlabel('correlation lag-time (t)');\n", "plt.gca().set_ylabel('cluster number');\n", "plt.gca().set_yticks([0, 1, 2])\n", "plt.gca().set_yticklabels([\"day\", \"night\", \"human\\nsources\"])\n", "\n", "plt.gca().grid(True);" ] }, { "cell_type": "markdown", "id": "4c866b0e", "metadata": {}, "source": [ "#### Generate the expected strething history $ \\varepsilon ^{true} (T) $, continuous in time." ] }, { "cell_type": "code", "execution_count": 5, "id": "e4401452", "metadata": {}, "outputs": [ { "data": { "image/png": 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tXC2eTrY85udm7HCqzeiezVh/6Cp/nNJwKS0Hb2c7Y4ckhBBG8cA9fRMmTMDZ2ZmtW7cybNgw6tevT3BwsCFiE0JUEZ1OYeWfvXwvP+yDuVndmaKzpYs9j7RqhKIUD2IRQoi66oF7+oKDg0sVeXv37pXRu0KYuO1nUrh0Mxd7a3Oe7tjU2OFUu9E9m7H9TCrrD11hUt+WONlZGjskIYSodg/8cT8jI6PU9927dycpKanKAhJCVL2Vey8BMLSLJ3ZWD/xZr8YLbtYQvyaO5Gl1fBNz2djhCCGEUTzwb/9//OMfZGZm4uvrS7t27XB0dOTo0aOGiE0IUQXOaLLYcz4NtQpGBHsZOxyjUKlUjO7ZjDe+i2d1zCXG9mqGtYWZscMSQohq9UA9fTqdjldffZWEhAQWLFhA586dcXZ25ueffzZUfEKISip5lq9/O1eaNrA1cjTGM6CdK03q23Azp4ANh68aOxwhhKh2D1T0qdVqvvjiC8zMzGjTpg2DBg1i7NixeHp6Gio+IUQl3MzO58f4awC81L1uj7Q3N1Mzqkfxz+DL3YnodIqRIxJCiOr1wM/0BQYGsnTpUkPEIoSoYt8dSKKgUEf7po508mpg7HCMbnBnDxyszUlMy2Hn2VRjhyOEENXqgYu+q1evsnDhQry9vXnuueeYN28emzZtMkRsQohKKCjUsfrPQQsju3vXicmY78fOypxnA4uXZlu175JxgxFCiGr2wEXf2rVruXjxIidOnGDChAk0atSIrVu3GiI2IUQl/H7iBilZ+TSyt+IxP3djh2MyRgR7o1LBzrOpXEjNNnY4QghRbR646OvRowcA9erVIygoiJdffplXXnmlygMDWLZsGd7e3lhbWxMUFMSBAwf+tv369etp3bo11tbW+Pn5sXnz5lL7FUVh5syZuLm5YWNjQ0hICOfOnSvVxtu7uEfkr18ffvhhlb82IQzt//YX9/INC/LE0rzuTMZ8P54NbfnHn+sOy/QtQoi6pNz/E/z666/8+9//Jjs7mytXrpTaN3jw4CoPbN26dYSHhzNr1iwOHz6Mv78/oaGhpKSklNl+3759DB06lFGjRhEfH09YWBhhYWGcOHFC32b+/PksWbKEiIgIYmNjsbOzIzQ0lLy8vFLnmjNnDjdu3NB/vf7661X++oQwpARNJgcv3cZMrWJoFxlo9b9e6OYNwA+HrpKdX2jcYIQQopqUu+hr164d9vb2pKWl8cILL9C8eXN69uzJ4MGDsbCwqPLAFi5cyOjRoxk5ciRt27YlIiICW1tbVqxYUWb7xYsX079/f6ZMmUKbNm2YO3cuHTt21A86URSFRYsWMX36dAYOHEj79u1ZvXo1169fZ+PGjaXOZW9vj6urq/7Lzk7W6hQ1S0kvX+hDLrg4WBs5GtPTo4UzzRrZkZ1fyIZDMn2LEKJuKPfkzD4+Prz66qu0a9eOnj17AnDt2jUuX75Mu3btqjSogoICDh06xLRp0/Tb1Go1ISEhxMTElHlMTEwM4eHhpbaFhobqC7rExEQ0Gg0hISH6/Y6OjgQFBRETE8OQIUP02z/88EPmzp2Lp6cnzz33HJMmTcLcvOwfVX5+Pvn5+frvMzMzAdBqtWi12gd74eVUcl5DnV+UnynmIju/kJ8OF0/TMiSwiUnFZkgPmovnu3gw57cEvt6XyJBO7qjVMtClqpji+6KuklyYDkPmorznfOAVOUoKPoAmTZrQpEmTBz3FfaWlpVFUVISLi0up7S4uLiQkJJR5jEajKbO9RqPR7y/Zdq82AG+88QYdO3bEycmJffv2MW3aNG7cuMHChQvLvO68efOYPXv2Xdu3bNmCra1hJ8KNiooy6PlF+ZlSLvZoVOQUmNHYWuHW6Vg2l/2WqbXKmwu7IrAyM+NiWi6L1kbSur7M21fVTOl9UddJLkyHIXKRm5tbrnaVXoQzJCSEN998k0cffbTUdp1Oh1pd8x4e/2tvYfv27bG0tGTs2LHMmzcPKyuru9pPmzat1DGZmZl4eHjQr18/HBwcDBKjVqslKiqKvn37GuTWuig/U8uFoij8Z1kMkM3of7TmsTq07FpFcnFSncDq/UmcLnIhfEBHA0dYd5ja+6Iuk1yYDkPmouQu4/1UuuiLi4vD29sbgMuXL+PlVfyfzJdffsnu3bv55ptvHviczs7OmJmZkZycXGp7cnIyrq6uZR7j6ur6t+1L/kxOTsbNza1Um4CAgHvGEhQURGFhIZcuXaJVq1Z37beysiqzGLSwsDD4G6w6riHKx1RycfDSLc4kZ2NtoebZzl4mEVN1e5BcjOzRjNX7k9h5Lg1NlhYPp7q7TJ0hmMr7QkguTIkhclHe81W6K66goAB7e3sA/Pz8uHjxIgDdunUjOjq6Que0tLSkU6dOpY7X6XRER0cTHBxc5jHBwcF3XS8qKkrf3sfHB1dX11JtMjMziY2Nvec5AY4cOYJaraZx48YVei1CVKeSARwD/ZvgaCO/4O/Hx9mOHi2cURRYezDJ2OEIIYRBVbqnz9fXlwMHDmBvb09OTg4ZGRlA8QjYW7duVfi84eHhvPDCCwQGBtKlSxcWLVpETk4OI0eOBGDEiBE0adKEefPmATBhwgR69erFggULeOyxx1i7di1xcXF88cUXAKhUKiZOnMh7772Hr68vPj4+zJgxA3d3d8LCwoDiwSCxsbE88sgj2NvbExMTw6RJk3j++edp0ECWsBKmLS07n83HbwDwfNe6c1u3sp4L8mTP+TS+j7vKxJCWWJjVvMdShBCiPCpd9L3++uuMHj0ab29v2rdvz1dffcXSpUvZvXv3XYMmHsTgwYNJTU1l5syZaDQaAgICiIyM1J8zKSmp1DOD3bp1Y82aNUyfPp133nkHX19fNm7cWGpk8dSpU8nJyWHMmDGkp6fTo0cPIiMjsbYuntLCysqKtWvX8u6775Kfn4+Pjw+TJk26a1SwEKZow6GraIsU/Js64tfU0djh1Bh927rgXM+K1Kx8tp5K5lE/t/sfJIQQNVCli76XX34ZJycnzp49y+jRoxkyZAjNmjXjxo0bjB8/vlLnHj9+/D3PsWPHjru2DRo0iEGDBt3zfCqVijlz5jBnzpwy93fs2JH9+/dXKFYhjElRFNYdLJ40XSZjfjAWZmqeDWzKf3ZcYM2BJCn6hBC1VqWLPoCnnnpK//fff/+dn376iYKCglJz3wkhDOfgpdtcTMvB1tKMf/rLOrsPamgXTz7beYHd59K4fDMHr4YyIbsQovap0MMrSUn3fuDZ3NycQYMGMWzYMMzMzIDiSZyFEIZT0sv3eHt36llVyWe5OsXDyZaHfRsB8N2BK/dpLYQQNVOFir7OnTszduxYDh48eM82GRkZLF++nHbt2rFhw4YKByiE+HuZeVp+O34dgGc7exg5mprruT9vi6+Pu0JBoc7I0QghRNWrUJfAqVOneP/99+nbty/W1tZ06tQJd3d3rK2tuX37NqdOneLkyZN07NiR+fPnM2DAgKqOWwjxp1+OXCdPq8O3cT06etY3djg1Vp82jWlsb0VKVj5/nNTwuNwmF0LUMhXq6WvYsCELFy7kxo0bLF26FF9fX9LS0jh37hwAw4YN49ChQ8TExEjBJ4SBldzaHdzZA5VK1o+tKAszNYP/7CldEytz9gkhap9KPfxjY2PDM888wzPPPFNV8QghHsDJ6xkcv5aBhZmKpzo2NXY4Nd7gzh4s3X6emIs3uZiaTbNG9YwdkhBCVBmZhVSIGuz7P3v5+j3kipOdpZGjqfmaNrCld8uSAR3S2yeEqF2k6BOihsrTFvFTfPHI+MGBMoCjqjwXVLyayQ+HrpKnLTJyNEIIUXWk6BOihoo8oSEzr5Am9W3o0cLZ2OHUGo+0aoSrgzW3c7X8cVJj7HCEEKLKSNEnRA1VMoDj2UAP1GoZwFFVzP8yoONbGdAhhKhFpOgToga6lJZDzMWbqFQwKFAGcFS1IV08UKvgQOItLqZmGzscIYSoEpUu+l544QV27dpVFbEIIcrp+7jiXr6evo1wr29j5GhqHzdHG3r9OaDj+7irRo5GCCGqRqWLvoyMDEJCQvD19eWDDz6QJdeEMLDCIh3rDxUXIkNkBQ6DefbPwTEbDl+lsEhW6BBC1HyVLvo2btzItWvXGDduHOvWrcPb25tHH32UH374Aa1WWxUxCiH+YvuZVFKz8mloZ0mfNi7GDqfW6tPGhYZ2lqRm5bP9TKqxwxFCiEqrkmf6GjVqRHh4OEePHiU2NpYWLVowfPhw3N3dmTRpkn6lDiFE5ZUM4Hi6U1MszeWxXEOxNFfzZIcmwH9vpwshRE1Wpf9j3Lhxg6ioKKKiojAzM2PAgAEcP36ctm3b8sknn1TlpYSok5Iz89h+JgX47+1HYTglo3i3JaSQkpVn5GiEEKJyKl30abVaNmzYwD//+U+8vLxYv349EydO5Pr163z99dds3bqV77//njlz5lRFvELUaT8cukqRTiHQqwEtGssSYYbm62JPB8/6FOkUfjwszysLIWq2Sq29C+Du7k5RURFDhw7lwIEDBAQE3NXmkUceoX79+pW9lBB1mk6n6G8zDpYBHNXm2UAP4pPS+f7gFcb2bIZKJXMiCiFqpkoVfVqtlps3b3L06FH8/Pzu2a5+/fokJiZW5lJC1Hmxibe4fDOXelbmPNbezdjh1Bn/bO/GnF9PcTEth0OXbxPo7WTskIQQokIqdXvXwsKChg0bYm1tXVXxCCHuYd3B4tUhnghwx9ay0p30opzsrS30RXbJIBohhKiJKv1M3/PPP89XX31VFbEIIe4hI1fL5hPF68AOlgEc1a7kdvpvx2+QnV9o5GiEEKJiKl30FRYW8tlnnxEYGMjYsWMJDw8v9VUZy5Ytw9vbG2tra4KCgjhw4MDftl+/fj2tW7fG2toaPz8/Nm/eXGq/oijMnDkTNzc3bGxsCAkJued0Mvn5+QQEBKBSqThy5EilXocQlbXxyDUKCnW0drWnfVNHY4dT5wR6NaBZIztyC4rYdPS6scMRQogKqXTRd+LECTp27Ii9vT1nz54lPj5e/1WZYmndunWEh4cza9YsDh8+jL+/P6GhoaSkpJTZft++fQwdOpRRo0YRHx9PWFgYYWFhnDhxQt9m/vz5LFmyhIiICGJjY7GzsyM0NJS8vLunYpg6dSru7u4Vjl+IqqIoCmv/vK04pLOHDCQwApVKpZ8iZ53M2SeEqKEq/WDQ9u3bqyKOuyxcuJDRo0czcuRIACIiIvjtt99YsWIFb7/99l3tFy9eTP/+/ZkyZQoAc+fOJSoqiqVLlxIREYGiKCxatIjp06czcOBAAFavXo2LiwsbN25kyJAh+nP9/vvvbNmyhQ0bNvD7778b5PUJUV4nrmVy+kYmluZqwv6cLFhUv6c6NuGjP84Qn5TOueQsfF3sjR2SEEI8EJN8GrygoIBDhw4xbdo0/Ta1Wk1ISAgxMTFlHhMTE3PX7eTQ0FA2btwIQGJiIhqNhpCQEP1+R0dHgoKCiImJ0Rd9ycnJjB49mo0bN2Jra3vfWPPz88nPz9d/n5mZCRSPbDbUMnQl55Vl7oyvOnKxJvYSAKFtG2NnoZK834Ohc9HA2ozeLZ2JTkhl7YHLvN2/lUGuUxvI7yjTIbkwHYbMRXnPWSVFX3p6Ol999RWnT58GoG3btowaNQpHx4o9e5SWlkZRUREuLqXXFXVxcSEhIaHMYzQaTZntNRqNfn/Jtnu1URSFF198kVdeeYXAwEAuXbp031jnzZvH7Nmz79q+ZcuWchWNlREVFWXQ84vyM1Qu8ovgp8NmgArPwmts3nzVINepTQz5vvBRVIAZ62Iv0bbwArIK3t+T31GmQ3JhOgyRi9zc3HK1q3TRFxcXR2hoKDY2NnTp0gWATz75hA8++IAtW7bQsWPHyl6i2nz66adkZWWV6mG8n2nTppXqYczMzMTDw4N+/frh4OBgiDDRarVERUXRt29fLCwsDHINUT6GzsWP8dfIO3ASjwY2vDG4B2q1PM93L9XxvuhXpOPnj3eRml2AlU8nQh9yuf9BdZD8jjIdkgvTYchclNxlvJ9KF32TJk3iiSeeYPny5ZibF5+usLCQl19+mYkTJ7Jr164HPqezszNmZmYkJyeX2p6cnIyrq2uZx7i6uv5t+5I/k5OTcXNzK9WmZBWRbdu2ERMTg5WVVanzBAYGMmzYML7++uu7rmtlZXVXeyiew9DQb7DquIYoH0PlYsPhGwAM6eKJlZVllZ+/NjLk+8LCAp7u5EHEzgtsiL/OPwOaGuQ6tYX8jjIdkgvTYYhclPd8lb45ERcXx1tvvaUv+ADMzc2ZOnUqcXFxFTqnpaUlnTp1Ijo6Wr9Np9MRHR1NcHBwmccEBweXag/FXagl7X18fHB1dS3VJjMzk9jYWH2bJUuWcPToUY4cOcKRI0f0U76sW7eO999/v0KvRYiKupCazYFLt1Cr4JlOUlyYikGBxbnYeTYVTcbdI/+FEMJUVbqnz8HBgaSkJFq3bl1q+5UrV7C3r/jotvDwcF544QUCAwPp0qULixYtIicnRz+ad8SIETRp0oR58+YBMGHCBHr16sWCBQt47LHHWLt2LXFxcXzxxRdA8ZQLEydO5L333sPX1xcfHx9mzJiBu7s7YWFhAHh6epaKoV694gXtmzdvTtOm8p+uqF7f/zlNyz9aN8bFQVa9MRXNG9Wjs3cDDl66zYbDV3ntkRbGDkkIIcql0kXf4MGDGTVqFB9//DHdunUDYO/evUyZMoWhQ4dW6rypqanMnDkTjUZDQEAAkZGR+oEYSUlJqNX/7ajs1q0ba9asYfr06bzzzjv4+vqyceNG2rVrp28zdepUcnJyGDNmDOnp6fTo0YPIyEhZRk6YHG2Rjg2HiwdtPCsrcJicZwM9OHjpNt/HXWFcr+byrKUQokaodNH38ccfo1KpGDFiBIWFxcsTWVhYMG7cOD788MNKnXv8+PGMHz++zH07duy4a9ugQYMYNGjQPc+nUqmYM2cOc+bMKdf1vb29URSlXG2FqErRp1NIyy6gkb0Vj7RubOxwxP94rL0b7/5ykss3czlw6RZdmzU0dkhCCHFflX6mT6PR8Mknn3D79m39s3C3bt1i4cKFdw2sEEKUz7qDSUDxs3wWZjIviKmxtTTncf/iFXtKbsMLIYSpq/T/Jj4+PqSlpWFra4ufnx9+fn7Y2tpy69YtfHx8qiJGIeqU6+l32Hk2FZBbu6bs2c7Fudl84gaZeTLxrRDC9FW66LvX7c/s7Gx5Vk6ICvg+7go6BYJ8nPBxtjN2OOIeOnjUx7dxPfK0On49et3Y4QghxH1V+Jm+kgmJVSoVM2fOLLX6RFFREbGxsfr574QQ5VOkU/S3C58L8rxPa2FMKpWKZwM9eH/zab4/eIVhQV7GDkkIIf5WhYu++Ph4oLin7/jx41ha/nfiWEtLS/z9/Zk8eXLlIxSiDtl1NpXrGXnUt7Ug9KGyJyIXpuPJjk34d2QCR69mkKDJpLWrYVbhEUKIqlDhom/79u0AjBw5ksWLFxtsyTEh6pI1B4oHcDzdsSnWFmZGjkbcj3M9K0LauBB5UsP3B68y8/G2xg5JCCHuqdLP9K1cuVIKPiGqgCYjj20JKQAM7SIDOGqKZzsXT9z+U/xV8guLjByNEELcW6WLvjt37pCbm6v//vLlyyxatIg//vijsqcWok5ZH3eFIp1CZ+8GtGhc8dVsRPXq6dsIFwcrbudqiT6dYuxwhBDinipd9A0cOJDVq1cDkJ6eTlBQEAsWLCAsLIzPPvus0gEKURfodApr/xzAMbSLDOCoSczN1Dzdsbi3b53M2SeEMGGVLvoOHz7Mww8/DMAPP/yAi4sLly9fZvXq1SxZsqTSAQpRF+w+n8a19Ds4WJszwM/N2OGIB1Qyn+Kuc6lcT79j5GiEEKJslS76cnNzsbcvvhW1ZcsWnnrqKdRqNV27duXy5cuVDlCIuuC72OIBHE/JAI4aydvZjiAfJxQFNhy6auxwhBCiTJUu+lq0aMHGjRu5cuUKf/zxB/369QMgJSVFBngIUQ4pWXlsPV28ZKHc2q25Snr71h+6ik4na3YLIUxPpYu+mTNnMnnyZLy9venSpQvBwcFAca9fhw4dKh2gELXdD4euUqhT6OhZn1auMoCjphrg54a9lTlJt3LZn3jT2OEIIcRdKl30PfPMMyQlJREXF8eWLVv02/v06cOiRYsqe3ohajWdTmHtARnAURvYWJrxeIA7gH5VFSGEMCUVmpw5PDycuXPnYmdnp1+ODeCbb765q+3ChQsrHp0Qtdy+CzdJupWLvbU5/2zvbuxwRCU9G+jBmtgkfj+hYfYdLY42FsYOSQgh9CpU9MXHx6PVavV/vxeVSlWxqISoI777cwWOsIAm2FjKAI6azr+pI61c7DmTnMUvR68zvKusxyuEMB0VKvpKlmD7378LIcovNSufLac0gNzarS1UKhWDApvy3m+nWR93RYo+IYRJqfQzfUKIill3MAltkUKAR33austI99riqY5NsTBTcexqBqdvZBo7HCGE0KtQT9//io6OJjo6mpSUFHQ6Xal9K1asqIpLCFGrFBbp+PbPuflGBEtvUG3iZGdJ37YubD6uYd3BK7z7xEPGDkkIIYAq6OmbPXs2/fr1Izo6mrS0NG7fvl3qSwhxt+iEFG5k5OFkZykrcNRCg/6cs2/jkWvkFxYZORohhChW6Z6+iIgIVq1axfDhw6siHiHqhG9iilereTbQQ1bgqIV6+jbCzdGaGxl5RJ1KlpHZQgiTUOmevoKCArp161YVsdxl2bJleHt7Y21tTVBQEAcOHPjb9uvXr6d169ZYW1vj5+fH5s2bS+1XFIWZM2fi5uaGjY0NISEhnDt3rlSbJ554Ak9PT6ytrXFzc2P48OFcv369yl+bqLsupGaz53waKhUMC5IBHLWRmVrFM52aAvB9nCzLJoQwDZUu+l5++WXWrFlTFbGUsm7dOsLDw5k1axaHDx/G39+f0NBQUlJSymy/b98+hg4dyqhRo4iPjycsLIywsDBOnDihbzN//nyWLFlCREQEsbGx2NnZERoaSl5enr7NI488wvfff8+ZM2fYsGEDFy5c4Jlnnqny1yfqrpJevj6tG+PhZGvkaIShDOpUfIt397lUrqXfMXI0QghRicmZS+h0Or744gu2bt1K+/btsbAoPRlpRSdnXrhwIaNHj2bkyJFA8W3k3377jRUrVvD222/f1X7x4sX079+fKVOmADB37lyioqJYunQpERERKIrCokWLmD59OgMHDgRg9erVuLi4sHHjRoYMGQLApEmT9Of08vLi7bffJiwsDK1We9drE+JB5eQXsuFQcc/P8GBv4wYjDMqzoS3BzRoSc/EmGw5d5Y0+vsYOSQhRx1V4cua/CggIACjVqwYVn5y5oKCAQ4cOMW3aNP02tVpNSEgIMTExZR4TExNTqhgFCA0NZePGjQAkJiai0WgICQnR73d0dCQoKIiYmBh90fdXt27d4ttvv6Vbt273LPjy8/PJz8/Xf5+ZWTxFg1ar1U9gXdVKzmuo84vye9Bc/HjoKln5hXg52dLVy1FyWIVM8X3xdAc3Yi7eZN3BJMb08MJMXTcmrDfFXNRVkgvTYchclPeclZ6c2RDS0tIoKirCxcWl1HYXFxcSEhLKPEaj0ZTZXqPR6PeXbLtXmxJvvfUWS5cuJTc3l65du7Jp06Z7xjpv3jxmz5591/YtW7Zga2vYW3dRUVEGPb8ov/LkQlHgs2NmgIoO9llERv5u+MDqIFN6XyhFYGtmxrX0PD75LpK2DRRjh1StTCkXdZ3kwnQYIhe5ubnlalcl8/TVNlOmTGHUqFFcvnyZ2bNnM2LECDZt2lRmz+W0adNK9TBmZmbi4eFBv379cHAwzIS7Wq2WqKgo+vbtK7ecjexBchGbeIvr++OwtlAzfdgjsi5rFTPV98UJswS+jkniosqNyQMCjB1OtTDVXNRFkgvTYchclNxlvB+TLPqcnZ0xMzMjOTm51Pbk5GRcXV3LPMbV1fVv25f8mZycjJubW6k2Jben/3p9Z2dnWrZsSZs2bfDw8GD//v0EBwffdV0rKyusrKzu2m5hYWHwN1h1XEOUT3ly8fX+K0Dxig3ODjKAw1BM7X0xPNibr2OS2HYmlVt3inBxsDZ2SNXG1HJRl0kuTIchclHe85nkMmyWlpZ06tSJ6Oho/TadTkd0dHSZhRdAcHBwqfZQ3IVa0t7HxwdXV9dSbTIzM4mNjb3nOUuuC5R6bk+IB3UpLYetp4s/lLzU3cfI0Yjq1KKxPV28nSjSKaw7eMXY4Qgh6jCTLPqgeITw8uXL+frrrzl9+jTjxo0jJydHP5p3xIgRpQZ6TJgwgcjISBYsWEBCQgLvvvsucXFxjB8/HigeVDJx4kTee+89fvnlF44fP86IESNwd3cnLCwMgNjYWJYuXcqRI0e4fPky27ZtY+jQoTRv3vxvC0Mh7mfl3kQUBR5p1YgWjesZOxxRzYYGFU/fsu7gFYp0deu5PiGE6TDJ27sAgwcPJjU1lZkzZ6LRaAgICCAyMlI/ECMpKQm1+r81a7du3VizZg3Tp0/nnXfewdfXl40bN9KuXTt9m6lTp5KTk8OYMWNIT0+nR48eREZGYm1dfLvF1taWH3/8kVmzZpGTk4Obmxv9+/dn+vTpZd7CFaI8Mu5oWf/nNC2jejQzcjTCGB5t58a7v5ziWvoddp1N5ZHWjY0dkhCiDjLZog9g/Pjx+p66/7Vjx467tg0aNIhBgwbd83wqlYo5c+YwZ86cMvf7+fmxbdu2CsUqxL2sPZBEbkERrV3t6d6iobHDEUZgbWHG0x2bsmJvImsOJEnRJ4QwikoXff87N14JlUqFtbU1LVq0YODAgTg5OVX2UkLUOIVFOr7edwkofpavonNXiprvuSAPVuxNZFtCCpqMPFwd686ADiGEaah00RcfH8/hw4cpKiqiVatWAJw9exYzMzNat27Nf/7zH95880327NlD27ZtKx2wEDXJ7yc0XM/Iw7meJU8EuBs7HGFEJQM6Dly6xbqDV5gQIit0CCGqV6UHcgwcOJCQkBCuX7/OoUOHOHToEFevXqVv374MHTqUa9eu0bNnz1LLmwlRFyiKwld7EgEYFuSFtYWZkSMSxvZckCcA6w4myYAOIUS1q3TR99FHHzF37txSExE7Ojry7rvvMn/+fGxtbZk5cyaHDh2q7KWEqFEOJN7iyJV0LM3VPN/Vy9jhCBPQv50r9W0tuJ6Rx86zKcYORwhRx1S66MvIyCAl5e5fXqmpqfoZouvXr09BQUFlLyVEjbJsxwUABnVqSiN7Gf0t/jugA2BNbJKRoxFC1DVVcnv3pZde4qeffuLq1atcvXqVn376iVGjRunnvztw4AAtW7as7KWEqDGOX81g19lUzNQqxvZsbuxwhAkZ2qX4Fu+2hBRuZNwxcjRCiLqk0kXf559/Tp8+fRgyZAheXl54enoyZMgQ+vTpw2effQZA69at+fLLLysdrBA1xWc7zwPwhL87ng1lyTXxXy0a16OLjxM6BVmhQwhRrSpd9NWrV4/ly5dz8+ZN4uPjOXLkCDdv3uSLL76gXr3ilQcCAgLuWt9WiNrqfEo2v5/QADCut/TyibsN+3NAx3cHktAW6YwcjRCirqiSyZmjo6OJjo4mJSVFv1ZtiRUrVlTFJYSoMSJ2XkBRoG9bF1q62Bs7HGGC+rdzxbmeJcmZ+USdSmaAn5uxQxJC1AGV7umbPXs2/fr1Izo6mrS0NG7fvl3qS4i65OrtXDbGXwPgVenlE/dgZW7GkM7FvX2rYy4ZNxghRJ1R6Z6+iIgIVq1axfDhw6siHiFqtOW7LlKoU+jeoiEdPBsYOxxhwp4L8uQ/O86z/+ItzmiyaOUqvcJCCMOqdE9fQUEB3bp1q4pYhKjRkjPzWPvng/mv9m5h5GiEqXOvb0O/tq4AfLP/knGDEULUCZUu+l5++WXWrFlTFbEIUaN9uu0c+YU6Onk1oFvzhsYOR9QAI4KLJ+3+8fA1MvO0Ro5GCFHbVfr2bl5eHl988QVbt26lffv2WFhYlNq/cOHCyl5CCJOXdCuXtQeKe/mmhLZCpVIZOSJREwQ3b0iLxvU4n5LNj4eu8mJ3H2OHJISoxSpd9B07dkw/HcuJEydK7ZP/+ERdsXT7BQp1Cg/7OtO1mfTyifJRqVSMCPZi5s8nWb3/Mi9085bfm0IIg6l00bd9+/aqiEOIGkuTCz8fuwHA5H6tjByNqGme7NCEf/+ewMXUHPaev0kPX2djhySEqKUq/UyfEHXd5itqdAqEPuSCv0d9Y4cjahh7awue7lS8Hu+qfZeMG4wQolarUE9feHg4c+fOxc7OjvDw8L9tK8/0idrsxLVMjt5So1LBm9LLJypoRLA3q2MuE52QzKW0HLyd7YwdkhCiFqpQ0RcfH49Wq9X//V7k2RRR230SfQ6AJ9q7yeobosJaNK5H71aN2HEmlVX7LvHuEw8ZOyQhRC1UoaLvr8/xyTN9oq7acSaFXeduolYpvP4PWX1DVM5L3X3YcSaV9XFXCO/XEgdri/sfJIQQD8Ckn+lbtmwZ3t7eWFtbExQUxIEDB/62/fr162ndujXW1tb4+fmxefPmUvsVRWHmzJm4ublhY2NDSEgI586d0++/dOkSo0aNwsfHBxsbG5o3b86sWbMoKCgwyOsTNVdBoY45m04B0NNVwcvJ1sgRiZruYV9nWrrUI6egiHV/Tv8jhBBVqdKjdwGio6OJjo4mJSUFnU5Xat+KFSsqdM5169YRHh5OREQEQUFBLFq0iNDQUM6cOUPjxo3var9v3z6GDh3KvHnz+Oc//8maNWsICwvj8OHDtGvXDoD58+ezZMkSvv76a3x8fJgxYwahoaGcOnUKa2trEhIS0Ol0fP7557Ro0YITJ04wevRocnJy+Pjjjyv0OkTt9PW+S1xMzaGhnSX9m+YaOxxRC6hUKl7q7sPbPx5n1b5LjOzujbmZSX8uF0LUMJX+jTJ79mz69etHdHQ0aWlp3L59u9RXRS1cuJDRo0czcuRI2rZtS0REBLa2tvcsIhcvXkz//v2ZMmUKbdq0Ye7cuXTs2JGlS5cCxb18ixYtYvr06QwcOJD27duzevVqrl+/zsaNGwHo378/K1eupF+/fjRr1ownnniCyZMn8+OPP1b4dVQ1RVHIzi8ktxBu5hRwO6eAPG0RiqIYO7Q6IzUrnyV/Psv3Zl9fbKrko5MQENahCU52llxLv8OWU8nGDkcIUctU+r+riIgIVq1axfDhw6siHqB4Pd9Dhw4xbdo0/Ta1Wk1ISAgxMTFlHhMTE3PXSOLQ0FB9QZeYmIhGoyEkJES/39HRkaCgIGJiYhgyZEiZ583IyMDJyamSr6jqFOkUOry3DTCHgzv0220szGjawObPL1t8XerRyasBrV0dMFPLgJqq9NEfCWTlF9K+qSNPd3AnMvKosUMStYS1hRnDgjz5dNt5vtqTyAA/N2OHJGoInU4hJSufGxl3uJldQK62CG2hDhU6Tt1S4ZqUjnsDO9zr28j/CXVYpYu+goICunXrVhWx6KWlpVFUVISLi0up7S4uLiQkJJR5jEajKbO9RqPR7y/Zdq82/+v8+fN8+umnf3trNz8/n/z8fP33mZmZAGi1Wv0I56p0rx69O9oizqVkcy4lu9R2OyszAprWJ7iZE/3bucizZ5V07GoG6w9dBWD6o60oKioEMEiuxYMpyUFNz8WQwCZE7LzAocu3iUtMw7+po7FDemC1JRemLCUrn5iLtzicdJvj1zI5n5LNHa3uHq3N+PJM8TPxFmYqfBra0b6pIwEejnRv3pCmDWyqL/A6zJDvi/Kes9JF38svv8yaNWuYMWNGZU9lUq5du0b//v0ZNGgQo0ePvme7efPmMXv27Lu2b9myBVtbwxRYH3UBM3XxvXkdoC2CLC3cyldxMx9u5qu4mg2J2Spy8ovYe+Emey/c5OOoczS1U/B30tHJWaGhtUHCq7V0Ciw6YYaiqAh01nHjxD5u/LnyYFRUlHGDE3q1IRcBDdQcTFPz/g8xvNjyXv+Rm77akAtTklkAB1NVxN9UcyXn7t46tUrB0QLsLcDKTMFMBUUKFOhUZGshvaD4/4uzKdmcTcnmh8PXAGhsreDfUKGjsw536RcwOEO8L3Jzy/dseYUnZy6h0+n44osv2Lp1K+3bt8fCovQ0AxWZnNnZ2RkzMzOSk0s/05KcnIyrq2uZx7i6uv5t+5I/k5OTcXNzK9WmZO3gEtevX+eRRx6hW7dufPHFF38b67Rp00r9PDIzM/Hw8KBfv344ODj8/QutIK1WS1RUFH379r3r5/1XRTqFs8nZHLx8m+iEFGITb3M1B67mmLH5KvT0deb5IA96tnBGLd399/XN/iQuZydgZ2nGopE9cXGwLncuhOHVplz43Mjiif/EcPSWmoe69qxxPfS1KRfGVlikY+fZNNYfvsaOs2kU6f57t6eduwNdvBsQ4OFIKxd7PJ1s7hr889dcqM3MuZ5xh7OabI5ey+DgpdvEX8kgJQ+irqmIuqYm0Ks+w4M86du2MRYykKhKGfJ9UXKX8X4qPDnzX5UUTSdOnCi1vaKTM1taWtKpUyeio6MJCwsDiovL6Ohoxo8fX+YxwcHBREdHM3HiRP22qKgogoODAfDx8cHV1ZXo6Gh9vJmZmcTGxjJu3Dj9MdeuXeORRx6hU6dOrFy5ErX67//RW1lZYWVlddd2CwsLg/+yu981LID2nk6093Ri1MPNuZVTwJaTGjYdu8Ge82nsPFv85elky4vdvHkuyBNrCzODxlxTXUu/w4Ko4sEbbz/amqYNS0/EXB35FuVTG3LR3tOJXi0bsfNsKqtikngvzM/YIVVIbciFsWiLdPwUf42l286TdOu/vTgdPeszKNCDPm0a09i+/LdrSnLRrLElzRo70r99EwCy8rRsS0hh07EbbEtIIe5yOnGX02lsb8WIYC9e7O5DPSsZrVaVDPG+KO/5Kj05s6GEh4fzwgsvEBgYSJcuXVi0aBE5OTmMHDkSgBEjRtCkSRPmzZsHwIQJE+jVqxcLFizgscceY+3atcTFxel76lQqFRMnTuS9997D19dXP2WLu7u7vrC8du0avXv3xsvLi48//pjU1FR9PPfqYaxJnOwsGdLFkyFdPElMy+H/9l9mfdwVkm7lMmfTKf6z4wJjezZjWFdPbC3lTV5CURT+9dNxcgqKCPRqwLAgL2OHJOqAV3o1Z+fZVNbHXWVCn5Y0sr/7w6Wofcoq9pzsLHmmU1OeDWxKi8ZVu/KPvbUFAwOaMDCgCZqMPNYcSGJNbBIpWfl8vOUsK/de4vV/tOC5IC8szaXnr6Yz2f/ZBw8eTGpqKjNnzkSj0RAQEEBkZKR+IEZSUlKpXrhu3bqxZs0apk+fzjvvvIOvry8bN27Uz9EHMHXqVHJychgzZgzp6en06NGDyMhIrK2LPy1FRUVx/vx5zp8/T9OmTUvFU9umRPFxtmPGP9vyZr+W/Hj4GhE7L3D19h3e33yaz3Ze4JVezRgR7C09f8Dag1fYcSYVS3M1Hz7dXm6Fi2rRtZkT/h71OXolnVX7EpkS2trYIQkDi714kxk/n+BscvGAvIZ2lozt1Yznu3pVywdxV0drwvu2ZPwjLfjt+HUWbz3HpZu5vPvrKb7ck8iU0FY84e8uS6zWYCqlktXMvHnzcHFx4aWXXiq1fcWKFaSmpvLWW29VKsCaJjMzE0dHRzIyMgz6TN/mzZsZMGBAlXURl3y6XLb9PJdvFn+6bFLfRv8mr6uFzuWbOTy6eDe5BUVMf6wNLz/crNR+Q+RCVExtzEXkCQ2v/N8hHKzN2TetT425zVYbc2FIqVn5zNt8mh/jiwdWNLC1YFzv5lVS7FUmF9oiHd/HXWHx1nOkZBXPUvGwrzMfPOmHRw17ztQUGPJ9Ud7ao9J9tZ9//jmtW9/9CfShhx4iIiKisqcX1cTCTM2zgR5Eh/di/jPtcXWw5lr6HSauO8ITy/aw/+JNY4dY7bRFOiatO0JuQRFBPk681N3H2CGJOqZfWxeaNbIjM6+Q72KTjB2OqGKKorDuYBL/WLCDH+OvoVLB0C6ebHuzN2N6Njf6YzYWZmqGBXmxc8ojvNm3JZbmanafS6PvJzv5YtcFCotq7sjyuqrSRZ9Goyk1GrZEo0aNuHHjRmVPL6qZ+Z/F3/bJvZkS2op6VuacuJbJkC/2M2FtPMmZecYOsdp8vOUMh5PSsbcy5+NB/nW2t1MYj1qtYmzP4t7lL/dcJL+wyMgRiapyMzufsd8c4q0Nx8nKK6RdEwd+erU7857yo4GdpbHDK8XG0ozX+/gSOeFhujZzIk+r44PNCTz12T4upeUYOzzxACpd9Hl4eLB37967tu/duxd3d/fKnl4YiY2lGa890oIdU3rzXJAnKhX8fOQ6//h4B8t3XURbyz/hbUtI5vOdFwGY/0x7uZUhjCasQxNcHKxIzsxn45+3/0TNtv1MCqGLdrPlVDIWZirefrQ1P7/WgwCP+sYO7W81a1SP70Z35d9P++Fgbc6xqxk8tmS3/LusQSpd9I0ePZqJEyeycuVKLl++zOXLl1mxYgWTJk3620mNRc3gXM+KD57045c/fyHlFBTx/ubTDFi8m30X0owdnkEkpuUwaV3x0movdvPmUVkKSxiRlbkZL/co7u37zw65pVaTaYt0vLfpFCNXHiQtOx/fxvXY+Fp3XunVvMYsjaZSqRjc2ZPIiT3p4u1ETkERE9cd4c3vj5KTX2js8MR9VLromzJlCqNGjeLVV1+lWbNmNGvWjNdff5033niDt99+uypiFCbAr6kjP47rxvyn2+NkZ8m5lGyeWx7L69/Vrlu+mXlaXv76IBl3tHTwrM+0ATJiUhjfsK6eONlZcvlmLhuPXDd2OKICUrPyef7LWL7ckwgUf6D89fUePORe85bZA3Cvb8Oa0UFMDPFFrYINh6/yxNI9XEzNvv/BwmgqXfRduXKFefPmkZqayv79+zl69Ci3bt1ixowZXLlypSpiFCZCrVbxbGcPtr/ZmxHBXqhV8OvR6/RZsJOv9iTW+B4IbZGO19fEcyE1B1cHaz4f3gkrc5myRhifraU5Y/58tu/Tbedq/HutrjmcdJvHP91DbOIt6lmZE/F8J9594qEaPyWWuZmaiSEt+W50V1wdrLmQmsPAZXvZfibF2KGJe6h00efj40NaWhr16tWjc+fOtGvXDisrK27duoWPj4x2rI0cbS2YM7Adv4wvvuWbnV/I3E2n+Oene4i7dMvY4VWIoii8veE4O8+mYm2h5osRnR5otnshDG14Vy99b9/P0ttXY3wfd4XBn8egycyjeSM7Nr7Wnf7tav5k/38V1Kwhv7zenU5eDcjKK+SlVQeJ2Hmh1s1vWxtUuui7V1Kzs7P1kx6L2qldk+JbvvOe8qO+rQUJmiyeiYhh8vqj3MzON3Z45aYoCvN+T2DD4auYqVUse64j7ZvWN3ZYQpRiZyW9fTWJTqcwPzKBqT8cQ1uk8Gg7V34e34MWjesZOzSDaGxvzZrRQQzp7IGiwIe/JzBp3REZcW5iKjwJUHh4OFD8UOfMmTOxtf3v6MaioiJiY2P1a9yK2kutVjG0iyehD7kyPzKBtQev8MOhq0SdSmZKaCuGdvE06QeUFUXhw8gEvthVPFJ33lN+9GnjYuSohCjb8K5efLHrIpf+7O17ulPT+x8kql2etog31x/lt2PF05a90ceXSSG+tX4lCytzM+Y95cdD7g7M/vUUG49cJzkzn4jhnXC0kUm6TUGFe/ri4+OJj49HURSOHz+u/z4+Pp6EhAT8/f1ZtWpVFYYqTJmTnSUfPt2eDeO60dbNgYw7WqZvPMGT/9nLsavpxg6vTDqdwtxNp/VTs8wZ+BDPBnoYOSoh7s3OypzRD0tvnym7mZ3Pc8v389uxG1iYqVgwyJ/wvi1rfcFXQqVSMTzYm5UjO1PPypyYizd5NiKG6+l3jB2aoBI9fdu3bwdg5MiRLF682GBLjomapZNXA34Z353/23+ZBVvOcuxqBgOX7eXZTh6E92uJi4Np3PL/30/icwc+xPBgb+MGJUQ5jAj24otdF6S3zwRdvZ3LiK8OcDEtBwdrcz4fHkhw84bGDssoHvZtxLqxXRm58iBnkrN46j/7WDmyM23cpFYwpko/07dy5Uop+EQp5mZqXuzuQ/TkXoQFuKMosC7uCr0/2sHCLWfINvJcTjcy7pT6JP7JYH8p+ESNYWdlzthezQFYGHVWnpkyEWeTs3jmsxgupuXQpL4NP77arc4WfCUecnfkp9e649u4HprMPJ79PIZDl28bO6w6rdJFH8Du3bt5/vnnCQ4O5tq14pm5v/nmG/bs2VMVpxc1VGN7axYN6cCGccF09KzPHW0RS7adp/dH2/ly90VyC6q/+Nt+JoXHluwpXl7N2pyvR3bhyQ7SUyJqlheCvXFxsOJa+h3+b7+syWtsh5NuMyiieISub+N6/DAumBaN7Y0dlkloUt+GH17pRuCfI3uHfxXL3vO1c2L/mqDSRd+GDRsIDQ3FxsaG+Ph48vOLR21mZGTwwQcfVDpAUfN18nJiw7huRDzfER9nO9KyC3jvt9P0+Pd2lm47R8YdrcFjyMjVMmX9UUauPMitnALaujmw6fUedGvhbPBrC1HVbCzNmBTSEoCl286RmWf495Ao2+5zqQxbHquf0P37scG4OdoYOyyT4mhrwepRXXjY15ncgiJGrjrI1lPJxg6rTqp00ffee+8RERHB8uXLsbD47+ic7t27c/jw4cqeXtQSKpWK/u3c2DKpJx8+5YdXQ1tu5RTw8Zaz9PhwG+/+cpLTNzKr/LoFhTpW7k2k98fbWX/oKipV8Uz4P77aDa+GdlV+PSGqyzOdmtK8kR23c7V8vvOCscOpk3acSWHU13Hc0RbRs2Ujvn05iAZ2lsYOyyTZWprz5QuB9GvrQkGhjlf+7xC/HJX5JqtbpYu+M2fO0LNnz7u2Ozo6kp6eXtnTi1rGwkzNkC6eRIf3YvGQAFq61CMrv5BV+y7x6OLdPLF0D/+3/3Kl5/m7mZ3PZzsu0HP+dmb/eorbuVpaNK7H92ODa8VM+EKYm6mZ2r94mcCv9iTWquUQa4JtCcmMWX2IgkIdfdu6sHxEJ2wtKzw2sk6wMjdj2bCOhAW4U6hTmLA2nnUH5fGE6lTpf6Gurq6cP38eb2/vUtv37NlDs2bNKnt6UUuZm6kZGNCEx9u7s/t8Gt8fvMKWUxqOXc3g2NUMZv58go6eDejWvCGdfZxo6+ZAw3pW9zxfYZGOC6k57L94k20JKew5n0aRrnji8Eb2VkwM8WVwoAfmZlXyGKsQJqFfWxc6eTXg0OXbLNp6lnlPtTd2SHXC1lPJjPv2ENoihf4PubJkaAcszeV3S3lYmKlZ+GwAtlbmrIlN4q0Nx4tv+XaXFbyqQ6WLvtGjRzNhwgRWrFiBSqXi+vXrxMTEMHnyZGbMmFEVMYpaTK1W0atlI3q1bMTN7Hx+ir/GT/HXOHk9k7jLt4n7y0ivhnaWuDpa41zPCktzNSogM09LWnYBSTdzKfifOcv8mjgyItiLJwLcZQ1dUSupVCrefrQ1gyJiWHfwCqN6+MgAAgOLPKHh9e8Ooy1SeMzPjUVDArCQD5MPRK1W8X5YO+pZmfPFrovM/vUUigIv9ZDCz9AqXfS9/fbb6HQ6+vTpQ25uLj179sTKyorJkyfz+uuvV0WMoo5oWM+Klx9uxssPN+N6+h12nEnl4KVbHLp8m6RbudzMKeBmTsE9j7exMCPQuwFdmzXk0XauNGtUO5c7EuKvOns7EdLGha2nk3nvt9OsfLFznZkIuLptPn6DN76Lp1Cn8Li/O5886y93DypIpVIx7dHWWJqpWbr9PHM2nQKk8DO0ShV9Wq2W/v37ExERwZQpUzh//jzZ2dm0bduWevXkP1xRce71bXguyJPngjwByMkvJDEth5SsPNKyCygsUtApCvbW5jjZWeLd0I4m9W1Qm/CSb0IYyrQBrdl5NoUdZ1KJPp1CSFtZSrCq/Xr0OhPXHaFIpxAW4M7Hg6TgqyyVSsWb/f4chS6FX7WoVNFnYWHBsWPHALC0tKRt27ZVEpQQ/8vOypx2TRwBR2OHIoTJad6oHqN6NCNi5wXmbDpFD19nGaxUhX4+co1J646gU+Cpjk346Bl/k15TvCaRwq96VfpjyvPPP89XX31VFbHcZdmyZXh7e2NtbU1QUBAHDhz42/br16+ndevWWFtb4+fnx+bNm0vtVxSFmTNn4ubmho2NDSEhIZw7d65Um/fff59u3bpha2tL/fr1q/olCSGEQbz+jxa4OFiRdCuX5bsuGjucWuPHw1f1Bd+zgU2l4DOAksJv/CMtAJiz6RQr9iQaOaraqdJFX2FhIZ999hmBgYGMHTuW8PDwUl8VtW7dOsLDw5k1axaHDx/G39+f0NBQUlJSymy/b98+hg4dyqhRo4iPjycsLIywsDBOnDihbzN//nyWLFlCREQEsbGx2NnZERoaSl7ef6c6KCgoYNCgQYwbN67CsQshRHWzszLnnQFtAFi24zxXb+caOaKab33cFd5cfxSdAkO7ePDhU+2l4DOQksLvtUeKlxiUws8wKl30nThxgo4dO2Jvb8/Zs2eJj4/Xfx05cqTC5124cCGjR49m5MiRtG3bloiICGxtbVmxYkWZ7RcvXkz//v2ZMmUKbdq0Ye7cuXTs2JGlS5cCxb18ixYtYvr06QwcOJD27duzevVqrl+/zsaNG/XnmT17NpMmTcLPz6/CsQshhDE84e9OFx8n8rQ6Pth82tjh1GhrDyQxdcMxFAWe7+rJ+2F+8sywgalUKib3ayWFnwFVevTu9u3bqyKOUgoKCjh06BDTpk3Tb1Or1YSEhBATE1PmMTExMXf1LIaGhuoLusTERDQaDSEhIfr9jo6OBAUFERMTw5AhQyoUa35+vn7pOYDMzOJVJbRaLVqtYZZGKjmvoc4vyk9yYTokF8VmDGjFwP/EsPm4hu2nNfRo0bDaY6jpufju4BVm/lJcNA/v6smMAa0oKiqkqMjIgVVATczFhEeaoSvS8dmuROZsOkWRrogXg72MHValGTIX5T1npYu+pKQkPDw8ypwiICkpCU9Pzwc+Z1paGkVFRbi4lB6B5uLiQkJCQpnHaDSaMttrNBr9/pJt92pTEfPmzWP27Nl3bd+yZQu2trYVPm95REVFGfT8ovwkF6ZDcgE9XNTs0qiZvDaOt/yLsDLSmI6amIvdGhU/JBb/wHq56ejERX7/veY/I1nTctFKgb5N1ERdU/P+5jOcOnWK3m6KscOqEobIRW5u+R7nqHTR5+Pjw40bN2jcuHGp7Tdv3sTHx4eimvjR6AFMmzatVA9jZmYmHh4e9OvXDwcHB4NcU6vVEhUVRd++fUutdyyqn+TCdEgu/qtnfiGPfbqP6xl5HFc3Y+aA1tV6/Zqai1Uxl/kh5gwAo7p78VZoyxo/52FNzQXAAEXhk+jzfLYzkZ8umdGmTStGdqu5PX6GzEXJXcb7qXTRpyhKmW+K7OxsrK2tK3ROZ2dnzMzMSE5OLrU9OTkZV1fXMo9xdXX92/YlfyYnJ+Pm5laqTUBAQIXiBLCyssLK6u7lwSwsLAz+BquOa4jykVyYDskFNLCw4MOn2zNixQG+2Z/E4/5N6OLjVO1x1KRcfLn7Iu9vLi74xvVuztTQVjW+4PurmpSLv5ravw3mZmZ8uu08H/x+BrVazcsP1+wlXg2Ri/Ker8JFX0nvlkqlYsaMGaVuZRYVFREbG1vhYsrS0pJOnToRHR1NWFgYADqdjujoaMaPH1/mMcHBwURHRzNx4kT9tqioKIKDg4HiHklXV1eio6P1cWVmZhIbGysjdYUQtU7Plo0YHOjBurgrTP3hKL9P6ImNpczdV5bPd15g3u/Fjw69/o8WhPet+T18tYVKpSrOB7Bk23ne++00igKje9bsws9YKlz0xcfHA8U9fcePH8fS0lK/z9LSEn9/fyZPnlzhwMLDw3nhhRcIDAykS5cuLFq0iJycHEaOHAnAiBEjaNKkCfPmzQNgwoQJ9OrViwULFvDYY4+xdu1a4uLi+OKLL4DifzgTJ07kvffew9fXFx8fH2bMmIG7u7u+sITi5xBv3bpFUlISRUVF+hHILVq0kFVGhBA1yr/+2YadZ1O5dDOXhVFn+NdjMoH+XymKwtJt51kQdRaACX18mRjiKwWfiVGpVEzq2xJUKpZEn+P9zadRUBjTs7mxQ6txKlz0lYzaHTlyJIsXL67y59cGDx5MamoqM2fORKPREBAQQGRkpH4gRlJSEmr1f2ec6datG2vWrGH69Om88847+Pr6snHjRtq1a6dvM3XqVHJychgzZgzp6en06NGDyMjIUrehZ86cyddff63/vkOHDvrX27t37yp9jUIIYUgO1hZ88FQ7XloVx1d7EunfzpVOXtV/m9cUKYrCR3+c4T87LgDwZt+WvN7H18hRiXv5a4/f4uhzfLC5uGdWCr8HU+F5+mJiYti0aRMrV67UF3yrV6/Gx8eHxo0bM2bMmFJTmVTE+PHjuXz5Mvn5+cTGxhIUFKTft2PHDlatWlWq/aBBgzhz5gz5+fmcOHGCAQMGlNqvUqmYM2cOGo2GvLw8tm7dSsuWLUu1WbVqFYqi3PUlBZ8Qoib6R2sXnurYBJ0Cb3x3hPTcAmOHZHSKojD711P6gm/6Y22k4KshJvVtyYQ/c/XB5gQ+33nByBHVLBUu+mbPns3Jkyf13x8/fpxRo0YREhLC22+/za+//qq/9SqEEMJ4Zj/xEN4NbbmWfofJ64+hKLVj6ouKKNIpvPPTcVbtuwTA3LB2NX5gQF0zqW9LJoYUF37zfk8gQgq/cqtw0Xf06FH69Omj/37t2rUEBQWxfPlywsPDWbJkCd9//32VBCmEEKLi7K0tWPpcRyzN1Gw9ncyKvZeMHZJRFBbpmLz+KN8duIJaBR89057hXWvuFCB12cSQlkwKKb5T9+HvCXy2Qwq/8qhw0Xf79u1SEx3v3LmTRx99VP99586duXLlSuWiE0IIUSXaNXFk+j+L1+b98PfTHL2SbtyAqll+YRFvrI3np/hrmKlVLB7SgUGBHsYOS1TChBBfwvsWF37/jkzg0+hzdboXuzwqXPS5uLiQmFi8Jl5BQQGHDx+ma9eu+v1ZWVk1ck4gIYSorYZ39aL/Q65oixReW3OYjNyaszRXZWTlaXlp1UE2H9dgaabms2Ededzf3dhhiSrwRh9f3vyz8FsQdZYPNp+Wwu9vVLjoGzBgAG+//Ta7d+9m2rRp2Nra8vDDD+v3Hzt2jObNZVSNEEKYCpVKxb+faY+Hkw1Xb9/h9bXxFBbpjB2WQaVm5TPki/3sPX8TW0szvnwhkH4PlT3Jv6iZXu/jy4x/Fk9HtHx3Im9tOFbr/11XVIWLvrlz52Jubk6vXr1Yvnw5y5cvLzVX34oVK+jXr1+VBCmEEKJqONpY8NmwTthYmLHrbKp+UuLa6PLNHJ6J2MfJ65k0tLPku9Fd6dmykbHDEgYwqocPHz3THrUKvo+7yvg18eQX1u5lYCuiwvP0OTs7s2vXLjIyMqhXrx5mZqVnel+/fr1MZiyEECaoXRNHFjzrz6vfHuarPYl4O9vVugENh5NuM2Z1HGnZBXg42bD6pSB8nO2MHZYwoEGBHjjYWPD6mngiT2p4adVBPh8eSD2rSq84W2tUuKevhKOj410FH4CTk1Opnj8hhBCmY4Cfm/5ZqJk/nyDyhMbIEVWdn49cY8gX+0nLLqCtmwMbxnWTgq+OCH3IlVUjO2Nnacbe8zcZ9mUst3NkbsoSlS76hBBC1Ezj/9GCoV08UBR4Y208MRduGjukStHpFBZGnWXC2iMUFOoIadOY718JprG99f0PFrVGtxbOfDu6K/VtLTh6JZ2nPttHYlqOscMyCVL0CSFEHaVSqZg7sB0hbVwoKNQx6uuDHLx0y9hhVUhOfiGvr41nSfQ5AMb2bCa39uqwAI/6rB8bTJP6NiSm5fDkf/ZyILFm/tuuSlL0CSFEHWZupmbpcx142NeZ3IIiXlxxoMYVfmeTs3hi6R5+O3YDCzMV859pz7QBbTBTq4wdmjAiXxd7fnqtG/5NHUnP1fL8l7H8FH/V2GEZlRR9QghRx1lbmLF8RCDdmjckp6CI4V/Fsj0hxdhhlcsPh67yxNI9XEjNwcXBijWju/KsTLos/tTY3pq1Y4J5tJ0rBUU6Jq07yvzIBIp0dXMuPyn6hBBCYG1hxooXO/OP1o3J0+oYvTqO7w+a7qpK2fmFTP3hKJPXHyVPq+NhX2c2v/Ewnb2djB2aMDE2lmYse64jY3sVr7H8nx0XeGHFAW7VwQEeUvQJIYQAigu/z4d3IizAnUKdwtQNx/hg82mT6xXZfS6V0E928X3cVVQqCO/bklUju9CwnpWxQxMmSq1WMe3RNiwZ2gEbCzP2nE/jn0t217nlCKXoE0IIoWdhpmbhswG80ccXgC92XeT5L2NJycozcmSQmafl7Q3HGP7VAa6l38HDyYY1L3fljT6+8vyeKJcn/N3Z+Fp3fJztuJ6Rx6CIGFbsSURnYh9sDEWKPiGEEKWo1SrC+7ZkydAO2FqaEXPxJgMW72HLSePM5VekU/g+7gp9F+5k7Z+3nF/s5k3khJ4EN29olJhEzdXK1Z6fx3enX1sXCop0zNl0iuErYrmRccfYoRmcFH1CCCHK9IS/O7+M70FrV3vSsvMZ880hXv8unuTM6uv123k2lceW7GbqD8dIzszHu6Et68Z05d0nHsJOpmMRFeRgbcHnwzsxN6wd1hZq9p6/Segnu/j5yDVjh2ZQUvQJIYS4pxaN67Hxte6M690cM7WKX49ep/dHO1i89RyZeVqDXFNRFPacS+O55ft5YcUBEjRZOFib868BbfhjUk+Cmknvnqg8lUrF8K5e/PbGw/g3dSQzr5AJa4/w0qqDXKqlkznLxyQhhBB/y9rCjLf6t2ZAOzfe/fUkhy7f5pOtZ/lyz0VGBHsxtIsnTRvYVvo6GXe0/HzkGmtik0jQZAFgaaZmRLAX4//Rgvq2srSnqHrNG9Xjh3HdWLb9PMu2n2dbQgp7zqUxtlczXu3dAhvLu5earamk6BNCCFEufk0d+eGVYDYdu8Hi6HOcT8lm2fYL/GfHBbo3dyb0IRcead2Yxnbl+69FURQu3cxl34U0tp5KZs/5NLRFxQ/U21iYMbizBy8/7FMlBaUQf8fCTM3EkJY87u/Ou7+cZPe5ND7ddp4fD19jQh9fnuzYBAuzmn9zVIo+IYQQ5aZSqXjc353H/Nz446SGb/ZfZt+Fm+w5n8ae82nw80lc7K1oZK4mngSaNLCjnrU55moVBUU6Mu5o0WTkkZiWw+kbmaRll54rrbWrPYM7e/BUh6Y42loY6VWKuqp5o3qsfqkLf5zUMHfTaa6l32HqhmMsjj7HuN7NGRTYFCvzmtvzZ9JF37Jly/joo4/QaDT4+/vz6aef0qVLl3u2X79+PTNmzODSpUv4+vry73//mwEDBuj3K4rCrFmzWL58Oenp6XTv3p3PPvsMX19ffZtbt27x+uuv8+uvv6JWq3n66adZvHgx9erVM+hrFUKImkStVvGonxuP+rlx+WYOm49r2Ho6mSNX0knOyicZNSdiku57HgszFR08GtDD15lH27ni62JfDdELcW8qlYr+7dzo1bIx/7f/Mp/vusi19DtM33iCT7ed49lAD57u2BRvZztjh/rATLboW7duHeHh4URERBAUFMSiRYsIDQ3lzJkzNG7c+K72+/btY+jQocybN49//vOfrFmzhrCwMA4fPky7du0AmD9/PkuWLOHrr7/Gx8eHGTNmEBoayqlTp7C2tgZg2LBh3Lhxg6ioKLRaLSNHjmTMmDGsWbOmWl+/EELUFF4N7RjXuznjejfnTkERhy+nsXFbLA7uzUjL0ZKTX4i2SMHSXI29tTmuDtZ4ONnSxs2BVi72teqZKVF72FiaMbpnM4YHe7H2QBIROy+iyczj023n+XTbeQK9GvBUx6aEtGlMYwdrY4dbLipFUUxyRsKgoCA6d+7M0qVLAdDpdHh4ePD666/z9ttv39V+8ODB5OTksGnTJv22rl27EhAQQEREBIqi4O7uzptvvsnkyZMByMjIwMXFhVWrVjFkyBBOnz5N27ZtOXjwIIGBgQBERkYyYMAArl69iru7+33jzszMxNHRkYyMDBwcHKriR3EXrVbL5s2bGTBgABYWcvvDmCQXpkNyYTokF6ZDclF18guL2HIymQ2Hr7LrbCp/nc+5tas9gd4NCPBogG/jevg0ssPeyhyV6r+ThhsyF+WtPUyyp6+goIBDhw4xbdo0/Ta1Wk1ISAgxMTFlHhMTE0N4eHipbaGhoWzcuBGAxMRENBoNISEh+v2Ojo4EBQURExPDkCFDiImJoX79+vqCDyAkJAS1Wk1sbCxPPvnkXdfNz88nPz9f/31mZiZQnFyt1jDTGZSc11DnF+UnuTAdkgvTIbkwHZKLqqMG+rdtRP+2jUjOzOPnozf442Qyx69nkqDJIkGTxf/t/+8jDdYWahrYWmJtrsbKwoyZjxY/SmaIXJT3nCZZ9KWlpVFUVISLi0up7S4uLiQkJJR5jEajKbO9RqPR7y/Z9ndt/vfWsbm5OU5OTvo2/2vevHnMnj37ru1btmzB1tawI86ioqIMen5RfpIL0yG5MB2SC9Mhuah6TYFRnpDtBuczVSRmqbiaA8l3VGRpVeRpddzI+O9E5vtiD+LraJhc5ObmlqudSRZ9Ncm0adNK9TBmZmbi4eFBv379DHp7Nyoqir59+0p3vZFJLkyH5MJ0SC5Mh+TCOHILCknLLuB2rpaCQh15hUW0bmzLwT07DJKLkruM92OSRZ+zszNmZmYkJyeX2p6cnIyrq2uZx7i6uv5t+5I/k5OTcXNzK9UmICBA3yYlJaXUOQoLC7l169Y9r2tlZYWVldVd2y0sLAz+BquOa4jykVyYDsmF6ZBcmA7JRfVytLDA0c6m1LaSW7CGyEV5z2eSMw1aWlrSqVMnoqOj9dt0Oh3R0dEEBweXeUxwcHCp9lDchVrS3sfHB1dX11JtMjMziY2N1bcJDg4mPT2dQ4cO6dts27YNnU5HUFBQlb0+IYQQQojqZpI9fQDh4eG88MILBAYG0qVLFxYtWkROTg4jR44EYMSIETRp0oR58+YBMGHCBHr16sWCBQt47LHHWLt2LXFxcXzxxRdA8bw7EydO5L333sPX11c/ZYu7uzthYWEAtGnThv79+zN69GgiIiLQarWMHz+eIUOGlGvkrhBCCCGEqTLZom/w4MGkpqYyc+ZMNBoNAQEBREZG6gdiJCUloVb/t6OyW7durFmzhunTp/POO+/g6+vLxo0b9XP0AUydOpWcnBzGjBlDeno6PXr0IDIyUj9HH8C3337L+PHj6dOnj35y5iVLllTfCxdCCCGEMACTLfoAxo8fz/jx48vct2PHjru2DRo0iEGDBt3zfCqVijlz5jBnzpx7tnFycpKJmIUQQghR65jkM31CCCGEEKJqSdEnhBBCCFEHSNEnhBBCCFEHmPQzfTVRyVLG5Z0osSK0Wi25ublkZmbKvEtGJrkwHZIL0yG5MB2SC9NhyFyU1BwlNci9SNFXxbKysgDw8PAwciRCCCGEqEuysrJwdHS8536Vcr+yUDwQnU7H9evXsbe3R6VSGeQaJUu9XblyxWBLvYnykVyYDsmF6ZBcmA7JhekwZC4URSErKwt3d/dS09n9L+npq2JqtZqmTZtWy7UcHBzkTWwiJBemQ3JhOiQXpkNyYToMlYu/6+ErIQM5hBBCCCHqACn6hBBCCCHqACn6aiArKytmzZqFlZWVsUOp8yQXpkNyYTokF6ZDcmE6TCEXMpBDCCGEEKIOkJ4+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIq+GmjZsmV4e3tjbW1NUFAQBw4cMHZItdq7776LSqUq9dW6dWv9/ry8PF577TUaNmxIvXr1ePrpp0lOTjZixLXHrl27ePzxx3F3d0elUrFx48ZS+xVFYebMmbi5uWFjY0NISAjnzp0r1ebWrVsMGzYMBwcH6tevz6hRo8jOzq7GV1F73C8fL7744l3vlf79+5dqI/movHnz5tG5c2fs7e1p3LgxYWFhnDlzplSb8vxeSkpK4rHHHsPW1pbGjRszZcoUCgsLq/Ol1HjlyUXv3r3vel+88sorpdpUVy6k6Kth1q1bR3h4OLNmzeLw4cP4+/sTGhpKSkqKsUOr1R566CFu3Lih/9qzZ49+36RJk/j1119Zv349O3fu5Pr16zz11FNGjLb2yMnJwd/fn2XLlpW5f/78+SxZsoSIiAhiY2Oxs7MjNDSUvLw8fZthw4Zx8uRJoqKi2LRpE7t27WLMmDHV9RJqlfvlA6B///6l3ivfffddqf2Sj8rbuXMnr732Gvv37ycqKgqtVku/fv3IycnRt7nf76WioiIee+