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Last active May 19, 2025 04:11
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simulate_lvk_noise
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/avivajpeyi/403afcaedfb9b6de7e6bcaaa69d47fdc/scratchpad.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"! wget \"https://raw.githubusercontent.com/bilby-dev/bilby/main/bilby/gw/detector/noise_curves/aLIGO_O4_high_asd.txt\""
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Y-u4wEH2s89Q",
"outputId": "388d92a7-00bd-46ff-8357-09aedad66625"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2025-05-19 04:01:11-- https://raw.githubusercontent.com/bilby-dev/bilby/main/bilby/gw/detector/noise_curves/aLIGO_O4_high_asd.txt\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 71136 (69K) [text/plain]\n",
"Saving to: ‘aLIGO_O4_high_asd.txt’\n",
"\n",
"aLIGO_O4_high_asd.t 100%[===================>] 69.47K --.-KB/s in 0.02s \n",
"\n",
"2025-05-19 04:01:11 (3.03 MB/s) - ‘aLIGO_O4_high_asd.txt’ saved [71136/71136]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lIYdn1woOS1n",
"outputId": "d818bc02-24ea-4af5-96dd-df5924494fb4"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(2, 16384)\n"
]
}
],
"source": [
"import jax\n",
"import jax.numpy as jnp\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"# URL for the aLIGO O4 high-sensitivity ASD\n",
"# ! wget \"https://raw.githubusercontent.com/bilby-dev/bilby/main/bilby/gw/detector/noise_curves/aLIGO_O4_high_asd.txt\"\n",
"FNAME = \"aLIGO_O4_high_asd.txt\"\n",
"\n",
"def load_lvk_psd():\n",
" \"\"\"\n",
" Load the aLIGO O4 ASD, rescale so its minimum is unity,\n",
" and return (freqs, psd) arrays.\n",
" \"\"\"\n",
" df = pd.read_csv(URL, comment=\"#\", sep=\"\\s+\", header=None)\n",
" freqs = df[0].values\n",
" asd = df[1].values\n",
" asd = asd / asd.min()\n",
" psd = asd**2\n",
" return freqs, psd\n",
"\n",
"def _make_white_noise_fft(key, n_samples: int):\n",
" \"\"\"\n",
" Generate a single realization of white noise in the positive-frequency\n",
" Fourier domain (for real-valued signal), ready to be coloured.\n",
" Returns complex spectrum of length n_freqs = n_samples//2+1.\n",
" \"\"\"\n",
" n_freqs = n_samples // 2 + 1\n",
" # For real time-series, use rfft conventions: DC at index 0, Nyquist at end if even.\n",
" # Generate independent Gaussian real + imaginary parts\n",
" # Note: scale so that the output of irfft has unit variance.\n",
" scale = jnp.sqrt(n_samples / 2.)\n",
" re = jax.random.normal(key, (n_freqs,)) * scale\n",
" im = jax.random.normal(key, (n_freqs,)) * scale\n",
" # zero out DC and Nyquist imaginary parts\n",
" im = im.at[0].set(0.0)\n",
" if n_samples % 2 == 0:\n",
" im = im.at[-1].set(0.0)\n",
" return re + 1j * im\n",
"\n",
"def get_colored_noise(\n",
" rng_key: jax.random.PRNGKey,\n",
" sampling_frequency: float = 4096.0,\n",
" duration: float = 4.0,\n",
" n_channels: int = 1\n",
") -> jnp.ndarray:\n",
" \"\"\"\n",
" Generate `n_channels` of coloured noise time-series.\n",
"\n",
" Returns\n",
" -------\n",
" noise : jnp.ndarray, shape (n_channels, n_samples)\n",
" Each row is one independent noise realisation.\n",
" \"\"\"\n",
" # load PSD on CPU with pandas/numpy\n",
" freqs, psd = load_lvk_psd()\n",
"\n",
" # Number of samples in time domain\n",
" n_samples = int(jnp.round(duration * sampling_frequency))\n",
" # Frequency array for rfft\n",
" freqs_req = jnp.linspace(0., sampling_frequency/2, n_samples//2 + 1)\n",
"\n",
" # Interpolate PSD onto our frequency grid\n",
" psd_interp = jnp.interp(freqs_req, freqs, psd)\n",
" sqrt_psd = jnp.sqrt(psd_interp)\n",
"\n",
" def one_channel(key):\n",
" wht = _make_white_noise_fft(key, n_samples)\n",
" # Colour it\n",
" coloured_fft = wht * sqrt_psd\n",
" # back to time domain\n",
" return jnp.fft.irfft(coloured_fft, n_samples)\n",
"\n",
" # split rng and vmap over channels\n",
" keys = jax.random.split(rng_key, n_channels)\n",
" noise = jax.vmap(one_channel)(keys)\n",
" return noise\n",
"\n",
"# Example usage:\n",
"if __name__ == \"__main__\":\n",
" key = jax.random.PRNGKey(0)\n",
" noise = get_colored_noise(key, sampling_frequency=4096., duration=4., n_channels=2)\n",
" print(noise.shape) # (2, 16384)\n"
]
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"from scipy.signal import periodogram\n",
"\n",
"# Generate 1 channel of colored noise\n",
"key = jax.random.PRNGKey(0)\n",
"sampling_frequency = 4096.0\n",
"duration = 4.0\n",
"n_channels = 1\n",
"\n",
"noise = get_colored_noise(key, sampling_frequency, duration, n_channels)[0]\n",
"\n",
"# Plot time-domain signal\n",
"plt.figure(figsize=(12, 4))\n",
"plt.plot(jnp.linspace(0, duration, len(noise)), noise, lw=0.8)\n",
"plt.xlabel(\"Time [s]\")\n",
"plt.ylabel(\"Strain\")\n",
"plt.title(\"Time-domain coloured noise\")\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Compute periodogram\n",
"freqs_est, psd_est = periodogram(\n",
" noise, fs=sampling_frequency, scaling=\"density\", nfft=len(noise)\n",
")\n",
"\n",
"# Load true PSD again (same as used for generation)\n",
"freqs_true, asd_true = load_lvk_psd()\n",
"psd_true = asd_true**2\n",
"\n",
"# Plot periodogram and true PSD\n",
"plt.figure(figsize=(8, 5))\n",
"plt.loglog(freqs_est, psd_est, label=\"Estimated PSD\", alpha=0.7)\n",
"plt.loglog(freqs_true, psd_true, label=\"True PSD\", lw=1.5, color=\"k\", ls=\"--\")\n",
"plt.xlim(10, sampling_frequency / 2)\n",
"# plt.ylim(1e-2, 1e3)\n",
"plt.xlabel(\"Frequency [Hz]\")\n",
"plt.ylabel(\"PSD\")\n",
"plt.title(\"Estimated vs True PSD\")\n",
"plt.grid(True, which=\"both\", ls=\":\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 662
},
"id": "wfyrlnvjsrVA",
"outputId": "471f71b4-1567-4c38-e65d-483e0226659e"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
],
"image/png": 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UACwWC9auXYsHHngAr7zyCv7617/C4XBg/PjxuPfee1MG81qtFm+88QZuuukmvPTSS9BoNLjgggvw29/+FieeeKK8A5mBe+65B1VVVXj00Udx8803o7y8HD/4wQ/wwAMPwGAwZPze5ZdfjqeeegqPP/443G43amtrcemll+Kee+5JpVCK/b0EQRAEMZDRcKXioEkQBEEQBEEQBEEQBEEMGMhTiiAIgiAIgiAIgiAIgig4FJQiCIIgCIIgCIIgCIIgCg4FpQiCIAiCIAiCIAiCIIiCQ0EpgiAIgiAIgiAIgiAIouBQUIogCIIgCIIgCIIgCIIoOBSUIgiCIAiCIAiCIAiCIAqOvtgNKDUSiQSamppgt9uh0WiK3RyCIAiCIAiCIAiCIIh+Bcdx8Pl8qKurg1abWQ9FQSmJNDU1ob6+vtjNIAiCIAiCIAiCIAiC6NccPnwYw4YNy/g5BaUkYrfbAfAH1uFwFLk18mFZFitXrsTixYthMBiK3RyiQNB5H3zQOR980DkfnNB5H3zQOR980DkfnNB5H3wMlHPu9XpRX1+fiqFkgoJSEhFS9hwOR8kHpSwWCxwOR0lf6IQ06LwPPuicDz7onA9O6LwPPuicDz7onA9O6LwPPgbaOc9le0RG5wRBEARBEARBEARBEETBoaAUQRAEQRAEQRAEQRAEUXAoKEUQBEEQBEEQBEEQBEEUHApKEQRBEARBEARBEARBEAWHglIEQRAEQRAEQRAEQRBEwaGgFEEQBEEQBEEQBEEQBFFwKChFEARBEARBEARBEARBFBwKShEEQRAEQRAEQRAEQRAFh4JSBEEQBEEQBEEQBEEQRMGhoBRBEARBEARBEARBEARRcCgoRRADjEgsjpU7mrHxQEexm0IQBEEQBEEQBEEQGdEXuwEEQajLhDveSf2/4cEl0Gg0RWwNQRAEQRAEQRAEQaSHlFIEMYBZv4/UUgRBEARBEARBEET/hIJSBDGA8EdiPf6+/JmPi9QSgiAIgiAIgiAIgsgOBaUIYgCx+WAXAOCdm+YXuSUEQRAEQRAEQRAEkR0KShHEAMIXZgEAE2rsRW4JQRAEQRAEQRAEQWSHglIEMYBYvu0Y5o4uh0ajwf+cNgoAEI0litwqgiAIgiAIgiAIgugLBaUIYgDhDrKYNcIFAPjOvBEAgPX724vZJIIgCIIgCIIgCIJICwWlCGIA0RVkMXWoEwAwosIKAPjXJ4eL2CKCIAiCIAiCIAiCSA8FpQhigJBIcNh1zItyK9Nj+dvbm4vUIoIgCIIgCIIgCILIDAWlCGKA0NARAADYTfrUsotOHIphLnOxmkQQRJ65540d2HbEU+xmEARRQP69+Qg+PtABjuOK3RSCIAiCUAwFpQhigNDsCaPSxmDSEEdq2Xkn1MJuMhSxVQRB5IvtRz14/qNGfOXRD4vdFIIgCkRXIIqfvvIFLn1qIx5Zvb/YzSEIgiAIxVBQiiAGCEe7QhhfY++xzB+JYdcxL82mEsQA5Pw/UTCKIAYbJ96/KvX/x9ceKGJLCIIgCEIdKChFEAOEVl8YNQ5Tj2Vjq20AAG84VowmEQSRJ3oHmj0htkgtIQiCIAiCIAj5UFCKIAYInhCLMnPPVL2pQ8vA6LToDESL1CqCIPLBSx8fAgD86MyxAIAXNzQWsTUEQRSaIWX8JFSChNAEQRBEiUNBKYIYILiDLJyWnkEpjUaDKrsRTe5QkVpFEEQ+eHIt7yVzw8KxGFVphVGvK3KLCILIN4EIr3r+4YIxuPns8QCAHV2aYjaJIAiCIBRDQSmCGCC8+tlRxOJ9p0zH19hwoM1fhBYRBJEvjnTxgWajXoeFE6uxp8VX5BYRBJFv5j6wGgDw/dNG4cIZQwEAXZFitoggCIIglENBKYIYILgsDGaNcPVZ/v7uNjz5AZmhEsRA476vTgEAdAajeGXzkSK3hiCIfONLKqWq7EYwer4L/59GUkkSBEEQpQ0FpQhiAMBxHILRGIa5zH0+++qMOtSV9V1OEERpEk+ayAiFDK6cN7KIrSEIolBU2pgef58yuhyj7GQqRRAEQZQ2FJQiiAGALxJDMBpHTZmpz2cnjyqHmaGZVIIYKLR4w9BqgNkjygEAQ5PB6BZvuJjNIggiz8weUY47lk5K/f3VGUOg01BQiiAIgihtSjYo9dBDD0Gj0eCmm25KLQuHw7j++utRUVEBm82Giy++GC0tLT2+d+jQISxduhQWiwXV1dW49dZbEYvFCtx6glCXVm8YZoMOdqO+z2flFgYdATKdIIiBwo/+vgUJDqn0nUqbEQCwn7zjCGJA886OZnDdYlA1DhPcUTI6JwiCIEqbkgxKffLJJ3jyyScxbdq0HstvvvlmvPnmm3jllVewdu1aNDU14Wtf+1rq83g8jqVLlyIajeKjjz7CCy+8gOeffx533XVXoX8CQahKV5BFuZWBRtO3c1rnNKPJTQoKghgo7DrW19S8wsrgUEewCK0hCKIQ+MIsAGB0lTW1rNZhgifKp/ATBEEQRKlSckEpv9+Pb3/723j66afhch03dfZ4PHjmmWfwu9/9DmeddRZmzZqF5557Dh999BE2btwIAFi5ciV27tyJl156CTNmzMB5552H+++/H4899hii0WixfhJBKMYbYmE39VVJAUBtmQmdgSjYeKLArSIIIh+E2HifZR2BKH65bFcRWkMQRCG46Z+fAwDOmlidWlbjMIJNaOAJkeKfIAiCKF3Sj2L7Mddffz2WLl2KRYsW4Ze//GVq+ebNm8GyLBYtWpRaNnHiRAwfPhwbNmzA3LlzsWHDBkydOhU1NTWpdc455xxce+212LFjB0488cQ++4tEIohEjqc+eb1eAADLsmBZNh8/sSAIbS/l30Acp6krCA3Sn0+bgVdPtXqCcJn4ODSd98ED3esDl+7ndMG4SjR2BHu8m+icDy7ovA9sOpNp+N0tJ4xaDiYdh6OdfjgthmI1jSggdJ8PTui8Dz4GyjkX2/6SCkr985//xJYtW/DJJ5/0+ay5uRkMw8DpdPZYXlNTg+bm5tQ63QNSwufCZ+l48MEHce+99/ZZvnLlSlgsFjk/o1+xatWqYjeBUIHfb9GhM6LB8uXLM6yhxz/eeg/jyniJP533wQed84GEHt8eG+9xvxuDWmiiPZ8BdM4HJ3TeBya2qBaAts973sno8PbajTjoohS+wQTd54MTOu+Dj1I/58GgOGuJkglKHT58GDfeeCNWrVoFk6lvhbF8cfvtt+OWW25J/e31elFfX4/FixfD4XAUrB1qw7IsVq1ahbPPPhsGA82ulTqfJHZBA2DJkklpP//ltjWYMG0SFo4vV/28h9k42HgCdhNdR/0RutcHFrF4AtjwLn540ZmodRx/F+p2tOBH//wCS5YsoXM+SKHzPrB59cUtGB0PYcmSU1PLWJbF4ztXo27sZCyZM6KIrSMA4Pfv7sPjaw9g6Qm1eOTSabm/IAO6zwcndN4HHwPlnAtZZrkomaDU5s2b0draipkzZ6aWxeNxfPDBB3j00UexYsUKRKNRuN3uHmqplpYW1NbWAgBqa2uxadOmHtsVqvMJ6/TGaDTCaDT2WW4wGEr6AhEYKL9jsBOIJjC60prxXE6qK4Mvkkh9ruZ5H3fnSgDAWzechhOGlqmyTUJ96F4fGHiT6eRVDgsMBl1q+bYm3vxcrz/+WqdzPjih8z4wcZgZfOOkyj7n1skA7QGWznk/4PG1BwAAy7Y347HLZ+V1X3SfD07ovA8+Sv2ci217yRidL1y4ENu2bcPnn3+e+jd79mx8+9vfTv3fYDBg9erVqe/s3r0bhw4dwrx58wAA8+bNw7Zt29Da2ppaZ9WqVXA4HJg8eXLBfxNBqEVXMAqnlcn4uctiQFdQfTP/cDfD5Ttf36769gmC6EmrLwK7SQ9Tt4AUAFw0cygAIBKjggYEMRDZcrALlba+k6ROBmj2RtJ8gygk6/a29fj7cCdVQyUIghBLySil7HY7TjjhhB7LrFYrKioqUsu///3v45ZbbkF5eTkcDgduuOEGzJs3D3PnzgUALF68GJMnT8Z3vvMdPPzww2hubsYdd9yB66+/Pq0aiiBKhXZ/BFW2bEEpBl0B9YNSnx92p/7/2SF3xvUIglCHFm8YNY6+KeyjK20AAG+Yhcuk6/M5QRClzVF3CF8e65sGUWbk0OwNF6FFRHe+8wyfifGXK2bjf/76KeY//D4aH1pa5FYRBEGUBiWjlBLD73//e5x//vm4+OKLcfrpp6O2thavvvpq6nOdToe33noLOp0O8+bNw+WXX44rrrgC9913XxFbTRDKcQdZOC2Zg1IVVgadeQhKrdzBp7/OqHcCAAIRKktNEPnkufWN2Nfq77Oc0WthMmjhpdLwBDHg4DjexPxrM4f1+ayMAZo9pJTqLyyYUFXsJhAEQZQcJaOUSseaNWt6/G0ymfDYY4/hsccey/idESNGZKlQRhCliSfEosycOWe33Mbg04Ndqu/32fUNAIBbz5mAb//lYwQiMViNJf1YIYh+jVYDnDyqPO1nLgsDdzCKES5S/hLEQMId5Etqj6joW/XZpufykp5PSOeUMRUw6LT4n9NG4S8fNhS7OQRBECXDgFJKEcRgJJ7g4AvH4LRkDkpVWBl0BPI3kzonOUheu6ctx5oEQSghGk/glDEVaT9zWfKjiCQIorgc6Qqh3MqknfSx6gF3iE2pqYjC05JMn7zwRN7b75Sx/DOajZPHH0EQhBgoKEUQJY43xM+gZlNKVdiM6PTnZ7B60YlDodfxjxLqEhNEflm/rwOfNqZXPbqshpSigiCIgcPhriCGucxpP7PoATbOoc1PKXzF4rXPjgIALpnFp1cuGF8NRq8ls3OCIAiRUFCKIEocT4gFo9PCbMhsblxuZdARiKo6k+pP+kddMW8EAECv1WDZ1mOqbZ8giL6UWxlcd+aYtJ+5LAw6KY2n5PCFWfLjI7JyJEtQypwUT7204WABW0R056G3vwQAaDQaAIBOq8HICgsOtAWK2SyCIIiSgYJSBFHiuEMsHGZDqjOUjgorg0gsgY0Nnartd+sRNwBg2jAnAOAniyfAbiI/KYLIFxzHwR+JoTZN9T0gWWWTglIlx9R7VmLK3SvQShXUiAwc6QphqDN9UEqbfPVPrnMUsEVELqrtJny4r73YzSAIgigJKChFECWOJ8Rm9ZMCAIeJ/7zFq568/7cr9wDgZwQBYEiZKeWrQBCE+njDMURjCVTZ0xuZu6wM3AFK3ysl3v+yNfX/kx9YXcSWEP2ZVm8ENRmC0QBwyuhyqrxZZCptPZ/L6/e34/mPGovTGIIgiBKDglIEUeK4g9GsflIAoNVqMKbKigoro9p+e5st15eb0dBO/gkEkS/e2c6nx9oyVLh0WQyUvldifPf5T4rdBKIE6AhE+gQ9ulNmNsAdonu/mHxt5tAef59Y7yxOQwiCIEoQCkoRRInjDbFw5ghKpdYNqzeT+qf39vX4u8ZhQmcggkSC7M6JgQHHcRh52zLc++aOYjelB5lSdV0WBm4KSpUkS6cOAQCE2XiRW0L0Rw52BFFhyzypVGYxwBMilSQAHO4MYuRty/Crd74syP4Er86Zw109lv9i6WQAwMEO8pUiCILIBQWlCKLEcQfZnEopANjfFsBT6xpU2+/M4c5UpRkAcFoYJDjAp2LgiyCKyakPvQcAeG59Y78ot+6PxHHOlJqMn7usDDoDFJQqFfa1+gAA//7hPPzmkukA+DQtguhOIsGh1ReBy5I5KOUyG+jeTzL/4fcBAE+s2V+Q53aTh7ctmNdLPe5K2ip0T9ElCIIg0kNBKYIocTwhFmU5PKUA4MwJVThjfJVq+9XrtD06YVZGB6Nei/YADaqIgYEw2ACAhwo0656NFm8Y1fbMvjIuiwHuIKklSoVjyetr4hAHzAxfPfXxNfuyfYUYhASi/ETP8ApLxnUq7Ua0+Sgo1RtfAapaNifv496Tg/Xl/Pl6ZfORvLeBIAii1KGgFEGUOH/5sAHv7mrJud7wcgui8YRq+233RXoYLms0GlQ7jDTTTwxInlx7oNhNwNGuUMay8MDx6nuUQlsatPkimD6srIdH2LajniK2iOiPHOkKAQBsTObqtmVmA7yUvodWHx8gunzucADAPa/nP/W6zRfBlDSVDw06LcZUWXHa2Mq8t4EgCKLUoaAUQQwAvjKtLuc6r312FH/5sFG1fbb5+hqvVtmMqU4hQZQyQtrHUKdZVHpsIegMRFGepViBy5pMoS2AOoBQzr5WPyb3GszuaPIWqTVEf+Wj/R0A+IIlmXCY9DjcRYVG2nz8pNgls+oBAK9+djTv+2z2hDJWRjxzQjUiMfUmAwmCIAYqFJQiiBJn0hBHH4PNdFx44tCc64glzMbhi8T6lKavtptSnUKCKGUEdcLqnyxIeadFizy4yBWUsjI6MDotusjsvCTY0+LHmCpb6u/fXzodoyqtRWwR0R+xGXU51TY2oz6VDjqY2XLIDQBplUv54khXCMPL06dW1jhMNFFHEAQhAgpKEUSJ44+wsJkyy/oF5o+rwsRauyr7bPNFoNWgj/FqtcNIQSliQLBiRzMAwGTQ4afnTAAAvLL5cDGbhGZvOOOMPMCn0DotBnSRr1RJ8OG+NoysOB6E0mo0aGgPIKZimjVR+nTkCEYDwFAn/1wY7Km7Ww+7AfCel4WiMxBFRYbzU1tmomDhACQUjWPkbctwzxv9qzIvQZQyFJQiiBLHH4718CTJhFPFktHt/gjKrUboeqUT8Ol7FJQiSp8P97WDSQ5sTAbehNqk1xWtPaFoHJ4QiyFlmYNSAFBuZSgoVQKEonGE2QS84ePn6twTagEcV3sQBMBPAvVWJffGmuwDBNl4IZrUb6ktM+Gyk/nUvSe+PbMg+2zzR1BuSx+UGlJmShmhEwOHq//6KQDg+Y8ai9sQghhAUFCKIEqcQCQuKihlZXh5f1yFiVR3iE2VO+5Ohc2Idj8FpYjSZ83utj6FAYqplGr1haHXanIqJpwWA9yUvtfv8SWDUaO7pe8Zk0HP3S2+orSJ6J+ICkolqzceTaYdD1aa3GHUOvhiEDOGOwEA8Tyrx5rcIQx1pi9AUVtmQqsvQurHAcaH+9pT/1drspcgBjsUlCKIEiYSiyMaT4hK3xO8SgIqvD+9ITat+bPdpIefTJaJAcLM5KAG4A3PNx7oLFpb2v1RWI16aDSZzY4BUkqVCoJCaka9s8fy+eMqYchiaE0MPlp9EVTnCEoJ6WqdgcEdkG72hlJqUruJ76M0dgTyus+OQDRj0LDabkI8wVEK3wDmjc/zb6ZPEIMBCkoRRAnjD/MBIDFKKTOjg9mgRVCFmFGbL5JWsWE36VNtIohSx9nNM23OqPIitgT4tLFT1Iys08LATUGpfs9fNxxMu3yYy4JDnVRFjThOmy+Canv2tF0AGFtt66PuHGzsafGjNhmUEtRjrd78qbdj8QTcQTajgpXR88OsD/a25a0NRGFpcvNqxM/vOht2kx6hQZ4ySxBqQUEpgihh/JEY9FoNjHpxt3KZ2aBKUKrZE0ZdGrl6mdlAnlKEqsTiCTzzYQM4rnAGvkK6x70XTEkt++qJQzG6qniV0dh4AheJqKBZbmGo+l4JkCkodaQriMfX7C9wa4j+TKs3nDN9D+AnpwbzpFA0lkCbL4KhLr5votFoML3emVf1mDd5vHsXfenO3NHlqdRcovTZdtQDgJ8AOn1cFZrcpIIjCDWgoBRBlDD+SAw2U+6UHoEyswHBuPLUEG84ffreUJcZnhCLaGxwz9YOBDiOwzFP8f1Jxv7ibdz/1k48vGJ3wfYpBHW6DwQrbQwOtOU3DSQbngwps72h6nulzbq97blXIgYNgUgMgWg8Z/oeIKTPD957v83PVwUeUW5JLau2G9Hqy1/Q4D+bjwA4XgwjHYxehy+SVQGJ0qfVF8EZE6oA8EV/yOycINSBglIEUcKIrbwn4DAbEFJhItUbisGRZoDsSHo4+MKDt2M8EGjzRTDq9uWY9+B7GHnbMoT7gTz9iQKqR9YnTUy7DzSGlPGz7x1FMvJ/el0D9rX6c65HnlKlwTdPqsc3Zg/rs3xirb0IrSH6K22+CAw6DZxpCov0xm7SwzeIlVItSUWZ4K8F8EGpljym7wWiuY+3Ua8d9F5fA4k2bzgVJN51zFvk1hDEwIGCUgRRwvgj0oJSTrMBATWCUmEWjjTm6iaDDoxOm5K0E6XJSf/3bo+/7359R5Fa0pNAgUz0//bxoT7LhOv9tc+KZ2raveJPJlwWhqrvlQC+SKxH5T2BaxaMLkJriP5KRyCCCqtRlBraYTLAO4grgbV6w328t2ocprwqpVwWBmdPrsm6zqljKga919dA4lBnMGVfsezH8wHwRYcIglAGBaUIooSRGpRymPUIxZSn7320vwMWJv1+HWY9lcgtYULR452rv37vZADAy58eLkpbDicNnwVvJ8HLId8smlSNU8ZU9FgmzL6n81IrFDcvGp9zHUrfKw1aPGHUOvqaV88azhvq72v1FbpJRD9k6xEP2kWqMx1mw6CeEGrz962CV203ojmPle88ITalEM9Ehc1YNIUtoT772wKYUMMrWmuSz3Dq8xKEcigoRRAlTIc/CleGqi/pKDOpY3QOAF8ccaffh9lAL+gS5ptPbQAAfPy/C3H6+KrU8mL4hN3yr88BAN+ZO4Jv04HOguy3K8hiVGVfU/PTx1cVpbKdYLx+ytiKHGvyA9PBnMJTKrT7I6i09fUJGuLkBzl0DgkACEbjmF7vFLWuw6Qf1EqpTn+0j+F4mdmAj/Z35G2f3hALhzn7xGCFjUEHpe8NGLYd9aA6GYwSqise7Sq+/yZBlDoUlCKIEsYXjokyPxZQw1NKkClfecrItJ87LQwFpUqYL47waqSaXiqOW//9RcHbMqWuDACg1WpwwfQ6GPTKVX5icAf7Dm4A3uxcrGpBTfzJtMWxadK9emM36RGJJUC1BvovfBGBcKp0fXcMOi1GVVoRjFI6CME/i6YOLRO1Lq+UGrzv3q5gFOXWnv2hUVVWWJj8Vb4To5SqtBlxKKn6JUqbrmRwsbfHG1XgIwjlUFCKIEqYIBuT1OFymvWKPaUCEX6wVJ6hBHKZ2QAPedqUJE1ufrZvbPXx4Me+/zsPAPD6500Fb8+7u1pw8kg+nWmoy4wjBZqN7AykVyBW2YxFCUptOdQFALCl8XHrjTBAClNMo98SYuOIxBKoyKBybWgP4K2thb/fiP5HRyCa8TrpDe8pNXgVdh1pnttWRo9gNI5Ynjydmr1hVOaojFhuZcBxwAd72vLSBqJwCH2Q0d2U1Isn16DFS0EpglAKBaUIooQJReMwZylF3BuH2YBQXJnaJBCJQasBTIb0jw+n2VCUFCdCOac89B4A4L/Xn5pa1r2SUaE50hUCkpdrndOMY+7CBKW6gixcaapdVRRJKbUhmX5iEHEujHotDDoNBaX6MV1BFhoN0lYwBYDp9U6YDeK9AomBS4c/ioo0aZ7pGOx+jh1pUmKFSbt1IopEyKErGE1VYsuEoLptpsBFyfPurhYA6FF4oMZhQksezfQJYrBAQSmCKGGC0TjMEpRSZWblnlKtPr7scqZqQGUWA9yDuGM8EOhtnn/mBN5bKpH0NioEwr6+d+ooAMBQp6lgEvmuDEqpSpsR7b7CqwANOvGBZI1GAzbOoSlYmFRHQjpdgSjKzAbotOnP0fyxlQixg1fxQhxn7Z422EUoJAH+/T6Y0/c6/H1VZeXJv3MFjuTiCbE5LRR0Wg3GVtsyqsuJ0mGoy9ynCIrLysAdGLz3HUGoBQWlCKKE8YrwM+iOGkEpbyiW1m9HwGkmT6mBxvVnjgUANHYECrZPYXAlDM6HlJlT6YX5Zm+rP+017jAZsKmxMGbr3TEbdPjaiUMlfSdCSql+S1cwmnOA+o9Nxal4SfQ/xJre8+l7g/fd2xXsO5kgTJ6F8uTR5g6yffyF0hGKxrHrmDcvbSAKR4c/mgp0CpRbDGij6ooEoRgKShFECeMOsnBZxQel7EY9fKxGUSW1QDSWVZ1VZtZT+l4JsjVZTXH1Txb0+WzWCBcAYEdT4TrVgijrtLG8SqvOaYYvEsu7EkAwMk0nYim38Z3RQlci/O2qPdjf5he9/txRLnCFE7UREunKMZANsxRRJHhDfACYP65S1PoOswGBPPon9XfcIRbODKqlZz5sUH1/8QQnutjM1KFlYAfpeSk0nx92Y8Gv309VrVWTzkCkjxqvtsxMnlIEoQIUlCKIEkaMdLw7VXb+ZXrMI/8F2tgeyOqrw1ffI6PzUuOCR9cDAMakqfAmzDb/7eODBWvPnhYfAKS8nRzJFJb3v2zN636DyYDAxFpHn8+EKlhdBTby57jjVRHFYDXqyVOqH9MV6Dvb3p2LZg6V9FwnBib7WvlAdLVDpKdUUjUtVlk1kAizcURjibT3jd2ox2kiA3tSEFRpTnPutLzRVVa0B/pPv8gXZvHY+/uK3QzVCUZjuPCx9TjYEcSY/12u+vY7An093sqtDE3EEoQKUFCKIEqYIBuTZIhrNxlg0nGIxOSPWH+zcg8Od2ZOoyqzkNH5QGXXMV/B9pVIqgQEo3UhMPbz/2zN6363JRVj6XycDDotnBYD2nyFl+oLVQjFYGUoKNWf6QpG4cyWAm1h4A2zeZnpJ0qHtclqbUa9ON9Ik4EvcjAYfaUEy4B0xQNOGVuBCKu+SskTYsHotBmLvnSnwmZERz9K8Zp6z0r8esVujLxtWUqRNxCYfNeKvG5/88GuPkVQXBZDwSeqCGIgQkEpgihhQtFEqrqMWIw6wK/AcGbptCEp4+t0OM0G8pQagNy4cFxBz+vKHS1pl9c5zXndr9Wox+gqa0Yj/3Irg44CzngLhu+/vmSa6O/YTXqEFVbZJPKHO0N1R4GKZAn5jkD/GcQShWdImRkz6p2i19doNHCYBuf71x1kYTPq01YoXb+vA//85JDq+/SEWDjMhozviu5U2hi0+/tH4OLDvT0rEWabZCxV7vnKZADAAQlp72I42BHE/rae3ppOC4NgNE5p1wShEApKEUQJE8rh75QOs46XbsvFpNdhRr0r4+dlZl4pNVBm37xhFoHIwE6HEGZw/3LF7IzrCJXCCnVeR1RYsGhSTY9lC8ZX4ZJZ9XndrzcUgz1L8YAKK4POAgYLfMlrL1u6V2+cFuUFDYj8kUspZTLo4DDpi6LII/oPW4+60dAurbhEmdkAb2jw3fzZrAyWTK3F8HKL6vt0h8SZnANAVT9SSl3+zMcA+HcsANz+Wn7Vx4XmJ2ePx1XJqr23/OsL1be/cFJ1j7+Fa4AyBAhCGRSUIogSJZHgEGLjMBukBaWsemUvT3+EhdWYzejcgGg8gUiBzaDzQSQWx7R7VmLK3StSBtgDkafX8SawgqF5Or5/Gt/JK9Qs/EsbD2LzwZ6V7hIch70t+U0h9IbZlH9VOiqsRnQUcMZbMKC3GcWn6ZaZDQgMvnFpySCmYle1w0RBqUHOe7taJT9v7WbDoE3fS5e6BwDja+xpFVRq7FOs91uFzdhvlFIC7//kDAC8kmwgsLuZ7xtMGXrcD/Lzw27Vti8oob7sZWNg0GlhN+kphY8gFEJBKYIoUTwhFgkOqLCJV1AAgNXAoVNBUKrJHcbQLClUQsdwIKQQTLjjndT/T7x/VRFbkl/W7ObNw3uX0+6OkCZaqA5sNJ7A1GHOHsvW7W3Hq58dzet++YBB5uNQbits+l4gEsPkIQ5RKSICDpMeg1AsUTJ0BaNwZbnGAF5Z0UpBqUHNpCEO3HrOBEnfcZj0KQPuwURXMJqx8p7dpM+L+bsnGBUdlKq0MfBHYkVP8RIqAD588TRotRrUOkxFbY+aXPXcJgDAnFEVAIApdX2LlShBuK++PmtYn89cFoaCUgShEApKEUSJEojGoNFAllJKycuzM0flKINOCyujGxBBqcHCnFHl+MHpo7Ouo9FoMKrSCn0aA/B8MKbKhsWTe6bv/fLCE0SXR5eLJ0tZcSCZvlfAGe/DnSHJqScOkwEh8pTqt7T5Iqi2Z6+oVu0wklJqkNPsDUsOGjgGqVKqKxBFeYYJOofJoMiyIBO53hXdcVoYaDVAq7e49/R7yeq1Z0zkfUHH19oBHPcuLGXG1fC/xZpUFT/x7VkAAL9K9gvuEAsro0s7eeeiAj8EoRgKShFEiRKMxmEx6CQpKADAalCWvucNsSjLkXpSNgDMzrvPaF48k58ZU1MK3p94YcNBHGjL7V3ij8TwSUNnzvXUIF2Kk92kRzCa35lmX5iFPUv6XqGNzhs6AhhZaZX0HYeZlFL9GTFpP1U2CkoNdpo9YQwpkxiUMg1OT6muLMUD+EBdHpRSWVIGe6PTajDMZcHhrqDq7ZDCNS9uBgBU2/nr6qeLxwNAQd9p+WL9vnbotcf7w8OTnlmPvb9Ple17QplV1E5SShGEYigoRRAlSjAah0WCz4yARcfJ7rTGExx8kVjOAZXDbICnxGeN3t3FV3/7xZJJuOcCvpLLR/vbs32lpDGIUEBNH1am2qxjLrwhFk5zzw6g3aTPu+m8NxzLOtAoL7DR+d8/PgSJcWfYKX2v38LGEwhG47mDUnYj2vqJMTJReDiOQ7M3jBqpQSmzflAqpQKRGGzGzOl7+UhpFOMN150qu7HfBX+mJVPkn/+oobgNUYGTRrrwywtP6LP8ra1NqmzfHcwchCy3MgPad5QgCgEFpQiiRAlGYymfHykwOiDIyhuxCh27nEEpk6FgwYt88ZsVuwEA/zN/VKoa2+9W7ilmk/KCoMaYLqL0+OyR5diTZ6NxgXSVjWxGQ168QbrjDbFwZK2+Z0RngTufhzulza7bTXqE44WrlEiIR3iG5lJYVDuMaCtyqg9RPNxBFtFYQnr6nqn0VcpyCERjsGboD/HpezHVn4dSjM4BPvW7P1TgG5VGefvY+/uL0BJ12dPiT6UjdudwZ0iV7buz+JY5LQZ0lfhELEEUGwpKEUSJ4g2xsDLSlVKMFjgk8yXtCbEw6DQ5faxsJn1ePBwKSZmFwblTanukR8YGgO9Cb4SKNdfk8JQC+HSSLYfceW4R72/hTmMiW203otkbzqv/Ra70vYoCGp1HYnyq4vnT6iR9z2EyIAFN3lMdCem4QywYvRamHM/QKpuJlFKDmFU7eaWuVaIausxsGJRG569uOYomTzjtZ3aTPi8Vgd1Sg1K2wlZu7U00+fuvP3Nsj+VTh5aJmpTqzzS0B9AZiKKmVxD30tn1OHlUuSr78KSZKBMgo3OCUA4FpQiiROkMsKjMYZabju1dGuwX4R+UDm+Y74Tl8rGym/SqejiE2XjBlVdfHHajtlvqRC4j8FLlvS9bMUlkdbd0VWfygT8aQ4JDH++yChuTSiHNF7lmvyusDHzhWCpglE/2NPsBoI/hey5syYFsPnxUCGW0enObnAPJ9D3ylBq0aLXyChXkyz+pFKjMYHQuKJ3VTmv0ZglSpKPCyqCjgKnfvWn18UG7mcOdPZbPqHfiixL3y2xs5/u0vX3FRlZasUklH8zsQSkyOicIpVBQiiBKlGAWuXo2Rtnlq0zEGnvaTXrVgkiJBIeJd76DE+5eocr2xCDMKH7v1FGpZf8zn///ziZvwdpRCJ5d34Bdx8T9JiFY05xhRlotPEEWOq0G9l4qAZtRD71WA3ceZyT3twWyBqWEyjtdgfx3QP+6oRGA9AGqTquBUcfBP0gHp/2ZQCSWGiRno9puhD8SQzBK53AwotVAlsLDkSf/pP7OyAoL5o2uSPsZr0zUqm4A7w5KVUoxRQ00P/XBAQDA6Cpbj+VnTOAr8ZVyundnIIqx1TZYmN59Bul95Exk85RyWUkpRRBKoaAUQZQooWgcZhlBqRMr+I6HnBQosR4KvPePOh3jf35yOPX/Fm9+gyEC+9t4hcowlzm1TPjdhfJUKiRDnebcKwGoL+er2eR7tle4znqrtzQaTbLKTX4GXYKJuj6L6btBp4XDpC/IjPcrm4/I/q5Zp74ygFDOUXdIlFm/02KAQacpegl54jiRWBxNbnX8aXLxz02HcbBDuqKZV0oNvvveH4lnTXUMswk0tMtTiGeCf0+lV2elY0iZGc0F6sOkY0qdo0d1OoFZI1wAgIMdxa0MqIQ2fyRtP+acKbUAelZTlos7TfEVAZeFIaUUQSikZIJSDz74IE466STY7XZUV1fjwgsvxO7du3usEw6Hcf3116OiogI2mw0XX3wxWlpaeqxz6NAhLF26FBaLBdXV1bj11lsRi9FMJFF6BKJxWUbn5uRX5KRAeXKYQAvYTXrVDKn/97Vtqf/PeWC1KtvMxacHuwD0VKgY9fyBK+WOW2+EmdGl04aI/s7oKiva8+yLkW0G2mUx5G1GMpTsuI6ttmVdr8JWGLPzMrMhNYstFZNO3j1O5Jcn1+7HIRHG9RqNBhVWI9pV9pU61BHEyNuWYeRty1Td7mBgwh3v4JSH3iuIX+Kmxk7otdK76A6TQXVFUCkQiMRgzaKKsTI6VSu3RmJxhNjcVTS747IYCqKwzcTP/7MtrS/mQJhwa3KHML6m73tbsABYs7tN8T6ype8589gvIYjBQskEpdauXYvrr78eGzduxKpVq8CyLBYvXoxA4PjMx80334w333wTr7zyCtauXYumpiZ87WtfS30ej8exdOlSRKNRfPTRR3jhhRfw/PPP46677irGTyIIRYSiMVlG50YdYDJo0eaTPmMnVinlMOlVSR0KJY2aC+VlJOAJRnHhjL7m0lZGh08a1fEn6A8IM3s/XjhO9HcqbUa05zkFwR3qa3IuwM9I5qfzF2bj0GgARpf91VhuZQoSlPKEWHxFosm5gFmPQTk47e8smToEV8wbIWrdSjujelDq9F+/n/p/o8rKkYFMvNtgfuo9KwuyTzkBaYdZjxAbT6WgDwY4jkOIjcOcpT904nCXqj6AHpGViLvjsubv3aUEjUaDuaPLS1rp0+QOoy6NUsqo18FlMaRViEnFk7X6HgNPiM1rERaCGOiUTFDqnXfewVVXXYUpU6Zg+vTpeP7553Ho0CFs3rwZAODxePDMM8/gd7/7Hc466yzMmjULzz33HD766CNs3LgRALBy5Urs3LkTL730EmbMmIHzzjsP999/Px577DFEo/3vRUEQ2QjKTN/TaPiOlJyy0aLT91RSSj35AV+m+JJZw3Dp7HoAUHW2MxNH3SEMSdPBuWXxBJgMJfPYzImg2LBJqPA0pMyU9xSEbDOSZXmcbQ6zcZgNupym7+VWJu9VlA4nz83skS5Z3zfr8msIT8jDH4mJHshW2oxoU/E66x2EOuM3a1Tb9kDn1yt6KvPz6b8jBJROG1sp+buOPJl692eEqnqWLBUtrUYdAhH1glLeEAsLowOjF98fqLIZEYjG++W52XigEz/7z9ZiN0M2Te4QhpSltyGYNsyJFhmTsL3JVm3RbtKD44AAeQAShGxKdnTl8XgAAOXlvBHk5s2bwbIsFi1alFpn4sSJGD58ODZs2AAA2LBhA6ZOnYqamuOVjM455xx4vV7s2LGjgK0nCOUEZabvAUCZSV5QyisyKGU3quNr8ci7ewEAc0ZX4O4LJgMA/rHpkOLt5uIfmw4j3ZhjRLkFR7oK4ylSCFbubJb8nTqnOe/HIFf6Xv6UUgmYsgxsBCpt+VdKXfe3LQCAYS6LrO+b9SCj836ILxITHQSuUlmV+J1nPwYArPnpGallpWxuXEj+9vFBAMDNi8YDyK8K0R3iny3ZPJIyYTLoYNRrB5XZ+cfJ6mrZJumsRvWKrwDSTc4BXillN+pxtIh9iD9edmLB9hVm4wVRDiUSHHYe82JIt2rJ3alxGNGigjefO8j2qQgsYGOo4i1BKEX6G68fkEgkcNNNN+HUU0/FCSecAABobm4GwzBwOp091q2pqUFzc3Nqne4BKeFz4bN0RCIRRCLHH2ZeL1+limVZsGzpvvSFtpfybxjs+CMsjDqNpHMorOsw6dDuDUs+/12BKEaUm3N+z2wA/GH17hGWZWFIilfe29WCK+fWq7LdbHx5zNOn/WUmLdr9kZK6b7Ld641tAQxz5T6f3XGZ9djX4svrMej0h+Ew6tLuw2HSozOQn3NwzB2A02zIuW2nSY82Xyivx2DbUX7iJRGPISFxgp9lWZh0gDtPx4mQjz/MwqQX99wutxjQ6hV/neV6rx/u5AfDQ8sYLPvRPCx9dAO+bHLn9FAjkFL+fu+Uevz+3T2Yft9K7L1/cV729flBPsgyb5Qz57lPd87tJj06/WHUO415aV9/46O9vF+QlouDZdOnLTqMOnT6pfd5MtHhD8Nh0kveXpnFgA5fCGyluOIi6ZDTf48nOGg1wLQ6W9bvqXV8Xvr4EO5960tMqLHhrR+doso2MyFMsI5wGdO2v9LK4Jg7qOi3JRIcvGEWNkP2Z/fWQ52otlbL3k93OI7De1+2YeEkfns0bht8DJRzLrb9JRmUuv7667F9+3Z8+OGHed/Xgw8+iHvvvbfP8pUrV8JikTeD3Z9YtWpVsZtAyOTIMR32JlqwvH1b7pV7EQ90Yd2nnTAe+1zS9w4c0cIVbsJyz87sbQsAnT4dli9fLrltPeEfUce3o8dHBzpV2G5mDvr5/Zxmae6zH28U6PDr8Oqby2FSr9JwQUh3ry/broeT4SQdz+1HNVh1SI1zm5kd+7UoY4Dlyxv6fHbsiAatIU3az5SyuV0DLqLN+duaj2mwz6PB8uUHVW/DcXpf+9Iw67XYtb8Ry5cfULNRhEKONot/brce02C/V4Plyxsl7SPdvc4LFvSYVZnA8uXLk0pQPf7y5jqcPoTUUrnR45uj43hv1QoovTdzsa5ZA0DaM7bHOY/p8N66j3C0bHCc10gHf7zefvvtjOu0HtGgLaRR7Xn4SZsG8VDud0VvjnTp8eKKTegYrtzzS0r/3RMFEpwemz98H1+kzZFR75re3K7BX/fyHaTdLf689hUAoDUE6DU6rHl3JdJl3rc1a7C9S9n7OhgDOE6Pjevez9j3qzXr8NmWzYg2qHPftYaA//ucPy9/mHdcgUXjtsFHqZ/zYFBcgaiSC0r96Ec/wltvvYUPPvgAw4YdNz+ura1FNBqF2+3uoZZqaWlBbW1tap1Nmzb12J5QnU9Ypze33347brnlltTfXq8X9fX1WLx4MRwOh1o/q+CwLItVq1bh7LPPhsEgTYJM9A/+3LABp508JjWLIgbhvE8aXQ8zo8eScydI2udTBzfgtJNHY/HkmqzrHe4K4nfb1+O88xbn9OfJRCgaBzasxvlTa7FkyTQAwCeJXXjp48NYsmSJrG2K4cN9HcC2zbjsq+em9Yv43a73MW7mTEwdWpa3NqhJtnv9xg0rMWt0NZYsES/p37lyL3CoIa/n4K2/f47Zo1xYksYQum3DQXzc0IUlS2aovl/3psM4qGnDkiUzs67HfnEMhzYdxpIlJ6veBgB4ZfMRADvxozNGY8nCsZK/z7Is3n3+XTDOIXk5ToR8nj64EfNOGpXzGQoAia3H0LjxEJYsmSNq29nu9Q/3dQAbN+Ohy+djZIUVAHDTxpX4T6MOD30/P4qfgUIwGgM2vIebLjkLFTYjbtzAG53n6xl4453it5/unD/ZuAEnTB+Dsyero9jo92xrxmfBg1nvk7YNB7HxQKekd102WjccRItB+nvoL4c2YvoJNVhy2ijZ+5bTf99+1AvXrs244Pz09/rYWT4sfXSDKte0cP0KLFi4WFYqqlhW7mxB7PMvsHRp+rbrdrTglX9+gSVLzpW9j4OdQeg3r8dF55+XsU/73JGPMXnaCCyZmn48KZXfvbsXAD/5duMGPXbedSaN2wYZA2WsLmSZ5aJkglIcx+GGG27Aa6+9hjVr1mDUqJ4P9FmzZsFgMGD16tW4+OKLAQC7d+/GoUOHMG/ePADAvHnz8H//939obW1FdTX/sl61ahUcDgcmT56cdr9GoxFGY18JtMFgKOkLRGCg/I7BSCAaR5nVJOv8uaxGtPtZyd/1hmMot5lzfs9lNSOe4BCHDmYRHj3p2HyYf4h9a+6I1P4m1ZUBOJzXazYBDYa5zLCa06c+VNtNcIfjJXffZLrXvz6rXtJvuXzeSDz9YQN0Oj20KlS0SYc3HEN5hmu7zGKEP5Kf4x+KcXCYmZzbrnaY0RWUfv/0pjMQxcz7+Rmw168/FdPrnQCA//0vr0RcfMIQ2fsw6YDWaKLkrtOBTleQhcsm7rld47SgIyD9Okt3r7/08WEAwLhaZ9r1icwcbQvBZtSjxmmFRqPBqWMrsH5fR96Pm5Ttdz/nNpMB4Tg3aM5rJMF7RmX7vXYzg3BMvWPijyTgsuZ+V/Rm0hAHIjF17jkp/feOYAw1jszPnaoyPvOD00gzbxfD8h1t+Nac4apuszsvJp9tmX5bdfK36fV62ZOkQZaD02IAwzAZ17GbDKpeY0+s7akGF7ZL47bBR6mfc7FtLxmj8+uvvx4vvfQS/v73v8Nut6O5uRnNzc0IhXiPhLKyMnz/+9/HLbfcgvfffx+bN2/Gd7/7XcybNw9z584FACxevBiTJ0/Gd77zHXzxxRdYsWIF7rjjDlx//fVpA08E0Z/xR2Kwm+TFleVW3/OGYnCYc+/TlmyXLyI/D/r1z48CAE4Zc7wC0eLJ/AxUMI8VTr7/wqdZjbxrykxFNSpVizDLGxWFWGmGRU6LAQkOqlRXzESbP4JyW/rOn82oz9v594fFmVCXWxl0qGB0LgSkAOCrj63HuY98gFj8eFrHtGFO2du26EHV9/ohnhCLCqu4/ka13Yg2lYzOV3/ZihOHO3ss+8fVczHMJd/bZrCwYkcz4gkuNaD97SUzAAD7Wn1FbFVmbEY9AlH1Ks31d3zhWKrqYCbMjLrvDbGViHvjC8ew+ssW1dohlmZvGDWO9EbgwPGqjUK/Sw32P8Arl9bva1dtm+mYN7oSF88clvHz8TW8Z15QwT0hxtjeyqhnpp+uAMUxT36rHhNEsSmZoNQTTzwBj8eDM844A0OGDEn9e/nll1Pr/P73v8f555+Piy++GKeffjpqa2vx6quvpj7X6XR46623oNPpMG/ePFx++eW44oorcN999xXjJxGEIvwSqjj1psyslxyUEowexXTEDDotTAatoupf/9h0uM+yShsDm1GPxnZx+clymDu6HIwu86NxdKUVjR3q7f/qv36KRb9bq9r2xHLUHYJRr8WFM4ZK+p7NqIdBp0FXnirgAXyVx8oMA3eLylWUuiM20FtpM8ITYsHG5fuC/P3jvlUkv2z2YewvMvuiSMGkw6CqwFUKcByHQDQmumpqpc2IEBtHQKXrPdRrUFZfzlfSjMaU+9sMZP6wem+P4L0zWYHrX58eyds+544ul/1dl4VRLZhZCnhDbM7JMotBpygo0Ru5Qam3tzdj+1FxqSxq0uoNozZLUEqoOqs0zc4T5N8550ypgU6rwdmTa7Bs2zFF28xFuz+CSnt2BRMAfHbILXsfbhHn22ZSr28iVPf9wzdnYOs9fMrlmj1tqmybIPorJZW+lwuTyYTHHnsMjz32WMZ1RowYkXfTPYLIN5FYHNFYIqVIkkqZ2QC3xAGrLxIDx0F0R8xm1KuuptFoNBhZaUFjRwCT6/Lj6VZlN+Gms8dl/LzaYcSuY+rMkF/70mas2snPmm4/6sEJBfSpOtQZRH25RXIKnkajSSmFRlZa89K2UDQOM5M+MGgzqju46I43zGJURe7f5LLy90BXMIpqe+aOfjb+9zXe6HpstQ3XnD4at/57a4/PhVlmuZj1HCml+hlHukLgOPEDvzKzAQadBu3+iKLB4jEPr+z88+WzeiyvsvOB388Pu3HyKPlBkIHOOVNqcPKoitTfwgD+k8ZO1ffVnFRD3LE0vaWEGFwWA3zhwROQ9obZnEqpMos8dXgmPCEWZZbMgZBMPPqtE/HntftVa4dYWrwR1DiyKzRnjXApDlBvb+Krxv50Me9XevakGqza2QKO42SnzuWi3R/BrApXxs91yT5OQsQ4MhOeYBTOHOfbYTKo1ud9ah1vyP/VbpOGG/Z34tzStTImiJyUjFKKGByMvG0ZZty3UpECYTAQiPCDcrlKKafZALdEpYs3xEKn1Yjep9WoR0CBXH7mcCeuO2NMn+UjK6xo7AjI3m4u2nxhVNkyd96q7Sa0etWRUb+9vTn1/1+v2K3KNsVyuDOI4eXyKoi6LAy6VEhfSwfHcQix8dTArzcWRp83BZA/HBMV6DXqdbAb9ejwyzsG8cTxzvG7tyzAJbPr0fjQUqz72Zn44YIx2PSLhamOtFzMuvymWBLS2dfmBwDRSimNRoNKm/IUvqc+4Ac4Q3ul6hn1Opw43JkKWhHpafVFUG3v+05QorzIxG2v8sFpJRMUFqMewcjgSd/jbQWyB6WcZoOq7w13MCpLKVVuYRQpyOWyv82P6ixKKQAwG3TYdUyZimvLwS4AwLgaOwBgUbKgg1oTeelo90dQmaXPBvABN6kTsd3xhFg4c5xvu0m9vsmTa3tWibzs5OE5r/FS4fq/b8HI25Zh5G3LevSFCIKCUkS/4dH39gLgc7fHqZTCMlDxh2PQazUwyjSkLDMb4A5Ke3l6QiwcJvFGkRZGWcd4yyE33viiqc/yOqcZb32RPzl4qy+StfOmls+L4Ok0tpr3O1hbYGn24c4g6mX6yVTYmJS8XG2i8QQSHDIa5FsZ3i9lX6tf9X1LSYktV3AMLv/LxwCAbff0rIRUX27BbedNlK2+6o5Jx3toxCjA328w6XUYXm7JGHBNR6XNiHa/sufNc+sbAfBp1b0ZVWlFQ3v+gvwDgVZvJKUqyzdrdit/D1gZnaIJoVKDV0rlSN9L+mwlVBoEy03fc8hQqavBpwe7sL8t+ztzcp1DsQr5k4NdGOo83q8Q3uOfHe5StN1sdPijqMjgQSnQ5A7hAwV9LHeQRZkld1AqXxNB24968HIe04ULRSQWx7Ktx/vvmw/m77ogSg8KShH9ht+s3NPj748PdBRs363eMFbvKrz5pFz8kRisRvmVRJwWA0JsPBUYEYPUTpjNqLxjnC6FwWXJX0AkkeDQ5A5l9V6odhjRqkJQ6ievfAEAePbKk/Djs8YCQEEDCE3ucB/lhFhcFgadefKUavXyxzaTYslo4F9bhzvV9xWTUjxAidn5huSzzZ4j5UQJgsVKvvy3COl4w6zk4hRVKpqdZ9r+IRU98gYaHMehLY1S6pFLZ+Rlf2VmQ49BvRwsRn3eUpz7I7ynVA6/H4a/76QW9siEGOVMOsqtDLwhtqA+boL9yddnZTYDB9SZcAuzcZw/bUjqb3NSFZpPs/M2EUqpY54w/r1ZflBHjKeUw2xQVNynO+OqbT3SrfU6vq9f6gLIlzb29NL8xpMbitQSoj9CQSmiX7A8aYT4zZPqU8sufWpjQfYdT3A4+YHV+P4LnxZkf2oQiMo3OQeO+0JJkRp7JQalLIw+lWYoFcGQN50HQp3ThGaV0ud60x6IIMwmMKIic1pbtd0EfySm2HxYmC0aXmHBdWfyQamXNh5UtE0pHHWHMKRMplLKmr/AoC8cQ5nZAKM+vZqk3MrPiMqtPJlr32IDRRVWBp0yFCxi/BHVgNHyXhreEAWl+gv89SXtuvWFWVXUM5n4/JAbr36mXsWtgYYnxCIaT/RRz1bn8OdRsr+jbmXplO5AFO992apSi/o/PhFVU4XgiBoKMo7jZCulquxGJDhItk9QglCJcZgze7p+lV25KnNTQ2faya7l25rTrK2cMBuHLxzLGZT62bkTcOaEKtn7cQdzByEdJr0q71s2nsDeVn+PfuhfrpjNt6Nwl01eeOoD3k/tw5+fWeSWEP0RCkoR/YL/JjvF154xBi//YG5B9/23j48HAgTz4f5OICK+glM6DDotbEa9JBm5R8RsZHesRp3sEsxCatbUNL4ao5Lm2vlQFTV7wii3MlnTa1xJCfebaVIL5SLs7543d6q2zVwc6QrJV0rlMSiVK4XOoNNiqNOMfFgRiBncCJTLPAbr9/EqqfsvPEHyd6Wg0SQ7yYPI8Li/4xNhyNybuaMrUrPkchDSlf6Z4b363VNHKlbmDGRafRFYGF2f54LgO6imYlPwV3noa1MVbWf9/vypUvojYTYOC5P9uc3otWB0WtkTZd2JxBJg45ysiREhhbaQKXyCEjKXX2KV3Yg2hUEpu1GPk0b2LJpwy9njMX9cpaLtZqIjEIVGc7xflom6MrOic+8NsTmNzm1GgyqVUpuSQenxSV8uAKiwGTGi3AJ3JD9m8YWiJamEH+aS52dKDGwoKEX0C4Q0mBEVVswZXYGfnD0eANDqy48iRiCe4HDX6ztSf6cr094fCUbjsCgs3SvVV0pqUGpvi1+2T9K/Pj0MANCn8UCZUMu/qPORPnbMk71sMoBUyqQaHlD3XjBF8TbkEIzG0O6PYIRMo3O5ARkxBET4OpkZnWppGN3xR1jRFS0rbEZZ6XtCMPOCaXWSvysVm5GCUv0Jb0i8Ek9gqFPZYKqxIwBGp8XM4emrUwWjcRx1h1Tz2hlotHrTm5zXJQN5alZ0W7mDV5NcnCPNKhc/O3eiGs0pGcJsPJXWnQ2rUadK0EDwDZJb/RgA/rLuQO6VVOKd5HWVq3hGlc2Igx1B2ebToWgcvkisj79TIBLDur35CZS2+yIotzBp+4rdcVkZdATkB9zcodzG9lajTpWKt03uMDSavuerzmlCV4krpUZXWfE/p40CAFw5bwQAqHJPEgMDCkoR/YLNB7swsfb4rMClyTS++9/aldf9/nZl34pnoRLwYuAH7vKVUgDvK9UlIbAjVa6u1Wiwp0VexZUpdY6MxqVGvQ52kz4vQZEWbxhDynKbTE8fVob54+RLwYVAgZTjrybCbJWQCieVfAaleL+07Ne22aBT/T5l4wmE2QTsIoO9FVZGVvU9k0GLMydU5TRNVYN8Gq8S0vHJ8JSqUGh0vq/Vj9FVVjAZimJMG1aWbBtdJ+lo84fTFh6wGvUYXWmVXDAkG9f+bQuA9Ib0UqiwMjAoUNeVGpFYAqYM6d7dsTDqeG35IzEwem3GFPNcGHQaTK93Km6HWCbV2jG6yppzPSFF9UAOQ/RMPPb+PgC852R3vjK9LqeSSS4dgdx+UgAwpMyEY56w7PR5sUbnagRY/rx2P9I1c0iZCV0lrpTyhWM4b2otAODn5/HBc7njBGLgQUEpougIaVhLpx43RxRejmqmSKXj8TV8fvPfr56D31wyHQDw7PqGvO5TDfj0PWVKKafFAI+EDrU3LC0o9bWZQ/vIuMXS7o9g4aSajJ/7wjFs2K++Ef4xTxi1IoJSw1wW+BQoUAQ5/Y0Lx6WWfWU6r5wphOfQ1iNuAJBtlF9uYfIWUBNM/LOh1ox3j/1KnP2WG5h7YcNBxAqkSnGoWKKaUI43LE1tCig3H97fFsCYZIXPdIyp4j9rV6AiGMhkq7zX5o/gjS/6nx+XyaADG+cGTeXNMBuHSaxSSgVPKV+YFT15kY45oyqws8mruB1i+fXK3TjQlrvCZpnZAKfFgKjM60Z4b/cOqlbajOgKsnkpTtLui6LSnntyrcpmRDAaR5iV99vEGNvbjAYEo3HZSjOBUDSeNt2xrsyErhJ+TAciMbT5IhhVyb9zhDHMa+RpSCShoBRRdA4ky1EvmtwzCHHSyPTpBvnglDGVqcokpWAQGojGYVXgKQUATjMDd0iKUiomyQ/FwshXs7SmqXbUm+1H1e/UNYtI3wOA2jJTKu9fDoc6g5g2rKxHUOi6M8YAQEGqJnlDLGaPkH9/ldsYdMpQCYkhIKICns1oUL2qnD8Sg06rSZWwzkW5jHQAodrlt+cMl9w+OdhNBlLA9CN84VjO0vW9qXbwaaKszIHivlZ/KvCUDuEZ9ODyL2Vtf6DT6ssclPKFY/iXSmXaBfXst1R4NggeheECVngrFqFoHIFoHGLCAFajOkoWv4yCBd3R6zQFrb4nZerJHWSxX0QAK+1+NOhReU9A6MvlQ13d5o+gwppbKSWcLznptmE2jkgskdtTKrkPpX2TTY2daasVDikr7fS9Zz7kJ/y7q+a+PmtYzuNKDB4oKEUUnWYPnzI1aYijx/JfXsibfXblKU1IoHeFt80Hu/K6PzUIRmPKPaUs0jylZFXfkzkr+dcNB9HYkb1j9J8t6gwGutPuzzwA6U6lTD8hgSfW7O/TQRuXVDNsauiUvV2xPLxiNz5VcJ2XWxj4IrG8dKz9kRisOVSAdpNe9aCUYHIuVj1WYTVK7mQLaVg2Y/5T9wBK3+tv8EEpaee+0maERgNZKXwcx+E/W46krWLaHYNOgxn1fYtKEMkJkgzHT4lapjePrNoLALj7K5MVb0tQDZWCFYFShGDe6Mrc6Wk2lYJSvkhMkZ/UrOEuxWoaKUwb5sRPF48Xvb5QaEYqmSb1tElvpD+u3itru9lo94tL3xM8p+SoToV+cq4JBUsyGLxmt7KJ7Ym1djzyzRP7LB/iNJW00bnQp+/exxpdZZWdLkoMPCgoRRSdgx2BHlUmBMbX8IP0O1/fnpf9CilUK29akFqWrwohahOIxEVXCcuEy2KQVAGGTz0Rv0+++p78TnEmY9580hmIwiXCZ6nCpsxTadtRD4509VRaCZ2mQ3mQuPdmfI0dVyRNJuUgHKN8pPD5w7nT92xG9YMtuar+9abcxsAdYiUNLhrb+XN76tgKye2Tg52q7/UrvDI8pQw6LcotDFq90gdTQjGAXJMPF504FNE4GZ2no9Wb3lMKgCqmxgKCbYBcn6LuMDotGL1WkRdZqRCIxGDUa3MaXQPqvTekVGlNh06nwbJtxxS3QywdgSgqRARuAOCC6XWiUiHTcagzmCoAkA4lVUQz0e4Xl74n8PZ26cfdF2ZhZXQ5rzEh+CZl8jYdXzb74E7Tt6p3mdERyU/l6UIwzGXBJb2KOIyutIlKLSUGBxSUIorO2j3tadMLhGj6W1vz8/L+6b+/AIAe5oXCLGU4D5W91IT3lFKevifJUyokrZy5hVE2K5mt83jn+ZNxzpTMnlNy6QpERZl/V9rkmVx3p7ufVHfufmNH2uVqsvlgF/664aDs7wueEY+8u0etJqX4y4cN+LI5e2qmzaSHP6JusEWqCXWFlQHHSQvM7W/z46yJ1bK9vKTiMOkVeZ8R6uILS6++B/Aeiy1e6ZVohVSVc6bUZl3PZWHyrkguVdqypJL//X/miCqMIZYcxdFEo9FoUOMwqloZsL8SjMZF94VsRnUUtv4wK+s+FvjnpsOIFDB9r8MfQYXIoiYVCvo2Te4Qhmeo6HvB9LqMwV0ldIhUSgHAKWMqMKJCesVhKcq4ibV2JBT4ggp95nT90FqHCXFOU7L3dUN7ACN7KRrHVFnR0B6g6q8EAApKEf2ArUfcOdML8kG6NKnRlTbotBpFxrKFIBiN50xxykWZxSDJU8objkky6eX9G+QH9yYO6aueE3BJTD0UQyASQ5MnnNPMEuBTauTOQgtG5sV+BX/txKGKt7F2d5sKLenJlDpHzsqGNqM+ZUyuFn4RXlbdMRl0sDI6SYq5va0+jBFRBUkt7CYDvCFK3+sv+CSqTQXqykxolhGU+rSRT9Edm8XoHOCDzCt3Nkve/mCgLYunVLWDr+gl1+9L4KZ/fgYAeOaqkxRtpzt2o2FQFDngg1Li7imbSZ33hj8SU5S6WShPQYEOfxQVNnFBqUqbER0y+zbN3syFYiYNcUhS5ouFT98T99tcFkZWQMcvQRlnZpRlCLT5IjDoNFhyQl9vLpNBB0bLoVPlvm+hePOLpj7P0uEVFkRicbT4pL/fiIEHBaWIfsHsDFXa7v/qFACFUy5ptRrUOkw4qsDEuhAEojFYjEqVUgZ0BcS93OIJjlcRSTAklOvfIJzrOaMypzjZjHp8rLL3kpA2J0YpVWU3ojMoz3z4cCd/bX3v1JGSv6sGsXgCGg3wk3MmKNpOtd2IK08ZqU6jumE36XOqD9Sa8e6OnJSMchsjKTi565gPE2oduVdUCZtRD5/KijJCPt6QPKXUEKcJO2QUdmhoD4i6ptlEAi0y0gMHOmw8AV8klvGdIAywth7xKNrPfz/nqwyfMka9tF6HeXD4yQWi4lXjNqN8n8vu+BQanZ89uUZ2ipxUOI5DR0CcGTjAq8DbZSilwmwc7iCLmgyFYsqtBnTmocJnuz8qWinlMMubzLzz9e2izd8tCoNSHYEoXBYmlQrYG7M+P4bxhaL39WHU6zDMZaEUPgIABaWIIsPGE2jzRzLOrpwylvd4WpanFL6pQ/uauw4vtxTE10cJAYn+N+lwSpg18oVZxBKcpNx9ofwyJ1HKfNQdAqPXZp39mlDLq6jUzK0XzD3FeC9UWI3gOHmdA6H0ejrfgToVU0Ey0RGIguP4EslKmDu6Ii9qrxCbyFkBz5qHoJQ/EoNNYsCgXILZuT8Sw+aDXaJnrNXAQUbn/YYwG0c0npA1mB1RbpU1w/+7VXtE3SdnTqhGfXlmL5jBiqCYzuQRU2Y2oMZhlPyO607376rhJyVgNxkGhZ9cuy8iaiIJUK5iEVBqdM7otQizibS+QWrjDrJg4xwqRRRwAfhAqxwVeKs3Ar1WkzFNsNxqVGx50JtYPIGuoPig1H+2HMHja/ZL3o/YirzCukoKDHzZ7EVrlkwNT1SDrUeVBcGLQWOyyno61S6Znffk6098VLIpmkqhoBRRVF759Ag4Dhk9GwSvqd+tUte75nAy6PTYt2b2+Wx4uSX1eX8lEBEvWc+E02LAUXdIVC63O8jCoNNIejnbjHokuONmu2Lp8EdRZTNm9d0RBgmfH3ZL2nY2pBjqM3otyswGWWmenx9yA0Da35eu4oratHojcFkMYPTKHv9vfNGEh95Wv4x8OBpPlTTPhM2oU5Qamg5fmJUc6K2wije8b/bw8vS5WRSAamM36QdFCk8pIAQH5QSlKu3SFHlSMRt0ONwZUhRcGYjsTU5UZHse+cMx7G7xyd7HSf+3GgCweLK6HokOk2FQBKSD0bjoe8rKKLMUEOBVtfI9pYQKdYUwom/1RWAz6kW/26psJln9mmZvGNV2Y0aFTzSWwJfNPlW9g7qCLDhOnLodAG45e3xGz6tsnDWxGpfPFZ9yqeS8/uK17P3QEytK0+RcUCimm3gdVWnFgXZSSgF8P/TTg12Yfu/Kfu9tnA8oKEUUlXV7eU8aQ46qFkaFA+je3P/WTgB8PnNv6svN/V4pFYzGYFVodC6YlgtlWrPhCbEoMzOSDJqFCmpSFS07mjw5TX2Fjs9+FWdXptRJS6uqlJi6JRCIxDBtWPry6+VWQ2qdfNEeEG8Mmg2lFWYysbvFl3OWyGY0qH6M/OFYzpLPvSm3ijeF/eemQwD42fpCMVgGpqWAN8zCqNfKUsPU2E349GCXrKDRS9+fk3MdwStQbZ++gUAuP65ANJ5zIJkN4R3y0MXTZG8jHYMlIB2MxmEWOUFnZnQIsWoZncufFBSquO1rzf9A/JgnJKkPVuMwoiMQlfx+bfGGUZNF6b1gAu8T2amiOswTisLC6HJOYgmMq7bJKhAkxcP13V2t+NN7+yTvQ+Drs4Zh3ujME1cWPdAp0najP3Hvm/yYK90YYnQVVeATmHrPytT/SzlNUy4UlCKKipjKVdeeMUb1KHo29U59CSil/JE4LArT92rLTGB0WkRFpMC5QyzKJBr0CoFGqYPi5duOIZZjNk3oIDgleFzlYmKtA2dMyG6w3Z39bQG8nvQCkcJvV+3B9gzy6zFVNpgMWhzz5M/0UYrpaTZuO28iFowXf7zEIHh05TJ1thp16ntKyUiJlaKUWrmzRU6zFGE36eENs6SA6QfIrbwHAGzyedghoZPamjSOrS3LHYAeWWGBXqsZFOleUhBTkVOrQcZJhlx0f4aJVXuIxWEeHAHpkIQJOrWUUlKLYmTihy9tVryNXFz70hZJ6ws+aVLVUi3eMGqyVNezGfUoMxtSimE16AqyogrTCDgtjKRquQLuYFT0+f7hgjE4f1pfk3KxJBIcTh2bOSjlZDgcc5eeKfgwZ+b08OHlFhzu6t9jrkLQu592ykPvFaklxYOCUkRRqXdZcg5shbz7SEw9KeO6ve0ZPxvmsuBwV/82OvdHlM3UCVTZjaKqc3lCrOwA0KeN0gzJTxpZjm/lqE6j02owc7hTcdWj7jzzYQPWSKwm99pnR2XtK1MVQ41GA5eFyavXRLMnhCoVSjM7zQbVq+kIfh+Xzq7Pup5cE/1s+MPSfUIqbOKDUsVQX9pMerBxrqDlxwcialxrcivvAcBpSW/FoIQB9SufHgEAjK3OXMVUQKPRwGE2DFofi0y4g2xORej1Z47F5CHyihf8ZsVuAMCr150i6/vZcCQD0gOdQDQuWn1qYZT5/QjIKYqRDqUp9GI494RaSetrNBpU2oyS3+3NnsyV9wSq7UZVK1u7gyzKJPRLy61MMuVP2iSNW0L/t8LKIKFgEqg9EEV5FlN6mwH49FCX7O0Xi5oyU8Z+fbXdiPZ+XvG8EAh9yXdvOb3ILSkeFJQiisorm49g7Z7sgYBfLJ0MAHh7m7olqxdNqk67fHi5BW2+iCqdl3wQiycQZhOKShIL2E16+ER0XFu94YwGltmYUueQHMx6fM1+fHksd6Uph1n9cvenS1D+XH/mmJzBs3RMqLHjd9+YnvHzCplpgWLZ2+rHhJrsKSliKDMb4FE5eCbcc5mCdgJWox6BaFxVfwq/DKVUuVWaKaw+g99GvhCeEYNhcJovRt62DFPuXoGzfrtG0XbkVt4D+CC8ldGhQ0L1Kqnn3Gk2FMTjppTwhNicFWdf3XIU//zksKztP/9RIwBg5nCXrO9nw2lhcqbBDwSC0bjolCwLo1Ox+p6y9PVvnlSPK+aOUNyWXFQ7jJL8kADeb1SqoqjFF8lYeU+gzKyu+X67PyKpX+qyGBCNJSSb3Uu5xpSa6bf7IlmL/BwLakqyUmqnP4rKDOeq2m6ENxzrt2OuQnHNi7xyckyVDXNG8RXpB9sxoaAUUVSm1zvx6LeymzvbVB5YCbMkNy0an/bzShsDs0GHI/1UTirIz60qBKUcIjsJ7iArqipdb6yMXtZDdUvSDDwblTYjmj3qKtqGucRXoOoKsvj7x4ck76PFF0Z1FqXSUKcZR/Ko1Gv1RlRJeyyz5EMpFQOj10KXI3gjXPtqDDAE5Aw0KqwMPm7ozDnzKnx+5/mTZbdPDoxeC5NBq3rwdjByoC2Q8gWTgy/MSvYs604gGsdFj38kev0jXSGcnOzYiqHSbiRPqV54w2xO9eTZMg3KX93CK9l+ujh9P0QpVcmB3kAnFI2JLvpikdkf6Y2cCYzeVDtMBVEmtvkiWfsb6aiwMuiUWCmvxRNGjSN7H7HNH8loXSCHFm9udVZ3HCYDtBpxtiHdCUq6xpQFpdr8kayVEudWl6bq+eVPD2NXc/qCEOVWBoxOm9O2YaDz6UFeAafRaHDPBVMAABsapGWalDoUlCKKyjF3CEPKxAUC7np9hyr7POrmB/yjq6xpP9doNBhebum3Zue+CAuNBrIMG3vjMOlFp+/JMba2GKXPTFbbjfi/i07IuV6Nw4g2FUsMD3WaceGMoaLX39ci3WQ9zMbhDrJZZxQrbUZJ3jFS2XCgAxsOdCjejtPCwBNiVVUriZ2RFDxE1KzAJ8cnRAieHezI/qwQOqlfnVEnr3EK4M3OKdggh97Vb257dZvs1FpvmE0VlygEy7YewyYJHdr9rX580lh6aSH55Mm1B/BuDi+47582CjqtRnJK0C3/+gIA8N1TR8luXzaUlqYvFQJSlFIy+iO94ThOFU+pSgmp30pwB1m4LNKeO5V2I9okqiabveFUVcFMHOwI4ul1DZK2m42uQFSSF5tWqwEHiC5OIrD9qBeekLjvKEkRZeMJtPsjWY+jWQ9oNFC131UoLp6Zvn+t0WhQU2bEMZUnmUuRpUk/som1fNr942sOFLM5BYeCUkTR6PBH0OqLoDrLrEA++PZfPgaArDMf/bkCnzBLJ6USXibe3dWKu9/IHezjc+qlD6isjF6SDwrAlzCuExGoLLca0aVip64zEE1VvxOFjMPf5otAp9VklZxX2IzoyHMazQgZZZF7U2Y2gON4g3C1CLHiqtzodbwCSE2zczk+IUJwMZdnk1BaPl8VC7PBm50PfMVEPph45zsAgOnDynDSSD7Fav0+eQFdXoknfyC7ZGotvnai+KB5uZXBny7LrkLuzqJJNchRBFcys3/5LkbetkzdjRaYBTmKX7isDOIJTvY9pobiOR0WRpe1oMtAISShMpqF0SHMJhBXMKAPsXHEE5zioFS5lcnr5JNAVzAqWRld6zBJSv3kOA7NOarvAcD3Th2F8yR6XGWjKyi9X8pxvGpH/Pr8tTKlTlwxA6Neh20y1WAt3jA0QNYxkUUH1ftdhcBh0mN4eXohAAAMcZgHRbpxJoQJsKlD+etMGN99cUQ9ZWEpQEEpomgIedFiUqZuXDgOAFQZhOZSNfBtsuBwZ/+M2vvDMVX8pADgrInVGJej5DXAm83LGVDLza/XivDeKbcaVJtpDLNxhNg4XBI6bzclr0kpM+Qt3jCq7casv2/j/g78K2lSrDbCi+/bKnhZWBkd9FoNPCqm/AQlmNbajAZVzc79kdypOr2ZkJzNyuX188i7ewCkL4ecb+wDSCkViycw8rZlGHnbMnzZnNt3Ti3+fvVc/OPquQCAH/1DWjUrAV84ltMrLRtN7jBelVhYYWRF5kFAb4a6zJInELJxoM2f8qjq79VsMzF7hAtzs5RnB46rNqX8xkJUwzQZdOgMREtSUSGFQDQmweicf74r6Uf6k8FHpcFEPiiVf28gj4zATbmEqrIAr6SPxhI5PaUSHIe3t6vnDdsVjOb0fOvNgvFVGCXhuRhm+QmnuizV47qjJCWT7x+aoM8yO2DUAQadJq/FcNSGjSfgDceyVn2uKTPltep0f+e/yXd794nR688ckzMldqBBQSmiaHQFoxhZYRE1UPvKdD7tZesRd55bxVPjMEmWLxeKQDQOi0pBqYWTqjFURFCwKyhNJi1glWgsKvhbCdLVbJRbjehU6cUseAxICbwJAYmohAqALd4IqnN03L4+e5jo7UllYzJtz2xQnvqp0WjgtBjgFilrF0MwEhOdimEz6lQLSnnDLMJsApVZqt5kI5cH2LYiznbloyBAsfjz2v2p/5/7yLq87ksoXf7ny2fBatSnBgpy4wneEKtoMmF/m/h04c8Ou9EZiKbKu4uhTOXqe2f9dm3q//Mffl+17RYSb5jNqZ7UaDRwmKRVA73/rV0AkAp05oMhSdWK2r5/UihEUCwkIX3PYdKD0WsVGfp7wzGYDFoYFMoKK21Gyb5NcpCTNlxhZSSluDV7w7AZ9TnvlTEiJkClIEcFVmFlJPUbhT6pWGXcKWP4ILacytAd/tz9bI0GcFkKk/qpFoIQINtvG1JmQssgDkqt38/3zc9Ppu8BwKwRLlhU6KuXEhSUIorG3hYfxHZXxiT9n7719MeK9zu60ornvntS1nUqbUy/LVHKG3uq86BymhlR5rad/qis6ns2kx4+CWkNgnG4mFnIchVfzJ0BXgmWbYaqN0IbpSiFWrxh1OQYKAoBo3zMpgttlhNgTEeZ2aCqOXIwGhcdMLMa9aql7wkKEalKKYFPG7N795w1sTql9iw0YitslgK/Wbmnx98xGR1/scx9cDWAniXVv3lSvezteRWm70mpDHrMzXfupQSlXHlKJ7piHq/KLISps9q0eCOijJS94RhellCB79n1vK/OvDHZVVhKsDA6GHSaot37wWgMM+9flbqP8kVnQHxgQqPRwGZUZnbO+0kpT8MutzIIRON9fOvUhOM4tPujkhWaVXZpVWWbRZicA8CJ9U7J/lbZ6Aqwkvsyr352FE+s2Z97xSTeEAsroxMdhBT6EHImzNxBFi4RFhIuGdURi4knxKLWYcp6DGscg1spJfT3uz/LhpSZ0dARRB67Of0OCkoRReOeN3eKSqUD+M7EUJHy2WwkEhyOdIVypjVUyTB6LBQhNg6TStFzMS83juPQLtFQUkBqCWA26c0jZnag3MbAHYwq8ocQ6JTx+0wGHarsRhxxi0/zbPGFc0rcBQ+TfPgAuYMsJg9xqLa9MrO6FfiCrPhZb1WDUtEYjCKq/qXjqlNG5hykvLL5iKqphlLgjc4HhlIK4NWXV8/nzaFPz5MCJ1NA+Lyp/CymnHPpC7OK0vd+sWQSAHGBuBv/tRUAJF3PNXYj2lSaiOl+/L41hy9Hnytw299IJDh4w6yogEeV3ahaoF8tNBpNMnW3OPf+5LtWAOA9ItX0/uuNLxyTpHA2G5R5balln+CyMNBokFdfqQPtAQCQ3HeW6nfVKjJ4W25l4A6xqvTZAF4pJTXINb5GmlrLE5L23DYbdNBqIOu+E6v8clkM6AyUTpB/7Z62nJX1hpSZUtXnBiNvbT3WZ9nYpLLQVzqnWjEUlCKKyogK8YbLF0kwec3Ewc4govFEzpd0lYoddAA4/0/r8ORa8bMz2QhFE6oppSpESMgD0TiisQQqbNJTmxwmA7wSghZDnGYML7eI85SyMEhw6szAH+kKyQp6uiwGSUqpVm8k54yi3ag8xSAT7mBUlmF9JoQKfGohpby3zSgtZSYbYqv+paPKntuYXqsBzphQLWv7SnGY9JICw/0VIXX7hoXj8IulkwEATXmaWf3PFt7f4feXTu+x/PRxlQCAA20BydvklVLy7z3Bj2OPjKqfYnBZGdV8SnYe4/2+/nPtKRhfzac5/y2pgi0V/NEYOI6/f3Jx6ex60YGXSIwPiFx3xhhF7ROD3aSX9P5Vi95B3Rc3HMzLfhIJDiEJExmAfJ9LAV9YuvdgOnRaDZ+GlccUPr7SrxGMXtpQr9JmRGcgimiOAh4Czd4wauziglIcB1VUPmE2jmA0DpfEYPCPzhqHWSNcotf3hqVVntZoNLAa9bKqPB7sDIry2HVZGFWL/OQbMc8gh4n3iBWejwRg0Gmh12rQ0T/1EXmBglKDlFZfBDu6Cm+6251hLjO+OkN8oOnKU0YCAPa0+GTvc8UO3mQx10u6ymaEJ8SqEhiIxOLYftSLB9/+EjualHvLBKMxVTyBAL6T4IvEskrIO/wRGHQaUZ3z3kj1KXEHo5hSJ07JY2Z0cFoMOJrDz0cMHpnVBZ0WRpKn0mufHUUsxyyhRqPBkDJTKgVHTQ53BlEpI7iYCafZAI+KMvJ2fzSrGWZ3eKWUOh0YfmAjb6CRa1Y5zMaR4IAhztyd9nzgMA8MpdTfNvJBje+dyqukFk+uAQDVZt2789NXvgAAXDC95/tJ8D/c2yr9HeQLs4rS94x6/pm/5VB+ZpOdZkNqAkIpzyTLvs8c7kxNMLz3Zavi7RYSb4iFVgNRld1qy0w5lQACd/53OwDg67Py5x0oUGkzorUINgRCERuBX73zZV72IyiexFbfA5JKKRkBAwFfRFkabnc6A1H8YfVeVbaVDk8oCqdZuoKvzmlGguNEZwuIqbwH8Opyc9KAXymCbYBTovpUaqDWE5LuyWU36lOG+FLoCkRRJaJ/5rIaVPNTLQTlVgZfm5l9rDe9nq86F44Ooly1Xvzmkul9lsUSHD44NnhCNYPnlxI9aGgP4N8NxT39R7pCogMQAFKeRot//4HsfT70trjOkSDF//iA8pSDCXe8k/r/0j9+qHh7YVa8704uXBYDNBpk7SR0JFPb5FQOs5sMkl7ObomVYmodJrT5lQdvNjV0ykqXc5oN6JIoo86VvgdIL8ksliNdoZQkWA3KLOp6SoUkVd9Tz+g8GI3DZJD3PMxVqagpmd45ulJ8xR81KZZaQm2E4IYwoXD16aMBHJ9oUIvuipd06W9nT67B8m3S9+kLxyQPbtJx35s7FW8jHULaiBqFCw51BjG+xpZ6Z1yVnFAqRNU5tegMRMHotaJUu7UOU8oYPxdCZdXRVeqaPqfDYdIXpXT8b1fuBgC8/IP8GbkDSCmexL4zhHWVKKX84VhOQ2+xWBgdRlfl773gCUlT+QjotBo4zQbRKq5Wbxi1Ivo1AB9I/NtG5cq5zkAUDpNekg8owCvspaQmekMxOMzSzrdN5n0nNlWQjXN4R8UqhvnmrxsOYsfR7NVyBb+pD/a2FaJJ/QpByZ7OY/CN6+bhm2MGT6COglKDlCqbEZ5o8TqJwn61EgIdYjqHaqHXaTGq0qpqqpNaBCQM3HOh12lzVvLo9EdRLrMqmdWok/RydoeiKJMws6eW0fbWIx4wMqrpuCyMJE+lCisjytOpUqLRqFja/BFVlVJqV4GREnC1Mup5Snkl+kZ0xx+OYUeTN+OztLEjgDFVVllBXTWwSyw20F/5x6ae6V8n1jsBAB/ua1d1PyfczXvhvHrdKWk/X7WzBe/uapG0TY7jFCulAOD7p43CN07KrrDxJm/Ht244TdK2Gb0W5VZGdHAlG182+zCqWxD2lsXjAQCvJAMypcDRrpBoBY4UpVQhsaqY4iyFVzbz53nO6Arcdt5EAMiL4XowGoNeq5GUnuZQ+Dz0hWOwGdXpF3591jDk861wzBNGtcyS8rwCWIJSSuR+ahxGVSbG3MGo5NQ9gFeBSUkTk+opBfDWArKUUkEWLhGeUgmOQ0O79BRyqYy8bRlG3rZM8XZMBi3mji7PsQ7f7+tv3nyFoKEts/fbpCF2SIyJljQUlBqk1DiMiHMaHGgXZzSuNoHkTNXJI7M/qHpz91d4L5EP9kiPpguDRrEzOg3tATz49i7J++mOoJJ4/NszFW2nO0oNc3tTbmWyBkA6AhFZlfcAfkAspVPMv5TF/za1glJjq609qmyJxWkRn74WisZTqrNcuCzqGogLtPujqBSZHieGapULAoQkBKVsEq+tbEg1y+2O4E+Ryd/oe89/iv0yPIjUwmGSVmxAKd4wi5G3LcPhTnXfLTUOY8o0G0BqhvzvKnoVdX8Ozhye3ndEeAdJ224UCQ6iU1MzMbzcgsOd2dOV25KX4QlDyyRvv0ylVM8RFZYeHpCCQiyfps5qE47FMUakmqnGYYI7yOaspCb0QZZMlf6ukYOavntSmZEMGl92Mn/P/vgfn6m+j6CMCTq5fj8C/ojy4LJALpWtUlo8YQwRkVaXjgqrUXTbmj0RUQpwAJg9slyRUk2gMxgVFcDpTbmVgVbDP5PF4JWRvmczGWRNmLX7I6L6Z4smVqtasCYd3ZX6C36trKBIpc2I2SLHelsGodn5MU8IU2W8rwciFJQapFiNejBaDq2+4szufZb0xZD6cl80ifcRueLZTZL3KQQv0uXtZkJsACsTjcnZjElDHHj6itkAgE8UViHyKSwt3psKK4OOLC/ojoB4n5/eWI16BKNx0b4vHonpe06LNM+qTHQFWFmBt0qbUbTxsJAWUyfCUF2tYFtvWr1hVEooE58Lu8mgapXAMCslfU/Z4KI7wWhMki9Jd4QA8Z5m+V53+aTQFbim3bMSADBf5cp4jF6LJScMUWVb//vatrSBs399ejjndyfU8sbdUlTGnlAUFkYn27dMwGTQYm2OCZkX9spX0fKqOuXPnR1N3rQTJ/nyFsoHgUgcVqO4Y1lhZWDQadDqzR6gFwLXglF/vlGzQqlYhPviwhl1AJAK9uejspacAhVmgw5hJel7KnpK5Tso5Q6Jqx6ZDqNBK0qNw8YT6AiIq74H8OlzaqjApU5gCui0GpRbxRcykpMCKcdTiuM4eEQqpewmPXyR/E40zXlgder/YqukZ6JTwhhCbeVzKXCkK4S6InmO9jcoKDWIYbTA5oPuouxbMFOVmpJXXy6+Wl9vDrTzwYNT0uTtpmPx5BpE48rSG7/1l48BAKMqrVg4ka++pbRqhjfEKqri1JuPGzrxk6Sxbzo6/OLUPekQvBfEdoy7gtLT99QISolVMPUmGk9gw4EOUet+mQxaiCnT7jQz8Kjg7dKdaCyBjkBUVHUXsag1iBVo94sriQyoa3Tuj8RkV98rtzKotDGIxjPn/RczDdhhLlz1vd5BnoRKJuRsPIEmdxgjK3s+///wzRkAgFiWY9+dSCyOkbctS6mr5j/8Pkbetgz3v7UTv1mxGw+/w3vh7P7luRm3ISiQpBiO+8IxWFXwoWn28AMpNsvvnVjGYaLEsucCNqPyVE/heTylrufM7w8XjJGt2igGd/x3O97fLU6RrdVqwMY5rN+ffUD1i9e2AQDqCnQcipG+JyhnR/by0MtHYDwso0CFyaDMU8qroqeUy8Lk1bBarqcUAKzb244/vbcv53pCcEesLUCd04zmHMFbMXgV/LZyq0F0BcB2f0TypKxNRjA4GI0jGk+ICkqp8ZwuJF0i+9fXnzmmIF57/Y0md1jUZPVggIJSgxh/TIPXPm8qyr5bvBFMTM44y2W3RGXCE2v2AxAfCFu5s0VWmmAmhP1ualCmlPJHYrCr1CkCgLmjy7NKRzsDUdk+RFZGD61GvJ9El0RVlt1kUKw8SyQ4dAXlBaXOnFAt2iD72Q8bRG+32mHEMZXL3QuBCTXMlgXU9isKRsVf21ajHn6Vgi3BaFxR0GDaMGdWY/qTJKYpq4k9mUqgVoAoG998aiMA4KZF4wAA972ljin3MXcYGvRVrp48ij+uh0SmCj6T4R585sMGPPo+PwCbXu9MVbpLh3B9rtopvpqcWs/sa88YAwBZr7WP27SIy/SKdJiUB/kPdwbhMOn7DBi3H/XgmCesSnW//sj8cZXoyKEAWZMMchXKX67CyohWhKjFwY4ghpSZcMaE6tSyq+ePwsUz1a82yBeokDaZYGF0qap9cvCHY6pNClbYmJzqOiV0ypxsA/jiBGL66M3eMCptxpRRdS4qbEzO+0QMf9t4UHZavNPCwC0yKCWn/2szSQ9KCZOWYlR4DjPf78q3J/CC8VXY9L8LAQBH3fKqXCcSHPxRcfdMlU28gm0g0eQOpfWTGoxQUGoQc+6wOE4amd43I98cdQdlm3X/51regPacRz6Q1MF9d5e0ktQPXzwNs0coOz6jK60pTwWBv0gITqRDjo9CNhZNqsn6QGz3R2R3bLRaDZ/iFRL3guZ9AsR3+MwGXU4fj1x4wyziCU7Wb3SY9QizCVED/rmjK1AlMnWu0mZUrKjrzetfHAMAyZ34bPCpYSpW35OQvmcx6BBi1RngBhQopQDe6LjJ3TdQIKRm/PzcCbK3rRS7SQ+OA/wqpTpmQ+i43riQD0o9/1GjKts90hVEndPcp9LSkDL+ufXGF7knVxIJLqWEWnHT6Wh8aCnW/ezMPuu9fv2pWbcjBBSkeF8EIjHYVEj5EQyd73kje7BP7iRCpV1aZap0bD/qSasG/dFZYwFA9GCw2Bh0GkmV0cZV29EpsRJrvhnmMqs+uZGLxvYARlT0VDTWl1tEK1OkEGLlpe+FFKbvqXEvA8AwpwXN3nDeggvtPvmFTZrcoVSgJBtSKu8BvDqsSwVrgiZPGNuOemR9NxiNYesRcd91h1g4C2B0LjwXxUyaO0wGxBOcKt5c6RCux1vOHo/q5Lm97m9bZG0rEI2B48QF26odJrQVyVKmmDR5QqSUSqIoKBWNRnHkyBEcOnSoxz+iNLAZILmcvVp0+KM4dUylrO/O6hYo+uuGRknflRKNdloMih76HMfhQHsAk4coU4T1JiTDRyEb+9sCeCdLWXUls20AH7gRM/seZuMIs+LkywKThjigtD/XEYjCqNfKOqZCh++YiMpLv16xW/QsUJlZfaPzehXT9gQcJj4op5b6Qcq1bWZ0iCgMSAooVUoNdZpxzNN3JvHlT3iPorHV6j4DpGBLprfkKsmslO4+IWorQXa3+DAmS4DgkXf35tzGU+sOAAB+cProlC9UfbkFjQ8txXNXnYTvnToKH9zaN0iVjgXjq/oMvLPR7pdnypuJTNX/hFStX5wnLwhqMyoPMn/S2JU2pWru6ArYjfqSMTtfPKUWl86uF71+ndOEva3ZB/FGvRZPfWeW0qaJRq30dik0dgQwsqLnvVrrMKlS1bE34aj4whgCZoVKKV+YVU2pXm5jEE9wqvoyCnAcp6iwyeVzR0AvIkDS7AmLNjkH+NQ5NQLTJw534uGvT5P13e1HvfibyAIZ7iCLMonp93YZSqloLIFpw8SZXQvpo/lKy9+e7CsI77j6cjMmyEwJ7/BHYdBpRN0zVfbBp5QKs3FsPeIRrTQc6Mg6Cnv37sX8+fNhNpsxYsQIjBo1CqNGjcLIkSMxatQotdtI5AmboXjVcNr9EdGqkXRcPpdXH/1ymbjqeILq5M+Xi+8Qmhkddh7LXOo9FzuP8Q/2GfXHg2hPfmcWptQpq5ohx9wzGwZd9o7HjiavooptZWZx1b8EY28pPgFOi3hvgEx0BqKosDKyBtImgw52kx5elTv+LisDd5BVNeXKG45h3mhxfmpiEcyM1VJLBSUMMkwGraLBRXf8kRisCu6pOqcJx9IopTY1iPMbyyfCzGu+M4Y+PsCn0b7/0zNU33azN4yhCoOqD73Nm2xfl0yB686ZE6tx11cmY7jIQNOpYyskTVgEVDRHzsZH+/lzMF7mAMJuklfKvDsGnQZfmzk07We+SAxPfXBA0fYLRSAizQcsEktg3d7MnlIN7QFEYglMynPVrO44LfkpmJGNxo4gRvQKSg0pM6NZxMSNVDwhFg6J9dKVBqX8KhaasTI6WBhdXgJ23nAM0XhCdmGT2jITjPrcQ8RmbwQ1DvH7cFp4c3el6jCpE5jduWPppJTHazb4gKE48/Hu2Ix6+CQGpbY3eUT7v+m0GtiMetEZCFIRAtlCX/z8aXWivVN7w1fvNorqXwvVnPOdltifEMbgp45Vt29eqsgKSl111VXQarV46623sHnzZmzZsgVbtmzBZ599hi1b5En8iMJj13NFC0q9u6tV0Yv93gtOSP1fzIzEc+v5lLnJEgJCI8r5jpXcB79Q0a6m7PgLu8puRKvCmYBgNAazQb0BzndPHQVGp037IhCCDTajfA8Fh8kgKmhzzBOC02Lok6KTDZeVgTvEiq7ul44OfxTlCoJuvnAM60VUDJk/rhIPfm2qqG0KcvG3t2dWsEmlM6Dsd6bDZNCB0WtVmenlOE5S+p7JoGxw0Z1gNAaLgtlvl4XBpsbOPtehWKPkfDOx1p53w+MHlvMTBKOSBscvfO9kAOoELDv8mX095iR9pcR2ZOVWo+oO/xwXP5AMqDyRAKT/vb9LKsbkKtUcKnjEtfoiqM4yEG6S6U1SaKSaRJ89ma8MnKk/cuZv1gCAqoUmclFmZhBi44jE8pPmk46DHQGM7BXcrSkzojMQVZxq3xtfRLrpuNmgQ1BBgQyfiul7Go0GNQ5TXtQh7f4IGL1WtqrLaTEgEM197UhN36uwMojEEggoTD1TZnQuLk3ZF2bBcdILldhM0v0uY3EOFRJSLR0qF5npzr838wrv7u+Rw53yntvtEgolVdmNYOOc4mp/pUSnn7csUVqZd6AgKyj1+eef48knn8R5552HGTNmYPr06T3+EaWB08gbpoqtXKQ2nzTKLxHc3bPihLtX5Fz/j8kqImIqnwkMc5mh1ciXyD6dTBepth9/YVfbjejwRxQFUeT4KGTDYdIjGk+kHeB3BnjprdyZd4CffRcTtHAHWUmdG4AvL8xxUKRU4k3O5av2gMzpNN1Zt7cdjR3ijDmF89sRUK+z2uKNSD6+YhAbdMxFJJYAx0H0y9nK8JWl1JhVC0TisCroFIyu5O+PdAauShShalGI0vC9jVBPH8enZ6uhAujwRzJ22G8+ezwAPsUvEx8lq6IJpq1KqXVI8+oJRWOqdToFtW+6Z+q+tgAWD5X/Pm/1RbD6S2nei323Ec56zX+ssNBHoZAalKpIDrw+zVF4o1Am58BxpYOngGqpgx3BPorDSqsReq0mq0G/HOTcV0qehYkEx3tKqVhopspuVP24ALyfVJVNnEIlHYI66FCOAEGzN4waCdUkHSYD9FoNOv0Kq1CHpavkBMqtjCjPTneQBaPTSk4RlVMdLxCNYeZw8R62JkanijdXOsZU2XDulNrU3+3JoKmccUunhOJFwr18RjKAPxjoCGTu2wxGZAWlJk+ejPb23MoAon9TxgBsnMtrSdp0CDMv3zt1pKLt/OPquan/P/LuHkXbSkfKpFtmUOrkNBW3quxGJDj5wYZYPAE2zqkalHJZGDB6bdrBY2eA90JR0pG2MnqERJgse8Os5MpwZkYHo16rKIVPSN+Ty1em1/WoNJQOIXAyd5Q4ia5Go8HEWnvKyFkNWn3SZPZicZj1qngbCGkmYq9tp8UANs6popbilVLy7ylhENbdp0I457+9pPgTNWIDw2oiPDOeXa+ssAPAX7tVGTpuc5Mpqde8uDnj97/9l48BIGXaqpQ6pwkt3rDoTvqOJq9q6ZPnTKmBzajH0a70M9d1FvlBWjauPMDb6o2gyp7+OJ+VTJkphfQMqUoMYWCRzgBf6POISYdSE0avhZXRFcxXKhiNwReO9XlvabW8IkjtNDUpyloBm1GPgMyiD0E2njRtVq+CbV2ZKS+pjUr8pADAoNOirsyUKtaRiWavNE8prVaDciuDdgUTbvEEB184JruScLmVyfm7AN7kvMxikNz/leMpdcwdltQPPdAWwNV//VTSPkS3xRvGqG4ejncsncwvT+ObmQulnrQDnfvf2ol9rf5iN6PfIOsN+atf/Qo/+9nPsGbNGnR0dMDr9fb4R5QGBi3/8OxQOGMhFcFEr75cvFFsOuaNqcDvL+UHfI+8uxdsBsXXvqT56B1LJ0nehxKj0CAbxzdm9yyDbNTr4LQYZJcBDiYH4GpW39NqNRjqNKct+arGC8Vi1ImSah/zhGXti6/mIv8a7lBoQuwLsznT98LJKnHT652it2s16lVNuWpyh1CrYpBLwCGhumI23KEobEa96OqAwnpKKikJKFVKCfxh9XHDbWGgcfKovsHpQlNuYeDOY6q2YHTf2y9n2rAyDC8XX8EsE2ICqtkk/2rHQGrLTGDjXA9z92zwA3V1AmIajQb+SAx/Xru/x3LhPTfMKv/HfmP2MEWBk3iCtwTIlL537wVTAMhPiS8UHMdJVkoJrNjRVzXb2M5fm989tfCeq4U0Oxc8tdJV0D3qDuGu13eouj8pHoQCNgXvVcFvTU2lVIXNKPo5IoV2v/zKewKCPUI2WmUosCttRkXjDqG/5VCQvtcVjOb07HRLrAYtYDMapFffC7GoljhpKNYYXSrNnnCP91WZxYCRFRZZwZOugLpFPgYa42vsGK5wLDyQkNX7WLRoETZu3IiFCxeiuroaLpcLLpcLTqcTLpd4+SFRfCqtTF5eiNkQDMDVmDW86MRhqQoh437xdtp1vvU0P0v+7TkjJG/fpcAo9Ik1+/GvT4/0WV5mNsj21QgnB+BSO2K5GOo0p515b/dHREtvMyE2uHK4M9hjdkYsLiujqIpkZ0DZb1yzuy2rwS1wfIbJIcGLYvPBLtzzpnqd+GZvRFL1SbE4RBrZ50JqVUmjXguNBqoopQLRGKwKlFLp+ONqPmVYbJAtnzhVKsOdCUH5+auLe3qm1TpMqdQ5uSQSHDoDmT2lgONVVdMpl4TJinTKVbkY9TpU2hjRz3FvmFWcItydERUWfNgrEL7odx8AAMoVxL5sJj0iMfnVNNuTqemZlBP15RY4THoc6uzfniEhNg42zskKSqVLI31xYyOA4wVaCkmZhSmY2fmP//EZgPQpiuVWRnU/LU9QeuBQSfqeL8zCwugk2UDkQmmAJhNqBKWC0Tg+O+TO+Lk/EoM/EpMclKqwKRt3CMdfbnGSciuDBIecwVp3kIXTLL1vaDPp4Y/GJBWq8UtUfl2zYDRmSJjklEKTO9RH7VjnNMvyw+0KSjeKH0y8vb25378PC4msqMD777+P999/H++9916Pf8IyonRQ+nKQg8tiwLRhZap5K3x6x6LU/0fetqzHZxzHpR6kctRFlTZjxjQJuRzsCOIHWVJNshFi42B0Wklm4GLIpJRq9kQkSbPTwXv/5A4cdAaiKJfx8nIprMDXoVANdt9Xp+RUQO1p4WeYpJy3MyZU9cjrVwLHCd5Z6ncOHCpVHwyzCUn3qEajgdmgU0UpFVRBKdW7iuU/NokrOV0I+OB6/pRS6/bwAZJpw5w9ltc5zYrVfp5kIYNsgeNfX8KXBv/8cN/UqfP+sA4A8MTlMxW1ozft/ig+2CMu4Ka2cevNi8ajMxBNqw7OUUw1K8KgSK6BbpsvApfFACbLhNO0YU58ccQta/uFQhisSlViZPJefGkj/ywY5ir8jLjdpIcvUpigVCRLMPObJ9WjViW1oEAgKt3fyWbUI8wmZHmp+vJQRbPCxqjqHSnQ7o+g0q7sfd/QHuijyOxOsycMo14r2dupriz9JKhYEhyH0ZVW2WMIC6OHyaDNOfbpCkYlm5wD/DXGccczG8TQEYhKurbsMnyrxNLsDfdR9tY4TGiVkWb6ny1HJE0c/mLJJCyZqk6/lyg9ZI1sFyxYkPVfKfDYY49h5MiRMJlMmDNnDjZt2lTsJhWFSpsR7b7Cpu+1+5QHOrrjtDBY/ZPj1901L/J51rF4AqNuXw4AuGTWsLTfzUW1w6hIBfLARX2rrbksBtm5/p4Qq7qiAwCMBi3WpKkUdrgrqLgj7TDp4Qnlvsbkpgq6FM4EK01RrLQZsbs5d9ryFAmVHwFegfXPTw7LbVYPogneL0aOFD0XaimlwmwcJr20a9vCKPezisYSiMYTijylAGD1LWcAAFbuaMbeLKbbxcBpZfLqHdgRiOK8E/p2JE0GHbZkmWkXQ5s/Agujy2poPK7aDgC4+IkNPZZzHJdKOciHmejvRXoZVtoYRcUiejMuua0nkwNGYULhlNHK1GBKq2ke7gzCkCPwPqPeia0lEJSyG/WSFTEjKnilb7qCB8UiFI3jQJu4Ahv5xKjXYcN+eWXlMxFmE5KVqEL/ScxEWW/8YXVNzgF+sC+laIJY2nzZ1aVq0Jr0kyqE51J3WrwRVCosIDKywoqG9uz3hVyVj3CNiE3hSyQ4dASkjYvsJkNeglKhaBzuINsnKFWtoHL4JzmKP3THqSA7pVT51pzCK2j7K6KDUlu3bkUikUj9P9u//s7LL7+MW265BXfffTe2bNmC6dOn45xzzkFrq7KqM6WIN8Ti9S+OFnSfXUE2VfJeLcZU2XDjwnEAeE+Hkbctw9hu6Xy/vOgEWdv9/LAHf0pW7pMCx3Fg9FrMG9PX2PrWcyZicp28XPCOQDQvg6u/bjiIbUc9fZY3uUMYpjDlq8JmFGUqKTc45LQYFA24lRqdbz/qQZhNZC13faQrKDl1obfyRgneKC95l2sMmg21PKWC0ThMEtWMlTZlqZv8fvm2K1VK1Tn5TtwPXtyMs3/Pp1Kt+9mZirapFuV5Tt871BnA6DSpt3LTK7rT7AnnVFhkqvb25tZjAIBv56HTd86UGiyeXJNzPcGfSE1z5CnJ98dvVu5BPMFhSVIN9uTlJyretpJqmtf+bUvOgcvwCguOqKw+VhtvKCbLr+YXS3jfysfXHFeXyE2FVIttR+X1YeSwcGJ1yjesN/XlZrTJHNRmIszGYWakza0Lz3m/DLNzXzgGm8rv0HqXGUe6QpJSvcSgRvreH745A7NGZLZk6ZSpvt7Y0IHnP2qU3a5j7pBiK4IKW24v0g372xGTcV50Wg0sjA5+kQrFQDQGjpOmzOQr/Kn/Tj/mCYHRa/uc12qHSba6LdMzIR0uS+Gzd4qFUABj/tjKIrek/yD6aT5jxoxUxb0ZM2bgxBNPxIwZM/r8O/FE5Z2ifPO73/0