{ "cells": [ { "cell_type": "markdown", "id": "62c5ecfd", "metadata": {}, "source": [ "# Fast BLS demonstration\n", "\n", "This page demonstrates the functionality of GERBLS by applying a fast-folding BLS to a simulated data set. First, we set up the necessary imports:" ] }, { "cell_type": "code", "execution_count": 1, "id": "a9eeab9d", "metadata": {}, "outputs": [], "source": [ "import gerbls\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "7f675e28", "metadata": {}, "source": [ "The data set we are using is included in the GERBLS source distribution as [tests/phottest.dat](https://github.com/kment/GERBLS/blob/main/tests/phottest.dat). It includes a simulated transit with a period of 1.37 days. In order to run GERBLS, we need to store the data in a [gerbls.pyDataContainer](../api/struct.rst#gerbls.pyDataContainer) object." ] }, { "cell_type": "code", "execution_count": 2, "id": "db5723c0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phottest = np.loadtxt(\"../../../tests/phottest.dat\")\n", "time, mag, err = phottest.T\n", "\n", "data = gerbls.pyDataContainer()\n", "data.store(time, mag, err)\n", "\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(data.rjd - 2400000.5, data.mag, \".\")\n", "plt.xlabel(\"Time (JD - 2400000.5)\")\n", "plt.ylabel(\"Flux\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8c7b208f", "metadata": {}, "source": [ "It should be noted that any long-term trends in the data (due to stellar variability, instrument systematics, etc.) should be subtracted from the data via detrending before running the BLS. GERBLS provides a wrapper on a Savitsky-Golay filter via [gerbls.clean_savgol()](../api/clean.rst#gerbls.clean_savgol), which can handle basic long-term variability; however, more complex detrenders may be required for some data sets. In this example data set, there is no long-term stellar variability, so we shall just use `data` as our detrended data.\n", "\n", "Next, we can set up the fast-folding BLS." ] }, { "cell_type": "code", "execution_count": 3, "id": "87133069", "metadata": {}, "outputs": [], "source": [ "min_period = 0.4 # Minimum searched orbital period (in days)\n", "max_period = 10. # Maximum searched orbital period (in days)\n", "t_samp = 10./60/24 # Desired time sampling of the data\n", "dur = 1./24 # Searched transit duration\n", "\n", "bls = gerbls.pyFastBLS()\n", "bls.setup(data,\n", " min_period,\n", " max_period,\n", " t_samp=t_samp,\n", " duration_mode='constant',\n", " min_duration_factor=dur,\n", " max_duration_factor=dur)" ] }, { "cell_type": "markdown", "id": "8718cc8b", "metadata": {}, "source": [ "The time sampling (`t_samp`) is a key parameter of the fast-folding BLS. Before running the BLS, the data is resampled to the specified time cadence (here, 10 minutes). A shorter sampling time increases the BLS precision as well as the number of periods searched, but it also makes the BLS run slower. Thus, when speed is important, `t_samp` can be cautiously increased as long as its value remains substantially below the expected duration of the transits. If not given (`t_samp` is an optional parameter), its value is set to the median time cadence of the input data. In this example, we are also fitting for a single transit duration (`dur`, equal to 1 hour) at each tested period.\n", "\n", "We can now generate the BLS spectrum, saving the results in double precision to be safe." ] }, { "cell_type": "code", "execution_count": 4, "id": "6cd135df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting FFA...\n", "Downsampling: OFF\n", "Number of tested periods: 16595\n", "BLS runtime: 0.056743 sec\n" ] } ], "source": [ "bls.run_double(verbose=True)" ] }, { "cell_type": "markdown", "id": "6d2f34c5", "metadata": {}, "source": [ "The number of tested periods was 16,595; this can be affected by changing `t_samp` or the range of searched orbital periods. In order to process the results of the BLS analysis, we create an instance of [gerbls.pyBLSAnalyzer](../api/blsresult.rst#gerbls.pyBLSAnalyzer), which allows us to easily retrieve the $\\Delta\\chi^2$ values (difference in $\\chi^2$ between a fitted box model and a constant-flux model with no transit) as well as other fitted parameters at each tested orbital period." ] }, { "cell_type": "code", "execution_count": 5, "id": "fa051a9f", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAAIUCAYAAACjNPedAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAfsZJREFUeJzt3Xd8FNX+//F36DVBUBJBQVRAQBEVRcQuiogiytd2UVBRrgoWFBCuomBDvWJHVFTAglhBRUWR3kTAq1QRkA4BFEihJCF7fn/w22FmS7JJJtnd2dfz8ZhHNrOzs2d25sw5nzlnziQZY4wAAAAAAIAnlYt2AgAAAAAAQOkh8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQAAAADwMAJ/AAAAAAA8jMAfAAAAAAAPI/AHAAAAAMDDKkQ7AQWZNWuW/vvf/2rx4sXatm2bJkyYoC5duljvG2P0+OOPa9SoUdqzZ4/atWunkSNHqnHjxtYyu3bt0r333qtvvvlG5cqVU9euXfXKK6+oRo0a1jJLlixR7969tXDhQh111FG69957NWDAgIjT6fP5tHXrVtWsWVNJSUmubDsAAAAAAOEYY5SVlaV69eqpXLlC2vRNDPvuu+/MI488Yr788ksjyUyYMMHx/rPPPmtSUlLMxIkTze+//246d+5sGjVqZPbv328tc/nll5tTTz3V/Pzzz2b27NnmxBNPNDfddJP1fkZGhklNTTXdunUzy5YtMx9//LGpWrWqeeuttyJO56ZNm4wkJiYmJiYmJiYmJiYmJqYynTZt2lRozJpkjDGKA0lJSY4Wf2OM6tWrp4ceekj9+vWTJGVkZCg1NVVjxozRjTfeqJUrV6p58+ZauHChWrduLUmaPHmyrrjiCm3evFn16tXTyJEj9cgjjyg9PV2VKlWSJA0cOFATJ07UH3/8EVHaMjIyVKtWLW3atEnJycnubzwAAAAAADaZmZk69thjtWfPHqWkpBS4bEx39S/IunXrlJ6ervbt21vzUlJS1KZNG82fP1833nij5s+fr1q1allBvyS1b99e5cqV04IFC3TNNddo/vz5Ov/8862gX5I6dOig5557Trt379YRRxwR9N05OTnKycmx/s/KypIkJScnE/gDAAAAAMpMJLebx+3gfunp6ZKk1NRUx/zU1FTrvfT0dNWtW9fxfoUKFVS7dm3HMqHWYf+OQMOGDVNKSoo1HXvssSXfIAAAAAAASkHcBv7RNGjQIGVkZFjTpk2bop0kAAAAAABCitvAPy0tTZK0fft2x/zt27db76WlpWnHjh2O9w8ePKhdu3Y5lgm1Dvt3BKpcubLVrZ/u/QAAAACAWBa3gX+jRo2UlpamqVOnWvMyMzO1YMECtW3bVpLUtm1b7dmzR4sXL7aWmTZtmnw+n9q0aWMtM2vWLOXl5VnLTJkyRU2bNg15fz8AAAAAAPEkpgP/7Oxs/fbbb/rtt98kHRrQ77ffftPGjRuVlJSkBx54QE899ZS+/vprLV26VN27d1e9evWskf+bNWumyy+/XHfeead++eUXzZ07V3369NGNN96oevXqSZL+9a9/qVKlSurZs6eWL1+uTz75RK+88ooefPDBKG01AAAAAADuienH+c2YMUMXXXRR0PwePXpozJgxMsbo8ccf19tvv609e/bo3HPP1RtvvKEmTZpYy+7atUt9+vTRN998o3Llyqlr16569dVXVaNGDWuZJUuWqHfv3lq4cKGOPPJI3XvvvXr44YcjTmdmZqZSUlKUkZFBt38AAAAAQKkrShwa04F/vCDwBwAAAACUpaLEoTHd1R8AAAAAAJQMgT8AAAAAAB5G4A8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeRuAPAPCUX375RS1bttTUqVOjnRQAAICYkGSMMdFORLzLzMxUSkqKMjIylJycHO3kAEBCq1mzprKzsyVJFHEAAMCrihKH