wxCgoK2LdvH19//TWrVq1i5syZxnhJNVZ5cgEwevToUu+L+fPn6/dVay4UUaN06dJFee211/TfFxUVKe7u7sq8efOMGFXtNmvWLMXf37/Mfenp6YqFhYWyfv16/bbTp08rgBITE1NNEdYNgPLTTz/pv9fpdIqrq6vy0Ucf6belp6crVlZWynfffacoiqKcOnVKAZSDBw/q2/z++++KSqVSrl27Vm2x10b/mw9FUZQXXnhBGThw4D2PkXwYRkpKigIoO3fuVBSlfL+XNm/erKjVakWj0ejbfPbZZ4qDg4OSn59fvS+gFvnfXCiKovTq1UuZMGHCPY+pzlxIT18NUlBQwKFDhwgJCdFvU6vVhISEEBMTY8TIar9z587h7u5Os2bNGDZsGElJSQAcOnQIrVZbKietW7fG09NTcmJgiYmJaDSaUj97R0dHgoKC9D/7mJgY6tevT2BgoL5NSEgIarWa2NjYao+5LtixYweNGzemVatWjBs3jps3b+r3ST4MIyMjAwAnJyegfL+XYmJi8PPzw8XFRd8mNDSUzMxMTp48WY3R1y7/m4sS3377Lc7OzrRr145p06aRm5ur31eduTCv0rMJg0pLS6OoqKjUPwwAFxcXEhISjBRV7RcUFMSqVato1aoVN27cYPbs2Tz88MOcOHECjUaDpaUl9evXL3WMi4sLGo3GOAHXESU/37LeDyX7NBoNjRs3LrXf3NwcJycnyY8B9O/fn6eeegofHx8uXLjAO++8w6OPPkpMTAxmZmaSDwPQ6XRMnDiR7t27065dO4By/V7SaDRlvndK9okHV1YuAJ577jm8vLxwd3fn2LFjvPXWW5w5c4Yff/wRqN5cSNEnxH08+uij+r+3b9+eoKAgvLy8+P7777GxsTFiZEKYliFDhuj/7ufnR/v27WnevDk7duygT58+Roys9nrttdc4ceJEqeeMhXHcKxd/fWbVz88PNzc3+vTpw4ULF2jevHm1xii3d2sQZ2dnzMzM7hqBlZycjKurq5Giqnvq169Py5YtOX/+PK6urhQUFJCenl6qjeTE8Ep+vn/3fnB1db1rkFNhYSG3bt2S/FSDZs2a4ezszPnz5wHJR1UbP348mzZtYvv27TRt2lS/vTy/l1xdXct875TsEw/mXrkoS1BQEECp90V15UKKvhrE0tKSTp06ER0drd+m0+mIjo4mODjYiJHVLdnZ2Vy4cAE3Nzc6deqEhYVFqZycOXOGpKQkyYmB+fj44OrqWupnn5mZSWxsrP5nHxwcTHp6OocOHdK32bZtGzqdTv+LVxjO1atXuXnzJm5uboDko6ooisL48eP56aef2LZtGz4+PqX2l+f3UnBwMMePHy9VhEdFReHg4EDbtm2r54XUAvfLRVmOHDkCUOp9UW25qNJhIcLg1q5dq1hZWSmrVq1STp06pYwZM0apX79+qVE/omq9+eabyo4dO5TExERl7969SkhIiOLs7KykpKQoiqIor7zyiuLp6als27ZNiYuLU4KDg5Xg4GAjR107ZGVlKfHx8Up8fLwCKAsXLlTi4+OVy5cvK4qiKB9++KFSv3595eeff1aOHTumDBw4UPHx8VHu3LmjP0f//v2VDh06KLGxscqePXsUX19fZejQocZ6STXa3+UjKytLmTx5shITE6MkJiYqW7duVTp27Kj4+voqeXl5+nNIPipv3LhxiqOjo7Jjxw7lxo0b+q/c3Fx9m/v9XiosLFTatWun9OvXTzly5IgSGRmpNGrUSJk2bZoxXlKNdb9cnD9/XpkzZ44SFxenJCYmKj///LPSrFkzpWfPnvpzVGcupOirgT799FPF09NTsbS0VLp06aLs37/f2CHVaoMHD1bc3NwUS0tLpUmTJsrgwYOV8+fP6/ffuXNHefXVV5UGDRootra2ypNPPqncuHHDiBHXHtu3b1eAu75eeOEFRVGKp22ZMWOG4uLiolhZWSl9+vRRzpw5U+ocN2/eVIYOHarUq1dPcXBwUEaOHKlkZWUZ4dXUfH+Xj9zcXKVfv35Ko0aNFAsLC8XLy0sZPXr0XR9IJR+VV1YOAGXlypX6NuX5vXTp0iXl0UcfVWxsbBRnZ2flzTffVLRabTW/mprtfrlISkpSevbsqTg5OSlWVlZKixYtlClTpigZGRmlzlNduVD9GbQQQgghhKjF5Jk+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IYQQQog6QIo+IUSt9+677xIQEGDw66xatYr69esb/DolduzYgUqlIj09vdqu+VfR0dG0adOGoqKicrUvKCjA29ubuLg4A0cmhCiLFH1CCFED9O7dm4kTJ5ba1q1bN27cuIGjo6NRYpo6dSrTp0/HzMyM3r17o1Kp7vnVu3dvLC0tmTx5Mm+99ZZR4hWirpOiTwghTEhBQUG521paWuLq6opKpTJgRGXbs2cPFy5c4Omnnwbgxx9/5MaNG9y4cYMDBw4AsHXrVv22H3/8EYBhw4axZ88eTp48We0xC1HXSdEnhDB5Op2O+fPn06JFC6ysrPD09OT999/X73/rrbdo2bIltra2NGvWjBkzZqDVav/2nF9++SVt2rTB2tqa1q1b85///Ee/79KlS6hUKn788UceeeQRbG1t8ff3JyYmptQ5Vq1ahaenJ7a2tjz55JPcvHmz1P4LFy4wcOBAXFxcqFevHp07d2br1q2l2nh7ezN37lxGjBiBg4MDY8aMuSvWF198kZ07d7J48WJ9z9mlS5fuur1bcnt506ZNtGrVCltbW5555hlyc3P5+uuv8fb2pkGDBrzxxhulbsnm5+czefJkmjRpgp2dHUFBQezYseNvf35r166lb9++WFtbA+Dk5ISrqyuurq40atQIgIYNG+q3OTk5AdCgQQO6d+/O2rVr//b8QoiqJ0WfEMLkTZs2jQ8//JAZM2Zw6tQp1qxZg4uLi36/vb09q1at4tSpUyxevJjly5fzySef3PN83377LTNnzuT999/n9OnTfPDBB8yYMYOvv/66VLt//etfTJ48mSNHjtCyZUuGDh1KYWEhALGxsYwaNYrx48dz5MgRHnnkEd57771Sx2dnZzNgwACio6OJj4+nf//+PP744yQlJZVq9/HHH+Pv7098fDwzZsy4K97FixcTHBzM6NGj9T1nHh4eZb623NxclixZwtq1a4mMjGTHjh08+eSTbN68mc2bN/PNN9/w+eef88MPP+iPGT9+PDExMaxdu5Zjx44xaNAg+vfvz7lz5+75M9y9ezeBgYH33P93unTpwu7duyt0rBCiEhQhhDBhmZmZipWVlbJ8+fJyH/PRRx8pnTp10n8/a9Ysxd/fX/998+bNlTVr1pQ6Zu7cuUpwcLCiKIqSmJioAMqXX36p33/y5EkFUE6fPq0oiqIMHTpUGTBgQKlzDB48WHF0dPzb2B566CHl008/1X/v5eWlhIWF3fc19erVS5kwYUKpbdu3b1cA5fbt24qiKMrKlSsVQDl//ry+zdixYxVbW1slKytLvy00NFQZO3asoiiKcvnyZcXMzEy5du1aqXP36dNHmTZt2j3jcXR0VFavXl3mvpKfX3x8fJn7Fy9erHh7e9/z3EIIwzA3asUphBD3cfr0afLz8+nTp88926xbt44lS5Zw4cIFsrOzKSwsxMHBocy2OTk5XLhwgVGjRjF69Gj99sLCwrsGRLRv317/dzc3NwBSUlJo3bo1p0+f5sknnyzVPjg4mMjISP332dnZvPvuu/z222/cuHGDwsJC7ty5c1dPX0V7zMpia2tL8+bN9d+7uLjg7e1NvXr1Sm1LSUkB4Pjx4xQVFdGyZctS58nPz6dhw4b3vM6dO3f0t3YflI2NDbm5uRU6VghRcVL0CSFMmo2Nzd/uj4mJYdiwYcyePZvQ0FAcHR1Zu3YtCxYsKLN9dnY2AMuXLycoKKjUPjMzs1LfW1hY6P9eMlhCp9OVO/bJkycTFRXFxx9/TIsWLbCxseGZZ565a7CGnZ1duc95P3+NGYrjLmtbyevIzs7GzMyMQ4cO3fX6/1oo/i9nZ2du375doRhv3bqlf+5PCFF9pOgTQpg0X19fbGxsiI6O5uWXX75r/759+/Dy8uJf//qXftvly5fveT4XFxfc3d25ePEiw4YNq3Bcbdq0ITY2ttS2/fv3l/p+7969vPjii/oewezsbC5dulSh61laWpZ7PrwH0aFDB4qKikhJSeHhhx9+oONOnTpVoWueOHGCDh06VOhYIUTFSdEnhDBp1tbWvPXWW0ydOhVLS0u6d+9OamoqJ0+eZNSoUfj6+pKUlMTatWvp3Lkzv/32Gz/99NPfnnP27Nm88cYbODo60r9/f/Lz84mLi+P27duEh4eXK6433niD7t278/HHHzNw4ED++OOPUrd2obhg/fHHH3n88cdRqVTMmDHjgXoK/8rb25vY2FguXbpEvXr19KNhK6tly5YMGzaMESNGsGDBAjp06EBqairR0dG0b9+exx57rMzjQkND7xr4Ul67d+9m7ty5lQlbCFEBMnpXCGHyZsyYwZtvvsnMmTNp06YNgwcP1j+T9sQTTzBp0iTGjx9PQEAA+/btK3ME7F+9/PLLfPnll6xcuRI/Pz969erFqlWr8PHxKXdMXbt2Zfny5SxevBh/f3+2bNnC9OnTS7VZuHAhDRo0oFu3bjz++OOEhobSsWPHB/8BUHyr2MzMjLZt29KoUaO7ngusjJUrVzJixAjefPNNWrVqRVhYGAcPHsTT0/OexwwbNoyTJ09y5syZB7pWTEwMGRkZPPPMM5UNWwjxgFSKoijGDkIIIUTNM2XKFDIzM/n888/LfczgwYPx9/fnnXfeMWBkQoiySE+fEEKICvnXv/6Fl5dXuW9ZFxQU4Ofnx6RJkwwcmRCiLNLTJ4QQQghRB0hPnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHSBFnxBCCCFEHfD/eNojMQC9nDgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eps_true = 0.001 * np.cos(5. * np.pi * np.linspace(0, 1, ntraces)) +0.001\n", "#eps_true += np.linspace(-0.004, 0.004, len(eps_true))\n", "eps_true += 0.005 * np.exp(-0.5 * ((np.linspace(0, 1, ntraces) - 0.33) / 0.1)**2.)