OV199Nb773e9i8uTJ+POf/wyLxYJnn3222E0rOA0dwZTxeKHoCERQrtCnKB1CafDezB1dDqNEBYbArmPyjk2bL4JoLJE2HY2v/CHvoRuIxGBVeaYOAC6cUQegryfLR/s7sqZiiIFX0uTuAMpNLyu3MrJTkziOU6yUOinpVZOt83LUHcJQpzTF2R+/eSKmq2Rk2RnVYKjTBK2KXhgCalXf80d4dYIULIxOkkQ+He3+KEwGreKKlulSM5UWc1CLfKfv/WPT4bSBya/OGAoA2KNAOdbsCUv2LBEQPG5+ft5E2fvPxMYDnVi5s6+pdW8CUd6fSE5qshjG/O/yVLqZGv5lDnP+0kIAPlU83QRIf8ITYmUFpUZW8oHZv25oTC176gM+QLXq5tNVaVt/psnTN+1HYESFBTaVU9/kqGu1Wg2sjE5WWrE/wkryhRRDhdWIaCyh+D3Wm46A8qBUhTW7CXuXzL6T0jGHNyyvCEF3xPgsftLYlQocSMUmIb1OOB5SVHhK1WaZEIqK9Fa/DXWasPpLacINIUU206RROkwGHfa0+FOThQMZoc905sTs1bsHE6LvgIaGBlRVVaX+X6pEo1Fs3rwZt99+e2qZVqvFokWLsGHDhj7rRyIRRCLHH8pCdUGWZcGypSsxFNp+81mj8fLmpoL+lpc2HsINZ47Oyz63/OIszPy/nr5mL353tux9/fyc8fjdu3slf/9QB58yYtZzfb5bZtKiwx+V1SZvMAKrQSv79wjf6/39b588DP/9vAltnkBKiSX4Q4wsNyk6VxY9r8jLto1EgkNXkIXdqJG8L7tRh93NEVltDERiiMQScBjlH9OZ9XzqUIs7AGOGIES7L4xx1TZJ+7AbtegIyLtOusOyLLxRoMrG5OWesxq0cAeVt9MTjMLKSDsPJoMW/pC8cy/gC/LpYbGY8k7Qk5efiGte+iz1d7HeEb3vcxujRZcK11I2Gtr9fbZvN/Id205fCKxMB+4WTxAVVkPOti+cWIXVX7bhaKe/T/U3s079c/Grr03B79/dl3O7bZ4QtBrApOv7LlDCf6+diwuf2NhjWabnuxRsRh06/SFF28j23ToHA184hr3NboysUF6ZMR90+kNwmHSyjoFeq4FBd/w59puVfIqn0vdoJnKd88vn1OPlT48U5FnU7gvDZU5/3Mw6Tc5+gFQ6AlEwMu5tq1EPtz8s+ZnkCUZhUdD/SoeG44Me+1s8mDxEXIq/mPu8K8DCzkjvT3WnwqLDwY4gotFo2hS9367cwxcFkLiPP39rBm56ZavstnmCfGqikt/mMOrQ5c/ed5g9wokzxlfK2o/NqIM7IK5vEk2uk4jHkMgSA+t+3s169e8nAGh2B1Fp7dtXbPXyKqlIJCp6clNQokl5/06uTaZA+0IwqGjzEojE8OG+DpwypkJ1Xzi5tLj59FEdEmDZ9IpaNd7p/QGx7Rd9ZkaMGJH2/6VGe3s74vE4amp6yu5ramrw5Zdf9ln/wQcfxL333ttn+cqVK2Gx9I9ZcCXs27UNR9u0WL58eUH2x6fx69Gwfy+Wh8X5cUjlD/OAja0aROPA6UM4Rb/tYIsGbFwneRvbOzUAdHj77b4VAVtCQLtXh2XLlkOqT+MnxzTweTSKz9eqVavSLNXjD/9+D3OrecVPawjQaXRo+OxDHPxc/r5aQkBXIPsxDLBAPKHHpx+uwTaJk/2fHtJi5VF513BHGNBCh3XvrYJcEVGcAwA9nn9zLWZXpVdLvblVjzlVCYwI9H3GZKIpCLR5pV976fCxGsQDXXm5zw+0a3DwmPJnyJbDGrgj0q5tX6cWn37eBmuL/LTx/V6AY9U5zhwHOAw6eFkN7p0ZK9hzNRPCfe6OAN6wHm8uW67ICDsdTUEA0ONMe0va31tr1uG9DzeiZYe89JT/bNPBZuCwfHnfSqbdWVIGrIYepz68Fn+YF0u1C0B+rnsv0NKV+7o55AcsOh3eeSd9dVglDLPqcCTAn9DfzYmlznf657s4oj4tPvrkM3CH5Jwvscdbj2ufXYcbpqif2ratU4O3Dmnx8+lx2c/0jcc0CHnlvWcnlmmxvYvDX15ZjiEWIJ/XYHcynfO3PtOBjSvvM+SC44A2vx5bP/kITdv6fu6JAoGoHq++sRxqjAk5DvCF9dj2yXoclfr4Z3V4/8MNOOaUdo1vOayFO6LuuUwk+w/L3luPRpe09mQ65wkOCER0+GTDOuxXIJZyR/i2vfDq26hOky3nDsm7to8GAE1C/jt3T4MWETuH5cvljyFWbNWhM6LB5NjejOs0NOvw5bYOGI5+lnGdTMRCOnywYRO8e3Kf022dGgyziu9DrVq1Cof9QKdPnX5Ld9Ye0yAe6Pu8YGIAoMerb70Ni8j7tz0MaDU6vLdqheixjnA/PPLK+zh9iDoprS/t1eKT9uNK9pOrEvj22OKmVQPAGwe1AMSddyXv9P5AMCiu2IuiV8POnTtx6NAhRKM90wIuuOACJZvtV9x+++245ZZbUn97vV7U19dj8eLFcDikGRf3J1iWxapVq3DWqSfjP4e3YcmSMwqy365gFNi0BuedOlOUH4dclqi0neb1jcCBPTjvvPMkmTneeOdKvh1L+rYkzMbxwOerMXfBQsn+UAfe3w+uI4glS/oaqItBOO9nn302DIae8ucbN6zEtGnTsGQmn3Kz8UAn6g7uwPlL58val0C7P4IHPl+LRYvPzZgK2NAeAPP5Blx4vrTjDAAb3tgJHD2S9ljn4osjHpTv/QznLz1D8ne787emTZg+ox5Lpg9J+/mNG1biu2fPxMJJ4mW6bb4IfvXFWixcfC6MClIoWZbFa0+vxpQx9ViyRHxuv1hse9vx4du7sWTJqYq2s/Wd3aiKc1iyRHyq1buBrRhVbcOSBaNl7/fDfR14q2UXliw5TfY2urN0qSqbUUTv+zzMxnH3ltU4RcYzJxdPftAAYC++c1H6e/dfrZtRO6YKS+bK83W6ccNKzB1VjiVLTsq57k8+5p+7lrEn4Vcv8gOJ16+bK1qBIIUDbQE8sXsDzjtvcdZn1rq97ag+pvz+SMeSJcDWIx6MrLDAYTZkfb6LZYXvC4wYWoYlp42U/N0Xmzbhmydlfg4K3LhhJVzlFaLOqRRW7WzFXzZ8DgC4eaMee+9fLGs7e1fvg84bkfW8HHKCG994ehN+tfV49/qdH5+KMWk819Qg1zl3TezArf/ejiVL5B0LsXx22A1s3ISvn784bVECjuNw1+ZVmHnqAlUUcqFoHNi4GksWL5KcQvb0wY04YcYoyX3Qz9/ejVpO2jtKDC82bcLEqfVYMi37fSOQ65z7wjFwG9/DBeeeLSsNtTu/3/U+ps4+Ka231I0bVuKBCydjicRCQsc8YTy89QPJ/WqBl1s/xZyptZL3251fbHkPQCxrv/HGDSthrhuHJWeNld7Glk8xfsqQVH86G5HPmrAtejTn87D7eW/ysvjDzvVYsuQcyW3Lxs6Ve2EKs1iyZHKP5RzH4bZPVuHk087AcJG2BDuavCjbvRlLl0rz1vz9nnVYMGdc2uIpUuA4Duf8YT0aelW/3dSmxd9+fK6ibavBthV7gKbGrNegGu/0/oCQZZYLWUGpAwcO4KKLLsK2bdug0WjAcXw0U3i4xOPq5karSWVlJXQ6HVpaenpBtLS0oLa27w1gNBphNPbtxBsMhpK+QASGlVvREYiC0+gUeweJIRzjJXwLJw+BQQX/i3zz9dnD8eA7e5DQ6CT5dZw8qhybGjrTXiMGgwFWRgdvlEOtxGsoHONgNzOKr7101+/CidVo7Ayllj++tgGHu0KK9+Wy8ddVOA5YM3SQvJEEKqwMGEa6P8E1C8bin58ckdVObySOCqtR8W+sspvgDsXSbkcwQJ89ulLSfqrKklWCWA42hR1LHwvUOsx5eWaV20zwhdP/dilE4hzsJmnPVZuJQSQORfuOcRqYDPoB8TzvjXCfGwwGmA06+Fnpz5xcrNjJ+0xkunfrnGZ4wnHZx3fu6HJcMqte1PeFyj1Xv3h8Znv68L7FJtSg1mlFNJZAJKHJamLujSRQblX+zM7ErFF9TVKV9E/KLEYEoglZ3/dH4nCJfJ5+0til+jG57h+f9/i7xc/Kqh7rjybgknnOTh5T1WfZxDqn5O1IJdM5d1nNaPFFoNHq0vreqUWQ5TCmyooya2YD6kobgyCr7Hkt4InwSocyq0lyX9LC6BFNSG9HMJpATZlJ9et2SJkZbX5W8nYznfPXPuZVpU6bWXIFyd6MqLSiLZD5/T6yyi653SYj3ycKxTQok1ER+KP9nbjs5BGKzsNvLpmO367cnXEbQr9t8ZQ6Wfuxmw0IsZyo7wbZBBwS+vUGgwFOmw5snEMcWlW8BAU84Riq7Zmv8X9tbsLtyYIOufBHObgs0p+j8QSw45gfF5yo7D5b8Ov3cbBbQGr3L8/FhDveAQBc+/cv8JcrZyvavlLCsQROHlUu6viUesxBbNtlvaFuvPFGjBo1Cq2trbBYLNixYwc++OADzJ49G2vWrJGzyYLBMAxmzZqF1atXp5YlEgmsXr0a8+bNK2LLioNghFioEs0tPr70rRLlRyERTMWlVo2ZVGvHD07PrN6odpjQLKMMsD9PRucAsH5/O55ceyD194YD6pRvNhl0MOq1KTPedHQGorJK7wLHK3yxcely3A6/MpNzgUo7g7YMhqDHPGEwOq1ko2OhtPruZvkm0QLeKPJStREQjOyV57sHo3GYJQ8udAhGlU2CBKMxmFWoEtffcVkM6FRYqTAdue67eILDq59lT73LxsYDndjTKu4eWH3Lgh5/7/2/82TvNxcOM/8cXrEju9l5VzAKlwrPmEKhpHCBLxyTZNarJt2LdDDJZ+etr8hL6/WElBspC9SXK6sSphQO/HHJ9H5SizZfBNX27B4wjE6bs+KZWEJRPj1TTl/SxOgQikrvL/hkFOMQQ43DhGav9P5gJoRrV2lACgBqHUa0pGmbYBQvp7qk3ci3r7EjILtdSu/P/W1+7G31Z/y83R+BVgNMrpOnsrUZDaKNyFt9EckVyYVKynIrpWbio/0dMGbph42QoHLsCETglBF0POoO4ckPDuReMQtN7lCPgNSBB5bAqNdh5328suzdXbmLlOQbXziGBeP7TmIMZmRFBjZs2ID77rsPlZWV0Gq10Gq1OO200/Dggw/ixz/+sdptVJ1bbrkFTz/9NF544QXs2rUL1157LQKBAL773e8Wu2kFR3hp5bPaTneC0TjGVttkSXaLgdDh+UJi0K4zyGYNstRkeNHnIhCJwWbMzwA6nMFoTw3KzIacQSm5wSFTMqDw2SG35O92BqKqVIKstBnR7kvf2T7mDqG2TF7lu4m19pThvBKCMQ3KZXQOxOAwGRBmE7Kr1AiE2bjkCnhWRqe4SouaA9D+jMuauwS2HL7METR99bOjONwpr5S0gF7kvVNhM+KzO88GADz6rRNTgd18ILzD3tnenHW9riALV57uvXzgMGV/VmfCE2Rx1B0SNRD+5kn1qe+ohTDIsJv02JMMRsqdWFH6TDjwwJLUs+yDW6WlrqjN1KF8BVc2po4/SyaaPWFUO7JPfDR5wvhwb7sq+wtG47Awell9SYtBh5CMane+cEz1CoIAUFsmrz+YCTaewPxx6pSZr3WY0rZNmKiVM6g2MzoML7cgIOPdzXEcDDqN6BSyTCyZyqdKHvOkfze1+SKosBllB/akVMd7fM1+vLJZ2sQNo9fCyuhyVhCUyqHOIPZlCNadd0KtpP5WkzuMoTKUqtefOaZPsRIpHPOEcMpDxwterb/trFT/u3tqcatPvXtODk3ukOzKwgMVWT22eDwOu52vOFVZWYmmpiYAvAH67t271Wtdnrj00kvxm9/8BnfddRdmzJiBzz//HO+8804f8/PBwvR6p2K1gVg6/JGS6qBrNBpMrLVLVnC8+UUTdh3LnENbYTWiMyB9gOiPxPOmlHrgIt6n6pgnlFI//K9K3glOiwHubEGpoPyglDBzKafv0BmMokIFFUO13ZTxBXcsS5nsXJSZDYpnwjiOw9GgBnq1Ha6TCJVMlAa2g9G4ZMWSxahHQLFSKn/3VH/CZWHgzkNQCuCD7JkY5pKvFBFSKK46ZZTo77isDBofWorzp9XJ3q9YRlRYMKoye6e7K1BaSqlhLjMOd4ozJe2OOyT+2vpGMij10DviCz/k4poXNwMAPv7fhQCAOaPKAfRUUInFE2IVefFotRrsvO9cND60tOgTcML+j3RJP6dS+LLZl9MraunUIZLKw2dDicLVzOhSzxYp8JOCeVJKyVDOZ0LJJF9vGjqCeHpd34rrnx92A4Ds67vSxqDDL/19FIzGwcY5WQqc7gjvrC+Sv6M3bb4IqhSoy21Gveg+kcmgxS1nj5e8j3xMNFXajLjylJGq7K8zEJHVv956xINWidkp3Zn34PGA1NNXzMZQZ88+yLtJRfWKHBNK+aahPYCRlf2zAm2xkBWUOuGEE/DFF18AAObMmYOHH34Y69evx3333YfRo+UbzhaSH/3oRzh48CAikQg+/vhjzJkzp9hNKhrxRCLvHRaBJndIlsdDMRF8SqSyZGpmk75yK4NOGS+TYDR/6REXz+INGZdva8aOJj6gdtnJ8syJe+M0M1lnxR9ZtRebD3bJ2rZGo8G4apusoEinSul7VXYjmtzpZ9xafGFUy5wN+bihEw8s36WkaakZYTV9B7ojpGcqDZ4FI9KVUhZGh5BCpVQwEoOlBPztlOK0GFSfVU0kB/yPfmtmxnX+eNmJqXQqqaxLqir6Swnn3kwf5kSurOGuoPzU5GLgtDDwyniWrtrJK5WmDXPmXHfmcN40+R+bDkneTy6EmfB7v8qblP9lnfQ0kIGmnqwvN2edFFKDZduOYeXO7CkxZRZ1Ur0BPn1P6vtCwGSQp7D1R/KjlBrmMqPJrV5QSi1bAgBgMkxmbT/qUbTdCpsR7TJSSjv8Uei0mlT6mlyE58TqXa1pP2/zRxQFUG0SlFJDnWZMr3dK3ofaE00cx8EdjGa0mqiyGdHsEX/O5F6H00W8QzIx8rZlqf+/dcNpODtNMQOh6MSdr++QvR+lsPEE2v1R1DlJKdUdWT3FO+64A4kE3xO777770NDQgPnz52P58uX44x//qGoDifyz/agXD76t3oxlNp75sEHWDFUxcZoZSR26RIKDTqvBlLqyjOuUWxl0ypglytdMHQAY9XwH7/63duLCx9YDQFYDXymUWQxZX57jamw4Z4r8ShtOi7yUEzVnFPe3BdL667y25aistgl0yFDUpfv+7DTVc9SC95VSFhzyhqUPBC2MHoGIcqWUJU8psf0Jl4VBl8JrqTfCtTWh1p5xnQorAw5cqiCKFBzJAWC+AqpKGVttyzko4INSpRPgsBn18Mu4lz9LKg7EFkxR8z2WTtk1oYa/JuX0bQZaUGpctR0defaUApDTb8lhMsAbUscqIhCNw5qmyp8YctkJZNxnJJ6X/pfToq7iRa5CJR23nTcRjF7b5/n9z08OK9quXKXU/7d333Fy1PX/wF/b++7VXElvJBCSEEINHUISEtBYUFH5gqJYUEFsQfxSRCU2+KH4FVEBCwo2UCGU0BGClBQSCGnkQtr1sr3P74+52VzZMjM7W+bu9Xw8eHC3t7f7uczuzsx73qUnFEOdy6qqHUI2uRIpuwLFBaViiTT+veWQrPv2qyzxFjPptWu9EowlkUwLqHFlX8uMRhf2dufuwzVSTyiOehXtMT57hpjc0qmwpPVnT+/KfP3Kdefh2InZz8EMBoNmx/1qSe+fhhL1etUrVUGp5cuX44Mf/CAAYNasWXjnnXfQ3d2Nzs5OnHvuuZoukEpvxbxmzJrgLstz9YUTUHFuUlE1TgsGFBwwDEQSSKWFvB/GDR51V4lK2egc0C4zaqQaR/7yvbcO+REvYmqn2oPMHo2CUlL/hmwHlrs6g4ir7Lf01aVHKR5bPdI/Nx8GoE3T01y8dnPRmVKheDLrKPF8tOgpFVbRy0qPSpHqf6g/ghqnJe9V61qXFYmUgIDMq8ZDBWNJzM0T8Kq0Ro+tYAPpvlD+/oLVxm2Tf4V/qHPnTFB0/8evOQMA8PzOrlE/237Yr+iEZNntLwAAttywLHObVFY0rV55ZvZYC0o1uK3oUhEAUOo7F+afyuUrcBygRDiehEvlxYR6lxV9KoY+BKKJkgSlfA4LYsm0ZhdsxeMabU52J9U6kUilcWhEeWGT14bP5RnmU0iD24aekPJj4N6QNi0XADFjZk5z9nOfziKDUo9ulReQEgQB/RF1+4hihlJk0xdKwGw05Awu+xRefFSbJSxNZFRSTeKPJnDb+p0AgLUfnI/mAi0zpHJJNedhWpAupJSy76UeKf7XSCQSMJvN2LZt27Db6+rqKl47T+o8/lZ7zsZ2pVDKk+NS8BXohzRSTygGp9WU9wS70V34ZCabUAl7SgHATe87JvP1bR9ZqNnjyimBPNCnvhmy16GuxFKrTCkpk+PdrtHTZCbVOvCV82aretwJXpuqhqxDzZ7ghs9S2kiwFhP41JTvObSYvhdTHgzTo9oSlO/9Z3c3ZjXmv6AhHeCqmSIZiCaLLtMopRafHYcL9ILp1+H0vWAsiaTCaaZ94TiWz5MfQJfK+C+759XMbYf6I/jUva/igjtexEk/eBrT1jwqa6qq9Bk5crz8DRcegxkFXp8jRRMpxJPpMRWUCsaS+LvCRspKSJ/9U+vy90epd1nRqyIQkU0xx0J2q/JG54IgiOV7JQpKAdkvaqmhZQa43WKCIAAbs7RXOHlGnerHrXdZ0ZVjOEw+WpYm7ukK4QfrsmdSitMk1Qelbn7fsbLu548mkUqr65HlsRXfc3SovnAcNU5LznN5t82M3Z1B2VnP/iKD+9/999uy77vgpiczX39MxsX1U2fWAxArGSqh0ICU8UpxUMpisWDKlClIFZHVQNXlwgUtZXkeqf/IF8+ZWZbn00qNw6qoKXl3sHDKaqPHhk6/mqBUaUdu28wmPPTFJfj+B47FB4+fpNnj1hSofXdaTVhzgfqm6vUqs0DEq27apc/+z29fHfZ9Ki2gfSCKSTXq+qjVqMwAGyoQS2KCo8RBKQ3KMsIqeoS4bObig1JF9CbRk1I0Ov/xEzvweoFecNIB7n9VTELzRxNV208KAFp8joINint11lNKWqvSjJZANKn6BGTamkfxmxffxZK1z+DZHcMzp2Zf/1je35Wyuk6fNXra2LvdQTzzTvaeMblIn7fFNDqvNidOq1OdVSTH/t4wPHbzqKDgSHUudSVb2YTjSdXlew6L8kbn0UQaaUHbslOJxWREg9uqWbPzXpVlU/n8fkNb5utkKo09XSHMafaqfrwGj7pMKbEkTJtjtvOPacIxLdn/hmLL9xrcVrhkHFcMhMXsJDWvK5cGg16GEoNSuV83UqmjnJYSgiCgrSdcVFBKzb7/3R+slHW/mYMXK75fZM9WtfINhxnPVOWNXX/99fj2t7+N3t5erddDFfDp06eX5Q0ijWeeWmBCS7VprbHjYI4m1tn0BAsHOhrdNvSE4or6rAiCgFARKetyLZpSi0+cPFXTx/TYc08iSaTSCMdTRZ24qWmaGUumEIwlNa0tj4+4qn94IIJkWiiYSpyLFr0meoJxuEt8flVsplQ6LSCSSCnOWHKobFg7VH94bJXq5FLjtKia+KmFM2Y3qDrA7w8nCp7oVlKzz45gLJnztR+JpxBNpHXVU8puMcGqYnDB0+90oFdhSdSm/z0/8/X3Hh1+cnDe3CPlgA++lrsh+u2DJRvZLq5J5ehKsr4GIgm4rKYxVVYxrd5V0rYJ67YeljVopNalLqM5m2AsWUSjc6PiTKlATFx3qTLVm7x2dKi4UDmSIAhi4Ebj7MzX2o5cfPjHJjG7pKGIwFe9S10LCy37Za2Y15wz8FHs9D2H1YRwIlXwGL9QdlI+Llvxxz9DFeptddLgRFM5vSmlcn21x74NbivauuUN4Lr3pSPTIbXqNVZqWw4MaDaJdCxRtde988478cILL6C1tRVz5szB8ccfP+w/0hev3Yz+cCKTyVQq6cEP51Jm+pRCg9um6ECqJxQruLP22M1IpQVEE/IPliOJVMmu1JVavqBUx2DvkGICA/UqrsBKPSVKecIopejKbf47ktrJj0O1+6OoK/G+z2s3F5XRJb02lDc6L758rzes3ZXXalbnsmp2QjjU0qMLl2zVOq2qGvb3hxOocVRvlpHXbobLasqZ4SAFlPUW9PTaLYqnmW476MdT2/NPXxup1mUdFnwCgOsumIud37sAv738RPz+0ycBAL719605H+O3/xFPSLKVbBw12OxcyWTXYktOqlGDyklncrX1yDt5FDM7tDmJDseLKN8zmxQdewFAMJqE1WxUvS8vpNlrzxwLFSMUF8tPtcwA//4Hjh3Wm+3AYD8caTiOGo0elY3Og9oF3HL1BBQEoejpe16HBYKAgj2Y+iOJvNlJ+Wgx6GUoOT2gJtU6ZF3c6g3GYTEZVG+rL549C1Nl9gO8ebDMb9vNyxU9x1XnzIS5QkGseDJd1JTBsUrVJ/r73/9+9o8aQ5p9DsSSaTH9voQn6J/9/esle+xSqnWqKN8rcEAgjRUOxBJwyLzaJ5UplLKnVKn4HBZ0BLIfcEmjkIuZsKWmaebmwWlRZo2uiN/1ycX4/B/fGHbbxvfknwxlU+MUTw6TqbTqdXb4Y/Bay9BTqoigVH8kDrPRoPjKt9NqRiyZRmpw4qUa0UQKjiqd7qYlKTCUSKU1yQKRev186dxZBe9b51I3+a8/Ese0Ks6sNRgMaB7sKyUFQIbqC8fhc1g0+4wpF69deQPdY1q8+NxZyhsf/+ayEzD9unUAgAeuPAWnzKjP/OzMoxozXz++7TBWHKus1YD0Ov/9hn04ecjj5jMQSYyp0j1A7E3YF04gnkyXJKjy6JuHZd3PZDAgEE0iEk/JPu7JJRRTXy7qsCov3wvFUgWnCxajyWdHuwZBqd6guC/1OrRba3cgjraecGY/+8q7vTiliH5SgJgpFY6nEFY44KQnFMfiadpMEm7y2rO20fBHk4gn00UFpTw2M0xGAwYKZGL3h+OoUfs6thixL8vkUbX6QoWDUnUyW2X0DD6W2lhBncuKJ98ufJHj+48e6Tul9IL9mbMb8YcN+xSvTSsXHKt+4vhYpepT66abbtJ4GVRJLqtJ/PCMlLZUQumVqWpR57JiIJKQHRjoDsYK1vNLB8sH+iKY4JGX3hqKpWA1G3VZVjCp1pmzh9bWgwNFP369yvHCxaSfjzS5zgFAvMom7YjXbS2umaF0gDAQSajO5ukKxtCqLoNaNq/dUlSj+kA0CY/drPgARgomRRPqr5pHE2nYSnT1u5pIafQH+iKY3lB8oGdvt9jUP1dPjqFqnVa8p+LguTcUx6Ip2pyAlEqLz4HDOcq71Y76rjSPil52kURKVXaGwWBA29pVOX/+zi0rMPd/H8fn/7gR7/5g5bDyjF0dYvP8H314Qd7neHTrYfxC5nr80URVN9dXo9Ftg9VkxMF+bd772TR7C+9kpOfuDsYwuU5dn0VJOJ5Ca41D1e/aLUZEFGbYBmKJzMXEUmj22tHWPXpQilLdoRhqXeqDAdmsXtSK25/aiT9saMPlp03Hq23Ft27xOSwwGw3oCcbhrJP/76rl9L0mrw3BWBKdgeiw4/CuQBQOi6moqgSDwQCPjOB+f1h9ptSbBwewZfDiqhb6wgnUuPJ/9okX6QvvG4ptti+9fAtdcPz1i2Km7B+vOFnxc8xu8sAfTeKmf72Fm943T9U61Uik0jAajjRbpyNUHYnPmDEDPT2jm5b29/djxgz1I0KpMgwGA2qdFkXjN9Uq1QFRKUlTMToC8jJxeoIxWQGEBrdVUYlEqZucl1Kdy4pIIpX16uQtj8ifsJFLvduG3nAcKQUlqD2hmOqD2mykg+z/7h1+wHbjRcdku7ssdosJdouxqL5SnWXIlPIVmSmlpp8UANitxszvqxVLpIrK0tMLi8mIFp9dszKe+18RrzDKybyoc1lUDyJoqPLJdfkm8PWG9DV5T9LotqFb5v5OMhBJqJogVcjQ9+YHfvnysJ+df/sLAIBz5gwvARxq6dFNmJMliy2XgXBC0yyTamA0GhBPpbH9sL9kz3GVjAE2ZpMRXrs5k/VdjFAsKauRdDZeu/IeiMGo+sbqciTTQqZXUzHaB6Ka95OS+sBuPejPBIL/cMVJRT2m0WhAncuqeAq13ONrOaQMph8/vmPY7Z2DTc6LDezJKYMWg1LqPjc/uGgSWlT2bMq6lkjhcvnnd3bh2w/lLqeW9IYKX5zP54LBrFi5xyunzx496KIQKUPtgTw9C0uhfSAKo8GAJhmB/PFGVVCqra0t6/S9WCyGAwdKN3aWSqfBbUOXwoNQpRZPrcXV580u6XOUgnRQ/NhWeSnqPcG4rAycKXVORSfywVjpm5yXivThX4qeNoDYU0oQlI1Uvv6hbXjzQPFZWhLp6vovn9sz7HYlgbJsJniyp5jLIfVG8Ja80bnycp+hIvEU7BbluyOryQijAYqveg8ViCXHRaYUMNhbRqPP+UaPDcvnFe4nBQB1LpuqJutajv8uFTEolStTSl+T9yTePD0AsxEEQcy0LlHZ267vXwAA2LK/P2vj4HxlNufMbUSTghO3gUhSdeZCtVvz9zdL9tiNMjO+XTYzQloEpeJJOFVepJOmtirpoxqKJ0uaKaWmvDmbwwNRTCkyCy2Xv288gDX/EAMSZ8xuLHDvwhrcNkUZ7lITd632CVLQ6eU9w5MsdnUEoUWrITmZUgf7w6oHTTltpkyvXi2EYtq9xsXtpD54aDUb0eC25R0y9cibhwBAdRBWyrotdxXPgb4Imn121S0nxjJFr75//etfma+feOIJ+Hy+zPepVApPP/00pk+frt3qqGyafXa05ziw1oIgCNjdGcyM4dSbqfVO2b1NxMknhT+MlU4sE68M6vMKrtlkhM8hTv9SO40jH/tgqrUYEJS3I1wxr1mTK7ZDNbitmYOE37z4LgDgw4snFfWYTd7szTjlGIgkkEgJ8JX4HMtrLy5TKhxXlyllMBiQFsQDcTXlIJ0a9PDQkwa3VbNMqf29kax9lLKpVZkp5S+iCWy5NPsc2JSjhKI3VJrsoVLzOiyZ6UlyBGNJpNJCycr/h5as3/dyGz512nRMW/MoAGBCgb4vrT4HXtjZNaysOp/+iPoeL9Vs5fzmvAHSvlAc2w4NIJFK45w5E2RniYTjSRgMwPxJvsJ3hhgQ0iZTKqX6eChT9p2Uv98JRpMl7Sn1pXNn4Q+v7EO0yMxdMUOldIM7lAwNKKRe4f4oHE8hlkyjQcMm7gBGBT5u/NdbmjyunEypdn8Mx01WV6KuxaCXoeRkH97y/nl48PX9BR+rT4MyS5vZiA17enB8jhL+L/1pEwDgwc+dWtTzlNvB/ggmalilMZYo+oRdvXo1APFE4LLLLhv2M4vFgmnTpuGnP/2pZouj8mnxOTRpsphLVzCGgUgCMxr1V74HAPt6wnh+ZxeWHlM4M6A7GEODp/CHsXgiL//grD+s7wasuRokLp/XhJOmF19bLfaVigGQd6LstJlwTGvhfjhKnD6rAQ9vFq/e/GCdOOK82OyBYrIYu4MxOK0m2EzaBt9GEgOs6p+j2GbjPSoDLdIVMrlTXvSu0aNdRuzenhAWTamRdd8Gtw3tA1HZgQFAzDAMFNHMuFxaauw5p+/1R/SZKeWxmxW9TvrDCRgNgLuEF0223LgMC29+Ejf/+22cPGR/8dw3zs77e1Kmal84ISvDYiCs3+OUfI6fUovX8vQCWnTL+szXU+udeP4b58h63H9vOQRBAFplXmzKN4lXiXA8CafKzHGpyXpEwcWQYEx930I5pOC1P5ooMigl/8KcEq9dvxQnfv8pAOozU0YSM6Xkf870lKCJ+xmzG1T1I5VDnJ6c/7GLKXt2WExFZYmP9N+9vbj01Kl572MyGrHtYOEy4J5Q8UNKDvZH8OMnduCqc/IPU5k1QX2yg1ujILkSB/simFjLoFQ2imoW0uk00uk0pkyZgs7Ozsz36XQasVgMO3bswIUXXliqtVIJNXltaB8oXfneI1vE0jc9To6TPL+zq+B9YskUAtGkzEwpZSVPfWHtGjxWQq3TkrWEp1ujEb/1Liu6FaTA/2PjwaJ6NWUTHBzPe7A/kjmwLLYvQbPPrrqJ+KH+KJqKmCAjl9duLjpTSu00pmMneoc1P1b0vAnx6vd4mSbbrNHFh3A8iVf39mKBzJHGEzw2xJJpRVd1A4OfjdXe3ydfT6mDfZGqD6plU+9SlsEgle6pfR/KMfTfceXPXsx8XSioIPUaeXXv6D6o2fSXsAyxkibWODKTbkd6cdfwY5t9PWHZwYLf/kdsNCz3M9QjI3tEjmIypWxmIwwGZb0IgyVudG4zm9DgtuJgEQNDAPF4qhQlz0NLZAsFguUSM3flH4P1lKKJ+3ETYcxyJnz2nOLLE2uc1oItK/xFfN44rCYk00JmEq4WthZoaSElrWYrox5Ki36KF+epMtjTFQRQ/AXFj544GQAUlfIW6/andpaslYneKQpKbdiwAY888gj27t2LhgZxR//73/8e06dPx4QJE3DllVciFittXyIqjQkeOzoDpcuU+q4GzawrTc70qN5QHAYDZE1cen5n16j+Q/moLXGqFrkypToD0aJG70rqFV51A4AXZAQalbjyTHHQw2lrn0E4nsJCmSUN+dQPTn9UozMQwwSV/QqU8DosiCXTisdsSyJFZEo5LWbVVwvD8ZTqq+16NLHGnvPEVIkNgz04jmqSd4VSGtAgJ7Av8UeSMBsNRWXQlUOL14FgLJkJog315Nsd+Ofm4psXl1uN06ooi1ecnln6QM7b310+7Punv3ZWwd+R+sXJDUD0h+Pw6TC7rZCWGkfO3meX/vZVAMCr15+XuW3x954qyTq8MvrsyBGOq++xaTCInytK9lfBaOkHzXQH43hhZ3dRj1Hs1LN82tauwu7vX6DZe73ebVMU/NZy8p7EZTNh20H/sNfCpFpH5liuGHWu/AOkkqk09naHVPe0rHFYYTCIx3nFkoIynzwlf6bU8nnNAAp/nmqxraRKhmwXs8/76fMAgKevLbwPyOeEqWJpoNpjbLXeKeHQCT1T9E64+eab8dZbR2ptt27diiuuuAJLly7FmjVr8O9//xu33nqr5ouk0hNLn0o/fW+s6wmK5RpmU+G31oDCSHkonoRbxyfQJqMBm9/rH3ZbMJbE/t5I0c3AAfGqm9LX8I8vXlj08w510vS6Yd//6bOnFP2YTqv6xrBb9verajCtlGfwCrLaK+CReBJOlZlSdqtJ9fS9cEzfgV6lWmscOJSncahc/9h4ECajQdbnHIDM/Z59p1P2c2za34dkWn65X6V4HWY4raacJXzXnj+nzCsqnttmVtRTKlzE+1cJp9WM3d+/AHd98ni0rV0lq0el9Pp5da+8MfbiBKqxlyklTt6MjwoCDM2MmOCxY/1Xz1T0uDs7goruX+ykVkkxmVKAeEHipd3ysucAMQu61EGpGQ0uhOLFZZGVqnxPIvczXw6ljc57gvGiJrplM7dZDHy8dUgMEvSF4jjQF9Fk+Emt05q3fE8KhBzdoq6NhNVsFD+rNQjySq+7Qn0BpfdAoSCOFkNK5k8UL+ru7sz9GVPs63HFsWKQTatem4UkB7PavqLDoV/loGhrbtmyBeedd+RKygMPPICTTz4Zv/71r3HttdfiZz/7Gf7yl79ovkgqvfocWSxaOmlaXeE7ValbVh+Lc+fmHjst6Q7GZF8d+MnFCzFPQU+jcCyletpMNXjirY5RI4+lHfb0huJ7eCipDU+nBRgMhZvkqnHjRcdkvtaiXHVPVxBPvt2h6nf/8Mo+7OoMFb2GQmxmE+wWo+or4JFECnaVJ7VOi/pmn+F4suozcbTUWuPAwf5IwdT7Qh7delhVIFnJ2OYHXyvcTLUaGAwGNPvsODQiKCUIAqwmo+Z968rBbTcjGJP/Xt70Xj/eaQ+UcEVHmE1GrBgcFy7X9AaX7M+IgSJGtFczKVDxf88Oz86+6M7/AAB2fk+ccDh7yPACOZnHDotJ0XGM12EpOishnkwjnkoXneWqJHgTjCVKHpQKxpK4+4V3i3qMvd0h3fSxU9rovNiJbtlIg3ce3ya2GPnEb/4LAFiksvn4UDVOa96Lgv5oElaTsajjRI/NjKAG5bD+qDiwoFBfQLPJCI/djO5A/vNFLTKlFg9mMX3kVxuG3f76YG+8ry87qqjHB8T994wGF/Z2l/44GQC+P9hrdso46WOqlKKgVF9fH5qajjR6fv7553HBBRdkvj/xxBOxf78+DiRpuDqXFT2heNEnK9kIgoB6lxXXrZyr+WOXi9duRo+MjBMlV3LEA3/5OxM5kzGq2WmzRjczf+BV8fNCzeS0ke59qQ33vdwm676BaBKCgJJM9rrs1Gn41GnTsPF/z9fk8fRyglTMBL5wPAWnyuCQw6qsDGOoSCJVlgyPalHrtCKWTBfV2FPaRyi9unvG7AZF22nZMU04ebo+LmS0ZJleG4wlEU+lS1ZKU0puhSc6dz67u4SrKd77j2sdNsEvF0EQBjOl9LfNCpHGj9/z0t7MbW8fOlJCYh2SGfKVc8XGwt/6+9aCjxtJpPCp0+RP3fYVORQDQKZcu5hMqROn1SKZlt+LJxgrfflesWVYUkaJp4S9r7TU6LZhV54smJF6Q/Iv+sol9f789Yvi++LtwbIqLfrj1bkseXsHBaKJoreV264sqzUXfyQBj80s6++eWu/Ewf7c7Uwi8RQiiVTR+z4py/WYEccaH75LDFIVaoAu17QGV0kHfQ31/A6xhcGSmfIv0I0nioJSTU1N2LtXfOPG43Fs3LgRp5xypDwlEAjAYtHHCRQNV+eyIq6wEa1c/9ndjZ5QXPb48Go0qdYpq+ylR8E4XkEQG4rKzTgIxZO6LjXKdvyn5cnMwsk1su+7r1e8KlKKIJ/RaMCNF83T7GT0w4snw2oyqgoYH9PixXdWlqd8qJgJfOIUJPVBqbDKkoeQzrMPlZL+jQs1M83nxV1iz5Mrz5R/IgqIATElE90C0aRuxia/tLtn1Al8bygOi8kAr05OEIeSJqTJ/cw566jGqp5YV+eyysr6CcaSSKWFgiUseieVkAxtGD/UtcvEfcZT2/Nn6EqvDzn9NiVee/GZUlKpUTFZrnaFk8uCsVRJG50DwOfOKq6PkdTwWi+fm9IFXLnZUj0l7Jc1lFYXqmqc+StQNuzpkXWxOx+lFxBy8UfkT/du9uYemgAAvWGxt64WF30vOWkK3j7sz7ov0qq0v8lr06TXphwfPiF383ZSGJRauXIl1qxZgxdffBHXXXcdnE4nzjjjjMzP33zzTcycOVPzRVLpee0WmI0GVXW1P1i3HdPWPIppax7FG/v6Rv1caqKp58l7Ezw29IbiBQNI3cE4GmTuNJu8Ytqw3OySnmActS79Hizf9L55MI+4CjO3WbtA5VeXHoUZMssAg7EkWn32qu9XAwB1TiviKXXZLfFUGtPKlCbstZtVn2yE4ik4VAZcxbHI6qbPhONJ1RlaeiRdFX6uiAb/Lw82OV85X1kJFXCkb4ccgVhS9kFypZ2RpSzx7UN+JFLV3xMrG5/DgmRakN2rrd5txerjJpZ4VepNqnXImmDaH07AaBBLYsaiJTPFbOXrH9o2bOhA29pVOX8nX2BSej9/cJH8ba9FT6lwXMwaLyabxamwF2EwWvryvYsWtAKA6h6bnYEYjAZtsnzKocXngM1slD2JrD+ckDVESC2pd+c5cwq36pCj1mlFXyiR8z1k0mCQh9tuKSrzWeKPJuGV2cB+cp0jbyC6NxhHjcOSyc4sxkULxOOMpbeJjc3//Op7AICfX7Ko6MeW7GgP4K7n5Q+dKsaPHt9RlufRK0VBqVtuuQVmsxlnnXUWfv3rX+PXv/41rNYjJ+D33HMPli1bpvkiqfSMRgOavPaczVpzufiul4fVwH/oly9nHa1Z6p15qTV6bEilhYJ9t7qD8jOlZja6YDUb0S/zAC0QTeq6rKDZa0cyLQzrO3Tc5Bp84WxtAtkNHvmZGF99cPOoHjDVymM3w2iA4hGygiCgYyBa0qanQ3mLONmIFDFJSTy5KH+Glp4V07dEOnizmZX9u/1ryyE8tq1d9v39kYRusozOP6Zp1G194QROnFZ8X5JKkNvMVjIQVj/WvBwm1oiZzoUyvwYGx7Pr5aReqbUfXAAAePD1/bjsHvFi4ZwcGexSn6gf5jmJkk7ilUzP9TrMRQelghpkuDoU9iIMxVIlv7Aq9dZU++/z8KaDKONke03UOq0YiMjLFurwR0vScuGGC8U+oPNufAIA8KVztSkLky4o5nqdxVPprPsOJTTrKRVJwOuQ9/pucNvyngv1hGKaZbQtmSVe8NnTFUI6LeC6f4gZyccpqIwoZOOIAUyldvoslu7loigo1dDQgBdeeAF9fX3o6+vDBz7wgWE//+tf/4obb7xR0wVS+bT47Dis4ERdEAS81jY6M+q3/znSs+CpwQbNWkTyK8luMcFjMxfMJFPSU8pgMKDWaZHdYD5UpglHpSKVRPxn15GRx4cGopiiQT8pQOxPEIglZaXkd/jLM2lDC0ajAWlBbC6thD+aRCCWxOTa8qTyi71C1B1M+yPq+3WI5Xvqyo7FDC39vqfUWDi5BisGxzorVcyUTDmDIobyRxOajR4vNWnq5tCgx8H+sCYDHCrBbBKnOvkj8vbbPSHtp2JpqaXGjlA8VbC8uDcU13WJfCHZmus+kWPa3t+/sAQA8mYQ7OsJ46TpdYqCNcXsJyRhDfprKu1FGIwlS96rSTq+ez1LxYHc359ZxWW02Si5mPjWIb/iC+dyfPr04aXoaqfhjSRdUMx1jN+nQTmi0kmpuSjZ39a58jdwF5uca38xdMa312W+1qIPreQ3/3OCZo+Vj3R88NkziyvTHctUzVL0+XwwmUbvEOrq6oZlTpG+tNQ4FAWlfr9hX+brvbeuzHz9/XXb8fJuMfDwn8H/v7TmXI1WWTkNHlvBiRM9oZiiD+MahxUDMjNgwvHSX6krh9fajozmfmFnV96dmxK1TitMMktQP3HyFKycr+7EvFLeOSy/9AkAHnxNTHMuV9NTsdG5uoOjvnActSoPzoqZvhfReaBXjVXzm1Wn1d/5jNgDrnmw9FiJDx0/SdHVzUA0KfvKbaW1+MTAb9eQz55fPLsn039Lj5QED/zRhOzSj0rw2i3w2MwF+0L++IkdOCijd6Se/erSxZmvP7w4d38Tu4yyop0dARytsARf2k8UM1QnFE8VHTx0WMyye0ql00JZGp0bDAZMrHGoHtxx/3/fw56u8kwR00qzzAoN6d/k2Im+kqxDCkR9RaMsKUC8oFgzWMKXTbs/lmnjoZbbrk2mVEBB+V6D25Y3kNirce+vf3xxybDvt393hWaPDQCLptQAgKKel2pIgwhKMfV7rNDHER+VhZgpJe+ALJZM4cZ/vQXgSD+CtrWr8NUHN+OhTQfx8cGxqhK9NF7Mp9FtQ1cw985TEARsO+hXVPNeIzNTShAEBKNJ3Qelzp7TiJbBEbxSs1WtxhcbjQbUu6zoCsYKXkV5ensnLtBRUGrp0U1YNEVZKZA04rZcPW28DjP6FJYYSsLxlOoDfqfVrLrReSSRgk8n47O1sqsjiEe3HsYvVPzu7U/tBAD85XOnKv7dZDqNzfv7Zd//xV3deH8V9ykaSiozfOKtDlx6ylQA4v70ixpNB6oEj90s+4JJIFr6LJJitdSIxzf5siDOntOIpN7qnxRaPq8ZL37zHJhNhkwwNZdp9U609YQhCNl7o3UEYji6RVlQyuewIJ5KI5pIq85SDRdR7i1xWI2y91fhwYBIOY6/zCYDXtzVhYsWtir+3TNmN+huoNAErx0dMoIBUoD8+Kk1JVnHY1efUfhOKuSrhugYiOLcuY1FPb7bZpZ93paPkkmAEzy2vBd/e0Nx1GmYOXv8lFqcdVQjnt/ZhX98cYnm2e31bhtqnRZ0+KOKSpGVOtAXgdtm1iwTbyxSlSlFY5OS8r1c2S3fW33sqNsuXKC8IW41avBY82ZKSQc4Mxrdsh+zxpl/ZKwkkkghnkqXtMljOcxr9WJPpxgskeq4P3riZM0ev9GT/wqOpN0fxb0vtWn2vKW2o8OPZ97pVPQ7f351f4lWk514BVxto3P1GUtOm/pMqfA47Cm1ZJbY7Dhb7z/JU2934PW2XgyEE5ng5u4ho7uzlQEVoibdXuvx36UinbD/78PbAIgXEQ4PRBEtwTTbcvEqyJQK6KDUssXnwEEZE5a07FVSrSbXOQsGpADgb4MlfDs7gll/vv2wH40KexZKJ77FlPBp0d/JaZU/mEPKRClHb9RZjW7VGcfxZBrH6OyEt9FtQ7eMY7ZOfww1ToviXoaVVptnAl+7P1p0ppTHbtakPYqS8lSvw4LuYDwz7XEksXxP23337z59EtrWrsLxCi/OytXsc8iasF6Mq/60UfetbEqNQSnKaPE5ZEfcf/a0WMZx36dOHHa7y2bGa9cvHXbbnR8/XpsFVliD24buUO6dZ3cwBpfVpCjSXuu0ol9GppQUuKr2A/9CZk1wY3eXeID7+T++AQCaTOiQyA1KAcBNFx2j2fOWms9hwf4++WO3K0E8iVW3ww0VURrhtCob7T3UU9s7Mhl748UFx4oXCR7J0aNsIJzAZ37/Oj581wYs/O6TOOcnz2Hamkcz02+23KBumInUOy6WlLetbGYjppZpcqTWpIs2esrGHEnulLR4Usx6qfam9DVOC7YUyNQLxVJF9yoaS6QhGV8Y3FcP1RuKY3dnUHFPSLPJCI/djJ6g+rJ9cfpeca+3Ro9N1rEXAARjCTgsJk2PVXI5fXYDUipLG6u9t1s2DQWybiSdgaiqsvFKE8v3Rr/OBEFAu7/4v8ljNyOgUfme3GOwmsGhFjvaA1l/vv2wvyQN6UtpUq2j5KXbai+ejicMSlFGs0/+9D1pLOfZWUanNnps+PxZ4kS1V68/T7sFVliN04r+HLXhANAdiKFBYeqnz2mRNX0vEE3CYzOX5aColGY1erC7MwhBEDTrJTVUo7vwAU46LcBkNOC8o4ubelJOH1g0CbMUZOABwMr5zfjoCdploRWiNlMqnkwjkRJU9whxWMwIqSzfiybS+MvrB1T9rl5JvWKuH5xiM5QgCFj43Sfz/r5PZbamNJ1NTnZCPJlGLJmGu8oDHUMtHJJhc6AvgnqXFZNq9RlUA8T384CMjA3pc1zLHiKlICczxh9N6Oo1Vy7vdo/uU3T7erGUd9YEZfslQAx2yQ0IZROMFd8L0GU1IxiTd5IYjKXK9rqod9uwfnBAkFLdwVjZpu1qZYLHJmvwTPtADBN0GJSqc1mylokGY0nEk2nF5wwjuW0WzTKl5GYf1rqsmFjjyBlk2XJgABv29BS9pnKaWOPAgb7SBaWki+XfXDGnZM8xFjAoRRm1TgsGIomiGlBK1lwwF21rV2GCR387kVzqnBb05AmkdKk4IBAzpQqfpAVjCd33kwKAmRNcGIgkcKgEE1QA8apboUypgUgCqbSgqyuKtTLLPIdat7W9RKvJzuswqyrJkA6o1PakcdnUZ0oBwM3vn6f6d/XM6xgdXJp+3ZHpNtJI+KG23bxc9fNZTOLhRqFhEcCRUfMem34yQz9ygtg0+g8b2nDVnzbm3Vfogdz3c38kDo/dDLOpug8nj5vsw9uH8g+L6PBHx9QxixakfqAj+4v94RVx0E29iiCI02oq6kRai6EvTpsJYZlrCCrIIimW2mbL7QNR9IcTugtKTaxx4G0ZQ1zErCJ9/W1A7moI6XjOXWTGn1aNzkMKp0se7I/g2R25W0p85ozpOX9WjSbVOnCwyKDUX1/fj2lrHsW0NY9if+/wyoZTbn0aAPC5M2cW9RxjXXUfRVBZ+RwWJFICXigwMUgqv/jjFSeXY1lVo9Fjz5uF0x2Mo0FhoKPGIa/ReTmv1JWSlA1z2tpnAACf03g0amOBqSDAkQlZehr9rXaM9uJppam/z0bt9L1gNAmz0QCbWd3uyGlV31Oq3mXVTd8iLX1v9bGjPqumrXk08/W2m5fj0a+cgba1q9C2dhX2/GAldn//Ak1OzIZO38wlGEvCZDTAbtHPIcrpsxoAAP/7z7dKesW1XOSW7w2EE5ksuGq29eBAwfKM/nACda7q/1vK6a+fF4cafPYPr2v2mC6buahSlpBGmVJy11COyXuS0wZ7/o08qS1kX4+Yzdakw8ANUDgY16lB/6VKqHFa0ZvlguKre8X9oLHI6ge3TZueUoGo8pLYXz63Z9Rt0pTEGY2uotdUThNrHDjQX1yLjG/87c3M12f86Fl8bvAzM5pIITXYw1Pv1S6lpp8jPio5qV/RZfe8mvd+n7r3NQDAkpn1JV9TNWny2tDpz53hMxBRfnBeM5idVshYmLyXzbdWzNX08Rpl9Ce4aXBqpJ74HPJeJyMd3Vy+pqcOqwndwZjsnkGSQEwsmVE7JdAxeHKRr3F3LuOx0TkgZpdtOTCAnz29CwBw4vefyvzsteuXjjoBMxkNmmTCnDqjXtbnWCCahNNiKtvkSC1MrR9+EP6V82ZXaCXaEMv3Cn/mdAVjqrJlyu2Tg1MR8xmIJLJmEI5nrYOZUtJJ9FBqR5u7qiFTSsEaQrHip/3JNXOwTL8zoCyb/L+D20dPn5kAcOxEHwAxSzEfLZqCV0Kdy5I1U6q9wN8rl0erTKm4snOMyXUOTMvS87ErEIPJaECDq/r3CUNNqnUWlSl14c9fHHXbE291YNqaRzH3fx8HkD37nIZjUIoypAhuoUjuy4O1wsVG+PVmgseOzkAs58mvmglENXkmcwwlNoIeGyfP91x+QuZrrV9DDW5bJhMqlzOPKm4EbyUoDUpJB0FajuUtZNrgSbnSMsNiSyOkxsRRhcGwdFpAJJGCQ0cZc1o5Y7b4Hrht/U5EE6nMVer/+8TxJR2JLDcI/1pbLwI6n1LziZOnVHoJRZE7fa8vnECdDqbC1g023t3Vkb05LyB+btY4xl/mpFxSa4c//VfsKfrTjyxU9ThOmxlhlX0AgcEgUZEXE9w2M0KxpKx2FeXMlLKYjDhuco2sSZFD7eup7kEo+RzV5C4YlOrwx/Tb6DzLMf6Pn9ihyeO7bWYE40lVF+UkgiCg0x9Do0f+Z1+rz4G2LK+5Q/0RmI0G3Z0fTqx1oC+cyLQOUGrbQbEE1Ww0jBr2JfnXl05Xvb7xgkEpGkXOSORFUwrfZ6yZ4LUhmRbQmyOIdO9LbXho00FFj1kjs1dQoIwHRaV27twm/PBD87H31pWaP7Y0fS/fgebax97R/HlLzWO3IBxPYU9X9tHcI/WE4rCZjZl+IOVgNRvhsJgUT4Ip9oDfMXhyorQcRApiOS1jI9irxNC+I9JVPABYOb+lpM/rc1gwICMIbzIacOoM/WXivv6dIwejeryqP5RYvlf4vTwQjuti0pLUoD9XU+VUWkAglkSNDgJs5XbHx44DAFz7ly0AgG8/JA5JmNfqU/V4j755GD9Yp34/HIon4SzyeMhjNyOZFhBLFp6+qqQJtBam1Tuxp1Pevl7y9436HdjR4LYVnMbYodNMqVqnFX1ZBiRduKBFk0E0brsZggDVw14AceBLLJlGnYLspqNbsmf9rPnHVlnvqWpT67TAYTGpmsA3tKfp7h+sRKPHhnduWYEV845M333xm+ewdE8GBqVolDf29eX8mdTsUpquN57YLSb4HJacV3QsJgOuPf8oRY9Z67QiEE0WHEsfKvNBUal99MQpJUkzb/TYEE2kEcoToDh+Sg2OnaivNFope+WwzKun/eF4RU6uXINXn5UIKmywOZJ1sKxM6TQnKYjlGIflewDwpXNmDfv+2yu1LaXNRu600Ug8VfXT3LJpcNvwz6tOw/qvnlnppRTNay88rQ4QMyP10FPKZjZhXqs358lbIJqAIEAXf0u5vf+4iQCAhzYdxOGBIydtat+jRzW5YTGp3/+HYinF/W9Gknp0yskGLPfxV0uNAzvac2f0jTV94QQ2vpf7vCOWTKE3FEeTT18lYYBYvnewPzLqQmkyJeCoZk/Rjy+9D4oph+2PiMdOXgXHYR9YNDHr7ecf04TpDfrqJwWIZa8umwnvqcg4PPoG8cLe7u9fkLnNbjHhrksX46pzZuJfXzoNk+v0O4m3nBiUomE+fdr0YaOtR9rdJe4oz5jdUKYVVRexr1T2K61Oq1lWltlQ0gFwoRO1zkC0pGU1Y4XXbobVZMzbNHPje/1YOKmmfIvSgMlowIJJPtnNzg8PRNHsK1+WlMRjNyvOlAoUWb4nBTffKjBZa6RwLAWjAaobrOvd15fPwcr54pW8Oz52HK4sw1SYGoe8aaN67vW1cHINZjcVf7JRaT6nvPK9/khCN9lFLT47DuW4Er5pfz8A6PZ1V2pSduWpt4pDSorpmfbxk6bg7DkTVP9+OJ6Es8h2BjazCVazUVY/nkC0uAsnSj31dgcef0v59FxrlU/AzGX7YT8eeG1/zp93+sU+RfU661MEAL7BcuBdIzLfth0agEeDQKfJaBB7tBXRV6o/nIDHpmyC6qRax+DvDr8YePcL72Jvd0j1WiqpOxjHNQ9uVv372f79vrF8Lhbo7HyjkvT5CUYlYzICWwYPzrL59H3iNAE9TS7TUmuNAwf6RkfSw/EkBiKJTFNQuewWE+wWY8Er0v5Ikr0uZDAYDJkSvnz02JtATHGXNy5664EBxCuQQi0GpRT2lIol4VbYi22kWRPcijMcpLJBvTWG1dL/fWIxnv/G2ZlMiFKrkZkpFYoXP12LiuO1WxCMFe5V0h9OoEYn2UUGgwHvHM6egWI2GmA06K9RdLm8+u3zhn1/TRFBKbfdUtRJdCiW0qSdgVfmRZRgLAlvkfsoJf5nyTQAkNXvSuK1m3H7R48rzYJKbPm8prwBtUP9EdQ6Lbosf5IuJktT6SQH+iKwanRBzG03F9WDMRhLKh7wIA232J7l8/SkaXWq11JpSoPP0oUbLUoxiUEpGmHp0U0Acu8Mx2tWgaTZKzY7H+lQfxQ2sxG1Kq4Ye+2FR2/7owl4HeMzEKhUk9eWGY+cjd1ixAUl7p1TChM8tpz9UEZ65p1ONJSxyblETaZUsY3OAXGbRhPKgnBi2aA+TqZLaeTUuFKS21Oq08/M0ErzOiwQBBR8Pw9E4qjVSanl4YEI/paj987uziDMxvF9fJOP0WjAH684GQBw58cXFdXI2G0zFdUDJ6xR0Nptk7e/OtAXLrqxuhLTBz+T5QYaBEGAP5rMmQVY7T6waBJmTnDn/PlLe3rQXaDnVDWb0ehC35AM4dRgoP/4KbWaPL7bVtwEvmKOwS759Sujbvu4Tod8XH3ebJw+S1kV0FX3bwQAfGPFnFIsadzhHpiGmTNY49wbyr4D6AzEsGSm/hrQasVuMeG5HV2jbj88EEFrjUPVVVY5k9X8EeWT/carqfWunH2/IvEUoom0LvvVTPDaC06okTT77CVvWp2N1WTE4QFlU4OK7SkFAHazCTGF0/eCsUTZxnyTqMZhyTkoYqi+cEI3gY6xymU1wWQ0FCzh69NJTylAbE9wfI4hLTf/+23EC/R2HO9On92AtrWrcOGC1qIex20rPlOq2J5SgDhAJBiTMw20D1sODBT9fHKdNqseFpOhYPNviRS8uviESaVcVsk4rCZsP+zPmd399iF/zsbaevBeTxgv7+7OfC81pW9QMO0uH/dgVqtagVgy02OtGJ0B8dhvXqs+t1Wzz452mcfYkne7xAvgQ4fHkHoMStEw0sFlW5ZMEyn9tFBp1Fh238tt2Hpw9MHJ4f4oWnzqSsJMRkPBf9NANKmoCeF41uC25ryqJu009XISNdQEjy1rll42L+7qLmsPDEkyLWT97Min2J5SgBgsHpkeX4jYt4jvqXJq9tlxuD9asCylPxxnuXKFGQwGWc3O+8MJXUzfA4AWnwOHcgyL+OCiiTh3rvo+RySfy2ZSXW4UT6YRT6WL7ikFiJm9fhnBMafVhA8vLl/Ax2AwoLXGgYN98jKfpObMejyuAY6Ue23O0Trkqe0d2H5YWc/IapJMC/jVC+9mvpd6SWl1/OGpUKbUxBoHZjYeybR+ZMthANBlo3NAPMZWen6rZlof5cagFA1jMBiwaEoNDmTZGUrR/a8qnDA3llxyUva01GLG1b7THsB1/9ia9z79Ef1cja60Jm/uZraPbxObh+qxN0GTzEwp6YS/pQKNzhdNqVXcbDUYS1SkfE/PzbT1qt5tQzIt5J2OCQC94bgusxnHmoFIAu/maVorCAIGInHd9JRq9tnRFYhlDYom0gJO1HEvFD3x2JVPaZVI49e1yJSSW/bksJjK2lMKAPb1hPHp370m675/fGUfAP32Q5Mm4L7bFcx5nxOmalPqVg26gzFNA+BuW3E9pUIx9RcG93Qd2T9MHGx+rqRhejWpc1nRk6NKiMpDn68cKqmJNY6s0V/phL4SZUHV4pKTxGZ2I7Myfrp+Jx7adFDVY64+rhXvW5g7HV4QBPSF4rqcPFIJ0xtcOad/eOwWnDZLn+WnTV55V3H8EfHgZK4G44aVcttMCCrsFRLUIHXcbjEhojBTKsKgVNl5bGYYDKMn9ozUG4yjvgI90Wi4tAB85c+bcv48FE8hkRJ0M32vwW1FPJXOfEYO1RuKoZ6B0LJw2cwIx1OZ3jpKhOJJGAxioKhYHrtFVk+pSCIFh7X8p0tyh5Uc1eTR/URsr92c9/jmM2dML+NqtHXeiADUY9vaC/aRVcJtLy5Tqi8cV9XKYIJ3+DnJN//2puo1VIPWGge6g7FM4LuQzsGLxNcsVT/0gYZjUIpGqXVa8a/Nh0bd/uKu7iz3Hl+OGaxrz5ZJdtmpU1U95rETfYjm6YcTjCWRTAuocenjwL/Sal1W7OoMZq2x39UZ0G3t9wSPHT2heMED1X29ITitJrg0mE6klJpeIcFosujRyA1uG7oVpl2H4yk4WL5XVkajAT6HBf3h3Afk0UQKoXiKmVI68Ow7nQBQ9iwStdw2M3wOC97rHT1BtzfEPmblImVlqGl2Ho4n4bSYimq0LvHYzQV7SgmCMBiUKu++QsnFs/19YcxszN0oXA8uXNia9cLS7k4xe0rPf580WEc6dnt5T4+mfZfctsKv43we3Xo40xtJiY8PVo5sfK8PAAqWele7CR4bvHZL5jVXyAOv7QeAonvs0REMStEoWw7045324WM+pXT3j504vsdemk1GGA3AjhH/Pi0+O1ap/GCqz9MDCRA/6I0GwM0TaFmkwGG2q273vtSGf2YJuOpBg9sKgwHoCuYPvhwqor9Zsdx2MwIFGiOPpEWTTbfNjLDCTKnuYAxODa62kzI1BYJSvaE4DAbx4ghVN7fdjBqnRZMAQTkYDAZMa3BhX+/oE7DeUEzV9FxSTiq9U5PdEYql4NTogoucabGheAqCgKJLzJVarGAy2+7OIGY36TdoA4gBgfYsQ1KkbJSmCh3TaOH9x4nnBj2hI8du2S5sqyUGV9VnSs1r9WL5vGbFvyf1WesYONInshK9TLViMBgwEEngka3yzhFuW78TAIb11aLiMChFo/zi48cDADbs6cncJpVD6TmFVivTGlzYM6T2PRRL4vBAVPWV/XqXDT15Ag394QS8Dv0c+Fea3WJCq8+OwwPZd/r/e+ExZV6RNswmIxrctoJ9pa79y+Zhdf7l5LGbsfG9fkW/U8w4YonTZkJY4UFZdzCGVIGG26S9CR47uoK5X8O9oTh8Dosu+76NNYXKW/tCccxpKn+ZcDGm1DlHZUrFkil0+GNo1vGJr54YjQbUOC05pzznE4ol4dKo7FpOUEoqsyp3UGrpMU0A5GWfvLirG80qe5pWi+kNrqz96y6/T+yrpZdszGwsJiO8djO6A3Ec6BM/e77/gfmaPb7bVvh1nE8knsr09VJC6mH2hfs3Znpa/eZ/TlC9jmrxq+ffLXwnAMdO9GJynbqp65Qdg1I0yuQ6JwAMKyn74v0bAQCzJujrALQU3u0KZSLkADLBD7XR8np3/uZ6fjY5V2xqvSvnlajuAplG1azFZ896NXGoc+ZOwJlHNZZpRcNJU4AKTVcbKhhLFn11zWU1F2yePVIqLWD2BH1fXdajBo8V3YHcn3d9bHJeNW66aF7eMqLekP621ZQ6B/aPCEp1BWIwGqD7E3s98dot8CvMqgXEzCWtppa5bZaCDaKl6bDlDpLPGtw3vd7Wm/d+UkmY3ifJzmx0Y/P+fiRTw9sTyO2rVe380SQefP09vLFPLHXTMgDuLjJTSouhLwtuehIAcNJ0fQ+LWDm/GVeeOUPWfQciCZw+qzLH2mOVLoJSbW1tuOKKKzB9+nQ4HA7MnDkTN954I+Lx4Qe2b775Js444wzY7XZMnjwZP/rRj0Y91l//+lfMnTsXdrsd8+fPx7p168r1Z+jOr57fk/l6ZDnfePaV82bj1BlHDtS//lexuZ/aaHmD24b+cAKJVPad70AkoZvpRtWi3R/Fv7cMT8END/av+NSSaRVYkTaavYWDUq/s6cHpFWrmfuECsXeC3KbjqbSAcDwFt62417fTaspsX7nY6Lwy6l02dIdyB4Z7Q3HUsXSvKvic+Ust+8Jx1OhsW2XLlNrVEURa0O/UKD1yWk0Ix5RdSADE/bhWWUseGeXmgWiiIiVJTqsZx02uKXixRbrIduI0fU+nm9YgXtS9/amdBe6pT2ce1Yg/vvIeXnm3F16NX09yp0jmEkmoPxb60YcWDPte71lDzV4HNg4GDgvZ3xvR/fuu2uhiD/zOO+8gnU7jV7/6Fd566y3cfvvtuOuuu/Dtb387cx+/349ly5Zh6tSpeOONN/DjH/8YN910E+6+++7MfV5++WVccskluOKKK7Bp0yasXr0aq1evxrZt2yrxZ1U1r92MV97tRSSewhv78l+pGW9afXZsePdIaePm/f1FPZ7UO6UvR7ZUf0Qs3yP5jmn1jmrML/UBq9dpo3NAvLrWXqB8rycUxws7KzOUwDOYYi/3qp10v2J7SjmtZoQUnuCE4kk2Oq+ABrcNPXl66PWF4rqZ5jbW1TgsecuH+sIJ1OlsAMfkLEGpTw2WCFH5uG1mVY3OxZ5S2lxMkDO1LBAtPpNXraNbPNh6oD/vfaSpz3oPqEqBxl88u2fY7WajAd9bfWwllqSp1sHMqD+/+h4+c4a8TBy5iu0p9eaBAVmTnbP5yJA+w3d87DjVa6gWNotR1r+llMGo98ywaqOLI/IVK1ZgxYoVme9nzJiBHTt24Je//CV+8pOfAADuv/9+xONx3HPPPbBarZg3bx42b96M2267DVdeeSUA4I477sCKFSvwjW98AwBwyy23YP369bjzzjtx1113lf8Pq2IfWjwJ977UhvNvfz5TBvXDD2lXA61njR4xqNEdjGkyyc1qHqw3D8YxIUv5QPtAFE0sK1Bkc5a+Ru+0B7B4aq2ue9U0++x453DurEVpZ/rp06eVaUXDWc1GWE1GMUAko9I3GBPHexfbcNxpMyGk8KCMmVKVUe+2YtP+3Fci/dEkg/BVwue0YCBfU/pgHDMa9NXkdUqdE4f6o0ik0rDo/ERezzx2c6ZfkxLheDLTKL1YXjk9paKVa58ws9GNx7a1572Pw2LCxBpHmVZUXr2hOJJpAUtmVibzW0tfXz4nM63tEydP0fSx3TZLUT2lAMBXRMZr29pVaOsOZbLd9MxsNMiqDJIyGMfqe69SdLtHHhgYQF3dkQjlhg0bcOaZZ8JqPfLGWr58OXbs2IG+vr7MfZYuXTrscZYvX44NGzaUZ9E68q0VcwEMnxDxkRPG9+Q9yXlHiw0o/73lEFJpsXdOsdPOGty2YZM5hgrGkrpu8lgJv/yk2Kx/aG+j6/6xNVPPr1eFyvde2NkFAJjX6ivXkkZx282yA0ShWBJuq7noJv5umxlhhT2lwiqbe1JxGtzWvA2O/7HxQMESVSqPGocVgVhyVJ8XSVcwlrlIoxctPgcMAA73D3+NTa7jyUU51bqs6MsT8MwlGEtqdjHBY7cUzIoYiCQqevxV6Jjl8EAE5x09oUyrKa/7Xm4DAMxo1H/vx6EXsLXO1nfb1GdKSecwxZahjYWAFACcMtiaJZ3O3xf1J0/sAKD/csVqo4tMqZF2796Nn//855ksKQBob2/H9OnDJ8M1NTVlflZbW4v29vbMbUPv096e+0pELBZDLHYkWOD3+wEAiUQCiYTyHWq1kNae628wjmhUfP8VJyCZLC4SP9bc/O+38ZfBKx//7yMLino91Lks6BiIZH0MfySOCR6bJq+3Qtt9rGhyiweRW97rxbxWb+b2k6fX6vpvb3CZ8WpbL2KxeNZATlu3eIXHhPSobV2uv9tlNaE/FEUi4Sx43/5gFC6bqei12YxAMKbsMzkcT8JmHJvvhWp+n3tsRvQGYznX1huKY16rtyrXXu203u5SZd7h/lDWJuCd/ijqHGbdbaspdU5sO9CHFq/4B86f6MVnT5+mu78DqO73ej5OixH+SFzxugOROOwWoyZ/r90kBrmisXjODOreYAweDfZRarx/QTO+9+h2HO4LDgtqDN3mv35xL7541gzdbf98+oIRuG1m/OzpXQD099rOZesN5yGVFlT/Pbne63azgGAsiXg8rjhIIgWzrAb16xpLjm4Sg2u7OwYwPU+gbevBAQClf23q9fN9JLnrr2hQas2aNfjhD3+Y9z7bt2/H3LlzM98fPHgQK1aswMUXX4zPfvazpV4ibr31Vtx8882jbn/yySfhdBY+6ap269evz/mz/3cKcN1rJiQFoPvtV7Du7TIurOqJb53tg2me7dtexroiWpPFA0b857UeWA5uGvWzXW1GxFwC1sW0awCZb7uPHWb8/J8v431T0xAHuJjhivboerjBvgAAmPH7hx7DhCwX9p/dbQRgxEvPjt6+5drm6ZgJz730X/RsLzyBb3u/AUgYi94m3VEgEDXh0UfXQe4xWX/QhE2vbUDXGP5cq8b3eXsY6PSbcm7zeosJdZGDWLfuQJlXNnZoud1dZhP++fgzmDwiWUEQgPYBE7ZvegW972j2dGXRaDDi4Rc2ItEmZoBtPWjGrq0bIbxX4YUVoRrf6/m07zcikgLWpXYr+r133jXCaQbWrZM3tj0fseLJjIceeQzOHGdDW9qMSAnAunX7i34+pcRrw2b89uFnML9u9P5U3OZmvPH2bqyL679B+NoTgTWvmfGd363HskkCpONsPR+zlcLI93owAaTSZvzzkcegNInQHwcAM55/ej1YzXzkPffnx17AcfX5jmHNmOtLl+21qbfP95HC4XDhO6HCQamvfe1ruPzyy/PeZ8aMIw3hDh06hHPOOQdLliwZ1sAcAJqbm9HR0THsNun75ubmvPeRfp7Nddddh2uvvTbzvd/vx+TJk7Fs2TJ4vd6cv1ftEokE1q9fj/PPPx8WS+7U5FWryrgoHWma14eP/eZIc9SVK1cW9XivJN+G127BymWzR/3s6g1PYsaUVqxcWXyzR7nbfSy4esOTePqQEXd9YQVe39cH/Pc1/PLzy4suFaukdFrAbdvWwz5lAVaeOGnUz6/+X3Es79DXY7m3+a1vPY8JM6Zh5ZKpBe9r2NaOV4L7sHLlyUU9Z08ojls2PYfzli2HXUZ/KkEQcO1/n8IFS8/A5Fr9X1wYqZrf54FoErdueQZLzj4/a0Pzn+1+CWcvmYMzZzdUYHX6VortftuO/2DBCUcPmzgLiFPJEq88iw+tPF93PcAO/mcvtuwfwMqVx2FPVwjY8BLmH38izpmjv/He1fxez2fbEzvxzI4urFx5mqLfe+ZvWzGr0YWVZxXfLDqdFrDm9fVYcuY5aM3RG+aFh7ah1WfHynNnFf18alzzypN4NViLb33ylMxt0jY/4J4DYA9u/NjpmD1B/yVuALDmtSfx6H4TPnfRqcCGDfjyOTMq9m9fbXK91yPxFK5//Wmcee5S1LmU9Yba1xOGZfNLuOjC4s5hxpI/HHoVxy6YjJULW7L+XBAEXL1hPb7zoZNwcokbnev1830kqcqskIoGpRobG9HYKO8g4ODBgzjnnHOwePFi3HvvvTAah4d0Tz31VFx//fVIJBKZDbd+/XrMmTMHtbW1mfs8/fTTuOaaazK/t379epx66qk5n9dms8FmG13/a7FYdP0CkYyVv6PcTpl1pIZ/2TFNRf8bNnodaB+I5HycKfUuTbfTeNju333/PNzwz7dgNptxyWAA0WbT1/jyXN5uD+bdftl+Vq5t3u6P4dW2Plx5VuEDyUhSgMde/LpqXOL+IJY2wCPjsQLRBFJpAfUe55h+H1Tj+7zWbIbJaEA0lf11OhBJoMHjqLp164mW293ntCCcEEY9Xl9/DDazEXUeh+76asxt8eH2p3bDYrHgvT6xt9TJMxp1/Zqrxvd6Puu3d6KtJ6x4zZFEGh6HVbO/1W01I5LjswgAAtEU6ibaK/Zvu3hqLepc2f/eH68XJ9Ud3Vqju/dgLqfNqsdLu3vwvv8Te/1+4ZzZsFh02WmmZEa+181mMwwGICEYFL9OY2lxerGePjtKrbnGge5QIue/SWdA3Gcc1eIr27+b3j7fR5K7dl0k6x08eBBnn302pkyZgp/85Cfo6upCe3v7sF5QH//4x2G1WnHFFVfgrbfewoMPPog77rhjWJbT1Vdfjccffxw//elP8c477+Cmm27C66+/ji996UuV+LNI59rWrsK6r5yBn398UdGP1eC2Zh2TLggCLCYDPrBoYtHPMd5ItfLTrxt7qd9/fjV3nckXzp5ZxpWMdvmSabIbk2o1bttmNsJsNMhusD4QScBgADw2HuyWm8FgQCotYFfn6Ak3qbSAvnBC8dVeKh2v3ZK1IXWnP4YJXpsuT4ZnT/AgkRLwn13duPIPbwAQg29UPmsuOFrV5MZQPAmnhp/bHrsZwTyTy/ojlZu+BwDnH9OE9W935L2PHt+DufzuUycN+96p0aTFscxgMMBpMSGicNgLIGZZuTjwZZhWnx37+3KXm72wsxsAMMHDqeha00VQav369di9ezeefvppTJo0CS0tLZn/JD6fD08++ST27t2LxYsX42tf+xpuuOEGXHnllZn7LFmyBH/6059w9913Y+HChfjb3/6Ghx9+GMceW3xZFI1Px7R6YTMX/4E+wWNDR2D0xKlIIoVESqjoQZFefe7M4cGZry87qkIrKQ9pWshHKzwlU8mo72AsCbcGJxgGgwEuBRNoAlHxefVcyql3f3tjdM+onlAMqbSgu4luY9nEGgcO9UdG3d4VjKFR4ylS5TK5TizZ/fKfN1Z4JeOX2s/9UCwFl4aBCrfdjECeoNRAOJG1zLhcXIP/Tm3doYqtoZzMJiO+vVLsI7zjeysqvBr98NgtGJB53DXUu90hHOK022FmT/Bgd2cw58//9+EiGghTXroISl1++eUQBCHrf0MtWLAAL774IqLRKA4cOIBvfetbox7r4osvxo4dOxCLxbBt27aiewERaaHJa0enPzbq9v7wYEZHBUcS69XIaTpfOnd0vy49+mKOTKjvr9sOAJjgreyJoqfAQf5QwWgSbptGZRg2M0IxeVcKQxoFw0id02c14NSZo3tGdfpjqHFaZPUFo/KY4LWhKzB639Tpj+r+SnG2DDAqD4fViGhCeWZHOJ6Ey6bd54PHbkEgz8UMfzQBbwWPv6SLTNsPD+/JEhp86X7+rMpmRpfClWfORNvaVZpc8B0v6lxW9IRGV1sUEkumUc/M5GEm1TpwqD93oG5SrQOfOHlKGVc0fugiKEU01jW4begJxTPZLpLuYAx1TmvOccWU354frMTEGgee/frZlV6KZtyD5W4jXyu//c9eAJVPd/faLfBHFWRKaVC+BwAum0l2+V4wlsxcgabya/bZ0T4wOvumMxBFk84DHWNNoyd7UKorEBszGW0vrTm30ksYd2xmEw4NREddXC4kFEtp+tnttpkRyLO/CkaTFb0oaDWLp2lfuH94Vt/f9oq3r5qfvRkzjS9uuxnhuLzjn6FiiRROnlHaZt1601LjwOGByKhjbInFZMSZR+lvKIYeMChFVAUaPTak0gK6Q8MP/ruDMTTotESiGpiMBry05lxMV9G7olpdvmQaAOBglpKaauCxW+CXmSkViCU16+vkVlC+p/WJDSkzo9GFA32jX78dg32KqHpM8NjQ7h991bgrEMMEHQeltt28PPP1xByT16h0pOOaWDKt6PfC8SScGvbAyZfZm04LCMa1u3CilhR4GhiS2bexRzx9O3aifqeAk3acVpPsTPGhgrGkpuWwY0GLz45ESsDentEls4Ig4PBABC0+XjwrBQaliKqA3WJCg9uKwyNSRrsDcdS7mVpLR0iZUGv+8WaFV5Kd16Ggp1RUy0wps4JMqQTcGpaAkDI+hwX9WUqnOsZASdhY01rjwOEsPUc6dZ4p5baZ0bZ2FdrWrqr0UsYlqU9TWGFz5lBc255S+RqdhxMpCIL6/ldaWXFsMwBg4XefHPWzsdTknNRzWc2qGp1reQw2VkjtAy6/99VRPzs0EEV/JIGZMof5kDIMShFVidYsDWW7Q8yUouxe2t2T+bpzMJPhxW+eU6nlZNQ6regPy+ttoFWjc0BZplRQ42a5pEyu10hnIIYmZkpVldYaB3pD8VEnPJ2BKLPaSDWb2QijAbIvJABAIpVGPJmGU+ueUjnK9/pCcRgNlQ9KXbSwddj3G97tyXFPGq/cNrOqRuehOPtr5rK/d3Q291cf2AxBADPtS4RBKaIq0eKzjyrJ6g7EGZSinKR+HOfd9jyAI1OlKsnnEKfA5KrHH0rrTCn55Xs8EKukJq89e/aNP4omLzOlqkm9ywqr2YhDI3qA9QTjqHdx30TqGAwGMbtDQbPz8GB5kpaf3R6bOWej866gmA1YTT09d3YE8D/3vgEA2PQd9kIjUb3bij6ZFwOHCkTZX1OJV9t6K72EMY1BKaIqIWZKDT9Ra/dHmDlAo3z6tOkAgOd2dgGA7Gl35VDrsiItyFuTlv0M3ArK90JsdF5Rk2od6AzEEEsOPyHt8Ou7T9FYZDAYMLHGMay0vD8cR08oDp+DU2FJPaeC4RSAmNVhMAB2DaeyufP0lBqIJFDjqI72CQ9ceQoAYNntL2Ru44UVkrhsZsWlsACPhai6MChFVCUmZinfO9QfRQubsNII3145FwDwqXtfy2TXnX9MUyWXlOGymmA1GdETGj2xa6SQhk1rXTYTgjIbfXYFY5meJlR+jW4bLCYD2kdkS4klYcyUqjatNfZh+6Znd3QCEPvxEKnlsio7kQ7Hk3BaTDBqmLnksVty9pQaCCfgq5L9xCkz6od9f+EU5QEIGrscFpOq6XuhWIr9NbO45/ITAADRIZmc0r/vJSdNrsiaxgMGpYiqRGuNY1SJxIG+CCbVMihFw5lNRz66T1v7DADg7ksXV2o5wxgMBtS7regNFU4lD8e1m4KnpNG5P5JkWWwFGY0GTPAML+FLpQV0sadUVWr1OXAgy7RPNsilYngcFkUlR6FYCk6NszrcNjMCsey9ePrD1ZUN+M4tKzLTd8+fWLg8nsYPl82kKlOK0/eyO2fOBADAI28eztz2lT9vAgBceebMiqxpPGBQiqhKtNY48OaBgcz30UQK3cEYg1KU1cWLJw37vpqm8NS7regO5j/ZSEpNazXKlFJSvqf1WHFSboLXhq7AkWy6Q/0RpAXoeqLbWJUWgP97dnfm+1se2Q4AsGlYRkXjT53Tgr4sUzhzCcWScGn8ue3NU753/3/fw+tV1EPGbjHhpvfNw65bllV6KVRlnFb5xz9DvX3YzzLQLKTj6a//dUvmtqe2ixnCU6ugd+tYxaAUUZVo8YllK9sOioGpl3Z3AwDqnNXR04Cqy48vXojWwdfMI18+vcKrGa7OZSuYKRUeTIt2aFW+Z1XQ6FzDDC1Sp8FtQ3fwSFDq5T3i5x0DHdXn7xsPIDlkcMGJ02qxeGptBVdEY4HTZkZYUU+pFJwaZ3XYrSbs6wlnhoYM1R9JYHaTR9PnIyoFp1VdphQAJGQMpRnvhn4+aFk+TMMxKEVUJaSpU2/s6wMA/OX1/QCGl2oRDfXydeehbe0qHDvRV+mlDNPgsqInmL+n1Eu7xCCE06JVTykzQjJ7KrC5Z+Wtf7sDN//77cz3e7pCsJr5WVeNjmnxAkBmouYTb3WoPgEikritZoQU9pTSOqvDMbj/8WfJllo0uQYr5jVr+nxEpeCy5c74yyWeTAM48vlOw0nv/bbuEB7efBAAsHxedfRuHat4BEhUZX7+jFgmMbfZi5Om1VV4NUTK+ZwWDETyl2VI/Wi0CrqK5XvyTnDCJSgDoeLc/cK7mYNkqi7XDQ5W+PebhzLZiJ85fXoll0RjgNNmUpQp1R2Maz6gYs5gJlS2JtGhEgTBiEqhwW1V1J8NACKDAWG2MsjuGyvmAADO/slz+OqDYhnfjz60sJJLGvMYlCKqMlJJyy+f24O5LUwdJ/3x2gsHpUKxJOZrmOHltisr39OqbJDU+eQpU0bdtvToCRVYCRVy/BSxVC+REvDQxgMAgMnsq0FFcinMlApGk/DYtQ1KGY0GuKymrBP4XtrdA5uFp0lU/dw2C8LxFFIKSvHCCfE179AoW32smdHgGnVbtUzjHKv4aUtUhZKpNOKpNPb3hiu9FCLFvI7CQamBSELTyUZum0lWo09BEBCMJeHV+OSGlPnQ8WKj/kD0yOuktYZDHaqRVOp64z+34bb1OwGIfaWIiuGU+ZktCSeScJVgfH0onsL+vuzHWlv2D2S9naiaSJnnci/MAeL0Y7vFyB5JORgMBqy5YG6llzGuMChFVEVOm1UPADj9h88CAD40YsIakR7Uu6wFG537I0l4HdqVRrhsZllXCoOxJFJpAd4qGvU9HklZcs/t6EI6LcBiMuDTp7EkrFp57WJWizQtrZqmfZI+NbhtaPdHZd8/UsIM199v2Dfse2k/8unTp5Xk+Yi05LSYYDAoC0pFSjA4YKz5/FkzM1/vvXVlBVcyPjAoRVRFfv/pkwEgc6C2an5LJZdDpMrIyWrZaJ0pJWVzFGp2PhBJwGgAPOwVUlFSL7Ev/3kTXmvrRSIloHlwmiRVn799YUmll0BjTL3LCn+BjNqhwvEUnBbtP7dPn9WAs45qHHabtK56l03z5yPSmtFogNtqzlqGmks4nmLpngxta1ehbe0qXogpAwaliKqIaUQaLT8ESY8aPFZ0BwtkSkUTmpbQuQav+BUqB+kPJ+B1WJiyXkU+evcrAAA7D5Cr1lFNR/obPvf1syu3EBozfDLKvIcKx5Mlacrc7LPDHxm+3+gLx2E1G2FnTynSCbGvpvz3UzCWKEk5LJFa/LQlqjJPfvVMAMA/vsgr06RPDW4bgrEkooncTWx7QnFNS+hMRgM8NnPBkxy/xhlaROPJinnNmJalASyRUl6HRVGm1Lqt7QgraIwuex1ZBnP0RxKodVp4YZB0w20zI6AgU6ovlECt01rCFREpw6AUUZU5qsmDtrWrMhOPiPSm1mmF0YC8JXxd/hiavNqWa9W4LOgLlbfBOqm35cZlma+XHdNUwZWQHG1rV+GuSxdXehk0RvgcFoTiKSRSadm/s7MjoPk66lwW9IWHZ/Y+tPEgOvz5S9CJqonbboZfSVAqHGdQiqoKg1JERKQpk9GAOlf+Er5gLKl5cMhrtwyb5pYNg1LVw+ewYOEkH6wmI37FYAfRuCKVb8vN7mjx2UvSeLzONboH4h9e2Zfj3kTVqcFtQ1dAfiC1P5xArYvHQlQ92OmViIg01+C2oTvPAVI4noRL4/4gHnvh9PWBSIKT96rIP790eqWXQEQVYLcYYTUZMRBJoM5VOGMjGEtmBlpoaVKtAwf6IsNuu2hhK3Z3BjV/LqJS8djNBXtqDhWKJzO9OImqATOliIhIcw1uG3pCuYNSwVhK8xMMj90CPzOliIiqnsFggNdhltVXShAEhGKlOYlu9NjQMyJT6t9bDo26jaiauW3KglLhWApOTiGmKsKgFBERaa7Bnbt8L5UW0B2MwaFxppRYvlc4U4pBKSKiyvPKnMAXSaSQFsQT71KswR9NIjmit9X8iT7Nn4uoVFw2M4KKM6U4fY+qB4NSRESkufo8/Q2kDKqJNQ5Nn9NjL3zVnUEpIqLq4JWR3Qogc7JdivI9j118zP/u7R12+0nT6zR/LqJSUZopFYmn4GRQiqoIg1JERKS5Bvfo5rGSnmAcHptZ8xMMr8yeUgxKERFVns9hgT9S+EQ6FEvBajbCatb+tEVquB6OpwCIpYIA0NYT1vy5iErFY1eWKfXczi7AYCjhioiUYVCKiIg0J5bvZQ9K9YbiqHdrP4rY67AgEMt/1d3PoBQRUVWQW74XjCZLUro31Gd//zoA4J32AADgk6dMKenzEWnJbSt8UW6oVFpAs9dewhURKcOgFBERaa7BY0NPjp5S3cGYrGlLSonle8yUIiLSA5/DLLt8z2UrT6nRo28eBgAc1eQpy/MRacGtsKdUg9uGCR5bCVdEpAyDUkREpLkGV+7yvd5QHHUu7Q+GPHYLApy+R0SkC167vEypUCwJt608n9sPbz4IALCYeIpE+qE0KBWOly/QSyQHP3GJiEhzDR4r+sIJJEZMNAKA/nACtU7tTzDEprm5D8oEQYA/mmRQioioCog9peRlSrlLeAL9wUUTM1977Nw/kP74nBb0hbJnp4+UTgsIx1MlGRxApBaDUkREpLn6wUyo3iwHSf3hOGpLUL7ndZjzXnUPxpJIpQX4ShAQIyIiZWT3lIolS3oC/ZETJwMQT9a3H/bDyP7PpDP1Lhv8UfEYp5BwQmzq77QyKEXVg0EpIiLSnNVshM9hyVrC1x2Kl6SnVL3bht5QHOkcB2UDkQSMBsDNAzEioorzOfJnt0oC0WRmSl4pLJxUAwB4tzsEAFhzwdySPRdRKbjt4tPeTAQAAB5ISURBVHGNnBK+nmAMFpMBXjuPhah6MChFREQlIU7gG50p1ROModGtfU8pKdgUGbwKONJAJAGvwwIjL4MTEVWc1y6vfE/87C7dCbTDKpYGLr3teQDAmUc1luy5iErBaTHBYJAXlAoMTrM0GHgsRNWDQSkiIiqJercN3YHRmVKvvNubtayvWNKJRa7HZpNzIqLqIbenVLk/u6fUOcv2XERaMBoNcFvNCMrIPAzGkpnMKqJqwaAUERGVRKvPjsMDkWG3xZJiFtPhgajmz2c1i7u0329oy/pzP4NSRERVQ+oDKAj5++D4o6X/7F4wyZf5mr12SI/cdjOCMXnTLF18jVOVYVCKiIhKos5lw7M7uobd9tTbnQCAi0+YVLLnXTKzIevtzJQiIqoePocFybSQs+RaUo4LCn/8zMkAgKeuPbOkz0NUKm6bGQG5mVKcvEdVhkEpIiIqiaff6cAb+/qG3eYZTBk/qslTsud9fmdX1tv7wwxKERFVC89g8/JCE/jKcUHBa7egbe0qzJpQun0TUSmJmVKFg1J9oThqnNoPmyEqBoNSRERUErd+YD5G9tGMJFI4dqIXphI2G398W3vW2/vCCdTyQIyIqCqYjAZ4bGb4I/lPpMULCvzsJsrHY7cUfC8BgD+a5AU6qjrM3SMiopKY3ugCAEQTKdgtYhPy/nAcNSU8uThv7gTMH9IbZKj+cBwTPNpP/SMiInW8DkvBTCl/NJHJsiWi7OqcFvSFCw+RCcaSfD9R1WGmFBERlUSTxw672YT3esOZ27719634z+7ukj3nxFpHzv4kfeE4fMyUIiKqGl4ZE/jC8RScg9NViSi7GqcVfTImGwcY5KUqxKAUERGVhNFowPQGF97tCpbtOd02MwbC2U9wxPI9pqwTEVULr92cN1MqlRYQT6Y5EY+oAK/DAn+08PS9QJSNzqn6MChFREQlM6PRhT1doWG3ffKUKSV7vtYaBw4PRLP+rD8cRw2DUkREVcNX4ET6hcHBFU4bM6WI8vHJKIUFxKCUNGSAqFowKEVERCUzo8GFdweDUum0AAAYkNGIU60GtxW9OdLX/ZEkm+USEVWRQj2l0oK433BYGJQiysdrLzw0ABB7SrlZvkdVhkEpIiIqmRmNbmza3wcA2NsjBqe+9/5jS/Z89W4beoKxrD9r90fh5YEYEVHV8DnyTwxzWE2YWu+ExcRTFqJ85GdKJeBh+R5VGX7CExFRydS7rXi3K4R0WsBre3sBAL4SltDVuazoDsUhDF5dl0h9rWxmXm0nIqoWXnv+E+lQLMUsKSIZ5AaldnUG2eicqo7uglKxWAzHHXccDAYDNm/ePOxnb775Js444wzY7XZMnjwZP/rRj0b9/l//+lfMnTsXdrsd8+fPx7p168q0ciKi8WfBxBoAwDUPbsaaf2wt+fM1uGyIJ9MIxYdP4EsNlg5OqXeWfA1ERCSPz2HO21Oqwx+FjUEpooJ8zsKTLAciCQgCEE2ky7QqInl0F5T65je/idbW1lG3+/1+LFu2DFOnTsUbb7yBH//4x7jppptw9913Z+7z8ssv45JLLsEVV1yBTZs2YfXq1Vi9ejW2bdtWzj+BiGjckLKi/rXlUFmez+sww2w0jCrhG4gk0OS1lWUNREQkT6GeUgORBKbzYgJRQT6HBYFYMnMRLptQTCyVPbrFU65lEcmiq6DUY489hieffBI/+clPRv3s/vvvRzwexz333IN58+bhYx/7GL7yla/gtttuy9znjjvuwIoVK/CNb3wDRx99NG655RYcf/zxuPPOO8v5ZxARjVv//fZ5JX18g8EglvAFhzc7P9AXwaRantgQEVWTGqcF/eHswykAwB9NwOvgpDCiQryDE/XyZUuFYkm4rCbUu3mRjqqLboJSHR0d+OxnP4s//OEPcDpHn1hs2LABZ555JqzWI5OVli9fjh07dqCvry9zn6VLlw77veXLl2PDhg2lXTwR0Tj2p8+cnPm6yWsv+fPVu22jJvB1BqLMlCIiqjL1rtGf10P5I4nMyTYR5ea0mmA2GvKWwwY4eY+qlC5elYIg4PLLL8fnP/95nHDCCWhraxt1n/b2dkyfPn3YbU1NTZmf1dbWor29PXPb0Pu0t7fnfO5YLIZY7EgZiN/vBwAkEgkkEoWbyVUrae16/htIOW738acatvmJU33Ydcuysq2jzmlB50B42HN1DERQ77KOi9d+NWxzKj9u9/FnLGxzl8WAgUgC8XgcBoNh1M/394Yxtc6h679RS2Nhm5Nycre712FGTyCCVq8168/7Q1G4rGa+fnRgrLzX5a6/okGpNWvW4Ic//GHe+2zfvh1PPvkkAoEArrvuujKt7Ihbb70VN99886jbn3zyyawZW3qzfv36Si+BKoDbffwZT9s8OmDEyxs74e58M3Pbxp1GtDoFrFv3bgVXVl7jaZvTEdzu44+et3k8BSRSZvzlX4/BkyUhqu2wCS2pTqwbeLv8i6tiet7mpF6h7W5OmbD++ZexvyZ7X6nNPQakokYO+tIRvb/Xw+GwrPtVNCj1ta99DZdffnne+8yYMQPPPPMMNmzYAJtteOnFCSecgE984hP43e9+h+bmZnR0dAz7ufR9c3Nz5v/Z7iP9PJvrrrsO1157beZ7v9+PyZMnY9myZfB6vQX/xmqVSCSwfv16nH/++bBYmBY9XnC7jz/jcZtvWvcOAGDlyrmZ2367/xWcfdIUrDxu9KCMsWY8bnPidh+Pxso2/87Gp3DSaWdheoNr1M/+387/YNVZR+O0mfUVWFn1GSvbnJSRu93v2f9fzJ0/FSvnZz+39b92ALvSHVi5cnGplkoaGSvvdanKrJCKBqUaGxvR2NhY8H4/+9nP8L3vfS/z/aFDh7B8+XI8+OCDOPlksVfJqaeeiuuvvx6JRCKz4davX485c+agtrY2c5+nn34a11xzTeax1q9fj1NPPTXnc9tstlHBMACwWCy6foFIxsrfQcpwu48/42mb17ntWLf18LC/1x9JorXWNW7+DYDxtc3pCG738Ufv29zrsCCUELL+DYFYEnVuu67/vlLQ+zYndQpt9xqnFcFEOud9/LEUGtw2vnZ0RO/vdblr10VPqSlTpgz73u12AwBmzpyJSZMmAQA+/vGP4+abb8YVV1yBb33rW9i2bRvuuOMO3H777Znfu/rqq3HWWWfhpz/9KVatWoUHHngAr7/+Ou6+++7y/TFERFRSD762Hwf7I5nvo4kU2nrCcNl0scsjIhpX0mkBh/qjWDT8cB+CIKA7GIeHjc6JZPE6LBjIM32vJxhHnYtDX6j66Gb6XiE+nw9PPvkk9u7di8WLF+NrX/sabrjhBlx55ZWZ+yxZsgR/+tOfcPfdd2PhwoX429/+hocffhjHHntsBVdORERaOnl63bDv23pCAACzcXQTXSIiqqyeUBxX/WnjqNs3vNsDAHDzggKRLD6HOW9Qqi8cR52LQV6qPrr8lJ82bRoEYXQDtwULFuDFF1/M+7sXX3wxLr744lItjYiIKuzm98/DPzYdRG8ojjqXFf1h8QBtXqt++wASEY03NrMJAFDj5Ek0kRy1Tis6/bGcP+8JxXHitLqcPyeqlDGTKUVERAQgU+rx1qEBAMBN/3oLALKOGyciourUHRRPri0mnq4QyVHnsqI3HM/5874QM6WoOvFTnoiIxqRLf/sqADFdfdYEd4VXQ0RE2Vy+ZBpWzW8Zdbs/ksCpMzh1j0iuOpcVvaHcQSkxg5w9paj6MChFRERjWoc/ht2dwUovg4iIsmjx2dEZiI66vSsYQ4OHJ9BEcvkKNDrvZaYUVSkGpYiIaMyS+g+eNJ09FIiIqtHkOicC0eSo27sCMTS6GZQikqvWeaSP5kiReAqRRIqZUlSVGJQiIqIx59YPzgcAfPb3rwMAbn7fvEouh4iIcmjx2dEdHF1y1B2Mo5GZUkSy1TgtGIjEsw4E6w3HYTCI2VRE1YZBKSIiGnPOP6YJAPDU9k4AwJwmTyWXQ0REOTS4begNxZBKDz+R7gpE0eC2VmhVRPpT57IikRLgz5J52BuMo9ZphcnIoS9UfRiUIiKiMadhRMmHkQdhRERVqdFjQ1oQh1IM1RWIMVOKSAG3zQyb2YiewcmVQ/WG46h1MkuKqhODUkRENKZ94uQplV4CERHlYLeY4LGZ0RUYfiLdHYyPusBARLkZDAY0uG3oyTKBry8kZkoRVSNzpRdARERUCm1rVyGVFpiqTkRU5QKxJO7/7z58b7XYDzCWTGEgksAEZkoRKVLvtqI7MDpTaiCSQA2DUlSlmClFRERjFgNSRET68NjW9szXe7tDAMQeOUQkX73Liu4smVL94QRqWL5HVYqZUkREREREVDFfPHsm+iNHRtlv2NMDADCbeP2cSIkGty1rT6n+SJyT96hq8ZOeiIiIiIgqpslrx6H+SOb7Z97phMfGa+dEStW7begJjs6U2t8bxqRaRwVWRFQYP+2JiIiIiKhiJtY48G5XKPP9i7u6K7gaIv1qcFuxryc06vYOfwzNXnsFVkRUGDOliIiIiIioYlprHHivNwx/9EgJ31FN7gquiEifGj22UZMsAWDrwQF4Wb5HVYpBKSIiIiIiqpjZgwGoHz72TuY2k5GnKURKTfDY0RGIDrstEk8BANoHotl+haji+GlPREREREQVYxlsaL7lQD+e39kFAPje6mMruSQiXWry2tDhj0EQhMxtPSExc+qiha2VWhZRXgxKERERERFRxW076Mdl97wKAFg4yVfh1RDpT5PXjngyjf7wkVLYnmAcDW4rrGae+lN14iuTiIiIiIgq6vRZDcO+N5t4mkKklMtmhstqQueQvlJ3PL0L3Vkm8hFVC37aExERERFRRX31/KMyXxsNFVwIkc6F4in8+dX3Mt+/tJvTLKm6MShFREREREQVtXhqbebrTTcsq+BKiPRv3dbDma9jyXQFV0JUmLnSCyAiIiIiInru62cjkUrDx9H1REUZWr5HVO0YlCIiIiIiooqb1uCq9BKIdG/l/GYc7IsMu23p0U0VWg1RYSzfIyIiIiIiIhoDVhzbgi0HBiAIAvb1hAAAXz1/doVXRZQbg1JEREREREREY4A0J8AfSeJzf3gDADC5zlm5BREVwKAUERERERER0Rhw4YIWAMDuriDeaQ8AALx29mmj6sWgFBEREREREdEYYDCIuVIf+uXLFV4JkTwMShERERERERERUdkxKEVEREREREQ0Rpw8vS7z9TeWz6ngSogKY1CKiIiIiIiIaIy4/zMnZ77+wlkzK7gSosLMlV4AEREREREREWnDbDLiZ5cswsJJPhiNhsK/QFRBDEoRERERERERjSHvW9ha6SUQycLyPSIiIiIiIiIiKjsGpYiIiIiIiIiIqOwYlCIiIiIiIiIiorJjUIqIiIiIiIiIiMqOQSkiIiIiIiIiIio7BqWIiIiIiIiIiKjsGJQiIiIiIiIiIqKyY1CKiIiIiIiIiIjKjkEpIiIiIiIiIiIqOwaliIiIiIiIiIio7BiUIiIiIiIiIiKisjNXegF6IwgCAMDv91d4JcVJJBIIh8Pw+/2wWCyVXg6VCbf7+MNtPv5wm49P3O7jD7f5+MNtPj5xu48/Y2WbSzETKYaSC4NSCgUCAQDA5MmTK7wSIiIiIiIiIqLqFQgE4PP5cv7cIBQKW9Ew6XQahw4dgsfjgcFgqPRyVPP7/Zg8eTL2798Pr9db6eVQmXC7jz/c5uMPt/n4xO0+/nCbjz/c5uMTt/v4M1a2uSAICAQCaG1thdGYu3MUM6UUMhqNmDRpUqWXoRmv16vrFzqpw+0+/nCbjz/c5uMTt/v4w20+/nCbj0/c7uPPWNjm+TKkJGx0TkREREREREREZcegFBERERERERERlR2DUuOUzWbDjTfeCJvNVumlUBlxu48/3ObjD7f5+MTtPv5wm48/3ObjE7f7+DPetjkbnRMRERERERERUdkxU4qIiIiIiIiIiMqOQSkiIiIiIiIiIio7BqWIiIiIiIiIiKjsGJQaw37xi19g2rRpsNvtOPnkk/Hqq6/mvf9f//pXzJ07F3a7HfPnz8e6devKtFLSkpLtft9998FgMAz7z263l3G1VIwXXngBF110EVpbW2EwGPDwww8X/J3nnnsOxx9/PGw2G2bNmoX77ruv5OskbSnd7s8999yo97nBYEB7e3t5FkxFu/XWW3HiiSfC4/FgwoQJWL16NXbs2FHw97hf1y8125z7dH375S9/iQULFsDr9cLr9eLUU0/FY489lvd3+B7XP6Xbne/zsWft2rUwGAy45ppr8t5vLL/fGZQaox588EFce+21uPHGG7Fx40YsXLgQy5cvR2dnZ9b7v/zyy7jkkktwxRVXYNOmTVi9ejVWr16Nbdu2lXnlVAyl2x0AvF4vDh8+nPlv3759ZVwxFSMUCmHhwoX4xS9+Iev+e/fuxapVq3DOOedg8+bNuOaaa/CZz3wGTzzxRIlXSlpSut0lO3bsGPZenzBhQolWSFp7/vnncdVVV+GVV17B+vXrkUgksGzZMoRCoZy/w/26vqnZ5gD36Xo2adIkrF27Fm+88QZef/11nHvuuXj/+9+Pt956K+v9+R4fG5Rud4Dv87Hktddew69+9SssWLAg7/3G/PtdoDHppJNOEq666qrM96lUSmhtbRVuvfXWrPf/yEc+IqxatWrYbSeffLLwuc99rqTrJG0p3e733nuv4PP5yrQ6KiUAwkMPPZT3Pt/85jeFefPmDbvtox/9qLB8+fISroxKSc52f/bZZwUAQl9fX1nWRKXX2dkpABCef/75nPfhfn1skbPNuU8fe2pra4Xf/OY3WX/G9/jYlW+7830+dgQCAWH27NnC+vXrhbPOOku4+uqrc953rL/fmSk1BsXjcbzxxhtYunRp5jaj0YilS5diw4YNWX9nw4YNw+4PAMuXL895f6o+arY7AASDQUydOhWTJ08ueGWG9I3v8/HtuOOOQ0tLC84//3y89NJLlV4OFWFgYAAAUFdXl/M+fL+PLXK2OcB9+liRSqXwwAMPIBQK4dRTT816H77Hxx452x3g+3ysuOqqq7Bq1apR7+Nsxvr7nUGpMai7uxupVApNTU3Dbm9qasrZQ6S9vV3R/an6qNnuc+bMwT333IN//vOf+OMf/4h0Oo0lS5bgwIED5VgylVmu97nf70ckEqnQqqjUWlpacNddd+Hvf/87/v73v2Py5Mk4++yzsXHjxkovjVRIp9O45pprcNppp+HYY4/NeT/u18cOuduc+3T927p1K9xuN2w2Gz7/+c/joYcewjHHHJP1vnyPjx1Ktjvf52PDAw88gI0bN+LWW2+Vdf+x/n43V3oBRFQ5p5566rArMUuWLMHRRx+NX/3qV7jlllsquDIi0sqcOXMwZ86czPdLlizBnj17cPvtt+MPf/hDBVdGalx11VXYtm0b/vOf/1R6KVQmcrc59+n6N2fOHGzevBkDAwP429/+hssuuwzPP/98zgAFjQ1Ktjvf5/q3f/9+XH311Vi/fj2b1A9iUGoMamhogMlkQkdHx7DbOzo60NzcnPV3mpubFd2fqo+a7T6SxWLBokWLsHv37lIskSos1/vc6/XC4XBUaFVUCSeddBKDGjr0pS99CY888gheeOEFTJo0Ke99uV8fG5Rs85G4T9cfq9WKWbNmAQAWL16M1157DXfccQd+9atfjbov3+Njh5LtPhLf5/rzxhtvoLOzE8cff3zmtlQqhRdeeAF33nknYrEYTCbTsN8Z6+93lu+NQVarFYsXL8bTTz+duS2dTuPpp5/OWZ986qmnDrs/AKxfvz5vPTNVFzXbfaRUKoWtW7eipaWlVMukCuL7nCSbN2/m+1xHBEHAl770JTz00EN45plnMH369IK/w/e7vqnZ5iNxn65/6XQasVgs68/4Hh+78m33kfg+15/zzjsPW7duxebNmzP/nXDCCfjEJz6BzZs3jwpIAePg/V7pTutUGg888IBgs9mE++67T3j77beFK6+8UqipqRHa29sFQRCESy+9VFizZk3m/i+99JJgNpuFn/zkJ8L27duFG2+8UbBYLMLWrVsr9SeQCkq3+8033yw88cQTwp49e4Q33nhD+NjHPibY7XbhrbfeqtSfQAoEAgFh06ZNwqZNmwQAwm233SZs2rRJ2LdvnyAIgrBmzRrh0ksvzdz/3XffFZxOp/CNb3xD2L59u/CLX/xCMJlMwuOPP16pP4FUULrdb7/9duHhhx8Wdu3aJWzdulW4+uqrBaPRKDz11FOV+hNIoS984QuCz+cTnnvuOeHw4cOZ/8LhcOY+3K+PLWq2Offp+rZmzRrh+eefF/bu3Su8+eabwpo1awSDwSA8+eSTgiDwPT5WKd3ufJ+PTSOn74239zuDUmPYz3/+c2HKlCmC1WoVTjrpJOGVV17J/Oyss84SLrvssmH3/8tf/iIcddRRgtVqFebNmyc8+uijZV4xaUHJdr/mmmsy921qahJWrlwpbNy4sQKrJjWeffZZAcCo/6RtfNlllwlnnXXWqN857rjjBKvVKsyYMUO49957y75uKo7S7f7DH/5QmDlzpmC324W6ujrh7LPPFp555pnKLJ5Uyba9AQx7/3K/Prao2ebcp+vbpz/9aWHq1KmC1WoVGhsbhfPOOy8TmBAEvsfHKqXbne/zsWlkUGq8vd8NgiAI5cvLIiIiIiIiIiIiYk8pIiIiIiIiIiKqAAaliIiIiIiIiIio7BiUIiIiIiIiIiKismNQioiIiIiIiIiIyo5BKSIiIiIiIiIiKjsGpYiIiIiIiIiIqOwYlCIiIiIiIiIiorJjUIqIiIiIiIiIiMqOQSkiIiKiCrj88suxevXqsj/vfffdB4PBAIPBgGuuuUbW71x++eWZ33n44YdLuj4iIiIaP8yVXgARERHRWGMwGPL+/MYbb8Qdd9wBQRDKtKLhvF4vduzYAZfLJev+d9xxB9auXYuWlpYSr4yIiIjGEwaliIiIiDR2+PDhzNcPPvggbrjhBuzYsSNzm9vthtvtrsTSAIhBs+bmZtn39/l88Pl8JVwRERERjUcs3yMiIiLSWHNzc+Y/n8+XCQJJ/7nd7lHle2effTa+/OUv45prrkFtbS2amprw61//GqFQCJ/61Kfg8Xgwa9YsPPbYY8Oea9u2bbjgggvgdrvR1NSESy+9FN3d3YrX/H//93+YPXs27HY7mpqa8OEPf7jYfwYiIiKivBiUIiIiIqoSv/vd79DQ0IBXX30VX/7yl/GFL3wBF198MZYsWYKNGzdi2bJluPTSSxEOhwEA/f39OPfcc7Fo0SK8/vrrePzxx9HR0YGPfOQjip739ddfx1e+8hV897vfxY4dO/D444/jzDPPLMWfSERERJTB8j0iIiKiKrFw4UJ85zvfAQBcd911WLt2LRoaGvDZz34WAHDDDTfgl7/8Jd58802ccsopuPPOO7Fo0SL84Ac/yDzGPffcg8mTJ2Pnzp046qijZD3ve++9B5fLhQsvvBAejwdTp07FokWLtP8DiYiIiIZgphQRERFRlViwYEHma5PJhPr6esyfPz9zW1NTEwCgs7MTALBlyxY8++yzmR5Vbrcbc+fOBQDs2bNH9vOef/75mDp1KmbMmIFLL70U999/fyYbi4iIiKhUGJQiIiIiqhIWi2XY9waDYdht0lS/dDoNAAgGg7jooouwefPmYf/t2rVLUfmdx+PBxo0b8ec//xktLS244YYbsHDhQvT39xf/RxERERHlwPI9IiIiIp06/vjj8fe//x3Tpk2D2VzcYZ3ZbMbSpUuxdOlS3HjjjaipqcEzzzyDD37wgxqtloiIiGg4ZkoRERER6dRVV12F3t5eXHLJJXjttdewZ88ePPHEE/jUpz6FVCol+3EeeeQR/OxnP8PmzZuxb98+/P73v0c6ncacOXNKuHoiIiIa7xiUIiIiItKp1tZWvPTSS0ilUli2bBnmz5+Pa665BjU1NTAa5R/m1dTU4B//+AfOPfdcHH300bjrrrvw5z//GfPmzSvh6omIiGi8MwiCIFR6EURERERUHvfddx+uueYaVf2iDAYDHnroIaxevVrzdREREdH4w0wpIiIionFmYGAAbrcb3/rWt2Td//Of/zzcbneJV0VERETjDTOliIiIiMaRQCCAjo4OAGLZXkNDQ8Hf6ezshN/vBwC0tLTA5XKVdI1EREQ0PjAoRUREREREREREZcfyPSIiIiIiIiIiKjsGpYiIiIiIiIiIqOwYlCIiIiIiIiIiorJjUIqIiIiIiIiIiMqOQSkiIiIiIiIiIio7BqWIiIiIiIiIiKjsGJQiIiIiIiIiIqKyY1CKiIiIiIiIiIjKjkEpIiIiIiIiIiIqu/8PPYMGJL2BBdUAAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
],
"metadata": {
"colab": {
"name": "simulate_lvk_noise",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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