0uIPAPAUf9APAACAQwj8AQAAAADwMAJ/AAAAAAA8jMAfAAAAAAAPI/AHAAAAAMDDCPwBAAAAAPAwAn8AAAAAADyMwB8AAAAAAA8j8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQCekpSUFO0kAAAAxBQCfwCApxD4AwAAOBH4AwA8pVw5ijYAAAA7akcAAE+hxR8AAMCJwB8A4CkE/gAAAE4E/gAATyHwBwAAcCLwBwB4Sk5OTrSTAAAAEFMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQCecswxx0Q7CQAAADGFwB8AAAAAAA8j8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwB4ijEm2kkAAACIKQT+AAAAAAB4GIE/AAAAAAAeRuAPAAAAAICHEfgDAAAAAOBhBP4AAAAAAHgYgT8AAAAAAB5G4A8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeRuAPAAAAAICHEfgDAAAAAOBhBP4AAAAAAHgYgT8AAAAAAB5G4A8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeRuAPAAAAAICHEfgDAAAAAOBhBP4AAE8xxkQ7CQAAADGFwB8AAAAAAA8j8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAAD4vrwD8/P1+DBw9Wo0aNVLVqVZ1wwgl68sknHSM6G2P02GOP6eijj1bVqlXVvn17rV692rGeXbt2qVu3bkpOTlatWrXUs2dPZWdnl/XmAAAAAADgurgO/J977jmNHDlSr7/+ulauXKnnnntOzz//vF577TVrmeeff16vvvqq3nzzTS1YsEDVq1dXhw4ddODAAWuZbt26afny5ZoyZYomTZqkWbNmqVevXtHYJAAAAAAAXJVk4viBx1deeaVSU1P17rvvWvO6du2qqlWr6sMPP5QxRvXq1dNDDz2kfv36SZIyMjKUmpqqMWPG6MYbb9TKlSvVvHlzLVy4UK1bt5YkTZ48WVdccYU2b96sevXqFZqOzMxMpaSkKCMjQ8nJyaWzsQCAiNSvX19bt26VJMVxEQcAAFCgosShcd3if84552jq1Kn6888/JUm///675syZo44dO0qS1q1bp/T0dLVv3976TEpKitq0aaP58+dLkubPn69atWpZQb8ktW/fXuXKldOCBQtCfm9OTo4yMzMdEwAAAAAAsahCtBNQEgMHDlRmZqZOOukklS9fXvn5+Xr66afVrVs3SVJ6erokKTU11fG51NRU67309HTVrVvX8X6FChVUu3Zta5lAw4YN09ChQ93eHAAAAAAAXBfXLf6ffvqpPvroI40bN06//vqrxo4dqxdeeEFjx44t1e8dNGiQMjIyrGnTpk2l+n0AAAAAABRXXLf49+/fXwMHDtSNN94oSTrllFO0YcMGDRs2TD169FBaWpokafv27Tr66KOtz23fvl2tWrWSJKWlpWnHjh2O9R48eFC7du2yPh+ocuXKqly5cilsEQAAAAAA7orrFv99+/apXDnnJpQvX14+n0+S1KhRI6WlpWnq1KnW+5mZmVqwYIHatm0rSWrbtq327NmjxYsXW8tMmzZNPp9Pbdq0KYOtAAAAAACg9MR1i/9VV12lp59+Wg0aNFCLFi30v//9Ty+++KJuv/12SVJSUpIeeOABPfXUU2rcuLEaNWqkwYMHq169eurSpYskqVmzZrr88st155136s0331ReXp769OmjG2+8MaIR/QEAAAAAiGVxHfi/9tprGjx4sO655x7t2LFD9erV07///W899thj1jIDBgzQ3r171atXL+3Zs0fnnnuuJk+erCpVqljLfPTRR+rTp48uueQSlStXTl27dtWrr74ajU0CAAAAAMBVSYaHHJdYUZ6fCAAoXfXr19fWrVslSRRxAADAq4oSh8b1Pf4AAAAAAKBgBP4AAAAAAHgYgT8AAAAAAB5G4A8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeRuAPAAAAAICHEfgDADzFGBPtJAAAAMQUAn8AAAAAADyMwB8AAAAAAA8j8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQAAAADwMAJ/AAAAAAA8jMAfAAAAAAAPI/AHAAAAAMDDCPwBAAAAAPAwAn8AAAAAADyMwB8AAAAAAA8j8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQCeYoyJdhIAAABiCoE/AAAAAAAeRuAPAAAAAICHEfgDAAAAAOBhBP4AAE9JSkqKdhIAAABiCoE/AAAAAAAeRuAPAAAAAICHEfgDAAAAAOBhBP4AAAAAAHgYgT8AAAAAAB5G4A8AAAAAgIcR+AMAPMUYE+0kAAAAxBQCfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQAAAADwMAJ/AAAAAAA8jMAfAAAAAAAPI/AHAAAAAMDDCPwBAAAAAPAwAn8AAAAAADyMwB8AAAAAAA8j8AcAAAAAwMMI/AEAAAAA8DACfwAAAAAAPIzAHwAAAAAADyPwBwAAAADAwwj8AQAAAADwMAJ/AAAAAAA8jMAfAAAAAAAPI/AHAAAAAMDDCPwBAJ5ijIl2EgAAAGIKgT8AAAAAAB5G4A8A8Cxa/wEAAAj8AQAAAADwNAJ/AIBn0eIPAABA4A8AAAAAgKcR+AMAPMXeyk+LPwAAAIE/AAAAAACeRuAPAAAAAICHEfgDADyFrv4AAABOBP4AAAAAAHgYgT8AwLNo8QcAACDwBwAAAADA0+I+8N+yZYtuvvlm1alTR1WrVtUpp5yiRYsWWe8bY/TYY4/p6KOPVtWqVdW+fXutXr3asY5du3apW7duSk5OVq1atdSzZ09lZ2eX9aYAAFzAPf4AAABOcR347969W+3atVPFihX1/fffa8WKFRo+fLiOOOIIa5nnn39er776qt58800tWLBA1atXV4cOHXTgwAFrmW7dumn58uWaMmWKJk2apFmzZqlXr17R2CQAAAAAAFyVZOK4OWTgwIGaO3euZs+eHfJ9Y4zq1aunhx56SP369ZMkZWRkKDU1VWPGjNGNN96olStXqnnz5lq4cKFat24tSZo8ebKuuOIKbd68WfXq1Ss0HZmZmUpJSVFGRoaSk5Pd20AAQJEdddRR+vvvvyVJBw4cUOXKlaOcIgAAAPcVJQ6N6xb/r7/+Wq1bt9Z1112nunXr6rTTTtOoUaOs99etW6f09HS1b9/empeSkqI2bdpo/vz5kqT58+erVq1aVtAvSe3bt1e5cuW0YMGCstsYAAAAAABKQVwH/n/99ZdGjhypxo0b64cfftDdd9+t++67T2PHjpUkpaenS5JSU1Mdn0tNTbXeS09PV926dR3vV6hQQbVr17aWCZSTk6PMzEzHBACIDdzjDwAA4FQh2gkoCZ/Pp9atW+uZZ56RJJ122mlatmyZ3nzzTfXo0aPUvnfYsGEaOnRoqa0fAAAAAAC3xHWL/9FHH63mzZs75jVr1kwbN26UJKWlpUmStm/f7lhm+/bt1ntpaWnasWOH4/2DBw9q165d1jKBBg0apIyMDGvatGmTK9sDAAAAAIDb4jrwb9eunVatWuWY9+eff6phw4aSpEaNGiktLU1Tp0613s/MzNSCBQvUtm1bSVLbtm21Z88eLV682Fpm2rRp8vl8atOmTcjvrVy5spKTkx0TACA20NUfAADAKa67+vft21fnnHOOnnnmGV1//fX65Zdf9Pbbb+vtt9+WJCUlJemBBx7QU089pcaNG6tRo0YaPHiw6tWrpy5dukg61EPg8ssv15133qk333xTeXl56tOnj2688caIRvQHAAAAACCWxXXgf+aZZ2rChAkaNGiQnnjiCTVq1Egvv/yyunXrZi0zYMAA7d27V7169dKePXt07rnnavLkyapSpYq1zEcffaQ+ffrokksuUbly5dS1a1e9+uqr0dgkAICLaPEHAACQkgy1ohIryvMTAQClq06dOtq1a5ckae/evapWrVqUUwQAAOC+osShcX2PPwAAgbjHHwAAwInAHwAAAAAADyPwBwB4Fi3+AAAABP4AAAAAAHgagT8AwLNo8QcAACDwBwB4DME+AACAE4E/AAAAAAAeRuAPAPAUHucHAADgROAPAAAAAICHEfgDADyLFn8AAAACfwAAAAAAPI3AHwDgWbT4AwAAEPgDAAAAAOBpBP4AAE9hVH8AAAAnAn8AgKcQ7AMAADgR+AMAPIuLAAAAAAT+AAAAAAB4GoE/AAAAAAAeRuAPAPAsuvoDAAAQ+AMAAAAA4GkE/gAAT+FxfgAAAE4E/gAAAAAAeBiBPwDAs2jxBwAAIPAHAAAAAMDTCPwBAJ7CPf4AAABOBP4AAAAAAHgYgT8AwFNo8QcAAHAi8AcAeArBPgAAgBOBPwAAAAAAHkbgDwDwFLr6AwAAOBH4AwA8hWAfAADAicAfAOAptPgDAAA4EfgDAAAAAOBhBP4AAE+hxR8AAMCJwB8A4CkE+wAAAE5FDvz379+vLVu2BM1fvny5KwkCAMAtXAQAAAAoYuD/+eefq3HjxurUqZNatmypBQsWWO/dcsstricOAICiItgHAABwKlLg/9RTT2nx4sX67bffNHr0aPXs2VPjxo2TREULABAbuMcfAADAqUJRFs7Ly1Nqaqok6YwzztCsWbN0zTXXaM2aNUpKSiqVBAIAUBQE+wAAAE5FavGvW7eulixZYv1fu3ZtTZkyRStXrnTMBwAAAAAAsaFIgf8HH3ygunXrOuZVqlRJH3/8sWbOnOlqwgAAKA66+gMAADgVKfA/5phjlJaW5pj3008/SZLatWvnXqoAAADgupycHO3atSvayQAAlLEiP84vUKdOnfTggw8qNzfXjfQAAOAaWvwBp6ZNm6pOnTratm1btJMCAChDJQ78Z82apUmTJql169ZatmxZyGW2bdumrl27lvSrAAAoEIE+ULANGzZIkqZOnRrllAAAylKJA/82bdro119/VevWrXXmmWfqxRdftN7z+XxasWKFHnvsMc2ePbukXwUAQIECA38uBAAAABTxcX7h1KhRQ8OHD1e1atXUv39/ffzxx1bQn5OTo4YNG2rYsGFufBUAAGER6AMAAAQrcYv/O++8owYNGujII4/UmDFjdNZZZ6lChQr63//+pzvuuEO7du3SunXr1LNnTzfSCwBAxLgQAAAA4ELg/5///EedOnXSihUrlJWVpfnz52v+/PkaPny43nnnHT344IPat2+fG2kFAKBABPpAZMgrAJBYShz4X3jhhRoyZIiaNm2qpKQka37fvn31yy+/aNGiRWrZsqUWLFhQ0q8CAKBABDMAAADBShz4f/rpp0pNTQ35XlJSkhYuXKgrr7xS559/fkm/CgCAIuFCABAaeQMAEkuJA/9AWVlZevvtt3XWWWepVatWqly5sl5++WVNmjTJ7a8CAMCBYAYAACCYa4H/rFmz1KNHDx199NF69NFHdeyxxzoqYJdeeqlbXwUAQEg8zg8AACBYiQL/9PR0Pfvss2rcuLGuuOIKHTx4UJ9++qm2bt2qoUOHupVGAAAAlFB6err1Ojc3N4opAQCUtQrF/eBVV12lqVOn6qKLLtKQIUPUpUsXVa9e3XrfPtAfAABlgRZ/ILwDBw6EfA0A8L5iB/7ffvut/vWvf+mBBx5Q69at3UwTAADFQqAPhFetWjXr9dFHHx3FlAAAylqxu/rPmzdPVatW1cUXX6ymTZvqiSee0Nq1a91MGwAARUKLPxCevTcmPTMBILEUO/A/++yzNWrUKG3btk0PP/ywfvzxRzVp0kRnn322XnvtNW3fvt3NdAIAAKAE7BfC8vPzo5gSAEBZK/Go/tWrV9ftt9+uOXPmaMWKFTr//PP1zDPPqH379m6kD0AYubm52r9/f7STAcQUWvyB8Aj8ASBxufY4P0lq2rSpnn/+eW3evFlffvmlOnXq5ObqAfx/xhgdc8wxSk5OVk5OTrSTA8QMAn0gPHv+8Pl8UUwJAKCsuRr4+5UvX15dunTR119/XRqrBxKeMUY7d+7UwYMHtWbNmmgnBwAQZ2jxB4DEUiqBP4DSRasmEBpd/YHw6OoPAImLwB+IQwQzQGjkDSA8An8ASFwE/kAcIrgBQqPFHwiPwB8AEheBPxCH7JU3nsUMACgqAn8ASCwE/kAcohUTCI0WfyA8RvUHgMRF4A/EISpsQGgE+kB49vwxa9asKKYEAFDWCPyBOERwA0SGvAIcZs8Pn376aRRTAgAoawT+QBziHn8gNAJ9IDzyBwAkLgJ/IA6tXr062kkAYhL3+AORqVSpUrSTAAAoQwT+QBz6/PPPo50EICYR6APh2fNH3759o5gSAEBZI/AH4lD16tWjnQQAQJzhwhgAJC4CfyAO2Uf15x5/4DC6+gPh2fMDeQMAEguBPxCHGNwPCI1gBgAAIBiBPxCHaPEHIsOFAOAwWvwBIHER+ANxiAobEBp5AwiPwB8AEheBPxCHqLwBoXGPPxAe+QEAEheBPxCHCPyB0MgPQGTIKwCQWDwV+D/77LNKSkrSAw88YM07cOCAevfurTp16qhGjRrq2rWrtm/f7vjcxo0b1alTJ1WrVk1169ZV//79dfDgwTJOPRC5Vq1aWa/t9/sDcCK4AQ7jojEAJC7PBP4LFy7UW2+9pZYtWzrm9+3bV998840+++wzzZw5U1u3btW1115rvZ+fn69OnTopNzdX8+bN09ixYzVmzBg99thjZb0JQMTKlTucdam8AYeRH4DwyB8AkLg8EfhnZ2erW7duGjVqlI444ghrfkZGht599129+OKLuvjii3XGGWdo9OjRmjdvnn7++WdJ0o8//qgVK1boww8/VKtWrdSxY0c9+eSTGjFihHJzc6O1SUCBaLUBQuMefyA8yg4ASFyeCPx79+6tTp06qX379o75ixcvVl5enmP+SSedpAYNGmj+/PmSpPnz5+uUU05RamqqtUyHDh2UmZmp5cuXh/y+nJwcZWZmOiagLFF5AwAUFWUHACSuCtFOQEmNHz9ev/76qxYuXBj0Xnp6uipVqqRatWo55qempio9Pd1axh70+9/3vxfKsGHDNHToUBdSDxQPlTcgNPIDAABAsLhu8d+0aZPuv/9+ffTRR6pSpUqZfe+gQYOUkZFhTZs2bSqz7wYkAn8gHLr6A+FRdgBA4orrwH/x4sXasWOHTj/9dFWoUEEVKlTQzJkz9eqrr6pChQpKTU1Vbm6u9uzZ4/jc9u3blZaWJklKS0sLGuXf/79/mUCVK1dWcnKyYwLKkn0kfypvAIBIEPgDQOKK68D/kksu0dKlS/Xbb79ZU+vWrdWtWzfrdcWKFTV16lTrM6tWrdLGjRvVtm1bSVLbtm21dOlS7dixw1pmypQpSk5OVvPmzct8m4BIUHkDQqPFHwiP/OBNe/bs0fr166OdDAAxLq7v8a9Zs6ZOPvlkx7zq1aurTp061vyePXvqwQcfVO3atZWcnKx7771Xbdu21dlnny1Juuyyy9S8eXPdcsstev7555Wenq5HH31UvXv3VuXKlct8m4BIEPgDoZEfgMiQV7zD/0SrjRs36thjj41yagDEqrgO/CPx0ksvqVy5curatatycnLUoUMHvfHGG9b75cuX16RJk3T33Xerbdu2ql69unr06KEnnngiiqkGCkbgD4RGiz8QHmWHt/38888E/gDC8lzgP2PGDMf/VapU0YgRIzRixIiwn2nYsKG+++67Uk4Z4B7u8QcAFBWBv7clJSVFOwkAYlhc3+MPJCoqb0BotPgD4ZEfvI3AH0BBCPyBOETgD4RGfgDCo+zwNgJ/AAUh8AfiEJU3IDLkDyA08ob3EPgDKAiBPxCHCPyB0MgPQHjkD28rV45qPYDwOEMAcYjB/YDQyA9AeFw09jZa/AEUhMAfiENU3oDQGNwPCI+yw9sI/AEUhMAfiENU3gAAgL0OQOAPoCAE/kAcIvAHQqPFHwiPssN78vPzo50EAHGCwB+IQ1TegNDID0B4lB3eYx/zhxZ/AAUh8AfikL2gt78G4ERwAxxGfvAeAn8AkSLwB+IQrTZAaOQHIDLkFW84ePCg9ZrH+QEoCGcIIA4R+AOhcY8/EB5lh/fs37/fel25cuUopgRArCPwB+IQlTcgNPIDEB75w3vy8vKs13T1B1AQAn8gDhH4A5EhfwCHUXZ4j/0ef/YpgIIQ+ANxiIIeCI38AIRH4O899v3IYL8ACkLgD8QhKm9AaOQHIDLkFW+gPgAgUgT+QByioAciQ/4ADiM/eA+P9wUQKQJ/IA4R+AOhkR+A8Cg7vId9CiBSBP5AHOIefyA0HucHhEeQ6D3c4w8gUgT+QByi8gYAAKgPAIgUgT8QhyjogdBo8QfCo+zwHnoAAogUgT8Qh6i8AaGRH4DwKDu8h67+ACJF4A/EISpvQGi0+APhkR+8h/oAgEgR+ANxiK59AICSoOzwBh7nByBSBP5AHOIKPxAa+QEIj7LDe9inACJF4A/EIQp6IDS6+gPhkR+8h3v8AUSKwB+IQwT+AICiouzwHvYpgEgR+ANxiIIeCC0wP+zatStKKQFiD2WH9zDmD4BIEfgniD59+uj888/XwYMHo50UuMBe0GdlZUUxJUBsCaz4PvHEE1FKCQCUPrr6A4gUgX+CGDFihGbPnq2ffvop2kmBC+wF/SOPPBLFlACxJTDw37NnT3QSAsQgWvy9h30KIFIE/gkmPz8/2kmAC+yF++bNm6OYEiC2JSUlRTsJQMwgSPQeHucHIFIE/gmGgt4b2I9AaIF5g8AfOIzA0Hu4mAMgUgT+QByi8gaERsUXCO+9996zXpNXvIF7/AFEisA/wVAoeIO9oK9UqVIUUwLENlr8gcO+/PJL6zWBvzfQ4g8gUgT+CYCrwd5j36eMWg4cRsUXCM9+IYy84g3c4w8gUgT+CcBeuDO4nzfY92lycnIUUwLEFu7xB5BIaPEHECkC/wRA4O89FPRAaIH54Z577olSSoDYQ4u/91AfABApAv8EQFd/72E/ApGpX79+tJMAxAwCf++hqz+ASBH4JwB7QfDtt99GMSVwC1f4gdAC8wP5AzjsiiuuiHYS4DLqAwAiReCfAOwFwZYtW6KYEriFgh4IjcAfCK9Tp07Wa/KGN9CrE0CkCPwTgL1Q6Ny5cxRTArcQ+AMAioqyw3sI/AFEisA/AXD/l/dQYQNCo8UfCI/84D32eh37F0BBCPwTAKP6ew8FPRAa+QEIj7LDe+jFASBSBP4JgG5g3kNBD0SG/AEcRtnhPexTAJEi8E8AtPh7D4U7EBpd/YHwyA/eQy8OAJEi8E8A9kKBwN8buMIPhEZ+AMIjSPQe6gMAIkXgnwDsBUFSUlIUUwK3UHkDQqPFHwiPINF72KcAIkXgnwAoCLyHfQoAKCrKDu8h8AcQKQL/BMCAft5DQQ+ERos/EB5lh/fQAxBApAj8EwAFgfdQeQNCI/AHwiNI9B7qAwAiReCfACgIvIeCHgBQVJQd3sM+BRApAv8EwBV+7+H2DSA0WvyB8MgP3kMdD0CkCPwTAFeDvYd9CoRGfgDCI0j0HuoDACJF4J8A7AUBLcXeQEEPhEaLPxAeZYf3sE8BRIrAPwFwhd972I9AZMgrwGHkB+8h8AcQKQL/BECh4D3sUyA08gMQHmWH99C4AyBSBP4JgILeeyjogdDo6g+ER9nhPdTx3DV//nylp6dHOxlAqagQ7QSg9NkLeu7x9wYKdyAy5BXgMPKD9xD4u2fevHlq166dkpKSqC/Dk2jxTwAUCt7DPgVCIz8A4VF2eA+9ONwzffp0SfyO8C4C/wRAQe897FMgNLr6A+ERJHoP9QH3VKxYMdpJAEoVgX8C4HF+3kPhDoRG3gDCI394D4G/ewj84XUE/gmAK/zewz4FIkP+AA6z54f8/PwopgRuIfB3D4E/vI7APwFQKHgP+xQIbdq0aY7/yR/AYfaLxgcPHoxiSuAWGgLcYw/8yR/wIgL/BECQ6D3sUyC0l156KdpJAGKWvbwgsPEG6gPuoUcMvI7APwHwOD/voXAHIkNeAQ4j8PceAn/3UF+G1xH4JwAKBe+hax8AoKioD3gPwap77K38/JbwIgL/BEBB7z3sUyAy5A/gMC4aew/1AfdwEcV7cnJy9Nxzz2np0qXRTkpMIPBPAJzIvIfCHYgMeQU4jCDRe9in7qHF33uee+45DRw4UC1btox2UmICgX8CoFDwHvYpAKCoKDu8h33qHvvvR+DvDb/88ku0kxBTCPwTAIWC97BPgciQP4DD6OrvPexT9yQlJVmvCfy9gf3oROCfAOjq7z3sRwBAUXHR2HvYp+6hxd97yBNOBP4JgELBe9inQGTIH8BhlB3eY78vnX1aMvbfz/67JpLHH39c7dq1U0ZGRrST4gou4DgR+CcACnrvYZ8CkSF/AIfRLdx7Vq5cab1mn5YMPWSlJ554QvPmzdPnn38e7aS4gjzhROCfACjovYfAHwBQVJQd3pOWlma9Zp+WDIH/Yfv27Yt2ElyR6PsxEIF/AuCeJe+hcAciQ14BDiPw9x72qXsI/A/zyrHkle1wC4F/AqBQ8B56cQAAior6gPewT91D4O895AknAv8EQKHgPexTILSGDRs6/id/AIdx0dh72KfuoYfsYV45lhJ9PwaK68B/2LBhOvPMM1WzZk3VrVtXXbp00apVqxzLHDhwQL1791adOnVUo0YNde3aVdu3b3css3HjRnXq1EnVqlVT3bp11b9/fx08eLAsN6VUcQXTe7xyQgbcdvfddzv+J68Ah3HR2HvYp+5J9Pqy/UkGFStWjGJK3EOecIrrwH/mzJnq3bu3fv75Z02ZMkV5eXm67LLLtHfvXmuZvn376ptvvtFnn32mmTNnauvWrbr22mut9/Pz89WpUyfl5uZq3rx5Gjt2rMaMGaPHHnssGptUKigUvId9CoRWrlxcF2sIY9u2bXr99deVmZkZ7aTENcoO72GfuifRA3/7gH6VKlWKYkrck4j7sSAVop2Akpg8ebLj/zFjxqhu3bpavHixzj//fGVkZOjdd9/VuHHjdPHFF0uSRo8erWbNmunnn3/W2WefrR9//FErVqzQTz/9pNTUVLVq1UpPPvmkHn74YQ0ZMsQTBz6FgvfQtQ8ILTA/kD+8oWPHjvr99981d+5cffzxx9FOTtyi7PAe9ql7Ej3w91JvZz/yhJOnmkYyMjIkSbVr15YkLV68WHl5eWrfvr21zEknnaQGDRpo/vz5kqT58+frlFNOUWpqqrVMhw4dlJmZqeXLl4f8npycHGVmZjqmWJboJzIv4kQGhEbe8Kbff/9dkvTJJ59EOSXxjfzhPTTuuMdeR7Z3e08UxAve55nA3+fz6YEHHlC7du108sknS5LS09NVqVIl1apVy7Fsamqq0tPTrWXsQb//ff97oQwbNkwpKSnWdOyxx7q8Ne6iUPAe9ikQGi3+3sb+LBnKDu9hn7on0QNf+8WORLzwEStWr16tP/74o1TW7ZnAv3fv3lq2bJnGjx9f6t81aNAgZWRkWNOmTZtK/TtLgkLBe9inQGgE/kB4dAv3HvapexI98E/0Hg+x4ODBg2rSpImaNWum7Oxs19fvicC/T58+mjRpkqZPn65jjjnGmp+Wlqbc3Fzt2bPHsfz27duVlpZmLRM4yr//f/8ygSpXrqzk5GTHFMsoFLyHwB8IjfwAhEfZ4T3sU/ck+uP87MG+F+/3jwd5eXnW6507d7q+/rgO/I0x6tOnjyZMmKBp06apUaNGjvfPOOMMVaxYUVOnTrXmrVq1Shs3blTbtm0lSW3bttXSpUu1Y8cOa5kpU6YoOTlZzZs3L5sNKWWJfiLzIvaju1avXq2cnJxoJwMuoMXf25KSkqKdhLhGkOg97FP30OJ/eJvtASiiozR6XcR14N+7d299+OGHGjdunGrWrKn09HSlp6dr//79kqSUlBT17NlTDz74oKZPn67FixfrtttuU9u2bXX22WdLki677DI1b95ct9xyi37//Xf98MMPevTRR9W7d29Vrlw5mpvnGgoF77HvR//xjuL58ccf1aRJE5133nnRTgpcwDkOCI/6gPewT92T6IG/F1v84y1PlHZjbVwH/iNHjlRGRoYuvPBCHX300dZkH/X3pZde0pVXXqmuXbvq/PPPV1pamr788kvr/fLly2vSpEkqX7682rZtq5tvvlndu3fXE088EY1NKhV09fce+3787LPPopiS+Pfuu+9KkhYuXBjllMANtPgD4VEf8B72qXsSPfDnWIq+0j4GK7i+xjIUyUFZpUoVjRgxQiNGjAi7TMOGDfXdd9+5mbSYQld/77Hv0/r160cxJfGvXLm4vv6JAAT+QHi0DnsP+9Q9iR7421v8OZaio7QHWKTGmwAoFLzHvh9PO+20KKYk/nHPsLcEnuOefPLJKKUEiD3UB7yHfeqeRB/V3r7NiXjhIxbQ1R8lRtcd72GfuofA31sC80NmZmaUUgLEHsoO72GfuifRe8h6scdDvOWJ0s7PBP4JgKvB3sM+dQ+Bv7eQH4DwKDu8h33qHi8GvkVBV//oo8UfJZboVzC9iILePQT+3kJ+AMKj7PAe6njuSfTAP9G3PxbQ4o8So6D3Hvapewj8vYX8AIRH2eE9dPV3T6IHvtzjH32lfQwS+CcACgXvofLmHkb19xbyg7exf0uG+oD3UB9wT6IH/l48P8Tbdtj3wcGDB11fPzXeBEA3MO/x4sk5Wmjx9xbyAxAeQaL3sE/dk+iBPy3+0Zebm2u95nF+KBYKBe9hn7qHwN9bAvPDHXfcEaWUALGHssN72KfuGTNmjPU6EQPfRL/wEQtycnKs1wT+KBZah72Hgt49dPX3lsD8ULVq1SilBIg91Ae8h31aOhIx8GVU/+jLy8uzXhP4o1jo6u897FP30OLvLYGVFSovwGFcNPYe9mnpKI2gK9bR4h999uOOwB/FQqHgPVzhd8+KFSuinQS4KDA/UHnxlkqVKkU7CXGN+oD3sE9LRyKWHbT4Rx+D+6HE/v77b+s1GdkbKOjdM2/evGgnAS6ixd/bjjjiiGgnIa5x0fiQjRs3emb72aelIxEDf1r8o8/+u9Pij2J54IEHrNcUCt5A4A+ERos/EB5lhzRy5Eg1bNhQgwcPjnZSXME+LR2JWHZ4cVT/eMsfBP4oMfsIkV7JyIku3k5ksaxFixbRTgJcRIs/EN6GDRuinYSo69OnjyTp6aefjnJK3EF9oHQkYn3Z613942GbCPzhqng46FE4Cnr3tGzZ0nqdiAW917FPgcOWLl1qvabs8AYG+y0difhber2rfzxsE/f4o8SGDBlivaag9wbu6XOPfVT/0jjJomwF7kPyBxAaecMbqA+458wzz7Rex0OQ6DYvdvW3i4cnNdDijxJLTk62XnsxIyciWvxLB/kj/vlvbapSpYok9qnXcL5zT6L+luXKeavqS4u/e7ze4l0YL15Eirf8QeCPEvNiRk50BP7usbf4x0OhgIL5W/z9j30jfwChJWre8HLgn6j71C2JHvh7vcU/HraJwB8lRuDvPRT0pSMeuoGhYP59WKFCBUnxUdAD0ZCoZYfXAv9ED1bdVNpBV6zz+rEUD9tE4I8S8/oonYmIwN89tPh7i/98V7FiRUnkDyCcRM0bXgv8qQ+4x+uBb2G8Hi/Ewz5lcD+UWKKfyLyIXhylg/wR//z70P93zpw50UwOELMStezwWuA/e/Zs6zVlWMkket3Ki/FCvN3jb7/4Qos/iiXRT2RexBX+0pGIXfu8xr8Pd+7cKUlat25dNJMDxKx4qASXBnsvLy9o0aKF9Zr6QMl4MfAtCu7xjz66+qPEvN51JxHF2xXMWMZv6S3sQyAyifr4Uq+1+Hs9WCtLiR74e72hMB72KYE/SizRT2ReRIu/e+y/Hy3+8Y99CEQmPz8/IcsPAn+E4/XAtzBePJbirXGHwB8llugnMi9in7qHC2PeQuDvbZzvSqZBgwaO/xOx1d9rxxD1Afcken3Ai8dSvF3MYHA/lBhd/b2HFn/3JHpB7zXsQyC8wPzBhbL4F2+BTSxL9PqAF4+leNunDO6HEou3gx6FI/B3T6I/t9dr/Pvw0ksvjXJKgNhD4O+9MpPGHfd4scW7KAj8oy83N9d6TeCPYkn0E5kXEfi7x4sFXSLz78O0tDRJzhGvEf8435UMgb/3jqF4C2xiWaL/ll68iFTaLehuI/BHidkPHPsBhfhF4O8eWvy9xb8PK1asKCkxK29eY8+X5cuXj2JK4h+Bv/d4MViLlkQP/PPy8qzXXtn+eNunpb0PCPwTgP3A2bdvXxRTArfQi8M9OTk51ut4KBRQsMDAn8Am/tkrQhUqVIhiSuIfgb/3ykx6rbkn0etWBP7RZx/QjxZ/FAtXg72HFn/3ZGdnW68TsRLsNf6CnRZ/77BXhLz2KLayFpgfGNU//iV6sOqmeAsS3WYP/L1yLMXbPi3tC3mUoAkg3g56FG7nzp3Wa6+cnKOF1hJv8e9Pf8sw+zT+2fdhUlJSFFMS/2jx9x7KMPcken3ZHvh75dwQb/mDUf1RYol+IvM6Av+Ssbd4kT/iH/f4u2///v1R/X6vVEBjAYG/98pMenW6J9F7T3gx8I+3GIgWf5RYvF3tQtEkYuHkpngb8RUFO3DggCSpevXqktinJfXqq6+qWrVqmjhxYtTSQLnlHgJ/75WZ8RbYxLJE/y3tgb9XbgPasGGD9Toe9ikt/igxL57I9u3bp44dO+qNN96IdlLKXGClZebMmVFKiTdwYcxb/K3T/sCffVoy999/vyTpX//6V9TSQIumewj8vYcyzD1erC8XhRdb/O3iYZ8S+KPEvHgie/fddzV58mT17t072kkpc17Zh7GitEdQRdnyP7mEwN9dVapUidp3J3r3WzcR+HvvGIrXC2OxmNZEP9d4rcU/8HwXD/UBuvqjxLx4NTgrKyvaSYgar+zDWOHF/JHI/C3+NWrUkMQ+dUvlypWj9t3kUfcQ+HsvoIvHxp0PP/xQRx11lObOnRvtpDjE42/pJq8F/oHnt3jYp6XdGMUDcRNAop/IvCZwH7Zo0SJKKfEGBvfzlsCu/okY2JSGnJycqH03ZZh7AvNDIuYPrwX+8djif8stt0iSLr/88phqyEn0c43XuvrT4h+MFv8E4MUTmf3klGji8UQWyxjcz1v8gX+1atUkkT/csnv37qh9N3nUHcYY6/crX768JH5PL4jnOl52dna0k+AQK139jTF69dVXNWPGjDL93tzcXOs1Lf7RUdrlHS3+CcCL3STtJ6dEQ+DvLi/mj0RljLEuClatWlUS+9Qtp59+etS+O54Dm1hi/+0qV66sffv2JWTgHy+t4pGKxxZ/v5NOOinaSXCIlXPN1KlTrYFVy3Kfeq2rfzze2kSLP0osVk5kbvLCCam4AvdhvBX0sYbB/bwjPz/fyg/+wei8cs4rKi+dF7g45w777+gfsyERy1Iv5Q0pvvNHrKU3VurLa9eujcr3eq2rf+A2xEPeZ1R/lFisnMjcZB8QxivbFCla/N0Vz5UmONkrLf7AxguVl6LKyclRq1at1KNHD9fWGc284cUyLBrsQX6lSpUkJWb+8NqtgrHSPb04Yi0/x0rviWh9t9da/OO9qz8t/igWLwY29kdLeeHkVBQE/u5icD/vCBX4J+I+nT59upYsWaL333/ftXVG83fkHn932H87f+CfaOWnF8VzHS+W8vPevXsd/8fbb+kGr7X4x2N9ubR7oRL4JwAvtpYcccQR1utEu98/Hk9ksYygwjvslZZE7uqflJRkvXar5YgW//gXqqs/57z4t2fPHut1vPVmiKX8vHz5csf/0UwbLf7uiPcWfwJ/FEs8Xw0Op1y5w4fulClTopiSssc9/u7yYv5IVPZKS8WKFSUl5j71b7vk3mP4onmeIY+6w16RJ/D3hoyMDMf/Bw4ciFJKiieW8nMs3Q9O4O+OeKwv09UfJebF1hJ74B9rj4MpbYEnY6/s02hhcD/v8FdaKlWqZD2uLBHzh3/bJWnfvn2urDOaecO+D8mjxWf/7fwXh+Klcu9/TCec0tPTHf/HW4t/LOVn6lbe6+pPi38wAv8EEI9XvIrCa9tTmAkTJjj+j4cTWSyLpdbELVu2xF2LTSzZtm2bpEO3//gvDnqh8lJU9nOiW4F/rNzjX9bp2L9/v4YPH64///yzTL+3NPh/x/Lly6tChQqOebFs5syZqlatmoYMGRLtpMS8eLmQ4xdL6Q3MC271liqpssyjXmvxnzdvnuP/aNfxIkGLP0rsl19+cfwfDwd+YVauXGm9btKkSRRTUvZ27tzp+N8L+1M6tB3Lli0r8+2JlcB/1apVOuaYY9SqVauopSHe9e3b13pt7xWUaBcH7eOe7Nq1q9jryczMtF4n6j3+AwYMUL9+/dS0adMy/d7S4K/IV6hQweoVEg+B/4UXXihJGjp0aHQTEgfiLViLpePPPmi0JGVlZUUpJU5l2YvDa4H/Dz/84Pj/888/d3X9Gzdu1Nlnn61x48a5tk5a/FFigRU/LwSKv//+u/XaPzpxoli8eLHjf68ENY888ohOOeUUPfroo2X2ncaYmBnc74033pB06AIAisd+dd/e3X3GjBlRSE302CtvJelBsn79eut1NPNG4CO2yvKc9/rrr5fZd5U2e4v/ggULJEmTJk2KZpLKXOCxE+/lp30gTyn+grVYSq+9zJBi56JEWf5GXuvqH5i/3377bVfX37dvXy1YsEDdunVzbZ2l/aQpAv8E5IXA/7jjjrNee+HkVBTffPON438v7E9JevbZZyVJw4YNK7PvjKUnJLz66qtR+26vuOSSS6zX9hb/mTNnRiM5UWNv8S9JpdFeaYrm01NiKZ/GM/+xYL/9Y9SoUdFKTsSqVq3q2rrcPJZyc3PVp0+foDK5LAXWf2IpkI5ELNXfAlvWo/lb2s+9Zdni71bZkSjsT9RwCy3+cJ0XKk2JHPgH8sL+jJbAgo376+Pb5ZdfLklq3749Xf3/v5JU3uzn1mje7xqPAzTFovfeey/aSSiWWrVqubYuN4+lUaNGacSIEercuXNJk1VsgYFHvNWHYim9gefKaKYtWoG/17r6V69evVTXP23aNNfXyT3+cJ0XKk1uZ4zs7Gw9//zzWrNmTYnXVdrs9zFL3tif0RJYsD/55JNRSgnc4K+0NGjQQNWqVbPm+x9dlijcqrzVrFnTel2nTp0SpakkAs9xZVkhP+GEE8rsu0pbvHbrD+zOXhJujty+adOmkianxOwXOKX4C9ZiKfCPpRZ/+3dHq6t/vB1LoTRr1izaSSgy+8W8FStWuL5+Av8EYK+8Sd4IFN3uCvPwww/r4YcfVsuWLUu8rtLWunVrx/+J1prppsBjZ+3atVFKCdzgb+muVKmSNWq5JJ188snRSlJUlEaLf6xUgqWyLcPiseIYzrJly6zX/lbq++67L1rJiZibgb+bLf6B94RHg397jjjiCEmH6gOxXseLlVuIAgUG/tG8KGE/50WrxT8vLy/u65e9e/eOdhKKzN7zdOPGja6vn8A/AfgLBL9YLxQi4faz1/3ddeLhWcH+bfe3RO3evTuayYlrsXRF+5prrrFex3thGy3+SqT/GeXnnHOOpNhqVSoLpRH4R7OCHvjdZVmGxdI5wk3NmzeXFNxi7HWB54KSnBtSUlJKmpwS8x+f9l5NsX7MBqYvVsq7WGrxDwzAo/G9Uun/Bnl5eRo6dKjmz59fqt8TT0q7rE2sM36C8uL9kW539Y/1gtLOn9a///7bmse96cUTmDf8leFosFfcyrKg9xL/7+Z/0oe/1T+e8rcb3BqZOVqtToECxxcoyws5Xj124ilvuHlxws37uO29iqJVr/Jvj/1RdPbHHceiwMAmVi7MBh4bc+fOjVJKotflPvA8X9pju/Tp00dDhgyxLtKj9H9zAv8EEEsDlrjF7a7+8VD58fOn1V7R8MI+jYbA/X799ddHKSXO7qzRHEgtnvkfdemvWMZTcOOm0mjxj2bgHyst/l64aO7n7xUTDxcZ3ezqv3r1asf/JSk77V39o3Xx3Z9++4Xj7t27RyUtkcrIyHD8Hyvn58C8kJ2dHaWUFK3Ff+jQoWrWrJn++ecfV79XKv3WZ7cfr+cFixYtKtX1E/gngO3btzv+90LlxV5QfPXVV66uL9b98MMPkqSsrCxrHoF/8cTSRTE3A//PP/9cF198sbZu3VrSZMUV/y07/tHL/YF/ouUPtwL/WG3xL8vzdaz8Bm7zBwnvvPNOlFNSODe7gicnJzv+dyvwtz8isSyF6uq/ZMmSMvv+HTt2aNSoUY76SGFiqUu9XajHvrqdtt27d0d0zBUl8B8yZIj++OOPEj8S2BgTtL2xNAZDLGrQoEGprr9u3bpB89auXVui8xaBv8eFCiBi5SRbEvaDfsSIESVeXzz9Jl9++WXQvFgLbGLlnr3C7Nixw/F/NI8D+wW5kha21113naZPn67BgweXNFlx6f/+7/8kJW6Lv1vdRGO1xf/NN98ss++2n8uK0qq7fft2de7cWd99911pJKvE/EFCrJUdobhZngTmB7fyR7QC/1At/vfff3+Zff8VV1yhXr166e677474M27uAze98cYbQfPcaEX3W79+vWrXrq0KFSoUOjbTL7/8Yr2O9PcpaYNBqO+Jhd6HBw4ccPUJGm5uk/3pQaFs3rxZf