\n", " \n", "plt.figure(figsize=(7, 3))\n", "plt.plot(T, eps_true);\n", "plt.gca().set_xlabel('calendar time (T)')\n", "plt.gca().set_ylabel('Stretching history ($ \\epsilon ^{true} $ )')\n", "plt.gca().grid(True);" ] }, { "cell_type": "markdown", "id": "7eedb8e6", "metadata": {}, "source": [ "#### Generate the source variation history." ] }, { "cell_type": "code", "execution_count": 6, "id": "a89bb8fb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster_affiliations_true = np.round(2*np.random.rand(ntraces // 25)).repeat(25).astype(int)\n", "assert len(cluster_affiliations_true) == ntraces\n", "\n", "plt.figure(figsize=(7, 3))\n", "plt.plot(cluster_affiliations_true);\n", "plt.gca().set_xlabel('calendar time (T)')\n", "plt.gca().set_ylabel('cluster number');\n", "plt.gca().grid(True);" ] }, { "cell_type": "markdown", "id": "97089115", "metadata": {}, "source": [ "#### Generate the noise correlation functions, add random noise." ] }, { "cell_type": "code", "execution_count": 7, "id": "5a7789b9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st_true = Stretcher(t0=t0, nt=nt, dt=dt, eps=eps_true)\n", "u0_stretched = st_true.stretch(u0)\n", "u1_stretched = st_true.stretch(u1)\n", "u2_stretched = st_true.stretch(u2)\n", "\n", "data = np.asarray(\n", " [[u0_stretched[n, :], \n", " u1_stretched[n, :],\n", " u2_stretched[n, :],\n", " ][i] \n", " for n, i in enumerate(cluster_affiliations_true)])\n", "\n", "for i in range(data.shape[0]):\n", " data[i, :] += 0.05 * bpf.timecall(np.random.randn(nt)) * tap\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.pcolormesh(\n", " T, t, data.T,\n", " vmin=-np.abs(data).max(), vmax=np.abs(data).max(),\n", " cmap=plt.get_cmap('gray'),\n", " shading=\"auto\");\n", "plt.gca().set_title('noise correlation functions')\n", "plt.gca().set_xlabel('calendar time (T)')\n", "plt.gca().set_ylabel('correlation lag-time (t)');\n", "plt.gca().grid(True);" ] }, { "cell_type": "markdown", "id": "3e989c4d", "metadata": {}, "source": [ "#### Perform stretching measurements" ] }, { "cell_type": "markdown", "id": "6c8ef8c4", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 8, "id": "dfd7c435", "metadata": {}, "outputs": [], "source": [ "# Define the epsilon grid to use for the stretching correlation computation\n", "pw = 3\n", "eps_search = np.linspace(-(0.3) ** (1. / pw), (0.3) ** (1. / pw), 200) ** pw\n", "st_search = Stretcher(t0=t0, nt=nt, dt=dt, eps=eps_search)" ] }, { "cell_type": "code", "execution_count": 9, "id": "f625a9ee", "metadata": {}, "outputs": [], "source": [ "# compute the stretching correlation function X for each pair of correlation functions \n", "# (only the upper triangle of the cross matrix)\n", "c_triu, e_triu = st_search.corr_all_with_all(data)\n", "\n", "# convert triangular matrix to square one\n", "c = st_search.triu2dense(c_triu, True, 1.)\n", "e = st_search.triu2dense(e_triu, False, 0.)" ] }, { "cell_type": "code", "execution_count": 10, "id": "7cca3ac1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 3))\n", "\n", "plt.subplot(121,\n", " title=r\"$ Stretch. coeff. \\varepsilon_{ij}=argmax[X_{ij} ] $ \",\n", " sharex=plt.gca(), sharey=plt.gca())\n", "\n", "# tick transformation for better visualisation of small/high values\n", "f = lambda e: np.arctan(e * 300.0) # transform stretching into values to be plotted\n", "finv = lambda fe: np.tan(fe) / 300. # inverse transform\n", "\n", "plt.colorbar(\n", " plt.imshow(\n", " f(e),\n", " vmin=f(e).min(), vmax=f(e).max(),\n", " cmap=plt.get_cmap('seismic')),\n", " format=lambda tick, _: f\"{finv(tick):.3f}\",\n", " extend=\"both\")\n", "plt.gca().set_xlabel(\"Calendar time (T)\")\n", "plt.gca().set_ylabel(\"Calendar time (T)\")\n", "\n", "plt.subplot(122, \n", " title=r\"$ Corr. coeff. C_{ij}=X_{ij}(\\varepsilon_{ij}) $ \")\n", "plt.colorbar(\n", " plt.imshow(c, \n", " vmin=0., vmax=1., \n", " cmap=plt.get_cmap('viridis')));\n", "plt.gca().set_xlabel(\"Calendar time (T)\")\n", "plt.gca().set_ylabel(\"Calendar time (T)\");" ] }, { "cell_type": "markdown", "id": "98b8a3ce", "metadata": {}, "source": [ "#### title" ] }, { "cell_type": "code", "execution_count": 11, "id": "02970aec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 6))\n", "\n", "plt.subplot(311)\n", "plt.plot(T, cluster_affiliations_true)\n", "plt.gca().set_title('Changes in the noise environment');\n", "plt.gca().set_ylabel('cluster number');\n", "plt.gca().set_xticklabels([])\n", "plt.gca().grid(True)\n", "\n", "plt.subplot(312)\n", "plt.plot(T, eps_true)\n", "plt.gca().set_title('Expected stretching history (Weighted average)')\n", "plt.gca().set_ylabel('$ \\epsilon ^{true} $')\n", "plt.gca().set_xticklabels([])\n", "plt.gca().grid(True)\n", "\n", "plt.subplot(313)\n", "plt.plot(T, eps_true)\n", "for gamma in [1, 4, 10]:\n", " eps_av = np.mean(c ** gamma * e, axis=0) / np.mean(c ** gamma, axis=0)\n", " plt.plot(T, eps_av, label=r\"$\\gamma= $\" + str(gamma))\n", "plt.gca().legend(loc=1, bbox_to_anchor=(1.2, 1.))\n", "plt.gca().grid(True)\n", "plt.gca().set_ylim(-0.01, 0.01)\n", "plt.gca().set_title('Estimated Stretching history')\n", "plt.gca().set_xlabel('calendar time (T)');\n", "plt.gca().set_ylabel('Stretch. coeff.');\n", "\n" ] }, { "cell_type": "markdown", "id": "64568233", "metadata": {}, "source": [ "The obtained stretching history is dominated by the changes in the noise sources. \n", "The reason is that we incorporate stretching measurement between pairs of correlation functions obtained in completely different noise environments. \n", "On top of this we recover the expected history." ] }, { "cell_type": "markdown", "id": "6b937002", "metadata": {}, "source": [ "## Clustering approach to separate the noise environments" ] }, { "cell_type": "code", "execution_count": 12, "id": "3d9f2f49", "metadata": {}, "outputs": [], "source": [ "from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n", "from scipy.spatial.distance import pdist, squareform\n", "\n", "def waveform_distances(correlation_matrix: np.ndarray, power: float = 1.0) -> np.ndarray:\n", " \"\"\"\n", " get distance from corr coeff, move to condensed distance matrix\n", " :param correlation_matrix: correlation coefficient matrix from waveform_corr_coeff\n", " :param power:\n", " :return:\n", " \"\"\"\n", " condensed_distances = squareform((1. - correlation_matrix) ** power)\n", " return condensed_distances\n", "\n", "def waveform_clustering(\n", " data_traces: np.ndarray,\n", " condensed_distances: np.ndarray,\n", " n_clusters: int = 10,\n", " sort_by: str=\"distance\",\n", " master: str=\"average\"):\n", "\n", " # 1 row = 1 trace,\n", " n_traces, n_dim = data_traces.shape\n", " assert len(condensed_distances) == (n_traces * (n_traces - 1)) // 2\n", "\n", " links = linkage(condensed_distances, method=\"ward\")\n", "\n", " cluster_affiliations = fcluster(links, t=n_clusters, criterion='maxclust') - 1\n", "\n", " _, cluster_counts = np.unique(cluster_affiliations, return_counts=True)\n", "\n", " cluster_masters = np.zeros((n_clusters, n_dim), data_traces.dtype)\n", "\n", " for n_cluster in range(n_clusters):\n", " cluster_mask = cluster_affiliations == n_cluster\n", " if master == \"average\":\n", " cluster_masters[n_cluster, :] = data_traces[cluster_mask, :].mean(axis=0)\n", "\n", " elif master == \"median\":\n", " cluster_masters[n_cluster, :] = np.median(data_traces[cluster_mask, :], axis=0)\n", "\n", " else:\n", " raise ValueError(master)\n", "\n", " # sort_by seems to have no effect\n", " clustering_index = dendrogram(links, no_plot=True, count_sort=False, distance_sort=True)['leaves']\n", "# # clustering_index = dendrogram(links, no_plot=True, count_sort=True, distance_sort=False)['leaves']\n", " if False:\n", " # QC\n", " # from scipy.cluster.hierarchy import optimal_leaf_ordering\n", " # links = optimal_leaf_ordering(links, condensed_distances) # takes a while and has no effect\n", " show_clustering(links, condensed_distances)\n", "\n", " return cluster_masters, cluster_affiliations, cluster_counts, clustering_index" ] }, { "cell_type": "code", "execution_count": 13, "id": "256aac74", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pw = 4\n", "cluster_centroids, cluster_affiliations, \\\n", " cluster_counts, sort_index = \\\n", " waveform_clustering(\n", " data_traces=data,\n", " condensed_distances=waveform_distances(c ** pw),\n", " n_clusters=3,\n", " sort_by=\"distance\",\n", " master=\"median\")\n", "c1 = (cluster_affiliations[:,np.newaxis] == cluster_affiliations).astype(float)\n", "\n", "plt.figure(figsize=(10, 3))\n", "plt.subplot(121, title=r\"Corr. coeff. $ C_{ij}=X_{ij}(\\varepsilon_{ij}) $ \")\n", "plt.colorbar(\n", " plt.imshow(c, vmin=0., vmax=1., cmap=plt.get_cmap('viridis')))\n", "plt.gca().set_xlabel(\"Calendar time (T)\")\n", "plt.gca().set_ylabel(\"Calendar time (T)\");\n", "\n", "plt.subplot(122, title=r\"Clustering matrix $ \\approx C_{ij}^{\\infty}$ \")\n", "plt.colorbar(\n", " plt.imshow(c1, vmin=0., vmax=1., cmap=plt.get_cmap('viridis')));\n", "plt.gca().set_xlabel(\"Calendar time (T)\")\n", "plt.gca().set_ylabel(\"Calendar time (T)\");" ] }, { "cell_type": "markdown", "id": "5484f36b", "metadata": {}, "source": [ "#### Using the clustering matrix to weight the stretching measurements" ] }, { "cell_type": "code", "execution_count": 14, "id": "27fb8352", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eps_av1 = np.mean(c1 * e, axis=0) / np.mean(c1, axis=0)\n", "plt.figure(figsize=(7, 3))\n", "plt.plot(T, eps_true, label=r\"$ \\varepsilon^{true}(T) $\")\n", "plt.plot(T, eps_av1, label=\"recovered strething history\");\n", "\n", "plt.gca().grid(True);\n", "plt.gca().set_xlabel(\"Calendar time (T)\")\n", "plt.gca().set_ylabel(\"Stretch. coeff.\")\n", "plt.gca().legend(loc=2);\n", "\n", "ax = plt.gca().twinx()\n", "ax.plot(T, cluster_affiliations,'r', label=\"clustering\");\n", "ax.set_ylabel(\"Stretch. coeff.\")\n", "ax.legend(loc=1);" ] }, { "cell_type": "markdown", "id": "3cea057a", "metadata": {}, "source": [ "#### Inversion to adjust the constant terms of each cluster" ] }, { "cell_type": "code", "execution_count": 15, "id": "b7ad1b81", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.000007\n", " Iterations: 2\n", " Function evaluations: 5\n", " Gradient evaluations: 5\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import optimize\n", "\n", "mask0 = (cluster_affiliations==0)#.astype(float)\n", "mask1 = (cluster_affiliations==1)#.astype(float)\n", "mask2 = (cluster_affiliations==2)#.astype(float)\n", "\n", "mask0f, mask1f, mask2f = [mask.astype(float) for mask in [mask0, mask1, mask2]]\n", "\n", "def eps_av_corr(i, j, k):\n", " _eps_av_corr = eps_av1 + i * mask0f + j * mask1f + k * mask2f\n", " _eps_av_corr -= _eps_av_corr.mean()\n", " return _eps_av_corr\n", "\n", "def cost_function(model):\n", " i, j, k = model\n", " e = eps_av_corr(i, j, k)\n", " g = e[2:] - 2 * e[1:-1] + e[:-2]\n", " return (g ** 2.).sum()\n", "\n", "def grad_cost_function(model):\n", " # TODO implement analytical gradient of cost_function\n", " i, j, k = model\n", " d = 1e-9\n", " dq_di = (cost_function((i+d, j, k)) - cost_function((i-d, j, k))) / (2 * d)\n", " dq_dj = (cost_function((i, j+d, k)) - cost_function((i, j-d, k))) / (2 * d)\n", " dq_dk = (cost_function((i, j, k+d)) - cost_function((i, j, k-d))) / (2 * d)\n", " return np.array([dq_di, dq_dj, dq_dk])\n", "\n", "sol = optimize.minimize(\n", " cost_function, \n", " x0=np.array([0., 0., 0.]),\n", " args=(),\n", " method='BFGS',\n", " jac=grad_cost_function,\n", " tol=None, callback=None,\n", " options={'maxiter': None,\n", " 'disp': True, \n", " 'return_all': True})\n", "\n", "imin, jmin, kmin = sol.x\n", "\n", "plt.figure(figsize=(7, 3))\n", "plt.plot(T, eps_true, label=r\"$ \\varepsilon^{true}(T) $\")\n", "plt.plot(T, eps_true - eps_true.mean(), label=r\"$ \\varepsilon^{true}(T) - \\left< \\varepsilon^{true}(T) \\right>$\")\n", "\n", "plt.plot(T, eps_av_corr(i=imin, j=jmin, k=kmin), label=\"recovered strething history\")\n", "plt.gca().set_xlabel(\"Calendar time (T)\")\n", "plt.gca().set_ylabel(\"Stretch. coeff.\")\n", "\n", "plt.gca().legend()\n", "plt.gca().grid(True);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 5 }