/75Z7HXH1j2vf/++zrxxBN1++23F3udBP4eFyqAiJWTbEnYC9zApxYUR7z/JrGU/vfee0+pqaml3l3JDdF8TFgge2DlVsEUr8/tLi7/Ey8CA//A7r3xaNiwYWrcuLHS09MLXdbrLf5lGfjbzxFFCfz79eunb775Rp06dSqNZKGY3OzlZc9n9kdwlSX/9lSoUEFdunSRJDVp0qTMvt9/e9X48eMj/kystviH4uaTGz7++GPr9b333lvgstOnT7deR3ruLektMfbv8ZedsRD4d+rUSQ0bNnTt0Xb/+9//irR83759deqpp4bM4/bxR0KdS4499lg1bdpUu3btiui7AtcRGMMNHTpU0qELAMVF4O9xXg387dvw8MMPl3h98dDqEYq/UIqlfdqzZ0/t3LlTZ555ZrSTUqhodiEOVBqBf1G+e9u2bWX6naXB3+pWvXp1SVJmZqYk6Zlnnolamtzyn//8R2vWrNELL7xQ6LJuBf72Y+LgwYNR68kTWI6VZfdT+5NeinLxY/PmzYUuM3HiROv2lLJw+eWXS5IeeOCBMvtON8Rqi7/9eIjW03X8XeyrV69uDfAXjYt0RalDRboPAi/MZ2Vl6dZbb9WPP/4YtOyWLVv01ltvae/evRGnI9AxxxwTNM/NuqF/XI2irreg/enmrbvr16+3Xvsb1GJh4Ohp06bJGKNPP/1U0qF74KdOnVrs9RX1N3v55Ze1ZMkSvfTSS0Hv2S8MBdbb7OXUunXrlJubW2DdzufzqX///mHXIUl//fVX0OfWrFlTpAvMBP4eF+ogs19JjFf2k2aNGjVKvL5YCpyLwv87xGv6oy2WAn/7Cd6twL9q1aoRLXfxxRerXr16+vXXX1353mjxV/r83e+WL18ezeSUiuHDhxe6jFtd/QNHU49W/gjMD/YnmpQ2e+BflAsOhbUUbt68Wddcc40uueSSYqetqPz3tx9//PFl9p1usAf+Jb0IUFot/pG26LnN3wMoLS3NtQEbS/uxxpEE/rNmzVKtWrUcvdYGDRqksWPHqkOHDkHLn3vuubrrrrv0xBNPFDtdt956qyTphhtuKDBtxWXPd/ZbMwpTUBrsAxCWtMV/y5Yt1mv/hazAgRiLwhijP/74w7WLJ/68f+aZZ6p9+/Zas2ZNsdaTlZXl+N0iTV+o38JeRgZeJLFfhCpXrpxatmyptLS0sPW7b7/9Nujigv2Ce7jyp1u3bpozZ05E2yAR+HteqAMlmo8ocYs9o/pb9Uoi3gNnnoFaPIEn6ljp6u/WVfZIK3D+QmPMmDGufG+0+Ataf4v/EUccEc3kRI1bLf6Bx2FRAt/du3erf//+rnTPjOYAU8UN/O2PegvFPvBmWZU//nNMhQoVXLlgXlLGmEJ/U5/P5/itSnqODvx8SQJ2e9pLEiCVxMsvvyzpUOD/wQcfSDrcHbg4Jk6cqBo1apTqaOuBFyZCXajo0qWLsrKy1LNnT2ue/7aCUPyt1ZMnTy52uvzHRlpamtV7ws28WZQLsm3btg35uUD2+m9eXp6MMbrhhht0zTXXFPkiWaj6QiQ9zMIZOXKkmjVrpl69ekW0fGHp9fl8jmB63bp1xUrX5ZdfrqOOOkoHDx7U119/rQoVKug///lPoZ8Ltc8KGgPGPuBlbm6uVq1apT179mjZsmUh1x/uXOQ/z4Q7x9jHg4gEgb/H+Q/EWrVqWfPOP//8KKXGPfYM+Nhjj5V4ffE+WrMXntQQDYH3CkfzOIhmV3+/eL8AFhj4H3nkkdFMTpFMmjRJn332Wcj3ihr42gepcjPwL0r+uP766/XCCy+oRYsWxf5+P7fzw0svvaRHH300omXtv0FR9kNhgz4Vd+yAkpgwYYKkQ/ejz5s3z5ofrVs4evTooZSUlAKfPhLYQ7Gk5+jA/GBv5Qxn1apVIfeR/XiIRpfoPXv2WL+dfayjkjyG7pprrpHP59O///3vQpe1b3/9+vUj/o5IWvxD5bWff/650HWX5IKWP/CtUqVKqQwMa9+miy66KOJlCzrm7cFldna2MjIy9Omnn2rixIlFHhCvb9++QfP8ZWlx9O7dW5JzrKGZM2fqzDPP1MKFC4OWL+y2XZ/P5+jtVZJ674EDB7Rq1SpdffXVkg6NofPNN9/IGKOsrCzNnj07ojGgCuqpac+H9te7d+9Wt27dggaTDHexOCcnRz6fL+hY3LVrV7FuMSLw9zj/YBRVq1ZVs2bNJIV+PES8cbtlNl4DHv9JOS0tLcopcVdZXcj45ptvHP9HcyCbolQijTFhK3cleeZ5uMdAzZs3T88++2xMj4Xh8/msips/X9SpU8d6/6OPPopKuiKRn5+vq666Stdff33IwfuK8qisQJGc23bt2qUNGzYEzS9J4P/TTz9FvGxhAo/po48+utjr8vl8evDBB/X0009r7dq1BS5rjHE8+aMogX9h+S7SwH/w4MFB932W1C+//OK4KFaS+2VL4oMPPtCBAwc0cuTIsMvYL1BI7gf+9kaRUKZMmaKTTjop5C0Z9v0Wbh/m5eXpggsuCBppf+TIkapVq5Z2796t3bt3a/DgwVq1alWEW3GI/bxQo0aNQi82uc3+/eedd5712ufzKSkpSUlJSSHPP8UdZyFUvg+8p78k3d39T+CoXr26Vb4W9yLKkiVL9O677zouqtnrF7Vr1y7w85H22rK3+GdlZTl+j9GjRxcpzSeccIL1+uyzz5bkXkPhN998o4MHD+qyyy7TokWLdPHFFwct89///jdonn3blyxZ4njKQkl7+z711FOO/zt37qz7779fycnJOv/889WwYUO1bNkyKC05OTn67bffNGTIkALPAYEXZfwuvfRSjRs3zrow4hfu3JaSkqLy5ctr48aNjvl16tQp9DgKhcDf4/yDXR1xxBFWARfNbpNr167Vl19+6ep9eoUV3EVVWIUtmoNc2Y0aNUonnniipNgYedVN0boQE82BbOz7sLB0dO/eXTVr1tTKlSuD3gssDAv7Le2FzRVXXBFymXbt2mnQoEExHTzbuyn6K8AdO3a05t18881lnqZI2dMe+IhJqfQD/zp16ui4444LuuhQksDfTYHnt5I8ysj+2LXCzpuBXUmLsv32ciRUmRJJft+7d6+eeuopvfDCCyHzenH179/f0UJ86aWXurbu4iiou/3EiRMd/5f0GAzsXVDY+vyjZwdegJCc59pwt1WNGDFCs2bNCnrG+j333KOMjAzVrl1bDz/8sJ566im1bNlSzz33nPr16xfRttiPqxo1aljjf/hbMUMpTv1vxIgRuummm4LOJfbtt18Utl9QC9Wyu3PnTsf/oc5RoQL4Cy64wHqdl5enAQMGqEaNGhEH+zk5OdYFiVB1OP9j1yZNmmTNC9cLqzCnnnqq7rjjDn3xxRfWPPtvb/+9Nm/eHHSOWLp0qfU63DH63HPPOS6aZWVlOcqKIUOGhPzcunXrlJOTo7y8PD300EP64YcfJEnnnHOOJOm2225To0aNJBWvTjRu3Di99dZbjnmdO3fWiBEjrN8gOzs75EWVwP1iP0/u2bPHEfyuWrVKW7duVVJSkjp37lzkdAYeh5L02muvWa83b97s2A/5+fnq0aOHqlSpotNOO01Dhw51DIg4ZswYqwU+JycnbOBvd/7552vGjBmSgi9iBerTp0+h2xQJAv8oKMtu2f5WlxUrVlgnx2h2Zz7xxBPVtWvXoJbWojDGOLq3XHXVVW4kzVJQq+bOnTtVsWLFoEGvypL/Ct9pp51mDRAT74F/4Mk+WseoG4Ma5eXl6bbbbivy41bslahQwZ/dhx9+KEkhR5kNvA+ssN/SXtj472sMJ1yPgFjgH/FXOhz4/+tf/4pWcorE3n0x1P6yVyD8jyosSKtWrazXhfXSsO//wAGCYiXwX7BggeP/klx4tW+vv8IVTuB5vihBk/13D/U5+wWIcJVre14eMWJExN8djn/wtwYNGgS1Drv1OLoDBw5oxYoV1j7asWOHbrnllqABGe370N8bMZTA+4NLegwGPkatsPUVdLuQ/TcLtw/t3afDfZf/0be5ubkaOHCghg8fHtGzvwMHOfbXB7766quQF2nXr1+vOnXqOH4De0+pcPr06aPx48cHBcH2Mss/MOyGDRv01VdfOdIVKPDCRmDgv2DBgpCBUqVKlazXu3fvDtlCXNC5wR6MfvbZZzp48KCmTp0aFHDZn2ayfft2de3atdj1dvsTZez1NP82T5gwQccee6wuu+wyK78HbkOoe7jXr1+vgQMHauzYsY71B174t59npEMXsI4//nh169ZN3377rV588UXraR/+cR2qVq1q1QUOHDig/fv3F3g8GmOsNB88eFDdunXTXXfdFbScvYyWQnft37t3rzZs2KCrrrpKEyZMcBybc+bM0TXXXGP9P3jwYJ100kmSnL038/Pz1a5dO1177bXWvMALEVLRezqNHj26wHrd888/r9q1a2vPnj2qU6eO44JquKB+9uzZuvjii/X1118XeoHfrUdkE/iXoX379ikpKUnly5fXc889VybfOWzYMOu1/4q1/Vmi0VKSAQYDM5DbQW9BLWT2VsNotfr7W0fKlStnFfRl2VL9559/FmkE0UgEFk7RCjDc+B179+6tMWPGqEePHkX6nP03uPPOOyP6jP3xQH6FtfgvXLjQunAgOa9EF1a5iYWeLuHY7wX2B2yBIyfHwqOJQrG3LIcq/O3zIhkN2r5P7a1Xds8//7zef/99x/k0MN+VRuB/8ODBkI8kKkhgxbckPYLsF43trd6hfP75547/i9vVP1QZZc/v9lYjO/vvdNppp0X83aHk5eVZ+69atWpBFzXcCvyvv/56tWjRQq+//rokKTU1VR9++KGOOuoox3L236SgJyAEPpmkpL3BAgPKwo7pcF21JeeFmUjOLf7fOPBiXKjjMJLH0tnTfvrppzsC48AeTmvWrNFFF12k7Oxsa99Ih+41r1u3btiBwwLvTbazn5f8rfzHHXec49aUUBcVAnt42Pfpzp07rW7mgSIZTNG/v84991wlJSU5ntluP5buuecePfHEE2rfvr26du3qWMepp56qCy+8UJL0zjvv6Msvv9Rtt91mpX3UqFHW948ePVqjRo2SdGj/Hjx40HGRy57P7Gn2v/YHp1OnTtXJJ58sKfg4e/HFF4O2M9TxkZubG1T++1vx/fyDQX7xxRfWa+nQvvRf8HjjjTeswD8nJ0fnnXeemjZtqtmzZ1vLG2M0ffp0jRs3Tm3atNF5550nY0yB55HAi42B97hLh86L5557riZNmqRrr702aN8Esh+D/u2ZN2+e5s2bZ41pIkk33XRTgetx04gRI4L2T0FjZhhjdPXVV2vQoEGlnTRJBP5lavDgwdbrgQMHRi0dbhXwRWUvQEtyH1Zgwe9G4J+amhp2/Xb2wTdK0v22uOwVhg0bNlgnYvvjZ0pb06ZNdd555+mPP/5wbZ2BlbFIRkgO7EpVHP5CxX+7iBuBob8SUFSBFz8iEWowmMCC31459Pl8Ouuss3TLLbdo1qxZkpyPvAuVl+z5trBHlEVTqHvd7BVhqfQfU1Vc9nSGum/RfpxHMs6CPT+Fusi6evVqPfzww+rRo4ejMn/cccc5litJ4H/mmWdar+1B8L///W+dcMIJ1v20xfH8889HtJzP59MDDzxgjXYuyXGPaOCFrNmzZ+u8886zgoXAAKUoZY29HAl1XrHn93DjIdifzVzSc1O3bt2s16HuBbfXTwpijNHw4cP11VdfhSwr/S1v9913X4HrsVeMC3ryQ2AX+XD74Mcffww7WrbdlVde6fg/3MUcfyum/RgJTGckgb/9Qp0/rwUeV6Eu4EZykcke2Jx00klhuxNPnTpVjRs3DnmBadasWcrOzraOwcBzwPbt263X06ZNc7xXUFnjF3jOXblyZVD5bj+Owj1Z5qWXXtL48eOt/7t06RJyOf+5xn/eO/3000N+zz///KMnn3xSkqyu7n6PPvpoUE8Ff0tvt27d1KtXL9WqVUv79u3T7bffrl69eunmm2/WEUccoaZNmzouci1evFjvvvuuJOfTFu66666gMn/z5s3Kz88PW0516dJFSUlJWrx4ccjjIycnR3fccYdj3u+//67x48crKSlJvXr1cvTamDlzpvU6cFR7f14aMmSI9TSF9957T3379lXDhg1Vrlw5XXzxxerWrZsWLlyouXPn6quvvirwvvtIBhvMysrS5s2brf/99ZRQAs9jffv21XvvvRdyXILCejO6KdKBYwtiP/e7jcC/DBXluZ1usT831N/t1X7fa1myd18uzkiUfoEnPDfGLLBXTAsK/O2V1ZJsQ3HZCwT7/W7RUNRHiBTE3jUw1P+hnHTSSUpOTi7RAC/+++/8F8OiGRgW57tDVRgDbxOwH8/21t+ZM2fqp59+srr5SaEr1fYKbXEC/9zcXO3bt09ffPFFqV4se+WVV4LmBbZqxkKL/wsvvKC7777bMc9+DIc6nu0XayNp8Szsd7Yfa/beZ/aKoFSyx/nZAyb79/lHeH7kkUfk8/m0atWqUutJ8sMPP+iVV15R9+7dre+wB/6Bee7SSy/VnDlzrPtFA7t5h2uF9fl8QdtgX3eoC5n2Sr/90V09e/ZUSkqKdu/e7TgW+vTpE3bwt9WrVxe6z+0V/lB1EX8voKysrAL3x6JFi9SvXz916dJFFStW1E033aRHHnlEbdq0KfSilP1+b/v221ugAyUnJzv+DxXcLl++XB06dNApp5xS4PdLkV3MWrVqlVJSUnT//fc79vk777zjWM6eL+37+8CBA7ryyiv1wAMPOEa79w/mZd+Ge++9N+R5/Ndffw35expjNHbsWP33v/8NaiEMvCXGn/Zwjyqzn+8ffvhhTZ8+PWjf28fT+OKLL/TJJ5/ojTfe0PXXX+/IS8cee2zIi9eBeax58+ZBy8yfP189e/bUgQMHQgZNu3bt0oMPPuiYF+5i0YIFCxxd9SVp0KBBys3NDbpwYWff7pSUlJCPgp0yZYrjcYH2Ee/9t1aE6s10xx13qHv37kHzQ3Ubv/TSS0NexL7iiiuselHr1q1D3i47b968kIO0+lu7C2qUsOfBjh07Olr3/caMGaOXX345aJA5v2uuuSaoDLGLZPBK/7hVkQh1vNkf/2hX2ONVY8nxxx9fuuMpGZRYRkaGkWQyMjIKXE6SYwq0aNEi8/vvv7uatocffthIMnfeeae54447jCTz1FNPufodxhizZs0aa7sOHjwYcpkNGzZYywwaNKjY37Vp0ybH73jxxRdH9LkdO3aY/fv3h3yvdu3a1vp27NgRdh233nqrtdxvv/1WrPSXxKhRo6zvz8/Pd/wOeXl5rn9fbm6uyc/Pd8zzf99bb70V8jP2NIU7FgI9++yzjs99/fXXBS7v8/msZadNmxbZxhSSVkmmZcuWRfr8vn37gubddNNNYfN4OHl5eYWeH/xyc3OtZQYOHBj0fp06dRzr2bhxo/Xed999Z83/z3/+Yzp27OhYtn///kHrS09PL/D7CjJgwABTrVo107ZtWyPJdOrUqUifj0ReXp6ZO3du2N/OPn/mzJmuf39RHDhwwErLN998Y823p/H1118P+tybb74Zcvt8Pp9Zv3698fl81rzA88Kll14atL5FixZZ7/vLiFC/3XXXXed4z57mwpx22mnW57Zv326MMSY7O9ua17x5c/PQQw8ZSWbIkCEFrsv/maSkpELzx/79+825555rHn/8cTNu3Dhr+R9//NEY4zyHvvTSSyG/x7/+wDz55ptvBn3f9u3bjSRTp06dsNs/e/Zsa/u3bt1qjDHmhRdesN4fP368efXVV827774b9J32qU+fPkHfv2zZMiPJHHfccRH9hvbfLnD9ixcvNpLM1VdfbV577TWTnZ0dtJ4JEyaETd9LL71kva5fv37I71i7dq0xxgRta6DevXubk08+Oejz06dPD1r2uOOOs94vqB6WlZUVtL4xY8YELXf33XeH3L4OHToYYw7lu4yMDFOrVi3rvW7dulmfHzlyZNjfaP/+/Wbp0qXW/3fddVfYZW+++WZjzKFj2l93mTRpUshlQ33vunXrQu4DSWb16tXm559/Dpp/7LHHWq937txZ4PFon2rUqGE6dOgQNP/LL790/LYFraNZs2Yh5/vzWKRTcnJykZaXZL766ivr9aJFi8x//vOfIq/DK5P/POClyRhj/vjjj4iWvf/++6Oa1p9++qnQvBJuKiwONcYYWvxLUUGP6wkciT4zM1OtW7fWqaeeWirPDa1du7bVnbQ07p+2tz6HG7hv/vz51mv7Y7aKqjgt/kuXLlXdunWD7hf0s//mBf3+9hagwBb/SZMmhb2f1i32e7/LlSvnuOLs9kj4ubm5atKkieMxPfbWj0gGOIyk+7oxJujWl5SUlAI/Y2+pcOMRc6eeeqqkog1e9+2336patWpBjyyyd9s2EbZkBnZnK+gRLfaWvVBXse2tMJKzl4r9s/Xr1w9qJQzV4l9Ya7TdmjVrdNddd1kjkD///PPat2+flfe//fbboM/8+uuveuyxx4rdGv/QQw+pXbt21v+BXZbttxVdcMEFrvQQ+vPPP0N2m927d6969+7taFmyt/ba9024UdozMzOD9qH9Och25cqV03HHHady5crpnnvu0aZNm8K2/K5fv966Pceej+2/R+DAgYGDeV111VURD3Jlv7f2rLPOkuQc6Gznzp3WKOThRp+W5BhUyt9V1t59N9BHH32kOXPmaOjQoY7zvX899lGwA1sG/cI9uzpU9/UOHTpICs539v+///57GWNUo0YN1atXT1u2bHGcG/v27av77rsvbGuV3+uvv+5oNfvoo4+sJ3GEGydACj92R+BI2GeccYakQz2u7r33Xj3yyCNBnymo14+/S7AkbdmyRcYYxyPCJOnLL7+UFL5lTjp0HhoxYkTIrvsXXXSRmjZtqhUrVui7777T6tWrHduekpKim2++WS+99FLQs9DbtGkTtL5Q9SF7V2M7f++ofv36KSUlxdHib6/fBPbosXv00UcdXZ4L6un14YcfKj8/XyeeeKLq1q2r1atXF/h0h1tvvdXx/4UXXqinn3465LIrV64MeS+9PW2Bx3RBsrOzg7rMS4fuYV+7dq2mTZtW6K0yK1euVIsWLYLmB25XYYrTC9B+D3bLli1DjvieCE477TSdfvrpEY8zFE+aNm1a6DInnXRSyEcNhlKnTh09//zzQbcjFcQ+8G44hY0906RJE61atcpx+1aRFHppAIUK1eL/4YcfGklmxIgRxhgTdMUyOTnZsQ57i/nevXtdS5t/nb179zYPPPCAkWRuv/1219bvZ7/iPmnSpJDL+L9fknniiSes+fPnzzcXXHCBmTt3rvnkk0/Mnj17jDEmbOv8GWecEfJqnl9+fn5QS3NaWlrIZf2qVKlivT916tSw29mtWzdrOfuV7H/++afQ7bfLzs6OuDXcLnCb7a11/t/NLe+//761bn9a165da817++23gz4T2HK9bds26719+/aZ1atXB33mxhtvDNqf/tY5Y4yZOHGieeONNxw9D+xX499///1ib2OLFi2MdKhV1L++SHtOlCtXzvqMv0XPGGP1rJFktZhlZmaae++912zZsiXkut577z3H9jdq1Mjx/v79+80tt9xiPvnkEzN27FhrudTU1KB1+VvXQ+WP5557zpr3+eefm6OOOsqxXK9evYLWd8kll1jv9+jRw/HeK6+8Yq644gqzf/9+87///S/oOwPTESr/+effe++91rwVK1aYNWvWmAMHDoT8vUJ93j/98MMPjvf37t0btMzChQsLXa+dz+cz6enpxpjD53tJjmMyLy/PVK1a1bGdkyZNMklJSWbo0KHGGGOWLFlivW/vMRPqd3rggQes96+//vqQv2HgZ1q1ahXUUnXeeec5esisW7fOfP/999b/9lb97t27W+uePXt2yHQ988wzRpI555xzrN/moYceMq+99pr12cBeB5FMdp999pk544wzzOrVqx0tcV988UXY4ygzM9P07t3b9OjRw1rG3jr97rvvGmOMOffcc615FSpUcKzDnp5wrZ32Y8Jfzvunxx9/3GzYsMEYY0z58uUd+9K+XHFaJO3T77//bjIzM4PmT58+PaiVfvfu3ebHH3+0lmnfvr31nr0HRrjpjz/+cJTFjRs3DrvssGHDHP+/+OKLQcucccYZIVve7L7++usS/T6BU05Ojhk9enTI93r27GleeuklU69ePTNy5MigXlD2yZ+Pw70/fPhw89NPP7m6rwOnUOWl/fdz87vq1avn6vriZTLGmO7du0c9HZFOt99+u2vr8vcemzhxYkTL169fv9Bl7HWiwGnOnDmO+Mc//fvf/w65fNeuXc2qVauKtE2vvPKKlT+mTp3qiCFefPFFc+DAATN37lwzY8YM888//zh6PNx3331m0KBBjrrt1VdfbR5//HFHTztjjNm1a5ejV5p0qI6wbt0689prr5kPPvjA7Nu3z5xwwglBafR/7uijj7bWO336dOv9zZs3W6+bNGniOL8vW7bMqltE0uJP4O+CUIF/4Ekk8GRdrlw5x0FjLwjtXXPtwgXCBfGvs0WLFubyyy+3/i9qxdeYQweYP81ff/21dVHDGGPuu+8+a91jx441xhjz999/O9L8zjvvWMv4u/rbK6T+qWPHjub111+30h1umwJ/Y//6WrdubVq0aOEIrEMtW9A6QwlM63vvvWe9Z6/Q2z+/evVqs3PnTuvz+/fvN7t27bIyelHMmjXLWn/Tpk2NMcbk5ORY86699tpC17Fz507z6aefRnTRwb49/n06b948a97w4cODPrN7927H59asWWO9V7NmTSPJTJkyJez3+Kdq1aqFfX/OnDmmUqVK1v/27uczZswwl1xyifnuu++Mz+czOTk5BW6jv1ujvQt8YHfmnJwcq6tyuHRPnjw55PxmzZoFzcvLywuqnM+ZMydoOzMzM633hw8fHrZQW7hwofnzzz+tZTt16hTyePYfd/YpsEurP/Dbu3evdSHJ/v51110X8jfw51f7NGTIkJDp/fjjj8P+ju3atXMEU/Xr1zd79+4NKmDDfV6S+euvvwpdRpI5cOBA2PXu37/f/Pbbb9b7AwYMsI6NwHP53XffbYwxQV12jXHeQmSMsyC/4oorjDGmwO60xhjzxBNPhJwfaTfcM8880xHgXXnllVYX+8DppJNOsrb5yCOPLHTdbdq0cQQ2f/75p8nKyjLjx4+PKG2B27R06VLz559/WvMuuOAC8+WXX1r/27sy//HHH459Zr94558Cb2PYvn27ueyyy6z/a9asaYw5VP62bt06bNr8+7Zx48Zm8ODBZubMmWG7vB9zzDGO/RyN6cMPPzQTJkwwP/zwQ9B7rVq1cvxu9osphU2fffZZqaY7PT3dfP75566v99VXX3VtXdHet6Gm448/3tqfb7zxRtTTE++TMSboQnY0ptTU1EKX2bZtW1A+P+qoo0LWrQub7PWISC7ennPOOVZDif2it31as2ZNyLKqsDL6yy+/NEOHDjX33nuvGTFihBk/frx55ZVXrLrrN998Yy3rrx+dcsoppmnTpkZy1ulCxTu7du0q8LZe/2ftDWqvvPKKueGGG0xubm7Yz/n5fL4C6y3GGPPTTz+ZhQsXmmeeeSZsWtLT001WVpYxxpjXXnvNVKtWzcyZMydouUhvOTeGwN8VkQT+oTKEPShesGCBNd/ecuL38ccfmwoVKphx48aZ1157zbzwwguFpuvgwYPWOu33OkqHguui8F/FbtCggeOEsmTJEmOMMaeffro176WXXjI7duwwkswRRxxhnn76abNhwwZHcHD//fcbY4yjdSbcdMMNN1gnpHAnMz97cPP7779bJyX7sj6fz8pIxpiQLSeh2Fu7/Scbv4svvjjo8/YW88A0+KdffvnF8R179uwxTz/9tOnYsaN1wsnMzDRLly419957r/W5hg0bWp8pLN1+y5YtM61atTJS8L3cS5YsMVlZWWbZsmXm008/DVqvv4eKfZ69RTJUWiRnS7h9/pFHHmneeeedsL+Lfz/Zj2H71Lx586Dtnj9/vmPenXfeaWrWrGk2bNhgsrKyTLVq1cytt95qpcfn85nq1atbBZ79s506dTIzZswwxhzuYbJu3Trz1ltvGSl8BTjU8Rm4jSeddJKRZF5++WWzf//+sPfT+XtUfPDBB4XmEenQBQX773XKKacY6VBF/+WXXw75mcCWgiuvvNKR3sDfxX8hwxjnRafiTP5zQ2HLXX311aZ27drWWA5PPfWUadWqldm5c2fQhSZJZvfu3YUel+F+6/z8fJOenm6uuuoq671IWkVDTYGVsdNOOy2o5ePzzz83bdq0CbsO+wUu+7R3796g3hrhppNPPtls2bKlRPuqKPv0mGOOKbX12/f3hRdeaIwxpmXLlmGXL+g9/9S1a9cC309NTQ3bWhyPU2DDwpgxY6KeJqbiTx07dnTUZ3w+X1B9xD/17Nkz6uktzcneMFHQ1Ldv3wLf92vUqFHI9+33gB9//PFBQXJKSorj/4YNG5q3337b+t/fa8o/rVmzxvz6669B6f/rr78KvdCUn59v1q9f75jn71lY2O8wcOBA89hjj1n/BzaU2Jd95JFHzLRp08yWLVvMRx99FBT82sce8k9fffVVyPWFGqvk448/dnx28+bNQcsEysjIsIJre5Dtf7169eqgHoCR8vl8pTJuVkmFSxOBfxkrLPCfOXNmyEy3du1ac+yxx5r33nvPUQF/+OGHg74j1OfDdRs25tCVqcBlzz77bMe8jIwMM3LkSPPTTz8FXZlav369eeedd6zMbf+cfzAh6fAgbPb3r7322qCr9scff7yj644/AIv0hO7v0jxjxowCT9T2VnFJ5oQTTjD79+93zHvrrbdMUlKSGTdunDHGBAU3/pOp39NPP20FzPapTZs2xpjgbtr+9Nj/f/zxx8Num7212N6tumLFisaYw93R7dPKlStDHht+q1evNo888oj5+++/jTHGbNu2LWgdf/31l0lNTXUMMuWfQnXzDXeB5P333zedOnUKGQimpaWZwYMHm/bt24fcdv8FolDTk08+aVasWBHR8VGUYyk3N9cMHDjQPPLII9a8wGPEfnz7XxfU6l7QVFCAHKorrH8688wzreA9kqlKlSpmxIgR1v8FdVn1T6ECS/tv3qRJk6D3H3roIXPGGWeYa665pli/R0mm3r17W68HDx4ccpnAwSiNMaZatWqFrjvUecALU926dc2vv/5aonXYL2JGcwrM5w0aNCj17zzyyCNd7Uob7SmQvWWsNKdwXXcjmcaPH+8YZLSk0/HHHx908Thep8CeL8aYkBez/L21iluOhZtClRGRTHv27HEMgFncaeLEiY76a7jl5syZYyZOnGgNyBvugvrIkSMdv2Vg3emZZ55xdLv2B6j+HkfLly83xhy6iOyvu/nLpF69epnU1FTz999/W+Vs586dHd938cUXm0qVKjluc7O3bt9yyy3mtttuMw899JAj+PYPrGjvsfjzzz+bqlWrmlGjRpn58+c7bvGyt+5Pnz7dLF68OOg4Wrp0qenSpUvEg47bB6/98MMPg97ftGmT+eijjwoMqMeMGVPsYD2REfiXscAf3B7MVK9evVgV5E2bNpkHH3zQSDLffvttyGXWrFljpk+fbo3cahe4rM/nC2r1ufrqqx3/z58/3/q8v5vneeed5xilPHD65JNPQn5fQSP/SjKXX365+fvvv4v0mxjjvPfP3p10w4YNxaqcGmMcIxH7p88++8wYYxz3UxdlWrlyZZGWP/vss0O2FodrbbQ79dRTrfnz5s0zxhjr3rzU1NRijU4b6jOhunKdddZZ1uviFOK9evUq1u8bONmftlCcyRhjbr75ZlfSEitT4O0niTKFsn79+gJb1r042ccjKUnQ5f9No709p59+etTSEWlLYmlObt0rHqikPXdCTRdeeGHQPPtFyeKm2Y1zmv9+3aKOFF/UKfBJHIFTccbBCDX5byW0s9/a8Mgjj5gzzzzT6iIdqhFgw4YN5qeffjLdu3c3ffv2jeje/quvvtrqtWq/zSaSHlL/+c9/jDHOsa0Cu7Xv2rXLHDhwwOohJ8ns27fPTJ482fp/9OjRQdv+6aefWu8PHDjQSIeC5XBuueUWIx06RxbWNdvuf//7n1m6dKn1f35+fsinYAQKdWE6Evfdd58ZMGBAsT5rN378eDNhwoQSryecn3/+2Tz66KMx2VruZQT+Zcz/gy9btsx8/vnnjoD0yCOPLHBgCzens88+O2yQ7ldYYXfHHXcU6d6gW2+9Nair4EknneQYRMzNyX4frX2wDXvwW5QpHgeveeyxxxzHX2C3MfvV4XiajDFBXeTK8rsDHxMZjcmNFhD/ZL/6XtgU7cfXuDXdd999Yc/TPp8v5OOrvDotXLjQlfWccsopxhhj7rnnniJ/1s37oTdt2mSMMY5eH6UxhRqfINQAkZFMbl1s8m97SdcTbuBa+7nihRdeCBp8yh8cSYe66doHyw2cbrjhBrNu3TrHvAsvvNDk5+dbY2UUNq1cudK6NbB27dqOtObn55vjjz8+6DPTpk0LGt/khx9+CLpdzH4+CFzHeeed5/j/wIED5uuvvzZ9+/YNe7vU7t27gwb08/fW69mzpznhhBOMz+cz8+fPN3v27Al69Ka95Xnjxo3mnnvuMVOnTrW6Gk+aNMns2rUr6Nah448/PuRgrP5tu/7660MOwGvMoccavvvuu4U+Cnft2rVm27ZtVo+hk08+2RgT/Bjb3bt3m6FDh1pBx9y5c80bb7xhNm/ebP7880/zxx9/WN3Iw41VZd8fgfu8qOxBZ2HjGfl8PrNq1apiB+RALCDwL4bXX3/dNGzY0FSuXNmcddZZZsGCBRF/1j7Kc2FTUbruujnZReP7S2ub3F5nJPvHzeCsOFPgVenVq1dHfV8ETvbbQYqyPyPt2u/m5B/t283jKfC2mkinPXv2uJaGgrYncHC3UL1eAif74JzhJvszoP1T4O03pTENGjQo4qehBN4P6eZ0wQUXWIMLFXW69tprrdehbgHJysoKOeBUZmamWbRokbn++utN27ZtzV9//WV1Ey3p9tifrhHYQ+vPP/8M2yNq4sSJBT6LeN++fWbHjh1hb9cINfkDh4Juyfjyyy/Nb7/9FjSmTagpcDDG4447ztpW/zGblJRkfW+4wQ6/+OILM3fuXGPMofEn/PPz8vIK7NX2xRdfWM+0N8Y48r69N56dPw/26NHDLFu2zBw8eNCMHDnSum2td+/e5pxzzjHr1q1z3J5W2ACZxhwKluzL+Fvox48fb4w51FLsH5X64MGDZuvWrY7tCbyosHLlSjNgwACzaNGioIGMb7rpJjN37tygwFeSueiii4wxh4Lid955x9El2e6ff/4xy5cvN7t27XK0tKanp5tLL73UGqPF75prrgkKhO3nAv8+9Pl8Ztq0aSEHdN25c6d1cTpU12ifz2fWrFkT0eBfxbFr1y5z2223WWOxlKVFixaZ9evXl+p37N2717z99tuuP6EI8DoC/yIaP368qVSpknnvvffM8uXLzZ133mlq1aoV8sQfSlECf2OCH81U2lPggB2dO3cu0+8vyhRpl23/qPZufvfFF18c8jEbgZN/gLfiTIGVzaJMl156adCI6H72br2xMBVn3/iFCkL9j0i0d/NzYwpsDQj3CLNwU7iRwJ999tkip8UfKAW2lvkn+5MzPvvsswLT6q+UBs7/+OOPraDQ3oIbycWjUGM8BE75+fmOQN/euhN4q9G4cePMnXfeaf1ftWpVM2HCBHPeeeeZiRMnOgYdKmwqShdNv8DxQu68805To0aNQrt1169f33Tq1Mls2bLFPP300+a6664zH330kZWG5cuXW8uWL1/enHPOOSGPdf+AqOecc47p1auXtV/8LU/2VtULLrjASrfP5zPnnnuu1V22IKNGjXJ878iRIx3dsP2tiDfffLPp3bu3qVixoklNTTX//ve/zaJFi4LW99tvv5nKlSs7HsdqzKGBnfznzsDBFVesWGEqVKhgXn75ZTN27Fhr8FC/HTt2mPnz5ztuJXrhhRfMM888Y6pUqWI6d+7sGAfFGOdxfffdd1st4nb+gbm2b99u5syZY9atW2d+/fVXs2nTJuu4fPDBB03FihUj6qLr538c4KWXXhpyIMlAs2fPNtdee62Vv6dNm2bdBxwoNzfXChoXLFhgjdESLYXlq3379pkpU6aEfJJGUeXn55dawAwAXkbgX0RnnXWW6d27t/V/fn6+qVevnhk2bFhEn4808H/00Uetz4Qa+Xj37t2O0f3dmEJ1Xwrs4laUe/wK6hL85JNPBs0LfK5vqKlfv35BI3L6fD4zefJkRyuYffJXiEKlfenSpUY6NJJqUX6rH3/8MeRorw0bNnR0AQz1aJLvv/8+6Bn20qER1f23enz//feObdy6dWvEo+wWdI+aX5UqVcJ+fty4caZDhw4FXljZvXu3mTRpkqMb5V133WUOHDhQpAGBVq9ebYw5fD+m/ZFan376qVm+fHnQMRj4KEL/xbEHH3zQLFu2zPHe+vXrrYrmpEmTrHXMnj3b7N2713HMPf300+aqq64ynTt3NnXr1nV858yZM0P+jjk5Oeavv/6yRgQfNWqUGTZsmBk1apR58cUXzf79+x1pGjZsmLnssstMZmamufvuu83tt99ufD6f4znA2dnZjkeRvf32247xDV5//XVHGuzptI/YvG/fPscFyVADS/oHwjTG+XjFUK0oa9euddynaMzhrpH2VueLL77YGHMoiLvuuuusp3mEk5ubG/Iev3Xr1pmnn346aECqvLy8Alt59u/fb5YsWWJWr15t1q1bZ7Kzswt8FE+k9uzZEzLYyM/PNxkZGeajjz4y0qFHE+bl5UUU6BlzaEBQ//2nmZmZpmbNmuamm24yQ4cOdTymsSA+n8+89tpr5pZbbjH//PNPpJsUdl3246h///7m3nvvdSyTn59f6OMvY01xLviU1L59+4LOSQAARAuBfxHk5OSY8uXLBw120b1796DRNv0OHDhgMjIyrCncvcFLly41AwYMMMuWLTOrVq1yrCM3N9fcfffdIUdknTJlipk4caIxxjhGsvV39Rw5cqSZNGmSVQndvn276devn/nss8+Mz+czv/zyi2nQoIGjG2GgrKwsc+211zqWmTx5shU8Vq9e3axbt86sWbPG5Ofnmzlz5ljB1qpVqxytZXXr1rUqs/6BCE877TQrfePGjTM1a9Y0L7zwgsnOzjZ5eXnmxx9/NF988YWjm3VB7I88C3zMR05OjtVyGNiVr1OnTqZz585m7ty55ueffzbXXnutSU9PNz6fz+zbt8988MEH5q233jJDhw41+fn5xufzmS+//NJs3769wErl7t27zezZs4OWsT/yb+nSpY6RWQvj8/nMDz/8YLZu3WpWrVplnnrqqaB76Qqzb98+s3btWvPcc8+ZadOmGZ/PF/Liz+zZs82HH34Y8n2fz2cmTJgQdPwsXrzYNG3a1Kxfv97s3LnT/PDDD2bTpk3mgw8+MK+++qoZO3asNbhgJPLz802TJk3M5ZdfXqL768IFbqFa8Xbv3m127dpl1qxZU+zvK6lIjgmfz2deeumliH7PkgaFKFjgfbkAAACxoiiBf5IxxiiBbd26VfXr19e8efPUtm1ba/6AAQM0c+ZMLViwIOgzQ4YM0dChQ4PmZ2RkKDk5Wbt371ZKSorKlStXqmkHAAAAACSmzMxMpaSkWHFoQYhMi2HQoEHKyMiwpk2bNjneP+KIIwj6AQAAAAAxoUK0ExBtRx55pMqXL6/t27c75m/fvl1paWkhP1O5cmVVrly5LJIHAAAAAECJJHyzdKVKlXTGGWdo6tSp1jyfz6epU6c6uv4DAAAAABCPEr7FX5IefPBB9ejRQ61bt9ZZZ52ll19+WXv37tVtt90W7aQBAAAAAFAiBP6SbrjhBu3cuVOPPfaY0tPT1apVK02ePFmpqanRThoAAAAAACWS8KP6u6EooykCAAAAAFBSjOoPAAAAAAAkEfgDAAAAAOBpBP4AAAAAAHgYgT8AAAAAAB5G4A8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeViHaCfACY4wkKTMzM8opAQAAAAAkAn/86Y9HC0Lg74KsrCxJ0rHHHhvllAAAAAAAEklWVpZSUlIKXCbJRHJ5AAXy+XzaunWratasqaSkJJ155plauHBhtJMVNV7c/njbplhOb6ykLRrpyMzM1LHHHqtNmzYpOTm5TL8biAexcn6AO9if7kn039KL2x9v2xTL6Y2VtEUjHcYYZWVlqV69eipXruC7+Gnxd0G5cuV0zDHHWP+XL18+oSv1Xtz+eNumWE5vrKQtmulITk6Oid8AiDWxcn6AO9if7kn039KL2x9v2xTL6Y2VtEUrHYW19PsxuF8p6N27d7STEFVe3P5426ZYTm+spC1W0gHgMPKlt7A/3ZPov6UXtz/etimW0xsraYuVdIRDV38AKCOZmZlKSUlRRkZGTFyZBgAAQGKgxR8AykjlypX1+OOPq3LlytFOCgAAABIILf4AAAAAAHgYLf4AAAAAAHgYgT8AAAAAAB5G4A8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwDEgEmTJqlp06Zq3Lix3nnnnWgnBwAAAB7C4/wAIMoOHjyo5s2ba/r06UpJSdEZZ5yhefPmqU6dOtFOGgAAADyAFn8AiLJffvlFLVq0UP369VWjRg117NhRP/74Y7STBQAAAI8g8AeAEpo1a5auuuoq1atXT0lJSZo4cWLQMiNGjNBxxx2nKlWqqE2bNvrll1+s97Zu3ar69etb/9evX19btmwpi6QDAAAgARD4A0AJ7d27V6eeeqpGjBgR8v1PPvlEDz74oB5//HH9+uuvOvXUU9WhQwft2LGjjFMKAACARETgDwAl1LFjRz311FO65pprQr7/4osv6s4779Rtt92m5s2b680331S1atX03nvvSZLq1avnaOHfsmWL6tWrVyZpBwAAgPcR+ANAKcrNzdXixYvVvn17a165cuXUvn17zZ8/X5J01llnadmyZdqyZYuys7P1/fffq0OHDtFKMgAAADymQrQTAABe9vfffys/P1+pqamO+ampqfrjjz8kSRUqVNDw4cN10UUXyefzacCAAYzoDwAAANcQ+ANADOjcubM6d+4c7WQAAADAg+jqDwCl6Mgjj1T58uW1fft2x/zt27crLS0tSqkCAABAIiHwB4BSVKlSJZ1xxhmaOnWqNc/n82nq1Klq27ZtFFMGAACAREFXfwAooezsbK1Zs8b6f926dfrtt99Uu3ZtNWjQQA8++KB69Oih1q1b66yzztLLL7+svXv36rbbbotiqgEAAJAokowxJtqJAIB4NmPGDF100UVB83v06KExY8ZIkl5//XX997//VXp6ulq1aqVXX31Vbdq0KeOUAgAAIBER+AMAAAAA4GHc4w8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeRuAPAAAKdeutt6pLly4lWseMGTOUlJSkPXv2FLjc1KlT1axZM+Xn54ddZsiQIWrVqlWJ0lMUAwcO1L333ltm3wcAgJsI/AEA8JBbb71VSUlJSkpKUqVKlXTiiSfqiSee0MGDB0u03ldeeUVjxoxxJ5GFGDBggB599FGVL1++TL4vEv369dPYsWP1119/RTspAAAUGYE/AAAec/nll2vbtm1avXq1HnroIQ0ZMkT//e9/i7Wu/Px8+Xw+paSkqFatWu4mNIQ5c+Zo7dq16tq1a6l/V1EceeSR6tChg0aOHBntpAAAUGQE/gAAeEzlypWVlpamhg0b6u6771b79u319ddfS5JycnLUr18/1a9fX9WrV1ebNm00Y8YM67NjxoxRrVq19PXXX6t58+aqXLmyNm7cGNTVPycnR/fdd5/q1q2rKlWq6Nxzz9XChQsd6fjuu+/UpEkTVa1aVRdddJHWr19faNrHjx+vSy+9VFWqVHHMf/bZZ5WamqqaNWuqZ8+eOnDggOP9hQsX6tJLL9WRRx6plJQUXXDBBfr111+t92+//XZdeeWVjs/k5eWpbt26evfddyVJn3/+uU455RRVrVpVderUUfv27bV3715r+auuukrjx48vdBsAAIg1BP4AAHhc1apVlZubK0nq06eP5s+fr/Hjx2vJkiW67rrrdPnll2v16tXW8vv27dNzzz2nd955R8uXL1fdunWD1jlgwAB98cUXGjt2rH799VedeOKJ6tChg3bt2iVJ2rRpk6699lpdddVV+u2333THHXdo4MCBhaZ19uzZat26tWPep59+qiFDhuiZZ57RokWLdPTRR+uNN95wLJOVlaUePXpozpw5+vnnn9W4cWNdccUVysrKkiTdcccdmjx5srZt22Z9ZtKkSdq3b59uuOEGbdu2TTfddJNuv/12rVy5UjNmzNC1114rY4y1/FlnnaXNmzdHdAEDAICYYgAAgGf06NHDXH311cYYY3w+n5kyZYqpXLmy6devn9mwYYMpX7682bJli+Mzl1xyiRk0aJAxxpjRo0cbSea3334Lu97s7GxTsWJF89FHH1nv5+bmmnr16pnnn3/eGGPMoEGDTPPmzR3rePjhh40ks3v37rDpT0lJMe+//75jXtu2bc0999zjmNemTRtz6qmnhl1Pfn6+qVmzpvnmm2+sec2bNzfPPfec9f9VV11lbr31VmOMMYsXLzaSzPr168OuMyMjw0gyM2bMCLsMAACxiBZ/AAA8ZtKkSapRo4aqVKmijh076oYbbtCQIUO0dOlS5efnq0mTJqpRo4Y1zZw5U2vXrrU+X6lSJbVs2TLs+teuXau8vDy1a9fOmlexYkWdddZZWrlypSRp5cqVatOmjeNzbdu2LTTt+/fvD+rmH8m6tm/frjvvvFONGzdWSkqKkpOTlZ2drY0bN1rL3HHHHRo9erS1/Pfff6/bb79dknTqqafqkksu0SmnnKLrrrtOo0aN0u7dux3fUbVqVUmHekQAABBPKkQ7AQAAwF0XXXSRRo4cqUqVKqlevXqqUOFQcZ+dna3y5ctr8eLFQSPm16hRw3pdtWpVJSUllWma/Y488siggDsSPXr00D///KNXXnlFDRs2VOXKldW2bVvrFgdJ6t69uwYOHKj58+dr3rx5atSokc477zxJUvny5TVlyhTNmzdPP/74o1577TU98sgjWrBggRo1aiRJ1m0MRx11lAtbCgBA2aHFHwAAj6levbpOPPFENWjQwAr6Jem0005Tfn6+duzYoRNPPNExpaWlRbz+E044QZUqVdLcuXOteXl5eVq4cKGaN28uSWrWrJl++eUXx+d+/vnnQtd92mmnacWKFY55zZo104IFCwpc19y5c3XffffpiiuuUIsWLVS5cmX9/fffjmXq1KmjLl26aPTo0RozZoxuu+02x/tJSUlq166dhg4dqv/973+qVKmSJkyYYL2/bNkyVaxYUS1atCh0OwAAiCW0+AMAkCCaNGmibt26qXv37ho+fLhOO+007dy5U1OnTlXLli3VqVOniNZTvXp13X333erfv79q166tBg0a6Pnnn9e+ffvUs2dPSdJdd92l4cOHq3///rrjjju0ePFijRkzptB1d+jQQWPHjnXMu//++3XrrbeqdevWateunT766CMtX75cxx9/vLVM48aN9cEHH6h169bKzMxU//79ra75dnfccYeuvPJK5efnq0ePHtb8BQsWaOrUqbrssstUt25dLViwQDt37lSzZs2sZWbPnq3zzjsv5HoBAIhltPgDAJBARo8ere7du+uhhx5S06ZN1aVLFy1cuFANGjQo0nqeffZZde3aVbfccotOP/10rVmzRj/88IOOOOIISVKDBg30xRdfaOLEiTr11FP15ptv6plnnil0vd26ddPy5cu1atUqa94NN9ygwYMHa8CAATrjjDO0YcMG3X333Y7Pvfvuu9q9e7dOP/103XLLLdajBgO1b99eRx99tDp06KB69epZ85OTkzVr1ixdccUVatKkiR599FENHz5cHTt2tJYZP3687rzzziL9TgAAxIIkY2zPqQEAAIiy/v37KzMzU2+99Zbr687Ozlb9+vU1evRoXXvttRF/7vvvv9dDDz2kJUuWOG6fAAAgHtDiDwAAYsojjzyihg0byufzubZOn8+nHTt26Mknn1StWrXUuXPnIn1+7969Gj16NEE/ACAu0eIPAAA8b/369WrUqJGOOeYYjRkzRpdcckm0kwQAQJkh8AcAAAAAwMPo6g8AAAAAgIcR+AMAAAAA4GEE/gAAAAAAeBiBPwAAAAAAHkbgDwAAAACAhxH4AwAAAADgYQT+AAAAAAB4GIE/AAAAAAAeRuAPAAAAAICH/T+imAMz6X+4IQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blsa = gerbls.pyBLSAnalyzer(bls)\n", "\n", "plt.figure(figsize=(12, 6))\n", "plt.semilogx(blsa.P, -blsa.dchi2, \"k-\")\n", "plt.xlim(blsa.P.min(), blsa.P.max())\n", "plt.xlabel(\"Period (days)\")\n", "plt.ylabel(\"$\\Delta\\chi^2$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "53c799f7", "metadata": {}, "source": [ "There is a clear peak close to a period of 1.4 days, corresponding to the transits in the data. [gerbls.pyBLSAnalyzer](../api/blsresult.rst#gerbls.pyBLSAnalyzer) provides a method called [generate_models(N)](../api/blsresult.rst#gerbls.pyBLSAnalyzer.generate_models), which returns the parameters of the top $N$ peaks in the BLS spectrum. Below, we just retrieve the box model corresponding to the highest BLS peak and overlay it on top of the original data phase folded to the detected orbital period." ] }, { "cell_type": "code", "execution_count": 6, "id": "720ace7e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyBLSResult(P=1.3697938726528307, dchi2=-958.8683823300646, mag0=1.0000391865777314, dmag=0.0036689615704791514, t0=1.1019297968341242, dur=0.041666666666666664, snr=30.965599983369682)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = blsa.generate_models(1)[0]\n", "\n", "# Print information about the top BLS peak\n", "print(model)\n", "\n", "# Arrays to overlay the best-fit box model\n", "fit_x = [0, model.t0 - model.dur / 2, model.t0 - model.dur / 2,\n", " model.t0 + model.dur / 2, model.t0 + model.dur / 2, model.P]\n", "fit_y = np.array([0, 0, -model.dmag, -model.dmag, 0, 0]) + model.mag0\n", "\n", "plt.figure(figsize=(12, 6))\n", "plt.plot(data.rjd % model.P, data.mag, \".\")\n", "plt.plot(fit_x, fit_y, \"k--\")\n", "plt.xlim(0, model.P)\n", "plt.xlabel(\"Orbital phase (days)\")\n", "plt.ylabel(\"Flux\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "61245767", "metadata": {}, "source": [ "It is a clear match! Note that our searched transit duration (1 hour) was slightly longer than the actual transits in the data. This has the effect of diluting the fitted transit depth - instead of 0.5%, the recovered depth is close to 0.37%. This can be fixed by searching a range of transit durations at each period, as opposed to a single fixed value." ] }, { "cell_type": "code", "execution_count": 7, "id": "0b818447", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitted transit depth: 0.00367 +/- 0.00012\n", "SNR: 30.8295\n" ] } ], "source": [ "print(f\"Fitted transit depth: {model.dmag:.5f} +/- {model.get_dmag_err(data):.5f}\")\n", "print(f\"SNR: {model.get_SNR(data):.4f}\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }